diff --git a/.travis.yml b/.travis.yml index 6d009b9e..80937d80 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,28 +1,14 @@ -os: - - linux - -sudo: false - language: python - python: - - 2.7 - - 3.6 + - "3.7" + - "3.6" -before_install: - # http://conda.pydata.org/docs/travis.html#the-travis-yml-file - - wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh - - bash miniconda.sh -b -p $HOME/miniconda - - export PATH="$HOME/miniconda/bin:$PATH" - - hash -r - - conda config --set always_yes yes --set changeps1 no - - conda update -q conda - - conda env create - - source activate openpiv +notifications: + email: false install: - - python setup.py build_ext --inplace - - python setup.py install + - pip install -q numpy cython + - python setup.py develop script: - - py.test + - pytest openpiv diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 00000000..98401d06 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.pythonPath": "/Users/alex/miniconda3/envs/openpiv3/bin/python" +} \ No newline at end of file diff --git a/INSTALL b/INSTALL index 9a2391f8..53d1af6d 100644 --- a/INSTALL +++ b/INSTALL @@ -6,7 +6,7 @@ Dependencies ============ OpenPIV would not have been possible if other great open source projects did not -exist. We make extensive use of code and tools that other people have created, so +exist. We make extensive use of code and tools that other people have created, so you should install them before you can use OpenPIV. The dependencies are: @@ -20,9 +20,9 @@ The dependencies are: On all the platforms, the binary Anaconda installation is recommended. Visit https://www.continuum.io/downloads -How to install the dependencies on Linux (detailed) +How to install the dependencies on Linux (detailed) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -On a Linux platform installing these dependencies should be trick. Often, if not always, +On a Linux platform installing these dependencies should be trick. Often, if not always, python is installed by default, while the other dependencies should appear in your package manager. diff --git a/MANIFEST.in b/MANIFEST.in index c8066227..abb4ff6f 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -5,7 +5,6 @@ include INSTALL include LICENSE.txt include MILESTONES include TODO -recursive-include openpiv *.bat recursive-include openpiv *.bmp recursive-include openpiv *.ipynb recursive-include openpiv *.pdf @@ -13,6 +12,4 @@ recursive-include openpiv *.png recursive-include openpiv *.py recursive-include openpiv *.rst recursive-include openpiv *.tif -recursive-include openpiv *.ui recursive-include openpiv *.zip -recursive-include openpiv Makefile diff --git a/environment.yml b/environment.yml deleted file mode 100644 index d9ccbc67..00000000 --- a/environment.yml +++ /dev/null @@ -1,37 +0,0 @@ -name: openpiv -dependencies: -- cycler=0.10.0 -- decorator=4.0.9 -- freetype=2.5.5 -# - jbig=2.1 -- jpeg=8d -- libpng=1.6.17 -- libtiff=4.0.6 -- matplotlib=1.5.1 -- mkl=11.3.1 -- networkx=1.11 -- numpy=1.11.0 -- openssl=1.0.2g -- pillow=3.2.0 -- pip=8.1.1 -- progressbar2>=3.8.1 -- pyparsing=2.1.1 -- pyqt=4.11.4 -- python=2.7.11 -- python-dateutil=2.5.2 -- pytz=2016.3 -- qt=4.8.7 -# - readline=6.2 -- scikit-image=0.12.3 -- scipy=0.17.0 -- setuptools=20.7.0 -- sip=4.16.9 -- six=1.10.0 -- sqlite=3.9.2 -- tk=8.5.18 -- wheel=0.29.0 -# - xz=5.0.5 -- zlib=1.2.8 -- notebook=4.2.1 -- nose=1.3.7 -- cython=0.24.1 diff --git a/makeui.sh b/makeui.sh deleted file mode 100644 index 238426f4..00000000 --- a/makeui.sh +++ /dev/null @@ -1,3 +0,0 @@ -#!/bin/bash -pyside-uic openpiv/data/ui/mainwindow.ui -o openpiv/ui/ui_mainwindow.py -pyrcc4 openpiv/data/ui_resources.qrc -o openpiv/ui/ui_resources_rc.py diff --git a/openpiv/data/defaults-processing-parameters.cfg b/openpiv/data/defaults-processing-parameters.cfg deleted file mode 100644 index ac664456..00000000 --- a/openpiv/data/defaults-processing-parameters.cfg +++ /dev/null @@ -1,59 +0,0 @@ -[options] -# for window refinement algorithm, -# this is the intial window size, -# else the fixed window size -initial_window_size = 32 - -# for window refinement algorithm. -# if equal to initial_window_size it -# is ignored -final_window_size = 32 - -# when overlapping, it is the number of pixels which -# overlap between adjacent interrogation windows -overlap = 16 - -# the time delay between frames -dt = 0.001 - -# image scaling factor. pixels/meters -scaling_factor = 1000 - -# directory where images are found -data_dir = None - -# file template for frame a -pattern_a = None - -# file template for frame b -pattern_b = None - -# the output file format. Can be ascii or hdf5 -output_format = ascii - -# a name template for ascii output files. -output_file_pattern = field_%%05d.txt - -# where to save the files -output_data_dir = None - -# a format string for ascii files -output_file_formatting = %%.6f - -# the name of the output hdf5 file -output_hdf5_filename = data.hdf5 - -# whether to use a window shifting algorithm -# 0 = False, 1 = True -window_shift = 0 - -# this key may change name in the future, but now it -# can be "purepython" or "c". depending on the value -# a pure python or a c version of the code will be executed -method = purepython - - -# The number of cpus to use for the image processing. -# For multicore machines the workload is shared between the -# cores. -n_cpus = 1 diff --git a/openpiv/data/icons/configure.png b/openpiv/data/icons/configure.png deleted file mode 100644 index 11415643..00000000 Binary files a/openpiv/data/icons/configure.png and /dev/null differ diff --git a/openpiv/data/icons/exit.png b/openpiv/data/icons/exit.png deleted file mode 100644 index 74458879..00000000 Binary files a/openpiv/data/icons/exit.png and /dev/null differ diff --git a/openpiv/data/icons/filenew.png b/openpiv/data/icons/filenew.png deleted file mode 100644 index 6e838b32..00000000 Binary files a/openpiv/data/icons/filenew.png and /dev/null differ diff --git a/openpiv/data/icons/fileopen.png b/openpiv/data/icons/fileopen.png deleted file mode 100644 index 503a0045..00000000 Binary files a/openpiv/data/icons/fileopen.png and /dev/null differ diff --git a/openpiv/data/icons/filesave.png b/openpiv/data/icons/filesave.png deleted file mode 100644 index dd00abd1..00000000 Binary files a/openpiv/data/icons/filesave.png and /dev/null differ diff --git a/openpiv/data/icons/filesaveas.png b/openpiv/data/icons/filesaveas.png deleted file mode 100644 index 61a080ec..00000000 Binary files a/openpiv/data/icons/filesaveas.png and /dev/null differ diff --git a/openpiv/data/icons/filter.png b/openpiv/data/icons/filter.png deleted file mode 100644 index d524d706..00000000 Binary files a/openpiv/data/icons/filter.png and /dev/null differ diff --git a/openpiv/data/icons/filtersettings.png b/openpiv/data/icons/filtersettings.png deleted file mode 100644 index 35ca211b..00000000 Binary files a/openpiv/data/icons/filtersettings.png and /dev/null differ diff --git a/openpiv/data/icons/help.png b/openpiv/data/icons/help.png deleted file mode 100644 index 93bf094a..00000000 Binary files a/openpiv/data/icons/help.png and /dev/null differ diff --git a/openpiv/data/icons/import_image.png b/openpiv/data/icons/import_image.png deleted file mode 100644 index 5b55ab50..00000000 Binary files a/openpiv/data/icons/import_image.png and /dev/null differ diff --git a/openpiv/data/icons/import_vector.png b/openpiv/data/icons/import_vector.png deleted file mode 100644 index 3484e626..00000000 Binary files a/openpiv/data/icons/import_vector.png and /dev/null differ diff --git a/openpiv/data/icons/kcmsystem.png b/openpiv/data/icons/kcmsystem.png deleted file mode 100644 index 726784a4..00000000 Binary files a/openpiv/data/icons/kcmsystem.png and /dev/null differ diff --git a/openpiv/data/icons/player_end.png b/openpiv/data/icons/player_end.png deleted file mode 100644 index 9649ed9a..00000000 Binary files a/openpiv/data/icons/player_end.png and /dev/null differ diff --git a/openpiv/data/icons/player_fwd.png b/openpiv/data/icons/player_fwd.png deleted file mode 100644 index 5c9fd91b..00000000 Binary files a/openpiv/data/icons/player_fwd.png and /dev/null differ diff --git a/openpiv/data/icons/player_pause.png b/openpiv/data/icons/player_pause.png deleted file mode 100644 index c30cfc1a..00000000 Binary files a/openpiv/data/icons/player_pause.png and /dev/null differ diff --git a/openpiv/data/icons/player_play.png b/openpiv/data/icons/player_play.png deleted file mode 100644 index 2fe3df45..00000000 Binary files a/openpiv/data/icons/player_play.png and /dev/null differ diff --git a/openpiv/data/icons/player_rew.png b/openpiv/data/icons/player_rew.png deleted file mode 100644 index ca44d851..00000000 Binary files a/openpiv/data/icons/player_rew.png and /dev/null differ diff --git a/openpiv/data/icons/player_start.png b/openpiv/data/icons/player_start.png deleted file mode 100644 index f5ac4e0d..00000000 Binary files a/openpiv/data/icons/player_start.png and /dev/null differ diff --git a/openpiv/data/icons/reload_page.png b/openpiv/data/icons/reload_page.png deleted file mode 100644 index bf523dd3..00000000 Binary files a/openpiv/data/icons/reload_page.png and /dev/null differ diff --git a/openpiv/data/icons/urapiv_text.png b/openpiv/data/icons/urapiv_text.png deleted file mode 100644 index 8866db29..00000000 Binary files a/openpiv/data/icons/urapiv_text.png and /dev/null differ diff --git a/openpiv/data/icons/viewmag+.png b/openpiv/data/icons/viewmag+.png deleted file mode 100644 index 8f15c1d1..00000000 Binary files a/openpiv/data/icons/viewmag+.png and /dev/null differ diff --git a/openpiv/data/icons/viewmag-.png b/openpiv/data/icons/viewmag-.png deleted file mode 100644 index cc8ff505..00000000 Binary files a/openpiv/data/icons/viewmag-.png and /dev/null differ diff --git a/openpiv/data/images/urapiv_icon.png b/openpiv/data/images/urapiv_icon.png deleted file mode 100644 index 15618888..00000000 Binary files a/openpiv/data/images/urapiv_icon.png and /dev/null differ diff --git a/openpiv/data/images/urapiv_logo.png b/openpiv/data/images/urapiv_logo.png deleted file mode 100644 index b423a2e2..00000000 Binary files a/openpiv/data/images/urapiv_logo.png and /dev/null differ diff --git a/openpiv/data/images/urapiv_small.png b/openpiv/data/images/urapiv_small.png deleted file mode 100644 index 91c48384..00000000 Binary files a/openpiv/data/images/urapiv_small.png and /dev/null differ diff --git a/openpiv/data/ui/aboutwindow.ui b/openpiv/data/ui/aboutwindow.ui deleted file mode 100644 index a84c179e..00000000 --- a/openpiv/data/ui/aboutwindow.ui +++ /dev/null @@ -1,253 +0,0 @@ - - AboutWindow - - - - 0 - 0 - 395 - 268 - - - - - 0 - 0 - - - - - 395 - 268 - - - - - 395 - 268 - - - - About URAPIV - - - :/urapiv_icon.png - - - - - 10 - 10 - 379 - 237 - - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - - - :/urapiv_small.png - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - URAPIV for Qt 4 - Version 0.0 - - - Qt::AlignCenter - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Adapted to Qt 4 by Zachary Taylor - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Original version by Alex Liberzon and Roi Gurka - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - - Qt::Horizontal - - - QDialogButtonBox::Ok - - - true - - - - - - - - - - - - buttonBox - rejected() - AboutWindow - reject() - - - 316 - 260 - - - 286 - 274 - - - - - buttonBox - accepted() - AboutWindow - accept() - - - 248 - 254 - - - 157 - 274 - - - - - diff --git a/openpiv/data/ui/fileformatwindow.ui b/openpiv/data/ui/fileformatwindow.ui deleted file mode 100644 index 2908045d..00000000 --- a/openpiv/data/ui/fileformatwindow.ui +++ /dev/null @@ -1,224 +0,0 @@ - - FileFormatWindow - - - Qt::ApplicationModal - - - true - - - - 0 - 0 - 530 - 300 - - - - - 530 - 300 - - - - - 2000 - 300 - - - - Dialog - - - :/urapiv_icon.png - - - - - 40 - 120 - 233 - 25 - - - - - - - true - - - Number of zeros - - - - - - - true - - - - - - - - - 40 - 172 - 302 - 55 - - - - - - - Starting Number - - - - - - - - - - Total Number of Image Pairs - - - - - - - - - - - - 40 - 250 - 471 - 29 - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Apply - - - - - - - Cancel - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - - 41 - 11 - 469 - 18 - - - - First Frame - - - - - - 41 - 55 - 100 - 18 - - - - - 100 - 16777215 - - - - Second Frame - - - - - - 41 - 34 - 469 - 16 - - - - - 0 - 0 - - - - - - - - - - 41 - 78 - 469 - 16 - - - - - 0 - 0 - - - - - - - - - - - - diff --git a/openpiv/data/ui/filterlaunchwindow.ui b/openpiv/data/ui/filterlaunchwindow.ui deleted file mode 100644 index 67589c86..00000000 --- a/openpiv/data/ui/filterlaunchwindow.ui +++ /dev/null @@ -1,80 +0,0 @@ - - FilterLaunchWindow - - - - 0 - 0 - 321 - 143 - - - - Filter - - - :/urapiv_icon.png - - - - - 21 - 16 - 281 - 131 - - - - - - - Filter all processed image pairs - - - - - - - Filter current processed image pair - - - - - - - - - Qt::Horizontal - - - - 40 - 60 - - - - - - - - Go - - - - - - - Cancel - - - - - - - - - - - - - diff --git a/openpiv/data/ui/filterwindow.ui b/openpiv/data/ui/filterwindow.ui deleted file mode 100644 index ae65f03f..00000000 --- a/openpiv/data/ui/filterwindow.ui +++ /dev/null @@ -1,376 +0,0 @@ - - FilterWindow - - - - 0 - 0 - 639 - 419 - - - - Data Filter - - - :/urapiv_icon.png - - - - - 179 - 100 - 207 - 23 - - - - - - - 179 - 160 - 207 - 23 - - - - - - - 179 - 190 - 207 - 23 - - - - - - - 179 - 310 - 207 - 23 - - - - - - - 393 - 160 - 207 - 22 - - - - - - - 393 - 190 - 207 - 22 - - - - - - - 393 - 310 - 207 - 22 - - - - - - - 20 - 40 - 56 - 18 - - - - - 75 - true - - - - Global - - - - - - 20 - 136 - 56 - 18 - - - - - 75 - true - - - - Local - - - - - - 20 - 290 - 81 - 18 - - - - - 75 - true - - - - Smoothing - - - - - - 20 - 310 - 131 - 22 - - - - Gaussian Kernel - - - - - - 393 - 70 - 207 - 25 - - - - - - - Max - - - - - - - - - - - - 152 - 70 - 234 - 25 - - - - - - - Min - - - - - - - - - - - - 20 - 190 - 131 - 22 - - - - Mean - - - - - - 20 - 160 - 131 - 22 - - - - Median - - - - - - 20 - 100 - 141 - 22 - - - - Standard Deviation - - - - - - 20 - 70 - 141 - 22 - - - - Range - - - - - - 180 - 250 - 207 - 22 - - - - - - - 20 - 230 - 91 - 18 - - - - - 75 - true - - - - Interpolation - - - - - - 20 - 250 - 131 - 22 - - - - Bilinear - - - - - - 20 - 360 - 601 - 29 - - - - - - - User applied - - - - - - - Applied to processing step - - - - - - - Qt::Horizontal - - - - 429 - 20 - - - - - - - - OK - - - - - - - Cancel - - - - - - - - rangeBox - minEdit - maxEdit - stdBox - stdEdit - medianBox - medianEdit - medianCombo - meanBox - meanEdit - meanCombo - bilinearBox - bilinearCombo - gaussianBox - gaussianEdit - gaussianCombo - userRadio - processRadio - okButton - cancelButton - - - - - - diff --git a/openpiv/data/ui/framelistwindow.ui b/openpiv/data/ui/framelistwindow.ui deleted file mode 100644 index 9700abc2..00000000 --- a/openpiv/data/ui/framelistwindow.ui +++ /dev/null @@ -1,81 +0,0 @@ - - FrameListWindow - - - - 0 - 0 - 640 - 480 - - - - - 640 - 480 - - - - - 640 - 480 - - - - Frame List - - - :/urapiv_icon.png - - - - - 430 - 440 - 80 - 27 - - - - Import... - - - - - - 520 - 440 - 80 - 27 - - - - Cancel - - - - - - 16 - 40 - 296 - 385 - - - - - - - 328 - 40 - 296 - 385 - - - - - - - - - diff --git a/openpiv/data/ui/imageimportwindow.ui b/openpiv/data/ui/imageimportwindow.ui deleted file mode 100644 index 7b5ac74e..00000000 --- a/openpiv/data/ui/imageimportwindow.ui +++ /dev/null @@ -1,230 +0,0 @@ - - ImageImportWindow - - - - 0 - 0 - 600 - 400 - - - - - 600 - 400 - - - - - 600 - 400 - - - - Import Images - - - - - - - - 70 - 100 - 184 - 27 - - - - Attempt Autoconfiguartion... - - - - - - 30 - 30 - 113 - 18 - - - - Auto Configuration - - - - - - 70 - 60 - 108 - 27 - - - - Select Files... - - - - - - - - - 430 - 340 - 80 - 27 - - - - Continue... - - - - - - 71 - 191 - 441 - 142 - - - - - - - - 75 - true - - - - Input - - - - - - - - 75 - true - - - - Order - - - - - - - Base Name - - - - - - - - - - -1 - - - - - - - Increment - - - - - - - false - - - - - - - - - - Frame - - - - - - - - - First - - - - - - - 3 - - - - - - - Second - - - - - - - 3 - - - - - - - - - - - - Suffix - - - - - - - - - - - - - - - 30 - 160 - 128 - 18 - - - - Manual Configuration - - - - - - - - diff --git a/openpiv/data/ui/mainwindow.ui b/openpiv/data/ui/mainwindow.ui deleted file mode 100644 index a48c69e8..00000000 --- a/openpiv/data/ui/mainwindow.ui +++ /dev/null @@ -1,539 +0,0 @@ - - - MainWindow - - - - 0 - 0 - 815 - 650 - - - - - 815 - 650 - - - - OpenPiv - - - - images/urapiv_icon.pngimages/urapiv_icon.png - - - - - - - - - - - - - - - 250 - 200 - - - - - - - - - - - - 250 - 200 - - - - false - - - QAbstractItemView::NoSelection - - - - - - - - - - - - - Frame A - - - true - - - false - - - - - - - Frame B - - - true - - - - - - - Qt::Horizontal - - - - 181 - 27 - - - - - - - - Redraw - - - - ../../../../../../.designer/backup../../../../../../.designer/backup - - - - - - - - - - - - - - - - - - ../../../../../../.designer/backup - :/icons/icons/player_start.png../../../../../../.designer/backup - - - - 32 - 32 - - - - Qt::ToolButtonIconOnly - - - true - - - - - - - - - - - ../../../../../../.designer/backup - :/icons/icons/player_rew.png../../../../../../.designer/backup - - - - 32 - 32 - - - - true - - - - - - - - 80 - 0 - - - - - 100 - 16777215 - - - - Qt::AlignRight|Qt::AlignTrailing|Qt::AlignVCenter - - - 99999 - - - - - - - - - - - ../../../../../../.designer/backup - :/icons/icons/player_fwd.png../../../../../../.designer/backup - - - - 32 - 32 - - - - true - - - - - - - false - - - - - - - ../../../../../../.designer/backup - :/icons/icons/player_end.png../../../../../../.designer/backup - - - - 32 - 32 - - - - true - - - - - - - - - - - - - - - 0 - 0 - 815 - 25 - - - - - File - - - - - - - - - - - View - - - - - - - Tools - - - - - - - - Help - - - - - - - - - - - - - - toolBar - - - - - - false - - - TopToolBarArea - - - false - - - - - - - - - - - - - - - - - - - icons/filenew.png - :/icons/icons/filenew.pngicons/filenew.png - - - New... - - - true - - - - - - icons/fileopen.png - :/icons/icons/fileopen.pngicons/fileopen.png - - - Open... - - - - - - icons/filesave.png - :/icons/icons/filesave.pngicons/filesave.png - - - Save - - - - - - icons/filesaveas.pngicons/filesaveas.png - - - Save As... - - - - - - icons/player_play.pngicons/player_play.png - - - Play - - - - - - icons/player_fwd.pngicons/player_fwd.png - - - FF - - - - - - icons/player_end.pngicons/player_end.png - - - FullFF - - - - - - icons/player_pause.pngicons/player_pause.png - - - Pause - - - - - - icons/player_rew.pngicons/player_rew.png - - - RW - - - - - - icons/player_start.pngicons/player_start.png - - - FullRW - - - - - - icons/help.pngicons/help.png - - - Help - - - - - - :/icons/icons/help.png:/icons/icons/help.png - - - About - - - - - - icons/configure.png - :/icons/icons/configure.pngicons/configure.png - - - Setup... - - - Setup processing information - - - - - - icons/import_image.png - :/icons/icons/import_image.pngicons/import_image.png - - - Import Image... - - - Import images - - - - - - icons/import_vector.pngicons/import_vector.png - - - Import Vector Maps... - - - Import vector maps - - - - - - icons/exit.pngicons/exit.png - - - Quit - - - - - - icons/viewmag+.png - :/icons/icons/viewmag+.pngicons/viewmag+.png - - - Zoom In - - - - - - icons/viewmag-.png - :/icons/icons/viewmag-.pngicons/viewmag-.png - - - Zoom Out - - - - - - icons/kcmsystem.png - :/icons/icons/kcmsystem.pngicons/kcmsystem.png - - - Process Images - - - - - - icons/filtersettings.png - :/icons/icons/filtersettings.pngicons/filtersettings.png - - - Filter Settings - - - - - - icons/filter.png - :/icons/icons/filter.pngicons/filter.png - - - Filter - - - - - - - - diff --git a/openpiv/data/ui/mainwindow2.ui b/openpiv/data/ui/mainwindow2.ui deleted file mode 100644 index 271ee45f..00000000 --- a/openpiv/data/ui/mainwindow2.ui +++ /dev/null @@ -1,576 +0,0 @@ - - MainWindow - - - - 0 - 0 - 815 - 650 - - - - - 815 - 650 - - - - URAPIV - Open Source PIV - - - ../../../../../../.designer/backup - - - - - - 22 - 15 - 766 - 538 - - - - - - - - - - - - - 250 - 200 - - - - - - - - Qt::Vertical - - - QSizePolicy::Preferred - - - - 258 - 40 - - - - - - - - - - - - 250 - 200 - - - - false - - - QAbstractItemView::NoSelection - - - - - - - - - Qt::Horizontal - - - QSizePolicy::Expanding - - - - 40 - 536 - - - - - - - - - - - - Frame A - - - true - - - false - - - - - - - Frame B - - - true - - - - - - - Qt::Horizontal - - - - 181 - 27 - - - - - - - - Redraw - - - ../../../../../../.designer/backup - - - - - - - - - - 450 - 450 - - - - Qt::ScrollBarAsNeeded - - - Qt::ScrollBarAsNeeded - - - true - - - - 0.000000000000000 - 0.000000000000000 - 10.000000000000000 - 10.000000000000000 - - - - QPainter::Antialiasing - - - QGraphicsView::ScrollHandDrag - - - QGraphicsView::CacheNone - - - QGraphicsView::NoAnchor - - - QGraphicsView::FullViewportUpdate - - - - - - - - - - - - ../../../../../../.designer/backup - - - - 32 - 32 - - - - Qt::ToolButtonIconOnly - - - true - - - - - - - - - - ../../../../../../.designer/backup - - - - 32 - 32 - - - - true - - - - - - - - 80 - 0 - - - - - 100 - 16777215 - - - - Qt::AlignRight|Qt::AlignTrailing|Qt::AlignVCenter - - - 99999 - - - - - - - - - - ../../../../../../.designer/backup - - - - 32 - 32 - - - - true - - - - - - - false - - - - - - ../../../../../../.designer/backup - - - - 32 - 32 - - - - true - - - - - - - - - - - - - - 0 - 0 - 815 - 19 - - - - - File - - - - - - - - - - - View - - - - - - - Tools - - - - - - - - Help - - - - - - - - - - - - - - toolBar - - - - - - TopToolBarArea - - - false - - - - - - - - - - - - - - - - - - toolBar_2 - - - TopToolBarArea - - - false - - - - - ../../../../../../.designer/backup/icons/filenew.png - - - New... - - - - - ../../../../../../.designer/backup/icons/fileopen.png - - - Open... - - - - - ../../../../../../.designer/backup/icons/filesave.png - - - Save - - - - - ../../../../../../.designer/backup/icons/filesaveas.png - - - Save As... - - - - - ../../../../../../.designer/backup/icons/player_play.png - - - Play - - - - - ../../../../../../.designer/backup/icons/player_fwd.png - - - FF - - - - - ../../../../../../.designer/backup/icons/player_end.png - - - FullFF - - - - - ../../../../../../.designer/backup/icons/player_pause.png - - - Pause - - - - - ../../../../../../.designer/backup/icons/player_rew.png - - - RW - - - - - ../../../../../../.designer/backup/icons/player_start.png - - - FullRW - - - - - ../../../../../../.designer/backup/icons/help.png - - - Help - - - - - About - - - - - ../../../../../../.designer/backup/icons/configure.png - - - Setup... - - - Setup processing information - - - - - ../../../../../../.designer/backup/icons/import_image.png - - - Import Image... - - - Import images - - - - - ../../../../../../.designer/backup/icons/import_vector.png - - - Import Vector Maps... - - - Import vector maps - - - - - ../../../../../../.designer/backup/icons/exit.png - - - Quit - - - - - ../../../../../../.designer/backup/icons/viewmag+.png - - - Zoom In - - - - - ../../../../../../.designer/backup/icons/viewmag-.png - - - Zoom Out - - - - - ../../../../../../.designer/backup/icons/kcmsystem.png - - - Process Images - - - - - ../../../../../../.designer/backup/icons/filtersettings.png - - - Filter Settings - - - - - ../../../../../../.designer/backup/icons/filter.png - - - Filter - - - - - - - - diff --git a/openpiv/data/ui/processwindow.ui b/openpiv/data/ui/processwindow.ui deleted file mode 100644 index c5e0ea16..00000000 --- a/openpiv/data/ui/processwindow.ui +++ /dev/null @@ -1,80 +0,0 @@ - - ProcessWindow - - - - 0 - 0 - 321 - 143 - - - - Process - - - :/urapiv_icon.png - - - - - 21 - 16 - 281 - 131 - - - - - - - Process all imported image pairs - - - - - - - Process current image pair - - - - - - - - - Qt::Horizontal - - - - 40 - 60 - - - - - - - - Go - - - - - - - Cancel - - - - - - - - - - - - - diff --git a/openpiv/data/ui/setupwindow.ui b/openpiv/data/ui/setupwindow.ui deleted file mode 100644 index 80b2a4ba..00000000 --- a/openpiv/data/ui/setupwindow.ui +++ /dev/null @@ -1,769 +0,0 @@ - - - SetupWindow - - - Qt::ApplicationModal - - - - 0 - 0 - 500 - 350 - - - - - 0 - 0 - - - - - 500 - 350 - - - - - 500 - 350 - - - - Setup - - - - - - - - - - - true - - - - 0 - 0 - - - - Qt::TabFocus - - - 3 - - - - Correlation - - - - - - - 0 - 0 - - - - - 75 - true - - - - Signal Level - - - - - - - Qt::AlignRight|Qt::AlignTrailing|Qt::AlignVCenter - - - - - Signal to Mean - - - - - - - - 0 - 0 - - - - - 100 - 0 - - - - Qt::AlignCenter - - - - - - - Signal to Next Peak - - - - - - - - 0 - 0 - - - - - 100 - 0 - - - - Qt::AlignCenter - - - - - - - - - - 75 - true - - - - Grid setup - - - - - - - Qt::AlignRight|Qt::AlignTrailing|Qt::AlignVCenter - - - Qt::AlignRight|Qt::AlignTop|Qt::AlignTrailing - - - - - Interrogation Area - - - - - - - - 0 - 0 - - - - - 100 - 0 - - - - - - - - Horizontal Spacing [pixels] - - - - - - - - 0 - 0 - - - - - 100 - 0 - - - - Qt::AlignCenter - - - - - - - Vertical Spacing [pixels] - - - - - - - - 0 - 0 - - - - - 100 - 0 - - - - Qt::AlignCenter - - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Horizontal - - - QSizePolicy::Expanding - - - - 50 - 20 - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - Velocity Scaling - - - - - - QFormLayout::AllNonFixedFieldsGrow - - - - - delta t [ms] - - - - - - - - - - scale factor [mm/pixel] - - - - - - - - - - - - - - Pixel - - - - - - - Velocity - - - - - - - - - - 0 - 0 - - - - - 75 - true - - - - Velocity scaling - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - - 75 - true - - - - Time delay and scaling factor - - - - - - - - Output - - - - - - Output directory - - - - - - - - - - - - ... - - - - - - - - - File template name - - - - - - - - - - - - e.g. test%d.txt - - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - - - 478 - 16777215 - - - - Image Mask - - - - - - - 0 - 0 - - - - - 75 - true - - - - Rectangular box mask - - - - - - - QFormLayout::AllNonFixedFieldsGrow - - - - - X Min - - - - - - - - - - Y Min - - - - - - - - - - X Max - - - - - - - - - - Y Max - - - - - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - - - - - - - Qt::Horizontal - - - - 40 - 20 - - - - - - - - Apply - - - - - - - Cancel - - - - - - - - - - - - - - Select - - - - - tabWidget - directoryEdit - directoryButton - templateEdit - intAreaCombo - textSigMean - textSigPeak - deltaTedit - pixelRadio - velocityRadio - xMinEdit - yMinEdit - xMaxEdit - - - - - - diff --git a/openpiv/data/ui_resources.qrc b/openpiv/data/ui_resources.qrc deleted file mode 100644 index 3a31e5f6..00000000 --- a/openpiv/data/ui_resources.qrc +++ /dev/null @@ -1,26 +0,0 @@ - - - icons/configure.png - icons/exit.png - icons/filenew.png - icons/fileopen.png - icons/filesave.png - icons/filesaveas.png - icons/filter.png - icons/filtersettings.png - icons/help.png - icons/import_image.png - icons/viewmag-.png - icons/viewmag+.png - icons/import_vector.png - icons/kcmsystem.png - icons/player_end.png - icons/player_fwd.png - icons/player_pause.png - icons/player_play.png - icons/player_rew.png - icons/player_start.png - icons/reload_page.png - icons/urapiv_text.png - - diff --git a/openpiv/docs/downloads/tutorial-WiDIM.zip b/openpiv/docs/downloads/tutorial-WiDIM.zip deleted file mode 100644 index d5be56dc..00000000 Binary files a/openpiv/docs/downloads/tutorial-WiDIM.zip and /dev/null differ diff --git a/openpiv/docs/downloads/tutorial-part1.zip b/openpiv/docs/downloads/tutorial-part1.zip deleted file mode 100644 index 2b420752..00000000 Binary files a/openpiv/docs/downloads/tutorial-part1.zip and /dev/null differ diff --git a/openpiv/docs/downloads/tutorial-part2.zip b/openpiv/docs/downloads/tutorial-part2.zip deleted file mode 100644 index 5a120ec8..00000000 Binary files a/openpiv/docs/downloads/tutorial-part2.zip and /dev/null differ diff --git a/openpiv/docs/src/downloads_page.rst b/openpiv/docs/src/downloads_page.rst index 7e6508db..2752e6e2 100644 --- a/openpiv/docs/src/downloads_page.rst +++ b/openpiv/docs/src/downloads_page.rst @@ -9,8 +9,8 @@ Tutorial files These are zip files containing sample images and python scripts for analysing them with OpenPIV. These files are included in the source code if cloned from the Git. -Part 1: how to process an image pair. :download:`source code and sample images <../downloads/tutorial-part1.zip>` +Part 1: how to process an image pair see `openpiv/examples/examples/tutorials/tutorial1.py` -Part 2: how to process in batch a list of image pairs. :download:`source code and sample images <../downloads/tutorial-part2.zip>` +Part 2: how to process in batch a list of image pairs. `openpiv/examples/examples/tutorials/tutorial2.py` Part 3: how to process RGB JPEG images in IPython notebook using OpenPIV tools: http://nbviewer.ipython.org/gist/alexlib/8920253 diff --git a/openpiv/examples/masking_tutorial/masking_tutorial.ipynb b/openpiv/examples/masking_tutorial/masking_tutorial.ipynb deleted file mode 100644 index 5def37bd..00000000 --- a/openpiv/examples/masking_tutorial/masking_tutorial.ipynb +++ /dev/null @@ -1,210 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/alex/Library/Enthought/Canopy_32bit/User/lib/python2.7/site-packages/skimage/filter/__init__.py:6: skimage_deprecation: The `skimage.filter` module has been renamed to `skimage.filters`. This placeholder module will be removed in v0.13.\n", - " warn(skimage_deprecation('The `skimage.filter` module has been renamed '\n" - ] - } - ], - "source": [ - "import openpiv.tools\n", - "import openpiv.process\n", - "import openpiv.scaling\n", - "import openpiv.preprocess\n", - "from skimage import io\n", - "\n", - "%pylab inline" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "file_a = 'Camera1-0101.tif'\n", - "file_b = 'Camera1-0102.tif'\n", - "\n", - "im_a = io.imread( file_a )\n", - "im_b = io.imread( file_b )\n", - "imshow(np.c_[im_a,im_b],cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# let's crop the region of interest\n", - "frame_a = im_a[380:1980,0:1390]\n", - "frame_b = im_b[380:1980,0:1390]\n", - "imshow(np.c_[frame_a,frame_b],cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Process the original cropped image and see the OpenPIV result:\n", - "\n", - "# typical parameters:\n", - "window_size = 32 #pixels\n", - "overlap = 16 # pixels\n", - "search_area_size = 64 # pixels \n", - "frame_rate = 40 # fps\n", - "\n", - "# process again with the masked images, for comparison# process once with the original images\n", - "u, v, sig2noise = openpiv.process.extended_search_area_piv(\n", - " frame_a.astype(np.int32) , frame_b.astype(np.int32), \n", - " window_size = window_size,\n", - " overlap = overlap, \n", - " dt=1./frame_rate, \n", - " search_area_size = search_area_size, \n", - " sig2noise_method = 'peak2peak')\n", - "x, y = openpiv.process.get_coordinates( image_size = frame_a.shape, window_size = window_size, overlap = overlap )\n", - "u, v, mask = openpiv.validation.global_val( u, v, (-300.,300.),(-300.,300.))\n", - "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.1 )\n", - "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3)\n", - "x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "# save to a file\n", - "openpiv.tools.save(x, y, u, v, mask, 'test.txt', fmt='%9.6f', delimiter='\\t')\n", - "openpiv.tools.display_vector_field('test.txt', scale=50, width=0.002)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# masking using not optimal choice of the methods or parameters:\n", - "masked_a = openpiv.preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.005)\n", - "masked_b = openpiv.preprocess.dynamic_masking(frame_b,method='intensity',filter_size=3,threshold=0.0)\n", - "imshow(np.c_[masked_a,masked_b],cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# masking using optimal (manually tuned) set of parameters and the right method:\n", - "masked_a = openpiv.preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.01)\n", - "masked_b = openpiv.preprocess.dynamic_masking(frame_b,method='edges',filter_size=7,threshold=0.01)\n", - "imshow(np.c_[masked_a,masked_b],cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Process the masked cropped image and see the OpenPIV result:\n", - "\n", - "# process again with the masked images, for comparison# process once with the original images\n", - "u, v, sig2noise = openpiv.process.extended_search_area_piv(\n", - " masked_a.astype(np.int32) , masked_b.astype(np.int32), \n", - " window_size = window_size,\n", - " overlap = overlap, \n", - " dt=1./frame_rate, \n", - " search_area_size = search_area_size, \n", - " sig2noise_method = 'peak2peak')\n", - "x, y = openpiv.process.get_coordinates( image_size = masked_a.shape, window_size = window_size, overlap = overlap )\n", - "u, v, mask = openpiv.validation.global_val( u, v, (-300.,300.),(-300.,300.))\n", - "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.1)\n", - "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3)\n", - "x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "# save to a file\n", - "openpiv.tools.save(x, y, u, v, mask, 'test_masked.txt', fmt='%9.6f', delimiter='\\t')\n", - "openpiv.tools.display_vector_field('test_masked.txt', scale=50, width=0.002)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/openpiv/examples/masking_tutorial/masking_tutorial.py b/openpiv/examples/masking_tutorial/masking_tutorial.py deleted file mode 100644 index 50826d48..00000000 --- a/openpiv/examples/masking_tutorial/masking_tutorial.py +++ /dev/null @@ -1,83 +0,0 @@ -import numpy as np -import openpiv.tools -import openpiv.process -import openpiv.scaling -import openpiv.preprocess -import openpiv.validation -import openpiv.filters -from skimage import io -from skimage.io import imshow - - -file_a = 'Camera1-0101.tif' -file_b = 'Camera1-0102.tif' - -im_a = io.imread( file_a ) -im_b = io.imread( file_b ) -imshow(np.c_[im_a,im_b],cmap='gray') - -# let's crop the region of interest -frame_a = im_a[380:1980,0:1390] -frame_b = im_b[380:1980,0:1390] -imshow(np.c_[frame_a,frame_b],cmap='gray') - -# Process the original cropped image and see the OpenPIV result: - -# typical parameters: -window_size = 32 #pixels -overlap = 16 # pixels -search_area_size = 64 # pixels -frame_rate = 40 # fps - -# process again with the masked images, for comparison# process once with the original images -u, v, sig2noise = openpiv.process.extended_search_area_piv( - frame_a.astype(np.int32) , frame_b.astype(np.int32), - window_size = window_size, - overlap = overlap, - dt=1./frame_rate, - search_area_size = search_area_size, - sig2noise_method = 'peak2peak') -x, y = openpiv.process.get_coordinates( image_size = frame_a.shape, window_size = window_size, overlap = overlap ) -u, v, mask = openpiv.validation.global_val( u, v, (-300.,300.),(-300.,300.)) -u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.1 ) -u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3) -x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 ) -# save to a file -openpiv.tools.save(x, y, u, v, mask, 'test.txt', fmt='%9.6f', delimiter='\t') -openpiv.tools.display_vector_field('test.txt', scale=50, width=0.002) - - - -# masking using not optimal choice of the methods or parameters: -masked_a = openpiv.preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.005) -masked_b = openpiv.preprocess.dynamic_masking(frame_b,method='intensity',filter_size=3,threshold=0.0) -imshow(np.c_[masked_a,masked_b],cmap='gray') - - - -# masking using optimal (manually tuned) set of parameters and the right method: -masked_a = openpiv.preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.01) -masked_b = openpiv.preprocess.dynamic_masking(frame_b,method='edges',filter_size=7,threshold=0.01) -imshow(np.c_[masked_a,masked_b],cmap='gray') - - - -# Process the masked cropped image and see the OpenPIV result: - -# process again with the masked images, for comparison# process once with the original images -u, v, sig2noise = openpiv.process.extended_search_area_piv( - masked_a.astype(np.int32) , masked_b.astype(np.int32), - window_size = window_size, - overlap = overlap, - dt=1./frame_rate, - search_area_size = search_area_size, - sig2noise_method = 'peak2peak') -x, y = openpiv.process.get_coordinates( image_size = masked_a.shape, window_size = window_size, overlap = overlap ) -u, v, mask = openpiv.validation.global_val( u, v, (-300.,300.),(-300.,300.)) -u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.1) -u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3) -x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 ) -# save to a file -openpiv.tools.save(x, y, u, v, mask, 'test_masked.txt', fmt='%9.6f', delimiter='\t') -openpiv.tools.display_vector_field('test_masked.txt', scale=50, width=0.002) - diff --git a/openpiv/examples/multi-pass_tutorial/neg.tif b/openpiv/examples/multi-pass_tutorial/neg.tif deleted file mode 100644 index 8d26c8c9..00000000 Binary files a/openpiv/examples/multi-pass_tutorial/neg.tif and /dev/null differ diff --git a/openpiv/examples/multi-pass_tutorial/openpiv_tutorial_multipass.ipynb b/openpiv/examples/multi-pass_tutorial/openpiv_tutorial_multipass.ipynb deleted file mode 100644 index 1991bbdb..00000000 --- a/openpiv/examples/multi-pass_tutorial/openpiv_tutorial_multipass.ipynb +++ /dev/null @@ -1,377 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/alex/miniconda3/envs/openpiv/lib/python3.6/site-packages/scikit_image-0.13.1-py3.6-macosx-10.7-x86_64.egg/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint16\n", - " .format(dtypeobj_in, dtypeobj_out))\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# %load red_Cell.py\n", - "from openpiv import tools, pyprocess, scaling, filters, \\\n", - " validation, process\n", - "import numpy as np\n", - "from skimage import data\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from scipy import ndimage\n", - "from skimage import feature\n", - "from PIL import Image\n", - "from pylab import *\n", - "%matplotlib inline\n", - "\n", - "from skimage.color import rgb2gray\n", - "from skimage import img_as_uint\n", - "\n", - "frame_a = tools.imread('Y4-S3_Camera000398.tif') \n", - "frame_b = tools.imread('Y4-S3_Camera000399.tif')\n", - "\n", - "\n", - "# for whatever reason the shape of frame_a is (3, 284, 256)\n", - "# so we first tranpose to the RGB image and then convert to the gray scale\n", - "\n", - "frame_a = img_as_uint(rgb2gray(frame_a))\n", - "frame_b = img_as_uint(rgb2gray(frame_b))\n", - "plt.imshow(np.c_[frame_a,frame_b],cmap=plt.cm.gray)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# frame_a.dtype" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#u, v, sig2noise = openpiv.process.extended_search_area_piv( frame_a, frame_b, window_size=24, overlap=12, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' )\n", - "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, window_size=32, overlap=8, dt=.1, sig2noise_method='peak2peak' )\n", - "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", - "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", - "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "quiver(x,y,u,v)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tools.save(x, y, u, v, mask, 'Y4-S3_Camera000398.txt' )\n", - "tools.display_vector_field('Y4-S3_Camera000398.txt', scale=3, width=0.0125)\n", - "# frame_vectors = io.imshow(vectors)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "----------------------------------------------------------\n", - "|-----> || The Open Source P article |\n", - "| Open || I mage |\n", - "| PIV || V elocimetry Toolbox |\n", - "| <-----|| www.openpiv.net version 1.0 |\n", - "----------------------------------------------------------\n", - " \n", - "('Algorithm : ', 'WiDIM')\n", - " \n", - "Parameters \n", - "-----------------------------------\n", - "(' ', 'Size of image', ' | ', [284, 256])\n", - "(' ', 'total number of iterations', ' | ', 1)\n", - "(' ', 'overlap ratio', ' | ', 0.25)\n", - "(' ', 'coarse factor', ' | ', 0)\n", - "(' ', 'time step', ' | ', 0.10000000149011612)\n", - "(' ', 'validation method', ' | ', 'None')\n", - "(' ', 'number of validation iterations', ' | ', 0)\n", - "(' ', 'subpixel_method', ' | ', 'gaussian')\n", - "(' ', 'Nrow', ' | ', array([11], dtype=int32))\n", - "(' ', 'Ncol', ' | ', array([10], dtype=int32))\n", - "(' ', 'Window sizes', ' | ', array([32], dtype=int32))\n", - "-----------------------------------\n", - "| STARTING |\n", - "-----------------------------------\n", - "('ITERATION # ', 0)\n", - "..[DONE]\n", - "(' --residual : ', 1.000000045849729)\n", - "Starting validation..\n", - "..[DONE]\n", - " \n", - "//////////////////////////////////////////////////////////////////\n", - "end of iterative process.. Re-arranging vector fields..\n", - "...[DONE]\n", - "-------------------------------------------------------------\n", - "('[DONE] ..after ', 50.844605922698975, 'seconds ')\n", - "-------------------------------------------------------------\n" - ] - } - ], - "source": [ - "x,y,u,v, mask = process.WiDIM(frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=32, overlap_ratio=0.25, coarse_factor=0, dt=0.1, validation_method='mean_velocity', trust_1st_iter=0, validation_iter=0, tolerance=0.7, nb_iter_max=1, sig2noise_method='peak2peak')" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXl4FFX2/t8TNgkIhDWI7FtAYZBERQQElUVQQUcRnQHcRhDBDfWHy4y44OCCiIKMCwzqIK6IKCCCogIiEBBZIxAWiYQkbAkQyNbn98fp+nYnZGlC6t7uzvk8Tz9VXenOfVPdeevWveeeQ8wMRVEUJXyJsC1AURRFcRc1ekVRlDBHjV5RFCXMUaNXFEUJc9ToFUVRwhw1ekVRlDBHjV5RFCXMUaNXFEUJc9ToFUVRwpyKtgUAQN26dblZs2a2ZSiKooQU69atO8jM9Up6XVAYfbNmzRAfH29bhqIoSkhBRHsDeZ0O3SiKooQ5avSKoihhjhq9oihKmKNGryiKEuao0SuKooQ5IWf0zMD+/bZViI4//7StIj95efKwTWYmkJFhW0V+DhywrUBITratADh4EMjOtq1CPpNg+L6WB0LC6LOygG+/Be6/H2jRAvj4Y3s6Fi8GxowBmjcHPv3Ujg4Hjwf47Tdg8mTg+uuB3r0BIruaAKBSJaBrV6BzZ/nMPv3UvsFNmAB07Ag89RSwZo2cOxu88QbQrh3w2GPAihV2jC49HWjYELj5ZuD998X4bZCQAERHA8OHA599Fnydg3CCgqGUYFxcHBeMo09LAxYuBL76Ssz1+HHfz4YOBSIjZX/IEKBnT/e0pab6dHz7bdE6HnkEaNXKPR0OO3fK+fj+e+DHH4FDh3w/69kT+PproFo193UUx4EDcuFZuzb/8ZYtge7dgQEDgL/+1f2L0m+/AdOnSzupqcDcub6fRUcD110nj6uu8n2ObrBggXx/AODIEeCTT3w/q1NHzsd11wF9+wLnnuuejrfeAn79VfbnzQNSUmQ/IgK47DLf+WjXzt3P5p//lP9vQC40J0/KfqVK8h2+9lrR0by5exqc/5NevdxrIxBmzQIuuQRo37507yeidcwcV+ILmdn6IzY2lv05cIB57Fjmli2ZZZCk6MfUqewaycmio1WrknUsX+6eDn+OHmWeNYu5Xz/mChVO13H8uBkdxbF37+m6KlRgHjCA+aOPmDMzzej44ouSP7fWrZmffJI5Pd09Hc88U7KOVq2Yx41jPnzYPR1//WvxGmrUYB48mHnlSvc0MJf8/1S/PvMddzBv2eKehsGDmUeOdO/3B4LHw9y2LfPrr5f+dwCI5wA81rrJcyFG738itm5lfukl5u7dmSMiRPGiRcypqfIwYRoeD/O2bcXryM52X0dBUlOZp09nvuIKZiLmf/9btNomL495/Hg5R507M0+eLBdv05w6xZySIm1PmyZ6KlZkvvJK5ldfZf79dzM6jh+Xzyolhfn9930Xvp49mV95xZyOo0dFx/79zI0a+S4wDz3E/N135r7Dhw6JjoQE5qpVRUfHjnLB/eUX+f64jYk2TBCo0Zc4dENEjQG8DyAagAfA28w8hYjGA/gHAO9NGJ5g5oXe9zwO4C4AeQDuZ+bFxbVR2NBNYRw6BHzzjUwk3XFHiS93jWDR4U9SEvDzz8DgwbaVCG++CfToAVx4oW0lwiuvAE2bAn36ADVr2tPxxhtA/foyTFOrlh0N69YBy5bJEEnbtvbmdRYvBhITRUeTJnY0hDqBDt0EYvQNATRk5vVEdC6AdQAGARgM4Dgzv1Lg9e0BzAFwCYDzACwF0IaZi5x2CtToFUVRFB+BGn2JUTfMnMzM6737xwBsA9ComLcMBPARM2cx824AOyGmryiKoljgjMIriagZgIsArPYeGk1EG4loJhFFeY81ArDP721JKOTCQET3EFE8EcWnOVPwiqIoSpkTsNETUXUAnwN4kJkzAEwH0BJAJwDJACY5Ly3k7aeNDzHz28wcx8xx9eqVmE5ZURRFKSUBGT0RVYKY/GxmngsAzJzCzHnM7AHwDnzDM0kAGvu9/XwAQbCWVVEUpXxSotETEQGYAWAbM7/qd7yh38tuALDZuz8fwBAiqkJEzQG0BrCm7CQriqIoZ0IgFaYuBzAUwCYi2uA99gSAW4moE2RYZg+AEQDAzFuI6BMAWwHkArivuIgbRVEUxV1KNHpmXoHCx90XFvOeCQAmnIUuRVEUpYwIiaRmiqIoSulRo1cURQlz1OgVRVHCHDV6RVGUMEeNXlEUJcxRo1cURQlz1OgVRVHCHDV6JWxhlvqoilLeCWmj375dapOeOGFXx5IlwF13ibHYZNo04IUX7GoApCDLf/4jxdRtsn8/cOmlUuwjJ8eeji1bgD177LUPSP3eIUPsngeHpUuB3FzbKuzDDNxzjxQxcpuQNnqPR05WdrZdHdnZ8g9kq1KPQ4UKvkLLNjl0SIovT5gAZGba07F9O/D778D99wMXXCCabJCUBHz4oRQGt0VennxHbXdG8vKAt98GHnrI7nfjzTfzF4u3AZFc8Ez4V4kVpkygFaYUN9izB0hLA+rUAerWBc491/7FWAkOEhKABg2AqKiSXxvMBFphKpCkZooSkjRrJg9FKUhMjG0FZgnpoRtFURSlZNToFUVRwhw1ekVRlDBHjV5RFCXMUaNXFEUJc9ToFUVRwhw1ekVRlDBHjV5RFCXMUaNXFEUJc9ToFUVRwhw1ekVRlDBHjV5RFCXMUaNXFEUJc9ToFUVRwhw1ekVRlDBHjT7M2L3bfsUtR0denm0Vij9F1RgKgtpDisuEvNF/9x2QkWFbBTBjBnD4sF0NzMBjjwH9+tnVkp4OjBwJjBlj10S2bQNuugn48097GgDgo4+AW2+V0oY2GTMGuOIK4KWXpI6t89nMng28956ZzyotTUo6ejzut1Ucu3YBP/xgV0NentTy3brV/bZC3ugrVhSztwkzUKkS8Mkndr/AycnA4sXAsmXAZZcBO3bY0bFsGfDtt8D06cCzz9rRAACffy6P9u2Bd96xd9H58Ucx+/btgbvvBv74w46OrCwxlv/3/4ALLwSaNwfuu08uQLffDlxzDbB3r7saXngBuO46+xe94cOBQYPsdkQ8HuCSS4CnnzbQGDNbf8TGxrJy9hw7xvzrr8zz5jFPmcI8YYIcM83Gjcyvvsp83XXMNWowT59uXoPDl18yn3ceM8Dcqxfzzp12dPz0E3O3bqKjcmXmMWOYk5N9Pz90yIyOzEzmBQuYR41ibtpU9Pg/qlVjfuMN5rw8d9qfM0famTXLnd8fKPfeKzr27rWro3p15quuKv37AcRzAB5r3eRZjT6syclhXreOOTvbnoYjR5j/8Q/5tletyjxpEnNurvxs+XJzOjwe5kWLmGNjRUtkJPO4cWLyzzzD/Oab5rQ4etavZ65T53TD79aNOSGh7NvctUt+/733lv3vPhPefFN0fP21XR2NGzN37lz69wdq9CUO3RBRYyJaRkTbiGgLET3gPV6biJYQ0Q7vNsp7nIjodSLaSUQbiaizu/ckSjBTsSLQubMMbdmiVi3g7bdliK9hQ2DsWKBrV2DzZrl9X7HCjA4imT9Zu1aGlJo2BSZOBFq0AObOBUaNAl57zYwWR8+yZUCbNnI+unUDuneXcfxKlYCHHwZWry7bNps1A+rWBdasAb7/HliwoGx/f6B06CDbTZvstO8QFQUcOWKgoZKuBAAaAujs3T8XwHYA7QG8BGCc9/g4AC969/sDWASAAHQBsLqkNrRHr5jixAnmhx9mjohgrlhRenV16zInJprXkpvL/P77zC1a5O9NT5xoXosJ4uOZb7lFhowiIpgrVLDXoz5yRM71bbfZad/hiiuYa9Uq/ftRVj16Zk5m5vXe/WMAtgFoBGAggPe8L3sPwCDv/kAA73t1/AKgFhE1PLvLkaKUDZGRwKRJEmmSmyvHDh4EBgwAjh41q6VCBSA2FqhWLf/xceOA554zq8UEsbESDbZ3r0xE5uUB9erZ0VKrFtC4cXD06NPT3Q/iOKOoGyJqBuAiAKsBNGDmZEAuBgDqe1/WCMA+v7cleY8V/F33EFE8EcWnpaWduXJFKSW7dgGvvpr/WEICcPPNQE6OWS3nnAM8+aREwvTp4zO+f/0LeOqp8Itxf+klGTJysGX0gAzfJCSY/8z9iYqSzzg93d12AjZ6IqoO4HMADzJzcZHrVMix076uzPw2M8cxc1w9m5+2Uu5o0ULGiPfsAd58U3rz55wDLF1qPva/RQvglltkrH7xYiAlBUhKAr76SjSZmj8wRadOwNChvud169rT0qGDmPzvv9vTEBUlW7fH6QMyeiKqBDH52cw813s4xRmS8W5TvceTADT2e/v5APaXjVxFKTuaNgXuvVcW8Bw+LBODFSoA8+bZ00QENGoEXHut9Oi7d7enxS2efx6oUkUe1avb0xEME7JBY/RERABmANjGzP43vPMBDPfuDwfwpd/xYd7omy4A0p0hHkUJVqpWBfr3B6ZNA264wbaa8KZxY+DBB2XYhgq7/zeETaN3pt79jd7NFdwVA3jN5QCGAthERBu8x54AMBHAJ0R0F4A/ANzs/dlCSOTNTgCZAO4oU8WKooQ8jz8OrFtnV0NMjIT/2urR33KL70L3wgsS0rp4sTttlWj0zLwChY+7A8BVhbyeAdx3lroURQljatY8fULcNJUrA23b2jF6IqBjR+Cf/5Tny5YBTzzhXnshn+tGUZTQxBk6sa1h7147iRGHDcs/dHX55e61pUavKEq5xbnYbN5svu0mTYBevXzPu3Rxry01ekVRyiUej8/o162T9Qym1y3cfrts27cHatd2rx01ekVRyiUPPgi8/rrsP/ww8Omn5qOAbrxRQky7dnW3nUCibhRFUcKO0aOBdu1kPzdXhlJMU62arMh2c3we0B694hJ5eUBmpm0VwceuXbYVKA5t2gB/+5vvuQ2jB2T4Ro2+BGxXqnGwXUbQYceO4MiPcvAgMHiw3Twip05J1a3CMFkJLC0NSPWuG3/6aTGXpCRz7TsUTJ518qR5DTbbLYynngIivC5oy+i7dwdatXK3jZA2+m++kTjY3bttK5HbwMGDff/QNsjLkzG/G280lOO6CBITJQf9ggXAXXfZK6+4dClw3nlAXBwwfjwQH+/TMn068N//mrkovvUW0KCB9CB//RX48EPZf/ZZs3c9I0ZI7Pb778sFeNYsyfVjktxcKXN5993AoUNm2/bn44+BKVPkc/j73+VY06ZmNWRny1qCr782MDcQSC5jtx+lzUeflcW8cmWp3lqmeDzMs2czT53K/PHH7pVhK4n0dOYRI5ivv555+HDmlBQ7Or79lpnIl1/9oYfkHJlm1SrJf16zpk9LdDTznXcyjx4tz/v0Yd6zx10dCxcyDx3K3Lz56ZWcGjeW8npunx+Ph/mxx6RUIMDcpAlzv36y//jj5j6f1FTmnj2l3Tp1mGfMsPP/0rOnlLn0eJi3b5fc+EuXmtWQnS3nYciQ0v8OaClBxQanTjE/+ihzu3b5De3f/7anKTubedky5kceYY6JOd1sq1eXi7TbhrNyJXOlSqe3DzBffjnz5s3uts8sZQufe465Xr387Q8bZq7co8fD/MEHzPXr+/72jRt9PzdRx/Xuu6Xt1FR5Pny4GL5pKlaUjllpUaNXrJOczPzRR8wjR4rBvvuubUXCunW+nq3/o3t3d//ZZ89mnjmTee5c5u+/l3qtiYlivjk57rVbkJwc5vvuO/3v79uXOSPDnI7Dh6VIOZH0qB95RIrZx8S4X/Fr4kT5m3/+WZ7v2CGF001Towbz1VeX/v2BGj3Ja+0SFxfH8fHxtmUoLpOaaj9jIbOkyV2xQnQUfFSrJhN0wbA83y0SE6VG7Y4dEsywYwew35tIPDZW5lYaNDCnZ+1aYORIYP16yWy5bx/QujWwcqV7hUk+/xy46SbgvfckFYEtGjaUmgQrV5bu/US0jpnjSnqdxtErxqhfv+TXuA2RL5FUeaVlS+DRR/MfO34c2LlTjH/ZsvyZFd3m4oulEMzUqcBDD8mxHTskJ//3359earEscKJcdu4s+999JkRGmpmQV6NXFAXVq0v1p06d7LSfkgL873/5o6DWrJELzrx5kk64LGnZUrblxehDOrxSUZTw4LzzgCVLgC++AO67T8KmARlGGjmy7MNgq1cHoqPV6BVFUYxSqxYwaJAM4SQkyFj9rFlAVhbw9ttl316rVuXH6HXoRlGUoOT884Hhw+XhRsxIq1YyKX/4sLuZI4tDe/SKoihe3JgYbt1atjZ79ZGRkqrD7dXjavSKopRLgiHyJjJStm7n/1GjVxSlXBJMRu/28I0avaIo5ZJgCLFUo1cURXGRmjVl5e2OHfY0qNEriqK4jO0QSzV6RVEUl2nVSorkHD1qp301ekVRFJdxJmQTE+20r0avKIriMrYjb9ToA+DoUUkzmpdnV8fevZL21Tbr1gE//mhbBfDtt8CWLbZVyGrKYKgpnJtrr5yiP9nZosU2QZAZ/f+wvWhKjT4ANm6UhEdFFYA2xRdfAGPG2P9nnjoVePFFuxoAYNw4qUtqm0WLpF7snDl2dTz9tNSntcn+/UDXrsBzz9nVsWgRcOGFdiNdAOD++yV5ms0efW4uMHmy7KvRF0OPHpKn4vzz7ep44AEpUB5h+WzOnBkcdxZr1wITJthWAVx6KbB8uRR3OH7cno6xY6UYd3a2PQ21a4uG554DfvjBno7KlYGtW4Fp0+xpAICffpKLTlSUnBsbRr94sRSsB8THpkyRz8gNtMKUopQTEhKkglStWsBvvwF165rXwCw9+qQk4M8/JV2wDXr0ALZtA9LSpEPwxx/mRwYeeQR49VU5JxERQJcuZ15pKtAKUyHdo1cUJXBiYqQnvX8/cPvtdsbKiWSYMyPD7vBejRqiAZDhmwMHgGPHZL7NFEOG+D4Djwe48kr32lKjV5RyxPDhwG23SUGPKVPsaPj732VV6htv2JuYrVFDhtKee85XvWroUKknbIrY2PxlEq0aPRHNJKJUItrsd2w8Ef1JRBu8j/5+P3uciHYS0e9E1Nct4YqinDlEwPTpkuflscckUss01asDd90lQ0lLl5pvHwDOPVe28fG+O4svvwTatDGngQho1072K1cGLrvMvbYC6dHPAtCvkOOTmbmT97EQAIioPYAhAC7wvudNIqpQVmIVRTl7atQAPvpI9ocMkSEL09x3nxjd66+bbxuQcwAAd9yR/7hTwtAUXbvKtmNH4Jxz3GunRKNn5p8AHA7w9w0E8BEzZzHzbgA7AVxyFvoURXGBuDgJxd25E7j3XvNDKC1aANdeK0NIu3aZbRvwGX2zZkCvXr7jpo3eKcbudrtnM0Y/mog2eod2orzHGgHY5/eaJO8xRVGCjAcfBPr3B2bPtjMxOmaMXGBshFo6Rp+RIUNYgIzVt2hhVkfDhrJt5LJLltbopwNoCaATgGQAk7zHCyv4VWhfgYjuIaJ4IopPS0srpQxFUUoLkRTfbthQhlJ+/91s+1dfLZFAM2aYX+fgb/R9+wIdOojJV6pkVkd0tGyrVHG3nVIZPTOnMHMeM3sAvAPf8EwSgMZ+Lz0fwP4ifsfbzBzHzHH16tUrjQxFUc6SevWkR5+ZKeP1p06Za9sJtUxPB/73P3PtAr7J2IwM0fHYY+aHbQBfjz411d12SmX0RNTQ7+kNAJyInPkAhhBRFSJqDqA1gDVnJ1FRFDfp1Qt46ilgwwbfMMaGDWbaHjZMetemQy39e/QAcMstQJ8+5tp3qFtXFksdOOBuO4GEV84BsApAWyJKIqK7ALxERJuIaCOAXgAeAgBm3gLgEwBbAXwD4D5mtpxyTFGUkvjXv4Bu3cRw//Mf4Prr3VuO70/16sCdd0pahO+/d789B8fonYijSpUkb5ZpKlQAGjRwf1VuIFE3tzJzQ2auxMznM/MMZh7KzB2YuSMzX8/MyX6vn8DMLZm5LTMvcle+oihlQcWKMoQTFSVROPv2SRZSEzihlm+8YaY94PQePeBbOGWa6Ogg6NErihL+7NkDDBwIHDniOzZ7tpm2W7UCrrkGmD9fkgOaoDCjt4Vj9G4OXanRK4qCZs2ATz/1xXUDslLUVDTM/feL0b35ppn2/CdjbdOwoaRjOHIEOHHCnTbU6BVFASA961WrgBEj5HlmJjBvnpm2e/eW9APvvuue2Tns2ePLMZORAWzebKeUYEYG8MILvp78+PG+yfCyRo1eUZT/45xzZDL2ww/FDE0N30REAKNHS9U4t9tcsQJo317aXLoUuOgiSd1smho1RItTlOaNN9zLtaNGryjKadx6qyT8OnDA/Rhvh+HDZUjF7VDLQYMkF77HI73qmBigTh332iuOgpE+sbHutBPSRr9nD3D33XaSMvmzfLl7t1xnwpw5vtJkNpk4UcZ3bZKXB4waZS4evChSUyVTY0qKXR3AmZtnTIwUwijrMndFldysUUPy5G/e7G4VrOrVgRtu8D3v0cO9tkqiXz/f6lii/HMkZUlIG70zvma7OHhqqlSrsV0zdvdu6anYJiFBilvYZsuW/FEkNjh1Sr4bbo87l8SxY9KTPVMiI2WitqwYN06GhNLTC//56NGydTvUcvNm33737u62VRz//jeQlSX7MTEuVtxiZuuP2NhYVhTFXRYssK2A+dlnmQHm1auLfk2/fswREcx79rino3t3ZiLRkpTkXjslcegQ87XXyt/797+f+fsBxHMAHhvSPXpFUQKnf/+SX+M2Tj6Z4hKojRkjd8duhlo2bChDWS1auJ85sjhq15b1A717uzc+D4T40I2iKKFFTIxsizP6fv0k1PPdd2V+wI2h2QYNZOumuQYKkRQKV6NXFCUsaN1ajC0hoejXOKGWhw9LmOfo0bKgqCxxjL5vkBQ7vfJK4OKL3fv9avSKohijalWgSZPie/SpqZISoWpV4OGHJa6/rCf3nUgXx/BtExFhuZSgoihKWRITA+zYUfSQzIEDQOfOwMmTvtDpffsKf21pcQw+GMJeTaBGryiKUdq2lZDCvXsL/3nHjjJkQ3716twyerezRgYLavSKohglkMib66+XhXcOZW30ztCN9ugVRVFcIJDIGwB49FFJiwCUvdHXry/b8mL0llLtK4pSXnF69MVF3gAydPPWW8DOnWVv9FWqSCKz8mL02qNXFMUo550nS/1L6tEDYshz57pT/clEZadgQY1eURSjEEmvvqQevUP9+sBrr5W9jgYNtEevKIriGm3bSm860ApPjRuXvYYGDST/vZNULJxRo1cUxTiBTsi6SXmKpVejVxTFOIFOyLpJeQqxVKNXFMU4gcTSu4326BVFUVzESW4WDEZfHiJv1OgVRTFOZKQkN9OhGzOEtNGvXSs9A1PFi4vigw+Ayy5zt6BxIDz1lNTQtc2gQfZr1546JfU3v/rKro7ERMmtbrPnCgCLF0sOmZMn7erYtw/Yvl3227YtPrmZm2ze7MulY8vo8/KkzKSJO4qQNvrGjcVUatWyq6N9e2DgwPxJmGxw6aVA1652NQDAVVeJqdjknHPkM2nd2q6O+vVFh9N7tEWLFlJhqmpVuzpGjQI6dJD9mBgJbfzjD/M6unYFxo6VfRtDNzk5kpmzfXvgySflmJsXvJBOgRAdDbz8sm0VUhkmGCrVXHedbQXCmDG2FQjPPGNbAXDuucCkSbZVyAXPP0mYLfLyJPc6kD/ypnlzcxpOnBCTbdQIiIqy06N//nmJ4QfkDqdvX+C//5VVw24Q0j16RVFCi7w8oEIF2bcVeeP04KOj7a2O7dEDeP112V+xAjhyxD2TB9ToFUUxiMfj69HbWjSVnCzbhg3tGX337nK35zBwoLvtqdErimIM/x69k9zMdOSN06Nv2FB69UePyuS9SSpXBnr39j2//np321OjVxTFGB6Pz+iJgDZt7PXonaEbwE7k3oABsm3eHLjwQnfbKtHoiWgmEaUS0Wa/Y7WJaAkR7fBuo7zHiYheJ6KdRLSRiDq7KV5RlNDCfzIWkOGb5OTAk5uVBf49epurY/v3l62JiL1AevSzAPQrcGwcgO+YuTWA77zPAeAaAK29j3sATC8bmYqihAP+PXrAzoRsYT16GyGW0dESref2+DwQgNEz808ADhc4PBDAe9799wAM8jv+Pgu/AKhFRA3LSqyiKKFNwR69DaM/cEAKmkRF2V8dO3Qo0K2b++2Udoy+ATMnA4B3663AiEYA/It+JXmPKYqinNajtxF5k5wsBk9kP7HZqFHuVM8qSFlPxhY20lRoYgAiuoeI4okoPi0trYxlKIoSjBTs0Tsrl01G3jhGD9hPbFapkpl2Smv0Kc6QjHfrzFknAfCvBXM+gP2F/QJmfpuZ45g5rl69eqWUoShKKFGwRx8ZCTRtaq5Hn5cHpKXJRCwgKSqA8E9sVlqjnw9guHd/OIAv/Y4P80bfdAGQ7gzxKIqiFOzRA2aTm6WmysXG6dE7Y/Xl3uiJaA6AVQDaElESEd0FYCKA3kS0A0Bv73MAWAhgF4CdAN4BMMoV1YqihCQFe/SAGP2pU2aSm/mHVjo0aBD+OelLnAZg5luL+NFVhbyWAdx3tqIURQlPCuvR+0/Iup3czD+00iE6Gvj1V3fbtY2ujFUUxRj+KRAcTNaP9c9zk50tNSQaNADS0yWj5YoV7muwgRq9oijGKGroBjAzIes/dJORAcTFSfEPQPLkL1/uvgYbqNErimKMwoZuGjUCqlUTo9+zB1i/3r32/Ydu6taVYaONG+XY3r1i/OFIyBt9MEyi5OUBhw7ZViETWseO2VYhubVzc22rkDA62+UdAfulLh2C4VwU7NEvWQKMGAHUqCGlQf/yFykM4haOXzjx8yNG5P95MBQQcoOQNvqlS6U3kJRkV8eUKfZL1gHAP/5hJm9GSVx5JfDww3Y1nDol340PPrCrY9Mm6T2uWWNPQ1YW8OCDQHy8PQ0Ox47JeLhDr17Ad99JT/v4cRlOadXKvfaTk6Un/9FHwKJFkhe+XTv5WYsWQO3a7rVdkKws4K23gFWrDDTGzNYfsbGxXBoyM5nnzSvVW8uU5GTmZctsq2D+/Xfm+HjbKphXrWLevdu2CubFi5lFF5/sAAAVwklEQVQPHbKrIStLvqO5ufY0bNnCvGAB87599jQwM3s8zBERzJGR+Y+/9Raz3G/Izzwe9zS0aMHcoQNzVBRzz55ybPJkaXvwYPfaLYz9+6XdUaNK/zsAxHMAHhvSPfqqVYOjBxsdDfTsaVuF5PYOhlvPLl2AZs1sqwD69DHbQyuMypXlO1pwAtIk7dtLStzzz7enAZA7b48nf2UlABg+3BfX3qqVeyl7mX3pD9LTgVq15PiwYbJwyvT4vDNEVb26+22FtNErihI6rF4t2xo18h+vUgUYO1b23Ry2ycgATp4E6tSRC45j9LVrAzffbM/oq1Vzvy01ekVRjODMU9SsefrPRoyQVARuGr0zERsVJVvH6AHg3nuBzobLJB0/LlsTRm8gQaaiKErRPXpAhi/uv1/qyLqFE1rpDJX4G33Xru61WxQme/Rq9IqiuE5urkT9VKhQ9HzFmDFAYqJ7GpwefWSkbP2N3gZq9IqihBVbtwKZmVJkoyijr1NHHm7h9OgrV5ZtYUNIJtExekVRwgpn2AY4fWWsKRyjdyo6lacevRq9oiiu4xg9s71Q04Kr6NXoFUVRypA1a2Si1YbRb90qeWySk2V8/uRJOR4sRq9x9IqihDzHjwNbtgCXXirx66aHbjweWTS2dq1cZGbOlOPBYvTao1cUJeRZt07M9pJL5LnpHn1MjNxJODnnnSRzto3eZBy9Gr2iKK7ijM876TlM9+grVpSsmA5NmkiahcLi+U2iPXpFUcKG1avFWC+6SJ7bmIx1LjJEEsJZo4a96B8HNXpFUcKGNWuACy7wLVSyYbCO0V9zjaSwtj1sA4jRV67sC/d0EzV6RVFcY/9+yVoZEyMFegDp0R8/LgVqTOHksRk5Ejh61K7Rb9sG7N4tRl+tGpCTI8/dRI1eURTXcBKZ5eUBV1wh+ytWSEptkz379u2lzf797Rt9pUpy4Vu/XkI9W7b01a11CzV6RVFcw5mIvfVW4NdfZT8xUQpxm0xBUKkSMHWqjNH756K3QcuWQP36EgF06pSkhujd2902Q9ros7KAzz+3rUJW3H33nW0VQEKChLLZIi9P4qXXr7dbn5QZWLw4/7J70yxdKtv0dHdroAY7q1fL2PygQUDjxr7jNgoG9e4tQ0b+uehtQJS/UNFNN8mFyE1C2uh//BG45Rb7NWM//FA+LNtMmAA8+qi99itUkNWH06a5VyWoJNavl3/ofv2kB2eDpUuBv/1Nvp8dO/qKathk7Fip45uTY67NvDzJWBkbK0bWv7/vZ9dfb06HP0ePyva334AXXrCjAZBauQ5uJnJzCGmj791bjMV2ibQHHwR27rSrAQDeeQf48ku7Gq6+Gpgxw07bubnSg777binY3reveQ179wJDhsiinF69gLQ0oFMn8zocDh4Uc5s+Hfj5Z/d7jv4kJMjwhLNQyjH6yEh7/7OO0W/fDnzzjR0NQH6jdxZOuUlIpykmAurVs61CJpVMXJVL4pxz5FFeqVgx/z+QaU6eBG68ETh0SJ4zA6+/LhceW/TrB1x7rWi75x6zbTsTsZdeKtsOHWTbtq1ZHf6kp8s2J8dM/HpRNG8udXKTk80s3ArpHr2iBAvMUo5u/XrfsYgIYM4cmbewwcmTMmfzzDPyPCUFWLjQXPvOHInTo3dCCK++2pyGgjg9+pwcX1y/LZwFZAWLpbuBGr2ilAHTpwPvvSfzFL17A2+95Zukv+ACO5qcnC4O06b5Fg6ZYPVqoEEDSTkAAJs2yTYYjB6wb/ROpI0Jow/poRtFCQbWrpXx3nfflWiSunVtKxL8jb5yZYlQa9DATNuZmWLsAwb4JuYdo+/Y0YyGwggmo3cugGr0ihICXHQRMH++bRWnk5Li2582zTdWboL16yXqxhm2AcTo69Y1d7Hx58QJYO5c4PBh37HMTPM6/Dl2TLZq9IoSApjIVVIaHKO/5x7zE8LO+LxzcfF4gM2b5bmN0Ntq1YDx4yUlg8OuXeZ1+ONE2wR94REi2kNEm4hoAxHFe4/VJqIlRLTDu40qG6mKopwJqalAly4S+WMaJ+ImLk62u3ZJD9rmsE23brIS1cH/bsMGJnv0ZTEZ24uZOzGz9yPFOADfMXNrAN95nyuKYhgi4LPPgCpVzLe9erXkc3FWoDrj806IpQ26dcv/vGlTOzocQs3oCzIQwHve/fcADHKhDUVRSuCBB4BGjcy3m5IiC8f85wSCwegvvzz/c9uTsaFk9AzgWyJaR0TOcowGzJwMAN5t/bNsQ1GUUlC1qp12nWGbghOxRPZCTQG5w6hd21f4pDwZ/dlOI13OzPuJqD6AJUSUEOgbvReGewCgiRNnpChKyFNwIhYQo2/Rwu5q1IgI6dUnJ0sOnmAx+qCfjGXm/d5tKoAvAFwCIIWIGgKAd5taxHvfZuY4Zo6rFwx5DBRFKRPWrJF5AWeY5uRJYMcOu8M2Dpdf7rvTsHnRAcToIyPNlFYstdETUTUiOtfZB9AHwGYA8wEM975sOADLabYURTGFxyNG37mzLNICpKiGxxMcRn/ddZJnBgiOHr2JYRvg7Hr0DQCsIKLfAKwBsICZvwEwEUBvItoBoLf3uaIo5YAdOyRxWLBNxDq0by91LIDyZfSlHqNn5l0A/lLI8UMArjobUYqihCYFE5kBwWX0gG9FbDAYfe3aZtrSpGaKopQZ/hOxmzdLyuZNm2TMvlUru9ocgsnoQ2HoRgkybJbv83gkj8jvv0vxZ5OVjApj+3YzBR2U/KxZI/lsmjeX6JZOneRYw4ayQvfnn20r9Bm9rcnYTz6RC6Jj9GvXSh1dNwlpo/d47BsKAGzcKAmcbHHwIDBpEvDXv8o5Mc3SpUCbNlJ8JSZGKm6ZrGTkD7OkDI6Lk0lA2+zb5wujs8mhQ+53BE6dkhJ9l1wiMfNNmkiZz6NHgT17gFdftb8aFbDfo69aVVJT5OQAS5ZIsZzoaHfbDGmj/+QTe2XrHBYvli/2V1/ZaX/5cim8/MQTUqPUmWgyydVXy236yy/LkveYGPMaAOlBDhgAjBol5jphgh0dDkeOAH36AFdcAWRn29Ph8Uju87593e0IbNgg5uVMxPoXAwekA9ChA/DQQ+5pCATnwvuvf9lpv3t3X2K37Gz5f3H77iJI8+4FRrduduvF5uRIT3779tO/1Kbo3l2GSrKzxWxtZVI85xzgkUeAO+/0VRIyyZdfAmPGyD9x/fq+0L5Tp+yUV8zOljushATglVd8emzw6afAr7+K0Ua42LUrOBEbGSmlPtPS5P/jwAG5+DmVlWzh5Om3kQMIkM7QX/4iF0bAUDEYZrb+iI2NZUUJFzwe5uHDmQHmkSPluS2ys5lbtWKuXp05NdXdtm69Vf7mQ4d8x2Jj5diECcxVqjB36MCcm+uujpJo2VI0zZ9vT8MDD4gGgHnevNL/HgDxHIDHhvTQjaIEI88/L2UF+/UD3njDTv51h5kzgZ075W7L7QXoa9YArVvnDxls0kR689u3y7DixIlmVoIWhpOi+MgR2XbpYkcHAPTo4dtv08b99tToFaUMmT1bxn47dgQ+/thuUZLMTODZZyUK5uGH3W3r4EGJHCmY471JE+D224EPPgB69gSuucZdHcWxZAlwyy2yoKtCBRlSszW35hg9kW+lrpuo0StKGbF8ucxRnHcesGABUKOGXT1Tp0pFpSefdD9e28lYWbBcYY8eUlbQ4wFefNHu3U337jJfkZcnjylTZKLcBnXrAjVryhyjiTkkNXpFOQv275for+3bJfqpUiXg66/tBgkAEtI4caL0qEeOdL+9wlITA2JoCxYAN91kv6JTrVr5F20NGGDvYswsFxtTi8hCOupGUWwzbRqwcKEszjp6VIqE24wqOXFCQvVeflnGol991UyPcfVqiSzq1Ml3jBkYN06GSWyHujrUqSP5eABgyBB7OtLS5DvTsqWZ9tToFaWUnDgB/Oc/siIYAJ5+WnqJNhkzRoqBv/Ya0K4dMHSo+20yS4++U6f8IYvz5gGrVskdhYkJx0A4eVK2kZF2PytnJaypHr0O3ShKKXn/fZ/JA8Bzz8mqXJt8/72MO2dmSi/aRIRLYqKcB/+hmdxc4PHHxVBtLUwqSG6uRCARyTCbzVw3O3fK1lSPXo1eUUqBxwNMnux7fuGFwMqVwL332tN06JDUanVW4d50U36NblFYRan//lfyHj38sOS5CQa2bJG7sEaN7A7bANqjV5SQYMECGeutXFl68uvW2Y3LBkSDP+PHu5tuIDVVYuMLTsRmZsowVt26wKOPutf+mbJqlWz79JGHTUz36HWMXlFKwaRJEjr49ttA27a21Qj+Rv/008A//+lue4mJwNixQEYGEBUltU+3bwc+/1zyDk2ZYj/E1J9ffpHt+PH20h84JCZKqo6gLzyiKOWVxETgttuAu+92N3fMmeIY/VNPidG7Tb16vl4ykWSmXL5cwjqbNwdGjHBfQyDk5EjY66pVostWXioA+N//ZOXwzp2yijgzU4aT3F61rEavKGdIy5bmbrnPhPXrJZzx2WfNLEzyNydm4B//kDUFGRkyKW271+zwzDPABRfI3cZtt/li2G2sWq5Rwxftk5cnF53Nm91vN4j6I4qilJbDh2Xy9YUXzK0+rVHDV3egalXgjjtkXUGnTvYnO/0hEoMHZOL44ovtpPMG8g/zHTkC3HCDmclqNXpFCQOqVTOfYoDI16uvUkWGbLKzRUcwDWnVqePbT0yUegW2qku1aJH/TmLsWDPtBtHHoShKaalSxU4emXr1JGfL0aPA3LmS+iEjQyprBQv+Rt+xIzB8uD0tlSr5hv2uu04WtZlAjb4MOHHCtgLgzz8l2sEGwVAqj1kmAhWz1KsnQyEOSUnArFkSURIs+Bv9pEn20iQ7OBXYTIaehrTR79olizJswQzMmSMrEVNS7GhISgJGj5ZbwhdflNV/pmCWpfbPPy/Pt2+XiS8TSbT82bVLSuW9+66koP3sM+Cuu2RS0jY//ABs3WpbhZyTtLSy/709e/rSCgAy0fj550VPxB44ID1+kzhG37+/lL0EpJ6wyf8Vf2JiZHFZ69by/2uEQKqTuP0oTYWpEyeYJ09mXrPmjN9aJvzxB/OAAb4qMT/8YLb9EyeYx41jrlzZp+H885nT0820n5LCfM010u4VVzB37uzTER3NnJnpvoacHOZXXmGuWlXarVePuWJFn45+/dzXUBwbNjCfey5zs2ZS6ckWX37JHBEhn1dZc/w4c2SknO9rr2U+dar41/fowRwVVfY6imPHDuYKFZi3bJHnGRlyPm6+2awOh5kzmT/7TD4XgPmrr0r/uxBghSnrJs8hWkowK0u+5OnpzIcPy75pPB7mgweZ161jnjuX+bXX8pdxc4vFi5kbNPAZKiCGNmwY86JFZkxtwwbmuLj8GgDm/v2Zp05lTkx0X0Nx7N3LfN55ciH+/nt7OtaskQthnTpieGXNxo2Bmzwzc5s2zO3alb2O4jh0SEo6OixZIppfesmsDoe9e6Wc4uTJcvHNySn971KjV8qcrCzmsWNPN1dAeikmOHmS+Ykn8vfc/R+PPmpGR3EcPszcvr3o+fBDezp275YLcpUqzCtXutPGjBmBmzyzdAiuvNIdLUWRlyd3oA7jx8tn8/PPZnUUZMYMubs4GwI1el0wpQREerpMHm3bBvTtK8vdq1XzPZKSZFLW7SXdp04Bw4YBf/ubr1JQwUdWlr3FOqdOSWbErVuBl14Cbr3Vjo4jR2RMOiVFqip17epOO9HRMv4fyPk+cUK+I9HR7mgpioiI/JPDK1eK3s6dzeooyB13mIuUUqNXAqJmTcnrYptateQRjHg8Err300+SF/6RR+zoyMoCbrxRLsovvywLqdyif//AX3vggGxtZrPMzZVUCBdfbH/lrslw2JCOulEU2zD79h99VFIA3HCDpAe2EdfOLDl4fvhBFgaZWpATCI7Rm+7R+7Npk1R2uvxyexpsoEavKGfBO++Icbz2mpTt69oVmD3bfKz2li2yffppSZx17bWSPdJmMe6C2OzRZ2TIWpOVK+V5eTN6HbpRlFKSnS3rBhYvBr74QvKYzJ8veV9MkpgIDB4svffnnpOx5zlz7CTtKozsbBnWSk6W5zZ69Hl5QFycFEsHZN3Jhg35a9yGM9qjV5RS8uGHwP79svQ/MlJM3n8VpikmT5bJ37vuEiP7+muZLA8WIiKkKMvChfI8IQGYOtWshpo1ZWLaKZJy4YUyYV1eUKNXlFLg8chEp8OJEzJc4pSIM8Xhw1K2z6FaNalla2vVZ2FUrCgXwkWL5Pno0eYviBER+YugDBoE9OplVoNNiP1nk2yJIEoDsNe2DkvUBXDQtoggRc9N4eh5KZrydm6aMnOJZUuCwujLM0QUz8xxtnUEI3puCkfPS9HouSkcHbpRFEUJc9ToFUVRwhw1evsEwXrToEXPTeHoeSkaPTeFoGP0iqIoYY726BVFUcIcNXrDENEeItpERBuIKN57rDYRLSGiHd5tlG2dbkNEM4kolYg2+x0r9DyQ8DoR7SSijURkOe+guxRxbsYT0Z/e780GIurv97PHvefmdyLqa0e1+xBRYyJaRkTbiGgLET3gPa7fmxJQo7dDL2bu5BcGNg7Ad8zcGsB33ufhziwA/QocK+o8XAOgtfdxD4DphjTaYhZOPzcAMNn7venEzAsBgIjaAxgC4ALve94kIstVUV0jF8BYZm4HoAuA+7x/v35vSkCNPjgYCOA97/57AAZZ1GIEZv4JwOECh4s6DwMBvO+ttfALgFpEZDHZrbsUcW6KYiCAj5g5i5l3A9gJ4BLXxFmEmZOZeb13/xiAbQAaQb83JaJGbx4G8C0RrSOie7zHGjBzMiBfZgD1i3x3eFPUeWgEYJ/f65K8x8obo71DEDP9hvfK5bkhomYALgKwGvq9KRE1evNczsydIbeV9xFRD9uCQoDCku2Wt3Cx6QBaAugEIBnAJO/xcnduiKg6gM8BPMjMGcW9tJBjYX1uikKN3jDMvN+7TQXwBeQ2O8W5pfRuU+0ptEpR5yEJQGO/150PYL9hbVZh5hRmzmNmD4B34BueKVfnhogqQUx+NjPP9R7W700JqNEbhIiqEdG5zj6APgA2A5gPYLj3ZcMBfGlHoXWKOg/zAQzzRlF0AZDu3KqXFwqMLd8A+d4Acm6GEFEVImoOmXhcY1qfCYiIAMwAsI2ZX/X7kX5vSkAXTBmEiFpAevGAFH35kJknEFEdAJ8AaALgDwA3M3Ogk3EhCRHNAdATkm0wBcDTAOahkPPg/QefCokqyQRwBzPH29BtgiLOTU/IsA0D2ANghGNaRPQkgDshUSkPMvMi46INQETdACwHsAmAx3v4Ccg4fbn/3hSHGr2iKEqYo0M3iqIoYY4avaIoSpijRq8oihLmqNEriqKEOWr0iqIoYY4avaIoSpijRq8oihLmqNEriqKEOf8fBZgKVEuIQm8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tools.save(x, y, u, v, zeros_like(u), 'Y4-S3_Camera000398.txt' )\n", - "tools.display_vector_field('Y4-S3_Camera000398.txt', scale=300, width=0.005)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "----------------------------------------------------------\n", - "|-----> || The Open Source P article |\n", - "| Open || I mage |\n", - "| PIV || V elocimetry Toolbox |\n", - "| <-----|| www.openpiv.net version 1.0 |\n", - "----------------------------------------------------------\n", - " \n", - "('Algorithm : ', 'WiDIM')\n", - " \n", - "Parameters \n", - "-----------------------------------\n", - "(' ', 'Size of image', ' | ', [284, 256])\n", - "(' ', 'total number of iterations', ' | ', 4)\n", - "(' ', 'overlap ratio', ' | ', 0.25)\n", - "(' ', 'coarse factor', ' | ', 2)\n", - "(' ', 'time step', ' | ', 0.10000000149011612)\n", - "(' ', 'validation method', ' | ', 'mean_velocity')\n", - "(' ', 'number of validation iterations', ' | ', 2)\n", - "(' ', 'subpixel_method', ' | ', 'gaussian')\n", - "(' ', 'Nrow', ' | ', array([ 5, 11, 23, 23], dtype=int32))\n", - "(' ', 'Ncol', ' | ', array([ 5, 10, 21, 21], dtype=int32))\n", - "(' ', 'Window sizes', ' | ', array([64, 32, 16, 16], dtype=int32))\n", - "-----------------------------------\n", - "| STARTING |\n", - "-----------------------------------\n", - "('ITERATION # ', 0)\n", - "..[DONE]\n", - "(' --residual : ', 1.0000000125483464)\n", - "no validation : trusting 1st iteration\n", - "going to next iteration.. \n", - "performing interpolation of the displacement field\n", - " \n", - "('..[DONE] -----> going to iteration ', 1)\n", - " \n", - "('ITERATION # ', 1)\n", - "..[DONE]\n", - "(' --residual : ', 0.22727273012462418)\n", - "Starting validation..\n", - "('Validation, iteration number ', 0)\n", - " \n", - "('Validation, iteration number ', 1)\n", - " \n", - "..[DONE]\n", - " \n", - "going to next iteration.. \n", - "performing interpolation of the displacement field\n", - " \n", - "('..[DONE] -----> going to iteration ', 2)\n", - " \n", - "('ITERATION # ', 2)\n", - "..[DONE]\n", - "(' --residual : ', 0.6429116349607981)\n", - "Starting validation..\n", - "('Validation, iteration number ', 0)\n", - " \n", - "('Validation, iteration number ', 1)\n", - " \n", - "..[DONE]\n", - " \n", - "going to next iteration.. \n", - "performing interpolation of the displacement field\n", - " \n", - "('..[DONE] -----> going to iteration ', 3)\n", - " \n", - "('ITERATION # ', 3)\n", - "..[DONE]\n", - "(' --residual : ', 0.629290625745527)\n", - "Starting validation..\n", - "('Validation, iteration number ', 0)\n", - " \n", - "('Validation, iteration number ', 1)\n", - " \n", - "..[DONE]\n", - " \n", - "//////////////////////////////////////////////////////////////////\n", - "end of iterative process.. Re-arranging vector fields..\n", - "...[DONE]\n", - "-------------------------------------------------------------\n", - "('[DONE] ..after ', -14.617693901062012, 'seconds ')\n", - "-------------------------------------------------------------\n" - ] - } - ], - "source": [ - "x,y,u,v, mask = process.WiDIM(frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=16, overlap_ratio=0.25, coarse_factor=2, dt=0.1, validation_method='mean_velocity', trust_1st_iter=1, validation_iter=2, tolerance=0.7, nb_iter_max=4, sig2noise_method='peak2peak')" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tools.save(x, y, u, v, zeros_like(u), 'Y4-S3_Camera000398.txt' )\n", - "tools.display_vector_field('Y4-S3_Camera000398.txt', scale=300, width=0.005)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:openpiv]", - "language": "python", - "name": "conda-env-openpiv-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/openpiv/examples/multi-pass_tutorial/openpiv_tutorial_multipass_BarakEvenChen.ipynb b/openpiv/examples/multi-pass_tutorial/openpiv_tutorial_multipass_BarakEvenChen.ipynb deleted file mode 100644 index 1c6f806f..00000000 --- a/openpiv/examples/multi-pass_tutorial/openpiv_tutorial_multipass_BarakEvenChen.ipynb +++ /dev/null @@ -1,354 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 67, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# %load red_Cell.py\n", - "import openpiv.tools\n", - "import openpiv.process\n", - "import openpiv.scaling\n", - "import numpy as np\n", - "from skimage import data, io, filter\n", - "import matplotlib.pyplot as plt\n", - "from scipy import ndimage\n", - "from skimage import feature\n", - "from PIL import Image\n", - "from pylab import *\n", - "%matplotlib inline\n", - "from skimage.color import rgb2gray\n", - "from skimage import img_as_uint" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAACeCAYAAADAF+p6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "frame_a = io.imread('/Users/alex/Downloads/1/PIC # 50015.tif')\n", - "frame_b = io.imread('/Users/alex/Downloads/1/PIC # 50016.tif')\n", - "\n", - "# for whatever reason the shape of frame_a is (3, 284, 256)\n", - "# so we first tranpose to the RGB image and then convert to the gray scale\n", - "\n", - "# frame_a = img_as_uint(rgb2gray(transpose(frame_a,[1,2,0])))\n", - "# frame_b = img_as_uint(rgb2gray(transpose(frame_b,[1,2,0])))\n", - "\n", - "\n", - "#matshow ( frame_a, cmap=cm.Greys_r )\n", - "#mage = data.coins() # or any NumPy array!\n", - "io.imshow(np.c_[frame_a,frame_b])" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#u, v, sig2noise = openpiv.process.extended_search_area_piv( frame_a, frame_b, window_size=24, overlap=12, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' )\n", - "u, v, sig2noise = openpiv.pyprocess.piv( frame_a, frame_b, window_size=32, overlap=8, dt=.1, sig2noise_method='peak2peak' )\n", - "x, y = openpiv.process.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "dtype('uint8')" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "frame_a.dtype" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAEACAYAAABF+UbAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3+EAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", - "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", - "x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "quiver(x,y,u,v)" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAATIAAAD7CAYAAADpVhgNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmUXVWVP/459801p1KpygwJEAYjLWA70ThgY/MVux0A\nEYmtYg+0A6i/gFEGQTEKiFMLDiiCgoji2CJTCwoKtCiCIgrIlAAZKpWhUm9+997fH+99zvvcXbeS\nbrure7lWzlpZqffevWfYZ+/P/ux9zj3XxXGMPWVP2VP2lD/nEvxfd2BP2VP2lD3lv1v2ANmesqfs\nKX/2ZQ+Q7Sl7yp7yZ1/2ANmesqfsKX/2ZQ+Q7Sl7yp7yZ1/2ANmesqfsKX/2JTtbFTvn9uzr2FP2\nlD3lf7TEcezSvp81IAOASqWCIAjQarUQxzFyuRycc2i1WnDOIYoi/38cx8hkMojjGGEYotVqIQgC\nZLPtLgZBgDiOEQRB4r4gCDhA30Ycx4iiCOeffz7OPvtscK8c789mswiCALVazdddKBTQaDTQarWQ\nyWTgnEMcx/5/tsX+BUGAUqmEer2OKIp8PQD8Z+ccnHM4//zzccYZZyCTySCbzSIMQ39NJpPx98Rx\njGKxiDAMEYahb59j5mf2KQxD/zvlzN+dcwjD0Pfjox/9KN7//venzpPKMZ/Po1arIQgCZDIZP3dB\nEPh2eY/Kif8oI51f1hOGIS644AKcddZZAOD7y/5HUeTnnaXZbCKTySCXy3mZcUycU/YlCAIvO+0v\n+8E5+shHPoI1a9b4vkVR5K9hP1g3v6NOUoc5Xv7Oz2EYIp/P+/liXblcDs1m0/ctk8lg7dq1WLNm\nzbS2dT4A+Hts0bbDMPT6pXqey+V8HbQxnY+PfOQj+NCHPoRWqzXN5ngP7YX3ZLPZRB3OOd9Oq9VC\nFEX+njAM0Ww2kcvlkM1mEUURGo0GgiDw95xzzjk4++yzEUURCoWC70s2m/XjabVaKBaLqfoLzDKQ\nERw4AH7mRFIojUbDT4Jzzl9jDYcTFAQBms2mN3z+TeEDXQVXY6ZS0Th5vbapRcFCAVeNgkqoSqvA\nlgZYdlxqGI1GIwEEBAteR2WzoMn2LIiw/ywcOw1fwSeTyfj2OVbKgf9TofV7NXyVm8pdZat1q8Gz\nnzQEC1DOOTSbTa8/vJZtaR9tmwp8nHe2wf6zDV6jOqP383t1bjqHzWYz0ZZer06I/ed4eb/KVGVi\nnTbv0bmnfAg2BBGOj3Kzc6w6om3yH0GEjp5tEuzq9ToKhUJCFrQbnQf2nYBH2TSbTeTzeTQajcRc\nUzaNRgO7KrOeI6NQstks6vV6gink83lvmGoM+rQBhcZifyOr0kmh4GjwNAZVUn7mtWoknBwFLV6j\nk8K2bbucIL3XjkGZkxof21HjooyUgdk2lcnSSFUGbENlod48Tb76mQBIFmXHSfkre7Pts76038mM\nVBbW2AhsygAJwAR52y/Wof1T8Kb8yHoUnPSfzovOE+eSsifjcc55oFFnY/VKmZjqp9Un7T/v5Zwo\nqLIuOvd8Pp+QiRb9rtlsJvSOxTnn62Cf6Pg1UiEIqX5r31k4RxxrPp9PzIEy4Gw2i3w+P83u0sqs\nAhknhXS8UCi0GxVFVXSPogj1et0rAv/xfgUjsjdSVF7L+rLZLI444gjfDqlumjejV1eQZZ8ssKpB\nWuWz4MK//+qv/iqhhNaolPkBSBgggYcKo8BhvbZlXvzfOYcjjjgi0U9lDhbQ7T/9XvtgWY4FLf6m\ndWs/rK5onXqPtm9BgPMHIMFe9XsWyv2II45IHZvKnvVQz6irnA9lYioXDcWt47H69KIXvWjauFnS\nnAPlZIGRbev3BHyGcgrQOu8vfvGLPejyPgKh9kmdDIBECMt28/n8jHPLvrAdXl+v13H44Yd7Z0Zg\nox1TnjORAi+vtIb/J4pzLmZ8rAPQfBkLBZvNZlEul1EoFLzgmRshm2M4YBVFDVtjfCAZcrEoiKkn\n07yO1mlzWfYaNUAyKAU50noFKY6HDFBzC2oQ7K+GFwq6M/XN5tnUCNJkwmKBgUyV9apy2XZ4n82t\nab28j/Nux8jxaFi/K7ai4Yx1ksogWY+GvWnzrn1VkFBZ0vlpSGjZntUvZb8zsXfmT9kP9jcMQ++w\ntQ6VrTq9bDaLQqHgr1cw5Xd06NRBghfzzGR1DBnZD+ooAE88yNqYB9S+at+ccz6SKRaLnsXxGuqF\nMj2y3b6+PsQzJPtnlZFZD5vL5fwAgS6qa2gwODiYqGNiYiIBDFQoToQWrUsBg8CW5uGArveyLID9\nVqViO2me1Hpz3q/fpdF71ql91L/tmFQO2k8tmvC2c8L7LOCnMRQLdmoUtqhRaR3KDtLAxNahcrJh\nPj/TQBSc1dtr321YNhMb4z3KmtLmhSWKokS+UH+3DCktX5fWTyt3XfjhmJWRp7Fxjom6z8UHdSQK\nrByD3kvwVTaq9mH1QuVg7V51XBekOB6rL5oaIlnYXZlVIFOPqoWIrjmPIAj8igUVJJPJYGhoyN9n\nlTHN85Ht6SqNUmm93vZzJlqs4EkFsR6V9dvv0pigUm39bJmLJmatkVj2kBZmWqag/VEA0LFrv9J+\n13yOHZ8yCR2HjmcmGSvophmlsjWOPW2snE8bxlknpNdqO2qkZJU6dvZD+2Kdhm3TzqHtl7JJtqNG\nbcN5MikLaGltWDBVBsprNHJiPTr2ZrPpmRa/08jIuW6kZBe1yPLYjuZCoyjykZmyXdURy2BnKrMK\nZAwHLfshEtuJo0Dy+XzCAzDhp8YLJMEL6CqOBa60nEaxWEwoml1xsWGc/qZtpoGJ5v0UOFU57daF\ntHHYfB2QNBKrqJT17liH1mnHxjnQ/ltmZ4HPAgrHa4tlpMpaWZeVM7+nzCwLtazPjkXvUyDQsWjZ\nHcvl96q71vhUbjouzTNpCJwmK50zKzcFT5vCUCaodWj/SCQoH4ag6qS0bjI6jQxUdqqvNiTXa5hD\n0yjHhp20cbYVBIEHyV2VWQWyUqmUmEAgaZxadNWDgyYg8TtVZArErmpwIq2B8jfew9ie19RqNa8g\nFOhMxmgVEYAXviqMBWuOn95eDc2yF1usF9d2VVlUEa2n1j4r5Wf/tI9sU//n39rersDOfqdbDujV\n1WnY9tg/2580maSFcWTkFsQsQFp2ZA2Wv6msbUqAbTB3ZutVXWDRvqlcLQO0aRWrY7bY+U8DbwUq\nAIn9cdxPqfVr3lrrsfOh3+vWK9V3Ft0WAnRXTpXBcTvG7sr/yiNKlmLr//y7Xq8nlnknJyeRz+f9\nPjEbAjB3oANVI1WF5W96D2mv7QswPSS27IwUWw2f9VvDsorPiVXFt0DL/qsn0vrUwK0BWC9vjZVs\ny86DKos1KOuM1Hj4G1MCeo01OjVcbTMIAj8XVh4KRpYx2xBXZaVhkRadN+v0NIWgc8Q6dVFG5UNd\n0fyPMnTd2mEjCh0Xv+M/De+og7xHnabqkd6rcx0EwbRtNhyT3UrBXLamflQvbB1AG7QITGpbqitM\n8rPonkn+X6/XvS4BM6+E2vK/so9MJwrohoppn3l9T08Pms2mZ0o2TKM311BIPRGAhOIpQ4jj2O80\nVtBTtgWkMxGlxeyLDTPUE6pBWHpvAZLtUOG4yKHhiAKs5tBsf61Rq3FZgNe2lb2xXzaE0L/5Ow3F\ngpAqu3UQKmdbH4tud7DXah5MvX0aeFqZsC0bFlrGr21aWVgjVJ3U/um8WadgwUE/28hCZaYLANpv\nDRn1Hu2/7vdiKkflYZ0vi41CVObcE6r5N6ZrdGzWGejcKhDOxIxnKrMOZBSMrozUarVpyqPsQycF\n6HpDNUR6JbIsTqjdj6V9YN1EflVoy0j0N+uFLZuyQGJ/t8qv9ahi6Jgtk1Jvq/WneUldvNBcnPZR\nx6r38rPd+Jp2j/afben1dtwcjy6aaNvqdKycrLysbBQ40+StbbENZU0K4Nbx2nyWsiK9X+VuUwrK\n9qzcKG/LsNTwVd46j1YPVRatVgv1eh31et33qdVqeeCyIM5cGOu1obA+Wkj70bGovjjnEnaujlGd\nsjLrRqPhwY+y4iLETCkXP0e7/PV/oFi05Z4Ta0A6+XxcicyLzEkHz/uI2LpB1jIw60l5ra3DJnG1\nX1qHgqqOk32z+Yc0VqOsTb01i4KwKpdlK6pAytzS8nh6j21Hx0xvyN+tXNI8NdvXe7QNyyQti9I5\n0GJlp6xa515BXf/WevU+ZaZal84Lf1PdVDlpaG9ZLP+3rC0NZG1qxNaRlsfjeHTVX9MS7GehUEAu\nl0tcnzZ3DO+V8ak8dW9YNptFsVic5mB0zgAkGCpt2ToUPkoVBIHfz0bnqxvddd9pWplVIGu1Wn5X\nsea4NAbmdTa/RAHpw6y6jwboKgA38JGZWQ+qv8Vx8lk49YqW+Vkvb9kQi97He+x4bP5IlZt9scUy\nDOuN1XNRtpYhWoO2jMAmUqMoSqz6as5G+5DGpuzvti8aDnGO9DlZXqd1pLEmDaesbinb0rmxbEXZ\nn+qKytq2a8dj+2v3e2m91F9Nolu5alRh55jjA5DYomT3mWl+Txkk6w3DMMGmWDfngSxOZUv2SYak\n1xA49REnlZVN3VgCQPvm94oFzKGl6aktswpkZD7W27HYRCwAn4i3ym33k1ghWo8FJB9IBpAIs1TB\nrNKyWPanXjWNbdk+2H9p12jdtn0t7LeG1gqstt/aV1Us9eaUp4IQV18VeNNW69hX+wA5Fd7Wr/3L\nZrOJxLjtexqztWOw11qAs/LU39IYo45Tf7MgwmLzXtofZbN6jWVM2m4mk/Gsw+Z8rUNU5mzlxe8V\nFAlIbI+O3zk3zamzj2RG/Mzr+B133PNePkWh/Va7SrN/ZZPsJ1dHyfysg5yp/K+sWuo+FQ6WVNIq\npgqZ92oompbTUKOjcVG4GhbxfqsgcRwnQJd90fCDRYFR+5O2CMDrtb/ss/6WFm4A00/p0GuBrlJR\ncW3IrXVZGfB++5sFDPX4/E4dhDU+HR/7bY2Op52wbQUr9o96oIDH8SpbCMNwWqqA9WqbOjfWSWr/\n2X4au9WiOmfnM+0eC4Q6fwpCqr+tViuxUdXOj8o7jeEro2Z6RveQxXF70ater/v+KIDo3NnQsV6v\n+43nrFdlwUek+B31V/VEw3jON/vC9rmCau3Qlv8VICNFBLqrdXYFSw1Vl1zL5XLiCA/LNhSY/KAk\nX2UNmkU9lCZt03I7qiAsqkC8Ji1hq0UnURklv9Oihst+2Rxh2rVqFGnMgtcD09mVsjXWoezCyl2Z\nm4ZDLOoIaCCWOfA6vdbmOTVc0u/ZFwVxBTsNRzTkse2rM7RgoHOtYaDqnGWcFpSBbjioctY+87c0\nh6PgDUw/qso6Vp2rQqHg93NaebAOTbBr/3TuCoWC/9xsNv2RXKxLo6tMJpPYE0ogjeNuWod16ekc\nzOmp03FueioqrewSyJxzlzvnNjnnfivfXeSc+71z7n7n3Hecc4O7qsMWTpb1kDqB+liDPqCqCmyV\nziZegenL85ahsF71eApw7Ju9xp6ywL4pMKcBkwUvbccChxq8vSbN0Ni2jlkNR9vTftAQZgJ821fe\nq+GPHSP/16S+ghW/1zlT8NK2LYCnyUT7oXOijJX1zBSuaAik7ao89Tt7v/1eQTkNoNKco4aEOkbL\n7nXMVl7afzpW3fdIUmHnj4zI6oCCjx4AYceksmPUVavVEluE9AkdjpP7QCkTuxqqubhdld0xsq8A\nONp8dzOAZ8Vx/BcAHgaQfuwokqxEt0qoNwe6uTTdAKjGqUbJol7Sgpu2rf/SWACvt9svrIdVMNA2\n1CtzjBwvr9E+a+5H2YyOlcWGzLpjPM0YtT3L9CywpRmTXU3UcWsYkFa3zoE1PAXKmZK2drOmgjLH\nZZ/Ts8xec3+sxwK/simbM9U+60pi2pjt+JWNq6wVIPV/1k02Q7vQMahu6dljKlcLwJoGIDNSHdFn\nNNkO27eOWPPS1WrVt8uEvwKMlSHb0a02PO1Xi42EGEZSDv/ZvWS7BLI4ju8AsM18d0scx5TMfwBY\nvIv7E4LRTtEodUAcPAdLxVWjs4Cjk2LDImV/qiDKfFiHfUxoprBMvaI1WO2z7inSf6zfgqGyKH6v\n49R7dSy7Ahb2c6b/09gr79dQa6a51b6mheZWbjbsSXMQGj5ZuXGebBphd/NiAZtGqv1X3bAAbsei\n/dW+8XoFfNuHNB1TWVhdt3pgZW8f0lZnFIahDwkV1Jl3ZN/0GHF+Z/OOlvnmcjmv60HQTv7rM5lx\nHPvcOO3NRmFkaRyPHvCgc8a2dlX+uzmykwH8aFcX2AlNC2MsdSR4aWysguU9HGyawcwEfpbJKCvS\n0MEyQMsObb5Eiw091DAUzG3/rVFa49JwUIHaji0NHGx+hUbC++2qnhqgKpUqvA3zVB5WdmmgmDZe\nDZ/T2FRavdpPrUvvTatTAcTm53iPJrHtfi9bj7ZNw0wDWnXmWvSzsm9tXzeW02GyqLMgwOj1rMsm\n8e0pzdwSYW2FvwVB4EM+1sstGWxT82asW0NIykvf0aB7yFRWdotOWvmTz+x3zp0JoBHH8ddnuua8\n887zHX/Zy16Gl7/85QmUZVFDUwNVcFHAsJ6dwuMKlnpFrnwQrDSs0OtUUTvjAzD9SBibp2J/eL8a\njb1PldcyLM1Vqee2TkDv5d+W+dF72f1l1qvqWNMAX+dBFV/lTyatDGemfqtMte+26Fg4Hs6Dhjs6\nbxa0LeNUpqXRgJ0z/azzwzZV/5TFqyzT2JeGsWqoyo5sKG2Bk+NQu7Bzb9un7rPodhn+TpCxoKng\npoTC9l3tjNun2JbmQ8nKbFiqhazMOYef/vSnuP3226ddk1Z2e0Ksc25vAP8Wx/Gz5bu3APhHAC+P\n47g2w32xbr4rFArIZrM+Hufufd03xutoFPpIRKfOBDVWkFJAUMOisitVtyDDiVGlVKOxxsZ67EPd\nGgpr8lc9Ja+xb2uyRq102wKINV5NqDYajcTD93qPGgTrpfekkmmuhjKyOTytS8cMYJpMOGZrKOwv\n/6fCp4Vmypwss6PH1lVbnUPWyc80QA2LOEbbD46Hc67jU9BQgNP9V7Ztmwfj7wQNnWeOTcFMDT8M\nQ38sNHPPmkyP49gfUsrP7BtlrvpoyYF+1vnj50KhkHgIXBkw+18sFjE1NZWIdBR0i8WiZ3HaNwXJ\nYrHoSUpn9TU1WfZfDi2dc0cDOB3Aq2cCMRYe48F/HDCAafuPAPh9J41GY9oRPkDXe/KgN33ou1qt\nJnYXq8fWfFhaDsoLw4QVeo81HmU3fMxC6wG6zEINRpXGenO2YU86tTk0CyycaL2WJQ2cLZvVE3S1\n/+yTslD9TQFGQcZeo3VqOMbvbc4rzbly7tl/DdusvHT+tZ8KOHZOgW5+M21c6gxYp50/OgQrQ+2H\njS74veqb/Y51A9Nzk2yLK4l6agXQPT2CMovjOLHFgc9e8j7L9ilzHTP7TxuOosi3Y+1E94DRvqkj\n+rY0lQevT5PlTGV32y+uAXAngP2dc+udcycD+FcAfQBucc792jl36Uz353K5xOMU+tYh7jNJC9WA\n9jsxmRNQz03GBSRzBPqWJkuJucoSRRFqtRrq9br/Tj1emmeye5gUUNiGHiWknlb/t3Rawc4yFGUv\nVpHSFJ1gwL5qn4HuI2A2BLYrYeq5KZO0z5YxWODXz9YwWKx8dH4t84jjOLEpWkNd1qWhFr+z7Vo5\nWieg7Fbb5/U652kgpikCdcQ2FNc+WZnY31mXzreyJAuCtA8NF9OeU6RN2qiE6Rlrj+o0stksqtXq\ntLGxb5wbbm7luOr1+rR3HPAedQxpRy/truwyRxbH8YkpX1++21o7hV6AcTlfPsvf2EmNqXm8TrFY\nTGzL4O/ZbDYBiHzfHj00dxwDSWOZmppCf3+/V0ouTZOW6xEi2icNpRiyAslVPxtiKSOwOTZOvOaj\nNFSO43haOGOBzoY/qhhp/9S4KU8Ns3iNDbuVLZH623rTDEn7qgbJzzaE3dUSu4KDHa+tVx2A7QPr\n11ybPb2CdVgGoHqkDEKv1TnVHKU6RBtmq6z5WR23godlbK1Wy6dh0oCEc8dUg35PgOE4NLnP9I8F\nTZWpgqWOlfeyboafrINPAmikpP0vFAo+0tJc23+mzPrOfvv8Ggekno1CJoNzrvsuPVVYhpLFYhGZ\nTAbr169P3L9+/Xps27YN5XIZlUoF1WoVtVoNURShp6cnAax6YqU+qGpZFxVNnwvTftswRcfK6229\n6gl10yLv1/yTgqUChw1PgO7ChAKQZUiUI79X0LLX6dh2t1DAksbG0sCNc2FZFouOIy0cVflqsXlJ\nFss6KWdNO6i8Zwo/ta6Z+mfnU8M6bUttwNbBejRs1vHbhYY0hqhOU9tWfbIMWNtSJw50Ado6bcrL\nvsSE+XHNX6qOMq9n5WIXq+zqblqZVSBTwatSk3nxGi4E8LNzDlNTUx6VbaKak7B06VKfG2s0GhgY\nGEi88JOAyM/62jnWQ8PW/TfWGNP+tqGd5pd2Zewagsy0mGCZjs3tWKVVw0ljTHbLh/1d22JRxsl6\nddwaXio4WIO0ISSNxxqsMj8FBAUbvd7KjeNk3+08qIPROnRMtk5lXwpcWo86KJXHTMfOcHzK7rS/\naewqrX47Hu2Xkgade/4rFoteB8mCVA7MZak8Nb+lemmBWpP6rEPDT83N2YWHKIo8a1NAS7MpW/7k\n7Rf/maKMQ40R6CYZge6zmEwMVqtVjI+PY2xsbBrKU3EYQnLTnU4sgYqPVFAgXHxQL0UgUy/MOjgB\nNsdBT6keS69TZdXvNDQDpu83S1tssKBlgVZlrQBDj8c6rTNQIGXIrjvntX+UlY5VwyutUxU1zTAV\ncHW1Lk2OKj8FSmUyeo1lGyoX2w+OWeulcdntISpvhlB2HlV/GFmo3uv9eo/tI2VhQSyN+VLevEZ1\nTPuqK/hMpVBHmXBX3SGwKSNi/pl1UL8oH/6t6REbtmt/ySr1qB4W2q0yUmsHtsx6aElFnckgge6L\nD5rNJiYnJ9FoNLBkyZKE4Ozrpxhean3c0mFfDutc9+1MaeiuCw6qXBYMqAy6dG89rAXtKOqeuWXP\ntdfJ4+/6WftEBadS6ri1UGHYb9ap+RvLtuy2EX6n92nb1sCVnanstN/6G2WjfbehtV6jQGXHqW1Z\nwGTbuh1C55ztWaDWlTYFWss+bd/JOCy7Y1+VpSpTVSdp7SQtRaDAxr81TNf7qHPqGFR3LDNVYFQG\nqn3VHQf62BHbp7xVZvxbnRfzd9bh8S1q/xVGNqtAFgTBtA15aa92ogfI5XIYHBxENtt+47iCF72N\nCstuqyC687EM3RbhnPNC0/P6laEpSOik68qcTqgqJzfy2bwSlUDrVkXR44PUAPReVSQNF1TOuhBh\nww81RravfbF5DPbXshXKRQGNbSvT1n6lhd26h033b2kYwr7p/Op36qgUHPWYKF3IsEBix8U6bc5M\n51NPULUsUcenQMe2yOKy2Wzi5FOra/zM+qhb6mS0PS0qJ+pCLpdL7CvkvRy73kMdyeVyKBaLCXly\nDHTMXGggg7VvWdKNtyQRPJIrrah+sv+q47sDslkNLbnZTTvRarVQKpX8UixBiqVWqyEIApRKpQTa\nKxNgffp2JS4gUNms4usEWsW3XkETkrxWdymzHsse2Af1sDpBbE+NVgFCcwbaf5WfKos1dF0sUfC0\noYOyTRZVHGWYOj4WZaL6mzJmgjXnkH3RlSrN65CRq55oO1qHZZIKaionjlXDHjvPrEdXIJUtaUTB\nPmo+Vedbw3h1BJxnK2/LhKkL7I/KTp0M26SMVKbaFwDTHhpXQNfxWgbHovZC2yLRUD1k6JnGnqMo\nQqVSSZAPAH4bB8kOc+KMrLiCaUPPtDKrjEzfoqLCqVar3iuTxeg1nIh8Pp94JEK9IyeOr4xTxqWT\npZ5VY28W1s/+8AFVS7v1vQEsynzswXKskxPP/7mwwX6xHo5baTjv0aLKY69lPywTU8XWouela91p\n9WmfFVwVDNSQlJHye95r5asgQz3QUJwsUNvVUFyv137ZObT3K/hZwNJ7dK7tyqbqgDpadXQqD8pL\nF7c0TFaZ6oKBvrKNdalDpKwZFtOW9IBD9klfRs1rbFqEMlH2r447k8kk3r5k9ZSfVW/0erbF7VNx\nHCdWMNk+0zK7Y2SzCmTKMhTx9ZA2Go0isoZwNpSwoY8N92gsGirqBNl6WWw9GpZqSMTJZd+1fzpu\n9fo03rTVUVu3GoTmN9RYtE/ad1U4a6AAEt5QDZe/2dCXY2Gdeq+GPRYweL3em+ZgLLgq47Dts08K\nUJSRyhxIrgzyPgU5BSSt2/6z+qH/W9aSVlda/9k/Bci0fB3/pg6kMWjWS0KgLJP94VMwqjdkOkAX\ncFR+aSdfWDAjAPEa3c7E+vT0C/Zfw2brWGgnHJ86wt2VWU/2K+AA3QShKhm9LicPmJ4M1tBIqTDv\n5dP3Nt/DovewPgUkKyzWq/vg1NCA7lHUCpp2G4SGoyoHe1Y621O56D+2YQFTE9Vphshr1EEoC+D4\nWaioaWDP+hTwtR3bvp1jrU9DIcpB+2DrtnWltU0Z6aKKzomdJ50rlaV1glYeqps6P5Y9Wt1XWduc\nrAUKzinzacD07SC6eVb1VPVNHYj2hffaJxCAbjjK6+3LdqMo8i/StXbJ+9SW9Rru4+RnG5EpK9P+\n7G4v2f/aqqVOFJBEfRse6XValFkQJBScxsfHfe4BSL74V9mUsqO0/qV5X1VeBUCeq85NtrzPshCr\nVGnPB1IWVCCbC7PJbZWZek5lQ/wujcHydx03+2nlMhPjY1u2Hzo/vF4ZoV1x1rq035wnG9qrwVjv\nbh2PtqMOwwIkx2mdpBqaOhQFLuvktH+s1wKKdSD6t3UKnMO0cSuI2j1htk3mnGyKQFMDQRAkwk+7\nOV1lyXm1e0HtqqMFMwAJIAfgn9rR/mm/dlVmFcj0JEkWS6914u2roPi9Gq5+x2fQKDQ+7W+ZhE0q\nq1ezYKGTa58LSwtrbVhl2ZdlSnZS+DsNVcMIWz/rsKGtDQOALtjbUCMNuDg29eYWrKwTYXuW6Wo/\n2L5dyUzfCW/NAAAgAElEQVRjWjofNk1g51PnUGWgxkU2rXJL0w0FAQUl6iXnodVqJZhKGuuyzI46\nrQDIZ46tEVMHrBNR5mjnTUHYEgAuFtg50cf70kCWder+MtWhOI59cl43tVsAsgxd00c677TNIGg/\nOsVwlPOn7+vYVZlVINPEeRS1Vy50cLyGhZOne59siAhMPzGBv2uik0BnY3OWSqWSUFhgupIr/dbj\niPU6zZlxAvnZAo714ixKwTXxzmsVDHW8acZpmYG9Lg1EOQYFpbSQhwZtx8/rbchl50rZFlfcbIhm\nt5ZYw9Y2qCvadwVdZQCsX5/DBaafnAEgkXfj/FgjVfkSMBhuMcVBnWFoxLd+NxoN//hco9Hw39Xr\n9QSQat6J8tQDAGq1mtdNnhjD+9gfy/T1f867BWJlxjrflBXBiLk3yl6fpVQgpoz4CjldiVa91q1Q\nnF+ezLE7Rjar2y9YWq2W38Ca1iHr1Wwi1q7UAUiAB4WmrEa9Iu8nMIZh6PfJ6MQpE+JE6y5nNfgo\nihI0nX2yuRcdg7bD78OweyCd7rnjeNS7saSxQMuguK+NhgBMP4WB/daz0SyDU0BTULXs2IaOBBm7\nw5v1q3EyHUCAs8zKLgypDJhzUSanc8LxcX7sBk41dA3D1YlaR8J+2IMFVV66cEXgIasj+2o0Gom+\nazhnj5KmnJnC4OZudfp6PI9u7+AmcXUc+rwvr6H88vl8It9sHWgYhonjgdR2uZ9R2Zduk9GQVk+Q\n5dg4bjJZPsHzfw5kHFwctzeqcr+JsgYb6lGgznUfoVBgo5I0m03/MDjr0Um2YR2BSg9jVE+tisn6\ntB5Oghqnhmy6gmeBR1dh9HsdL5VWWagNM9iO7pdTcNF9d6pA9JbKLtiGPR1BgVGNiH1LC3UUuCzb\nJsCrgwqC7nlUdEAK0JSTPhdrw2PWPROT1TGqUavMaHiqX1qn1QWmMfi4mxozZcNx6oZc63ApH018\nV6vVhH3wmUjd2qNzbFMBQPcxPA0LaXs6j9QR9oP9JoPkeJVhcd5LpdI0oOfr4dg/6rSeaBHH7S0W\nlUolcUahbmJWG+DYbRSQVmY92a+gpSBCgaZ5UwqaTKFcLqNer2Pnzp2YmprC5ZdfjkqlgmuvvXZa\n/kU9soYb7AsTlwQtJpJVmS0DsP9b72bDI+upeE3adWl0ntfbPIzWqcbB6+0yuwKDGhX7YMNFDTuU\naWmfVU7aV45Blc7mElVWaiCao1JZ6zwpE08bh/5mf7fXWdkpe2NREGT77CuNWB0dMP1sLj1UlP/4\nVAn/7+npQalUQk9PD/r6+tDb24uenh709PSgXq+jXC5j27Zt2LZtGyYnJ7F9+3aUy2VUq1VUKpXE\nCi0dFvvCPBmZH4DEXi69z4Ky6p1uuCVbsot1JBC8x56JpqEogdOG8Op4qZcE9t2V3R51/acW1znq\nmnkCClC3EBCtlX5zx/+GDRswNDSE8fFxLF26NEFvNUTUB8+BbpytjIsToG1TmJ2+Tgs/gek5M6Xa\nauwsDI90MtkPKrlOMO/RXIgauvbNGo+GsPb8Mtar/VPQsltKWDf7pmCozDmtTjUIDbftNfpZQwnK\nRMekYbgFIJuHs2xRHUNaO5xHHROLzqWOW1moGpWGrOqYVHYcD/tBPWd/FDyiqPuYHb9rNpuoVqup\n7EV39jvn0Nvbm0jh0HFnMpnEuX3KrpRBzTTv9hrqisqfq8t61hnZVBiG01gic2pkcVGUfL+AHl9O\n2fX29iL+nzrq+r9S0hhRJpNJxP9Kkzm4bDaLhQsXor+/H8uXL/eTxev4twpnampq2i50tqnAxCSp\nshwNo/Q+NUCgGyqpMipDUGZhjZl9t8Bm+2sB2DI2NUJez/8t0+AcpLGXtPHZxYy0x2q0vbT29Rrt\np96vrEnDRJ0vG2Lba3QMln3OdK3KaKZUwEx1qZ5wvAqetg3VD5UP27WsnL9pmG3nWnWFDIlvM2o0\nGqjVaj560YUH3T2g42Sx39nPqr/8n+PXQlBSvbXzpPfQ8QHTV9l1vFan08qsPzSuHdAVDIIcE9KF\nQgG5XA59fX1eAGRrdhOdelvWMzQ0lGAI1iDo3dSbWHqdZjQa76sBAF3QscDJuhUILMgoi1Eqr3JT\nY1LFTmMdqiwzsSFrPFZB9D5N0Os/7ZuCMedXwSEtH6h1WmDQ3BVlZ1mfytF+z98sy6IOKBip3K0T\ns0zPylNlZg2ULELHauvPZLqP66hupTkl/s7clR6wQFJQrVb9b7oYRTvjiqkFXjsXqss6h9pXjk+d\nOmWuciEhSSMU1gFpXtOeIk2Gursyq0DGTrDD+uS7TjS/pzCKxaJ/4ScfLNWVJt6nYRzvV0DQw9uA\n7gbZUqmUUCzNcWiimOGoFg0ndOleWZMqhfVaypB0jxGNmEUN1oKVMl0LNBxPGhCS/lvvRnBOyzGp\n8SnAqdw0NLWAx3s5Z9qeysCexGAdhq7GWVnqWNNyo9q2ysK57uqg1qkbnNW58N40ppFmqED3iCqO\nx+4V07llm2RP3HO2detWlMtlbN++HVEU+fzY1NQUKpVK4m1K2meVpc6lMirtA9tkv/U+Eg2th+Pk\nCqxGSPyNwKfFpifosLLZbAJw+Tjj//mqZT6f93todDUL6CoWr4nj7pK0Rep8Pu/ZFAeonpb3MDGo\nXkUT8xSwvgSBQlWFZa6CcbsCjaW/nHwFJyZD04xOc3Wab1MwYtKU9Ss7UrkAyUUBpf7sM2VPsLAP\nK7PPOh4yK9s3rVuV0y6W2IUT1qkKzO8UpNIYCT8rwCpTseyOslOZsT8252UT0jqfyvQ4Pl351DBZ\n58l+R93UCMKu3uoY2AZ1vFKpoF6v+xXMiYkJ1Ot1DxB9fX2oVCr+XrbNsap+q45TBrxGx0v9Z98a\njYZ/LZuOTzer5nI5H12ps1XdZ/5M55TXsu/Mm9P26Fh2V2Y9tNRNhBYEODA1LlVEZTg0XgoLSC4f\nq5HzWlUSFZZld9YwNURRI9frNM/FokajxqZGpeNU5dPQSvd/6f02xFUAs+GU9YbKmNgH9l2/t0zV\neuy0vA2dBT+npRSUOelcaejOa7V/1gnZ8FrBEegalzoyZYZpIaTqUhC0j5DSM+sUmNLCRtUX1T8d\nJ/uk20lY2CdN0nNehoaGkM/nvW4UCgUUi0WUy2WEYehXLqvVaiprUVtS5mf1gHOhoMt/ap86H7qX\njZ9Vjyw7V51XGapMdD6tLe2qzCojI4vS1TyuVFjDi+PYA5t6JaA9oO3bt2NgYADOOb8kPTQ0lFC2\narWKnp4eLwjNsSkoAsmNnnbpWBVCgUPZj3qlNOVkPboSp+zNekz924bMyoIIGgosHKP1guy/yjjN\niC3Q2/ErYKgsVYkVzJQdWjZpAY3X2m0WVnE1ZNGQVutSZ6dhf5ph6P9WXgpKVn7KJJUZa1FGSllp\nBKCy0T7xez2+KIoiDAwM+HtpIwMDA35TdxAE/m/KSuVsWadNAdi+a0pEx8h50kcDadPWsVoyoivl\n3OXfaDT8JuA47j6cro5HP++qzCqQkdHoLmA1YE0YWqWhQMMwxDPPPIOxsTHvrcMwxCOPPIJ58+Zh\ncHAQDzzwAF72spehWCz6PTOsW1mN5lQ05OFkcaOjPiSryq6Tqkat19hVTAVAVTCth32xOTlVNNuG\nntNk8zeqxLY9/Z31aJKXbVmDUyariqqMknOm99g5SMsjcQxq1Bq+8Tvtm7J0nU/KRwGE97GtNIZo\ngVdlpTqpfdXr1LnpvDCNYUGUzIffEXyZ1M9ms9i+fTv6+/sTIMXHmDhOrZsnuzLdQlapc2DZJWVk\n5W/1Uu9RgNFxsx2OsVAoeOBTXbChPa9XRkd5a993VWZ1HxkZmVJU5pA4CZro1c8cAHNsalyNRiMR\nw/Nam3+wrETzZfyfQMu/mUeiwDXMY/9Yr02O03jSDJhtq4EqELDYPT1A0ggB+Fyifq+PmPA7G6ap\nIrMtyloVhWNK2x+lOT4NQ3QvnGV6Gm5x3sk6rJJacGQ9Ch6Ut25a5RhoABqmpT20riBnl/xp0JZl\nps2R9l0BhnVxJZF9071fyorJmsrlciIvq/WVSiXfzqZNmzA2NjYtLaB1Uu5sr6+vL+HgNWeqeqxy\n0Sdl2H/ahy4sMCFPu9Tx6Zxms1kfqelLWkhslJ2RacZxjFqt9qfvI3POXe6c2+Sc+618N+ycu8U5\n97Bz7mbn3NBM91N5NU8h9fi/1Vg05AyCwG/o43VaF8O2tLp1YhTw1MhYlzVUNXo1FiqbGqD1SMqK\nWNTY7CooJ1H7p+NTRsLfaKhqMLxWjZ3yYb9Zv82Z8HrtM4FCmQrbUTC3iXJlJwQgm2OxTEdTCGlO\nQPVB5aRtqdNSMLXgrsZuZaGOYSYZaTiodajcVQ7WcaoD5dh1UzhTHNz9z7HQqQJt0BgeHsZDDz2E\nkZERDA4OolgsYtOmTejp6QEAn0vjSrWuSqtDY93UFZUNdUD1lvasjx3pdTpXXBFmWzzZQueR9fKw\nVQKizpvmxWcqu0v2fwXA0ea7NQBuieN4BYAfdz7PWLiz366oWAWl97JvQZ6cnPSTHoahXxpnPVYp\ntSjaA91kr1VOa5zaRw07lHkBSaDR+xii6uqX7Q9BUpmFBUlti17OAqEuTWs4wH7we5WD9kv/VhlE\n0fSjwXX+KDcbhujvKl+OQRVYmYO9RvujeRzdDK3t6KqoZbTK0CzQp8lHHaCCqZ1nBSfOjxo09ZU2\noItF/J/3qOEStCzo6GbYUqmElStXYmpqyq/WL126FJlMBgMDA+jp6UEQdBcH9ERXBSzVWWX8nHuy\nLE0P2ZV39tcyWIbBGmZT/5xziXP+a7Ua6vU6arWaj9hUF3ZXdglkcRzfAWCb+frvAFzZ+ftKAK/Z\nZQPB9BU1TjyAaRPPe1hGRkYSLMk+9kNjtKxAGYROnPX+ygJsSGP7AiTDVP1MIAqC7plPFjRtbkFD\nHq1HN/8qOGgyVMFbjVKT5jOxLQ0TFERsOGA9twIwf9echzJHZWV6v4KNjo/tKwgpA+Q8ca710RYF\nbeuM7OIM27T5P45HgdPmaDTloWG1yjTuhEXaT62zXC4n5tsyUAUtAoQeB6SAZ/OTrJcAxtVXHnpo\nIxR1esqe7WJJNpv1q6QcN5kf5a2PF1EG1BUdLxf64jj2e0UVD+wJHpo22VX5U7ZfjMVxvKnz9yYA\nY7tsQGirekR91yOFUCwW/SujVMF0ku12CH3o3HpkVWIFQqBrJKqU/J7Kov1VpeVnCxbskxqVenv1\n8kByA29a+KNt6WZKKoiOlQsU6vHVg6blenTMHLd9JERZgspdN0emsSbLjNSLsx2OheNT5qNy1/rV\nGek88bOOTcOjNK+uwGHlNFMqROVonRnnVlf9mBphPomvUdO5UOap10ZR5BP2cdx9IFyBmePXPKRu\nHdF3RKpusK/5fB6lUsmHfUAblMj02S6f42Tho1HUS45VdUlXVaMoSvwOJPcvMhen++5sSmJX5b+1\nahnHceyc2yXvY2cVrak0NtQiqJHR2I2aLJr7AZLbLJrNpt9Ix2vt5lQNF9TLq4KokiqNVqaSFpIR\nyNTIdOLU6GjQ7Meu2A/rVkVRuei56pQxmYoChA2flLlS4bQfvEbnz45FnYWG20wMW5ak7SiQa1/0\ns3VS3PFtwxvOS9qKqmVt/J4LDzomdYDUJ2VxnAsdC8drF5tsH4Aue2FCW8NI59qnrXJ8ZJW6Sdqm\nDHQu2Y6+g1Plb52nHo7IcennKIr8sTtWvzTiUV2nrMgkud2CY2ebunimtkuQ5L3WqaSVPwXINjnn\n5sdxvNE5twDA5pkuPO+887xyHHnkkXjxi188jbpSmM65xItLqaC5XA47d+4EkGQ9vFc9k/1dQyfL\nnpS+KrtS6q4GoIlS3qMJUP6vTMh6d35HY2TeweaIFESt4rDwu7TxK4iqbBWMFNDYB1V4bWt3imQZ\ngv6dll+0Y9R67N82v6r5TJWvskh1EJRt2p4kZXvq6DSxTkenAGVZtjJ77Yvqkzol2oSG0uwfc0T2\nyRONPHjCBZB8ZE5Zu2XUqrsKipQXZcAxaD6W4am+p1ZXNjl2ghRlqAxS83vUN51vZZUEuNtvvx0/\n+9nPfB93VXa7/cI5tzeAf4vj+NmdzxcCmIjj+ALn3BoAQ3EcT0v4u84xPrrtgB2q1Wr+XZSaxwDg\nH0ciO8vlcpiamvL5gVar5bdf6MF8FIburdFJVm+qYEmgUs+vW0PU09gQxnpC1s3frAGyf6oA/Kxj\nsexQH6XRpD/7oQakoKqe245RFZ2KbBmZgpICBT8TMDRUUoai7VKJ7T47bWcmXVRmpiFX2pwCXQem\nQKFjZCJbdUUXBKhnaYDM+dBkuOoei13NVblonkjnsNVqYevWrWg2m+jt7fV9z2azPvTT43g0VFQg\n4Gqlc+3nirnKSJmwLxwzt3vQ6eXz+WnbIriApSuqtDHOH0+WpYy4TYipCG630G1ZbIvzQ/vX1Uy2\nUyqVEM+w/WKXjMw5dw2AlwAYcc6tB3AOgI8B+KZz7m0AngDw+pnu5yRxzxPpIydNQ0DG0GpIFLRS\nfg6SgEbhcPlWw0QFGatMVFbWb3Nl6nHVe1gPTIWgctmVG17Pe7VvvEbZlWValI0uTiigaO7RMg9l\njHYcLCprjsu2bcMl7bcCql7HPtjw1obJVhYqJwCJ8NSChQKFOg0Nn9iWOgLKQsNpXse5o7NQ9mjl\nY/ukQM32bUKd9+j2BdVvAlW1WvX9oMNQ+2C/6cR1E7jKkCuDGvIpwNMG2OdyuYzh4eFE2K5OhHNl\nX2LCOjXiUMdIAFQHpnIhS6zVatPs9D/zApJdAlkcxyfO8NNf77ZmJBOuVB4iOyefHlI/U3no+ZSi\na24tm82iUqmgVCr5B2mV+QFdQ+DfWpeGHVROVTxVWgVGZRxAFzT0JAVOuAUey0R0NY5ejuNPA1EL\nKBrKWsNSOSpQUqlsSKnX2JwTZaQ5DAtAmhOyIZwyHBZtS1moJr2VdagRs2/2Gs6ptqUgrXOjjDUN\npLT/2k8FaN6v4Gnb0XvJPuiANSelTrdWqyGKImzZsgVz5871bIX6VKvV0NPT4++nU1cdU13RsFaf\nNiC5YL/7+voS8xxFkX+7kebreNwOgVIXKYBuZKU2TLvXEFIJiqZ4aN98jEkfOE8rs/qIkh60BgCT\nk5P+WUsCGH/XF3UC3dxZqVRCFEUol8sJ5QW6by0nCBC5NRGtQGnDD3ojILlytKtQkoperVZJdb3i\nqgEpO7IMxxo66bwFFgt4bEdDE61f995QQfm7MgKCinpazcmoDC270cdNeJ0mlS0wOZfcWZ82dmW4\nvI916aM7lA3zfQr22r5dcFB2YFmdhoZpjDdt7hR8aJAaXlOXVKcIsJblsV7qrjLvyclJBEHg35ak\nR/aQMep5+0BydV0BTXOSaYtWtCNd6FDg1lwri+oCE/qcE9q4ho3UF7bJk2/Znuq0zosSnZnKrJ5+\nQaGzU3xEgntF+MiFc87H1EByWwAFqQyIrI75NubLgKT3AZKriDbEUAVjuzapqKFTGrDxf6XyafkT\nFhu+6god21O2qMrGtvV+bR/oJn+1XmuMLFQ6XVm0TFPlxrY4Bt6rY7TMUFmesg7tmzIXzpc1NmWv\nVqY6dxa0tb/MB6lDYqGO6c5y1Td1jBqmadF7FAz4m2VrPMaa76PQdz5SjxhlNJtN/+5IBT1lKnRS\nqhvqkK0dBUF39z0Bht/pBlg6Wss0rb0SjIDuAgF/t/pC1sf6dXFB7YFnEu6uzPrLR4DukckWoIDk\n28D5mdeQelIBVeHt+wn1kQ9dYNDn+piro2dkXeqlrTeiESuLAeAniYXjKZfL0zaaWtagxqD5H2u4\n+lycekI1IK2bcrK/qdxUsVVBLDhqPzTctkaudVtGpvlK9k/lYMNQZYDM/6Rdo/qh82bZCOefe6ms\nIaqcdO7V4G2oqe1TjzRHaHVCmZnuD2PddH582JtyY0Kdi11TU1MeuIIgmHa2vwIxx83vLJCovrMv\nlDOvJRO296i+WV3UUzGcc4n8HIAEOKqucgxp8qPMdJU1rcwqkGnCUBOiBKVarZYwDGUg6jFVOMqK\noqi9x4X5BP7PkMq+QFQXG/S3NMZgT5cgQ9DrgeTzd1EUob+/f1reSQ3fJn9VGW0uRkM6CyQ6sQpY\nyuhYh+antF8KttoXXqdj5j1q5Aq+NpxinXqflQOQflSLzgXHQ4NSwFXZ6d+6yKH9YDs0DP6zjkuB\n1343E7tmezpPBCk+rkY2pTqjuaI4bufGJicnvV5v3boVU1NTXied64bLCorK3JXl2Dkly7PjUTlb\n++UuAg17VZ6UH5kd5063idjrqZf2Xa48wJGORzf37qrM+jE+mp9iZ+3eJj1CRmN5e56YClnzP0A7\nZxWG7YPmBgYGvBA0n6EekG1Y72tX/SyzApAADVUU5gRUUTRPQpbBfqexGbsqp/90vMpq9Zq0vJGG\n2jYZrjKlkTC8s1Tf5su0//poFNu1DEdlrkZnF1Ws7Oz9ugKmMlHDs8xB2a8WDdktKGp6QK+1uTx1\nHjalQEDRe5k71mQ5V+J5Iqx+R+dI/eLWE7Ul26amIPi9OgEFMO4e0PHo/FJnGOJyIcC2Rf1lnfqs\nblqqQ3OD1L16ve4XCnhdrVZLHJOfVmaVkalXpTeatkTcmSz/HJsYWCaTQdA5AZMl/8gjfhID59D/\nm994wyuVSlj8m994oTQbDfR84xuodzYZRlGEnm99C4hll/WvfoVo06Yu4FUqyN97r/cwcRwj+7vf\n+T61Wi3E69ej1XkGzivyjh0JIAo6+Q6WUI7w9t4ySi5pA91D76IoAh5/HFBWs3Ejok6IEUURoi1b\nEE1MdFlVuYz81q3d+qIImfXrE0YUrFuXSKxn1q/3ihaGIbIbNiCI5cz98XHEuiF5chKZrVu7hlyp\nINiwwTONOAwRPPlkAoCyTzyRZJ7r1gGhPBu6cSNQqXQZxsQE3PbtXbZUrSK7ZUuXCYYh3Lp1CbDJ\nPvlkIjmdW7fO1x+GIdz69YiEDQUTE8DUVBdwd+5EsHVr93OziWDDhgSbU1lFUYTgiSe87rZaLeDJ\nJxF3dKLRaMBt3AjXObk1CAIE27cj6hxV3Wq14CoVZLds8Yn9LRs3ovqHPyCK2otbURShd8MG/7yl\nfXVitVpN9I+MS0FLHZcFYqBLNryOyT/OeRiGftWSMtVHmJjHU5Ydqw6JXuuClKaRqE/2MAAuIuyO\nkc0qkLVaLeTPPx+uc6Z4Pp8H1qwBxsfbubE4RubYY+F++9u2YADguOPgfvzjtjCjCJlXvxrx174G\nAMg/+CDmrFqFuWvXolgsoufee3HwBRfgwA98ANUdOxDcdx+WnXsu9j3lFMSbNiF/zz1YfNFF2P/N\nb4b73e8QbdqEJWvXYtnxx6P3rrsQhiHmfe5zWPrGN6L3uusQxzH6rrkG8049FX0XX9wW8lNPYf7J\nJ2P4zDO9sEfOOw/z3vUuZDrCLd14I8ZWrULcCSPc5s2Yf+yxyG3Z0p7QOMbIaachf999ANrK0XvJ\nJSjddJOfxOLdd6PvBz9IsKX5b34z8r/8pf88smYNSj/4gVe0oX/9Vwx8/vNe2UrXXYc5Z57p5V+4\n+26MnXxy11s/9RQWvvKVCDqJ5DiOMfbKVyLz0EP+npF/+Rf03nabZ1lz1q5F/9e+5pWy98orMfix\nj3nAKN52G+a+4x0eHPOPPor5r3kNYoYq5TLmHXUU3JYtXkHnnnACcvfe60F86PTTUfzBD3ydQ5/9\nLPouucQDfs93v4uhNWs8YOd+8QvMW7Wq6yg2bMD8o4+G6+xByjqHRccdh9yjj/p+LTjtNBR//GMP\nfMNr12Lgqqs8yxm88koMX3ihN/jijTdi7LTTvFyyDz6IvU44oS3Hzrj2fs1r4DZv9mHjkre8Bdlf\n/9pvAl149tkYvOkm3+b8yy7D/K9+1Tu74RtuwH6f+IRnaEO/+x2Ouvhi1Ot1TE5Owm3ciBM+9jFU\nJiawfft2fzoEMD1vyn7ZaEDPNmNko9uQeJ/dosJCcCED0zyjAqJGHcrS7Mq57ac+f8kw26YPyEx3\nVWb3Bb2VCqK1axGedVY7Mbt1K8IvfAGN97wH2Xwe2V/8Au7441G/+mpEL3gB8g89hOCww1D/0IcQ\nv+c9CG64AYXjjkPrDW9A63OfQ+Yd70Du619HODyMJy68EEPXXIO5P/4xWvk8HjrxRAysW4clt90G\nAHjmpJPQs24dhu64AwCw6bjjEGcymH/ttQCA7UceiZ2vfCWWrF4NAKisXIktZ52FhaeeiuzmzWgu\nWYJNn/oUBr7+dQx8+9sI587Fxi9/GcGOHVjw5jejuXQptnz5y2iNjWHBK16B2sEHY+sZZyBatgzD\nH/4worlzsfO44xAvXIj8gw8is2kT6i94AYL+fqDRQDw+jmhsDNnOfiLPNlz3EZ6wXkems6M7jmMg\nDBEHyXcSIIoAWY6PGg1kOw/rOufQrFTgRFla1SqCzvHCQRAgbjQQd8LdbDYLNJsIhTk2KhXfhyAI\nELdaiJ2DY34ojhE2m2hJCiADAJKfiZpNBLo402ohlhA606kvJBvqhOAthjgA4iiC0y0nrZavE4CX\njTeoRgOxbPQMogjIdt9gFNZqcJJ8jsMQgXMIIW8ZbzSQ6WyxaTabCMIQQYeZxHGMZqWCSPK/cbOJ\nKOhuEYk6QB125qJeqyEKQ+Q6u9UdgGqlglYUYefOne1H8cIQOzo5sXK5jKjZRK3ZxOjoKIaHh9Hb\n24vBwUHkcjn09PR4hsMTLvjmcs4nn13WEN8yIN2lr7lk3sNFFd21TxmRAXLPl26uBZKpAgIVr7Pv\niSWzs2DNhZLOIYv/9Z39/+2SzSI++2yAg5k7F/GaNUAHpbFpE8J77gFGRpBxDtFtt8HddBMyL3lJ\nm75+97uIr7sO8d/9HfD008hedx3CpUsxfv75qI2NYc5PfgIA+OMhh+DRgw7Cq66+GgAwdcAB2Pmc\n53FYtrAAACAASURBVGDB17/eFlShgObICOZ3Pkf5PGoHHYSB668HADTnzsW2VatQvP9+ZDdvRn35\nckyceSbQ14f+730PU//v/2Hb6tVoLlqE+aecgvGPfASV449HlM2ieN99eOaaa9BauhQA4OIY2z74\nQaDDgnLZLBoHHYTK3nujr7e37fkAuNFRZFNW5BJ5DNlgG8cxwjj5kHMcx3BmtTGQY7qdc4A87xZF\nEZxsqozjuG3MkWzuzGYRNrtveYbk9KIoaoOYePMgCOA6AMjr4kwGLakj10ng+lAxkzwGiHVSBi6T\nAYwsYudADXbO+X75fVlRhGwHgJlTicLuExeRcz6lEMexlwtDr7ADPhnpR9zZSe8ZRseovFHncnAS\norXiGIi6j/7AOdQ7bCubzSKTzSLoOBxuIYpde3WP75vYuHEj4rj99qRKpdI+SyyT8WeKaQ7Xsi8N\n3fQ77hEjcPm24+kPnXMs+kA3C3NyqpOR6E4+n0etVvPgSKbHFVCt3ztnTN80TkfunPPHfu+OcM0q\nkMVBgLiT+IvjuM0cnGyQfO1r0azXEbYcMpkIuX/+Z6BYRNRswkURGhdcgDibRRBFCL70JbROPhlT\nb3kLWosWYeyjH0VzcBDf3X9/PPjXf42jb74ZEYCHV63CuhNPxMrLLoOLY2w97DCs+8AHMHzXXchO\nTmLnoYfiqXPPRdBsYvTzn8e2I4/Exg99CK5UwrITTsD46tXY+dKXIlyxAkNXXol111yDaHgY4dKl\nCKpVPHPppchUKoiCAC6OUXvOcwAArlZDlM8jyGTaTCIMvQHHcYx8h3mlva3cy0uUKggCZKIIMbq5\nuajVQqyrrwBanWvy+Txirio5571stvOZnjis1TwzieMYUa0G12FozjnEjQaystcqGwRtQJBVvSzg\n63DOIazX0eyEJrlcDrWpKc8KgXZ+0MnxQC3pAwBkAFBNoyiC67QTdEA76LC8GLJto9lERnaXZzoA\n2u5aFmG97tkRGVmckXdexjGCDhP07KHRADpAHwQB4nodTthtVK8jWyp1Q7BmE7Uw7B4/02HHPuST\nvVlxHMPF3WR6vV5HFIZodsLQ/v5+VKtVzyT5bGF1504gm8XExITfUU/2FXbaTluFJGjVajVs3rwZ\n8+bNSzgLOhWGjQzxyH40V6V1cixc/ed8MJfFyID9YahI8KbeUYb1ej2xKKd7PgmIdoEmrcxqjsy1\nWgg+/nHUt28HADTGxxGfcQYwNeXB7KKL8njXu9oeYEcth9NPBx5+OG6HUA8/jOJb34rs97+P8I1v\nRPT856NvzRr0XnopXL2OJ08+Gc9/7DEcft11mLt5M3555JFAuYwDL7gAc372M6x7xSvw1EknYdFl\nl2HuD3+Ide9+N8K+Psy74goM3nQTHr76ahSfeAKL3v9+9P/7v+PJr34VqNUw/+yzMXDdddh58smI\nR0aw6J//GYOXXIK4pweZYhHz3vc+DH/842h1EviFm2/G6LvfDccXEu/cifmnnIJoYqL9+EerhbkX\nXAD36KNeMfp++EPkfvaz7mbcX/0Kpe98J+ElR484Apl77vETP/q2t6F47bVeAYfOPx/DF17oV0J7\nr70WI//0TwDaSlf8j//A2FFHeY+XeeYZ7P3c5wLVqgfYvV7wAuQeecSD0vxjj0VPJ0cZxzHmrV6N\nocsv98o/+NnPYu5ZZ3lFLV1/PRauWtVd5Pjd77D8JS9B3DGIeOdOLFm5Ehgf93Xu9YpXoPjrX3sD\nGemMi+A+Z+1aDF90UVuHnEPfNddg5JRT/OfC3XdjyStf6Y0us3kz9nnucxHw0akowj4vehGKkvBf\n/IY3oO8nP/GyGj39dAx0xgUAcy69FPPOOccbTen667HoTW/ywFd65BHs85KXdFdSy2WseOELUdi2\nzc/PPn/7tyj+8pe+n3uddhrmdXJ/rVYLoxddhAWf+lRbTkGA0e99Dwefe65/XGn4t7/FG9auxY4d\nOzA5OYnGE09gzQUXAJ0XVJOdEBB0H5sm6PVxpFwuh6VLlyZCSn3OE4AHEr8oIQ6ATpRjYtHEvq5a\nEtjI6myffJ6zs/LKJ3cYdvK1dgp4lrGlYs1s5sga992H7AknoH7LLcgvWoTgttsQv+IVaF59NcJX\nvxrFYhFbtzYRhhkMDHTPLKpW68hkHHLvfjcyX/gC4n33Rf3LX0bugx9E5ic/QTg6imfWrMHgl76E\ngQcfRCObxfWveQ1e+tOfYs74OJo9Pfj5Rz+KQz/5SfQ+/TSQzeLhSy7B3B/8AKPf+x4A4PHPfAZx\nGGL5e94DACgffji2nH46Fr/5zcjs2IH6ihXYtHYtBq6+GkPf/S5aIyPY9JnPwEURFq5ahainBxuv\nugrN/ffHwqOOgms0sPErX0H9wAMxb/VqZDdvxsRZZ6G6zz7o//nPUbz7bpRPOAFYsQLRzp0o3n47\n6occgmhsrK08GzciHhpC3HnZgnMOmaefRjR/PtBhJm7jRsQDAwj6+tpC3roVURwDc+a0vXK5jGj7\ndkSjo21qH4bAhg1ozp/fTfY++SRaixf7bSL5DRsQLl7c3RP11FNojYzAcbPi+DjiUgmuv7/NJMbH\nkQcQz53bVtRmE8GWLWiOjfmwI7duHRpLlgDovHdh3To099qrq9Tr16MxNoaYyd1NmxD19yPsMMP8\n1BSCbBbN9ssmkKnVkKlU0BoZ8Tm2/Pg4mgsXesPIr1uHaPlyAJ1Q5Ykn0Fq8GM1OiFKamEBreBhR\nZ7NoZmICrrcX6OtrG9j27QhaLTQHBgC0813ZiQlECxa0jTAMETz1FKLOuKIoQu6pp1CdP7+7L/Gx\nxxAuWdIOIYMAmc2b0errQ8iHvScm4IIA0eAgarUaMrUaoh07UO7vRxzHWPfYY4jWr0d5ZARbt27F\ntm3b0LdpE8K998by5cuRz+cxPDyMYrGI4eFhfwgpD0woFAoYHBxEoVDA5OQkent7E6d7ECD48DkB\njSCp4MRVfoaqGh4SRLPCspU5MSzM5/Mol8s+H8YjswmM1WrVn+rBUJk6wjwaP0dRtMvTL2YVyOq3\n3w63aBGiRYvaAvvEJ9CcPx94wxs8laQ3AJJbD1rVKkr77gtMTiK6+GI0X/YyFFeuBADUn/c8jL/l\nLVj89rcDAHaUSrjr2c/G0b/4hW//6UMOwaJf/xoA0Ozrw6a//Vss+Pa3kensW5k66CC4OEbv738P\nAKg873moH3gg5lx5JWLnMHnssdj+utdh6apVCIeGsO200zB5/PFYdNxxCOfPx7b3vheNAw9E/9e/\nDoQhpo4/HnGxCFcuI9i0CfWlSz046EZXm3vQfAZXBn2YF3efvdTNj6Tq6kEpN6X4ftFA9vDo6pUN\nNTSPwT54NiebY7UOme9EroXeNIq6J4MydACmnynHf0yUK6tgeKLXaX7Fb5Pp6A8T1zRIoLurXPMv\nuqdPnz7RFTbd6KmGXqlUPPPg/cpcVN46Rs41r69Wq1i3bh1GRkawZcsW7Ny5E5VKBVNTU3jiiSf8\n6+D2228/jIyMtFdYBwcxb948D2IkAKVSCcPDw4ntD+wv50JDRgUqHZ/qKG1UVzo5P3yoPAgCP8f6\nxAGP9WG7DIXJLKlzmvPlnPBBdfYtjuM//Rif/24Jn/vc9qTyi5NOQjg8DAhV5P+6wxwAMrfdhriv\nD8GPfoT4kEOQOfNMxJkMGh/4AHb8y7+grwNivz/kEHxy+XK8+1e/AgCU+/vxs1WrsP+ddwIAIgBP\nHXMMMrkcMo0GomwWj590EuqHHYaDTj0VzeFhbFy9GpVXvAL7HHUUagccgI3vfz+aL3whxt7/fmz/\nx3/Ette+Fq1ly5B//HGMn3suyvvsg0x/P4I4xrbjj2972WYTcaOBfG8vmnvvjbjVAoLkw+QEJavg\nwPRjp7WoEVNGBDd952GtVvPKwhDCJ/ldd3OjhiJUvkwm02YJHePU0EX3A7GPutyuYYoaKwGXntiC\nF+ukERGEaHgEEW1Tk+1+ASJOvmaMgEmmoOGXbgdQ8Od4eZ+GX7qCpzmgcrmM3t5enwPWk1TZJx0r\n5cHCPvT39/vDQ8MwxLZt27Bjxw5EUYTx8XEsW7bMg94999yDo48+2s8TDZ2PzHHM7EuhUPCbTgm4\n1DWCve7bYh3aT/taR6D7Rnc75xwrVyepY7yfj1gRGPWABzosBTqC3O7yZLOaIyuVSijecUd3pWPh\nQrg770SrYzD5fB7xj36EQqXSZivNJrLnnAP3xBNw5TKqN9+M+ItfROuuuxDcdRcat96KoFpF8aab\n0PPLX2LD3/0dNhWLOPqxx3DAE0/gvhUrcNWpp2LOww9jr/vvx7axMewcG0Mzl8OC738fOw88EE+8\n7nWIenux8KtfxcQxx+Dxc84BwhADV12F8dWrUVm5EkPf/S4Kd9yBiXe9CzuOPx5jZ5+N3h/+EFOL\nFmFq5UosPPNM9H7726hVq2iFIYq33oqRT30K4KMjO3di3oc/jExn/1wQBOi78krgqaf8hBTvugu5\nBx/0AOeeegq5n/7Uyy6OY4wceyyyDzwAoK3g8844A/033ugNavSyyzD0+c/73weuvx6LzjvP72PK\n338/5p90UpdVjY9j8atehaCjYEEQYOGrXoVCp19BEGD+Kacg//Oft5UjCDB20UUY/OY3PYgMXnUV\n5l50kVew3ttvx7x3vrMLjg89hEWvfS2iDijkGw0se/Wr4SYmvFEvOPFEZO6/3wPlgjPPRN8NN/jl\n9qFLLsFgZ39cFEXo/f73MXTGGd64MvfcgyUnn+xDlmDzZiw+5pj2gksUoVWvY8lrXgM89pgHtfmn\nnILcHXd4BzB64YUoXXWVH0f/176GsU9+0o+z/667sKCzj6zRaCD44x+x1/HHo9Vqn4MXVKt41kkn\nIejsj2u1WnjWu96Fvj/8wc/pkg9+EP033ugXQcYuuwwLvvpVD2jzb70VB3360xgfH0cmk8G8xx7D\n6y+7DJlMBtu3b8dwo4FP3nor4s5m4Wq1ipUrV6JYLGLz5s0JZq/gzd33DOc0bKPzAeDDQTIfBWxl\n0daJVSqVaauI+kYkgj/QXaFstbrvx/QLNnHsHwrnPQqQyvp39+B45txzz909Iv0J5bzzzjv3nDVr\ngKOOAt7wBrjOqkzhne8EDj8crnPGUnDUUWgOD8MdeiiCm29G9tRTEfzhD6i/730o3HYbMuecg+AX\nv0Dj8suBQgGFv/975O6+G09/7nMYuuIKrHjgAeyzeTO++cIXYq8tW7DkoYew8r778LuXvhSTo6PY\n64EHMPc3v8GmI49EY+FCLPrhDzFy113YcswxiDMZjH372xj+3vdQf/azseOVr8TCs85C6cEHUfjj\nHzF54omY+/GPo//HP0bp3ntRf/GLkXnkEcy/+GL0/uxnqB12GLBgARa9/e3ou+22dni6YAHGLr4Y\ng9//PiqHH45o4UIUb7oJg9dei+pznoNw/nxkJydR+sEP0NpnH0RjY+0JfeABtMbGEA4NdT3m0qUI\nDzgA6ChAa8EC1FesQFQqtT+PjKCx335odfI6raEh1JcvR2N4uO0B+/tRX7YMcSevg2IR9SVL0Fy+\n3LOsxuLFmFq2DK6j+NHixWjsv397BTYIEM6bh+b++6PVyVdFIyNo7rsv6gMDbc89Zw5ae++NePHi\nNqPq60N94UI099qrDTz5PMLFi9E44IBu6LbXXqiuWIEWGc7Chajttx/Q2wsAiEdHER5wAKKh9itT\na319aO27L+L58wEA4cAAouXLUR1rv/emkcshXLIE4YoVbdYAoLFoEer77w/yisaCBagsX46Qpz3M\nm4fq8uWI+vvbbQwMINx3X4Rz5wIAoqEhNBYvRrhwYbvNYhHNvfZCY8mSthFms2gsXIjqvvsi6LDG\nxtgY6itXIsjn24/ojI6isu++cH197TzU8DCmli5Fo5PjLJdK2Do66se1PY7xVE8PNpdKKJfL2FKt\nYnJ4GM909o319vaip6cHjUYDtVoN8+bNA9B9WUg+n0dPT08iL6bpDDKrUmflVUGCgE6Wp6fJONd+\na7iGozzh2dbD63XFkUBerVY9M9fUBetgJKHheqlU8uC8du1anHvuueel4c3sboh95hk0H38c0SGH\n+OenggcfRHTQQe2QZGoK2U99CvWzz25T4ne8A+6OO9D41rcQ7rsvSsccA/fII2hedhlaL30psqtX\nI3vDDahdcgl2TE1hQWenNQA82t+PfTr0/Iajj8bDhx+Of1m7FvnOSZuTK1ag98knkanXEWUy2PrX\nf405d9yBTKWCsKcHG848E8Xf/x4jV10FAGgND2PiH/4BoxdfDBeG2PHyl2Pje96DRWvWoLh+PTa/\n7W3YftJJGLn6ahR/+Uts/qd/QuOQQ5AZH8fAT3+K8qtfDddJJLe2bEGzt9crg77MwspfFa8jR5Wp\nfx5P3/6soYuemc6S2IsWJg+SBLrPt2qOUsNJDYn5N42iXq+jj4sPncLDAPhPQyzWy5BCQ0ldAWOJ\nosjvC2NdaWE6x+Sc84dsaqioOTAyIl2to4xUdpQXZaQy0XCLj+/oHipdcWOoxHwRC/eKkW3t3LkT\n27ZtQ7lcxuOPP+4/P+tZz8L8+fOxaNEiDA8P+8MW58+fjzlz5njAmDNnDgYHBxNhvs2F6ss/lG1x\nD5jKh/eorpLBae7VpkNUdzXPRl1kCkNzh/y7p6fHv7fAL0ChHXF0Dn38P9gQOzYGN3cunFLgZz2r\nuwGzpwd1LuVHEVCvw919N1xvL7KPPop4eBjhPfcgnjsXmJwEentR+4//QFgqoX/VKgDAVE8PPrZw\nId772GO+2UPuvRcDzSby1SqahQIe+vu/RwHAfpddBgCYfN7z0Fq8GJlKBQAQDg0BhQKGv/MdxAAm\nXv96bH3vezH6sY+hvmwZNr3zndjxspdh4M47sfMv/xKPffKTiOfNQ+Acth95JBpveUt7MSMIEI+N\nYcfrX9/O76CTNxgcRKbjYbhiREOjAnBCFdxUQTRXxQMdVRHTku2qfJqr0Hv8M66yP4gAoCd4Asn3\nKGoCWPMcWnTFiXkRPZpI+6+fbU6NRfNlmq9iGwpmzFHZBRIFS5UpFxWsUepCjd9PJv/rw8wKwKyX\n/Wq1Wti5c6cH/WaziampKRQKBTSbTRSLRZ+X4872iYkJ/7nVavl3SVIWzI/StrZv346hoaFpi0Wa\nX9T9X+xnFEU+d0VdZBvMuephBMypFotF77RU9zh3muxXh6Eho+bLeB0BLO1ggJnKrJ9HFj/9dMKI\nspUKch3lyE1MIP+HPyDTaiHrHMIjjkB4773A5CSCkRE0P/hB4POfR/DMMwgKBbTOPRfBli3I/fzn\n6L3xRowffjgufdObsHjrVgxHEULncNMhh+DWI47Ayl//Gk8ecAC+e955KA8NYcn3vofm4CD+eN55\n2HzssRj+t39D7Bw2vvGNeKrDxur77IMtb3wjJo49Fu6RRzB18MF4+t3vRt8dd6B4772YOOQQPHXK\nKVj4iU+g+Ktfodlqob50KfpvvRUD11+PLJlPpYI5X/pS+/GfDlXuv/lmNMfHu29Svv9+5DZv9pPk\nJidR+sMfAHRAqdlErvNsJpVx4BOfQOGOO3zyeuDaa9HzjW94A+29/XYMX3pp14Aeegjzzj67OxkT\nE5h/6qlAR5mDIMDC974X+fFx72HnX3ABcvff7xnFnCuuQOmGGzwglq6/HkNXXOH70Hv//Zh34YXd\nBYD167F4zRqgo9i5VgsLTzsNweSkN555a9Yg+8c/euUf+uQnUfr5zz0oDX7zm+j55jd9nUN33YWR\nz33OG1ruoYcw98wzPUhkduzAwne/G1End5PPZLD49NOR27zZ1zH2sY+ht/PwfxRFGL36agzccovP\nJw7cfDPmdJ4pjaIIuXvvxbwLL/RGl3n6aSx+3/u6Dqdex7I1a5CrVDww7v2Rj6DUeZi90Whg+NOf\nRu/dd/s81ej3v4+xjiydc9jr97/HvC98AZs2bUK5XEbPY4/hqG99y7O70UwGH330UbjO0dRkpjwN\ng3Pkc6ajo36qdXuEMiRlaQRkfZELx6dbK8jyKTuuWioj0/P59HqCURAE/n0EBCcFNHW8BC2uVgZB\n4F9sPFOZVSBrNBrIv/SlcA8/3O34V76C8PHH257x3nsRPPe5yJ14IppTU8jecAOyRx2F7FvfinDD\nBmSvuAK5D38Ymbe+FfkvfxmZG29E/oQTkP+Hf8DkBRfgt+eei5ffcgv+YetWPJrL4eyXvxz5XA5v\n+M53cP+LXoQfvuMd2PvBB/H8iy5CedEi/PJrX0Orvx/7nX464By2/c3fYPKYY7DX6tUoPPQQNpxx\nBka+8Q0sf/vbMXrppZh43esw+pWvYO63v42916xB3Gph8M47MXLDDdj37W9H/vHH0ZiawvyLL8bC\n009H6fbb4ZzDvC9+EfMuugi9//7vyGazKN5zDxZ/4AMY+NWv2kq/YQPmfvrTyD3wQHviogj9N9yA\nYGKiu7L02GOIO96Mp2zU998f9dFRn1yuL1uG+rJl3ts2Fi5Eeflyr4CtgQFUDz7Yz4fr7UX1L/8S\noYQetcMOQ9TT40GhetBBaHT2pTnnUN97b4R77eXrqMybh8aKFd2VvtFRVA48sH3aSLOJcGAAtUMP\nRY4nFhQKqHfa8KHxc56D1tCQ98DlFStQHx31O96b++yD5t57+y0KzYULUVmxossqhoZQPfjgroH2\n96N26KEIOkw1BFA99FDEAwOekVVXrkQ0OuqNub5sGWqdbUFxHKO1aBFqy5b5lbLa4CAaz3pWN2fT\n14fqIYd0w/hiEfXDDkMsJzPUDj4YrYEBb8jl/fZDdc4cP1/5v/gL1Dr5yvHxcZTnzkV5333R29uL\nHTt2oDE4iKeXLkUul0N/fz9cfz9+09eHUodlbeichMHwi8yITFRTBmSBymQ0L6VRgb4Dk2BCxwYg\nAWqsB+iuegLJ18KxHl0NjaL2iSCa+lA2zxVqjSgI0I1Gwz8/OlOZ1RxZq9VC/PGPo3nqqd2n3Ccn\nUS8W25T8M59B8J73tHNgJ56I4tKlcFu3Ij7gANS+9S0UjzwSbnwcrVe9Cu6ZZxD89rdAoYDaFVdg\n5/Ofj03nnYdnf+lLuLlUwo+GhrBk2TL8f3feiRuPPBLj+++PwVwOr/rsZ7HuyCOBnh5sO/poPHv1\nalT32QfrP/QhHHjssYjzedSWL8ejl1+OpWefjcFbbgEAbPubv8GOF78Ye3dOk4jyeTxzyimYc9NN\n6H3oIZQPOghPr16Nwm9+g8Vf/CK2vulN2P62tyHYsAGjn/oUtq5ahcZf/RX+f+LePMqK8tr//lSd\neehzeqK7oRtoum1mBEHFMQ5xiBqNGsWgOFxNnNCIeuNwVVDj/ItzjENMUGJwnsAoKIKKiAooIFMz\njz1P5/SZTw3vH6d2dXX/cnPXuu/rm1qL1XSfOlVPPfU8e/ju797bNE0Cy5YRnzAB3SKV+lwucDC0\nZUM6tZ24Ok43UzSwk0ogGk9c1lQqZV9DtJnTbRMtKkRIJ+Ymv+ccUU3nwnLSIuSn8IbkXKlOOtCd\ndW4eGY+z4KCz54KQJJPJpN23QXL3nC6e03JwWh3ODSbC0skFc7rxcjhpJDJOp2stBFGxvmQ+BA+T\n9yHCV8YKharBzvN0vVC2R0rzJBIJXC4Xvb29dHV1sXXrVrLZrB0dDIfD1NfXU1NTY/PEVFUlGo2S\ny+UYMmQIRUVFlJSU2K4q9CWN98vNHQBlDJxTeYfCNJBncbqnwjgQ4STRZolcSjRSVdV+CeAyHwNr\n8MsaF/xOriHvQDC9YDD478HIFEVBv/56e7D5fB7T50O1Fptn716M228nN306rg0bULq6MA4/nNw7\n76AuWwapFPk//QntkEMIHHlk4TouF7777oPx4yl/9VU+bGhgYWcnczo7iba3s6ahAb2iglP/8Q+i\nnZ20HXwwq848k3P/8z8Z9tFHpIcOZfPjjzN87lwUwyiUfkmlKFuyhMinnwKgh8MkDjmEko8+AiB2\n9NHs/93v8G3diru7mx1z5tB12mm4dZ3wd9+x+YMP0K1Iobu6mr1PP114MYCiqiSPPx7VNNFyub42\n8o6XNVBDQv8NKPMnC9IpPDKZDEVW5M1J6JTI0EBF5Vy4cm3poeB0K+SezmvId2QBy6IX4Sib1SmY\nnS6LbAp5TvknG9MpdE3TtMvWOIF+EbROQQX0w+yc2JfTQpBNLFjlP3NrnELcufHlveTzeVvQioBz\nMuWdgkA2tzyvE2gXq0owT1kDyWSS4uJi2tvb7XnfvXs3FZbFKm5cKBTC6/UyaNAgey7kPk5F4rTK\nnAJLnnsgSC/jFHxLzvH5fHazEAkqOQF7saicSkPGZOcbOwIKMiYJHDjXr1iwTkrIvxUjy+VyeP1+\n1JaWgpbo7kaxXlg+n4epU1l24r0sWhRA/eIL9FNPZf0Ti3nuzUEoGzagr15N65n/wcMzWwEwFQX9\n0kvhwAECr7xCLhRiSXU1Zvxa9Fw5AU0jXVLClg8H07S3BE8qxe7DD2fKRx/hyudR83ncsRgVr79O\nmZWqlI9G6Tz3XLzr1qEYBj0nncTOF18kN3Ik/p076fzlL2m+6SZcHg+q283G118nvGULvuZmdK+X\njt/8hvA33xDau7eg0QMB1GyW6NKlGA5h4l29GpwWyO7dmFbOI4BL01AOHOiPe7S0AH3tzCLvvIN/\n0yZbO0ZXrKDMysXUNA3f+vWUfPCBvXl9ra2U/OUvBRcykyHf1UXxo4+iWxrbMAyKn3gCTzxuX7Pk\nlVfw7NplL5zghx/iX7UKsEoRr1pF0eLFtpUV2L2b8jfftAWFq6eH0meeQbHO17NZiv/wB0in7XEV\n/elPqM3NNqBbtnAh3o0b7Q0ZWb6coq++skvVhLdsofQf/7BdT09zMyV//attIXjyecqeeALV7COv\nDnrmGbvYpWmalMyfT2DfPnvjhRctIrhmjb0Bg2vWEFm82LY2Anv2UDx/vm1lubq6qHz++b5gIKxV\nqAAAIABJREFUhaZR+cwzmMkkyWQSXdepfPll3FaRTk3TKHrzTYp27LDdt9BnnxH5+uvC91WV4KZN\nDP3ss4IbqShEYzFO/O47ioqKCrX629qYtn49NVVVuN1ueqxik8Lmd7YPFGsyJGldrv49CkTwOpv/\nqKpqZwfI35wNQUQoi1ATBedUCOI5AP0i6YDdKFgUlCg7sX4HWuyiqAYmwsvv/+r4cbsodXVhnHoq\n3smTwTBw33033tGj8d5wA54dOzDPP59kSqGry0CpqUF76y10bxGxmIJ2xx3oI0aQ70nS/cN+9NoR\nZBYtQl23DrW9HQBPMsmo9euJaEXk8JJ2u8l4PChxSBPAVFWqtmxhxKJFAOTCYZrPP59hL72EO5mk\n+8QT2fKnPzFo3jyKFy2i7Ve/omPaNKrnzGHwY4+x7c03KVq5kobLLmPE1VfTe+yxlK5YQeXrrzP2\nkktQUynUfJ4hTz9N/dln47Gq15bPnUvNb39L0ccfF6I3mzZRd/nlFFtJ4e50mpobbqD4vfcKL0vX\nKX/mGYqWL+9bBOvXE1qxol/5G6W7G9PS4h6PB1cyiWrRS/L5PKTTdsVY0zQx0mmwOlebpkkqkUDp\n7ibvqCzq6u7GsKrZmqaJKx5HdVS/dcfjYBFNdV1HiccLFVstt4V0Go/lGplmoZqG2tVl1xZTDQNX\nd3ch0wGLuNnTg2LdM5vNosZiKNZzqKqKGY/jSiZxu90FtzKXQ43FCrhgNoueSuGJxWzrzszlcHV1\nYVgWmanruHp68ILtditdXfZzuFwujI4OFMvtMQwDTyqFakXuFEVBSySgu7uvw306jaunpx8dwBOL\n4XK61T09ZHt77QqwWnc32a4udL3QeJZEArW3136ORFsbdHcTj8cLtf3jcXyJhG2F1lRWUqGqqEof\nTytmPXcymbSFsNNNlOijKD9nVQvAtmgHYldiidpKz7K4nBFHp6WNNbfSCTyfz9v1ygQiES9MhKw0\nHRYrHrCDLXIvsWKdFrVYq//q+HF5ZLqO+etf45o7F72tDe67D9dTT2GMHk32m2/wFxXZC0Veiqqq\ndga8y+XCN3cu2po15B94ANcrr+C96SYAtLo6nj7qKHKvvsqtus7mkhJePukkLti+nUO+/572YcP4\n4YIL+MnTT+POZGidOpWNM2Zw5IMP4u3qomX6dBS/n8jy5fiammh88UXqb7kF3759mG43O15+mcCO\nHQy99dbChFdX0/rrXzNo3jz8u3Zhuly0Xn01ZlERgx96iExDA8033gijRzP03HPpPussOi69FAYN\nYtBTT9E7YQIdhx+OqapE2tpQolFyxcW2VnIm8DojS/JCRcvL3yUXzVlRU1qISbhcODuy2JwaVubX\n8b5sy05C5k5XV7S8uEzOkLlzDE4cSp5JNLbT1bQDFBbGImMSzSz4m4xDFrdYBm63Wwrt2c8gm9c0\nC3l5Tj6UWMI22G/Nn9O1knlwRurEnYI+nMf5fpwYpmH0lZ+WzWeaJm1tbeTzeSqtAgHyLmUcuVyO\n7u5uoND7ta2tjUQiQUtLC5lMhtLSUoYNG0YoFKK2tpby8nIikQiBQICgFUQJhUJ2I18njidWjhOf\ndNJP5PmdWQDiAsu5Ymlls1n7/QgvVNaBs0a/k7Xv7Lshh7i3Mh65l8ypzLtQPMTF/VEwMkVRbgdm\nUEhn/AH4D9M0swPOIfvoo/jWrcNsbUWxmNr5hx9GGcC/kQ3g9PF1XUc76SSMyy+HNWvw3HYbpqqi\nXXghbXfeycrbbuMx0+S56mq+PfFEaoqKGLNgAV+ddhp7zjyTUx54AEyTtTNnsvu44zj6wQdxJxL8\n8NxzDH/pJUo++wzD62XDn/6Ep7mZwPbtAGg+H8VLl1K0dClQqKsW/+lPMVwu/Lt20Tt5Mgduuw19\n6FDqLr+cvffcQ9cZZ+Dyegl//z27/vEPctGo/WLab7qpYIJbpnh26NDCZ/TnjzlD6bIxBoKssjkG\nVhuQzS+bU4SObEinee7UqM6NKWMRdwX6MA7Z3DIGGY8sQnmHzk0kQYRQKNSPaybPKa6OCCwRtM71\nI88vgs65QeVZnItfuvA42eMyNtlQMl9O7pj0k3A+t1NIObE7ZyUIZ59MZ+QN6GddhMNhu0yNrHER\nsplMhmg0SiwWK7i1gQA9PT3U1dWxZcsW8vk83d3dRCIRMpmMnePpbL8mh/NdOoM7Mi7nu7WpJg5i\nsDyfc52IxSVzMdDNE1zUmSHgBOllHp0YLtBvHp2fORWknDOQUzjw+F+5loqi1AK/ASabpjmBQm28\nXw08zzRN3OEw+XnzUL76CldpKcYZZ2CecopNmmtsVPnmGyFOmnz1lUlPT1/kSKmowIjF8F16KVRV\nkfvjH8k98wwZt5v9S5dyodfLm4MHo3g81LS28urVV7P+2GOZ8te/EmlrY/kVV9D6k58w8fXXKVu3\nji333ouhKBR/8UVhAnI5hv7lL1RZjH5TVen6+c9JjBxJYMsW0g0N7HjlFVp/8xtKP/6YPffeS+Ko\nozBqaiCZZNff/lYg8FqCOHHIIeQ9HnxWjmQmkylYETt3krG0jKIoeDo7MRwRSEPTMB2YDoDL0kRy\n+L/8EtVqgAEQ2LIF3+bNtvXi2rsXz1df2ZvKk0xSuXJlH/iayxFduLDfYg+89x56PG7fN7h0KV7L\nOnC5XAS++64f5yu4Zw/hDRtsq8LV2krIqqumKApqJkP4ww8L47Wi08G33ybnaP1XvGwZppUUbZom\n4VWr8DQ19T3n5s34tmzpCzrs2kV07VobhPamUoStmmmGYWDk84Tff98WXrquE1qwgLRVB0/XdYqW\nL8fb3W0Lm9D69QXStfVcgd278a9d2yeUWlooWrHCTpFRkklKPvmkT3hpGuWLF+N2WCzRpUvxWxac\n1+ul5PvvCba3U1lZSUVFBcU7dpBfvdrmifmbm6nevt2ucFGs6zRs3EgkEqGiogItk+Hs3l47HUgs\nGMsysV02p8C29mc/a9G5HyUNSA7B15wBF6F0OIMDYgU7I72yRkS5iQCXsTg9hoHC0xkcku/IPQSr\ng75aaf/T8b/FyOJAHggqiuIGgsCBgSflcjmUO+/Ee8YZqC+9BB9/DKkUrjvuwJg7F13XWbXKxfLl\nXitfzI3PZ6DrhclxqSquGTPwTp2K0txM5p13ULu7CRx3HOtWr2aH38+JgQCvbtpEMJ9nfVUV0a4u\nrpgzh5GrV/PlFVcw7uOPOeniixnx9ttsv/pqEsOGcfA116AYhYqh+2fMwN/cTPHKlaTq69n8l7/g\n2bePoffdx/5Zs8AwKF2wgPr/+A/2PvxwQTi88AINZ51Fzu1Gy+cZ/NBDjD7lFNxWYnT5Sy9Rd/HF\neNatK2y+XbsYOX06VdZGMLNZht1wA6UvvFCwHjSNIX/4A1VWqW7TNAl8+SXFL77YTytGli8nYIHH\npmkSWrUK36pV9qL1bdpEaOlS2/rx7d9PiYUPmqaJq7eX6HvvoVmdmEzTJPzmm2gtLX3XXLQI3759\ntqkf+uorfBs32gvOvWYN/hUr7IBN6MABIh9/bLtJ7o4OSt99F11oCKkU5QsWoDqEZfGCBfiammxB\nVvbll/gaG+3n8H/zDcHVq23hWLxzJ0EromwYBr4DByixypSbpona3U3pu+/ayiSbSlHy/vt4u7ps\nN7nk00/x7Nxpz2d4xQqCGzbY9yzauJGib7+13dPAvn0Uf/KJbYl6urspf/99Oxjg0jRK338fMx63\nx1XywQd4HMncJcuXE9q5E5/PV0iG37CBMe3tFBUVEQwGqWpupvLbb223rCSRYMx339nUi3JV5fg9\ne8DqdSmpTul0mg6rsY0cTrda5kUwLKewE6vaGQ2X74sClPGLQHJyvgR+cLZ6g/7tE2U+xJqC/t2Q\n5FznOJ0WurjlTkzuf4LA/tcYmaIoVwKPAmlgsWmaFw/43NTvvx/lgQdQkklMnw/z0ENRrcoK+Xvv\nxXPXXf2wH4nI5PN5zGwWz9//jssq15P761/Rjz8e/8SJ5C68kNnRKPveeIN5e/awcMQIPjvpJEb7\nfPz6uedw5/OsPflkmo89ltNnzwagc9Ik1tx9N4ffeSfRjRtJV1ezfc4chrz9NmWffELbSSfROXky\nxc3NDH75ZXbffTeeXI6a++8HoG3mTDqvvJL6U0/F29KC6XbTce65aNXVDH78cUxVpW3mTHp/+Uvq\nTjuN3ODBtP72t7QfeST1N95YwNimT0evrSX8zTeosRjtU6fiLy4uVACNx9EtDEW0k6T0iGvkbPUl\nn4lrlM1m7bLBou2krI+zyam4cVLxwI54Wr8LZiXnSy6gHN2WVeN3lIB28q3E4hROmOBYA3E/AZUF\njHcu+lwuZ1sdsrFkncqzQyF0LwAz9KUwSaNmcbPFEkkmk3a1BcETnZw7wf6EgCku08DekTK3ToHg\ndI8URbHL6OQsyo2iKKTTafs5k8mkjV1qmmaX7Ukmk3R3d9vupADxpmkyfPhwKisrKSkpIRKJUFZW\nZkcdPR4P5eXlBINB0laEWJ4b+rPtxZoT4eW3SoYLvJPJZAiFQvZ9RQCJsJT3Knig8Mic7qfMrcyJ\n03KTNLiBFpmzppmMRdM0e3z/nzcfURSlHpgF1AIx4E1FUS4yTfPvzvPuyWQwRo/GtWYNx2ezHD9m\nDFiCLHPOOWStaJczh05+KrNmoc6fX6iOevbZaNOm4bn6avB6Sd96K40zZvDcgQM0Fhez+PjjufCH\nHzhk40Zcuk7T6NGsOfdczpszxx5LdMsWJv/+90Q2baL1xBPZcfvtDPngA8oXLWL7DTfg7+6m4fnn\n8XR1sfOaa2g76SQmXXih/f3id9/FVBS8LS0YLhdtl1xC6/TpjLvgAnqPOIL9N96IPnYsFX/+M02z\nZ9P9s5+Rs6J8W++8k2woVMizM03ihx1WCGRYm1vzetHKygoRvgGArHODQP/cNBEQzsUkQL9Eg2Th\nOgFsZ3BBcCIRgs4cR+c1RDMXFxcTj8fthW2aJolEgiKryqlTiIkgGCi8JGdQnlXStsR9cuJvzvph\nMh/yDHIfEeoDeVvyHejrkZBKpQgEAv0Y5vIsAl47XVQnJiTCWsBnp0s18FzJQ3T2g1SUQrSxqKiI\nUChkv8N0Ok0ikbCB70AgQHt7u+1G7t69m5KSElvIuVwuIpFIP9K03EPeo8yn5K3KvQR3EutKLGkn\npOFsMyd/l4R46GP6C74p0VEpmigKTWgbch1nIxHn3Mn4RbEJbvbll1+yYsWKfs/33x3/W9fyUOAr\n0zQ7TdPUgHeAowaeNHvOHO5asYI7b7yR4wEs7WBMnUp43Li+l2ktRJ/PRzaTQU8k8Pztb5DNQn09\n5qhReG69Dc8rr5CfPZtuXec/167FbRg8NGkSRj7Pkd9+SzgeJxkO8+XMmUxaupRiK5cxVV7Otosu\nonzNGrZdcQWm10tk7VqGP/UUe88/n+bTT6diwQI8XV2YLhehri5Kli3Dv2cPpqLQduGFbHv9daIf\nfkhi0iRarr2WpquvJrh2LXvvvpv2iy8mc9BBALRcdhndxx2HaWFZZlERmWCQIqvhqiwEt6U1Rdtr\n+Tx5i8luR8e0/lVH3Q7A1jCMQg5qS4u9gfypFO7du+3vq5pGaNu2ftZQ0Mo3FMvBv3lzodmLuBGb\nNuFygLTeAwdwWVYYQCiZpMLCgdxuN/58npBVG19RFBRdx7thg62FNU0juGGDnWri9XrxNzaCI1rt\n37uXnOWSaZqGr6MDmppsgavGYqhWUYB8Po+RTuO16n6J1Rm03F/hV5Xs2GH31lRVFc/WraStJr+G\nYVDU0YHfokIYhoG7qwv3gQN9wYp4HKWxsS/Sms8T3LrVVhgul4vApk1ollDIZrN4Nm+2KR7JZBL/\nvn3onZ190dMDByh1VAZJpXzs3VuwEMvLywmqKmUHDhCPx6mqqiIcDlO6fTsjRoygsrLSnh/pcSn1\nu3RdZ9myZba147S+xDgQoeEk9EJfvqMzQCQWpQgVscCd37EFiFooCyTWm9O6FcHoVLxyiKCTdQjY\nuZhy3aOOOoo5c+Ywe/Zsbrvttn8pkP63gmwLcISiKAGlMIqTgE0DT9I7OlBuuw3N58M86ii0piZM\ntxtl7Vr0Bx8sdKXZvBnvlCnkN25Ey+fxzZiB7+STUTQNBdiyVeXKJyfyxDN+TL8f2tsJH3kkR6ZS\n/LasjLG9vTz2xht49EKfwFA8ztm33MKUN9/EUBR2H3UUgY4ORr78MgdOOYXuo46i6qOPGH/LLfRM\nnEjjpZcyceZMvBYwnKqtRenooPapp0gPHcqeu+4iW11N7bXX0nrZZfROncqgV19l9IwZpKdMITZp\nEsP+678Y+atfoTY3YygKZfPmMeo3v8G7eze5XI5IVxfjLr2U0LffFtIuVJXaW26h9L33bA055LXX\nGPrii7bVEfr6a4Y8/HBf9KypifI//cnWqi6Xi/I33qDsrbfshRFasoTyJ5+08QX/unUMu/9+W8O5\nW1oYfuONuBxpICNuvJFgc7MtdKruvx+fxV8zTZOKv/6VskWLbNc28t57DJo71154xWvXMuqZZ/qi\netu2MWb2bJsMrMdijLjxRhSro7amadTccQeBLVvsew599llKv/rKFjKDXn+d0jffJG0RhiNLl1L9\n/PO2xg5u2sTQu+8mkUgUBEhHB7WzZmGmUgVrI5tlxC234Nm3z3Zjqh96iAorgODxeKh86SXKPv7Y\n3kwlCxdSNW+e/Xn4u++offRR29Ly79vH8BtvtOfem81SO2sWnu7uQm5mJkP97Nl4tmxB0zS6u7up\nffZZyr/91n4fQxcsoMp6516vl6VLI8ybdxDZbLZQGaOxkePnzbNTsyLJJFd+9BHZnh5aW1v7BLuq\nkkgkbIGl6zrHWY1RRDCIRSkUF/ndmTfpdPllnclPJyQgAlQsVWfKE9CvoquT2e90Gw3DsAWVMwLs\nDDDIszmzAmTs/1Nhxf83GNktwKUU6BffAb82TTPv+NzUGxpQdu1C0TT0iy7CddppGM8/jzF2LK4/\n/xnGjyf38MN4rrsOJZ1GmzMHz1VXFVqgAabPxyvT3uWSv53Gf/BX/soVZE87Dd9HH/FSNMqSkSP5\ny3ff4bPcn7zLhdv6fyoS4dObbuKURx/Fb9Up6x47Fm88Tmj//sL54TAdhx5K1WefYQL7L76Y7tJS\nJj75JB2HH0565EhKV60iuG0bbRdeyIGrr2bCmWfi6e7GdLtpvuwyDI+HmmefBaB9xgwOXHQRE375\nS9Rsln3XXEPzRRcx8tZb8e3bR9OVV5I6/XRKFywguGkTu046ifzYsQRzOYq+/pr4EUegW2F6dyxG\nLhy2k6/FpXFypwbiM/F4vCDQrNC84BBOAFWsQKdL78TEBMR1alApnSzmv7iRTs0smry7u9uuhOBM\nd5HfFUXpV35G3C9pSSauaigUIplMErZquqVSKXw+H4FAwHYfu7q67H6PskFlMwWDQXvziauUzWZt\n5ru4Xf8sIdrJodN1vV/CshN/FGsokUiQTCYpKyuzCx+2tbXZNfYFL3O5XCQSCUqtdDYpkNjc3Gxv\nXk3T6OzstO/Z1NREMplEURR6enqoqamhvLycqqoqKioqGDRokM2pKy8vt7G9AXvVfi6xpJ2upd3O\nzhGRFLdfeHuydsSNd8IWYqWKohJhJt9zUoec6UuytoS/Bn1kWaegk3v/q5r9/2tmv2maj5imOc40\nzQmmaV7qFGL2OXfcgSKuUU0NXHQR5kMPoT3xBNpXX4Gq4j3jDJTaWmhqwj1zJqaqgqJg1NWhL1/O\n+VcXcw7vYKKSue8+sLhdCwYP5uGNG/HoekEIVVWRCocLqTGAJ5dj0nvv4bOEWLq0lNioUbYQy5WU\nsP/886n6/HPykQjtxx5L+8EHM/7ZZ9l1/PF8f+edVP7jH4QaGzG8XhK1tUTeeguPRU3IDhtGcsoU\nKt94Az0QYN/Mmey79loGz5tH9xFHsPbvf6d5xgzcBw7Q8rOfsf6VV2g66ijy+Tydp51Gy5134rF6\nGuRDIXpOPtmuVmqaJrmiIlRLO8qiEezDuajkZct5YtI7wVXZNNlslq6urn7VP+V7IvhyuVyhv6JR\n6H4t2lRC4s6aWE7hKJtFXF/5v1gEcs+BfQqd4Xi5TodVPlo2nYDvskllMzjJs3ItwQedZZtlfgTK\ncG6Uf4Y3imIQAHrgOCXXUwIkiqIQjUZt687r9VJZWWmD8GI5CftdrIxcLkcsFmP37t22teLz+ewC\niTL2dDpNOBwmGAySSqVYu3atLTwlUdtJVpY1MZAWIdaWkKVF4Mh9Ze05uYJy7YEuqCgPubZgYR6P\nx24kLGvDmdok70L+7lQico6Ti/fPSMv/7Phx+1peeCHGmDEAmMXFhTSNqVMLkvvgg8kuX45x990o\nn35aEECaVqBF1NeTWr6c/PjxuL5awZ/cvyVy6qG43n2XuDVhv21tZXAqRdLr5dPDD2f/iBFEYjEA\n2oJVrDv95wxdtw4F2HfkkayeNYthCxYA0H700ay6915q3n6bntGjWXjPPZR//TWH3Horybo6vrn0\nUkqXLbP5VHoggB4IMOTttzHcbpouv5wt8+fj27GD2KGHsmHOHPb86lfkTZO2009n0803kwyFyGaz\ndEejbDjoIHLd3TbOYKgqmoWR+f1+eyNq1ma3eTdmXwUAOZzAvZLLkbdoDW63m5JwmKBjcZqGgcuq\nAyYCS43H7QWoaRqKlfojADDxuB1F1HWdTFcXmXi8L+VFUfBa2ltRFNyKArGYPeaSkhJCAyKJqsyj\nMMm7ujCNvu47ZjyO17HZYi0t+Cy+Vj6fL2B9lvDL5XLomobZ3U1xcbGNiWH1EBXybK6lxRY4+Xwe\nXyaDW3F0SE+lcDnmSk8mMax+q7puNVi2Cm9K8rpq9bAUQefq6bGFeyAQIOAQUoFAAE86jWIUKrdK\nknfcymuVYIvfH2TChAkEAgGKi0tob9cZPHgwxcXFRCIRvN7BVFdX25arpmnUWO38xEoXRSQuoLxb\np2Uta0yi4E63z4mrOS1xEWZyLycB2xkcsPFVS2FKxFG+a+PAFpbojAA7x+L0CMRrEKzuf/Icf1RB\nZqoqxk9/WnjYt98uTNrKlfguvhiXpkE+b1tY/Y7WVlTLBVCXLaP8l8dw26A/o65dy9Xua7idBziu\nu5usqvLWsccyorWVI1auRAH2jxzJTys+55tFQ9A8Hr79zW8gk2Hyk0+i+f3sOOssPC0tTHz4YbRg\nkPX3389xc+cWksoNg8DevRw7bx5jLU5X83HHsf2aaxj0wQfkS0po//nP8XR2MuyOO0hOmcLWm29m\n9P/5P4yaMwe1q4tEfT0177zDuNtugx076OzsJNLby+RZswhs2FBwMVSV6tmzKVqxwmbcl370EWVv\nvGEvAO+2bQx++mnbDFdbWxn82GM29qQoCoMefZTyp56yteGghQsZevvttgUVXrOG0Zdf3gdY79/P\nMdOmoTgEzbjTTye4e7f9++hrr6Xks8/sjTDk7rspe/ll+/OyP/+ZqvvvtzdH0ZIlDLcoMoqiEN61\ni4MvuACPZU358nkOO/dc3FbAQNd1Rs2YQWjdOnsDjJo9m8qPP7aFys+++IIhzz9PPp8nnU5T+Y9/\nUHP77WQymYLr+vXXTLrmGlto+bq6mHjWWQSVAg1Fz+U47MILUbdtszfdiKuuIrRsmX2PIffdR9Vr\nr9kbatC8eQx+8EGbnhJdupQRM2ei63qhNFJjI6POOYecBearqRSjTz4ZbyxGIBDA7XbTcMEFFP/w\nQ2HtmyZDb76Z0gUL0DSNRMLLiy+OZOTIUbbl5na7eeyxQ9mypYGysjI2bRrEo4/+0o5gJhIRHnlk\nJrruta25jo4Odu7cSVNTE7FYrF8qlAhRp5Xu5HWJgBBhLO/DydmS74uLJy6mVPhwRrQlaVwsY6eA\ncmYdiKUsVqzTEh4oQMVaFqvbWQ35Xx0/aq6l+fvfY8ydWygSGImgxGJkly/Hd/LJGJdcQuaJJ/B9\n9BGu884DRcEMhSCRQAGy8+ah/upX8OijeG6/HYArfL/gpexbXMOzPMlveWjKFKbv28eItja6y8rY\ndMQRbDztNI54+iUa9m5m9blnU79xI4PXr0fz+fj6rruY9PzzRPbswVBVVv3xj7h372bKI48UXk5R\nEXvPPZe6v/0N0+Oh85BDOHDxxUz43e9IjBnDmjvu4NhLL8Xb20uuvJyt8+fjX7iQg6yyPQcuvpjW\n6dM5eNo03IkEe6dPZ8NFFzHx0UcZ/OWX7L/+elouuIBBS5ZQ9fLLdF55Jakzz8RsaqJ03jy6jjmG\nxMSJmKZJ0bp1aDU16IMHF9yxVIq8opC2MItgMIgrmyWr63gtXE1LpyGbxbSUQC6TQU0kMKPRvv6C\niQRKSYlt1qvxODganpg9PRCNkrKA83x3N9GqKlxWCN9nmuiaRpoC2K9ls3hzOXKBQF+XnPZ2ui1r\n0+12k2tuxiwtxTQL9e219nY8gwahWPd0pVK4QiFSlmvU29ZGJBIhq6p0dHQQcLspCQRIuVwkk0kC\nPh9FpknKSucBConoFibV09NDOJdDi0Rs1zSYz+MqLgZL63tyOXC7yYs1nEySjMXwlpTYlqY3lyMf\nDBKPx4lGo7jjcTLBYB9XLx5Hi0b7iJtdXeQsjMzv99Pb1IQ3GqWtq4sqq4KFM1XINE3yeZ0CzAyJ\nRIpNmw4wcuQgkskkmUyGlpY8ra2b2LdvH2VlZWzbto1ly5ZxySWXMGHCBEaMGMGwYcPw+XyEw+F+\n+ZwDqTwiEJz8NcCmiIgV5OQNijASDE0yGwQTE4DeyVMUCk9PTw9lZWU2dUNyfwVnFEXm5JyJAJP7\niRWaz+cF3/z/vx5Z7uST8Tz8cGFC4nGSe/cSPOYY8k89heeqq/BMnIiyfTsmgN9PessWfNOmoX73\nHe6nniJ33nm4rQoF747+FX/f8gKn8yFPMou4201FOk1dWxud0SjvnXce6fHjmbRsGROxXTHvAAAg\nAElEQVQbV7PouuuYuHgxg7dtA+Cb66/H7OigaM8eAFTDoOHpp4ns2AFA/KCDaLz1VibccguJYcPY\ncPfdTL36aspXryYzdCib7r+f6kWL8FqYm7u7m+j8+VRY6Tg9RxxB6xlnUPHaa+h+P9tnzqTppz+l\nbMcOKClh9WuvoVVVkYrH8dfX0z5vHoFgEDWfJxeNkrzuOkzTtIvp5caMKbge1lwmLS6ZkFs1TStU\nJzX7qnl6/X7yLhdY3CAUBSMSIZvJ9GlnK9/VMAwSiQSBYBC/tZg0TcPweMh0ddla2FNRQU7X8Qpx\nORDAcLsxLKAaIO9243ZgeUZJCQELp3K73XiqquyKEC6XC7WsjIwF7gOo4TCGqpKOx0mlUmSBIr8f\nI5PB4/EQKCqiN58n5PcXeGChEHnTxENfR2qKiwud1Sm4KHo0ikJfY5Wk200YcFkWQ07K8Qj+4vPh\nKS7ui955veQtYR+0KuhmrACCCIhcURHZdNoeg+nzYTjoM77ycrxeL8UW3idjg75mH/l81n6vfr+X\nsWMH24UWg8EgoVChDHZXVxcRSzCbpsmCBQsYOnSoPa9OfNCJQzotL+jj34lVplhWrETPRag5I5pi\nGUn1CrHAxA2UfyKMJDATDoftAhBClXHipl6v1/5cxieCEfpXonW2iftnx48qyFyHHor2+uu4f/EL\nFE3DtWsX2uDBaBdfjPLdd7hnzQKJYOg6rh9+KEQvz5+GEfCjr12L7/nn2Uc15zc+yhi28BrTcWGw\nvyjKpY2NaKrK8+efzwnff0+rqnLke++x/pRTSBcXU2UJMc3no+bbb6n++mu7WfDWU05h8LZtmG43\nWy68kINee43RDzyAqaqsfuABqleuxGVtVHdnJ5FFixj27rtAoSPT7tmzCW0qME523HQT7eedB6kU\nekkJa+fNI+t2Y6oq6YYGdo4bh9d6WX6/n3RtbYFqYvR1cxbsAArs+VAoRLEldJw1n2RBiInuZHA7\nU1ScJr2TvCpJy8Fg0AZ4BcsQ9ySTyRCJROyIkriZ4l7IeJwk0iKrkomTFySuhoxTXDB5ZsMwbD6U\nkFQVRSFstU8TF1meJ5lMUmJZTPLc4t5IJoAw+p3gtNAj5HeZD7EAxBJxJqY7rQUn5UCeR0ikTvKo\nbHixTmSzFxUV9ctxlOuKwBOB7izTE4vFaW0tx+0up76+nmw2S09PD9u2baO2tpZUKkVXVxcdHR0M\nGTKEYDBo88pEkNl8Qsf7l/mQc0SwyN8kY8FJShZiq5OTJsLPWQzA+VMEoawhoXRIYUXAHqtce2B6\nkrxzu2TUvzh+XLBfUTDKy9HPOQcA/5498MEHqOvWkbv/frAGp594IuRyeM8+G+WHHzj9jSs46s1b\nuWlGgv9qm0U9OwmbOT7mTEIUANiyTAaPrrPg2GOZ3NjI5O+/56znnqNj8GAM0+SUP/7RFlq5UIjI\nnj2483nSRUWkSkvxxeMEDxzgq1mzCO3ejTuToWjXLnqqq6levJhh8+cDkA8G2feLXxDavBlfczPt\nU6aw/+yzKV68mGw6zbfPP8/gN99kyPPPo+s6TRdcQMXixTT84Q8obW14/H488TgNt9xCeP9+e0HX\nvvgiwXXrbApC4u23CS9eTDKZJBqNEk0mKbc4YgCuXI6KN9+0I0amaVL5xBNUPPMMUNhEwddfp+qm\nm2xBEVq7llEzZtha3NvZyeHnnEM+Hqe3t5d8Ps/BZ58NFrnUMAwOvuEGBlvNczVNo+6hh6h4/XX7\nmsV/+QvDHnnEdkU8H37I+JtvLgQGMhn8O3Yw5swzQYRsby/jTjkFf2+vvZFGTptGtLER0zSJx+PU\n33YbkYULbUB86HPPUfrkk7ZwKV2wgHor1cwwDMLr1tEwfXqfYGhtZdRPf4rW21vYnIbB2J//HJfV\noBdg/KxZhK0GyJqmUfP731NpNW5RFIXyl1+m+qGH7I0fXraMuquusqOMnu3bmXjuubaCSKdd/Pzn\nk2lvV2zsZ/IVV1CyZYstIOpuvZWKTz6xo5tD/vhHBj/3nL1RFy4s4957x9qCcs0aP7fffgoLFozi\njjumcdddZ7N1a5VlmYXYu3cvVVVVVFZWEggEaGxsJJVKkU6nyVhWt1MoiCsIfRFdZ1RS5lPOdQLv\nYpk6KRgDBZZcTyLMovAA24UVDEyyR5zAvZNv5oyOO6PQTtfyXx0/aoPeO++8E/Wtt3A//jj6eedh\n6DruJ58sdPFZvx51yZLCgFtaCu3gKEQuNV0hPWI0q7aV8q55DgZuDIIs5QRWMYU2KolqOdqrvFSm\nE0xsbCSQy9mE2Mpdu/BmMphAy7hxlOzdS6Cnh/a6OlpGjGDwtm0U79/PhgsuIFZZySEvvWQLvXht\nLUOXLMHX20uqupofZs+m/q9/pailhW8eeogRb7/N4E8/xdvWxrZrrmHwypVUffQR0XXryBUVodfX\n03DXXUQ3bsSlqsQOO4wRf/4zFYsXY4TD9BxyCMWrVjH8iSdIDx9OZ0MD2R07GPvaa8SHDCFVX4+q\nKFSsWEG+qopMdTXpdJpQLEauvNxu2qGqKvEhQ8hPnIhu1aRKDRpE75gxJKyqA/mSEpKHHELewqcM\nv5+W0aNJlpXZea29EyeSPugg25rqaWggM2YMGcuS6x0+nO66OsxAoKCJa2qIjRqFaZWU6fD7SU2Y\ngFJRURDSZWUkJk4kV15e2DBuN6nJk8kNH25bOd2jR5Our8d0uWhqasI7dSr5ceNIWRsiVlVFR20t\n3rKyAq+svJz0hAm4KyoKeYRVVaQmT0axGtu6olF6J04kU1lZwF5UlcSkSaRGjLA3buygg9DGj0ez\nrLJ0fT2pMWNwWX0U4pWVpMeNK7ioioI2aBCJiRNJh8MFnlsgQOKww8hbNb9cLp0JE3oYPjxrM/0z\nBx9MoqEB1bLIeuvridfVgRWZztbWkho3jl4KPS2HDMlRU7OfQYPE6uyivr6JY4/tor6+mZKSJA0N\nzahqO7quU1paSiKRACAWi5HNZqmpqaGkpIRiyy0WTpkcMudOgTawPpwIo4FBAvmbk1ojnw1MRpc0\nOqF9iGCyI9XQzxp3BiKgL8gg43JGNXVdZ/v27bzwwgvc/W9p0Kvr5LJZ3Ndcg+vVV1Fuvhkeewzt\nqqtwPfMMmCYEgyjWy5HDqK2F/Qe4vG4Jf9t6BE9wIyYqc31Hkc9OYDNjMHDhUXIcYn7P6OBmjkt9\nwcHqWiYaP+BBIxMK8f0FFzD1pZdQDIPGs85i0zHHcPZtt6FaLzVVXIyqafgTCXLBIN9fcQWjFy4k\n0NrKzl/9ihHvvYeiaZhuN98+8wzRdes42ML8TFVl/8UXU75kCYEDB8gOGsTWa6+luL2dmuefp/ms\ns9h1ySWEUinqHnqIvRdfTPyoo1BVleJPPyV+2GGYxcVomkayu5vO3l5CoZBtavv9fsLWJhIXBbBB\nU6AvvcaKEIqrl7GwJdlgcq78lOTlYDBoC7RkMmnX8hJwdyDnSzZFPB4nEokQi8UosjrISwKzy+Wy\nNa9oWNkokpwuHadlHFLaWfBBKR1dbAUhNE2zSb7irgivLZ1O2zSNVColTVz74SsD8Z+BVohtdVlp\ncnIfcf/ExRICrXC15N4Dk+bFGhGemN/v7xd9c1aOEAUi5Fp5p6lUikQiYfP52tvb6e7uprGxkVgs\nRktLCy0tLZx55pmce+65jB49mmAwaBNjxU0W612CPc7O3RKddEYPoS9tScbm5Ak6KR1ud6FFndCK\nJOrodEFFMDoDD8J3lDlz/s1J7ZDft23bRnt7OyeffPK/B+wHcHs8aE89hbuxER58EBNQ33gDRdfJ\n33MP7iee+L+/1NPD/RVP8PLWn/AsF3M1r/BYJMIL+lwmZ5NkCPL7MRdStrWI5aGfsDp+GH/jEkxD\nxU+aMYGtVBxi8os35xI0x1M6XmXDtGn89I47bCG2/5BDUHSdqs2b6WpoQA+Hqd60iVBzM2vuuAN/\nLofP4j+lBg+meNUqhlnAfiYUYtt11+EKBKhpaaHpnHPY8etfo+XzVDz7LOtffplsXR2GppFTVTa/\n8EIfDqVptP3kJ4WXLbwxv5+AxQAXgFSEmbPoHdBP24lp7iRrilZ2LkDhhIm2Fn6OCIR8Pk/EamMW\nDAb7RaCgjwwqQgUKAkKqlIoglYRl5+IVgeKsxCFjk/uKppaEd8H7WlpaKC4utjsHOQmfIgicLo0I\nNBHqTgzI6Rbl83l6e4soK8va58lGEyxpoACXDe9U/LIZTbOQjSAYqFMxyPMJDicCRUBuAb1l7tNW\n8CBm0Tp6e3vtYIDP5+Prr79myJAhNr7Z09NDe3s71dXVtiISsF2uL+/QiU3JnMjacnLCxNUVF1QE\ni7xPed+ScSDv1Q72WPPpbOALfRU4RJjLWpAxOAsHCOds37599PT00Nzc/C/lzI+KkWUyGbRdu3A9\n9BDmN98AhVr697f8ms7q8bivuw78fowpUzDKyuzvzU+fw+yma5nGXVzFKySBLwyDw5JJFKC12Mv5\nvYu42vscN4x7hPfrf0Fj5UiWqccxO3gfg6p62f5dMTN7H2eSuY6Gzd/wwPWTuWvPfzJXuYzXR5/H\nvmF1VK9fz+5TTqG7vp5B339Pzaef8v1FF5Hy+Rj22mtAoeFJ24QJeHp6iDY20llfz7pzzkHXNKLr\n1/P9Cy8Q2r2b0Kef0trTQ+N//RfB7dsZMncuXl0nY5XpGfbYY7i7umhtbSWfz1P1/vt4du+204oq\n9u5lyM6dxCyCalDXCS1ZYkeKDE0j8vnntlUEUP73vzP0/fdt8LXok0+ofvzxPrb2pk0MvfnmPnei\nrY363/wGt2WFYZqMvuEGirq6UBSFYDBI3e9/j/+772xgfPjcuZQvXmwvtspFi2h4/XU7khRYuZKD\nHn7YFiauXbuomzmTvGVh5Ht6qL/iCrxWJC6TyTDy1lvxb91qC4LqRx4htHSpvbmGvvUW1e+8g6IU\nOgwVL11K+UMP2UI0sn07w//zP/usq+5uGq66CpeVvaBlszTMnImvpcW2YOt//3sia9faFtbq1WE6\nOvrA5bIFCyh/7jk7EhtavZoRDzxgP+e+fV6uu64BkCoeLq65ZjSdnX2u0JYtYe6/fzhr1hSsoEce\nGczy5X19LV96qYS33x5i1xRbsMDFI49UkEqlyOVybN0a5J57Dqa9vZ1AIEAyGeLpp8/FNH02LeKs\ns85i6NChNDc3M27cONrb2+no6LDLLYkCcrqCQotx4lE2adr6XN63M9dSBJBYmE4hPtDKgv5lzhVF\nsYF6wC4t7qzl7+SdOe/TN+f76Orq4sCBA2yzAnf/3fGjY2S+6dNR9u/HvO461I8/xoXOWDYTeeBm\nXNOmQUcHyoEDUFODGQ7zeWwi5xtvMM7zGkuMWWgUUo6Oz+eJADoFoH9IPM5rP/sZY/fupW7PHsp6\nOxmq7qdqfIIbNj/ADfknmcXjjD5Z4+jtC9Ey8IXreF4yLuOtjgt4tfEM3imZwcqS4wh9+gMe8pTR\nScnuXQz77DOKWlrIRiJsufJKqr75hopvv2XNDTdQsWEDdV9+Sdn69WyaPZuinTsZOn8+g1euRJ0y\nhURFBWPnzKHss8/QXS46x46ldv58aubPR9E0ciecQNG2bYy76y40t5uOSZPwZzKMv/dekqpK04gR\nqMDYJUtQgdz48QWN3NiI2tVFbsQIW7tqikJ28GByFgamBoNki4vJDRlSsCo8HoyiIrK1tQUzXS00\nzE0cdJCtAVWvl9To0ZiWFWaoKskRI2x6guLxkBs+HKOkpLBJgGx5Oe7a2gIm5veTDQbJDRtWcI08\nHnKqSm7kyMKC9vnIGwbJceNQrEXuDoeJjRhB3opk6m43qeHDMSwX0/B4yFdX466pKeRMut3kSkvR\nrIa6hs+HFgySsRoHa243hqKQGDWqYFEpCqbbTXr8eFxSRsfnI9vQgGZtpvr6FIFAX8lrze0mU15O\n0sLIDI8HIxKht6oKwzAIhVz4/QYHHZSxgic5stk0o0bF8Hikm7bC4MEq48Yl0bQ0waCburockYhh\nRVZVBg/OMmiQQTAYpKjIS2UlDBtWcPlcLh3T7CQabSESieD3K8TjnQwd2t43Tgv47u3tpcNKxI9E\nIjZWJta0WNtOrEosX6cyFGvTaZkNrC0GfaV7RPAPdKedHoEIPGdNNyfTH/pa1zmBfrEg3W43LS0t\nxONx9u/fT1NTE9lsls8///zfg5FlMnnUl/6C+9prMY89FuWLL1BMExPIz52L58EH7S7kAJsYzdF8\nxYTy3XzccTgeChUwNMBLQYh9VFfHz3fuZGd5OcsPP5xLLXcPYN3RRzNxxQo76XzLeedR+8kneJJJ\nOsaOZdn06fzs9gdZxyS+jJzIx2MvoWm1wXatHoCgmmK8fwtTMyuoHdHFEZkvmdLxFS50vn3gAdy5\nHIdb5FzD7ab57LOJ/PADRY2N6H4/+y+/nJzPR8Pjj9Nz2GFsvfJKXGVljLv2Wg6cey57TjsNX3Ex\nQ954g5ZRo+htaCAYDOLt6qJD00hakT+Px2O7bPJTUlEk4djv99tug7C+g8Gg7ZYJziKtw2ThynXE\ntXM2WhXtDH0gqyxAZ40xsfAEz5PQuFiPuVyO4uJi2+WQhHBZyF6v167n76xPJRtioCstmJrgTrIJ\nRKA7KSzOOmMBi6QrlgL0caCcFAHBpwbOo1xTxiaYoeB73d3ddlK74DmCQTlrpUkalVgazt+dtdjy\n+Tz79+8nn88TDofp6emxccx4PE48HicWi7Fnzx42btxIb28vsViME088kVNPPZUJEyYQjUbxeDyE\nQiHbJZdD3rfz/cqci6CEPpdZnkEsJ6c7L9d19lh1Ci0RmoLFOakgziCCHILVqqpKU1MT7e3txONx\nWlpaaG9vJxaLceedd/57MLK18zcwZcWKQiNcK/QNYB5yCOrSpehTp+LeurVQXdUo5ww+pNrbxrsd\nx+ND40vgWPqEWKvHQ7EVjdxaXc20Tz9Fc7lQDIPdo0Yxcu1adFXFZZm6By1cWCCcFhWx6oYbOOGx\nxygmznF8wXHxL7i6/W+UGrvocpfwbfR4PhtyFnt/8PJ+ZBp7d1QCECLBIeo6Gp6PcZj+DRFGUe/e\nxa7/uJT0QQdR/dZbtB97LHtuvBG9tJS6m25i/YMPkvrJTzAA144dvH3PPRRVVREKBMhrGk0XXFDQ\n0LI5KioIZbN4rZw36SDjBEFlIzk5XE7tJ4tChIDwpESLynflXOci7rJaxu3bt4/x48f342E529yL\nWyD3FO2tqoXiiOKWObW38KQEJxIBIVaBVIkQDMzJERMXJJfLFYpSgp3QLr0Ynek1A9npghkNjLg5\nMUaZJ2HSK4rSj6Mnm1gEoFO4RaNRVNXFnj1BVq6MUFGR46STClVdxdVLJpNUVlbam1+a8QI2bUNc\nbtM0GTRokP1OotFoX88Ay4KOxWK43W7q6upYvXo1fr+fjRs3MmnSJIYPH25Zdq5+HajkEIUjQmbg\nepHzZd2JOyrKQKymgVy6gXhowfXO9FNOsh6c5zgPcYmTyaSNH/p8PnsOnBVI/tnxo1pkP/uZwZhN\nb/HY3mn9PsvdeSfajTfimj8f3/XXkyLA8XzGfmr4miMYxj5eBUYpCpMd43untJRzu7pIut2kQiGK\nEwlUXScVDhOvqGDQgQN4rTzCvN+PxxJ66666iqTfz9FPPln4LBBgwzHHcMgnn5AYNoy2E06gzson\n3HraabRMm0b5X96m9csEqzmU5ZWn8312Avt7ygEIu5I01HZzmLma+iPcHN36If4LpqDX1ZIGops3\nE2pupuP008lpGrGuLmoXLaLjzDPRfT78fj9FK1aQGjcOrHC+e+9e9HyedHU1vb29FPn9BLZvJz1m\nDF6vl+7ubira2tBGj7ZxntC+fWRHjLAB5NB33xHZsYP26dMLwmv3bqo++ojm668vWCGxGDXPPMOe\n3/0OzSykGg1/9FG2XnABCQtoPvi990iccgrZhoZCnfm33qLd7yd5zDEEg0GiK1fi7eig5fTTUVWV\n6K5dFK9Ywa4LLySdThNJJhn26qs0/e53aLqOT1EY9oc/sPf668lZEdiap56i6ayzyFZX09nZycFL\nl5I9+GCaRowgFosxYdOmAjZ53HFomkbJ+vUU79lD+/TphX6OO3YwbMkS2m+6qbARe3sZ+swz7J41\ni5Sm4VJV6p54ggOXX45qUTQGv/givSecgDFhAqZpEn3rLXLl5XRNnVqwDpcuxdvZSdOpp1JUVETJ\nnj2Uff01zVauqmmavP56FTt2eJkypYe9e0Ns2lTE9u1B2toKVs4VVzRz1VX7aWtTeP/9MKmUh3PO\nWUsuN4RPPqll374ADz20C0UpKIA1awJs2uTnvPOaCht7+3YqFi5ky6WX2mD7Bx/U8OWXVZimQT6v\n2yXN8/m8Fd018HjcVFRUEg6HLevbZbl50l6wfzK4tUMp/OqsGSZ7t0Ao6Du/P45lmopDcRooily/\n/3fkd2H7Swltvz9InzEm41IwDB1dNzAME9M00PXCP1UtKLetW8P/HovM7zcJksJ0uQodxisrIRLB\ne999qEOHoh9zDDoqFzKfTYxlOccyjH0ADAUOsdxQGfkvurrYWVREXW8vIavShQGEk0lCVgVR+8Es\n60ABJj7/PLrXi6EoZKJR/MkkB3/2GS1Tp/LDVVdx4tVX29+rXb6cod9/j7+1lfpIEaMm6lzWu4Ti\nrVv59vKr2f+tzp4NXlbtOpwPyn9G0/ww8HMin8YYOTrFQZN0Tl7xMcfue4dyVFp/dgojP/+c0S+8\nwPaeHnZdcQXuPXuYcM89HDjlFHbMmoWayzF+zhziBx/M9pkzKQqHOeill1AUhQOTJ2OYJpX79zNo\n3Traxo0jr2m4Mxm869eTHTbMNtezioIeifTxgDwecuFwH8Pf5SIfjaJYUSnDMMiGw+R0nVAoRCgU\nQi0rI5bJ4LbcHc3vxwiFiMfjBWqCqqKEw3YNKd3ttnMafT4fLl3HLC5GdbnwqGohhSoaRVP7+gHk\nolHShgGGQVVVFUSj5CxWuWma6IEApiNCRjCIHokAFkkyEoHycluLK0C+qAjF4yHs9xe6U5WUYLjd\nBSjDNNGKilAcJYjMcBjDsvJUVcUfjYLZVwpa93jQo9F+YHUkkmXoUJ2amhSplJcxY1L4/SZffeUm\nk1EJhwtWbnFxmp/8xMfmzapVL8zkjDNifPGFgtvtLLmkEQr15RcabjeUleH3+0kkEpYFlSAQSOB2\nu9B1g0wmTTKZpLc3gc+XsawihVDIT3GxQiik4HIZuFwqLpeBzyfFDIXzpaIopiWsxL1zCjinddUn\n5BSlz3orCBaJHGMJpb7zxV3P53OkUkkSiQThsEEs1kM2m6G6ehSVlYMc1rFJNpvBNA00TbevpWk6\npqmjKCoul4oDhfq/jh/VIlv6zAZOmDkeeUz9kkswzj4bZdEi3H/+M7lHH+WWmxT+yPUs4EzO4KP/\n9npJRUFRVT5qaOCXW7bYAk5zu3FpBd6YO5tFC4VQdR2fxU0zXC50rxdTUdh7wgmMWLwYl6aRKitj\n6eOPc+Rjj1G6di0KkKitJVVTQ/nXX9MxaRJaKMSQzz/HUFXW3HEHLeXl/PzGG1Es1dV26KH0UMre\n1Tqr1MP5cujZrIs1cKCnBICwP8tB9TGO3/kGQ0cl8J45hPqp5Yx68w3SdXW0HXkkbV1dDMvncQcC\n6NXVJBIJopYwMulzGZ3vSagZ8lNMfsHEnC6QYFNOZra4i6qqkrRKcEuxRCiE9CVNSNM0kskkbW1t\n1NbW2tagVGiIRCI23mK9d5viIePWdd2u9iqFB7u7uykpKaGoqMgeh7imJSUl/ZpuSLNdJwHTCRbL\nT3Elna6Ss2SR4IXiYgv2J9aKs5Kq0FDkcNIynOlPqqoSi2l8+WWYSASOPDJhW3CA7erK/A6spirz\n5oQKnDXSurq6aGpqslO4enp6OHDgAM3NzXR0dLB+/Xpqamo444wzGDt2LA0NDYRCIdttjUajdgTS\nSUGRObGrB1vJ9c735uSBySHKRcbt/Kynp4eOjo5CpkoiQa/VdV0SyNvb29mxYweffPIJ99xzD+ef\nfz6ZTIbW1lb8fj/JZNJWwpIk7izlM3ny5H+PRXZsa1+KDcEgrp4eMiefDD/9KSQSPHvzHp7iCf6k\nzuQMo0+IxYAIBeEn/JCQafLH0aO5ZOdOW4gZgEsrBAQCyST7x4xhSGMjqmFgKgrp4mKC3d2o6TTf\n3Xwz5atWFcoHAcHOTo5+4AGKt2zBVFW6x4whsnMn4d272XTZZbSfcQbHWM1HVMOgduFCyioqUAwD\nzeNh64wZtI4fzwk330xk6lRcv67jyNo44+86na1Hn8XKytNp3FbE9jUKfw9cQvvaCKyFcDhPff1U\nRmcSNORj1NV5SQ838Pt9YBiF4n+qikKfBnRiQIqi2KCzE2QVYufAAnlC9JTv8/8Qd97hcVXX2v/N\nma7RqHfJKpYl94axwWAMhJKY3kP9QklIQoAQIAklIQS4IUASErox9SYxPXQDDs2AbYzBvcpVVpdm\nRpre53x/nLPOHCmBm5t7ee5+Hj2Spp6y97vXete71oJRXJVwNpJ47nQ6DT2TLGThScyliGURhMNh\ng5cBDNLYDGzCY4l4UsoOCcjI8zabzQAaAS0BSeGostnsqIDGWICHfI0rs8xA+DPz8+bInFxXea08\nLzmIAixGTTmTNs3hSLNggVaKOpnUeKGeHie9vW4OPTQ8Kk9W+EThH815hQK25iigx+Ohurra6I8q\nQwJAuVzO6Gwl75Vzymazo+aEOWIp109AXYh94caE/zRr/4S7lXkpvGY6nWb79u3GvJTPHCt0DofD\nRif1yy+/nNbWVurq6rBarQwODuJ2u42orAC/3W6nuLj4Hzi1seNr1ZEpb2m9B7PjxpFbu5b0ggWA\njY2b7bz4rSVcq/6Bn3IXP8g9NMq4LQKj0us2NKK/x+mk1m7HG48bruZYaK7fvmKaxT4AACAASURB\nVJ2c3U7G4WDnxRdToAtaAdqfeopGvSlvzmIhXFtLcUcH0XHj2HLHHRR2dmKLx8lZrRRu3Ur9iy9q\nTTiAPd/8JuvPPZfGFSvonzmTriOPZODYYxm/eTObf/c7QocdhqOsjGwsxuZbb0U5bCLfYDkXXdTD\nrfd2sfix93jpmv/gxp9/wNlnd+L1ZvlweRl33DGDSy89ktNOW8A1P2rnkXurWLGikt5eJ4pFwT0y\nYtzATCaDQ89XFGV4YXZ0RYyKwUEqTbXvrT4f1cuWGVaGJZmkculSAnp1i2wmQ/3LL2PX23pZrVaq\nly/HPTRkdPYpXrWKkr17KdRd1NK9eylbu9awBK0HDuB6+WUjemmLRil//nl8Pp9RBLHiL38hYxJp\n1r/1FuVqPuG6+IMPKOrrMwTA3g0bKNy40dAd2To6qFi1CkXR2tOp/f2Uv/66AUC2bJba556DXD4Z\nvebFF7GbqqdWLV+OXS8praoqhStX4tIbliiKgmfHDkrWrjXmS0+Pg2XLNMtaQGzt2jJWriwhmbSQ\nSGRYurSSQMDCypUV/OlP7dx//wQee6yZCy+cydlnH8QHH2jaSLF6PvusgE2bvAZIHzhQyCefVBnR\nvEDAwRtvVBlAEoupvPZaM4WFJYalLRFJj8dDe3s7LS0txkZitqrlM4RPE0saMKKmsnFIdFeOw5w8\nL2CYSqVGVcaQe7lz5072798/Ciyl2KQEOMTalrZuchz33XcfkUjEiOSOjIwY1jBgbBpjM0z+KdZ8\n5bP/w2FZu5ZsczNKTw+ZvXvhyivJZuHtt21c+j0XZzle405u/AdAkjEMFFksKEC/281pesVX4/P1\nHxVIuFxYAFsyiSWXo+W554zX5RQFeyxGVlEI6sJbb18fqs3GtnnzaP/d73DorujIhAl4AgFaXn6Z\nWG0tyeJiKrds4Yg772TDFVfQN3s2ze+/z/wf/ID9p59OdNIkxi9ZwvzzzsMRj5PI5Wh88EFm/+xn\neDdsAKBx0ybO+OMvODf4PN/5Tg+/ueZjOmnii1O+y69//RnnnNVFVecW3nujmBtvnMCpp07nmMPb\nufqiKh56aBwffFBG6JNuqhc/Sk63mlzpNBUvvkhWlw7kcjkKh4dx794N6BGxUIji7dsB3VWIRPBu\n3kyZHtK32e2UbN2Ky5QyU9jRQYFeK9/hcFDW349XlwHYbDZsBw5Q0N1tRFKtPh/WjRsNRXpiYIDC\nDRuI6W5CJhymaPNm7CY3pmTnTiOJPJPJ4Ny+HdfQkEEK2/fswa0n2AN4/H7cHR15KUMwSMGGDcZ5\nE4ng3bQJi+7+KapK4aZNWPTKtQAFO3Zg9fuNa+HctQtrb69hXTq7uvB0dhoL2OdT2LXLM6qg4P79\nTlavdrN9u4NczsIXX7gJBGwMDRWwc6eXHTuK+OyzEvbu1RZiIJB3IdPpNJ2dVvbv18sHKQp+v4t9\n+woMrigeL2DLFo/RlzORUNi8uZhEImkkbguYyLVxOBxUVlZSWFho1H+TczanYBlrxpLvGylDwM8c\nXRRXU74D8knisqH09/cb/Ky0g5OKx2LFpVIp/H4/e/bsobu72wCu9vZ2Dhw4wN/+9jcymcwoqgHy\nFqc5q+SrxtfKkb101B856Ww79l/9ity0aaSWLWPfPgtHHumgrbCX9/dPwEX+IpuJfYAk4ATCioId\ncORyBnApQMzhwJHJEC8sxKt3fAYNuFSL1posWVaGPRbTEsinT6fQ76dUWos5HATHjaNs3z5QVdKl\npWRdLlz9/QwecQTD8+Yx+Z57AAhMnMiO885j9n334Q4EAOj69rdBVRn3/PNkXS72XHwx/Y2NLLzp\nJkKtrey58EKi8+Yx+/LLGZw6le4zzyTb1kbj00+TKS9n4OijUYuKcB04gCMWIzxxIqGIh47tBWzf\n6mTHnjJ27vQYUbGiojSTJkWZPDnKxIkR2ttD1NZmjKiOmUcSF8AsT9Dvi+GSSHgc8qV8xNUUUJGw\nt1g6Mqkk3SYcDnPgwAHa29vxeDwAhmspXJksJOGozHWpDEDU9WKBQIDKykpjVzanygBGCpJYGWOl\nFWMtErE+JLRvzpUUfsycLymgBRj6NTMwyEKXVDABPk23l8ViSdHdnWHDhhqyWStnnRUYxdmJa2wI\nkk0LVVw1CXqIReT3+43yN8Fg0NBXiaumKAoLFy5k5syZenlshyF0FVApLi4elb4mdIJ8v1ksa+Yf\nIS9eFVD0+XzYbDYCgYBxfeUeyDmGw2FGRkaMngRr1qyhu7uboaEh9u3bh8vl4uKLLyaVSnHqqafS\n1tZmWHBmC1Ksbr/fz8EHH/x/w5Fdsu5q7r0oybnrT8Hx61/je3cdp18/n+JieNlxvgFi/xjk1fgv\nP1ADhC0WarNZkoqCM5czXu8vLmbc0JBROUOGkssRqqpCSaXwDA9jUVXWX3EF9pERGnT3Ie3xECsv\np2LPHqKlpWw9+2zmPfooANH6egYOPZTxL7xgfGayooLSjg7cgQDxigq2XXop8ZkzmX/ZZfSdcgq7\nzj+f3kyGOU8+yZqbbsI3fz42u53C3l4+uesukjpf4Aa6LrnE0Ew5LBZSzc0kdJAoLU2x4EiVQw8P\noqoDOJ1OBgcVtm1zs22bmx07CnnzzUqefroegOLiFJMnR2lvjzBxYphJk6KMG5fnQITHMU/a4eFh\nHA4HXq/XCBAI+JhJbZlE5uasZn7O6XQSDAZpbm42XivAKLo3sxBVvl8mqvmxXE7rBWkGY8jzVxLM\nMG+85lprZpAREJBFK0GEsWBsJvPls8wyBQFQjWuEeDxHUdFoglvSdDT+zEIslqW0NMnppwf1x/NN\nh82BG0VRePvtarZv9zB//jBz5oT0iKPVcNszmQzhcNiwdoQ/CgaDOBwOCgo0a27fvn1G7Tpz+R0B\neXEPPR7PP6QRme+PDAFqc9AhlUoxMjJiAA1oQRkzFyrvFQ2dqqoMDw9jt9uZOXMmVVVVhPVeol1d\nXRQVFeF0Ovnss89obW0dFUQQbs9ms+H3+0fp4f7Z+FotMlBpalLZsiUJWFn0TdiyzcYLf9zHsRdr\navpOGhmkkLlsI4tmaVkAH1BCHmnHgl1aUfCXllIcjeJKJMgCyaIiXNEofdOm0btwIXPvvx8LkCgq\nYueJJzL9uefI2Wx0H3YYjZ98gpLJkCgpYfuZZ1K1cyf1n3wCwNDMmew/8kjm3ncf8YoKhg49lJ2X\nXML8K6+ke+FC4pWV9BxzDBVr1mCZPBklHidcUoIfLUleUVVKe3uJ6AXxMpkM5cPDqOPHa1Vbczlc\nw8OoNTX5xR2LQTKJuzIflrYmEuDxGAR6OhIhoXNLAwMKuzu8bNtRyO7dxezYUUggoFlupaVpJk2K\nMLl1hNmFO2lcVEVpaQzFAo7336dzyhS8Xi8Wi4WKjRvxTZqEvbCQdDpN+Y4dRJuaiOmcR/H+/YTt\ndrI6KVvo92NPJEhMmKAdU38/hf39BCdN0iyBZJLirVsJz51rWCwlq1cTXrDAUK87V60iPHUqVl3+\n4O3oIFlVRaSgAKvVSlF/Pw6XC7W1VUsu9vux9PfTV1OjCWFTKYr37SM8axYAuXSakrVrGZbGNpkM\ntZs2kVywAEW3AF2ff064uRlVj7IW7tlDtrgYtaGBdDyO/cABEg0NoFsBkYiDDRsKGB52sGpVCV98\nUcSSJdtoacmLfnfu9LJ5sxdVhVQqw/79dsrLE9jtFoJBJ8PDNpqakvo+ayWTyZFMWtDw08LAgI23\n3tKoDpcrx0EHhWlpiXPWWb3U1KTI5VQ++sjNvHkBJJ82HA4TCATo7u4mHNYCCfv27eOcc86hpKSE\nxsbGUelJwkNarVYjhcmc6SDr3wwiZtBMpVJGxVrZFMxWvGwegHHtE4mEUSOtv7+fYDBo5BDbbDZG\nRkbYsGEDxx9/PB6Ph1QqxcyZM2nW097EIhXwV1Wt0siMGTP+bywygAMH4I47bOzdC2u/sHLyyVk6\nHv2YY9BA6R5OopBxzOVGetD0YwBljCbwzGqXjKKwvr2deTt2kEVL7O6eOJHmHTtIOp2UdHdT+fjj\nBug5QyEmv/IK4aoq1h17LIe99hqKhOAdDia89Raevj7SbjdYLHh6e5n25z/TcfLJWOx2WpYto2jX\nLlb96ldYEwmOvv56WpctY80DD2C32znoiitwBAJ8smQJMauV9pdeYsLzz7P6oYdQq6oo37+f+Tff\nzPobbiB02GHYYjFm//znDJx6Kr7zziMaidB+991QXs7+q68mm81S8+qrFG3axLYbb8Tr9VK4fTul\nL7xAx/XXo6oqtZ4QB297mI4LLsCmE6/pF1bS81mWT2ZeyvbtHl59rZonQi3wCJSVpZjYHOCI3Z9j\n/0ENMw+2UF4ap23xYhK33krC42FgIEf1k2/h/PaRJA46iHQ6TcWbb+JqamKgvp5UKkXpqlW4h4bo\nHD+eZDJJya5dNL3zDht+8QsSiQTu7m4mPPoon06fTsamNR9pfvhhtk+bRqqoiFQqxZSlS9n7gx+Q\nmjGDdDpN3SuvEJg7l4zeqKbygw+wOp34xo9HURS8a9dS8NlnBK69FpvNRuGePTQ89hg7H3pIiyqO\njND0wAP4pk4l53SiAOMWL6Zr/HiSjY3a9Vq6FPWMM/DNnIndbqf09ddJtrYS+fa3cQ0NUfHGG2w/\n/3yselnrjz+u4Ikn6slkFPr7nVitKr29DtraMoaFuHZtIY88UmXoshIJBadTyw5OJq1YLCqlpRkU\nrcMhFotKOGylqCiL3a4SieRneCKhsHGjhx07Cpg6NUxV1Qg+n8qSJe0cdNAXZDJhI3cxlUpRVlZm\nuO9TpkwBMMoemWUWZn7JDGBjU4XM1peIbgcGBgwJhNkFNUcuzVbw2JQksS7j8Tjjxo0zLP7Kykqc\nTifl5eUUFxfj9/vZtm0bVVVVo9LHJGIMGNzZl42v1SKbPz9DUZHKO+9oCP7Xv6Y57aQErvZ2yGRI\neL1s2r+fQ4Hf6++7Tv8dBIr1v42GveQtspDbTZGe22e21tIOB6qiYEskUICsrjMDyDgcBBoaqNi/\nHyWXI1VQgAVQkkmCEybgO+gg2p95BoCRlhZ2X3ABs+65B1sySbqwkO0//CG1y5dTuXEjWYeD9ddf\nj2twkGmPPUayvJytV19NvLKS+T/+McFp0+i66CKG29qYft11DI0bx8BJJzHS0kLbW2+BohD6xjdI\nVlVhP3AAa2cnqblzoaCAXCZDsKMDb1sbDr0prRDGMmlUVavbNbbcitRK1x5T8fmcbNvmoqOjiC1b\nXHR0eBkZ0Sy38vIU7e0hWluDtLUFqakZ4dprF3DCCfs455wDFBSkCQQCeL1eEomEQfjL5BJrU9xN\nc9qLuJbyetEDieRDLAaZ3GbZgSwCM/8lHJH8b+b3zK6jWByFhYVGnqcsTrlu8rke3dqVayfpPyI5\n0NJkXOzc6WLFimJOO22EcePUUcclmj1xzeVvjSy34Xbne2Wa3dBsNsu775bwpz/VceSRIyxcOMKc\nOXEUJTcKVOS9wmuKlszn8+H3+8nqYuaamhqampooLi42XE7hx+Qz3G43RUVFxmebf+trlnQ6jc/n\nM85fHhdXUzReIseAfHkeETwnk0mj8GM2m6Wrq4va2lrcbrfRNzUSiRhzVSiIYDDI/PnzjXs4rLdQ\nlOfHjx//pRbZ/6TTeAnwGDBVx5JLVVX91PS8Go/HefhhhWuvdeD1qmzeHKdq92rcxx5L7NpruWLx\nYm6PRvkO8AFau/KZOiCtcjo53BRtMQ/REH9VHENFK35okQCBxYJFpAx2O5uPOorZf/87AAmvl93n\nnMOEl1/GFQho4tljj4VMhqYPPiDS0MCeyy7DYrEw7fbbOXDUUWw77TQcHg8H/fa3HFi0CN9xx5Gz\n2Wh6/32GJ04kMX68diA+H/t8PuyFhaPEo049VUkmjLmGu6qq+P1+PB4PhXqHJLP5LpxHLBYjFovh\n8XgMM9zpdBo14kXwKaChLWbw+93s3FnIjh2F7NhRQEdHEcGgY9T183pTnH32bhYs2Eh5uccgzmWR\nm+tr6ffbADNZHBKi9+g9PgXoRMphyEJ0F8hM7uZV5PlifCImHZuILbWtzES15CgaGQym4xSSXxaS\nXCf5HtkcksmkIdgdyyuZuTvz9wg3KZE+M2DI/5JbGQ47KCrKYLUqBtCZLSTzucsckVSfwcFBQqGQ\nIXpuaWmhsrKSoqIiI1AixyobhPCiAm4SnZTjSqfT9PT0jEqEN5835NvKSXEDibACRKNRI6gi89Tj\n8RAMBikrKwMgEokwODhogNns2bONeeL3+2lsbKSiosI4HpF9WCwWWrSKv//rQPY0sEJV1ScsFosN\n8KiqGjQ9r15+eZolS6xccEGWt9+2cvDBOR5PXkjR/s3sevYJfnzIIWzCSxAH8/CzBg2AdgHNaMni\noBH/IrX4V4fZesvabKSLinDp0cZAczNxVaW+sxMV6Jk/n+CkSUx98klGJk2i+4gj6Jk+nQW33caO\nM88kXl9P6pBDaHjmGfbMnUsiGCRYUoIrm8Xd0EA2kaAinQa9rEwsFsPh82EdN454PI7f76cwnUYp\nLzdMZ7eqYtEtAtB2tUQohF1/LBgM4i0owKlbQdlsFjWXI65H/IRHEMFrKpWi1OHAmUqh6HxWJpHA\n0ttLbtw4o+Beid9Por7eWCyO3l5GiooZ9Ll5/fVWXnmlZdR1LC+N8J0LdrDw2F4SiTgeVcWlqsQE\nnOJxPPE40ZISrTigy6XptRoaDNfC099PrLbWmJTloRDJmhrSAmI+HxQX49DLeBMIaFyiLoRU4nGU\naJRkaakmG0inNY5x3DgDmLw+H6n6+ry1NThIuqHBsEYcg4PEioux6RU0FL8fZ1kZis7TEYuRVhSy\niDjUht/voKEhn7LT02OnsTFP2nd3O2lq0qx9TRdmpaIiiqKgV69Vcbnyiz8ed5LLZSkqUvWvVInF\n7FRV5fSFbyGTAZstb2V3dzuprY0ZYCGcVSQSwe/3Ew6HKSgooKmpybB6RMg6tqaYyDfMejOxHn0+\nn3HtjO5XOpCZQVWkG2INS9tAwNCLafmULuN+HzhwgOrqajKZDIFAwLCme3t7aWpqokAv1Z7L5Rgc\nHGTGjBmGlS+aSYC2trYvBbJ/S0dmsViKgSNUVX1Cv0gZM4jJePRRG1VV8NBDaR5/PM3bb1s55YPr\nuO/gJ/jBVVfxMRDkKuBOzkEDH20KgR0MYYYEAP7VkbHZ8kEBrMQrK3EFAuQUhZTHgzMapb6zk0BN\nDb62Nsq3b6dp2TK+uPpqvpi5iOzS9bS++Sbv3HsvQ01NzLvzTloffJB9555LwuvlyPvvZ+6999Kj\ng8nBTz/NrF//GqtuFVV9/DGHX3MN1mGtEkJNNMoxN99MoV4czqWqzLj5ZipWr9asCEWhZckSJrz6\nquGqlH/4IeN/9ztjwrm2bqXpjjtQhD/w+2l/8kms+gQoLi6m4eOPmXjvvdo1UxSKNm9mxs9+Buhl\nh/v7mfPd72LRq7WGRkaYd8UVFPb1UlWVorQ0xa0V93Db6a9w222fcd99H/F2+wVcNHw/qqrtws2v\nvcb4JUuMCV2xZg2H/P73RgVY5969HPeLX6CKwjsS4dDLL8ejV0x1Op1MvvpqirZuNSqNtt1zD5Xv\nvWdYCXVPPknNU08Zi6fs7bdpMTUGKevoYNp11xluXMHwMFPPP59cNKotMFWl7YILcOnNR6xWK83X\nXUfJypWARmyPf/BBKp57DovFgmvDBpquvBIlly8bvmJFKb/8ZasR+dy508lFF7Whz3ciETj99PEM\nDuZV9N/7XhNbthShKDZeeqmYm25qNCw2l8vF4sXVPPFErfEdb71Vwe23N6AoCl1dBfz4xy3s2OE2\nznNoyM65504knbbJujMErG63W+NOdetJ3GTZGM11++XzxHoV61+AwufzGa8BDMmJUBlilUnKkQBL\nMpnE7/cbn+t0OqmoqMDr9eJ0Oo3S7RJksFqtVFdXU1lZSUlJCe3t7YYbbLVaDU1cWG+5KDSDORr+\nZePfssgsFsssYDGa8H4m8AXwY1VVY6bXqBMnZrnzzjSLmrdBWRk3H7Ga+7vO5LVlQRadUJm/0FgZ\nIUuhvBcYBBxWKyW6S5VSFBwmmUXOYkERc51/BDoV2FR2MLsCTZzFS6QKCug64gha33kHgKGqKjYf\ndxzf0DuK+6ZM4f0Tv8cv7zmBFSzE3uzm0+uu44g776Sot5dQSwtrb72VtkcfpXHlSvZXV/POZZdx\nyNAQM558ksDs2ey95hpsIyNMuuMOgjNm0PXtb5MsK6P1gQeIV1TQu3AhQ9XVtH3xBa5kksjcuSSb\nmnAMDODavZtQSwuZqioyqRS5Xbtg3DicxcXabpXNGg1t4/E48XjcIH9loWR0N9KpK7UjkQjZVApF\ndyWCwSBFBQXEdVcsFothU1VSaj6/T8lmQXcdk8kkqWiUtHY/NeGolILRI1uxWIwCh4OcvjCcTifF\nHg/oi8rhcFDgcIAO0Ha7HbvFgmIqDZNJJCgoKjL+T8Xj2HVhZSqVwqZo6Tc58lE2JZcjq1sbdrsd\nNZUCe77pqyWTQdEb0SqKQi6RIGciqslksDocYMk3y5UFJXXDslkFrzcvhcjlrLjdNsNCy2TAbs/r\npzIZcDjyWrZcTiNBBMxUVTFIfw38cro8Q5uzGn2gVYFAP1fNQsvPa9GZjYyMGJKIcDjMnDlzKC0t\nNfJSxRKD0WWVbDabIXYeGhoywNHMH8oQV18sMeFlBeTMVILNlm96IkEBOV5zDwTZWIxIvKl3gHCI\nPp+P1tZWA1jlO1pbW/93XUuLxXIwsBo4TFXVtRaL5Y9ASFXVW0yvUTs6wtTXK1iXLMG+eDGZ7bs5\nrLWPwVQhXV2VQJgy4Cw0VAygRStV4LTKSp7z+XCpKu83NzPd76dSR+phj4fSaJSUzYYjk9EKNVqt\n2FQVJZfTkrxPOpmb3/gR5+Se4yLv82y88kpm3n8/zkgEX2sr6885h/mPPkrB8DBdCxaw4rCz+fXv\nTySVsfPaWdey56ijOOjVV3END9N59NH45s2jevt2irZsYevUqcRbWrAnkzTv3MnwnDmgV0qwDwyg\n1tWhmLRD8luSp6WxCOQFn+aJZBawymQy8xQCZIV6FQqpcyWvkc8TZbTUP5cUEeGBZIGa8+7kuZGR\nESN6Jap90S5JLTD9PhtuTC6nVT51u924XC5D5S0ch0xiaYwigCGWhCwYOW9ZCBIckMUoHI8AhFn1\nrZHNsHath0mTEpSX510/83tlyPWQ6ywLR54z1w8zBxnMGi1zsEVeJ4vTTNqbz8ssL5Af+U4BVXGb\nzfNCaIVQKEQ0GjWI9aamJpqamrQMDxMHKZaWOT/SYgJvAQ/RNQqQm5PtzfynlA+S10vfBQEnuX5m\njZ4EAaSWnDl/M5fTmquIeFqkFtLMRq5fLpf7Stfy35VfdAPdqqpKctqLwA1jX3TmmXdTU6NyyNAb\nHLN9O0cBz9j/H5P3Pgs8TBMX8gfgcBQy5Aw/1wLcHwrhVFXWVFfz3HHHUfPOO1SGw1qEUlHY2NbG\njF272DhtGjO3bMGiKCjpNB3z5rH1uOPo+LCav+eO46CDunjvysOZ+NZbxKuqWH3llfSXlzNp5Up6\n58xh9eFHobiauOnub9GTLmP2rD3sWrgQZ0kJ2/Q6XelgEJfPx+CsWfTPmIEtl6M8FCJbXc1QdbVG\nHvf1QUkJrrIyXIAlHkfVyXGbzYY1l8OqW0lWq5VMOq0lvqsm4SdgUUZ37ZFonlk8ak7yjsViRmqK\nqqrYgEAkkq++mk6TyuYb0eZSKVT989LpNBk9v1T0P7lkklhai1aGQiFioRDdfX0kdIFiXV0dhU4n\n7qIiw3Wwo20ksgjUdBpV56IcDgdqOk1WyTe9zaVSpMSyUhQtR1IHAgG6XDqNqoOgzaZ1Ns9gagKb\nzaLohLrVasU/YOGjVSWsWFHIypWFlJamWbx4P4mEVj9fs9gcGIaKYepowGZXLGRVFYuikMtlSSQU\nFEXF7bagKBrnVFqq4vVKtVSVSEQrmyMLXQAnH4TIYrFgZF6AQjqdxeGwmTgqcLvzhTKTyRxWax5o\nLRY7ipIdlR4km5M58NDf309tbe0oaQTkha7yHtmw5LoKqEmwQX6bwVu+W/I2BVBdLpdW+knJt4GT\n9xj3FozAkwivzQAPWsaHcGvyvl27dhEMBlm7du2oTeLLxr/Fkamq2g90WSyWdv2hY4GtY1+3efNt\nZDK38iurlaOAfnsDiyffRVb9HnABB/MdtnMTv+ARbOTlFgCNySTbiopY19xMW08PEZuNvtJSslYr\naw86iIjXyxPnnYeqR2js6TQj1dUM1tbS+sqH/GHNuQAkrAUcduutBNva+OzBB6kIhTjlt79l8Igj\nWHXeFax4czq33ngoPX4tqjKrdA8n3XILlV98Qdjtxn3gACfcdhtNy5Zp1kEiwSF3382Mp5/Wblwu\nx6QXXmDhb39LWreOSletYvYVV2DTq6baOjuZeuWVFPT1UVpaijWZpO322/F8/rmm1B4ZoXLpUsr1\n5OtMJoP3s89o+etfDSvOvns3TQ8+aOzQBek0rY8/jke3frLZLPWvv87EX/yCUCikReU+/ZSDL700\nLwkYHOSYs84iEw6TSCSIRSKc8sMf4t6/n3A4TDgc5qS776Zu7VoikQiBQIAz3niDIz79lFWrVvHx\nxx/T/uKLHPPii2zbto19+/bR8OmnnP3ww8ZxFXd2ctrVV5PSz0MNhznipJNQfD7DzZh17rm4N2wg\nFtOYiInXX0/Z668bC7X+97+n4ZFHAA2kyl98kdabbsJut+NwOPCsXcvkc7X7OzBg56c/quTIY6bw\ny1/W8e67RcTjCr29Tk4+eSKLFrVxwgntnHjaNE48cRInnKD/nDLN+PvEEydz/KJJLDphMt/61kRO\nOGEKZ5wxidNOm8w3vzmJ445r51vfmsy775agqrBsWSHHHz+Bv/2tWAcCvB48lAAAIABJREFUeOGF\nSu67r3qUC3XllU289lqJAXB33629RhbzCy+Ucu214wzQWL3ayemntxoANTRkZ/78SSQS+e5YAlAS\nFTVbNvIjVpdUP9HXLLFYDEVRDHJdeE6JGovVmnelc6OEuCMjIwQCASOx28xbma02c/lyyFc5ER5M\n7qO8TlG0SsEClBKVnzJlCj/84Q/50Y9+xOWXX/6VmPQ/iVrORJNfOIA9wCVjo5aHH57lW8enufnO\nEk03tnQpX9TWccQRC4AluDmPFRxJC/upQEvoDQFeYI/bzbVz5nCcy0VPXR12q5Wp/f2c+9ZbfDRv\nHm8ffDAzOzo4assWqvv7AT066XBwaclSnuk9FYBbCv+DS6e+ztbLLqP93XepWbmSaFUV688/n4ce\nOxxPbw8WBzzjPwuAZ1u+x6FVm9k3bx6RhgYmPfMMFocD/9SpDB17LNNefBFLMEiwpoa9Z55J6euv\nU9/TQ6aqit4LLqCgr4+6d94hWVhI/ymnkLRaGffWW6hWK8OHH06iuprideuw+XxEJ00i1tAA/f2U\ndXURr60l3tCATVFw799PrrCQVLVWcjsXiZCOx7HpYWyZlA67HUXSghIJ1FCImK4VSkQi0NODrbXV\niDw5u7vp0wlWt9uNrbOTbj0ReXh4mLJolCG7nb7BQXp7e+nbtIkd3d3E9ftaqN/wAJoA8xsLFzKt\nvBxLY6NhGdbEYiTr67XjczioCAaJ6dYCQEU0Sqa6GnQi3eH3k3K7UQoLtUUVDoOikJGKp4kEtliM\nTEWFTFpcg4PE9Ya8qgr7Ph5h+bZWPvqoiM2b3dRXJbjjrkEsekFAe2CYVHExFqteMTUUwuJ0gttN\nJpPFnk5DKkXWqxVw7Oy0UFUlFpnmmk2YkKKyUnOpgkEIBlXGjcvnf0aj4HTmBbMDAwolJRaczqwe\nibYCKsXFGtiEQlliMStVVUI9qPT1Wamr0z7DZrOxZw80NqaNJG+xwrXiihr5PjIyQiwWY/78+QZP\nZnbNzfTG2BZsYtGJ1WOu1QYwODioNSjWZR4iHRIglXMVbaF4EWYBrVhm5kCBAKY0UolGo4Z1F4/H\nGRkZIZFIMF2v6Ksoivz9vyu/+K+GxWJRM5kMoTUbKVk4j8TTT5M99VTOPfdc3nzzTTwU0Mha7KRZ\nwyG4SBICBhSFelUl4HBwxbHHUlldTUFBAaqqUuhycc1//ifd5eW8cPLJlCkKtspKvnvnneTsduJe\nLw+efQuvvHIM27bVAnDR/OWc/JMgVrT0oZx+Edetq+E3vzmcE0/cwvr1dZSVZfB641x88aeUleV5\nkFgsZuQBlpWVUVpaaiQfC68TjUaNHUpMbvHrZSLJjRYCW4a8VlVVI6dRmmxAfjeTWv7Cf0hpFSF3\nhTgFDItgaGiIqqoq4/0i1xBeSlJRAoGAsSA0mYDWWKOjo4PPP/98VPWEfzYWLFjA5MmTKSkpMQhf\n+fzCwkLDBZXIltfrNaJVZpJX+EKzi2JWlcv1k8Vn5lrMi3NoSOGTT4pZuDBCZWXezcqT8HnLQYZY\nMjK+jNMyP2fm6cw6PwEhc/6i2fqQ95nzRM3Hoa8f43kzxybWikgwIpEIAwMD5HI5pkyZwoQJEwxO\nUtw3c4MQ0ZPJ9R7bnk1cRwn2iH5PGrKY05PkuM1pUKI/k2HmRs2fK6AZj8fZu3cvNaZ0PWncvHv3\nbhYsWGDMk9mzZ/+vc2T/0kgkEnh2byG5ZAnZU08lkUjw5ptajbLjiHEb32Yua/kp93A/V9MNTMzl\nuL2qilsHBzl8cJC6vj4+am8npig4PR5GrFam7dnDmzYbDqeTo158kS8WLSJns3HsU0/x3TfuoXlq\nF5dvu5GH+CG5NVZaX/Kx9vDDqayupvWFF+jz1PPIa/8BgH99mt7eMi46+TGap1uZ0rWXdLiEVE0N\n6aIirC4Xgd5eCvQbJsX2imw2FJ3MttlspKJRMEWMsvpNsujq6mw2q0knTOJJc69Ac8qH7Ipm1b5M\nTPOClkkqwCbvAYzJJ6SzGZTle6WEjSwsEYVKqZWxi/vLxsqVKwkGg7S1tVFSUsKIXkdNmso6HA6K\ndE7N6/VSW1triCVFAyeCWFm4Y4lnyIMB5F0ZuW6y8NPpNGVlFk45xacfuzIKcATEZdGYgwVqLodV\n/w7NpVJwufLFLX0+hdLSHFqFPIzjMN8XuYfmIo5mMl/Ow7zAzQEDM3dk5qkE8MxSBLGi5fP9fj+t\nra0GyMg9lu82J/HLeZuBTuaHBHmi0ShOp5PS0tJR3ahkszFXuoXRhQLkmpvBW66r8G1yjmZRrVy3\nbDZLRUUFvb29Rv7oV42vtR6Z1WrljL9+mw9rz0eqicIfqOS7nALUsIV7+QkPcBWvcCpTgA67nWBx\nMbsKC/lmZyfFiQRH792raZAcDuJeL650mokHDpD1eEgmHDS+9Cn7Zs4kZbVT3tWF76UwHiJcxuNc\nkXuQWc8/j7enh2Q2y965c3nuP2cSGNaIxY1DkzmDZ/F+9hAuj4W408mht9/OuPfeIxGPU/fee5x/\n880sfOcdXE4ndStWsOiqq5h+++1ks1mKt25lzq9+xZE//7nmugUCjHv8ceZ+73tYUykUi4WSTz9l\n9g03YO3q0ibD4CDTH3+c0k2btMWYTFK3bBk1K1YYE6N02zaaly83Ikf23l5a33zTsFCyfj9NL72E\narL66lesYNZDDxlC1IaeHg771a9I6Y1rHYEAJ910E06xRnI5Ft1yC1V6ao7H4+HCl16iravLsNzu\nSqe5zHRPfwD81vT/N4FnVZXdu3ezfv16EuvX8+t33mFocJADBw6w9bPP+Omf/0zHqlXs3buX/v5+\njrrlFli/3uioPumuuyjTG/RarVYannqK+r/8xVgg5cuX03znncYCd2/cSMvllxuLUhkYoPm007Do\n3Y1UVWXCOedgP3DAWFB1V16Je9Uqw4quuusuSl94ASUaperee2k97TQsejlu0Bb6T39az0UXNfLC\nC8XkchaWLi3n+OPbeOihKvbudXDWWW34/flFe9ll49m+3WVY5rfcMo533y02gGTx4gqWLCk3OKhX\nX/Xwy1/mCylu3VrAxRePMxa/3+/gjDPGk0yOrixijnSK7KGoqIhoNGqo6gWMxL2X85Z1Kd8hLp5I\nOvr6+hgZGUFRtJaDkgkg0WcJPsk8lO8Xj0SsYwFdY5Mw8W+y+Uj0XaLbiUTCMBSk/tqePXuMqPxX\nYs2tX2OD3ptvvpnGZpgyJYfLpbJt2zaefvo32NnCbwlRDszmc95nOo9zDefxDE25YT5qbsZfWcnJ\nu3axpq6OHTNm4EZzw05fvpxgaSkl8Tih8nJcHwf4z/CFNH4jxY7lZUxKbOVO9SYmsJuL+IsWGbTZ\nyDU3E6qpYX+gnL4PYRMzAciqCktKLyU9dwLOadOwhcPsOfFEOqpn4CzyEG1vofdb38LX2EjYbme4\nvp6R444j3NTEiNeLpbER/5QpxJuaSDQ1kbTbSVRWEiovJ9zSgsNmQ02lSFZXE2powOJ24wwESBcU\nkGluJupwYA2HsQKBkhKUqioUIDE4iDpuHKniYkKhEA6bjWRFBbkSjTwOp1IEKypQ3W4Uq1aFk8pK\ngrW1ZCorsVgsJF0uRqqqiJSXawDpdBKtriamZyDkVJVQSQmDDQ1Y9JScblVlt9dLXFUJhUJsHhpi\nfSaDVHsbBHbqv0GrUrIX6JSwf2kpgZIS+nXlfziRoFNR6Csvx66LOSPV1QxUVmL3eLT8u5oaEhMm\nkNZdomxlJbGWFnJ6EjQVFcQbG0nrqSuW8nKS9fXkGjXBqVJYSGrcOLJaeF5z0+vryUyebFSzSFVW\nEp80CVXXTGWqqki2tZErLyd68MEk29vJNDcbfRI0aynH4YfHWLBgBLtdK5RYW5tl9uw09fUJJk5M\n09QUQVE0cKirS9PensRu1xZuZWWaiROTuFwaR1Zenqa1NUFpqQYipaVZJkzIGO5vQUGGCRMy1Nam\ndYBQGTcuzYQJ+SKIkK8pZ851leRsqSArQ0BSLD9xq8XSFdcxlUoRCoUoKCggGo1qQRVdZGvuAyHg\nJFal/G8W1ApwC/AqikI4HDaOWzZri8VCR0eHUZBRgkHm/qSBQICJEyfS2NjIb37zG279v2jQK0nC\ngsbHH388a9asATT9Ri1wJXADJRzBBuo5wEcczcpxdfxx8mSefe89bNksn7a1UZVKsaG1lbPffx9f\nZSVFwSCdLS1s2DmV/8dfePuQc1m25jAcpLibn3EPP+Vq7idjs2HLZOg64gj2z51Lxe7d+F/zcwSf\n4HBkaG8ZYPPOBnwNDbx7zz1Mfu45BhMVXLn319x007tM3rGd0MSJBL1ecrkcI34/9Y2NRl17MbEl\nqdlsapvz2ESGIZMgHA5Toqf1CK/Q29tLXV2dwbk4HA6t6qqesC27suysoVDIyHdLJBJG6onVaiUc\nDuPUBaFS08qctCwJ1TJpUqkUwWCQ4eFhQ3rR29vLpk2biOjVc79qOJ1Opk6dSqnekbyjo4Ouri5s\nNhtTp041jqmlpYXx48fj9XppaGigvr7eyCcVN9hMJP+znX3srg/5ag7C/cj7x2q5zBq9sW6afI64\nqOZh5rHMvJi5CKAsdBhd30usGbFG5DvkeM2/zbygzCdx/8XVzmS0hjByjwQIgsEg6XSaOXPm4PV6\njc8Zex5mIWtfX58xN+WcivSOVWa+U1w7OQ5zVNScUSDnYtbBAUYjYhH0itUYCoUIBAJUV1cb/JhI\nioaHhxkZGaG5uZlFixbJ/P7fS1H67wy5ebFo1AAxgM36lz8ANDLCIs7nM+ZzG7dwZFcXF27ZQsJq\nxQocsmsX4zs7OU1v8lsxNIQjlaJiZz+dtJDAzWtrF+KnnN9xPSmcHIeWEC4dj+pXrqSmq4uWFSt4\njVMoIIpClltO/DMA5d3dlAwNsanxSL7/9o2M9+2kotBDqqmJI6+4grbly3HZ7UzfvZup999PwZYt\noKpYt2zBs24ddj0AIHIJmdDmG2vmnAr0cjGygGw2G7W1tYYgUKI3yWTSyJ+ToIF5IkmFCZl0AlRm\nnZBZVGt2JeQYpdP22DIv5iDFfzVk0dntdjo7Ozlw4IAhcB0eHmbfvn3s3LmTDRs2GLW0ZHcW19gM\n/OaKpeaompyLmS8ycy/yI+7PWBCT95ifM5+v+fzNoCMuz1jCf2xgYuzjsnGZQdf8GjMpL8dljuyZ\nZQyGJlG/726329g45NgDgYAhq5D5FQ6H6dLpAtloJQFd5BjinpaXlxsNaFwul9HhXUTM8rdsjGPL\na0vAQK6ZgLs5SpnPnNAEx9FolM8//xyHw0FJSYnRAFm+e9euXaM2oH86//6lWfpvjmwoxA03OFm/\nXuHTRx5hOqAV6jmVj0wHEADCrOJ6buEOfsEHHMVsnw+rTDLACtiF/AT81lJ+z3WsYCEAi3Pfp49a\nErgpIMIkdgAYXceVXI7idetwBYP8jTNI4OK88S9x1GuP51vLrejjJ3/+HvsYz6Gu9XjSabyhEOFp\n02j84AMKMxl658/HEggw/Y47sCcSROrqaH72WY7+zndQQyHsw8Mcft99HHPxxTiDQWxA46uvcugv\nf0lBZ6dW+XLDBsbffz/Fmzdrkb1Mhuo33sDz4YcAFLjdFGzeTPHf/54nun0+alasQNVdPksiQfPa\ntaN2w6p165iwdKlBnns7O5m9eLEhnlWGhzn8T3/Cok+iZDzOgocfxj44aAQWTvnwQ8brib0AV6fT\nnGK6p2cAV5n+nwfcDUZwoCQU4pZdu4zF6gDu7+8npyfs9/f3c+mqVZT7fESjWs/Dtr/+lcI1awx3\no+yVVyh99VVjAXhXr6b2sceM73Tt2UPtbbcZRLU9HKbhuuuw6MegKAr111+PfXDQAIqau+/GtVWT\nOmazWUqfeIIinZfzfP45Vb/5DVZdpFywYgU1v/oV7oEBg6Ps6bFx003jkGS4RELlJz9pIBLJpyzd\ncksNBw7kcyUfeaSWTz8tMED52WcLefnlEgPQPvnEzYMPlumbnJVnnimip8eZt+4CAWp+/GMy+sZm\nzgCRqrHi/qXTaWNz7OvrMyJ/AlgHDhygq6vLsL6lTLYApwCUVGUxc2FCzpsDFmaL0+xiAoYgWDZf\nkWzIHBMvRObphg0bmDNnjhG0atCT/UXGYbFYNOrkK8bX26D38suZdeKzlJfn+MFtt/EOMIvNDOPD\nnGG+Evg2MIe7WMs3uIC/sjo9GwdDwD/mUVqAjepMHuaHWNFLiFDIZh0qY3jYzHSms3nUe4t6euig\njT1MoIQAV1X8J+Ur92ABNjONi1+5Dn9W4xcmz4wS9Xpp+/RToq2tbLvgArDbqdu2jS8uv5zSTIao\n1Yq1sJCPr7uOCf39xG02csXFbPj5z6lbtw61ooJMMsmeb32LSGkp4bIyyGbpravDNn8+mbIybdd0\nuwk1NJDWrRIFsLjdBAoKSOh183PpNFG932MymURJJnFWVqLqVobb7SZZXU1Yd0kB0iUlDLS0GFZb\nTFEYamtDnKYc0N3QQFKfZJlMhp6qKlIlJaCHyHfZ7XrLZG10AmZHcwBYjzaZY7EYB7JZVpnoCsVm\n4zOHg4heMwzgc5uNgWSSkkgEVVUJNjaS0PmvXC5HpqmJlEmukK6qIjlxogEq6eJiEtOm5S0th4Po\nrFlYHA5yugUTmzWLnN5kxWKxEJs4kbReXUNRFI0fKyvDarUSnTULNZ0GhwMViM6dSy4SQdX5SKtV\nK4Y4Y0YULQ9SRVEszJkTo6AgX1Z75swURUX5SGN7e4L6+ryGq6UlhdWa55CqqzO0t2sAsWOHk1RK\nIZXKp1RZ3G7tvMaQ/GJ1yyKX9mmKolBfX8/Q0BB1dXXs3r2b1tZW7HY7kydPJp1OE4lEDItISHaR\n8Mg8EeA1S1REnS8gbZaEmF1VsZ7HatVSqRSFhYVGDT1VVfF4PMRiMR5//HEWLVqkFQAoKDDS4AKB\ngOFiBvSN8MvG18qR5RwOMj/5CdEbbuDdSZM4bWCA9WhFFE+1WPimqlIM7Afq0XbvAWqYyUbmspY3\nOOlLq178gWu4jnsBlTp6KLKG6VdrGcmV4CTB0XzAC0XnURgKkrHbsaW11m7X8zv+wLXcx1WcfdBq\natatQwUe5ofczi/opw4nCXz2Sl769U0cumoVE994gx3XXcfgKafQ8Je/4OjsZPWFFxKIxWgNh9mS\nTDL90EMNnknqjmnF9VIG3yIt0+SGCTdmdjuFS9HC/T56e3uZMGECHo8nvyj1hqWFuoBUdjfhLGTC\nJ5NJo9yPuGvCqYmwUoroSd/EXC5HKBRiaGiIrq4utm/fzrCprd5XjfHjx5NKpeju7h71uAgqZbS3\ntzNz5kxqa2uZMmUK9fX1Rg0tcZvMsgThIQXozMQy5Pkrs8xCrqcsOrmmZk5NgMC8BszpOWMtEBG+\nmt/7z+QX8vqxrxE5hICDcF5mfk1ek8vljFI48n1mKYW4aKFQiJ6eHsrKyvTSQVqJ6bKyMkNmY262\nLLSHRDIlT1a4SXHxxT0UoDRX05BrLfNWrqe5H4CcnwQWxLWMxWJGYCGRSNDX18fSpUu54YYbKCws\nNHKGRSsnqUqnnnoqkydP/r/hyNTKSux33YXr7rs50uslDMwFfgccqqo40VzGVsClH0wt/TzNd1jG\nifyRa/7xM/Xfa+yH6n9ZmMwOgp4y6ip9AMxiA89wLlh0xXs6rVWOtVh4kkvwEOW7zqeJVtWQRiv5\ncyJvMEANx7k/4HBWUpiOsODNNynXS++0/+EPFL7zDv2HH07D8uUcd9tt1GcyWLxeLvvDH6h69VWU\nXI6yaJS6N9/EMjioLRxVxWbN10838wqgTXyfz2csHjM/IotH+AiZFB6Px7C6BPxkoYsYUkLYQrZK\n6Ny8wCWJ10yem8nvqJTF+W8Ms9hXxlhBrUTb5DjkO8wk91guaixfNBa0hP8zg52cx1gd19gggfl7\nzIAiQ/4Xq8T8I8c2Vis19r0yxgKlOZoo7zXnSppJeAF0OS/hqqqrq437K9yWBDzMG4Qcl5lzFdmE\nmWMUsJVNRJrMmAN3YyOWMleFBxO3Xx7LZrNGNDQUChm6NZvNxne+8x0qKyuNrATzxuD1evF4PFTo\nWR1fNr7evpbDw6gOB7a//51sPE4JWo2xLqAF8ABpzPJCbSziba7nHn7OXXzBQaOa98p0XJ+dbTy2\nizb6Q5V4SsI00MVGZmL1WCmIBI33ZFwu7lavZ5gyLuQ/odDJO4nDWY/2Od9nMSoKp8Zf4EkuQQVs\nRUVYnE5UtNr+8VyO2r//nWBLC0WdnTQkk1ja2vAfcgjT77+f0o4OYuXluAYHOf7ii3Fu3Ai5HBOf\neoqjr7qKit27cTgcVG3ezJR776Vi2zYAqnI5xi9fTskXX2hEbTKJZ+tWarZsoaKiQgOfUIjanTsN\noHLabJTt3GlMcovFQsnu3dQsX24AQYHPx6Q33zQsMVc2y/TnnsOpuxBup5PjVq3Cq0/cTCbDwatX\nUzE8bIDGqfE4h5mu/0LgTNP/E4EryANCrc3GL0zPK8DtQIHpsUuGhoz2faqqUr98OcV79xqLt2jl\nSopXrjRAxbNjB2WvvWYAkK23l8qnnjLeb4vHqXrwQZRsvnNU1UMPoeiWpMVioWzpUlwHDhjHWfL2\n27jXrTNe71y9miK9YrCqqlh27KB46VLj/1DIzsMPV6IoVt1KUfjTnypJJvMK/MceK6e/P0/4F7/4\nIvat+RRkz4cf4vn4YwMEbJs2UfD88/mNpLubkscey1txkQgV99+vJcibrEe5n2KhCejIZiklyc2K\nfqmiK5aVWL5mwDRHR82WpVh1MsRiE7AUcDNnWUgalXkzlUKPFRUVRqQ1m80yd+5cioqKRjXilU3b\n6XRy/vnnG4D8ZePrBbJYjNxBB5GbNYuyvj4sQBzImHZHO5pVNnb8Bzcziw18m+cIozUeEEAL42Fv\nLl/J9ABNqCh07BnPUbxPAjfvjz9Nq60F+MeNY3DOXH7LjQDc6LiH/hNO4K3Nh7CWuaxhHu+wCIDP\nmUsjXViAbCCAu6cHC9A/fz6Bww7DtX8/ubIy1j//POG5cyns6KD7kktYf8cdhGfM0KIsF17IZ9//\nPsOtrQSjUTaddx67Tj+dcFMTqVSKoRkz6Dn4YBKlpdqNq64m1NhIRgegVCZDNpfDY7VSIjyN3491\neNiYWPZYDPvAAAip7nBgT6dRwmEjckoyiVcnVG02GzaLBVc0Sk53Pz1eL55YDHS31OVyUZBMYtEl\nGZlMBnsySV6VpAGSuQ2EC63blSxem6pi3jvtaKWZzP5ApaLgtOTTppyxGIq+6HK5HJZgEItOLmcy\nGaNCrGENpNMoevaAqqrk0mlsw8MGP5bJZLAEAuT0BZTL5bCFQthMnE0uHMaic3QAllQKi24pZLNZ\nLIkEjIxo805VSaUgEFCMWagoMDystYkT4BkZsZJK5evcK+GwRmmIRRaNouiSnWw2C7EYFr1RsdVq\nRclkjPNSFAWyWSx+/yj3VCw/+V8sJgEQCQKYZSxmd102QrNla7YQxRKX58S6FYmRPG522eV4zLq0\ncDhstK4zA6REP0tKSigoKGDatGl4PJ5RFnEkEmF4eJhcLsfRRx/9D27tPxtfK0cmn5yrrUXp6/tv\nf8ZeWpjFBk7idf7KhdrnAh1M4GnXJfwx8WNiePgei1nC9wF407KIM9SX+cmUp7hp4Bd4/X4GZs3i\nnmOW8PvfH0wBUQKFNWyaeyKHrfgL5+X+SgftfM7BZLEzgV100E7a7Wa4qorqzk7jeFb+7GdUdHUx\n8Zln6D3tNPb85CfU/e1veHbtYvc115Cx21F6e4kWFRHWNXSijZGaTebJaOZbzLmYYo7L38lkkpKS\nklEcWC6XMzgNc1hfeJDh4WGK9aKMsmMLCEo0S+qrh0Ihg+wPh8P4fD66urro7u5mx44doyJUX3G/\nqaqqwuFw0NXV9ZWvHT9+PDNmzGD8+PFMmzaNxsZGQ/MmE17cOLMsw6yBEutDroX8NjccEZdb3DJZ\ngOLWmkvKyPU2SwXM1SbM3JZ5gY/lwMSiEIvJrNszy1vEHZVjM3+P2c0f6yqbXW25XkLew+gWbfK9\nbrd7lE5PuFoz3ybKebOlJvyY+RpFIhG8Xq9xXQXE5Nik4mw6nTbyggW85FyFfxseHmbv3r0cdthh\nRnRVshNUVWX27NkU6Z23JDjwf8KRgd4k5N8AMYDx7GMxl/MMF/AkFxudlF7kLGouSDGePQCczzMU\nM4KNNEdaP+Yg1rExOJk9ensxqy/EX/4yBVCJ4aEjPZ6XOw4lk7PxtutE1jCfLBqQ7KaNXlsDaYeD\njKkFlQoc9Oc/U6EDW90rr9D8yCP4jzyS6rfeYuaPfoRnYIBEJMJhP/4xTV98gd/nQw2Hqdmxw7CC\nzES1GYjMvIpYULK7yY5o5rYgHwI3T17QTPjKykqDi5MolJjuZmAy76jmSp4CfP+qjkwqLkhpnq8a\nwWDQWIjiQggYmUFdgN6so5KFPlYjB3kN3diomgCgmZc0i2bNm4tZo2fmt8bmeQrAmon/sXzi2Ptt\nPi7zOY7lKc38oBkkzN8tz8n1ksij3G+zRWZ21zTLcWSU9eVyuUgkEkYyuRmgtaoeUeP8xmrfzNUy\nUqkUgUAAm81mBBukYKK5dI801amqqmLevHmj+NxsNovX62XOnDk4HA5jTsr3fNn42oHsv1Nrf+xQ\ngbMtz3Mpj3EVD7CdiVgAF0keeOYivAWaCRzGi5UspQSwuhUOZTWbhyfSecIJqMBzAycyMOA2juaJ\n5MU8O6CV+RlKlDOXNdyh3AzAfVzFvkwTnmCQAr0irZzHlgcewDk0ZDyWcbmwRiIEZ87Eu2sX5X//\nO6naWoZmzuSQu+/moI0bsZeWUr93L6d9//vUrlunhcg/+oh5f/wjhWvXYrVa8QwOUv/665Rs3apN\n0EwG7549uPW69i6Xi1w8jlPnkSQq6jK5HQCuvj5KNm7MuxyxGFWTfSZPAAAgAElEQVSffmpwKdlk\nktr33tOOXTf3W9asIWfS6Ezcs4dS3aIBmJ/N0k5+TAbmm/6vARaBYQURiXDOmPt4AaN1PucoClbd\nrbPZbNRs2UKBz2eAU8HOnRTs3GmAkr27m5J16/LWyvAwZR99ZCzGXDxOybJl5PRzAqh8912twTEa\nCHhXrID+fuN6udetw7l/vwHqjj17cG/aZPCNdp8PzyefGOCTStlYtqzIRMpbeOUVD+l0fkNxL1uG\nNRIxFnnh6tXQ2WlYVfZNm7Bv2WJYlc7eXpwrV+ZdzUAA77vvAhjn5X75ZciNrt4rFqWAlTnvUYDG\nHBkVgJCS1gKeNpsNt9ttRCVlTsjxieU0Nj3JvHHK6yRCLtWBzZ2qzMURzCWA5HhF7R+LxSgqKqKt\nrc3YzOX1/1XQ6WsHsn91iD2imn5bAKuqcq/lJ9RZeziXZ3mIH9Js209HrJWdylQAhv4/ce8dZklZ\n7ft/qmrn0Lt7d47T3cMEhmGGDCJRBERQlCvZQ5IgoCgSVEQdFETwkEFQSTqXJDkMGRnyAEOYPEzs\nmZ6ezrl371S76vdH1ar99mY83nvuj2M9Tz/du3eFt96w3rW+67vWopJREuSDYYLj4+zHErZN1jEZ\naKbg93NG/m7m1hRNxHs4iy2FFveTxkXcRrApjIbF+dqdfJl3WHPKKVOSpefKyyn/6CMyDQ3Ymsaa\n006j87TTaLn7bgb32otlV1/N5hNOIBgKsfGEE1j3ne8wcPjhRCIR1n7nO2z6xjcYnTEDXdfpOugg\nBmfPJpdwUkmOJZPkKyrwj7rOCb8fo7+fxObNnhs+vmEDSSUyIjI2Rt0rr0zxNsXWr6d6yRKP7hHq\n7qbxH//wdjz/+Dgtr7yCNTnpmC2myc7vvku5G2tXKBSYu2oVNePj3gQ+zLbZSxmnvYCvKJ9n4pBk\nhZg5O5nkTOX7CHAWU3G1YycnaXZNY8MwqFyyhKhbKMTv9xP/6CPKVq505oFtE1q3jvjbb3sLOdDX\nR9mzz3rapS+VIvnkkxiKFlb1zDP4XIwLoOyVVwi6tBDbtin74AMi7kZh2zbhZcuIvvtukT+1fj1l\nL73kCb7ubo2nnkpQKFgulw8efzzB2Fix7mTZc89huM/QNI3I668Tdt/Ltm2iH39M5NNPPaEQ+Owz\nYq5A1jQNf3c3sWefLWpVqRRljz2GXihmRoGp2qHcW4SX6m0UrU8EmPRfWVmZp+XIfVVPpERciAOg\nNBe/GispqbbFqyuaVywW866TTMFqiT7VAyqhcq2trTQ3N3vt1TTNCyRXvc47Or5YHhlTNTKLouTM\nu98ZFIvvmjjgsJwnvzuamxnoruYA8x0ipLiSq10OGYDND7mZ27gYTbMZiVYzNhGimW389rcr+Mkf\njyTc3U2SIfxlGv1j5ZzPHWgzEvxx/Xc5ikVczE28U3UE10/8kLFCAl8+z+bjjqPyo48oc0vGbTrn\nHPRAgNCGDdS/9BL5aJQPbr+dxpdfpvHZZ1l5zTX0zZpF1eLFpGfOZKy21sO4vPd3F6+A8eJFUlV2\n0QDkOplIpaEw6sSTe4vpoNaylIkiWprEvMlOOjY25pUYE4xidHSU/v5+Ojo62LJly7+MtdQ0jcrK\nSuJuPOoWBVcsPQzDYJ999qGtrY2ZM2ey6667UusmSFTNKJUGoprfKjYlC1U0A9UkAqaYdaqpqOJZ\nKsFT5Zmp2JdKjVAXVCkkoJq5ovXIOInwUZ+vhjSpvDOhyMj7q89Tx1v9v2S6kLmjtlfGXv2spnmS\n9ohXUUxM1dyX50lspeTHEyxS3l/NNCvOh1JzWQShcBlzuRytra1T6k6oZr7gdK5m92/AyFzqAjhV\nj8aVr/xMrVWpuf+Tv9Xq4qFcjt2tT7mJixmmksu5nqIOp/EUx1HJALat8dZep9BEF3WhflavTpBu\nbGQ5uzJCBZfk/xPAMVM3NgDwRy7gq7xGatJPLGbicwVIxccfE+nr89rT9MQT2IZBxdKlTvtTKeb/\n6lcMzZqFf2KC+ZdeSt277zLe1saXLriA6Y88gt+2CQ4M0Pryy+hu9Rk1FEQNJJcJU7rzqDuxOiHU\nSa0egoUB3s4qk1gmu4CvKg9KwG/5nxps/X9ySNvHx8d3+L20NRaLeUn6VNxO3aVVzxxMxYpKtQ0V\nq5LP4qGTn1JOmZynbg5qG0uFouB0cr3c09Ok3P6Uc9S2yLWlBFx1/DwvpdKX0g45d0cCTXVyqEKw\n9NmleKH0i9rnqkkqbVTNTHVsJG+ZCBfVhJTni1YmzhV5H8HScrkck27UikQfqGRaOWRs/70YmaZ5\ngkq3ba/cWxbo5vO0CxuHU6YKNxsnSPz9XXbhPO5iJmsp4HexMgdYThHhMDdIfN1kKwD7599mxfII\n6ZoanuMbxBnj6PRTALzDl3ndOgQdi2lsRQNSk0HK/EWgumzLFnzpNIVAADMaJTA0RN7nIzQ4iO1O\nwOHddiM8NkYhEEDP56l+7z20mhqG99qLWX/7G21/+xv56mrKtm3jyDPPpOWdd8CymPHoo+xz4400\nr1sHQGLrVupfeYX4Z585/ZDPE+nvx7dpk1cAVQN8w8NTFonm4hDgLgZN8wbUtm30fJ4KNwOFTNLk\nhg2eE8GyLGq2bYNCsUBF9cAAQVeVDwQCtGkalcoYVQHTlM9hYHelSlJZJOImSCoe++i65xWzLIvW\nkREybqhMOp0m2NGBMTlZzBrS24t/YMATrL6JCfxbthS9l7kcoQ0bvDYbmkZ4zRovF5dlWQRXr0ZT\nhIBv3TqYLBa69W/bhs8FvW3bRuvvx799e1HATU7ic3l6tm1jFwpE1671zDdN0witWDGFlR9cvdrD\nAi3LoqPDz8SEImS7u/G7NSQty8IaGcG3eXNRcOfz+Nes8Z6paxoR97MKsssh2oqMrbzbjoQw4HkO\nxcMpXlPRGkVLtyzLo1rIu8hmI/GRwBScTvWKipdUTdop14rmn8lkqKuro66uzrtedZoIHiqRKf/q\n+GIFmYCtsRjpZNITXEHwuEZpphJi87JjKg30WRaLa2rQgB9xs3NPdC/OspUOLuVG6tnOirCD6Oxf\neJsNa+OM1DbyLZ7iz5xLC1vde1scxj+ooxvbnWRjlFEzXgytkecbuRy+VIrN55xDurXV+c62Gdp9\ndzpOPpkZd93F6Ny5bPzRj+i46CKMZJKuk0+m58gj6T3xRIKhEFvPP5/hffYhvfPOoOt0nnoqVjSK\n5rqxJ1paCA4OEtu82dE2dJ2K996jeckSj4pQsWQJTQsXepM+0NtL2x13OH2k6/htm8aHHsI3MeFN\n3uSmTez8hz94WkNwaIi9rrkGXZj2hQJH3Hkn5W6WUcMwOPnNN9mpt9d77mX5PKco43MacJny+avA\njZZFOBwmEomws67zpPJ9HHjCtkm6i2d8fJxLVq6kfWjIA5Pb7r6b5FtveVpL7aOPUvP4457gqnjj\nDZruvLMI1K9eTcuVVxZNzb4+pv/kJwwqGFjrxRcTcIF227ZpuOYaYh995PVf5Z//TOyZZ7xFXv7s\ns1Tec4/Xd/ElS6i9/nrPRAp1dNB06aXgLkwjk6HpwgvR+vs9wVT7s58RWrHCa+cNNyR57TVHgJum\nSWLhQsrcOqo+n4/4K69QefPNnsAJrVhBzc9/7pmWRk8Ptd//PrqrSXtzU9GURSPynBYuviTzQjWz\n5bkqhCGgujMdipQQNQe/gPFyf5lPaoSAmJgSv+nz+TzTUzZN2WQqKiqYPn2652mVw3LnkWiIAquo\nUMM/O/5HMTIxFwsUtTH5Wz239BpL03jtgAOYt3YtW/pb2Y8PANiVZaxgPrV08/FuX+e0T/9AoDrA\n8/0Hs2jG6Ryz/n7uP/F6Tn/kp+TicXzj40SZ5Br/L9mYb+Nd9udjbU8Kfj/HFp5msrGW2+ZcwdwX\nX2R47lwqBHAGNp9zDmVbtlD18ste2z675BLqXnqJstWr2XjZZXQffTSt993H0KGHkm5txdSUdMyW\n5QlNXdexCwUKdjHg2DAMCqZTo1P4ObbtFNVNJpNeBgExA4HPZRhQTSfBSVTTUmIsM5mMR5WYmJjw\nwNaxsTGy2SxDQ0OMjo4yNDTEhg0b6P4v6DPBYJD6+novk2ihUGD58uVTdlFNc4LaJUZ0/vz5NDY2\nMnPmTPbbbz/q6uq8bAuqabMjioRqmol5Iyz2/v5+ysrKvHvJeeKxU80w1VwtNaHVRWPbtld4Q7BJ\nEVyqB6+UBqJ69sR83pHGoY6ZnKOGE4k5J8+V8+T/pea3CA0VexNtSW27CDHp59LMr9IumWOlUQTS\nR5lMhlAoNKWoifSpxO4KJizhVKXmtuB6EpMr80CKUIuTwhVy/x4eGYDt82G7ZqaFI7gGRT3F5Zq5\n54o5ifvbxjFLd1u5klV77cVsPuOngetoC3SwgnmAE2j+8v/6GTuzmo7+KmygZl8/fnJ0fuJ4TlJN\nTehALb1sD7XSq9dRQx+2rmNGo4wWYmi1QZZ/ySEXJNas8dpvlpVR+9prRNatw/L5KAQCjOyxB5mZ\nMxnbYw80y2Kn666jeeFCxufOZdezzqL+/vshlyO+ahWVzz+P5WpBHnjq3lsF5aWSuKjafr+fhOvZ\nFFVdTM3ScvYyWQV/UPEGFWNQE0DKd/Jb+EQiHFV86Z8dwWCQsFvZXBjmlZWVnztPQkzi8TgVFRVE\no1GPUiDPUrEj6Sd5d1k8KoYmGI7QEST0RQ4RrHJIv6m8KrmPCCOVRyYCR8XxpO/kHmp1I2mPirmp\nsZWlmJOKe6meQ/V8GbtSbpxKuZBnyf9LhXIp8K/Ga2YVqk2poFSFvkqFkLERzldpvQXTNL0kBFIl\nqaGhgerq6intEXNTnFGi9QmdQ4ShzJP/6vhiQ5Tkt2mS33VX74EFIKqAdznFnFSFWM7vYGG2plEz\nPMxQdTUJxrgm93PO/+rD3hUGBZ56ZiemNY2ynhlk9RAxn8nO1Z2sXeeUTzMTCYb23JNarZeBfAV9\nWi2VgVE0y6Lv8MMZoZyW0S1E581zhGehQKamhnRjI+mmJsKdnaSbmtBNk7Hdd6ds+XK0aJSJPff0\n3qPss8/I1dSQbWhg2r33MuO22xibMYP6l17igJNPpu7ll7FSKdpvuomZt99OcsUKdF0ntm4d5UuX\nEty82ekHTQPTxDc66jHVNU1Dc1Vv2bGE+6MucBXD8ek6UXeHFgwl7CbTk0UTnpycwtOJFQqYrhmY\ny+WI2jZ+BZcJ4IQlyREOhUiAZ1ZEIhFay8unzINmt2oSOEIp4uIssosbk5OggOR6Po+h4H9YFn4l\nGy+Azy107DlKxsa8HT4QCKC74UbyXvr4uOdkMQwDfXIS3S5mmzVM0zO5LctyOGkjI96m4vP5CCje\nW9u2wc3b5jkB3DbIGGoTExRcD7LP5yNQKGAoDhXNsvC5ucbAEby2G5ojz9BGR71niHAtNQ/Vv2UD\n3JEH15tb7jiklTxnIlhUQSv3EFqF6mCQ9sq5InAkC6wIn4qKClpbWz1ahrRF1YZVJ5Z4OeU88aT+\nq5z9/zMamd+PT0ntYgAhdxcwgT5lF9VwTEkNp+iuBuTcyTtjxQpMXUfH5suB99nb73gQbWxe+Hge\n5kGzMPGzwWrHjMdp3w/eM76MDWRqath69NHU2T30Z8rZHm3Dt/90NNsmtmULI75KGjpXsr2zE8tt\nT6ivD822iWzZQs+JJ5JubASg4v33mZgzB9/kJLWPP85kWxt93/wmW84/n8n2dnqOP56Rffah55RT\nMEIh1l5+Oflkksn2doxYjM1nnUV87VoMd2dP19ZS+9RTVH70kfM+Q0PMuO02Wu+7z5m4hkH1P/7B\nzldf7QmgWE8PM37zG8/7V0ilaPnrX/G7rHnTNKlYsYLdL7zQMzmCg4Mcc+GF2K6JZ5smJ//618S6\nuryJ9IOnnmJ3d6x8Ph/Xj41xiTKWlwN3un8HAgFOMgz+sm2bh5Ht6fPxqiuQwamDuXZsjDpb8tRX\ncPdHH9He1eUtzJ1/9StqnnvOW3h1N91E7e23O3PFMKh+/HGaf/azokNh6VJmnHpq0YPZ08Psr3wF\nw62paNs2sw4/nMCGDZ5W1HLWWR7ZFKD+qquovPdeTygk776bql/+0jPFIy+8QMPZZ3sLLbBuHS1H\nHontelq1VIrpBx9MwC3UAdD8rW8R/PBDT3Oqv+gikk85DibTNKm47jqSN9zgtSnx8MNU/ehH3jPD\n771H83HHeRuXv7eX5n33BVeLVs1qVYhD0SMrAkg1/1RhJwJRPV8+SwYLab9kp1DNV5WrBsX0RuIo\nEGJrJBKhqanJK/snm638VrlwqobsOWMUL6Zt2140yz87/kdiLW2fz/GM2TY5YF0gwK7urj+K4/nS\ncdjfgqNBUTvTgEwwiGFZWIbhaGo+H3fPu5SL37gCgABZjvraJp5+cWce4XiOqXmTX576DDfetC99\nVJP72l4sO/98Hj9hmGXZXdgYnM3xp/Vy22N745uYoEyf4OrsT/nqNdXMuPVWgn192H4/G378Y2Ze\nfz2bLrkEI5tlmrvArECA9VddRdNdd2H7fKy75RayQPsf/8iWU07BrK8HF6jMZrOEczkKbl6ofD7P\nZF8foaoqb2CzmQxhXfeEKDjZbW3XpPT5nKpHo27+fclnpnJtoJg1QNd1J7NuKkXWxacACn19ZNzi\nFKZpog8PM+rzMTIywvj4ONbwMH3pNKl0mv7+fka7u+ncvp0Bl1Zh4GhkKaCqqorGhgamJZP4kkmP\nXzS4cSPvrl7ttXtWbS1WWRkbNmygvb2dvWfMwFdVRXt7O7vvvjt1kQhGIoEtCzSTQfP7nU1L152a\npLkclhtcbFkWxvg4uAH14tnUk8miWTc6ihmLeYtHHx/Hdomguq47rP9AAF0oA6ZJfnwc3DHSAcbH\nsdzc9+Bkc7HKy4tpdgYH0aqqPIHgGx+nEI9jifk7OgqxGJoInVzOsSFcgN4yTfTJSQpuYVrbtp1M\nuuXlRS1raAi9stJb4Co+qprfqomsUiXUWqcqtmcYTsEa0eJFM/Xmha5P1WB13cvyKs9TQ+SkpFsk\nEiGRSEzBv1TqyY7aIVqdaNtqimyVM/lvw8hswA4EKBxzjOMKd//XqJiVZTjmSn8gQE7TKG2lWMaW\nYeB384rFJiaIDg/z5aY1hEgDFiY+Xn11Gkn/MKuMeUT6+jhsy8MAvOM7kOp333XyNc0qp4c6RrIx\nWiY76Dz+eOy8xWQ2QLAmSOPzz5NpbydbXQ2FArnBQSYbG4ktX07DwoXk43GsQIDO009n5NBDGf7S\nl4ht3MguZ52F3tVFIRplj3PPpe6ZZ8hnMtS8+SaRdesYd805ESixurqp/CddR1cIipZlkXEHULhn\npmVRVlY2JaBa5X2pYLJt22iGQd5d/B4uUlExJUA96y52uW7S78dQCk3osRi2IlwLOEIsEomQTCaJ\nxmLgpmARDKUQj3vYXiAQIOWCxaFQiGQyiZ1IeFlAfT4fViwGCk1Ai0YxXI8YgBEIYCtpZAzDQKuo\nmGJq2YnEFEC94MbJelqJW31d+oFoFBTTqKBpaPF4kW6haeTd8fAwHfce0l+2W/Vd+sqMx51xFE0i\nHnecWPLcYBDbFZy2bYOuY7vPFKGkuxuCZxq6z1A1rFKemzxfDa5XzUL5e0c1B4QiAcVkjSo2Kvnw\nSgPmRRPLZrNessb6+npqa2s9rU1y/qv8OvF4imCUQ9qsYn4ezeX/IPvF/5Mg0zTN0DTtE03Tnt3h\n9+CkiHnlFWx3YoeApGVhUQTzLaA+lyNg254WZrpCzed+H5mcxAJCk5Noto2t68x99hkaI72AThub\nSJlhwqECawszsXSdI56+nYpEijdDhxIYG6N20SKCe7fQTzUALVs+INLby5DhgNPZPdupeO89hubO\nJTA4SP9hh7HTs88yeOihJJcswXJ30v5DDqHh739HT6UY3t/J1hXs62PWnXey7dBDMbJZ2m+5hdnX\nXcdIayt7XXYZ+59/PvWLF5PIZGi9/37qnnsOfdUq8rkcoYkJyiYn8bl4iExknyxsrVi1RzQ6AfsN\no5gRA4qFfmWyqRkKVKBc7qfu3lDU6FTAtxSf0HXdS0lcVlY2JUjZMJzoAQlaj0ajXmFeKTQhRFh5\nBw8LY8eaRemPep4sRNX0kvcqDY4XkxuKC1jFhFTAXj1UkqlqFpWacypjXTXxRIiUXqMKIhkz1Vkg\nwfulbVM3HlXjkbaphGHR2mXcBGCXe4inWuWjqc4etbScGu8pXLB0Ok11dTX19fVepmERuuJIEM+t\naGOSaFPGUPpH1cQ8B5j2r/P1w/+7RvYjYDVFK/BzhwaQSmG7JabAEUwiqDLg1UyUm2QNA59tY+o6\nNpANh4uxl+5E1C2L0NgYrYEOwKaJbfjI0zNezqeBPeg+4ACMgsmX9A94O3wIwzNnMmPhQsqqLXI4\nO0FT/2oann6anlaHwlnREMUKBgn39DBw6KFsOPJIQn192NEo47vtRnqnnfCNjVHx4Ydk6+tp/Otf\nyVVXk62uZnT+fLb89KeY8+fT/9Wvkm5sZPO3v02qvp51P/854Z4e8nV1WNXVDO2+O9PuvJPy7m6C\nbhzlvPPPp/appxyqQH8/c666itk33+wBz9VPP818F1+JRCJENm9m9rXXehNOS6dp+ctfYGjIm9Bl\ny5ez7w9/6BEgjb4+vnb22fhlFy4UOOGnPyU5OOgtwIueeoo5HR3OOGSzXLFlC2eMjnq74mWaxp/c\nDAZlZWXs3dvLgnffJRAIEI/H2Smf5+mVK6msrHQ8icEg/1i/nrZIhOnTp9PS0sJ1L79MW2+vJ7Db\nL7+cyhdfdOaLplF7yy3U3HGHpxk88USCSy8tlskLL11K6wknFBdeby/thxyC4S5QbJsZX/0qMZc2\nYpomLaefTuRNp+RNPp+n9pe/JPHXv3rPrLj3XuqvucZbhNHXX6fle9/zvvdv2MC0ww5zNlHbxkin\n2engg7HcAiW2bdN67LEEly/3NInaCy4g+vTTnvBJ/ud/krzlFk/ARR99lKoLL/RMreDSpTQd6yQz\n0HWd8PAw9XvtVeRjKpuO/Ki4EhQ9jmLWC8VCOFuiHVmW5XHQ1CzCqnBUN8fSAPGhoSEHWmhsnKL1\niXddDYOT54lQte1iOUKJ3ZTnyHuqXuFQKPS5zeVzcua/i5FpmtYE3A9cA/zEtu1vlHxfxMg0zclE\nVyigAe9Fo3wplSKnaQRsm7XBILOzWU+Q9YfD1KTTTIRCRDMZTMPwKihBEUczAwHOs+7kXvMsAC4I\n/ZE/Zi5Aw+KphY9y1LlncnP6Qn4duIZF9zzBQWefwVMHXcF3XvkVAJuM6bQVNvExu7MnH/PGjJOY\nvXOasg8+YNkTT5AvFNjl5z8nvGkT63//e8rffZfmu+4CIFtVRdc55zDtllvo/u532X7WWQS3bmW0\nupqK/n4mKyspuGl0MpkM0Y4OUq2tRCIRp5LSli30JhIk3QIYhbExcsPDaLW1zmLSNHwDA+RcDMYw\nDOy+Pqiu9iZqYWSEQGVlEQ/JZimYJqYryPR8nsCmTYy1tTltzmapWL+ewenTvZ05smYNXbW1TLgV\njYy1a+n0+RiYnGRwcJBwTw/bRkZYMzBAMBikweejLpFgorKS5uZmKgMBGm2b4bo6xzOZz5P9+GNW\n+f2sWrWKiooKvlpRwUBLCytXraK6uprDqqoYa2qiuqGBefPm0ZRKYdfXg2tmBfr7QdMwa2owDIPR\nUejv12lvd0NqcjkimzdT2HVXT4MMrliBudtunjYTWrOGzIwZ+NwspP516yi0tKC5tQ+CXV3O5lpZ\n6WRPHRmBVIpCc7PncfT19JBtb3cWWy6Hb9UqCvOLcQuBTz9lfOedPU3Ut3o1henTsVyKgrFxI2ZV\nFaYbkqVt347P78esqXHGcGCA0Pg4uWnTnPFNp/Ft3kx+9mxH4JgmobVrybmFVkS7E4EgGrlt21Pq\nCYgmI9qN4GSiTYkzQQp8aJpGMpmcwvWTZ4imLdfm83kSiQTRaNSjt6jeYjUiQDhgah0JmYdqMRNX\nXnjCTrJn2LZNJBLxKEMuOfb/d4zsJhyS9z8VlbauY+s6hZNPRisUIBqlgOPFBDxTMmaaZOWFgJp0\nmozP52QrxSkDly4xb4abm/HlcjSbDlu/JjpEX6aaKr0fG52PPq1m1cknsx/vkc4F2DjcwNYTT2Tu\n4ke8e1TTj+XzMYJDF2ha/wHa5CShnh7KP/yQcDjM9u9+l9D27cw57zx0JQB84OijGd9jDwrRKE1/\n/jM7/eIXhHt62Pv00yl7910008Qn5rHPhz1nDlEX1AUYqqoikUgU+VGRCJoSPK0ZBtnKyik4mggx\ncF3YLnjteYT8fvwuLqHrOqZhMDljhvc5HA4zvvPOTj+7k2pg2jQyrmlRKBQYqK0lr2AYA/E4E65H\nMhaLQU0N+YYGamtrnXzv5eUMVFd7oSmmptFbX4+u6yQSCSorK+msqcFwtThN01jl8zHpmhG6rpNq\nasJyTRhd1zFra73FDlBertHW5vS9YRj4IxFyc+ZMIQHn5s3zvtc0jdwuu2ArQHF+5kw09xl+vx+z\npQXbrWJlGAaFZJJsfX1RO4hEyO+0k6ddGYEA7LEHUATas/PnewH9hUKBzMyZFFzcTdM0CtOnoyUS\nHr/Obmgg4z4TwCorI9vSUhzfUAhz552LgsTvpzB/vtdG1fz33sudk6qgUE1J1ZxVBZP8XV1d7Qkx\nVSgBnrdQfsQTmUgkpqQPEtzLowlpxcpJou2pRGd1PqqQgGiM8k4qhvavFK7/Vjk4TdOOAfps2/5E\n07RD/tl5C0QdfPFFDjEMDk2lMIDdRovF4DSgsVDgsYYGvrN9u/d/0+8nqDgFgmrsl2EQ376dsaYm\navsHIAvz9+rl8Tf+FzdYP+Yn3Mrtt+7O3PuG+cozr+AbyNO7cANdvz2F2c+9CUPg9xfIHLIfkcWL\nPUEWjVtUvfYaufJyqp94gpF992V0110Z23VXIps303DvvW0hZAEAACAASURBVIztsQeWrpNcvJht\n55xD39FH03T//SRfew1jbIzRvfdm2s030/SnP9F11lkEu7sJbN9Oeu5cRg84gHxlJZGBASLubkhT\nk8ecNpTdVCaHio2oLmlZsCrGAkXQV1R7leCpYmEiBFTPk4o/yWSMRqOMjIxQVVVFKBQiFotRUVHh\npWmRUBUJGM7n8wwODjIxMUFdXR2WZXlgcVtbm+cNkzZCcZLLOwiWI3/L+5aCxqXMf9FQhMiqAsdq\nH6gEUzGtVM+dnK8KBhkHERLSttK/dzQeMg5q9lcZJ1nEMgYy7ioZVdWySp+l5gorxRHV9otwFM1J\nzhFtS2Ia1UgQ0YrKy8spcx0dKlVD+kPmjtxL5lbp+8k5ghcKcVsEu3hZ5X1ee+013nnnnX9JhoX/\nvka2P/BNTdM2Aw8BX9E07W+lJ10FLNA0rhoa4uDmZu//Edv2vJGThoEG7Dk+PsVjGSypxqPbNpam\nYfp86IUChXCYdFUV7Vkn8Hpv4xPqjV4+ZU/CpBjOJ/j7X2ay7ayTOZxXiCxdQay/n5EL/gM/Oab5\nuhg94AD0fJ7cvFnsynImTzwKbJvAyAjxTz9Fm5zE7/fTe9ppWD4fmm1T9vHH2H4//r4+6h57jKFj\nj8U2DPIVFWy86CK2/uAHZJqb0XM5xg48kK2XXIIVidBw9934MhkKsRj1Dz7I7qecQtuqVYR9Puoe\neIA9zziD5ocecjSbjg5ar7+ehj/9CcuyGB0YoP6ll2i+6y5vcgfWr6fZLVpr2zZaKkXt448TcPk2\ntm2T2LiRXa66yuk/XccYGmKvyy9Hc0OVzGyWo266ibhrXmiaxqmvvsqcgQFvkZzd2cl/gFeF+uRM\nhjO6urwsFjv39vLdxYu9GLtITw/XfvopyWTSMUE0jQVvv00SR3jGYjF+8s47NAwNeSzxlhtvJPHO\nO55pUbFwIVUPP+xN8LJ//INaN2ZU13V8y5dTe9FFgLNY+/rgzDObgaAnOM4+u4Xu7oC3iGsvv5zg\n0qXePSpuu42Yi1/5/X7iTzxB1Z/+5N0z8sEHVF9xRVE76uig7owzsEWgTE7ScOqpGC6PTNM0as8/\nH78b+G+aJsnf/IbI4sWeAK1YuJDE//7f3pyO/eMfJH//e1ezsnjwwXK2by+GJ1k9PVSddBK2a1qp\nWkkpo18VcvLOagoh1SMoAkgEotS6lP6X4r7xeJzp06d7adZVL6IaKC6bijgD1M1UTFgJlVIxPXVj\nku9kfAzD4KCDDuLKK6/k17/+NVdcccXnhJB6GAsWLPgvT9jRsWDBgtcWLFhw04IFC2656qqrlgL1\ntm1PSQx61VVXLViAy70PBLDicXQ30d2EeFRwilXoQEUux4TfT8CyKOg6PstisLKSSDrNeHk5gUyG\ngt9Pwe/Hb5qMtbRQtWYNnW3z+evIiVw98VPiO8e4c/sp3M4PeJZjWb2lll0rO/ld6hIOyCwmum4d\n2y+5hBf+avAd4wmO++Ba8uXlNLWZ/GD8eqxYhND27Q6zPJsltmwZwwcdRGr6dMYOPZTav/8dAP/I\nCENHHEHDwoVE16xh8OtfZ8O110JDA1ogQGrWLAaOOorcvHkUgNFDD2WyoYGRAw/EDoXo+/KXybS3\nM3rYYViBAJPz55OZOZPJtjbsmhry5eVkm5vJVVWRrakhHI1SaGykkEiQq6lx1PZQCCuRIOe65/Vg\nkHx5ObloFIR+EYlQiESYbHGSSNrBIDnLYri93VnwQNo06W1upoCz+CZNk62JBBl30meBjZrGsOvB\nCiYSpBIJ0pWVzoSOxcjG46Rcs6yrr4+hXI78zJlODGShQKSsjO76ejq2bnW4RvE4A01NRCsrqa+v\nJ+iacZaLkRmBAIXmZuzaWmeRhkKY5eVkGxzA3w6FKIRCmDNmuMCxRjAIs2ZlMAzd1QI15szJ4fO5\nVkEwiDlzJgUXotD8frLNzWjV1Y6w8vsxq6qwm5qcvvL7KZSXk582zenLcJhCKETBNc1twwDDIL/b\nbmhCt/D5yO+8M7gJBDEM8tOnY7ueXUvXMRsboa7OaUMwSCGRIN/czGefhTnnnFrefz/CV76SIh4H\nfD7nubvs4nj4FU2rVBsXAaCan+pnOVQPsWhmgrFJ7rp8Ps/MmTO9BIzCyFezWZRqY2r0iBexoXAc\n5Xt5nppLTjUtVRKs6tAwDIOrr76aBQsWXLUjmfT/TIjVNO1g4BLbtr9Z8n/vzoWddkLfuNEBc8fG\nWHXEEezy8ssMhUJUZDKfCxIfjcUoS6XoaWigoauL/sZGqru6vHMyZWUExsdJJ5OsTuzJPpte4h8c\nStn39+Cou37KcdoTvB48kvFMkMlAGcsKuzKt0AHA5p//nG89/CP22vwc93A2lks07f7e96i/914G\nv/51qp912CSpmTPZfuKJDB19NIZhsMsJJ+AbGsL2+1nz6KM03nYbVU88ga1pDBxzDEPf/jYjs2aB\nQpswTdPDBCQVsBoaogKrYuKogysueMEL5HxV3ZZJpbr4oZimBYqeJ4ltk8IjwsSWTJ+ZTMb7LdkL\nJL5T6g5K7USfz0ckEvHSGw8PD9PR0cHQ0BBtbW1MTEwwMDBAY2Mj8Xic7u5uQqEQlZWV6LpOQ0MD\n8+fP9zAXKKaGkbaLiai66kvNERVDUr1jKhdKpSOorHIByVWzW0wsj3Mm87hQLBQiySvls3qouJS0\nV8ZONf9UD9/f/lbBtddW8p//Oci3vjXh9YVKt1BNTbmfzAd5rnwuFXIqlUNMRvFaptNpxsfHvRjJ\nefPmfS65otrv8h5CgJbniNkoAk2C9YXpLymAvMgFJW+eOn6lZrAEn3+hxUds236jVIh535WXOxkf\n5s51/mFZ2MBOfX3kdZ2kK8SEU5YKBLCAcjemrba7m7xhUNXVxahboNMGxisr0W0bXy5Hy6ZPARjV\nE8x67u+c3fYU99tncF7mVrppIJIb41T7AfIYFAIBmm++merIGNuSc7B1Hd000SyLyOrVWMGgF+Ce\nq6rCNzLC6EEHeRkFek4+mXULF6JnMjTdeCPdZ53lmZxVixbRcMMN7HnEEcw+7zxab7uNsvffJ9nV\nRWzLFkKbNxN1BYNHblQ2EXVgZaKKp0ataqO63tUdWgW+xdRRMTKV51QKAMtzS3dCIblGIhFqa2sp\nKysjkUh4mJikcRFiq/CGJCwlmUwSi8U8cmRVVZWX7liuUXEXeWf1XVWMRSa7GrQNU7OxyrupNIRS\njEs2CrUvVcxR2qRqBPJ84HNCTtqn8sfU/lR/5J1UARwIBFi2LMRf/tLPt7418TlhLW0q9UJCkbEv\n5lkpJrWj9gpGqQo7mQNNLmYr7VQdB6pQEyGojosIMUnoKThbNBr1tDJ1/gsBVzaxUm+r2r//SuH6\nYoPGR0bAttEXLcLefXe0iQnQNIKffsqAElisA2traojkcvSUl2MB/ZWV6JbFqGs6jbjqOEBVRwfj\ndXUExseJMU6QDFk9QmzbNo49YiMhMnSEZ1Hv72N3YxlLrH14kaMwcjn0XI7pq19nPFTpCRINiKxf\nTyEep8olwFqBAL6xMVruuINdfvMb8i9+QvdRx5NtbKTz4oupeOklDE1j6NvfdoS1bbPlyivp+tnP\nKFu+nJoHH6TQ2EjijTeYedJJzPnOdwhs2UJ8yRJ2+f732e2oo6h87TV8hkFi/Xoa//AHKl97zdFI\nbJuq11+n9sUXi8Jm40YqnnrKG2QtkyH56qvewBdMk/gnn6C7ux1AcOtWmu+8s+ien5xklzvuwHLD\nSTTgSw88QNCNz/T7/RzxwQdMc3Efy7I4bPNmDkilKC8vJ5lMsmdPDwdu2kQsFiMYDNLY18cBb73l\nVaxOZjKcu2oVhmG4WTBCvP32d9H1MsrLy/H7/Rz95ptUjIx4wqfqb38jvnKlJwBiL7xA9IUXPA3o\nk0+i3H9/mSdwIl1d1N56qzcfJiZ0FiyoJZu1vUVZ+9vf4h8a8t4jeccdBD77zBMOsUceIfj6654Q\nDS9eTPTRRz0NNrh6NWV33OH1v9HXR+VvfoPuftZMk6orr8Ry3wPgD3+oYuvWogAsv/deQp9+6pFU\no889R3DRIsARvuEPPyR+//3ous5FF43R1pbnD3+o8LQRfypFxS9+gU+eqRUDvlXelhqeBsXAa9VR\nAlMruQuwLofP56OystLzRko/qs4gcULI99KOUpIuTI2VlMzEsompjg5xEEi7VZNV13WPqqESc3d0\n/Le8lv9Xh9/vCIzGRvj4Y4dQGImgK3QKCwi7L6P5/ehA0q0SHXK1tqbVq8lEowRTKTTbJlteTqyn\nhyhpMoQZnT4Le53G/Cfu44Svn8Ddr57FT/NXc432K17nUA7kbef+ts2d9vfRt9vkamvx9/WBrtP3\nrW+RjcfZ6YYbKFu+nLW33krFe+/RdMcd9JxzDrlfP8zHN2/nhHNz9B/1NUb32AMaGug+4wxsy2Lg\n29/GnD2boVmzsIHw2rXkWlvZfuaZjB9yCNV/+Qv5WbPIRqNsbW2l5u67Sc+ejZZKEdy61dEM3R07\nvHEjoS1bMMvLHYGTyxHr6EBzwVPTNIls24ZvYoKCaaLpOsFsluDICFnLoiC7VzCIqcQXFoBcLIbm\n9+OzLMx8nmw87hCPXXxkMhBg0p2UsVgMu6yMvFs4IhwOO7GDrpYTCAQIJBKYQ0OAu2sbBhNuqJKj\nmVmEw5P4fBpiDZvxOLpLvszn8xSiUUw3FYwz6CHy7uJ38lBBIlHMs2YEAliJhKep6rpNeXmBUMiH\nroNdKGAmkxT0YvJAO5Gg4C4827YphEJY0WjRvA+FnNAo1/wiHMZyaxDouo7t92NVVDh4mGWBbWNX\nVqKHQtiuRpxImAQCRY2ORAJcMqdhGBSiUWyryLQvhELoblaQmTNNurv9lJcrURaGAVVVTiYOppqa\nqhkJRa1LNV9VM1NMYVVblP6X/6npz1WvYigU8uAFVZOUEnISZylCSw6JzZTrVI1UQp/U2E0h6Ur4\nk1QjT6VSU7zFOzr+Z4LGQyFIJtEUeoWl65i6TsA0WTlzJrusW0dvMknt0BC5QIBgLsdELEZsYoKC\nYWAUCqQqKoi6Ag4gF4ngn5z0MDYzHMaXTtMTaaHN3MB5FQ9yf9+3ObPsIW5I/QArGMRIpzHjca9i\nkaXrZFpaCHV3s/L++5l72mno+TyFcJjOn/yE2ocfxgoGMeNxEm4VIzMWo//44+n5/vfB73cqqrvp\ndTz7Pp93nBzCUM7n0ZWdEYqDJ+p1qUkhBUpKMSI5BJiVCazmJxMTTPAe8UpJMV7BRtLpNJlMhpRL\niB0dHSWdTpPL5Tyw1+dywMQMVWsUGoZBJBLBNE3WrVtHf38/fr+fxsZGamtr+eijj4jH49S6wP34\n+Li3kyeTSdrb22lpafFyWgFTtAY137tqCqkTW/XOqTQSdeGrHjaVL6Wa3Oo9VRa6jJVq8ssiVwWD\ntE0F3OU71VxWx0d91j+jWahmqfquUAwbUlP7qHNL3kE1rWUzlPaqVJ1AIEB5eTnhcNjjgMmcLn0P\n6ftgMOgRaQXXUnFf6X9ps4qRqbGeMl7C5lfz6lmWJcVS/g1B4+IxSSTQtm/H1jQnA+ohh6BZFt0N\nTgGQitFRNCDual+m+8KxiQnnfNd+jw4PT2Hf5tSgXSDtUjxqM9s4z7qL+0ZO4Ez7bu6ePI1RM8b4\nPvs4ea/c+4LjyQt3dFCIxWi59VYGDj8cACOdpmrRIvpOOono6tVM7L675/HSs1lys2YRW7GC8jff\npOyVV6i9/34qH3uM8hdeoHzxYqIffoi/r8+bPEF34IRvZRWKCQVLiX87mvjA5/4nk0EFg2XnlUOd\ngKKdqAtCJo+cFwwGicfjXnk3SagnAeEiyIQIqhYSKRQKHg0j4WpMIoxEUEORwyYLTMWsSt9Rxa5k\nwcriLGJa+ucWm7y7el+1D0tBc9VbVtrX8lnGp9SZoLZFPpcKS/VcwZBUM0sdQ/X5qlAr9eTJoZqd\nKkam4k2q9qYmU1RNQnm+aMLqPX2KNivtUJN1SniTiuGpZqi8txcu5wo51Xkg76k6BGReSb/8s+OL\nzUfmqs22z4c1bx64GQz0d96hsN9+tHR2kjEMGnt7MQ2D6OQkpmEQVqpVm4EAfoUMO+FiZZZhEBgd\nJVtV5YUsRTo6SDc1oVkWl5vXksnqGPXl5PI6dzf9jLIlS8hMm+Ykd4zFnOvyebKNjeTq6yl/7z3S\n06c7rm5Nww4EGDnuOAaOO47ahx6i57zzyFVVka+spPGaa2i79FLafvxj2q+6iuQLL5BrbKT+hhto\nvfhi2n7yEwfgNE3Kn3iC9gsvBNczZKRSNF9/PZqLTZFOk3z6aWKfOo4LTdMIbN1KxbJlxUWYyxFZ\ntsybSJZlEe7o8EBe27YJDA7iV7QIo7+fuuef984nm6XtmWewlHJhs199laCbxyscDrP3unVUplLE\n43GCwSDzenpoc3P6BwIBGru7adu40RPAZYODtLz3HplMxgGBs1mO2LjRE3CmabN27ZEUCk4G2Vgs\nxpdWrSLqekwLhQLlr75KsKPDW1RLl4b5+ONiRZ5Nm0K88krM07gGB308+miZN8m7u/08/XTU8wCa\nZoEHHyxnYqKoQUWefBK/krI78tZb+Nz+1DSN4MqVRNQak11dRJ5+2rten5gg7tZMwJ1v8Xvu8The\nmqbx8MNxBgaKzoPwokXo69Z5CzXw7rv43n+/SE5eu5bIyy8XKwT19BB9pBh5oqXTRO++G30HQlje\ntVQDUzUc1fGhanFq2m/R1uVcz/RWvN2SpEAVNlAs/6YKG9XJImalel/VYSLam1r6sPTZIkD/vVWU\nMhnyp5+O3tWF/eUvw/i48xuwW1ud1D6GwUQ4TFaqD7sv0e+aIkP19djA+gMPdASMz0emvJyJ+noC\n4+P0778/tt/PZHMzej5Pavp0ABro5kzuY2H30bysHc5FQ78D2yZfXY1WKDByxBFkm5qcXGk+H1tu\nvZVcTQ1Nd99N3ymnsOXaa4ktXUrD73+PHQjQc+GFDJx0Ej0XXsiGBx9k25VX8tmiRfS5ZNnMjBlM\n7L8/6x591OGNzZtHtKuLOaefTstVVxFdupRAdzf+/n5mnn021X//O4mXXkKfmKDuL3+h+tFHCbs1\nAqKffkrj9deTcIvSauk09ffcQ+Wzz3qDHF++nPpHHsF2d85AOk3Nc885GKI78QPj48RWry56yiYn\nSa5ahSG7vG1T39FBxMW8DMNg2sAANZaT8aKsrIzW8XFq02nPy1g9Nkbd4KC3WBOTk1Rt3kwul8M0\nTcqBGT09BFxN0eeL0Nvbjq6HPQ2tcetWgm5Fo3Q6TXj9egy34AlAR0eAjRuLPKPeXh+bNkU8bWRo\nyGDlypC3cOrqshxwQFZJ+Gfz4YchUqmiJuRfvhyjr69o/qxbh6+721so/s5OAlu2FEvJ9ffjdx0Q\nuq7D6CjBjz7CFm9vLkdw6VJQUpgvWxZkfLyYSse3Zg3+gQFPWAaUZ/h8PgL9/QTWri2C+GNjBNzN\ny7ZttGyWwMcfF50zJaa1qkWJkPM84hS1rR1pjDC1RoD6W3Aq2UjEkpBD+l2EnGjpKulVBJKqZUrw\nt2riiwUhQk79rQrMUipM6fGFY2S23489fTo0NqK98QaaaVKYPx9teBitsxPNtklFIoTSaadSNNDT\n1ERsdBQrECA+NMTWvfaietMmMuXlJDdu5LOTT2bWww9TCAYdE/Wb36TuuecwcjmwbSZ22YXYypVs\n8s1gVmENV+33d654/7to7sBM7L03oQ0b6Pz1r2n78Y+xdZ3+732P9K67Mu2iiyjEYmy58UZCa9fS\ncOON9J98MtUPPUQhFmN8//0ZO+ggxg44ANzc9IEtWzD6+kjvvbcz+LZNqLMT2zQxxsbwTUygjYyQ\nb2mh6oEHsPx+Ms3NTMyZQ8pNA1SKj0HRna9iZPJZVH+VdiGf5TdMTV9jWZbHFxLXuOBjmqYx6ZZk\nKxQKXlyktE1+AoGAZ2ICHmC7fft2Ojs70TSNRCLBtGnTSKfTrF27ltraWurr67Esi1QqRTqdJpVK\nkUgkaG5uZtasWV4cqmomiYahesvEu+phj24/yDXqYlDDaTxh4WJJos14edqsYvFf1dRWzVLpZ1m0\nKq9MroWpAkQVIqL1qNQH0TTEnFPfDaaGQclYqBqOPE9tq9oW+V6dI+LFVgWSUCCi0ainTatxklIt\nXHUOCNVCxkX6XB0TaY/lbo7Sb2oYlgSFB4NBD1NT+020t39bYkWruRktn0fr7kZ/7TUsNwuDsWwZ\n+tat4Kb2ibr50zumT0cD+puaiI+P07HLLuiu1hYZHKTXzTxQuWoV2XicienTnXJtw8OgaUzMnAm2\njRkIgKZRvWuMk7WHue2zY0mHE167IsuWoU1OUvbWWwwdcwyW30/1PfdQqKgg19CAMTFB+7nnEtq4\nkdGDDyb5zDMMHnccxsQE5S+/TMuVV9J62WX43PzqmZoabDerArj1BurqyDY1MTFvHmMHHMDYMceQ\nnj+fzuuvp/O3v6X/3HNJ7b//FFxCxXdEzVaBfJmMatYDFV+QCaAC16onSTAyKBJDfT4fsVjMm1yC\niYkpItgYMCWuUvAxEXhCnlXjKNXcVtI2meyinYnZIO8tbVPzjEExJKfU9FBBZxVHKgXpVc1F3QTk\neSK4JC+XCDlVOKiajHp/td2yOFUBqF6nmlZqXC1Mrd5UisnJPdR3l3uKJqa2qRSHVIWCzA9V2KkY\nqmhKsnHJ+WrlJyjmSxNsVOatKhxV4rbAD3J/ycCiCjx14xbTU50b/+z4Yk1LN8e9NjqK7fNhKFwQ\n4V7ZmkYhHGbdrrtSMThIzu9n9iefsHXOHGYsW0YmFqPx448Zb2xkpxdfZKKxkaoVK0hNm0bZmjXk\nysupff11+r/2NSIbN2KFw1R8/DHDX/0q0c8+47L47fQNhbj9y3d5z9ZyOax4nOTjj5OeMwc7GKRQ\nXk7jFVfQ/4MfeOeFly9n6JBDyNfWEvnkE8YOPrjYcZOTVD78MO3nnsvcgw6i5qabqPnTn2i+9FJm\nffvbzDzmGPzuAIU3baL25pudDCA4RScqnngCXZmEvvXr8XV3Fz08hQLR3t4pJELfwIBzvZgL4+NT\nJ2Q26/D2RCWfnKRs+XInK4Vpks9kqPzooykCrXHVKky3cpLf76etq4sKw/AqI9X09hIfGfHY/OWj\no9T093sCLpRKUbVxY9F8siwaP/uMfD5PLBajtraWrq55+P2OKz0UCjGzq4tyhZQZXr0aXMeIZTmF\nbbu6wt7CHBgwWLEi6PWVnskQfv99JRTGz3vvJbwNAeDdd8Ok08VFFPrkEwy3IImu67ByJYHeXsAV\nBlu3Eli/vugIGB0l4MZmapqGXigQeecdRUvVeeutCJZVNN1C776L4QpCgMCyZU4kiPsevk2b0Ddt\nKgrK/n6Cq1Z5bfRns/jefttrUz5vsXhx0BMG8v4wNWoDmOJF3RG5VwX7VY+nnK86UqRQjG3bXqJE\nFWNTtXO5X6lTQYqGiKkpGpecL7w0NZeZaj5LH0hV838v2O8G0AIwezb2qlXY1U52VvP889HGxihc\nfDFGOs1oQwOJkRE65swhkM0yMHs2kdFRBtva8OVy9O+0E4HJSXJuptlMTQ2aZZGtq0OzLCanTUOz\nbSZmzQJg4MgjsXWd1hkmD3AqBx02jhUKYQUC2KEQm2++Gdvvp+H660nttx+dv/oV/oEBIp98Qr6m\nBrO8nGBPD9Yuu9B58830n3sundddR2bWLAb/4z8wa2oIL19OdOlS9EwG/8gI6YMOQvP7CbomFrZN\n8uWXmX7KKdTcdx+hVavAtmn63e9o/u1vqXzmGfy2TfWddzLrpJNIPumUtg2tWMHsU06h/qabHK0g\nm6X+lluY/stfejyk2LJlTP/FLyi4ZEMjlaLlzjsJuPGspmkS2bqV1nvv9SZwdHKSXe67j7BoJbbN\nno8/ToV7jWVZ7P3WW9Rv3epVRZrzwQdMX7/e81S2rFjB9Hfe8TyZyc2bmbNokccpig8Pc/Sbb5Io\nK6OmpoaamnYWLTqYXC7uYR37vvQS9WNjxQSEjz1G6IMPvKnywgtlvPhizNOKliwJ88gjjvZu2zaB\ntWup+OMfPU1jcNDguusqyWQ0V8OzuPbaJD09RUpC4s9/Jrhypbdgyp98kvAbb3hAc+T114k/+aSn\nzYWWLydx772e4PN3dlJxww3obhsmJix+//sKRkaKDPjy22/Hv3atJ7hiCxcSXrrU00Jjzz9P7KWX\nPIEd+uADYn9zci1omoa2Zg2J227zNq6xsSBXX11OPj81hY+maR74LpprKaVH1YJV7Uy9RhVuqhYq\nfC5VW5RzJVJiR9ibaN9CbBWvZClkYNs2ITdPnGjy0i5Vq5V+LTW3d3R84RiZefjhGJ99hrXnnuhP\nPYV1+OEwNobm88Hy5WjxONbcuWQ3bqQwMEBkfJz+adPwWxbx3l786TQjLS0YlkWZW91ndKedCA0O\nEhwedkKbxMQcHcU3Pk6mpQUzkcBIpQhv3Eh65kw022bsoIOoveceCrEYEwcdRKGsjOTDTl7/9M47\nM3HwwVTfdReDp55K/1lnMe3HP8bX08Pmhx5ysrtaFsHeXqfTGxqczu7rI/Hyy2j5PIOnn+5oO/39\nxJYsIdDVRdkzz1CoqMCsqGDw1FOJLl1KzZ//TKa9nZFjj2XwxBPRh4bQCgWsQACzrg7dHVzN5/Oo\nJyrO4/bvFOBUVfvls1wnpqXwzgqFgqfmS8ZPMQdk0anmmExEqV0phyyubdu2sWnTJm9X9/l8TJs2\njcbGRrLZLKlUyouZAzzhEQqFCIfD1NTUEIvFPG6aLBKPZe9WRpL3VqkLpURJdeHtCKNScSwxx1SM\nqZQ/Ju8pz5TvVcHwzxa2eg8VAoCiQFLvqY6r2ma5l2oaS9+ooL9cr6Y+VwVg6b1UoafrOrFYjFjM\n2UBUfqLcR+aMEGllY8rlcp5gKn1niTwoxTJLx0lMX+dScQAAIABJREFUUbWdqkYnVsS/BSOz583D\nWLIE8/jj0RctwjrqKIxXX8Xad1/0t9+Gww9H6+qCbJbIhg0MtbdjFAqUDQ5S2dHBaH09GlC2fTtl\n27Y5Ad5AYsMGAsPDDtgPRDdtItzZSbaxEc228Y2NEV++3GFS+3zYhkF4/XqssjLG99sPKxQi8fzz\nTO61l5O9FvBv344VDpNrbKRs0SIIBum8/XZsv5/mCy5Ac+somg0NFGprqb3lFqaddhq1d9yBZppk\n29rw9fc7Qq6mhuFvfIP+Cy5gwwsvsOmBB+i84w5ybW1kdtqJNa+/zronn6TvjDOwIhGslhby06aR\nq6lxBjgaxY5EMHdAhC3FQ+DzZFEVk5EdVOX0qLumYGWG4WS3kABwMQVU3phwx1Qvl+ykKj5VXl5O\nXV0dcbcISSnOIaaMLDg1BlT9Uc+V58g7qtysUmBZrlU9caWCAficpqIKoB21RTXtREPYEV1BFRAq\nOK4+p9SzqI5dqTBU21iK+akCqfR7uV+pliPtFM1M3k80H5kf+XzeA/zFESF/iwAXTFESIchnwWYF\nB1PjiEXLUjmBaj+ooU/ilPpXONkXC/bvuy+Mj2M8+aST6rquDiwL3113YdfWepPBWLwYq66OcnfH\njoyOkg8GCbpFBwzTxDIMLNlddJ3ROXM8LyS2TaahgeCWLQD4h4fJJxKEtmxBN02ia9YwsdtuVN99\nN1ouh29ggGx7OzU33sj4gQdiaxq+0VFyLS30X3wx/pERph9/PEY6zZY77iCwfTvNl12G5XaobRhs\nv/BHTO62GxWPPkrd9dfTeMUVXuiOaCbehM5kSDz+OOmqKsaOOgqzspLImjVo7iSxbRtjeNgrEFso\nOKXzjImJKYtUN6dWtbYV0FbTNOwSLEGzLMIuriZAdsTNMS8ahsQ8SjhI2egoum17QiyWThMFDxMz\nMhm0wUEP37CyWbTt29G0IuG3VdNobm6moqKCyspKGlz8RsD/UF8fPvezaZoEBgdB8VaNjGiMjTkL\nPZ/PMzFhMTDg8/q2UIBt24rgv23bbN061VvZ2VncBEzTZNs2jVzOKmqeQ0No4+PeAtJTKejvd+aX\nZTlFc3p6pphm+ubNUwRYwIUQPPNz+3YH95VF2d2NrggLe3gYRkaKxV0yGfS+Pq9Ntq3R2VmsxF0o\nFNi2zTdlkcuhOlHU6AdV61K1qVJhCkXBLEJRzjVNk7RbEFnmm5prTMZazNtCyTwUDpmaRFEOeTfh\npomXUoSgcM+kj0TwqSm0d3R8oYLMWLUKe/Zs9E2boLoa/fnnsdrb0bJZSKcxFi3yynzpPT0kFOBT\ns23Kenu96IBtBx6IL5ejd7/90C2L3mOOQcvnSbW2ogFdp57q1Cp0DysaxTc25n0Or1+Pls8T6ujA\nrK5m8LvfxTc0hBWJMPCjHzG51140/OIXZGbOJDN7Nv7ubtqPOYaqhx+mZ8ECMnPn4gsGsSyb+++v\n5j9Oa6PrB5fS89OfApBrbfXSMxuGwe9+V8Prr8VIPvUUM44+mobf/pbIxo34JydpuPZapp96KvEl\nS5wF3tdH+5lnUvX4406/AY3XXkvDjTc6EwdIPvkk7T/8Ibor1CLr1zPjgguwXQa0nk7TfMMN6ApX\nKr5sGbte4pTXNQyD6PAwh1x0EbpkRNU0jvzlL6keGPB2yANvu4321as9zWzPBx9kxssvO++Yy9H2\n9NPMXbjQe0blO+/wzQce8PhXuxQKHHv11cTjcUeLy+fZ77zzCLuB6LZt8/UbbqCpsxNwFuTM666j\nQiHu3nlnkj//Oel5rZ59NsEvfuFQXTRN48MPQ5x5Zq0n4Lu7DY4+ulFqdJDPFzj22Do2bgx4i/UH\nP6hh8WKH4uH3+ym/+mriDz7o3SP+179S8fvfe20Mv/oqVRdc4D0zuG4dNccdh4a70UxMUHvEEdDf\n711TedJJBD780PucvPxy4m7yRk3TqLj9dsruuMNb8LHHHiN5xRWekH/3XT+nnVbptamnx8/hh9eQ\nzU71nKrar7yPinmpAg2KoL54dlXNR4SFaOFqlgoRVML1knZJumx5roy9GmepVlTyCNsKEVeulTbI\nHJW04P+3xxeOkRVOOQXjwQe9/1uHHYb+2muAW5SksRFt2zbsqirIZLAti/FkEjMQIDAxgRWLkYvH\nCYyPY7kvrwP4/ZgVFcTXriVfUwOaxv9H3JnH2VFV+/5bVWfuc3oe0pk6MyExgQREUES5Ak5wFRkU\nBLwMBkQZFCMgoEFIkElBRGQSUMQQEhITSFAEAhgSA4TMIfM8dHpID6f7jFX1/qhau/Y5BO773Hd5\n1ufTn+4+p2rXHtZee63fmvpGj6bxr38l29KCk0zSN2ECDTNnYrguxZoa+seOJbV0KQZQqK+n59RT\nqZ01i91z5pAZMoRh552HUShwYMYMhpx/vhfgbll0nnUO806axuRPwy23DODFF6u4/PJ2fvCDNkIh\ng8oXXiAzfjz5YcMwDIPdu0N88Ysjmf7jjVw45GWsjg7M9na6//M/sTo7ie7bB9ksuSOPJN/UROO9\n9+LG46SPOYbeU04h8d57RLZuJTd8OJnJk73ixm1tKpDZBYxiEdeyvBAuzataiEKpTfk8jm86z2az\nuPk8BQKpznIcTB/3KhaLWI5DyA/FCoVCUChQ9IkvEolQLBSIhcOYvrVpz5497N2xg3QuR8KvlHTk\nyJGk6uqUj1o+naajtzdQUzIZLH/jxONxktEokYoKlXnUcUzCYR1klmo6epiTgWUFKlF/fwHDCHzD\nikWDWEzL2V+AaFTDflwX23FUUkQLsN2gHKHjOIRcF3yaAzBs25tzUf/K/qdQwPLdEFzXhUIBQyuy\n4eTzYFnqnYVCgTBgRAKGm8l4gefSh0LBIBotDZfSpSod25NL4AT9O11tLVevJb5SGFUsFlOB4OBJ\n45KFQocFdIlLLJiFQqEERwXo6+sjmUySzWYVpiZYal6T1gWH0y/ps6p78G/ByAwDY9Wq4IOaGoy1\na1XBV+Nzn4P2dpxbbsFob6d40UUY+Tz7L72Uum3baD3xRKq2bWP/5z9P1bZtHPzkJ6ndtInWE06g\net06Ok44gUhHB+mJE0muW0d63DjcUIj+8eOpWLuW7JgxuKEQuaYmQocO0T5lCoXmZgDC7e3UPP88\nxfp6mi+/HCsc5sDvfofV3k7tY4/R66fnMWybP7x/Mg/81OI7p8R49e9xHvrOi9zwuZeJ57xQqr6v\nfY38sGFKrZk9u4aKCocvfsug95RT6P7Wt2j/3vcoDh5M/qij6P3yl+k980wyo0dDTQ37pk1j79Sp\nHPr85zEMg/5Jk+g591z6Jk3Ccb3isXZjI05lJQj2EQp5NUGd0kR0UKZKhEKKaYXDYcW05DK0tC3J\nZJKonz9MzOKyMaW9cCQCvn+Z63rmebTYy4aGBqKplDrdI5EIydpaVeTCNE0Sfk4zAfgt/1mQjVka\nf2dZBuFwaY0CcfQWcNuyvGrXYrgIhQKc0LPCBZkwAIo+E1NguGGApr6ZpqkYjHKa1ebXsizwMR7B\nH01NmpDndYzMjEQwNcOAZVle0gH/vR5zCBh4sVgkGg3mQQ8lEiYl86ZLTECJVVPak/nVf4vUK2p+\nNBol46dLF3/BfD6vapvK/OqQh/RBsCxZh/KYUoFcgBLjj+4YCyifNGHG4srxUdfHy8jOOw9j40bs\ns87CtSycs8/GaG3Fvece3Koqii0tGNks7NyJM2gQoY4OsCxG/eMfdA8bRnLrVgqJBCNnzeLQuHE0\nvfsu2fp6hs2fT9eRR9K8YAG948ZRt2gR3Z/8JAOfeYaOM86g+h//oOf442nyw40ira1kR42i+c47\nab3pJtU/u7qazgsuINTayrAvfAGrq4sD99xD8pVXsGtr6TnrLP514W38fPUFrOoZxd7OJMsKx3LF\nU6fTNH06RdfF8GPwap55xj9l4fnZlZw1aR3xeHBKxnbtKgFgLS1XFkA4FCLsuiWgt6EBw5ZlKfwF\n+AAR6YSp4zhGMSh4USgUsBwvi4BgXBH/pJdg9jAownYcB1sruOq6LiHDIOZ/n81m6e3p8RJmui4V\nvlRl+UYGKc6b9JmWSGC2HZzAHiMI/Jw8bMSgWCwL+HZK6zfiMwgFlPtgtKhIYH3gfl09c5yyIiKO\no9R2BZbbQfYQy7IwfUBfVDvs0vz05gcMFmbJBnS8oA/1jDenpetVLAb3e/5/8mxp1EG5GqmD/YJF\nyv26VKZLZmLoSSaTCvfK5XKKaUl7ulVULIvSJ5kfkcQEJxUJStYcAlVWMFpRT0XiExxWGCl4zFRi\ncj/q+ngTK+7fj3PaaTjjx+OceSbG66/jnHsu7vz52BdeiDV/PsVLLsGYOxfni1+E55+neMEFhJYs\noWPkSAasWkXrMcdQsX8/2bo6qjdsoOPoo4keOkSmoYHK99+nd/JkQj099Bx9NPEdOyg0NuJGo7Sf\neSaRAwc8hnTSSXRceCGxjRsJHzhArqWF9EknEW5tpdjcTPfZZxNqa2PQOeeQWLqUzvPPJ7R5M3uv\nuY7LV19HBs9BsMuoYV7F+SrYvPE3v2HUyScz4LbbqP3jHzE7O1l27Wu0d4a5dsXlGD09GIZB1TPP\nMOSKK4isXw9AaM8ehl5yCRWvveYRmm0z4MYbqZo/XxFa5aJFDPjtbxWDimzfzsAZM4LJTacZdOed\nuD6lm4ZBw5/+hOXH9jmOQ/Ltt5l08cWKOVb19PAf556LnU6rUKNTL7iAqn37FG7xyR/+kIalSwHv\nRPzEffcx/LnnlPVyxJw5jLnnHgqFAp2dnYxYvZrzH36YWCxGTU0N1bt20XLSSQqXiRWLtEycSNg3\nKhiGwfe+9zk2bmxQTHjq1DHMn1+r3nnXXQ3cfbeHidm2TeVf/kLzVVcpySa+bBkDv/IV9Xxo/36G\nHXssMVeyMrgcfXQz27YFBoH6M88k4ieq9N5ZzUMPpdRGTD34INVTp3p0axjEX3yRunPOUc9b69cz\n8LjjSud/3DjPaOAfKI2f+xzW0qVqDb/znWqeey6l2rjttkruuKNSMcI//znJlCk1alzLlsU45ZQG\nBXTv2eMyfnwz+XyQ7UTmqBwL0xmVHnytJ0fUD0n5TFcJIQD79TA46b+48pRLiKJaioUxn8/T7xfu\nkTA4KcYrEqKA/YByepVndUumSG0CS3wor/m4MbLC2rWErrgC57OfxbrjDvILFmDddRdUVmIuXIj7\n29/CQw9h7NoFxSL84Adw331g2xQqKzk0ZgxNfh6wrF+Mo8pnCJnmZpxkksS2bbimSd/48UQPHMAo\nFikMGEBmxAiqFi+m97OfpePqq6l/7DFSf/sbu554gszYsQyaOpWKpUvZtWgRTVOnUvHmm94kDxlC\nYfBg7ln7NX7eez2NDQXOPbeHb5x1iJbwAQZ8//u0X301sR07iK5fT/T997Grq+m48kouvOV4MmmH\nl4+/jv0//zmJVasYMmUKhm3Tet11dF5yCUMuu4zk0qX0nHYae375S2pnzSK0cyfp448n/R//QXTv\nXlIvvEDmiCPo/exnAUj985/YqRR9EyZguy7RAwcw83mygwbhWhZGoQBdXRSqqrzU4a5LIZ8ncuAA\nmcZGwM/yuWcPhcGDg/i11layAwYE+Eh7O7maGvCJLtzV5SUA9CWqSD5PxHHoNE127dpFX0cH4Z4e\nQi0tjBo1ioEDB5I8eJDcoEGBm8b27fQ0NtLe3k4ul+PAgSgDBuQJhSzf8bOCmhqHWMyT1Pr7I4RC\nFpWVvvTZ308kl8P263q6jkN43z5cKQxiGIR27/YK8PqSxs6dIVpaAn+ryMGDOE1NGD7w3NYGiYRB\nRYWv8vT1QT5PsabGkxwyGcJdXeT9IsGu42Ds3o07dKgK1wnt2OEZr4TB7NmDPWiQUv/37/dqcsZi\nHpPp6HABh7o6T8Lp7XXo7VW1SDAMk927YciQQOrescOkpaU0hbbOtOwyKVEH9UXV0/3eILAchkIh\n6uvrSzJQCHalg/4SRC6MTfBSPcwqGo2WpO8RKUsPidMtmRD4B8q7hF7E19HyI0wymYx3uHxErOXH\nysjsykr4r//CaG+H2bMxWlpwR43Cqa3F+vOfcY480gPUhw/HXLQIt6rKU58aGzG3bPGwtHweNxRS\nrgcAdiTiBYj7V27AAM8LPxzGsG2yo0YR37SJzKhRRPbuJTd2LJFdu9h3550MvO460iedxKHvf59i\nKsXw00+n/4QT6P761xkyZQoA6S98gTe+cSu/vTrNZfbDfLlmCX3fOZ/uCy6gUFGBkc1iRKM4Gk5A\nocCOPTG++KWR3HHHfr7+9W6ie/dS/8tfkpk8md7Pf57C8OFUzp5N1YIFHLrgAnpPPhnT993RgXoI\nCPNwJ265aK/mRQsYl/bEr0d++2ujQFsR//UwGL0fOhYj6mixWKStrY09e/aQyWSIxWIMHz6cgQMH\nqjxk0rb4H0mBix4/TEiIX1dZdNAXSkNZ9KtcnZbPytVr2bC6v5UuYejOoHpbul9eedv62mi0XqIy\n6a4R8rkwP3m3zL+0p79bV5nlfh1S0H+XY156Bgodm9LHKf2VVE16/VSZK53edF85fW71cesFdgBl\nyXQcR6W6FgfbbDarEifq4xFpUuhBnx8vU/C/iZE58bhXmuyyyzDvuw83lcLo7SV/2WVE/JqMAPZX\nvoK1cKG3IOC5bLz/vldyCy/zazid9sKSbNsLCerrI19Tg11dTbitjZBfsKRQV4eZTmOJF3lNDVZP\nD6Zt48TjdH3ta9TOnElu1CgOXncdRn8/g6+7jj333UfDAw+QmzCBynnz2Hbv70ge2kfj7bd7faip\noTB4MMUBA7wyX01NdF5/PUXDANsmvHs3v5zzSWbNquaNN7YSK/ZCIhEkgiwUsE2T6IEDXkkwx/GM\nIUYpuKsTir5hdB8eKCVgIbDyIGghKh07kbZ0ZiAbtXwD65sQAhC2t7eXHTt20N/fj+u6pFIpRowY\nQUNDA4lEosQbWzZlPp+np6eHnp4e9X69AEk5Q9M3VXksn3yuB9aXz5fO9OVZeUbfqMoHr0xakTZ0\nNUe+17EmGWt5e2I51OdSpA593XQsS19Xeb+sl95PWbPyZ3SpTfqpJxvQ2wyHw1RUVJQwnMCQEqiA\nIrkJJqpLTbpUqGd0lWdkPYRhybv6+voULiuFgUO+UUrakbFIKm3g35ch1shkoFhU1h6jtxcUGOtd\nrmlCf7/ysHeOOQYiEZxJk7xMFt/7HnZDA9umTCF28CD7zjzTS7Pzgx8QOXSI1rPOwonHyfiZNfZe\neSXFmhrVfv/EiRSbmnDiccxMhppZs8gPHkyhuZnBV15JdOdOer/wBVJLltB9wQW03nknvV/9Kg2L\nF9F9/vlkjzwSJxKhMHIkB2++mejWraReeonYpk2etW7HDlouvJCa2+7k+eer+PpX2xn42AMMP/dc\nTN/UH2prY/C11xJrbYWWFi8P2M9/TtTPP1YsFkkuXEj1K6+ozRPbvZva2bMDsDmXo+G55wKwFqie\nP99zMPaJpvLddwlp+chqNm3iqKlTlUQV7ezkmEsvJaR54h87ZQrRPXsU4Yy/+WZq33tP9WPUQw/R\n/OKLygeoYdYshjz4oLeehsHIrVv56pNPqkrkkR07aPjqV7H8jef09lJ38slk9+xROMfRP/oRCR8e\nCIfD3HprC6+9VqOYwu9/X8/jj9cpkHn+/CQ33+xV0XIchxUrLM47r175UB04YPClLw0gkxH3AvjS\nlxrZtStggFOm1PP660EI1PTptTzzTIWaz6eeqmD69KCadsUbbyg/MsuyiOzYQdPppwcWyP5+Bpx2\nGvjFjC3LouGsswj5axoKhfjhDytZsCAo4/fgg1X87ncpxfAWLkwxdWq1YkgrVkQ577x6xfBaWw1O\nOaWBbLY0U2w5I9Z/5F26NCr90yXdVCpFZWWlYvS6hKhjaXJ4yfv7+/sVvUlOflFFRbpT+1/rnx7u\npHv0BznkgoIllmWpkCdAFS35qOt/VKD3/+aSAr3Oz36G29CA9be/AVC86CKcESMwN27E6Okh/+CD\nOMccg/Od72C+8ALGRReR/9GPsM84g9C8ebhjxpB/9ln2h8NUvfkmhmmy5v77yU6cSNWyZcR37WL7\nHXfQft55xNevp3L5cjbOnElq+XKyI0YQ272brfPnE9u8mejWrQB0n3MOvaefTtX8+VT8618URo7k\nwC230HzDDUS2baP9xhvpPeMMjEKB/IQJFEeM4MDUqbjDh9N55plYhQI9Z5xBdOlSmm+4gVB7O/O6\nT+XPHafzmy/8mabuLdi1tV6ankiEgddeS/KNNyjW1dE3aRKpuXNpfPBBwh0d9H7xi1SsW0dq0SLy\nI0eSGz4cK5Oh5tlnyTU0kB8zRm0s1zTJjhgBhkGktZVQby+5wYO9qu22TbitjVxdnVeizjDIRqNk\nBg4k19zshZNYFtlBg+gbPBjLJ6DMgAH0Dh/uxb4Cmdpa0qNHexXdTZNiQwPpYcMw/GrT3bEYO2Ix\nDoW8Em9VLS0kJ08mOnKkF+JSUYEzYgT2sGHeaey6FIcMgQkTlFWqr66O3tGjMX2DQ2OjzZFHFojF\nPBWoocFh5MgcVVWeNNHQAMOHF2hq8jZ4VRUMGZJn0KCCj524DB1a4IgjAmmmpaXA2LFFwmFv8w4Y\n4DBhQh7xPmlstBk71iaZ9N5ZV2czcmQBzyXRIJ9M4oweTbHJc7wtRqM4o0Zht7R4myoSwR48mMK4\ncYoJFFtayIwYgelvwgEDHMaOzVNRgRrXqFEFamo8JlRb6zJqVJHGRm/D1ta6DB5cYNgw15d0TYYM\nsRk5Ml8iyZWrk8KsdalUJKVyid+yLCorK0ukU2lD/hdVU3AtwbHEqilWUcHNdJ+1/v7+EsaqO8mW\nRyDoMIIuXefz+ZJQL/l+xowZTPu4CvR+2GUYhutWV2NfdhnWBReQnz+f0BNPYJ54Iva0adgdHYR/\n+lPc7m5YuhTnzjsxd+/GeP55chs3Er7pJtz+fqxnnyW/aRPuAw/QvnMng2bNYtUzz9A0bx7pyZMZ\nff31bHroISLd3RQGDmT0RRex6/bb6R87Ftu2GXfeeRycOhUnFiP1yitULF1K+1VX0TFlCiNOPZWI\nX/g3O3YsfSefTN1DD1EYMoTWO+4gvHkzkR076LngAgrDhpWMz7VtippKccklLRSLBn/6084S36LU\nrFnE16yh56yzyEycCOk0LeefT9cZZ9B1/vm4nrhcojboqo6uGsn3+v+iPpWb4oUIhYB1NUlPJqj/\n1jEQnRgFHysUCuzdu5euri5s26ampoaRI0dSU1OjTmJd3SgHoovFIul0usTZUvKbST/0U1zu0Qle\nrhJ/rbLTWlfBZVwflmFUxipB0Br9ljCF8jb1celrAii1SxicuK+Uz7febjkmVv5ufSwS46hLP9KH\ncvxO/851PetipVQ+96V5neGJFKyrs4ZhKGul3KdXOxLmV24tFXrTvf5lHsSiKWqsMFExEui4ouBl\nvnHgfw8jMwxjCPBHoBEP1nrEdd3flN3jupdfjvv882TWrye8eDHGiy9i/fnP5Ddvxt2xg+gLL2Dc\ncw+5xYsJ33svTnMzoUceofjYY7BtG9Zjj2H09OBMnQoNDfDzn1M0Tbo++UkM2yaUzRLp6MCJRMiM\nGweOQ6y1ldimTXScfTa5AQNIrlhBzUsvsf0Pf8AeNIi6Rx+l9pln2LFgAdV/+Qs1Tz4JwJ5nnyU/\nZAgjTjoJo1DACYdp/cUvqH3ySSJbttD71a/Sde21JObPx0kmyRx7LL3DhmGEQuzcGeWrXx3FXXft\n44wzekrxiEIBMxrklArt34+dSlHwnUAF29KJWse8ysFpnTDlHfK/vlF0q5NO0DoDgECNkO91I4CI\n+kL0bW1tdHV1qfCSoUOH0tjY+AFPbumDuBHIe2RjSEYMMQRIzUIVbWB9sGyZDtjrTFZnUvrGl81S\nbkSR+/RnpL8y1zpDlTnWfb10pgEo9Upv3zCMDzAb/Spn9OW0oN+nj12f33JsUz7TGWU53pdKpdS7\n9HHIPOmHnDjEil+Xjn3pgeA6Q9SNHlJdXA4Joa1ynFfmT/oljE1/xnEcrzzh/zJGVgB+6LrueOB4\n4PuGYRz5gbtWrYJslvj27VjV1YQWLICKCqx//YtQbS38/ve4w4djvfUWDB1K6JFHcCZOxHjrLYym\nJoyDB3GrqzFef51CQwPmoUOYlkXlqlVkW1qoefNN7ESC+LZt5JubaZw5k2IySaijAzeVouWnPyU3\nfDiuYRDdsoXG3/6Wjssvx66ro/Lll0mfeiptN91Ebtw4krNnez5nX/qSVwPg5JPJnHsubbfd5uFQ\nra3kBw+m95vfpPpPf6L5Rz8ibBjEt2/npcvfpc7q4tRTutXQFy1K8cc/1nhMrFikcu5cQuk0xeZm\njMpKqlasILxzpyKk0J49xP1YU9M0IZsl+e67JaB1fMUKDCOoaBPfuBHTCDLMVv7rXzQ9+qiSMip2\n7mTkPfcAnlQT6e1l7M9/7hkebBu7WOSIX/yCqI/zhMNhhj/wAJUbN6r3DvzLX6h+9VX6+vro7e1l\n0FtvMWbRIqqrq6mpqaFi9Woqb7tN3R/au5dqPybUcRzSaYfLL6+lt9dQjPGWWwawe3dcEfxvflPL\n8uVJxTzmzKli7tyU2nxvvlnBgw/WqA35/vshbryxRm2Gzk6DKVNqKBTER8rl6qvr2bs32Cy/+EU1\nK1cGSfwefriChQsDq+mCBQkefzyp3vneexFuu61SrWdo3z5qr7lGMSkrl6NmyhSMnh6VSWTq1Cq2\nbAksnPffX8ubbwae+zNnJpg5M66Yy+uvx/jNb6qUFLRpU4if/jQIFTp0yOTKKxvIZvkAYy03UHyY\n4UI/BESl1DE2YUD6gSWHmHjmi4O00BmgqsmXS426BC+XRH2IpKYbkQRu0A8u13VJSgy2NuaPuv5H\njMx13QOu6670/04DG4CBH7hx2TLcCy/EnjRFv1FaAAAgAElEQVQJJ5GAjg7cCRPga1/DqazESKe9\nFNHf+x62HzpkbNwIl1yCXe+Bu8aBA9hjxoBfOi508CB9I0fSN2oUAJXvvEP3qafS/clPAlC7YAGd\n55zDoTPOAMti0F130XrJJXSffjrhvXsZ/MMfsuvJJ+m87DLcYpH+sWPZ9/jjHJw2DRPoPPdc9v3m\nNxy4+27PdDx5MgenT6f197/HtCychgb2PfUUB++6CyMWo3fIaP7U+w2+ceJW4olg0gcNyjNqlCdO\np157jfjbb2P4Ad2hdetIzZ1LyM8Aa3R20jRjBtE1azyCcF1qnnqK2Lp1SiWLrVlDYsMGbF/KsdJp\nkqtX42phHoXGRnKjRinCKqRS9I0bF5y+sRhd48eDAMOGQe/48bh+umrHcegbM4ZcdbUioNyYMfTW\n1dHR0eF58tfX0z9iBIMGDfKshU1NFCZMCAitpobcpEleHKNhEA4XGT++G8sqKglx/Pg+Eom86ueo\nUf00NgZFXIcOLTB4cOBeM3BgkTFjgv/r612OOiqvJIFo1Oa447LaZoJjj81RURHkEJswIU9dXUFJ\nfcOGZRk8OMjMMGyYzZgxgXtEY6PL+PH5QH1PJslPmgT40lQkQv7YY71knf5YjzoqT1VVINkdeWSe\n5uZAem5psRkxIkge2NxsM25c4BZTVWUzcWJBbeaKCodjj82TSAR+YDoWpkvXuvStMxiRiiWyQtQ1\nXaqXqI7yS1RYUfUEK9N9ykTyl3nVJS4dX3Pd0jTropLqvmc6lCBuOiJ1Hk7q16//Z4zMMIxhwOvA\neJ+pyeeq5cKjj2IcdxwhP+d+4dZbMa69lpCf7dW+7DLcz32O0IUXAuA2NZH/1a+Ifvvb3v+JBMWf\n/5ywn2miaJr0XXghVU89pfpx8LLLqH/6aUzfVNt++eVULFmiKhMdnDoVNxKhafp0cqNHs+/RRylU\nVDDy5JNpv/56+r/9bexCgbrp0+maMgXbB3l1FUJOK50I5s9Pct11A1i0aDvDhuVKovn1k1NXNfRw\nC9M0cX1fOR1rOZwaqYOk8p0QjgCpepZNOQV1bKNcDSnH2uQS14hcLkdHRwddvmd+NBplxIgR1NbW\nlqQplv6IGlEoFMhms2QyGRVwXOM7m0r6Fgk9MQxDFQDWxymbVU5vffzlUomOzZX7nskc6NJHuTSh\nr7OMRV//8o0u332UG0R5G0ID+j26JKXjmeWXqF+6SiljK8fY9L7IWvpqmfIDFAlM1kz+1v3J9DFK\nkRGgxGFWv0cgB2lP92kTlVHu14ub6Gqz/BY3DFlzj7FX/K+rlgAYhpEEZgPX6ExMrmn+z+0/+hGv\n+jUCAUK/+AWhNWtwfWKzHnsMd+NG7ygF7K99zYtzO+II3FQK+9prsS+/HLe2FnfwYDj3XKxf/Qo7\nHqdYU0PPSSdx8Moryfhprot1dfQdf7wHrvtXdPNmCr4UF928mSFnn01szx76jzuOpltuoc7PJ2Y3\nNzP0q18l9eKLKv+9DkDrzMayLGbOrOJTn+pn1KjAEVLf3DqRyWn4AdxLS+Ur3+l4UDlGVH6Pth6K\nQPXvdCYgbUn/9f7pxCt+aO3t7XR1dZHNZonH4wwaNIhKv2iM/qy8U5VT0/zE5H8JRpdYPL3f4oMk\n/ZV+6rif9E+XAA6Ha8lG15m0boDRN70wP329yp+V3+Xqm/4e2eTlTEVnUiKVOI6jDgGdpsRfSpeu\ndEatJ8mUedHnSX9GX3thYvo9jhOEBAGKUUl/5B3izFzuhCzAvN4HfZ4AxayEJkRFhSAkqhyPlfYy\nmQyLFy/mjjvuYPr06czQw/MOc/2PGZlhGGFgDvC067rzDnfPz44/nmnArX//O6d9//u4FRW48Tj2\nNddgmyZUV0NtLe555xE++mjyP/sZnHACRlsb7le+gvPjH2N861uE5s4lVlmJPWMGhYsvxlq4ENO2\nyV9zDfuuu47UkiVEOjrIjBvHrjvv9DAyy6L/mGNIf+YzuOEwmU99iuxnPkNhyBBc06T3jDOwhw2j\n/8tf9iavs5NwOk3PWWdhZDJUPfkkVne3v2lcfv3rSjo7A8by9NNVvPZajLffjnPeeb0sWlTBv/4V\nURts+fIYL72UVEQV2r8fN5NRC2llMoS6uwPLjusS8bEqf36JdHQowjAMA7Ozs9Ti6D8PfhaDNWuo\nnT9fbczw/v0MePppRRyhTIahjzyCK173+TyDHn+cUE+P2gwDZs8muX8/6XSa/fv3U/n3v1OxciWR\nSIS6ujq2bWvh1Ver1UbcvNniySfjapN0dJjcd1+KkO+eEY/HSacjQJC3/aGHKuno8OpmhsNh5s6t\nZd26wIr1xhsVLF4cVxtj1aoIf/1rSo1z//4wjz5apeapv9/iV7+qxnEk7zvcd18lXV3B3D32WJyd\nOyNq7hYsiLJ8eUwxpKVLoyxcGFXjiG7fTsVTT6n1szo7Sd13n2J8pm1TcccdmPlARX7ooUr27w9U\nvmeeibN6dWCYePnlKIsXR9SmXbMmzKxZCfX/3r0WDz8cYIXptMFdd1XiOK7Cs3SGrrso6AxaN4bo\nGXql5J74f8n8iYQmGV0FzJcMFWKxlpAhQEVl+N72yvroOI4K3E/7Mb26pCnaiEhl8nw2m6VQKKhM\nF4ZhcPLJJzNt2jRuv/12brnllo/kRx9d9fJDLsObsceB9a7r3vdh9xVeegn27QM/hbV76aVwzjk4\nxx5LKBzGveoqnKOOonjqqRimSfjll3FuvZXCpz6FEY1i+Dn57bfeIp/JYNXWEvrrX8mtWYOZShGy\nbWptm60vvEBx4ECKw4cT7upi64IF5EaMIHzoENkTTyTc3k5u5EhwXQ59+9v0f+YzFEaOxLUsej73\nOdxf/5q+k0/G9a1nrQ8+SG7iRJyaGgzXxTQNOjtNHMeiWPQwja4uixUrItTW2pxySi/PP58ilQos\naX19Fv39/snd309qzhzc//xP7IoKKBapfOYZMkcdRaGuDtdxqH3qKZyqKg594xseU3r9dRIbNtDx\n3e96puf2dqrnzKHtiis8Qrdtqp97jvbzzqPon4hWoUC4v1+plCHHIepHPJimiWUYhNNpLzoiHAbL\nInzoEIZP1OFwmGhfH33t7ez3PfGrDh4kOmAA4dpaGhsb2bMnSjodwrI8ZpnNuvT0hHDdrL+RQnR2\nBhJnPB5n/fowxSKcfba36bq6vLkUdSSTCZPN5rFtD5NKp0OEQsHpn8sZdHYG0lI+D11dgUpXLHrr\n4eUci/gM1aJQCBhZOh0imy2quejutkilAowsmzXo6dEiKfr6CPuJOU3TyyVmdnaqeXJzOcyODvAt\n3IZh0NlpUCiYmKa4mljk8158peM4ZDLQ1xdITdlsiJ6eoDan44Q5dChw1SgUHLq7TXI5h3i8NKe/\n9OtwlzCjqqoqDMMowbjEUizuEyI56+4RgkmJaidOsd5a5FSbMg7dbcV1Xfp9GkylUmSzWSVJSgk4\nYaZ9fX0lYWqimurMTo/X/Kjrf+p+cSLwBrAaVC66G13XfUm7xxUTc6FQ8DjvXXfBK6+QmzePcCSC\n+dJL8JOf4L79NnY4TPinP4W5cyksWUKosRH+8AfM734Xe9Ys+MY3sBcvJnLKKTh33UX2+98nNHMm\nkUsvpee3v2XPySeTWLGCYRdeyP5bb6Xnm98sUbtE4giHQjiHwUZ0vEM/2UT0LVczcjmTE04Ywjnn\n9DB1apAl1B+7OjmhtJ6hHiKj/y7HqUR90lNml7cteJAQaDkOIc99FCgMgad1oVAgk8mwa9cu2tvb\n6e3tJZFIMHDgQI444ggaGhoUPqWrecIsRB3RCdE0TTKZDP39/dTV1ZX4VoHnKZ7L5VQYSywWU6qI\nqD06JiT91lXKcnVS5qkcA5NndRXocOv7ITT/AbVRx9V0vEjvs04Tsk66Gqrfo79Lpw1djdbVy3K1\nV5+PeDyuyrrpLiq6Gi/vkOBtHX4QWtXpUocjBOuVuMlcLveB2pZ6wV3daRaCBIyS7UKkTUkjJAYB\nkQaF+f2vYmSu6/7TdV3Tdd2jXded5P+89CH3qok3LQvz5ZeJ//nP3sYLhTA3bMC67TZvww4ciLFt\nG+ELLqCQyXhB5OAxs82bMfzK3saNNxJZvhxj3DgAUtdcQ9M775AfOxaAAdOmkZw3Ty2czpgcbeFL\n1Daz1LStY1Tl9wIsXJigu9vivPN61XO6CVlnHhDgHnoRBp3J6M8J8egnkQ58C3OT94poX96eznD0\ncehYlu6/47qu8u+S/FDNzc0MGzZMAfU6xib9FeYlDFsnWiFAUSHktJcNIVlhZUx6jvdwGXaoY0r6\nvJQzBMFfZE7LN3v5pTOgcgxSx7dkQ5czH30t9N86c5C/9bhR3agh6wqlBhsdD5TnZZ11mtDpKxaL\nkUgkFOMROpK1kUyvIm05TuA8rRf+0OdL2ijPCybMSC9MYhhB8RJ9T+huFqbpBZgLzlZeqFcwO8Hp\nPmztFB185Lf/j1cul2PBApfWVh9Udf2CvM89h5tOky8WcQ0D5+9/p+Dn0gdwDx6E5cs9DM0wIJHA\neOMN3JoaLybTsnCXLaM4cqQXeG3bpHbuJF5XR37IEAzXJbZhgxfD6bqsXx9lw4agatCePWGWLo2p\nE7mnx+Lvf69Qm6ZQgHnztGLCrsv8+RVks8GmefYhh08f283QoR6us2JFlK1btSpFW7cSW7kyAKEP\nHCDxxhuBRJROk1q0CNAS1PkBtGpzahsSIL5kCdaePYrAo2vXEt2wQZ3U0X37qPSLyjqOQ6i3l9rX\nXw82WLFI3aJFiiGFw2HqX32VqN9eLpejcskSrPZ2TNNkwIABTMpmGeyXc7MsC+P997HeftsjHtPE\nbG0l9uqrAYicThObN0/hPq7r8uyzYYrFgMnNnx+iuzswOLzzTorW1pjCZlascFm9OohC2LXLYtmy\nYP16e01eesnDarw1hOefT5SoKHPnxsjlgk3zj3/EaG8PjB7Ll4fYvDlgjJGtWwm9+25wgLW2Ennt\ntYD5ZzJE/bqj3vzCnDlxCoWA4S1cGFW4nOu6LFkSYc8eSzGjtWvDrFkTFMTdvTvEkiVBLGZbm83C\nhVElERUKBnPmxBXT18FwXUrXmaphGKRSKUUjOoMqrzMZiUTo82NzdWtyObPS0/WI+ifFSETF1A1M\n5UxexpPJZJR6KUxXVE9pU5eSRZIsdxI+3PWxMrJwOMxf/xpi+3Y/I8DnP0/x3Xex5s0jWlsLo0dj\nL1+O8fLLXlXy8ePJLFoEixYROukk7MGDcV57jcLf/oZ90UVYDQ3Yc+div/46xauvJlpXh/273+G+\n/jru1KnUNTWRvuoqdj3zDJ033OAxQMNg2bI477wTV0xiw4YIixdXqD7u2RNmwYIKRZDd3SbPPZci\nl5OT2mDOnEra271J3rw5wttbB3DRiesU03jzzQRr1sRVG7GVK4m/9ZZagOiuXVQsWqRO0VBnJ5V+\nsRHTNImtWUPlK68oxhfev5/qZ58FAomh8o03iG7Zop5JvPceFStXqhM+sWUL1UuWqHHFDhyg7uWX\nA2fGnh4aFy4kLFkXXJe6OXPg4EGVX3/QP/9J46FDDBkyhLFjxzJg5UqS69erTRR+912ift42AGvr\nVqIvvhioLvv3E5s1C8PvY18fzJyZpLs7YCpz5sTYuzfwNn/55QTbt6fU3CxfnuCdd4KCGuvXR3nl\nlQq1QbZvt5g/v0JJKl1dJn/5S4JcTiQheO65CtraAvJeuDDBtm1BxozXX4+yapWGz7z7LrE33vDG\nZFlEtm0jtmCB+t5qayM+a5b6P583mTkzRm9vEHI0a1aMgwcDiftvf4uyfn3gKrJsWYzly4PU4evX\nW7zySuDDtX9/mPnzE2q9e3pMZs6Mk8mUZrWQPgpzE0YRiUSo9/0vyyVzkY7EB0wqFcXjccUsdElR\nJCGhHb1wiDf+gCkCJUxTh0uEiUsbsj9EYtMPHxmfOBgbhpfyR/r9UdfHm4/Mf7now7rYnsvliBSL\nkM1SrKws8YeR00PitxR37uvDXLoU98tfxjQ9Zzrz3XexJ09WC2pnMrQeOkQmk/mAv5ZMcjlGUY5J\n6Fc5hgUwbVotL76YZMmSXUQipbFzes0/HeMoB0SlbV0d0UFckRykjzqWIwQiz5f7OIlFStQYOcH1\n+Dodi0un03R3dys8M5FI0NDQQH19fYmJ/cNO2g9Tt2Qcoq6mUoG3vkYnCg/JZrMKUwEvDlPi7GQu\n9LksVxdlfuQe/TtdRQM+Ul3R51lXE+WdOlORH10NFaahY1l6+JWuyn4YRloOScj6yfh0Whbve1H/\nRaqSg0HiGuUdYo2Mx+Ml/mCCRwmT0eddT6QobQKqnqUwH734iJ4VVuZRMtJKHjsxHujPlM+PZMLw\n3/H/P42PTJ5gLyJWCv6Scxyc88/HLRaJxWLK7+idd2zuustk2bI8uVwQr1ZIJDCvuYb8okXK58Z6\n7DGM2bPV+4x//IPGlSuVGVd3ntQxBShlPEDJBhPMRwhKFrW/H+bOTXLOOT1YVhBbJm2Ir5SON5QD\n9nIqlqiRbikAL/3RN5DOMCFwiJV7pF3ph77RRWKSXOoC7vf09JDJZFR/UqkUAwYMUA6vsvH0uEkd\n4Jf+6BvrcOMSXOzDnFnFkqYnJZRTX1RhPQhe74uOSerrqK+1fC5Sho6D6fiotKlfH4aZ6VicztSl\nfd3rXX+PzpzKDyKdOerzXD6fciBI2E8qlUJVytIwwXJjj1dxykst3d/fr4KyTdNU/3sW1oyCByQt\ntW3bJRZMkZb00m/g7UNROYUehVlLnK1pmooPyDOG4WGmOg0Ltlq+JuXXx8rIVq2C997zFlsIfMsW\nm3378mQyGRzLwnzvPcxbb1V+JAD79hncfXeYE0+MM3x4Baed5vD001F27HCwR40idvHFGH5KnsKI\nEYS/+12Ky5d7/w8bRvib36R+1y4q/NCbgwe9nFVCIO3tNjt3hoNNUigQ3rChhMDia9cqwnFdl3Xr\n4jz2WBXz5lXQ22tx3HFZMpnA8hXZtw+zszM4odvbMXfvDjylMxki27YpbCAExN5/X2ENpmkSX78e\nU5fq1q3zzPy+VBfbtQvn0CF1IIRaWwn71c0dxyHc30/F3r0qzYpp26S2blWM1TRNYqtXq5zqPT09\nhFaupOBnNjBNkyHd3dTG48oYYOzYoQryWpaF0dbmpdn2+9Tb67B2ravUhP7+LCtWmCVMd8OGBJYV\nUptx9WqLvr6c2mhbthh0daH63d4e5eDBkLKKdXfDtm1BZadi0WTTpliJxP3eeyF1cDqOw5o1YQqF\nQArbsiVMf39g+LB278bs6AgOrPZ2jF27VJtOXx/hTZsUI7Jtg/feCwr+GobBunWBr1uxWGTVKoNi\nMTgEd+wI090dSPv79hns2+f117Zturpg27ZAckynbd5/v7Tw8HvvBf/rDFxndBJDWS6BironjEsH\n0UVDEiFD1k9wSpHsJKJAxiT7VAQJwwjcO/SDVJeo5HNhWtIeBFWZwGOM4rohfZXP/7vrY2VkjY0G\nb7wRSCexWIy77w7zwgsp9Zlz990UL7+8RAe/4w7PGRCgs9Pg5ZdNHnzQYNasCAfPvhznD3/AOuII\nb7I+9znsxx/HOOYYbzOOHo09YwbuxInU19djWRbPPFPDc895Fk/TNFm8uIb7769TCxdds4aG668P\npJe2Npouv9yr8AQUiw5XXdXEs88mmTatgZaWPNOn1/HWW5552zAMqn73O5Lz56sFTM2bR82jjyoC\niy9dSqMfXA0Q2bGDgVddFUgI6TTNV16J0damJNCB119P7P33larU8KtfUfnmmwo0b5w1i/o5c5Sk\nU/3qqwx8+OEg0eK6dQycNi2QDA8epPnKK8kcOkQ6nSafyTDxF78gefAg9fX1jBw5kqH33kvF8uVq\nPRL330/8+efVmsaee47o/fertXr99TC33lqppLedOxNceWUNpmn5wDxcdlk9XV2Bxerqq1OsXRvg\niTNmpHjlFY95xuNxZs6sZ/bsoPjI/PlhfvWrIOB59eo4P/5xrTocW1tDXHZZLbYdRBVcdlktO3aE\n1DM33ljNO+9E1fokH3iA+Lx5ioEnZs8m9dBDau7jb75J5bRpika2bQtxxRUNSsJOp+E736mhqyvw\nSP/Rj2pYuTKs3jljRiWvvhpXKuVTTyV5+umkov0XX4xy990pJa2sXRvmmmtqlTQ1d+4yLrmkllwu\n0CR0NdSyLKr9PHGAsljKAQ0oq7Bc8py4YOjpl4S56QefDr0AqiK9Lt2aZuDln0wmSyATkepEQpX7\nTNNUWpiorLpFXNrUVe+Puj5WjEyCRcvVG+H+upgsXr1edR6HT3wiRkuLw9e/XuScc0xGjAjwJrGw\nyIKLTi8R+zIZcjp0d3eTy+U+8N7DYRZyybtkIh3H4dOfHkZbmzeGm27q4JJLukue0dvV5qHk+3LM\nRR+/EKScVuVYgfyW/uj9FALViVxONpnzbDarfnS8KZVKUVtbq9LplONY+pxIW7JZdb8mHdMTtUfe\no1vcZA50i5qOI0lfRaURFUMHhMvnQz5XVscyVUzGVT53urovY9JxNn0Ny9+lb/DyNmRedNW/XBXX\n1Uv9HTqN6Osrl/RDqrnryQ0lLEhoSLz4y2leT52je/MLgzIMD2jX8/nL4aVnhJWiu7KOurot48rn\n84r5OY5TEo6mr4mMS58bsZLm/ALQH4aRfayMTERUPTJewD+9uIAwnVAoRLFQ4GBbiHS6yKhRFkax\nSBEIaX4s0oau++scXTaVeDEXCgV6e3vp7+9Xbch7IcA1yn1nSkF8l3HjRmDbBl/7Wi/33tuGYQRt\n6GA8lPovfdjmKQeU9b4d7nsdONYXXL4vZ2QyB8ViUeFggnU4juewWFlZSWVlpcIUdXxJ+qNvvHJr\nmE7g5XnqZS6E6GXcOvanMx7pr8TaiWVNxi0l7OS95Uy9HLfT17McvyufV50e5B55vtz4Uv6uw2GG\nOihf/px+j/5TPhd6O+V4aWVlpfpM6F4PO9LpR8eGZZ3kM2m7fE/oLhNefc3A0br8MNL/1w9Vfd3l\nR/aunvhA5lbmUnBm3eBn2/ZHFh/5WFVLLx2Hx6mF+/f3GziOzoAsstnAaS/82msMzGxj5EhPhA8f\nPEh09mwloobDYdxXXw0yAdg2oX/+UxGS4zgU/bAbsaRkMgapVJ16xnEsMhldjLXo6SlNi9LdbSmx\n2TAM9uwJY9sGRx6ZY8aMDtLp0qnL5UIUCtppbduYPuOUNq10ugS0NLq7SwnZr4MpP6YfAyn/hzMZ\ncLTMDv39mFomA8txIJ1WDCubyZBvbSWdTgdVnw8dwjC8quJNTU00+iq/cnbt7cVEA8xzOQztpC4W\nLfr7dY91k+7uQEpzHC+sRpde0umQmoNQKERXVzAnruvS2+vl2Qf8kCUD04ypQsKuG6Kvz9uo4u2f\nTodKnIt7ekolsM7OUgk41NdXwoiN/n7wN6dheL6Ipm+B8xiEQU9PqVW0p6fUKNDdXepq4I072JD9\n/SGKxQCoz2RAin95B5KhcDuRanp7S5MldnV9MJFmKpVSDF2EAHlG4hx1LUgYgeu6ftojT70rt6TK\nfArdy99CC/rhIXimfC/Py2f6POHTk4QjyY9+aItTtGCx+iGgj//Dro+VkWWzWb7wBZeZM7OK819x\nhcm99wYnw913ww9+oKUmaWnB3LdPcfJ8KISjeTwDqkq367oY0SiFTZtwfGDYdV3CF14ITz+txNxp\n06LcfLNLdXU1//Ef/8Gzz1bwwx82qMn5178SnHmmV1zQMAwOHDD49KcHk8mIdAWnnz6Yykqbhx8+\nSCzmcMEFzfztb3E12TfdVMcTT6TU4lU/9BANv/iF+j7xwgsMuPhib9JNE2vtWoafcoraOFZ/P8M/\n8xnCHR2KiIZ/4xvE33nH74PLwB/+kOrnn1f9brr/fhp/8xulRiZnzmTg1KnKMmy88Qajv/MdhUFE\nOzr4zHnnUZdI0NzcTGVFBU0nnkhs5071zqqzziLyt78pIk9eey3xRx5R/993X5if/CSpNtKcORbn\nnJNU67FhQ4jjj6/BMEzfEmYycWIjbW2BqnvyydUsXRoAyJdckuKPfwwrYPi22+JMn+4l7otEIsyZ\nU83Uqc1KOlm82ORLX6pVm33/fovJk5vp75fYS5fPfKaJrVsDd4Xac88ltnChOkiqpk6l4ne/U5JG\n8oEHSN1wg5IcXnghwoUX1qm537AhwvHHN6r/e3pcjjqqgba2IMritNNqWL482MSXX17F7NlxJaHM\nmFHJHXcEmNif/hTje9+rUgfAkiURvvzlOnX/rl0OkycPIJ8PHK2rqqrURtexMWFSuqosarqOS0k4\nmKyf9FXmUjQomZdYLKY88CVCw7Is1Y4O1wjdiSTtuq5SI4UZlauruvYkY9I1B7n+O6vlx6paZjIZ\n+vrC1NUF6ZP7+gxiMTAM28dCIByOYhiZEn1fj7PSzfaC74h4Kv0XiS2XyxHL58kaBgW8TJaFgkk+\nbxMOF9i3bx+pVA3793dTWRnUzOvtDVFZGdT/6+iA6uoAm3jllQSJBHzqU2lc1wtsrqoKTop0GiIR\n78cwDOz+fkzA8d0dCvk8Rm8vobo6tYHDfX0U/IwEjuNg9vTgVlUp9dns6cGprFREZaTT5EMhTH9e\nQrZN2DSxxYTd34+TTlPwY9VwHOjpoegn1YvH41QWCsQHD1ann33wIIbvRAl4UmNFhapqZfb3Y8Tj\nuEp9gb4+m6oqv+BG0aanB1KpQG3s7HSpqQlU/t7eENXVAZ11dxukUkH8X1eXQzIJliWqVIhcrkhF\nheFbLh36+opEo4ETptCVMOCuLoPq6iDmtLPTK+6h1KHeXi+Zp6jI/f04kQiGhEHl856E5uOErmvQ\n2+sV2JUN1tnpUFMTSGG9vRaplK0YtBeIXlASUTptEA7bhMPeXGQyDsWig1cl0cK2XdJpqKoKpBMZ\nh1w9PRaVld7ekZxtejFcf6+pnG/RaCuRkvsAACAASURBVFRZ/gQzA5QFUDcEeON0lT+XfolqJ/tB\nZyoyh7FYzPM+0LAtkcz6+/tJJpOKsYl7TV9fn3Kp0J10ZZ9Fo1HVZjKZVG4dIm3+WzAywWVkQHIy\nSOc8VbOfiooK5XMjsVtACUMTrETEWsHZREoTji2iroRPCBYXCoUUMOm6LgcOHMB1XWWp0U+IchzE\nMAwKBTCM0qR3ctIIIK2NvQR30TGAw+Es+meHw250rEs+1zEyYYxCeI7jlBwAkk4nkUiUHAqKgWpE\nKO0frk+iDuiphESKKh9XOTisz5k+9nLsUE77cgdMGZO+4QQ3k3WX9SvHrPT79XGI5AOB82b53AMf\nSIZZPif6Our4pa7qSpu6uqTTh2KwGjan918yvOr4maydrGkmkyGRSCjNRBiACASyVslkUrm26H6C\nciUSCeVSIVKaGGAEhtCxS9lHhmGovauvt/iZiQ9aJpMpUTOlxJw+V3oiSaHVfxsj04NfBa/SGYww\nLl3Hl04L4xEgUzi3bARJ9iaErFtmRLKTU0smUyyaAibncjlVjl0n7sMRHJR6d+ugbDmTks/K24Ig\nyWH5phfCk8+EmciPiPDSR5lbGROUFrQQBiZFWMU9otzqJr9lLHr/5Hsd75L+ST/E2qUD+Tq+IWCx\ntPdRjExnWuVOxIBSWfS1lo2mO9LqTFX3axJGpa+pjFcHvfV11fEhfW30MeiHgk4LOoiuW3blWZ2u\nyulMvg+FQiSTSfVekcZ0Rifqm551Ve8fBMYOWbtya6TruorhiVYk8yDCQTmT0vssYLzsOV2ikzb0\ng1gOITlwpX/y7qLvJC9r+G8F+wG++MUQixYFjnE/+EGYRx+Nq8m5806bq68OCnguWhTh9NMDk3Bk\n61as0aOVSdnq78ccNoyQn4Qwl8szf76LZfkJCy2LP/85hySjM00T65ZbKN58s1rYJ5+EKVOS1NbW\nEgqFePvtGF/5Sr36/sCBEMcfP5BcTqx/Jp/97GB27gyAzAsuaGbx4oR6Z/1NN1H11FPqNK75wx+o\nnzZNnZbJxYsZdPHFatNFtmxh6Oc/r0D0cC7H4BNOwGprU4s/6PTTibz7rto4zVdfTfKvf1UWyMZf\n/5rBPn5l2zYNL77I2Ftvpbq6moaGBpq3bmXo2WcHfj9tbdRMmIDlg/em61J7zDGqCApAxemnE/aD\nwG3bJnHttSQee0xtCGv5csxNm1Qf5883+Na3qpWEvXGjyQkn1GPbjq+Cw+TJDXR0BMD85z9fzXvv\nBWD1xRdXMmdOkHBwxowUv/xlEBQ+a1ac7343pdTjVatSnHnmIMDbTHv2OBx9dD19fcKEDD75yQa2\nbQusdU3nnkv0tdfUOKumTiXx+OPq/0ceSXHDDSkFeP/jHwnOP79e0dDGjSFOOKFBSXGZjMWxxzZy\n8GCwhU4+uY733gv8yC69tJK5c4MY3unTk9xzT4CjzpwZ58orq9Q73n47yle+Uq/60NER5eij6xX2\n52kGQXUs+S1zL/Mr/mTC5OUzoVWxQuqXzmh06Q+8A6Svr6/koBW6lgNAGGO5hCcSoTwjDFKP8Ch3\nO5J3QCCg/Hc5yT72WMv16w0GDMhSX+8R5saNeRIJh0GDPNWhtRWyWRgyxPFVTdi82WbiRN/yUijg\nrF5N5FOfUgMz3n0Xjj2WYrHI/v0R3n8fTj3VW9QdO4osWhRmyhQDy/LNvrt24RoGoaFDFR7W0QGj\nRuH/n2flyhzjxwd+b++9F2LSpGCxV60KM2FCAdf1pI1Nm8IMGWITj/t55HfvphiP49b5YG1nJ2Ym\nQ2HQII9Qs1nMXbtw/HqbFItENm4k56cicl2X8MqV9I8fr07NyNq1ZEaPpoi3yOGtW8nX12NXVHiu\nJa2tOIDd1EQkEiGRzZLM5zHHjPEWPpvF2roVJk5UWGBk5UoKkyapzWOsWIExaRKOqIGbNuEMHgy+\nFGDu3Ikdj+P440pcey32kCHkrrsOgJ4el927XcaMEaAW1q2zGDcuqzzKt2yp4bjjAgl03boQRxzh\nIMkZN282GTjQIJmU4GkTw3BpbPRU5t5ei0OHQgwfXvRVaNiwwWDs2KwvoTmsWxfl6KODEmKrV1uM\nHVsgHPZzxG/ZQqG5GSOVUuvlJBIYjY3Ytk1bG2SzIVpaHN8KWmT37jBjxnguRLmczfvvh5k4MfCN\nW706zFFH2ZimN7Y1a0zGjHGwLE8t2rrVora2SHW1t6EPHAhhGC5NTbaP47l0dpq0tOR9yRY2bQox\nYYLtO54mWLnS4JhjvOeFAZW7WQiDE3VcVztFGhLGJwexSJDyo6u0or2I1iGMWI+ZFClKV2/le6E1\n0YzEDapcKpV+CHSi49xyry7p/ttUS3GI1VUpfRJEjJegVuHMMiE6RibEo6tCYpHR/dTKwX8RdfXF\n1X1qRNppawuSI+oYUbkaKW1BUCwVPhhALJ8dZl4+kC+rHOeTcZR/rgdUFwoFVdW5qamJuro6RSzS\nVx1HK++fjE/vv+4HpqudOhgbf+IJMuecg+kbIfQ51ufPcz/oVxKA7kemq2JylWNDuqOt7h8n8yFr\npPua6W2LNCLzpfetfH70OdZVT+mHrKeumpWrhvK97vOl05BOU+X7Qb8PPMA7kUiUYMJ6RlbBhuU9\nso90tViHAoTJCCPTnwPU/tOhAh1rlj7L+HWVX8Yu3+troEMF5esrqqqA+AKR6K4beoYN8S37tzAy\nAdcl0l24tG6CFdOxmIRlQ+nErhsG4vG4+u04QUl3HefRdXIBFeWEgcBPRnR+Acr13EgQYE5y4sgE\ny3ci8uoi8YcReTlAq+MHQhQ6PlD+uajWXV1dWJZFbW2tZ4X0nVkFA9PXU98c0gf9hNMZRPlvHaOT\nDWCapichaxtV30SylsJo0um08lvSU7NIn3SGUY7n6H0Q4i532pT3y4+uesmmk9+66qQfNPo8lB9e\nh7vkcBV6kP6UMymdAZfTQDldSJ9c11VpdQSCKMelyt+pM2a5XyQzMZzoRgxhzNLHeDyu0kmL0Ug3\nXskc6pKUjv3pDEyEE1lzfX3KsWyhFZ1xynhkjuX9gt19lET2sWJktm1jXnopkbffVpP5s5+5PPdc\nTDGWJ56wmTEDNfn/+IfNFVdYSiTdsyfCl74E2axnIDAyGRL/+Z/Q2akslxs3lmYVWLcukNYAnF//\nmvDDDyvpz5w/H/tHP1KLmdi4keTFFytHQ7O9nYZzz8UQC5lt0/Dtb2Ps3KmMCHU//jGx5cvVxknd\ney/ROXMUc43NnEnlAw8on5zQW29Re8MNyteG7dsZdOmlilDtnh6GX3YZdlubGsfwqVOJvP8+Bw4c\noL29nZEPPsikPXsYN24cLS0tjFqwgMbnnlM+QQsXRpg2LanmOrx6NYn/+i81N2Z7OxVnnIEpISKO\nQ/Ib38Das0cRMXv3gsYYwu3tWJqRxd69G7q90CzXdYm0tWG0tmL6G2vbNpPzzqsGDD/uL8rZZ9fS\n3R14cl90UZJ164KMqDfdVMHLL4fVRnn00QSPPBJROMzChSFuvjmqNtWqVSEuuSSpAO5IVxcN3/wm\nhr8hLaDxooswd+1SjsCpq65SdOi6Lvfck2T27Lhi7M8+G+f++5Oqj//8Z4TrrvOqRVmWxc6dFuef\nX6MYR3+/y9ln13DoUCDZX3xxig0bgsPBG1dEHUgPPxzniSeCAr0vvRTl9tur1Nxu2ZLk4otTykq4\nb1+BL385iut6YxdfLknDI+tqGF4RkHw+TyKRUPsCSjO8RCKRkvRFAs6LE61uNBFsS6ReOSjF0CDZ\nTPSDQmd6uvVWQplkLgHlg6arpvKecs1Hl9w/7LKmTZv23970P7luvfXWabfccgtGOExhzBhMP+dY\nMhlm1CioqbH9CXAZMiRMY2PODxo2qamxGTlSVB+bigqHceO8kzNfLBKOxyl84hO4pklbm83ixVEf\nu4B02mXmzBjHHWfjuh4TyTsO0bFjsRsavA0bDkNjI+aIEd4kRaM4qRTOmDHeKRGP41gWufHjvcGY\nJo5p0nvkkRj+4hIOkzviCGzvlPDuHzSIfGWlarNQV0fOx2Acy8KprCQ7ZIi3OJaFE4+TGz0aANey\nMCyL/Cc+gemfaKFoFCZPpmbAAAYNGkSiuprwhAlYtbWeRScSwRg2DJqafAuuV1h28GC/iG8yiZ1I\nYBx5pHeCRyIQClH0MTPHdSESIXPkkYTi3qaOzJyJM3kyLr57w1/+gj18OLYfjJy87jpC77xD8bTT\nMAyD2O23E3/iCfLf+hYYBrGYSzxucOSRti/JGcRiIY46qohtF3z11+UTn7B9f0IDy4IxY2zllxcK\nuQwd6tDQ4G2IaNSgttahpcVjGImEQUWFy8iRfmK+aBTCYcxjj/U2oeuCaZI76igQ1TkcpjhmDI6v\nskUiLsOGFamrE8unTVOTQ3OzJ7XFYp4f4YgRfmaRMFRUGIwenfM3mEMo5DJxok0oJBEiLp/4RJFo\n1PUZB4waFWBksZjJwIHee7zvXaqqCgwdapNIJEgmI1RVuYwYUfClGg/n9bDZwGlUlwjlcBbpV6Qp\nkbx0dxndxUhXz/WK4jr8UK7qi9YDgWSq154UBqiibnyJVOAhkb6kTzqUIhqKHq+p43AA06dPZ9q0\nabcejt987KqlXDKpUrFF14shsG5IgKmoo7q4CYF4LuKwZVkleZGKRRvHCdTBcpVVF7sB0um0ClYX\n1UR8aATjK3cmlMmVhZNFls/0OdVxC10F0UFOWUARyeVULCdAIQaZS5kP3aWhfD31/3V8TMcw5G/D\nMDwnWk31cjIZ8HFI0zRJTJ9O8ZJLyA0YgGVZxO65h8Jxx1H87GcVYCtzJQQp6r2uWpWrOgIQ65CC\nPKOrzOXf6e3pOGBPT89h3S1kY5a7gcjfOlSht6s/c7h5LcfWdOzocKq7jp2lUillAdTdYD5KtdSt\nhcKIJPOFjvfJnhM6Ffp3nMBnU+i6XFUVta68D/o9siY6rCD7TnxIBWISrE/mIRKJlMBMH7aWIvn5\ndPD/HyOTzSaDFk6sFyWQzusTI1xcBxx1gFwGLm0ItiTFKmRT6JiZnAYClMqE64C4iMSClcnnur4u\nqqKu/+u4is7UdMdR3fwNAU6n42+yYXWLTfmiCsFJf4XBySYsZ2rCBMtBYB2rkffqJ6t+wsoYQ6EQ\nHDyI29CgGEpo+3YKw4aVzLOso/RH1I/yS9ZAB791JluOQ+m4mb75yvEtGXP5BpTcV6Ky6sC3ztDK\njRc6c5F10VWnw82bXHqmEBmztG0YhvLz09dP35NCo7oaVm4okXkTdVI3sokbhggPEhkj6p70Vc8O\nW87MdZVS5kvvqzBhXeWVQ0SP0JFxiTCgMyoZm56dFigx5v3bMsTats3ttxusWBEE5/7+9w6vvhow\nmBdecHn8cU9k7u/v5+23i9xxBwqo3LWryLXX6mmVLa68EtLpoI3oz36Gs3VrkPrlzjtxly4NpKVn\nn8WZPVsxRfPNNwk/8kig02/ahHvjjWoTGN3dJK+/HtcHh0OmSfXNNxM+dIhoNEpFRQX1Dz1Eavt2\nkskkqVSKuuefJ7V0qXLwrV+2jPpFi6isrKS6upqanTsZ8Ic/qPsrurupmTZNYQ1mPk/ixz/G8IOb\nAaI/+5mX2NCXBh56KM7y5QGhP/98hEWLEmoeli0L8/vfBycjmzcTvVWTxHt6iF93HfgbulAo8JOf\nxNm3L8h0e889MdauDQ4IN5PB0g4Eu6oKk0AisYcOxXQCR+ZMxkAEccuysByHxI9/zP9p79xj46qz\nO/45994Zj8ePjGML+iALiMeyLGVFRFuEWkrpPkJVQf+o1LKtuu1KK21VYFsVFpIIEVgtD5UGkLok\nbEiWRzaLWEAbUNCSBAhx5JDYwXknODGExMEMu6YkjuPY45lf/7j33Hs83ZBHM+NGvV/J8jzu/H7n\n/h7nd873nN/vukPJkUeN8+bF9zUxMUHDggXQ1QVRuS++GPDaa7l4sq5fH7BwYbJqZ/btI//DHyZK\nYWSEpjvuCK1HQICmOXNo+OyzuH0fe6yFl17q46koJ27ZskZWrUq42F/+0uOnP83EyaU7d2Z5/PF8\nLFOx6DFnTj6+h7Ex4a67mhkeThTYD37QxIEDyVFVCxc20tubi5Xdyy9nWbEiF0/id99t5sknEwt2\n376Ae+5JFPtnn8Ftt3mMj0+OhKtytV6AKg27wFtlotZPNWel1pkaA3bnhC6E6tJWKpX4EEbLpak8\nNnqsC2B4CMBovJipPNbq00XJ3oPelyrV6ry3atRUkfm+T6HgyGaTzOlCATKZZDtRoeDHe+ry+XzE\nTRA3VmNjQEeHDeVCezsEgdml39aGC5JHlWU6OiA65zsIArxCARclhU5MTCAtLRDtcSyVSpR9H6+9\nPe5QfB/a26OH83p4QQDt7XhRprFzDmlrI4jOgwqCgKCjg4ZCIT5Vwm9rw29uTgjUXA6mTUuiQdks\nRHWKCH4uB9OnIyZS69raKJsB0NYm5HKJ+T1tmpDLmVNtGx35fCWxFHM5vI6OZGBns7hCgRJ6EkWG\n9vaQ/1HF1NIS7gUkuqb5jjvIdHfHK3HDmjX4PT3xRJLubrJLlsR9/vzzDVx88XREolMTnIOODvzI\nvfQ8j8q0aWD4GFpa8FuSJ4kXCh75fBLCD5suSQWpZDK4QiGx4gDX3g6aNCkChQJ+FOzJZrO0tjoG\nB/dx2WWXEQQBbW0Bzc2JhZTPV8jlbASwQkuLSar2HW1ticfQ0ODR2lpGH+sayh3ye2q9trZCPp9Y\nNa2tYR/p0dTNzUJTUxKkymahUHDk83nK5TJNTTna2io4p99nJ1EBYZ83xlZvyP1lJyk5Dapp8EvH\nkgaIqqPxWpZa+iq7HpGu1IdNxVBrS60z6+HoZ3a3gJ6QoSdeVHtEWrbOT2stHw81dy2ta2SFEUke\nFGqjIzYMrA2tE1PL0M6yPIw2uvrgwKTjfNWttPXrfq7qfDB77Ha1y6W/hcl7Hi1xafeIaT06OCzP\norC8DyTu52/KlNYBa+/Duu3WrVbFrC63deOsG69tU80BVSoVcitXUpo1C08H7vAwrqkpsQyGhijl\ncgTNzTjnuPvuRtasybBx45G4nGo5q11m7T/rrlhrw7Z9NccECbWgfVJdtr4/ePAgpVKJ888/P25f\n6wbbiad9ZdukOp2i2i1WWLqhmgj3fT/e/K0Kz7qNeq0d95ZDshaXzh3ldXV825Qh69rqPanCGx0d\nnUS6a+RSgwl2P7NeowrVzm29D3Xl7WdqZWnfaH06VnXOqy7QMa/j2fblGX9AbzQ4ZonIbhHZIyJ3\n/aZrLIFutax2sn3CsRhiUVcDbVQlJHXPoG1A3fEvkpxoqUGCSE48z5u0388mAtpJoTv1tVO1UyyP\nZTOjtTOsqb958+ZJq4/KbaNMKpP+6cDVz+1gqOZjtKOrkw/t04Ys72O3gtgcOasc7JEulnPyPI/S\njTeCmOThKOM/Trzt6KCSTVIM+vt9LrmkHJdhiWfLl9ky7AS2baJ/duLa9tGyY8vc9Jv2j73Pc845\nhxkzZsT8mAZXbJ/qsx7tAhi71eXkviCxpPS1HS+K2AWPFFJTU1NMviv3q+PdWksqkypLXYz06eH6\nG12EWiKLVpWU3rMGiLQ8Hd+aqqE8ml1k9HqdU2bOx3luOh5sHmiDsbp1vNnxG0bWs7Gc6sbqPfu+\nH6eCaADOLlCfh9NSZCLiA/8JzAIuB24RkS9VX+ecY/zpp2koFmOBS8uXw+bNlMvh5nHX0wOvv548\neeWDD3DPPx8/zq1hbIzckiVxfszoaIn580sMD5diK278iScYGxiIB9DYsmUE/f2sWrUqDO2uXk3p\n7bcBGBkZgR07KL30EqMRp1IaGGDiqafiQT8+PEywYAEVE2DI/vjHcPhw0oEvvAD79ycE5urVyJYt\nzJw5M7Ty3nkH/803ERHWrVuHt38/uejp58455NAhGhYvjjvJlUpkFy5kIjrCxDlH9tlnmRgcTM5Z\nW7EC6euLeQu/qwvp6oo5jKCvjyA6c6tSqTAxMEBm6VLGx8dZs2YNMjZGbtEiSlGU1/M8GhYtwqva\nR2etHpXX932I6tX6XLkcuo4RKpUKfX0+F12UWDo6wNTq6IyeHakTp1KpECxfjrdnT+ISd3ZSifrL\nOQc7dxK8+mpCOP/612SXLk3KHR1FHn88qdPzePLJDIcOJZvdf/7zLMViyJd1dnbirVpFsH17bG00\n7txJ6/r1jI+P09nZSX9/meXL83G7HDrkWLy4Ib7/UqnMggUNjI2V44U2++yzuGIxVrKvvJKlvz8T\nT9SenmY2bAhi5bV06TpWrEh2swwOVnj6aT9Ozj56FH70I49yOXmO5MjICEAc9VeFODo6GitRXaht\n+oJ1LYE4grh27do4A8DyXCqjDYhpDuTRo0fjcuyBAWoIWC9PF1617o4cORLXr7KtXLkyPt9seHg4\nLkv/67j4PJyuRfYHwF7n3D7nXAl4Hri5+qJsNkumtxc3OJhsqenrw/X3J9nre/bg7d2bmOCDg/i9\nvfHO92ODg0hXF2PxU1sydHX5HD1aiVdLb+NGKtEm8lKphL9jB5X9+1m7dm04+Pfuhffei81v7+BB\n/G3bEitpaAh55514EmfHxwnWrw8nKlAplwm6u2MiXkTwe3uRYjGZ+Lt3E3z4YVie59FQLBLs2RMr\nMikW8bdsSSybw4fxNmxI3NNKhaCrC4keyeWcw9+4ETc0pGeV42/dSmZwMHEF+vrw+vsTGfbvR7Zt\nS9y1w4fJbNpENptlw4YNBGNj+F1dZJWonZgg29ODZ06ubZg/H89ElRsefRQ/erqQv3Ur0264gabv\nfhf/ww+pjI/TfP31FL75TTJbtzI25jMwIFz+/opkDDzyCM3XXUf2jTfwPI/1zzxDy7XXEkQPJ/Z9\nn2DHDioDA/Hg9vbsIThwIG4r+egj/F27YpejUizidXfHrpUcPUq2uxsihT8xUWHjxoBDhxLrsrfX\np1gMLdp169bh796NvP9+bN02fPQR7N4dW0ZDQ1m2b092S4yMZNm0qQHP8yPrHTZsCJ/MpMj09OBF\np/4CbN/u8fHHoYWSz+fZt8+jry9xhd96ay1bthBH6j791KO7O3H7R0YqrF/vR2fpJRuvIfF21D1T\nj8N6I3qN9q0+gxKSXRKdnZ1xqoR9EIgl7dVl1DPFLKelFqC2s02Vsd6P7/scOXIk5tg0AFAul+mM\nHvisJ31UK2JrBR8Pp8WRichfAd9wzn0nev93wB86524z1zi7udWGrS2fZY/3UT9bXU77va4WGubV\nRlS3Qv197dxKpcK8efO455574kayK47m16hMtsG086ob0ForViZLtsYumYnsPPDAA8yePTtuA1uW\nXl/t0qkcloOzbWddK8uxaRnWXQV46KGHmG0is5YTtH0TDA3hoiTeIAjwdu1i4otfDOv55BNaLr2U\n8uWXM9zZiRNh2hVXQKnE4c2b2dbfzHXXtbLqhQGu/lqYJd8wfz65Bx/kSE8P7sILeejWW3nguec4\n8vbbuKuuit2H6iTJah4PkoGt11ffr15rOSs76fT9ww8/zJ133jnJVdX2U2vIPn3I8ld24zRM3jZl\n+1df+74fKxn9XK2c++67Lx6fQBxN1DQGa7WorNaFVT7P9qkdezb/0HLHulXQ8zzuvfde5s6dG5dt\n67CUj6UmLP+rsigVpPSOzmn93nJilqvzPI/777+fuXPnxukh+p2lULSOM82RnZT2s4SnVWLHjh2L\nJ/3Y2NgkchqIv7cTWjsrtmgg5hi0823DKexDZtVM1c+B+KGkNulO69O6bH1WienkixvTRHwsUVnN\no1UHD2www/7ptaqUbBDArnZat35mc6TsRLblWnNd5fN9n3JHx6SBpkqsXC5T6ejAZTIcmz0bUQ7w\nC19g7PbbcY2NvPdeKMvFv98a93/lvPMo3XIL5fPPD5Vxayulr3+diSuvnJQMW530aieJ/V6ViX5n\n+7p6EbDcluXdtI7q8aVtoMce6T1Yrs1u/dEy7fYcrUPb3/JVWm9MBUSKyqZA6PjXiV89BoBJslnL\nyOZH6mZ6/b3laPWEVr2nasLfGhbV49CS8PpbbXvl03ROW0tN9wtbZVqtNK3y1nJ1zp4o/eJ0LbJr\ngHnOuVnR+9lAxTn3sLmmNuHQFClS/L/F8Syy01VkAfAe8GfAR8BG4Bbn3K7/jZApUqRIcToITnzJ\n/4RzbkJEbgVeB3xgcarEUqRIMVWoWUJsihQpUtQLNdmiJCeRLFtLiMgMEXlLRHaIyHYRub3eMhhZ\nfBHpFZFXp1CGgoi8KCK7RGRnxHHWW4bZUX9sE5FlItJQp3qXiEhRRLaZz6aLyCoR6RORlSJSmAIZ\n/j3qjy0i8rKITKu3DOa7fxORiohMr6UMnyeHiNwWtcd2EXn4eL8/Hs64IpOTTJatMUrAvzrnvgxc\nA/zzFMig+B6wk5OM9NYIjwOvOee+BFwJ1JUGEJELgO8AM51zv0dIR/xNnar/CeFYtLgbWOWcuxR4\nI3pfbxlWAl92zn0F6ANmT4EMiMgM4GvAhzWu/7hyiMifAjcBVzrnrgAeOdVCa2GRnVSybC3hnPvY\nObc5en2EcOL+Tj1lABCR84A/B54iPJSh7ohW+j92zi2BkN90zh06wc/ONA4TLi75KFCUBw7Wo2Ln\nXCfwX1Uf3wQ8E71+BvjLesvgnFvlnNN9NxuA8+otQ4T5wPdrWfdJyPFPwIORvsA596tTLbcWiux3\ngQPm/UD02ZQgsgauIhws9cajwJ3Aic/qrR0uBH4lIj8RkXdFZJGI5E/4qzMI59ynwH8A+wmj3J85\n51bXU4YqnOucK0avi8C5UygLwLeB1+pdqYjcDAw457bWu+4qXAJcJyLviMgaEbn6VAuohSL7PxM9\nEJFm4EXge5FlVs+6/wL4xDnXyxRZYxECYCbwhHNuJjBC7V2pSRCRi4B/AS4gtIybReRv6ynD8eDC\naNeUjVkRmQuMO+eW1bnePDAHofgG0QAAAdxJREFUuNd+XE8ZDAKgzTl3DeHC/8KpFlALRXYQmGHe\nzyC0yuoKEckALwFLnXO/qHf9wLXATSLyAfAz4AYReXYK5BggXHW7o/cvEiq2euJqoMs5N+ScmwBe\nJmyfqUJRRH4LQER+G/hkKoQQkX8gpB6mQqlfRLiwbInG6HnAJhE5ZwpkGSAcE0TjtCIi7adSQC0U\nWQ9wiYhcICJZ4K+BV2pQz3Eh4T6IxcBO59xj9axb4Zyb45yb4Zy7kJDYftM59/dTIMfHwAERuTT6\n6KvAjjqLsRu4RkQao775KmEAZKrwCvCt6PW3gLovdCIyi9D6uNk5d+xE159pOOe2OefOdc5dGI3R\nAcJgzFQo9V8ANwBE4zTrnBs6pRKq9/ediT/gRsLM/73A7FrUcYL6/4iQl9oM9EZ/s+oth5HnT4BX\nprD+rwDdwBbClW/aFMjwfUIFuo2QYM/Uqd6fEfJy44Tc7T8C04HVhNHClUChzjJ8G9hDGCnU8flE\nnWQY03ao+v59YHod+2PM9EcGeC4aG5uA60+13DQhNkWKFGc9anpmf4oUKVLUA6kiS5EixVmPVJGl\nSJHirEeqyFKkSHHWI1VkKVKkOOuRKrIUKVKc9UgVWYoUKc56pIosRYoUZz3+G0wvmf1X/bkiAAAA\nAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "openpiv.tools.save(x, y, u, v, mask, 'tmp.txt' )\n", - "openpiv.tools.display_vector_field('tmp.txt', scale=20, width=0.005, window_size = 8, on_img=True,image_name = '/Users/alex/Downloads/1/pic.tif')" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVgAAAD7CAYAAAAvk4y0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/aW/9JdPqPQz2P7SX/pLf/mEyv8BFJIuXXFxHDAAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "u, v, sig2noise = openpiv.process.extended_search_area_piv(frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=32, overlap = 8, dt=1.0, search_area_size=48, sig2noise_method='peak2peak' )\n", - "x, y = openpiv.process.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )\n", - "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.07)\n", - "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter=2, kernel_size=1.5)\n", - "# x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 1.0)\n", - "openpiv.tools.save(x, y, u, v, mask, 'tmp.txt' )\n", - "# openpiv.tools.display_vector_field('tmp.txt', scale=10, width=0.005)\n", - "plt.figure(figsize=(16,12))\n", - "openpiv.tools.display_vector_field('tmp.txt', scale=100, width=0.005, window_size = True, on_img=True,image_name = '/Users/alex/Downloads/1/pic.tif')\n" - ] - }, - { - "cell_type": "raw", - "metadata": { - "collapsed": false - }, - "source": [ - "x,y,u,v, mask = openpiv.process.WiDIM( frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=16, overlap_ratio=0.25, coarse_factor=2, dt=0.02, validation_method='mean_velocity', trust_1st_iter=1, validation_iter=2, tolerance=0.7, nb_iter_max=4, sig2noise_method='peak2peak')\n", - "openpiv.tools.save(x, y, u, v, zeros_like(u), 'tmp.txt' )" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAARkAAAD9CAYAAACIsgM3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nk7mgC7qgU6X/BxA1d3eqAS7YAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "openpiv.tools.display_vector_field('tmp.txt', scale=10000, width=0.0021,window_size = 32, on_img=True,image_name = '/Users/alex/Downloads/1/PIC # 50016.tif')" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "openpiv.tools.display_vector_field?" - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "openpiv.tools.display_vector_field??" - ] - }, - { - "cell_type": "code", - "execution_count": 158, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6EAAAK3CAYAAAB0o0kYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvUuIbVuakPvPx3rGekTsxzknsahKbViNEjELERI7hR1B\nESERFKWkRG2YYEMQSxulSFqldkqoTKlKKUghEW1oCQW2bAo2bGgiaCevZXFvZp48Z+8dO2K93/M2\nVn5jfXPsOAdu4+Yu7l0DgohYa84x//G/X2PMommauI7ruI7ruI7ruI7ruI7ruI7ruI7r+HGM8n0D\ncB3XcR3XcR3XcR3XcR3XcR3XcR3//xnXIPQ6ruM6ruM6ruM6ruM6ruM6ruM6fmzjGoRex3Vcx3Vc\nx3Vcx3Vcx3Vcx3Vcx49tXIPQ67iO67iO67iO67iO67iO67iO6/ixjWsQeh3XcR3XcR3XcR3XcR3X\ncR3XcR0/tlG/j4cWRXE9kvc6ruM6ruM6ruM6ruM6ruM6ruP/w6NpmuKpz99LEBoR8cUvfjHG43Hs\n9/s4HA7R7/fjeDym77vdbuz3+4iIKIoijsdjlGUZk8kkHh8f09+bzSaOx2Pc3NxEp9OJqqpis9nE\ncrmMuq7j2bNncTqdYrFYxG63i36/H4vFIk6nU4zH46iqKiIibm5u4nA4xGaziU6nE5PJJI7HY+x2\nuzidTrHZbKJpmijLMrbbbRwOh6iqKvr9fpRlGZ1OJ/r9fhwOh6jrOgaDQRyPx/je974X9/f36b6y\nLKPX68VsNovT6RSDwSD2+328evUqvvCFL0RExHK5jOFwGGVZxnq9jk6nE91uN/19PB7jdDrFfr+P\nfr8fVVWle06nU+x2uyiKIrrdboK/2+1GURRRFEUcDodomibu7+/j5cuXcTqd4ng8Rl3XUZZlzOfz\n2Gw28eLFizRfRES/34/dbhdVVUVd1+nzTqcTi8Uiut1udLvddE+320306HQ6Udd13N/fx3A4jF6v\nF4fDIQ6HQ3S73YiIhN+6rmO1WkVRFNHr9eJ4PMb9/X18+OGHcTgcYjabRa/Xi06nE69fv46PPvoo\nDodDnE6nWK/XMZ1OY7fbxePjY4zH42iaJjqdTvR6vdjtdrHb7aKu66jrOpqmiePxGJ1OJ06nU5Rl\nGafTKU6nU3z66afxwQcfRFmWad2DwSC2221ERFRVldba6/WiaZo4nU4REeme7XYbk8kkDodDzOfz\nePnyZez3+8SLEZHoWtd1bDab6Ha70ev1YrvdRtM00e12Y7PZRFEUUVVV4h9oCr1vbm4Sb9Z13YKl\n3+/Her1O/L7f76Ou6+h2u+k5RVGke6qqSjJ4PB5b9IIPyrKMqqqS3AyHw5bcgsemadJzN5tN3Nzc\nRFmWsd/v43Q6xXA4jOVyGcfjMW5vb2OxWMR+v4/hcBj7/T4953g8xvF4TOs+Ho+x3++TrEFLZOPm\n5iaKoojtdpvovdvtYj6fx/Pnz9Pn4Hi1WkWv14uyLONwOERRFEluIyJGo1Fst9tYr9cxmUwSHeFf\ncI08NE0To9Eo6ajBYBCHwyHBtt1uY7PZxGAwiNPpFHVdJ9odj8c4HA7R6XQSvUzvsixjOBzGbreL\n/X4fnU4nmqaJ7Xab5mPOpmliv98n3lmv13E6naLT6cThcIjj8diSaWRltVolXQyPoH+Ox2PSN8fj\nMfFOWZbp/4hI695ut0nOhsNhrFarRDv0EbAiT1VVxWq1in6/H03TtHCD7AEbesT0Zg3gAZkoiiLx\nXrfbjbqu43vf+1588MEHMRgMko4AJ9wDzyLHq9Uqut1udDqdpAtZ6+FwSPyw3W6TPjfPYlPAwXw+\nj8lkknSC1w0fYCPRN9vttsUj5nOuwwZ0Op207qqqYjgcxmKxiLIsk63gHuDs9/ux3+8T/6HX4PN8\nDdCB5/T7/ej1erFYLBI+4e1ut5vwhI7YbrfJjqxWqwQbzwEnrBv7MhgMEu943egRbAv6Y7lcRqfT\nSbJ+Op1iMpnEer1uyRr8Z5s0HA5ju922bCzwo4Pgl8PhkHh5vV5HWZbx+PgYt7e3UZZlkhNelVeW\nZbIBPPN0OsXNzU3CW11f3DZ0bbfbTWtD33S73QSPdQc2GlpCY/Q8PIa8L5fL6Pf7yQdhneCU5yyX\ny+j1elHXdez3+5bMHA6H5GPZHszn87i5uUn3YHsOh0Psdruk28ENeoZrsAOTySS2220sl8sYjUbR\nNE3MZrMYjUbpWmQZW4cuZJ3Wk1VVtf7ebDZRVVWiKfbxdDrFcrmM8XgcRVEk3ToajWK5XCY5Ye6y\nLJNPy9/wRafTSXoWOuQ2oKqqePXqVdR1Hev1OsbjccxmszgcDnF3dxfr9TrBg672OlarVUwmk+QP\n45uYF2ezWfT7/eh0OlEURSyXy5hOp0nfoV8eHx9jMplEXdcxn88TT799+zaaponpdBrr9To2m02y\nl8vlMgaDQQwGg5jNZlHXddzd3cXbt28THeF/ZOLx8THpT+jw7NmzuL+/j8PhkGR/sVjEZDKJoiiS\nj4geQW7hd3TVarWK6XQanU4n7u/vo9vtJpwWRRHj8Tjm83ns9/uYTqeJx9DT6BHWcDqd4tmzZ8mH\nBj+vX7+O58+fJ/zUdR3j8TgWi0Ucj8cYj8ex2WwSfeCR/X6f/L26rmMymcRsNovj8Zh04WKxiOl0\nGsfjMckgPjDzzWaz5HesVqsYj8dJ1t6+fRt3d3dRVVU8Pj5GRMR0Ok26o6qqKIoiPv3003j+/Hni\nU/yy3W4Xi8UiPvroo3h8fIy6rpNNhEceHh7is8Z7C0K3221SfCh7HOC6rhMBEHw77Vy73+9ju93G\n6XSK7XabFAfMu16vYz6fx2g0SspvtVrFer1Oig3HHqO23W4TbDicCB5GHofJzvF6vU4KA2O33W6T\nQ40isyJEQWPEMe4RkYJuGAGj7s8x6KwX5YgBQJHh/KEIMf5N0yT8cP9wOIzhcJgE23jiN3Bvt9sU\nhEOjoigSbrgXpQVdF4tF4oHVahUffvhhehZOMXioqioeHh5SUqBpmpaS6vV6LYMHXquqislkkhzt\n3W6XDJFpR4BxOp1aSjYi4oMPPkhGD+d8t9u1jCIGlfUjtDY2COpwOExrJEmCQSVBgCEjscD6HAhj\nqHC+CDzAD8/udDqxWq0SbxVF0cIP+AD3/X4/JVxw5u0IAAcOiHmv1+slOTT/wWd21sDpw8NDUp7g\nBXpAX8sIPziwyPzpdGoFyMhJRCQ4oTm8B/8RiOAoQXvWMBgMEu+jc3BEgKXX60VEtJxzZIIAhuQP\nBh8Hyjyw2WwSLsEHDiK8xOckKYAbnJo34Uee4aCUUdd1K3C1HuE6ZBcHH/6CH7nOBh8HCLgJWJAh\nB6wkDlgffEoSEDxhL25ubhIvOYhB9lgz88JH8/k8BV/IJMmnly9fJnigI3rS8sVzCfyRF3S/9QPJ\nGvgHvY5+YL3ACc/XdZ3wCh9Zh0NL7u33+8leQh8SGuDVuhseRNagn2UGPQxPmEaG4an/jffj8Zj4\nGtlnbuZFh+Y8YRxzf+4joF+xFcDDcHKFJBP6DbkDdmjnAMu4dwKPa+Blr4GkA/4EuoRAwAkz7DWJ\nCdYHbzq4dQCVJ3qxJ3wPvb1G2zvsIjiyfcQWkgTkfnQNwSryCK8xkI+iKFISzjYO+uD3OHiHfx2o\nOjDHbsEDtonoF3QYSVZ0JjTl74hIOPXzgc18AC5JSBBsIlPIOfjiN/oM3kIvbrfbZDegFbTL9SGJ\nUXxA2yHz636/j81m07p3NpslXnx8fEx0xxZAE5It1glVVaUklefrdrsxGAwSnoGD4AqY5vN50k/w\nHAP9Bf79m7kIlPgcebDvAZzYJnQI/IE9h07gDr3Auqz3COrRT06oWsei7+GN0+mU7DLrwR5GRIoR\nrL+Baz6fJ1hJ/hJg20Zgf1gn8EC/iEgJQRIs9kHw/fAtbaPtuyNTy+WyZW+BBZkeDocpRiJpCOzY\nRNu/p8Z72xOKAlsuly2G9GJtHMhGoAhhGIzLer2O1WoVDw8PiSGZA6QtFoskpDybqikZm/V6nYJX\nFA2Mu1gsEiORyd9sNrHZbJLDvtvtYr1ex2w2SxVXiGCHzZUDKlUIBj8wqbPb3Ef1BUGKuDiHvV4v\nZSRhAr4DL3Vdx83NTcow8WwLOY5YRCQD4Mx8v99PDsZgMEhVASpBOFNkjJlrOBzGzc1N9Pv9lCAg\n000VEBwdj8cUJCMwVA2tVMAXQTFwMc9yuYyqqpIiZI3wH99ZYFCqOI38YBwj2srUdIY2KGsHmd1u\nNznCZKjhC+jCvdAEpehryVaifDAIruhaERs2eACnFz5ygoXgwUEHNAKPZBvfvn3b4kGcNtaLAwbO\niqJISQL4DDqDZ4wOeHEAZUeTdcHvOOEM1tM0TTJsdV0n3ndCg3upHiAHzAfvYWSA106Tn+nP7DDz\nt3kGHsTxYY7cyQP3+f04XTyfRAB8RoKFtZj+VAOAg7ngQ/SgZY+/HWQzr6te6BQ+z5/BXMDqH3QZ\n1zlAhTbgElmCJpbDTqcTo9Go5ejzuYPCp/DL3PCK9Qi4dNLMgVMecKJrTHP/gEfuMR+Yl+Bzz+8E\nG/MDr/Ua8uUghc9dafbnTqxZ15Gw4Bl8Z4fTQZBxgh4xD7E29FNVnbtPnNyJaOsvgoxcX1ne7JgS\nHLAuy57tJAEOPIe8G2bWgs41zhnIlqtSpgedTqYxugc77sDS9zqxiB4Cx+4w87weOLLI+lN2jufD\nH+hJ0z3XubYRzAFc/HZXV54oMS7hHeDL14DuxR5i90iM5nTxXPADMPEDHzC34cXfwF/AT+Ma0555\nTBvbHMuZfTXmsfwiR8yBzDsZMxwO3+GRiEswVRRFCixZc7fbTd1JNzc3rXX7b77Hd8np2e/3U8Bb\n13VMp9NU2SRQBXbWTdKYNSKDxqf5i/UBF882vbjf85kOJPkt64ZnOBw+aRtI6EOrvADkxB733Nzc\nJH4dDAapUmt+4DvgmUwmMZlM3km62S9mDj7DlzEsXOsuSGDBxwS/zEdnJjoVvqjrOkajUfIjzMu2\n0YxOpxODwSB1oXzeeG+VUJgFJ96GG0XtTB+ldJQArRRkTawMyVCSgYIIOFJUUTBizizBRM6k878V\ntINTZ2rJYrhSAcOilEejUQpwqFLh1ObXwwx1XafyOxl2KkK50XW7SsTF8KC0gBVl4uAgd2yBA7yi\nQHCWMUgYEtYN8zmg3e12cXNz04INgSfAdTaQrCXrIvuK4oQXnj9/nmCB7mR5ELzRaJScNFese71e\nwosDwrIs4/b2NhkxgtuIaOGboJsMowPWzWaT8OPKHs48OM2dL1dECKxxum34MQ7wMfhiTcwNTOv1\nOtEVnqiqqtU+a4eDzC7XYaBQcnaOnj9/3sIffEjAhgECH+YZ7tnv9zEej2O1WrUMO3zpdkNoTPYR\nufN84CR3DFCsNlZUapEPAnvrqNxJtzG088CwgcZpjrhUYC2PrhIDtwftl2QeHRQjjyTnCGTy59vR\ng0fgHztC6DNXXvJAAx6w3qXd07BDbxxxJ1TsbERcKhvoVnSCk0/M4YSZaW7HEice2uWOinkCeEwr\nt67SfWDe4NnocPSa+ZtnINe5A+KtCCR4qK7ablmnORNOFdT85ASmce2gLQ9K0LPg1l0jzAFvOIjM\nqxLQ0zh2gORAzrbVOHDQbpsMDlxZM/7g2TygRy7Qrw504K2cFwyXK5LmFXDlxAg0BAc4iQ44xuNx\nK/gzL/kZDjj8kzvfXrN5z1sjqMraHkRE8o/8fCeqsNusycFkzl8OFnguOGJAC9syB1R58ONEqu0u\n+hCZQPawl+gR05brwAs8xvz2Ax3AuHIPrpxwI1mcBz/IFDAbD9apDi6tz8Crg7der5cCMaqFtmEO\nLpnDrbXr9Tru7u5SRQ5YHh8fYzqdpjmgu+GnOw6cRESyI+PxONH25uYmXWfZraoqtacyL4nHwWAQ\n8/k88ajlj2Q18KOPSdifTudtbbT88zx0zM3NTdregNw5wEO+2Z5HVQ8+pduMNu+ISM8/HA4xHo9T\ni/90Oo2qqlJRBVtGqzKwAXfTnLsBaHuHTwnijdP1ep06B/B7vG3IfmREpC4u+IfWdHQS9mUymbQq\ns+CeyjjwwRvg274H6+p2u/HmzZvU4kz3wOeN91YJXS6XqQUWBUBlkt5xyuI2zgjlfD5PxtpOAYy8\n2WxSZdIKkcopQZwDSSqaZAL4m7I2+0UIhtfrdfqbait7vtgDRbU0IlJVd7lcJgXOs+wowZzOEroK\n6j1LVIMjIgWs3sNDO5mrBwgfa2Sd4Ag8u/UMpUIrNPsd6/q8b4UKs501nFVwiLIE72VZpr2APJf1\nUPFmDXwOjjAMdlLBC+uAV1hHRKQWA/MAjidJDeA0HUxTt5FQxYU3qJSDT9bBbzvZPMMJEGjitYFX\n+MtG8XA4pP2Hbtfz/W5zdfIE3oMXUGQESXbcjQs7H26HBy7wahqh3JxsMX881f7iFioHog4yneRg\nPujHXODABh5j5+4L8GHd4GCe+eEvrzFPSoETV2m41nLt9jYHE3kgBF97qwCwgVM7+fCeedVyZjj9\nYz3jebxuJweMw7wFzTrAwap1nNuT3A7JNR5c4worzzFsDkh5Dr9N6+VymfiCH/CSt/izXowq96Eb\nXSEx7/I5sOT2CBoBm51Dr+l0OiXd62CE/X/QiTnQhfADcFjOgdPyA+0Mj9dvfPBchgMkO6usObc7\nwORtKHmQBd8BG2tCjwI/QZ/1iL8DP04+wL/mU8OB3XWLNXjIdYsDRutWgizklzZbaG6dyWf4QzzP\n+ouR871t7lO6wO2K/EaH2Cbjr+S6m++bpkm6HnmwQw8eDQ/8myf+bFvAJfiCR3iG+cDJCttXcMFw\n+7C/87pJfOW4BWZgs8zgj3q98LJtE3gzj+WyhWxYR8H38JnpTFBlv4Ugkz2FbOGA5sBHeyytmnxP\nmzo4z5Nl+BX4x9Y5/M0eSoIp/DrmQPfNZrPk4xPs2Wdzoo3ux9lsloJCBvI+n88TTS237F8+Ho8p\nuGP7lxPwEZcOu9lsFsvlstVuH3GOVZqmSfYCHuF7d/I9Pj6+E7xjE8A5ASu6ZLFYvKP3l8tlPD4+\nJl5jGxHrIc7J7RfdiYfDIfm50AW/gQIJPOtkCC3t+A2WIT6zPmPQCcogQGf/6ueN9xaEwph2XiMi\nERPmsjHx3heyVGT4MBYwnwWQeZmLAG4+nyfBZO8mcKEUcfrYBE2g7MCDIIxN4f5hrQgNwTHPsVFz\nwOGMLZ/j9AKTKy+dTqd14EjTNK2DMyLam+Hruo6Hh4f0mYODiEgbmQmgeS6Z6IhLyxBtDNCLQUXL\nigiBRhHC8CheDADGOt8PyEZwBhvrwTP0dyBmA4mgwncOPAhybEC5d7FYtFpFwDNrw8DCjwQRrNXB\nPThxhh5eAO8oba5zwGGjjNEATgwcOHU2H9rCWw4+UJrmPa45Ho/vPANFBs8Ap/eqwDcPDw8tJ4dr\nuM4BnxWf18iawAtwoxCBDd7EIQCXDpwxPugMHBHrC+uCpwIR+IORB3KWW56Vt9XiiDgohRft3IB/\nw27a2Kk3PsGhHfjcqWcfR+5QGt/wKcGf6Ws6mM/tlOWJJH/PWsAHsEBzJ2JwXpBvyzbzeb04scYp\nA1yhD9EHXiu8bny7euukEPJJMo55SaT5eQ4M8z2F3J/TyLbAji4wunKDDBgG25f8b/OyExA5P0AX\n8OXuFSdkuMZ2zk5bxCULbz3EMx3EIbc535v/kVf+JhGIPocPwDk04bm2u7Ylfg7/w3skYcFxbmuM\nFwc5TsK4MsIz/GzWhS4CF1zn5BDy53n43+vC1nBdnmjkcxx4Jyic/GLNT8k/MsucyJLpbF/jeDwm\nvge3EfGOvjVunJxhTdYtPN8JTAeRxo99IKp01j/oAyfYPD9zlWWZku3gj32DDkbz6rUDencmuRqJ\nbvE8DCe2qqpqFUZMJ4aT88xHhZGAykERfiB0ckU39zvgZ9MLO+zqOtej9+hksv+I3WBOz289mif9\nHWzZHth/MB/wTDoU+A7YWI9bXuFxaONKuFtcwSnBGImTHE/mJXA1nU7TuvFbwTl43e12qZJpHKGP\nkBf0EPhgX3xZlvHw8JACbCdFSArsdrvUUu3iHgE7WxP5O+Kig+2ff9Z4b0Go993gCNFP3jTnUyXp\nWy7L84lS7DvjVEYUo40bp0jRrlsURQoS3Y7y6aeftggZES3FifOaZzYxRK5MQCQbNYjpw4giIq2r\nLMvWISp2IoCR32RvCSo4cRC4cG45MZbnYmi9b8CBKExOcE/gVFVV3N3dxc3NTeqBd9BlYXSZnn0l\nOAzj8TgFfBZkYBsMBqkqjEFESJiHdg3w50x1t9tNwsH9VGdtXHLFBn8Nh8O4u7tL+9FcqSFziHP1\n4sWLxIsoJ3gkr0BCH7J+7EOjnRC6sg5o2DRN4nnaGK1M3CoTEWkd3rtAtZrn2DmDPshPvn8K3BPw\ncB98w8hbXtwiC/9Ct7I8n2LN/2Rt7ZQNBoPWfsC8zcNtifDbUzCyD9n8w15rZ3RpuXEXhvm50+mk\n+yIurYqs56m2Me+VZE7gdgLKCamyLFv8zfrQg/A/bceuJjrTigz7eawduuCU22linwdwwWNkqa1z\n8kpYxKVdimwvODAOMYA8mz1uwAYuMNDINbrM+EYuPquFz84xfAKctJIDb7/fT/twTqdTa381+MKx\nJFvslnr0N/AAH63z/F/XdbIBdsLgNfBh3Z7v84L+3O+MtHkC59N6CllxG59l19Up8Ho4HBItgdf0\nYz7u5R62NKBnvM+R/+EpB5N5oACdvX7bQcua+RI8IttFUaRD9tAzueyYX5E5457PgZ31u63NcuwO\nAVdlcj0DjPgg3msFX9jWuA0WvUN7pH0F4OP54NI8xTqND67lh2eSePJ3TiAYHq/ZLZeG0VsjDLf3\nfBt+8A+PmF/guYjLORgEpPZLCAQNK/cADzDiMMPj8FlepXYCC1p2Op30lgbuxZGHH9FHTvb48Dsn\nwNARBB3YBftyyA3rwY5AJycOTRc/Hz5HX8DT7BUFN27z5GwF8wLyGBEt/eR7rZ/RpehjeBV84EcY\nZmwK/ha+A36q7QD4s89k+rN+eIDuStaPXvM4nc4nH8NXwAV/jEajVkXQSRJgdBKJYbgGg0H0+/10\nSjE4zrfxoBM5LApcj8fjhDdaxdEtbOm7vb1NvhPXFUWR4hPwSFzR6/Xi7du3LZtMey8+K4eaTqfT\n1ongv2fbcSlJR1yUKXvWYF4yiWR2ea0BFUcCUPYV5tnOiGidEOUDjEBcnmFdLBapWuc2HOBzptQZ\nA7KAZEgJRFECeZuQW35hZGe0ybp58ByMQsQlW4jC4x5O1UJZI4QMCxsttPk1ZBZRDihIhNzZNePF\nDgF043UZwAZc0+k04cV7P0ajUboGBYbDwHCmHFjY52qlhWMJzVyhRBEAv5X27e1tUjQ8A3x7D6Kr\nEuCFLBBBOIYL+nFkNUYX5cIP/ARNgAvljtLPXx1kZWc+cdugs9vOlIEvZ2bhEbfm5Rl/B/rOOMKf\nwAOeUaKWBw87C8wDnn0thgLZ52hzO+fIMNfxTK5zNh/8kBHkucYVPIyBsgHHEIEX8M89OCPOANtY\nc4+rY8DAnA5uwTXJBuTctOB+V+3tTGHogeF4vOyjdDbYjhj0YT74lWtshJ1ccvXTThw4IPBw5c7r\nAF846tb3yIgDAXBTFEWyAzmuDYcHziP4Zh+iaevEk3UvcCBH3h//1GAeePZ4vLyChkE11c6H18j9\ndqpJpjKnW6+cTHCCxtWFp4blEtkBVxGX5LI7GXJ8e13Webm9M13gEebgx8k51goMlkfrcHSlA2H0\nSw6DeRHc5XTA7ufJA65FNpwk4ecpe2o5B3cMwwdM/ow1EKgfj8dWMoC5nASFh/Ika05zYHRrNXg1\nPe0nOLFsPnRQyX18hn7EPpuXjKucd4x3J//AE3jF/rsF2njx/04cOFniRFjeRZPfY7vNdcYpwTRw\nOrniJKATxgTu7j6hEOKEW34wDPjDJ/KcOf/Z93UF9nA4JP8HWRsOh+lautvoWsn5NuLsWxJQRlxO\nhF0ul+/YDyfImM+VZ4oxDAfS0MNry/UwMs492CLbe6+B7U+ulDNIOPozJ/M8n+Fxp44r2y7geE1P\nHfgD7R0D+LRk/O6yPG+DI0lBUczJQehPjIZPDrx+xRjBLX4TtIyIFjyfNd5rO+7d3V30er2Yz+dJ\n+aGgOE4677Pv9XqtoKLX66X+agyhW/EI9nyyVUSkdzgVRZF6wVGA/HQ6ndY7edy6xjuB7AyAbBQn\nih3nB6Zx8ERGxYfJIIT0d8NErBEF7+zhmzdvWtl2GLqu65jNZu9kgHEecGhdhWUAG0JaVVXCJ5UD\nMoysz06Imdp0x9ixsRo4i6JoZfsslDYOPHe/37cqKjaoBGQ+IhulDn/YMPG/YcE4PPUOW4JqGw3m\nQ3EQ+BGE4zB0u924u7tr8bUDZ3DvzD94cxYZ4c8z5fAYI3e0/TfzeuRGDz7x6YM29obZmW5goKWI\n7OrxeGwlnKAN1+R7A2mtIWByMG8Zg1Zc62CZAc1sjMmkIk/GSV1f3nmHnFsn0SLqKgrPgQecaACv\n0NaGzFlGZAQcme44dfC+s7IMH7WfB7roIXSXExvoH2eqcbBxivMEBD/wPXqWhA905TAD8Iq8wuN0\nrpjvgQ8DCi84IZGvnwqPK+h5FRBnNM+cW1bgFZJfbrtFf9pJhFfcPmmbZhrC8+Azd9Bzx55BwiiX\nbzuiTsqRbDA/2fEGd9aBxiVrMC+xPh/iZ9nlGcYfsEdc2ufM50/t0wJO4EEuXXUl2344HFKWH54y\nrXLdbn3kYD23JcBkmkB7z00iHb50ohk8EzTkh7Nh38wHbg2H383ndnRxmJ0ss3MInA76HNyxPndq\nQCtgduDjZA73u2jAGsqyTFUQO9noibq+nPgPvzipSCBNVeUpebUsOzHInLYBuT3zQT7gGLjBs4Ny\nB7CWH8uJ1+HEinHq306s4QOaPwlOi6JoOf3YHr+33FvUgHs2m7V4051zwIjeypOiBCt0W9lv3e12\ncXt7mzr/1FrBAAAgAElEQVQB2QMKP9su5f4HNoDDfuAHfCN3CGBDgXcymbyTNMwTNXlwVhRFOjzI\nyV0n1SMiFUQ4qwb+pUrIZ7e3ty1f14lsDjcyneBxfIWcF+0To6OapkmvrzO/IwN0fQ0Gg7i9vU0B\n5ePjY8sno2sROucdct6OBi7Rq8zNuTHoGuZAfpbLZdqu1u1e3vxg2fi88d6CUPYLUgLHCEScicq7\naYbDYQouyZLYiYLAfrdP3iKAQUFJOljkXZdWfBGRjCxMxSlR7K/odrutQ4wQTldHnSVDAURclIWN\niTeSo9y9/wMFwWcwDs++u7trBTQ2cgSzVJQdPHkPn4NT8IVysjIviiK1JJMowAC4/dPvS3qqgmzn\nl3WhcHDmnO13ooJ2GdpxnVkkmI1ov8KGANRKCLiZm7WbR5xl4zuCKK6PuLRekImEp1arVRJkHwAA\nfZygIFAFp66K2fEEJhQb++mo2JivmN+ZTJ4NbVGy3odq59P7VMED39npBf/mc54JnR1MWkbhmacc\nRWTFSplnYzScwaMbAeVs2NA3dhYxrOYl85qNIrghgEV+MEY2SuAKucwr3ODIgQFy7iy38ZpXyvJM\n7+l0SjoTeOAfO6LWHz4My3xJwsn7cB2EeU7WwrXQ1cEL/OjDTZjHHQHwN44f92Eg6ZBAr1jXsB/L\ntCCZZ6fAQQUy5cAYGLwH9SlnlOGWP9YML3uvDQOcOKh2pc12zh0webLQPIDj6s9zewGNcfzcqWEd\n5OfbNsCL0BtdhrOJrJr/wEtEpMSZ9yi7mmT5IGnF+tCx5nm3mzkQAKfA5gDN1TCCEvQ1MOBAcx9z\nuhsH2rBnDhrxtyuSpi94Z40+xwD8oitZq/dpswbmYl7rIidjoQVyAw2cELHO5XNXjPkxbQloCG7y\n+Var1Tv0ocUTnnaSwLYaGcIeOvGYt+hSOLDvYifYtMfvcWAOfZ9K1Dghk1c9oQMwM3yPkwiWDeTP\nPgpzG385HMBtG0phJk/4mMdp7YS/2XpBMJsnDoCRRD4tl6yFbi7WlesNcE6Cyd2A0HexWCT/29u5\nmC/Xc7PZLOk5yyAyab3ANafTKZ21gS8RcfEN0anISqfTacUl9pubpomHh4dEayeX+/1+ilGc7Dmd\nTjGdTlu6w+s0r4Af1kA3DkEfyTa242232/RaSie6PL9lCNzzPK4h8OcVlegKHygaEe/sHQUH7Etl\n2Baj5z5rvLcg1JnGiHZbBxlSnPc88+hgi7/pT464vOqCfnGQ4yOQx+NxK+uZv8sooq0ICSacFUW4\nItrvUnK53oo24mIIHAChSGAY/mbvpB07zwVDowTsJKNoYV4y3OAawUGR29G1s4FSd2bDTsnDw0Mr\naEMRMRBqO77OlOIM2LlHkWK4oIMDEJ45Ho8TXjDyeSuZnQgHRVb+PgwGHgQfueNouG1A7ZRCC2fx\nMbxW2Djq8AFOAsadZ4IzO2IOHqERBh5ckUW2onOACQw2aDbKbr2yI+5Agfvgt7yN3c8yPTE8dkah\nq5Mo0CsPiu2wgBucencWMNy6nFd6oT1JF65BZnDYbDiAAVnA2NsRdIDO93agwK/1DPLrao7l3ocv\nML+rb3lFwM4YjjbBFD8+iAP4mduyYkfOOtmOhY1bzmumr+WL++wY2pl2tQg+Mr0d7DKvHXQ7iJYX\nV27gBWB1dc4dEXY6bXhtP0xPaE7wBG7tmBpG4MmdktzJAwYHi6Yvc8Fj5l9XQhzUoocst1wLLNYb\n6Cvo+FQVn/WYtwhg8qqGW9eapmkdwucAw84VyYi8As3IEyamkW0m9+Mz2KY7GetkBfbAjjP62Thz\nkjX3Y55yGnk2VSXrDX4IEM3DhseyYF3GAA/IOXLn+XI/C9o8ZUfdMUIAzHNMO9sTggJ4I9c9TtDY\nFlgObC9yvwX+ti3he/OIed77UB3I8Df6wDoG+lrubHNZt4Mq877hBodP0dWyjc0cDoct/c2hnmVZ\nxng8TvsC4Qns83q9TnNSFKKFNt+Sgb1h/QQe/A/s5mvwD5xVVaW9pKYN6yXZ6ET34XBIW7M8/Kzc\n3+BeDk9DHix/0MXzEQOAd8tCRLR8IQZ8gm5laxvVUwJG7zcFF/bbDbv1Mc+ED8A18gyN7UNi13gf\nrLsI4KXxeNxKbERcDpuznXWnA3tP0SckwVwR3u/3qdWXDrMcZ/l4b0EoAyLYIBGk8bfbmajqcUy1\nsy52KnEgyBBAWDbZch1ZTFoWyChxLwLtDCABrls9gTXifCCPy+7eaE9QCVO4ymM4y/J8AJANozfa\no6ScFY24OMs8oyiKmM/nLWOSnwz7VGYJ42L8ujrBM6gU26mwgOEgEADQKkcmB4XD/c7YWGlDB4TR\ngZoVnQXEhz0QiBvX3Mt3dmTtXNkhYjiLBg+X5fkALVerHVATOLq1LyJaxsBOCXSn3Yr1RVxOgXVC\nAoVsmvlEPcMEf0AH3j3p1taqqlKlD75wizytXlaMKEeeAc+Yl6ARssQ9h8PhncND7HQ5iHdLG3Sy\nswSPOMjxWpB/eIPWFndC2DHzfegIJxLMF9DDByYYB+6WoH3YeM/5w3SnBZ1qBveiGzDuzGcDDJ86\nWcd6J5PJO7CyLgIbaOzkF3ySB1HmS9Mmh8UOGsNOJXT3+z6tJ6yv80SYdSCf25H0b/4GRjvx6BBX\nP/zbTotx4DZV7uX5rqA7iGFew2rY7VTbyfU5AvA/81sf5gEJcDp45Flu/XRige9so+ETn8San5hu\nmfI60RHocWQIWcBeu53MOHHiyIllB13oeb5/Kkj1ftoc/3Z60bVODJjWDiJp1c8PQvMakXvLK/D6\nULKyvLTMQmfbQfOF9S40YE4nG21Dgc0JEDvWuROe2z+ugY+AHzhy/gJWPneCycF4URStIoPv5we6\ngdvcfjjgsX3LfQJgcOLdwagPOzOdHZQS6Bn/1vHoNNtk4COAsMx62wV46Xa76Z2RdGXht2D7qurc\ntslrUPz2BLYn4IMykBlOQWXU9XnvIMHq8XhM27zADa2r7DF0Nw46aj6ft9qg8SEImuAr6+GIaAUz\nppd5ejwet1pBkRf40+eDOKlhO+MkG4lIdAW0mEwmyRdcLBbJP/NrYvibWAZ9XBRFa2uIW6UjzgeX\nOvnqgxWdrObcGvAI/7BXEz3BdfxNOy33QMfT6ZS2jLEG6IA+ubm5Sb7fYrFonWbPa2aI0aioPjw8\ntPjrqfFeg1BH5q6eRVxejhvRPiQBhUgAyH28I4lr6FPn/ovTeIgvfOEU8/nlHaR2OGh/4DMcPgTC\n+0yL4pKhZ8BMZELcLulWUxg+zxbCnAQQBBswEQxuJwEm4ZRe/qfKRHsogaQNrB2qPLPkqh+C6tY0\nfoqiaLUTucoL7VAiCI6VAM+28LlKgzCCp7zSacfFQo9iyPnLDkj+OgPzJOvLM1ZOMOSZ7WfPnkXE\nJSjECQGGuq6T8NrpsJPvrBw8Do7hGzuvfn7Eu6fv2cmn6giOHFgzr5MS4D93glmPnS472zzD7UHw\nipNHOe/xnVvX7OS7/Qv6+CALG3obLdPdWXTwyXqs6JkT4/6Uo+RkBvwG7sFxznN5lj93wh2AIgPw\nCD/OvttpQ079fFco3LIGfs1DeZbdcEMD8MRgHcgS36NvXGG2oc8DPlfL8o6E3DF1gsmwW14cNDir\n7+eZB+EfeJ7PkNecJnZiDIfxZxz5NTo8m0DROM2TD7k+zINM6O3OBAdg8ILbrHi+K1GWGyc0nPBE\nh3mtXAuvcL33GKIDc57xVgdomNt7z40cGod24oALnvOzzGO5A+egwDqS76lKYvMth8CcJyeMT+y/\n5Y2gnbltf1kDPw4O4Q+cb+ts773MA7nD4dB6r3NRFGn7A9fb+cWPcBLCOtHDHQnAxLU5b3utrhA7\ncESW7QNYT1v32/bRHhnRPhArT8jYf7G+tGyYZlxj+XbSyXrNvpWrdF4Hw0Gp5cF23rxlf8/vWG+a\nJvmqEZG6CJG/iPZJu/Yrq6pKewdzP9x6zYGV14ScsDcbP8Wya7/N7ar4uPDbU1tEjsdj2v5VFEVK\nzJCgIvHAe0W9Bc627XA4pHeios8JAp0IADesz3/v9/t0ai10pluDZ1ru7GtDe15pcjpdDrjkvsVi\nkeAgeZD72sfjsVWYcOHGBRpoal1tWuS86VfhHQ6HFMAid7PZLOGT+KZpmnTeTl3XaVuC8etkxlPj\nvQWhIJOMlJUQQgczuMJhBYKCjIiUdWEQfbtSsdvt4u3bh/jKVxbx7W9H/NW/uo4vfekYp9Omdfwx\nCDy3G1z2HCKE7A21QjBsj4+PaQ3uGfcLfHmFB/CjxPkbpnHASvaZOc2guYOKEkDgmI9+dmd4eC5M\nTAbOwSQK9/b2NuGIALXf77fK+2SnbBCa5nKCIgGG2y6Ox2Pc39+nzB73EwCzx5Pv82ztU44RgboP\nnwAfBPDgFPqRyXF2jOf4VFPzCfznOdgvS4sJ9HN1FWWFkIM3V7VRCKfT+fRXZy9R9siOEwaufCAL\nr1+/jsFgkKqNwJtn/MGl+cgw5lUVnAmP0+mU8O490NyPQwDsdiThC2SS9TCcISXjHnHJtqNfvDZX\nuh38uALF+vOkh7PkXAtukO2qqlIW2PwHr5mfeE7uyJgncRqZGyfDe51JjiGjBFDoK/iEvw0DvOV9\nbzgXrBFYrCOcnHC2FDqYxsCNs+DvVqtVClRYD3TCecIpwZlzAs1wmG7oAuP99evXrWvtZJjG6Dzj\ny3oF2vE99xDUsjbLHGu2M4jNYB3Q2rwOf7jFlHu9VjuWpq0dV/QOlRNgckKCe7nPcJj2DnTAQS47\n/MDHOEkMJxnyZKh1KnPkXRQ4nTjNTkggU5ZVkgi5LDMPv+2D2C8BB6Yf/OUEogP33HG0zkP2eI4T\nR8zNfj3uxX45wYPDmOsm85ETU8CO3Juv7Gx3u910WGSOe7eyW28y31NJQO6FzrzNwBUZv4YH2bGe\nJrnu+WwX4Cnj3wG7zxqAR6Apfg7dME585YkK63Wehc6A3g7kOEjS9HGSHDigL/T2s5Bv+4j2iaxj\nnLxDlvAhrNv86j2qVrafw+EwPvzwwzR37usUxfkcEubANzE8yMd0Om35GHkg7u4qJwyBBT+H03Tx\n/yi0IBfA0ul00jPzpJMTPmV5OV0Xep9O5/2b1vEM6zDvtUZmeOsGdsr+HXjzXMfjMbXSwnvgo9fr\npeDWz2Ht3pvsN4CQCOh0Oqk6SUA/Ho9bQT10BR5iLmTFQbb9LfyK4/GY5JLDYZvmciZDp9NJVfrP\nG++1EmrFFXHJ4LLgs1Ds46OPmnj2LGI4bKKqmohoB082ChgjWhzPJfRu/MRPHOMP/IEqfuZnbuI/\n/+cqft/vi/gzf2YX/+AfLOLf//smfumXdvFzP7eM29v2oSI//dNl/JN/8ml85Svz+CN/5DbBDCFw\nBsj4E7x6XQjBGb5LIDWdTt/ZV8ZgXgswgU1RtPeWYRQILnjxsOfCIXj27Fl6zum0aRkTO7/8nR9E\nwxp5Zlmes0v5y4bv7+9TxsZ7dsAHz6iqKkajUfT7/ZhOp3E4HJKRgvlx2jBSz549S3AyUD42bs4O\noVD8eh/WjYLFKcNgPD4+JuehLM8ns+F0LBaLdyo3F4PW3ovlNeNgYxCBF1ygIFFYDrCBE+OEwYS/\nHLydYbvs20I+4CMb6aq6vIsPY8ao68s7S+Ep8GOHBAOGc4qhujhP7X1dPMdt0g4m4Udwh0zaucI4\n+3Q9By/8bx5HbuFHK2KvEYNPe0y/32+1o7vNNN+3gQzYGTIdPLjPAbnlEbgc9IJ39AEDHvE+U2TE\nrUJ2LC4wXV7x4eqJM8uG1+1oF0e7vZcXPMDzrrDRkoXM8F3TnKLb7bT29eOAfFbwCV3bSah9WitO\nRa7n+My86iClLC8txbmTD20dJNopvfD4JYiBt+3EWodAD+/hPLdxtg+uQG5cgbfcOEnW6XR+JAuH\n2O0up9miY1yZQwaRUVfkL3x/ORXR+sj8jp62HJCUOgd3l0Qa6zRvmr7mUfjlrPPaiV+cHdr7+NyB\nomECrvyMAvADbXxIizsyWJNf+s7IE5JeG/rQvgEONbILXlgDz6O9FZlzS6kdWCep8+AsTyYZR05O\nPJXkRWaMT+Zgbe6gsH1hb2uuD9zNgI1HVxnPeSAEj9j+5gkL6xX8NtMCnnJiGH5Exjz4nDmYk/nA\nU65f4HXwRWs2SRHmcFLR63aSMqIJYhmqegx4mWf1er1WQMV5EWVZtmjg96uSJFiv1+9sgWqaJh1A\nU1VVrFaXrUez2azV4gsP8Kx87Zd9t5dzLeABJ69YN/YRHcDv9Xr9o6At0jPZXuSg2EkoZIQBDfr9\ny3Mdk+T0Rw6JL+DvZ8+exX6/SG99sC9p/cHAp2BtHMQa0U74gzcKPvb7XP0uyzKm02mKA0ajUaqG\nehsDcMP/xCv4lN4iGNFOOoBb3kUPfznGoYUYf8k+ylPjve8JtTLifxvGL3+5jG9+cx7/5t/s49/+\n2038q3/1afyH/7CL3/7tQ3zrW4/xm7+5iG996xT/9J++jV/5lVn8yq9s4+///XX84i+u42//7X38\njb+xjr/4F1/FN7+5jW9+cxtf//oifumX2uXhwSDiy18+xle/uop//a/38c1v7uLnf34WX/ziLr77\n3SJ2uyr+wl/YxD/7Zw/xq7/6EH/uz23jo48uL0RmI7dHnvmJiPjylw/xL//l6/ijf/SyAdrOHIbP\nvfRWfN1uN549a+LrX/80fuEX5knJ2hmEkZbL5TuGjgrA4XCIv/N3fhj//J9voyzbG/RRIjAoSoP7\nbDD+9J+exW/+5qv4/b//1BJqAvGIy1HwPpWMgROEoLMnoCzPL+BFUfO9q1k4KbQon06ntPeVOfI2\nIubAUcFQuiXXQZXfJZvzpZ0tAsDtdht//I8v49vf/kH84T98qba46maD7WA+Ilp/23EFNmdZyVp5\nTy08db6+iH/4Dz+NX/3Vt1FVZ2OOkchbblDo0MffO4jn+QQ3ZOXzYAKnirX+9E9v4lvf+j/j535u\nnqoAZVkmJ4ngy50Rdlx5Jg41z3G1CqeJuXHEgB8YTTtXvHCgHfCyfgdz0BMn3a8MybOuwOO2Picg\nXIECfrKWfE/7P7A4sUEW2I68kwPQ1rKT83lZlvHzP/8Y/+JffD9evmxS4saBTd7RwAAvRVHEH/pD\ny/i1X/vf8cf+2CI5o64eEkjgJFmmMZDD4SF+/de/H1/96kMrGOH5yLlpYUcVnfW3/tar+Mf/+IdR\n16eWHFn/AJflEPk5nU7xJ//kPL7xjd+JL37xchiHn+nfTn5wbVVV8RM/sYnf+I3/K/7sn122jLrn\ny/Utn1+CgmP88i//IH7xFz9prRvZM1/BW3kCotPpxC/8wuv4xjf+d0yn71ZNHfA5eQBfgr8vfWkR\n3/jG/xE/+7PLllzYfhsfuZ45HA5xd3eKb3zjd+Ov/JX71mGA5jlwZXw6aXI8HuPv/t1X8bWv/W40\nzaVFmO0n3OdKIMkb5qNC5fnBIZ/hQDuYYp5cDlgv/Ak+WB9BpfGK/XenCEFY3lmC/STZ6YDF9h/n\nz8FqbgtzB9H21Pti7UDDB05mmTdIiHGvE0Y808ksB7mXpE/bxoGXnAfgEcuPYXLykTmNPyf9SOY5\nwediAPOah20bDL95yEGV+cN6xzi5FAbaBx167RERf+2vfRxf+9r/jm63SaeWOzlFEMnz/D5I2iuB\nmX22OXzmReYlWcCrDL/whX381m9F/KW/dNlyw9Yz+B29nOPpUow4xNe/vo1/9I/epHUQXPmVdvC3\nE+6Wv7/8l9fxrW/N48MPL50fuZ1gHbm/DB1/9mf38du/vY0/8Sfa3/l6V1udjLnIzia+/e1D/PW/\n/pBwaH/Lf1PVJRkAflerVfy9vzeP3/iN+yjL9lYcgsHVapXwy3Y7gmHLFyfT5rYYnNqHBj62UERc\nXkWIbcO/bpomtdnSbTkYDJI+w08pivNebleQnxr15377//IAaIIblMRwOEztA09F0VV1DhwHA78P\nyAaviYidPv/8l6Xm46d+qomf+qlV/Kk/tXrnu5/8yWP85E/O48//+YjvfvdV/Jf/Mor/+B/3sVz2\n0lrm83k6VAjjc86aduPVq2M8PJxitboci23H1NkdZxxRwLtdxOvXVcxml+Cw0+nEp59+Gs+fP0+M\nSI891WVnCKuqisfHTux2x9hu24fBoLxdZbGjZGZ+eKji1asqttsi9vtdS2ntdrs0r1tE8r0jzN/p\ndOL58+cpOOEVPShQMrvMD74QkrquU7tBxGXvqB1ylEJEtJwm9hVst9u4ublJipLfGHHoy8Z+V3Z5\nWe/9/S5+8IM6VqtudLsXJWxFzzxW3lRI2Ots5Y2DtVgsUmWI6wmqoR04Ox5P8fHHnaiqY5xOEUVx\nqaDlDjEJCg4UyJ045BL4vcfQGXFwzBxk/FerMyyPjxf8gTMHj26ljbg4Fa7Qk7gYDAat/bgEZA6Q\nuY/PGegaO93OZKOMmQM5JHgie4nsYbiRkW63m5R5r9drnWyNkYamzhIjK25rdbcDhojXHhhH5nHv\nMWVO6EVXQsTFmL5504mPP97HZnNpcQMHbtsHd3YqyvK8h2axKOL1604sFpcWuUvVqr2v2vyFTjg7\nQ3V8/HE3Xr26BAtugbcxdgBmHiyKIu7vqxgMilitLoEvCYy8ogk+4AVo9+ZNEa9fd2O7vSS94Bs7\nFyT9XKlmrtWqjFevOnF/f0nm2JHGQc5b0eq6Tq9aKooyPv64juXy0jpuecPhBVfMyfzw3atXnfjh\nD4+x31dxOl1a4G0feCZ8iRNxPJ73MS0WrOeSgH3qTANg8Tt7cQxXqyY+/rgT9/eXg8WofkREehUa\nfOgqHvp5v9/HJ5/04nA4RV2fbSJJMNadO/iucll/wVPwKHYDRx6nyh1aTiz5rAPkhjY65gbX2Bq3\nAMPHDlD9PXrI3Q3I3263S/OBf9aG7nWiOk+CWK7d8VMUxTtbUvje+sABgSupbq/EJqHHwHke9Ds5\nRdLJew8ZrrRa7s2/6Bx3O3nd4NFJBfgGXkRvAqu7w9CnrpjbV7KvAnzg1j6QYQDX5kvbUuTq/r6O\nu7tuNM0locD3VLzevn0bt7e3cTgc4ubmJtbrdfJrnAh8fHyMyWSSbAvr5vAgV+6AH/20Wm3jhz+M\nmM0u/hW6mS5EaDwcDluJMeY8HJr43veKqKpOFEW03r1OZdUVv7I8H4RpnXP2uXrx6lUZu1078OUw\nT79Oj0SVk4adTiceH3fx/e9H3N9f5JQCB89FVm9vb9NZMCRzzzJ3ik8+KeL166LFd8bhRQ+uEn84\ngXh7exvf//4iyrKKsmy/culiEy42r9vtxqtXr+Lly5ctf3IwGMRkMonZbJbWwroizgUfnweA7uJ5\nyO1ms4nRaBSHwyGdbGx9UxSXs0qm02ksl8tER/t0nzcKK6If1yiKorm5uYnpdBqLxSI5wJzgRXn4\nnNE7tyMVxT7q+hjPn49iu51Hv1/EeNyNTuf0o58mOp1T1PUxer0iRqNOnE7r6PWKmEx6EbGLfr+I\nfr+I6fQYf/APku2N2O0i0HWdzvnn/8n43d+t4t/9u2F85zuT2O0ulb9z4LlJvfsQHqfFzu1qtUpM\n4Zfloog5FThX4M5sOlhzX7md94j2K3BQprTLDIfDdOrZpZXrmDIths2VsIhIz+GdXc7GRkT6zo6T\n+82tfDG64/E4nciGEaDyfFbK9zEYDFonCXNCmFubZrNZ3N7etgJs1o3iw9gjkOv1Ou2jevv2bUwm\nk+h0OumdgwRRGHjvLaUf3hVQvycUumPUeKZbalC2/X4/tttt2sBvY4nzhfE1veAF6IBjZMXsNhxn\nEMEP/Md84MROAMEzCQPvXWFNJJbW63U6wc5t48gDa3CQigG0Y+DKq/eRPNXWs9lsWs4aBop9HX53\nKwYTY4nRioj0N/oqIloOFq15tONwjyu3JDZo53Gm2gkp+AVZhY6sh+QDlVJnjfMKg51hy6orL9Ab\nOjpAZj5wipG3DPE8V2tMV5xn6xU7BRhU+DfXc51OJ9FrNBolGQS/OFzwFbyNfnFiAHlyMsaVYe5n\n77+TPtZR4I37rf9Op/Npg06GkWCzM2odDs+go9AJ0ArnvizL9ByuB0bkc7lcpmACGSaA83sBsQnI\nA7jmOyfH0D3ooYho8SjPAW5w5cSN37WNfCMn1r/YMnCNY4ucHA6H1IKKDCIzlkFXluzM08oIfoEB\nu+NtPU4KERCj/6CDnW70DZVDAnbTC1vhqqPbb/kOHiFZwuesB122XC6TPIID9IPl3ro0fy64Ao/G\nL7Jh2wW94AVohwyhz7fbbcu3Kcsy8SX6G5vv5AN+FOtmDeYLbCcyA+3R4dCRNcCPJCpynkU3M3gO\nMg0dsX22d9xvn8y+BWswfswXyDfwELSxHuv32WyWaLZYLGK/38ezZ8/SHkdea4ItHAwG8fbt2yjL\nMu7u7mI2m8Vut4u7u7u0j5CuN4ogrG2328Xt7W3ax386nWI4HMb9/X1qxyTYGY/H8fDwkIIS+0RU\n5/CBOaOCYImAdb/ft/YlUsXlPZz4YfiF4Go2m8VkMomyLOPx8TFGo1FaNy2itofYYk7Fn81mcTwe\nU/Vut9sl/3O73ab1zGazGI1GyaZQVaaTbzQaxXK5jNVqFdPpNI7H8wm0bK2bzWZxc3OT6A2/uRhx\nOp1ff8heW/RlXdfJP4fG8/k8ySC+ieX45uYmlstlLJfLeP78edr36WARu0gC2x1o8CFbCLFj6D86\nwrDLTgIhF/f399E0TTsj9KPx3iqhBCbO6JNpwIm5vLemF/P56kdKqBv395eji2EQXhXCkcA3N4N4\nfDwrpRcvbuPx8TER6m/+zVl8//vH+K//dRDf+U43PvlkFXd3d8lpKcvmR1WsdYxGVXzta8v44INL\nRu7TT6v47/+9jv/234r47ndHMZ/XP3KC6ojYpzXg5KB8vC8gr9Q5mLPxj2i/j44sbV7dAac4hSgv\nG4WPfZkAACAASURBVBsULkzlYJnPcFJwmlxBiDgfbPT8+fOkVDAij4+PqSRfFOf9lC9fvmxtHMfg\n3d/fJ+Gyk0v1tGnOhzuRcQJm1g+/RJydIB/YwwEmGHPwQbXQxgLjVBTniqo3m+ctPmTGcUagKdeb\npwkUzAfg2JU3OzN2fDCS8/k8ptNpMhLMzbwYUmjrLBbPwVkznD4VDecC+ntNRVEkZw24bKDNSw7e\nnYlEEXENytH8ixPC/1zjbGMeUPIcYHXwgEy5/c5VbYbpQhBa13VSrMY162U+eIgAHUeUZ+UyTeIk\nD9BcLfBa4QHwCxzumOA5rrCReMFxYg7WCk0IkqA5A+ef9ZMAMz4Y0AlZwHl0oMt6nISJuLySydn/\nnP8sM6YlssZz+BvewFE/Ho9Jvv36mU6nE3d3d/E7v/M7SXeQDCBBAjw4fda/5j1wZD5zMgV5A+/W\n2Q5IyXSjZ5zpRm64zsEviZOmadIWDFdaDD+84gDTuhXcIk8MgiB0FrTBUc3plydESNwBc7/fj8Vi\nkXCITOQVYoJAtk84YDItgCm3J8ydJ5+QF74jqcM91lNumQW/tiEkZVxJ4gccALvlJj+VHVh7vV7r\nVGE78XYqCUQcbIAX4HNl03xnXWH82eE0fzMIAlgL88Nb6DA7n7lu8dYC+Bc/w8FwnkgDH05Emlec\njMR39JqsV10NtV3zepzYhJamqfmK5/h51oEOwKGpg2CSKOAcnftZrbo8Yz6fJ15wMEFihIAF+eE6\n9Ao4ckcKCUj8Blp4HbRRMPK6+ZvkPLICfqEVCZJOpxO3t7dxf3/f6hpEd8AXZXl+7R3FAIJuzlMB\nl7ltgsf8Ll2CrPl8niqbJEieKuRAP8uuZSUiWoUO+5QUlpw0gnfG43HySfF1ac+dzWbpkM+IaCXD\nuIZnjUajJJfoVgoFdLA4IOR3RLQS6Q5im6ZpFcQeHh7SdZvNJgXVrKvX6yXfH1ovFosYjUYt2f+8\n8V6DUJ9MhTNHBo6sbMTFGYmIVL1bLpeppx3E854gO9EYi8PhEA8PD3F7O41f//VJrFYXJsABwIk6\nC9E2qmoQP/Mz6+j1TvGf/lMd3/lOFf/zf/bizZtechLOymrfEmIL++3tbTw8PKRsXcTlBEgyYRAV\nBWkcYTBRPjCMnWr+hhHtqDq7jvLMDZIdF8ruGEJnNzudTrx48SLRA+UJ7XjO8XiM6XTaylr7ZNzp\ndJraNoDXbTZ1XSclg4A78CNxcTqdTzLzuoxjOxER0como+i5BkeLLKYDCJwGKxPoBv6pmjm5kFfA\nUL7Odpu3bbw7nfOm74hIQQDz4oyBLwe//B4Oh/H4+JjwDp0Nryvafg7wuorKdQ4CjCvwy3pxmp3d\ntoPjbD6KFZzzGXzBWu2swtvwuQ1o3gpH0EiSicE88CyZRtZj55wMuyv30DCXW+51ZZjKPZUB7oFn\neC7rh5Zu8XOiwAEsxgAc2EEDTp6RV9XgZ+DCibHjDI/liRfT2rSNiJZ85AkIO5noSebyHirrSV/v\nZAIOo2XDCUCCJ/BNRpdqIHI3Go1aASW4/ywH1sEXQRb0fUp2jDv+BjZoQZLSuIKPXLHznnYSTPCy\nAznwZucOGXCiykkmrvP10DaXKcthp3N55yy0s/PK/66GGYfmC+ZjHugIvS1j5j8HEPkzDbMrX9zf\n6XTS++3AmwM45M70dKLYNtoBmHWMHVUqTg4A4G3LtXUMFUTW4xZQ5rEthWfdFQLe7HM4sDYfcb0r\ne66OWA86IIP/TFNXIuE78M7z0c25TmQrihNYDCcJ8gOPnPQxbziRbRyDV/Do+4wf9AIBgmUC3cNz\noQFwMxdJERcn7Kt5WEa81cIHChk+5LauL+++BkauITgGB2/evIm7u7vUxUZyxrxNRT9PXNI6y9qR\nb/xy+xjoLBLK2Ct4DV2IfHGPzyUA5qZpUrCT895oNEo6iT2U+HH2ueBlaMZBPtZ/TgaABxK4eYCK\nDwEteUbE5b3Ji8Wi5UfB89vtNu7u7pIOub29TZ1jdNV0Op1W4iniXBh68eJFFMV53+bLly+TTcIH\nobUZWaMrhrjEdhJ78Pj4mKrW2EifNA6fcP4LvDUejxM+3759G8+fP4/PG78nDiZCGUI4GIUBA2L8\nEX4TGieKtpQ8k8vY7w+xWGxSEOWsKO8ahUl2u138j//Rj69+9cP4tV+7jd/6rW18/HHxToWCIPdw\nOL9bx4GeHQEEDULbMCJwrBdC58JHhoN7UDYOkFzFgFlQwA4+8sAU5s/3nEVEa008h4Fx9P8Rl704\n/G26+Tsrf7JFtJNZefmQJAbBX+54813uPNpJA48YJtpaXLV1e5YF3/hzoOOqCM+1M/TUcHbSw86Z\ns+J2HmxcwBM84CSAA1X4C0WPcc9hNH1wqGwcgAFHkbmd0c2rK3bg/VnEJSPrZANy6DYnJweAw4bf\n8vJZOM/1hw2ZHQI/J18H8PiHz/PsueFmTvQO6zRvcQ30BufmOdZhXrFRtZPtoNYBh/kHveA1PAVz\nbsD9PXPjdEZEOnGPkVcPHJh5bn7n/MK8thGmjXGdw5vjPuJyQJqTI143uDJv5o6Pr7Ou45l2OLEH\nxq/1RO64wsc5v+c62glLBzIEkAQ51gVOfoBPnETzg+2T7ZjlwDxIFQKY89+sL0+ORVy6oxxo+dk5\njX3gDTwEnnMeBr/5AUamSe4ggkc7zE4iupspp3e+XgfT+XxOiDnpgpPId7aflm94E9xgu5iHNUIH\nw5fTFvxYfgzHU3JiXWdceP387QADPwW9ZX4CV9aFDrzyH9PMeiaX+RyufB2WEdrQcx1tfOY6Bp7K\n9TR4N/ysP+d1DydgoQHwF8U56YwvyLsmj8dj2gtY1+eTVTlTgGCQJMVoNErXMIxz8OS9jLSk8qoW\nuhObpmnNk/vkdJyxfQUdlNs/y7+3J4CzoihSR4XbSIviXKTi4BxoCM4JNE+nczcQcA+Hw9YZDcDQ\n6/XSljqSRJYPaMGWOVp5eU5EtDrt+BwYzDv4veCNbkbafj3MX/AhcJrXTLscV1VVpaqwfdfT6ZRo\nSGJisVi0/OeISPwEPdhr7HXncOfjvQWhIA2jaCNk52SxWMQnn3yS+o5pX2CAOAdiKF+Y8M2bN+l6\nlB/BIi1jNqAw2G63i//1vx5iv2+/GBtGRKHVdZ0EDSaguvrJJ5+02oE8UGzutXclgPtskMiEOtCM\nuDAU64PRyIKQXWQNuSPlgNh72hBc5n316lUrK4aRwoDQCgweLGR5+xkBsIMLDAxBesRFGZItdaYX\nOiOQDw8Paf3Ql6xb3iZkh7woLi17rA28EpQAjwUdJ561gF+U2Ww2S0EZgY/btvIKDc6OjSC843Yl\ntx1CM2eo4WsfUGEHAaPs7K0dXrfaRVxa3wjY7YgSuLvNF1puNptWW2NZlq02RdZDosQ6gIyrHQAb\nceiDoQJ2aAdv8lz0go0duLU8OYh1thNl6xNxwQMveuY+fjuBYRwjm8zj4I/n4cgCl+WVe/LhSgOd\nBnnA5EDECRLLAgeisDYbfweUdlCYwxVgYN/v960qU+7gMldVVSl7jz6x4YQG6Ec7s/6NbOZr97PR\nO96biYzBfzyHREgesAEbtOVZBOF8bpvGc5zg2+12yTm0LoEWVM+ZD36CP7kPvgFWVzygIWsHj/AI\nuICXvbcRfrXj7Xusd9ATVDOhgfU9smX5QhZYO9+ZF1l7Xt1xxwS214Ei6+aZTgY48ZgHFrS6EcAj\nD8jMU1UxBzy+zvrH+sPrdcXViQbk7KlKKA5q0zRJPkgcWIfZv/A7mJ3gcVI1T1Djg0EHdAl86mSX\nfQLrGetzB8+2J3RO2MGnQobsgHf4wPRzQAtfcg14sn3FZ7GNdkKH57oCCJ9APyf0sDXWOTl/87d5\nzgk32yHstpOtFE2ceARuDiXievMTOuZ4PKY3EFBp5kCtwWDQOvwN+uFD4WssFou0HY7X9MHL6/W6\n5cdBk+l0mvDB4FUw1pG8Dg8esf4yXuBzXvHHOyqZj/2pdKpsNpt0kA5rgM8JsG3TIiKdVeOA34cb\nuXiGnoy4dG2eTueDiKqqisfHx0Qr5HsymSTfgW60iEhBMfDx2hlkAvrbr0Ie8FHYp2p+Hw6HSU+g\n+9ypBaxUw6vq3Gl1d3eXeJdEB92s4Ox0OqWtkfiQjteeGu+1EuqDPDwIEAaDQYxGoxiPx6li40Ar\n4iLgDuSWy2WK2quqapWycQoj2u+/AoE49AgbToCdDojG/iHaR1FQGGAyCc7wmolQbAQldpDyIJfr\nWZdbn3iGnaSIy4mMi8UiKVoUEt+hHPicPaE4CnboT6dTvHjxIt2D4iWTZQfVStXZfjssKECCyDw4\ncJtOURStLBXJApQ9z2dvLwLAc52BdrsmgakdrYj2y4hRFnZQEHx4Kh8oS9pCbHz5jnX7fhwR5oiI\n1OLB91bizsii9M2H9OrbGHi9GFAUrJ1FOxDGS14NqOs6HRPu5Alykq8ffqHiQiBpPoQXDAfwwcck\nGvhtx8OBr5MRDqod1NLKCy6eej8ghxvZcWOgm9wiZ7o4Q255cgCat2o7U2ocgh8HH9wHb5tngQ+a\nOHglG8wzgN+nePrgkYh25Qk5cHYf/YAugMecOOFet9ZCEzK2TdOk1wrx4xe0u/XNesH6FjkANgdE\nrD/XKZZTyznyZNk0Lr0uB8WucOEcAoedeLfZwosOFMCnnXA7vg4CeLbpzGckJF3NQhfBMwReOJPQ\nHxwSJBge21Oud+LF/Gv6AAPPd2UUe+0ACfkGfnQSa6qqKh16ZHvHsIxGRHrvHvol7yzic+5Bpxom\n5BfclOWlOwh54LlOuOb/81xoncuLkxusi/tNC+tnV4X5HH1l/gcW61vg4jPTgrVhL5xgIDCwrWfY\nX+B6H/7m5Jy3DPggQOTEsuyAzH5Rrg94JtdBNydewZXPl/CPu1eA10kn8JdXfQ0bv41zdKAr6Q58\nHdCCK7oArSOgGTg8Hs8nXOPf9nq9hE9vUYk4t9c6sYGeoZjhwI/OxMlkkvx4aI2+o2W2LM8HBrmS\nDs3xW/AlODhptVqlE3x3u13aB2l8s0a/Tonq7N3dXXoe/DmdTqNpmlQFtY9hv9rJEexhVZ3PnUEG\n3CGHH4Pvb39oOp1Gt9uNZ8+epdZy7A33Ilv2uYFnMpmktaOLsIX4drT0WkdAo6Io4vb2NvkBfM6a\nnCiwvb+9vW3JIVXcyWSSEmLEZ/A+a4qIlMj8vPHegtCyLNOBCt53GNF+gXNePXRWnP8jokU43ltj\nw+e2o/yIZxOe+Z9q/eQQC5wamBQGQhlzChmwOXvozABZUzt8EdFS5F4jWSorB4TEFSiYmu9pRcgz\nSxjrTqfTagPAQNmJ4X+3eeaODI4ANOR/GywMkw0UtG6aJm2ExwhQGbRz4oASWMHXfr9PQQlwR1xO\n7oV+OBc22s78Qg+MJcYE/kChQQd40hkncM7aPRftJd6X4YOkDLt5BWUKT5F4wAlCKRu3zpbhyAAj\nMAMDtHTm3g63HcTcsXQAlWelwa3n8Xe5YTZtgANnk3X6oC8bJO4HVzzTbciuHDuAZT53EuSJGL9M\n3SMPCC2fXG8HD+fQFS70kQN8J6SgkR2jvILDGgjy4b88ICDQocpmOlh/5U6pHSHLbs4Hrl4hK9bn\nToYwN/PwOXDjIKJD8xZdV0M+C+/gCfl3YAGcDqBwTl3lt+0BBgy55Ye9mg60wDfOf85DyDGwol8J\nTnwGgOnP9w4y8qqUkwOGk2QNMOXOO3MBK047e8PyLDg8axnwvThIXAMMtjU8H1vnyj3P8D12cliP\nk2XAzPMc+MNnudw+tXYHp/C5+Rf5RT+ZPyx/zJ8HFyQo0HmWRfONZRAeZk1P2W3kimc7+exkbP45\n+DDPGyZ0mH03+MCVQ3gZPD+VwEHHujpvXo24JL/yINPXGO78GfZNoC8/PNfvQbU/5oRKRLRsgPEG\n/9h/4W93eVlnGF5k2Xv0eI4DQnw35IDW2s1mk97nCMx1Xad9jIaZDoMcfw52fMCMdSG+qP079JN9\n6V6vlyqdTjRYB/FcgioOGs1lxAH9druNfr8fz549a8mMbWfE5XUi1uHz+TwF7tZf3uoGXwAz+sQ8\nYXj4jDiAjj10Hjhw4oIgNqJ90CR6iQ42aM7z2EvO545HhsNhOlPHPjvXsh4Ou4Sm+P/oLD8Tn3s2\nm6XiDJVzfHZw7ILA6XRKpxV/3niv7bhWJHba7bhDDCtRK1NntE1AjjGGuW0kmB/Hxs4RRHvz5k0s\nFot0r43Ofr+P169fp/mdBSQzYGPgTFiuNN3CyQlgrMftiMALXgiSWZdb09zOyf8OUJxJhPFQPA7w\nEDQY1VkTGzdgtuHMHVGCQBQjStytjRGXQzfAc96ehFHMnRzzkYXJzhzBjINWKzfwhOIiaPF+HDsE\nbqngt4NT5nGGGNxwj52HPBhDCbtdFtxAYxsr8GrZsCw5E5w76jYKGDAHnOZTriNoPh7f3c9CRjDn\nEbc9MU/ulAKvX6ESEa0T2GwQIqKFAxwjv3oEXrPj5aCaNecZfvAEb5EBBhc2ksyd64uyvBwoYvq6\nOuvggUQPa4VfgM8VPuQbXOLMsh5+A6dP2HNrq/Uv9zCnjYp5hfX5XYl5IBRxaTvGuXIlBNzxLNbG\n9fAfP3wGPzr55p/cubTcNs2lZTiv/Diog1ediEAnIU/IAfjwM2ldB8686uuquvH/lAMN3p28ADZw\nY7yBe8sdzihVDuTWuo3/oR90Mm/bOePZ5lV0HnutuI6Kh1st0bOs2VUJ2slx2kkiskaCJ+bhcEHW\nb96AvsaHq5zwmYNV9LOvBQ88x8kE8ImMk1C1/uMeV9x4FrrFgYHlzoEMvIZDDw+ap3OfxzqbNUJf\nYDFdbIPAJbh14sb3uZqYyzKwgW8nKBisy3xs/8c4My19CqqTC8wJbrxWhu2X6c51Tk5hd5/yB8CH\n8Y9zDmzocScbrffc3WEeAE/IMHDzP62ftrn9fj91uaDvLYucrJsnh2nh7Pf76Z2hp9MpHebG89++\nfdvyEVgz9Gmac1cLB9rU9fld7u5SYqzX63Ty8ul0fu0I9OaAHCp9JJA5YA7djK8eEe8kDdDHBGlO\nCmETFotFq+Uaf7xpmtRNyXy09EdEet2K98A7yc7ffsuB4w10IAUUcEgVsdvtJl0SEel0Xa6zzoXn\nBoNBaiGuqsuWP9b87Nmzd/wa1gUv0TGz3+9T+y38Ph6PW/odn5QEL3qPNX3e+D3RjmvGKcvzu/PI\n5rCnDMaLuDiIeSDrLDtZDXrnudaG46lKK8i7vb2NiLMhmc1mEXHuXSebANPOZrPY78/HPvP5er1O\nf7tP/vHxMfXkAzdtshALotsIGDZ+k2kBD74vz0jjzOd7l/hNRsyOgANzrmMdZJRgYO/ZMZx2ciIi\n9ZrzDObDkD1lGB04O2vv4JP5mMsVy4jLYSzA5AwVtABHdqZ4Xr5esmp29LnPlQpw4vYE5nVwRguF\n+cJBn2mVf+/AKVeCDvgOh8M7cNiR4Nk+rAsFZpxY3nASHaR6uN0YWFg39Acu6Op15gki1gjPQk9+\nUPaswf8zX0Q7YDXfmPfNe+Zp5sIJBw7T1g6rZcxGw8/x/dxn2YM/8wSF99SCC8/pRIRbaX1P7gg+\nVRlzgOl7oAfOjZ1LaMLc8AGHHDCPO0DQg6zbOh0Y8lcDcA96NU+WOKCz7OMQ5lU4+MUJNMu+56RV\nFR1uWL13PeISiEdc7Jxl1zxgB8WZZeZ210VOf66n4sg1zGv8gVMCuf1+n/jDMMA3yJVxmPMDNhvZ\nst7In++9dvyQYMBRZk04QqzTAaUrILkf8JTeopLLZ2V52fLhhEfEJfCHVxxom08s7/x2Qtf75W1D\n/ExwYtyxLuQJO8X/uQOKLX7KdzAfoyfsLwCfqzJO3ubPsr02fv2/P/OWIOC0PgJu72c27/N9zqNP\n+QTMAZ4c9AKLeSW33wQNuT4yfYw/7uE5xkHu61gensKX6QC/gGvbN/MEepQqInhbLBbJ/+UH+Vou\nl60gH1kjqQh/2k9fLBbpuX6dlPce8sOBTvP5PN1PRfDx8bElZ51OJ+1DtW0CN+ja5XKZbC4dfJvN\nplVt5DrTnPk4C8Z6zDbTNhrfHTyCN66LiIRfEj3A4+JCRKTTaSOi9X5k+M3bGxxfQG8SBhy+6oDY\nemA+n7e6GohF/O5c8Gn7AP8URZFeDwTfoKfH43GLP3mOK+K5X856Pm+81yCUwPLDDz9M7U/sxQTp\nVFQwqmT+yrJMezIjLu0RDIKfuq7Tdc56RrTbAhhkcWzIQH7Eu/sDCbQ4eQwFiwN9e3ubMpVN037f\nGplDYAE2GMXZCbLq+R4FqnVUruj5duZ1Pp+nuT/99NMET+4AITg+xKgsL/uFCJowUDCXs7Nku63k\ncSj84nSUHNk0GBqae/8Yyu9wOCQBpI348fGxRavcUUTQXFEHP65CoPC4z0FcXdfpwCPo4IDAPGVD\nRLaUHwd9BEnIgZMx4MBGzhVxrqVt3JUBO75kDrmeQMZt3t5zQ5YRhYTBzzPtnp/57GQxtw2Mq/bQ\nhcy4M9tU9F1pcHCG7OEIUGWEznayXGF1RdiZWGfEqcg4m0ww4YDVtPR1rA/DYv5iIEuszcEKNGVO\n48dtb/AY82OE7djk2XjjhFZKrgGPNpzWg87aG/c8x62xfr6dPgwlc5MxBYfWq3ZKfWBV7kySjTYv\nWT6Qe+Mf2ByYeyCzBKmWSf9tnJpWwJLLCnYC/rcDYVo6YPLfwORKOzJtebOTZGeea2y3wLkdB9O3\naZok9/CHg0/kBXllXlchwaltHrxghx98QR94z/JovYodoUqD84xOjLh0CuS0xqF1AOK2OLc927ki\neAWP4JJKVG5fwI1x4O4H04u/kfG8MsegMsKcpp0DIwfp5iV+oKc7XuAZ85Xl1rjIAzz+R1ewr9vJ\nFx/wlPOMdZPlJK/CWkaRN2yWk3DAyJwEwJ7D/pcDn9wvQLfbJoF762R3EPh0bNMBm5PrEgJJywXD\nPOLKE9U3VyeLooj7+/sEi21Hp9OJDz74oNU1xytUmB974qCkKIqWfUcOuDev2hOg8g5OeJ017/f7\n1BpsPeh3KaNniqJIPjR8jd+b8wOwsbZcR1tv+bA2d0M5gAXHXMc+z4hLYYP5IyL5T34vKzRxNyL4\nZf34R/bFdrtd3N7etmSOpAHvEvbhcWxBpBBBYm00GiXeIqgkKEXG2QMMnghQeWUVcwMbMLnogX/u\nmIf1P1Wg8HivQShE+eSTT1pGLuLyEm47RxEXJy4iWp/ngaKZGQGyU8T9OYLsbLh6w3XO/pLtmUwm\nLSM2nU5bp1MRsPkltMBhJyAPkBy82PGNuAgY60QhkSkl4Njv963N3Le3t8kxoa3QhqKqqliv1+8E\nlrmg8sz9fp+eBa3YUG48uRJHm2RVVfHy5cuWgoLBoQ1ZL5ISrAUHywdC2Vl1gAHMGFjWZieAtYEz\nBzz7/T6eP3+ejDOK17ThGShdno/SsCMFzeFlvwPSBhQhJ8gjIMSpIngHF+yPNX95P6NPVuZ5Nog+\n9Tffv2anwxVQ0y7P6sIzrnTkjpGrME5QwKPg0HOCXzsxKFd4yE6W1wxdyPq6/QXZc+Yf5cs6ndyy\nrJL8sXxaXzh45HOyiLkRdbAB7RxkGt8YSgd3dvTBJfzNmklCwefOhtoRQs5Pp9M7nSs8g3kZXquv\ncbWK7hZ4ynhzsOpWX2TNTqn5zY4pgQTXO/HwlPPvNTnQNW/YATeugMtJQnQj85qvwC10drUTx9hJ\njhw+Oz/e22yaWUYcvEVc9lCig7xe5AKY/WoAH9oB7pjDdtkJH/Su9Y3tiOdlnXmH0lP77/ifZAHX\n0YZvfFvukGHwyNxOOpDZz3WOE6UOqJEnP8d62bC68sv9xkleVcem25nOA0UHO8wFrE6OWvaADdnm\nmciUk9Q+x8H6GHnmVE5sG/e7s8GJB2C2fNiGgxvbcnQfa7XMWcfmCQ8HH8zv5IP1GX4a1zuRAO7g\nB3jc+hI+4pnWu7l8ch00wp6Q/HbrMbSFP+D3xWKRdLf1LxVK5MFdW69evWrRxfbLCVl446lAGtkd\nDoct+QY/tNbatyEoYm7mtwyzhQ6aQGOqpvhS6ADsEfo4IlJV0gEx760kEJ/P54nHCLrQTW4vth8C\nHt1RZFw4PkD/+8wKvgMeZDri0mFZFOe3O+BvEyxyL889HA5py19RFPH27ds09+3tbZIXfIlOp5NO\nBCYBQVeieY/5SFIbRrdyEyOga10APBzO7bx0ETw8PCQf6rPGew1CaWXF+eaF4RFnxUePuAkZ0X6v\npPc6kl2JaO/DdOAXcVZWnJ7FNXmbF3Og2BBC733j2h/84Afx+vXrlKnIW1BtAPO/HewggDCEM+p2\nivj99u3bFmzOJLvSl29y974CKxeUq08htmFyhcfOGDgynASHdoT44WW7g8GgFZjwPLJ3GBLj3kYs\np6uzlVbyeZbUeETp27A4M8xaUVLAAWzOQJpeGGeMTtM0MZvNWnQEBgwAeI5oH8uOovB+I5wEcAot\nmcetY4YtpzVBKnsS/Pw82EGpulqK7Pl0WRtulBr4Yu04Kq4s2LlxhpXvgMdG0TySV8+dyXQgQXDu\nZ7BmOybWO5ZpyzD35fyJrHiPs+EGNoJw5Af5tXMFDSzXDr5yOYFnLDfQ0/vvcn1kHgJH/slfA8Tc\n3GcnmDldtQE2V8XhQc9nPGBMvWYnenIYrD+NM67P9XtdX/b4gkcHDg7QgN8VUuQKPQusDqJ8DWsy\nvZCvnO48gyy6ed62wtU2V5i4HqcGW4MuQz+aZ+zsOTnpUxZ5Xm4LmR/+xo7QqQBc0N+JLtvZXJfk\nss7zzONOlHqNlkfrEJ4FPcxT0BuYczjscAMXeMxtouG0803A4+qp5dgJTHdEGHbrNniCZ2A7nGTl\nXvSu7RlrdJKd++BXV0EceHGNE5q298YFc2Fz+XHSCL4yXNZZxpP9AL4zju0TgKPPCiDR16Zx1TW/\nFwAAIABJREFUfg/XOSC2rNo3cgAKHeh6yjs3WE+evISWwJLLBT9+cwBV+W63G8PhsGWDWIu7otz6\nbdrnAX3EeZsbc/EOUuPGg+R7xFl/9Pv9dD+0K4rLSc3o0JwvzU9OzPf7/fR+VJ+LcDgcUixBwATO\nreuROU7HdqLDZ8HAU+YVcMo667pudWZ2u91UmSyKIu2ppGsCODqdTnp+vlbLbFFcKrHwmoNi+yok\nBcFzXdetQwrtz7uiu9/vU7AKLH4DCOtmrawdfCL/yB++fh6/5eO9BaFGVMSlTz+i/Q4mM6sXCRO5\neupWthcvXmju9gEFx+MxtYFCYJ/O5v0no9Go5RgQMDP8fkCI66wUlceyvFRFj8djKvnTiuG9EQQb\nGDTWiOFhvul0mjJub968SbBhiDh4hIwhwgCMbrlB2fAsjI0Dw3xvg42OK1c2jE1zflcT87HXF7jI\n+PC/HT4yKGRXXOF0lQYBJaGRt9nZkXVmkGxhVV2qEW4z5G/o4Vf2cC2KHJwSfPK5M3JWXNDeht2O\nq9u2qS7zPIJF8IshcoUSpeGsoCsPXONMl9uPbVgIwr3nOK9aulrjKjz0suyxLjtJOEDmI9OaQOp4\nPLbaxR3cRFwcfrKkzuY5MPaz7fQ7E+4KWt6eZry6Ug38GFCuczUDWKz79vt9qvoToIN7VxaA1wba\nrfrWh/AZ+slyY9qxdhtingPv5e3WOA8OdvJqITo9lytXcCKidQ38bl3kDHW3221lwJ2pNq1t+MzL\n4AB4LVs8306z21JxkNEdPpjBwdxT1V8nwGzQd7td0gvMTwDHM8yH4BdeywPOfB7jnnY3OyAcVOXE\nG3P43aQ+SRJ5JIiy82S6wT8+fA544S/0npPNrM9nDZinsdngw5VRyzX35TKfJ7Ms3/Yv7Jyxnpy/\nLUvIrudnvVT+vRZX2NzBkPMntsmyCgzMZbllEAAAA3xn+8F8/PZrs56yUXlwim53II3uRwasq6GD\n5ch2DXybhgz7XXaweaaTfVSRyrJMW70Y9of8HHiJgB/ZQRagj/nG9MBumUf4Hjz5dX857hnIpnUZ\nvrAreOjX9XqdDqthADetltvtNp1z4qQ7sAC/OyNevXqV8Iq+MR3Nr6zRXUSvX79O93BIDkH04XBI\nXS6WcXTOeDxOrzKhgxA+QW9SnaMaZx04m82SP+TK6WKxSHNBS79bFF3BQUBOFpIcY04HWd4mdzqd\nz8vgdTRN08R4PE4w8J5O60Ts78uXL2O73cZ6vU7vYGUfKLIDjxG8397etrb1EJQ78FytVgmG3W6X\n4G6ac/HOvjGyAY9AN2ToeDymRBZ+AIdGDgaD1LXIc/Otkvl4b0GoM+wsPj+BMOJC7IhL9tOlcwbO\nBEHTD3/4w/Tdl750jF/+5V185SsRH33UVnq54iaz8uLFi+h2u6nlIVekjH6/H8+fP48PPvggwc97\nNvMgmgpgVVWJIQiQ8owfz0LAc4XG9Sij6XT6ZEacYIa/P/jggwSTs+PMb8azQ+Jg3Qqf59kYATOw\njkaj9EwyTG5rdHbWVUue2+l0YjKZJDq7IggN6Y3H+aKiQnDDABcOlG0krGSobFiRMjcGzsH4U1lb\nZ7WNI/DmQMav7GDwOfuOc9zZueXZXk9+kis/OEZ2sl3dNAw2im7JAxc2ZmVZplcr8D/PgSeZJ6+y\nO6jGkGEEMG6uLgBHnpzwup3QAefgE1pwDXtYwDOOmLP1lk3omwfuTtyAA57hpE2eeOA5VElYE3xu\nZ5/P4FXu48e6wQEr9EYOLB/GrfFl2HieHaIc/05KIL/8DfymYS4fhuOp7DBrzCscDjyNW4wqetSy\n4MSE584dVCeWnBnGcfZBN143wQN0Z23wv/fnIlskWRywW1fZUUYXe8uF9bbvcxUB3Digd6DnKhXw\nWx6gi3WedZmTR6an+Q95NszINHhwcJzrN2gAXMxnmOzMM7edXmBxctdzWGcbVsuqW+/yd+IZVnCP\n3LJm1sgzzKvYRfsd9htyOwbOLcM43OgQB24kqcADsuzWY+PDe1VzHDpgf0q+HKj7mnw++M884bWy\nXtsc8Ay8JKXAk/mS732+CLCaB50Itp7j7zyQs03gGXlbrXnBNtzBvfmCTiHzEz4Q7+ZET6CD2OLB\nZ+Px/83cmz7ZdpX3/c8Zu/uc06e7770aQBaWBIrmWcICjIEw2YJgiMEgM49SYZGyi0ocErsK3qQq\nqUqqkhepOAMxVU4cqvI/xIHENmORInEcDAEkXUlX996eztxn2L8XR5+1P3vdFn7ln7Krurr7nD2s\n9czP93nW2tvRarUqiRV7akDbfr+fxkrsRGsnc+p0OpWks9/vJz/gHaz5cWLsOeOfHSs5garV1hsY\ndbvdtMkP10VEWqdYr9dT1dfrLBuNRnS73ej1epX13XznyiNJlOWOqq2r1sTujBNZosKJTDgm7na7\nqQqJ3DFvrxs12IBP2NjYiH6/n2TAsRb6z9ht27zzuW2M14uynpfkPCLSEoStra2UoJpGq9Uqda7a\nPpwWL0If5J+Y+sWOl/Q9oXl7Fw4XQnEYNfM2wE4uYAbrE3x897v16PcjHn98Hr//+4P4N/9mEZ/5\nTMTtty+j3a62ErhvfblcpuTHARiGotvtpsRhc3Mz9vb2rliYfHBwUKmu2NHnQRIOxBU9B3gw38be\ngTvH8fFxMroOFEFoHEwzHuhHOT5v+yCJYIweC87fiborP/APZXJSYB6ynjVPhur19UuOfR6GhETR\nyaJbVY2wMw47MzswlBxaGtXzAXJuxNqBF3R1EuXgBsfvANWfOcCGx/l6JAdjDpCgl+fMPfME1ZtS\nwDdX3Dj4Hpl0wux2EHSmVqslQMiou8d0WlKVy52DEIJgzmOueRXFTnu1Wl0xRyo4Tl4dUDjQc6Jo\nB2fHgcwzR86zYXblyUGRnYgrJlxjZwOt0Q8Q4bw6YboZYHIlBTl0C9dpybwDeJ5DkGIZy/l7WlJm\nWjkJ8Vpgd33kCannDe9zXbYNRBYc5PM9z7bjJJnIq6meN74HENSdNwA5/L1YLFJgZD4yf3cBYV/N\nB66zTJDEeZ4OzAwmRESF59CI+7lKZvrm1XDbF/sZV0WdAK5Wq0plNw80TQfbKwMiOZjiOeQ+yXLk\n5Ib4wF0Vi8Ui8ZCxM26uZz7Mj3X40MU23LbeiT/tf04uDDQYdOGZVKD4G70CjHIlymArfLJtyXeP\nZYw5GHcaCGBbkge9bgXMdS+iBGqQGWju53NfxzOMweAGusXnABL2iZ637UzElUsrarVapdrt+7io\ncdrGM7Yvnhs88mer1Spt8sL3yKyry7bv1kvbKworTlgZj+NQKpgGLkhmXEUjXsM3UZUlvnIcgm9h\niRuf+1U4HMgcFWOSUuu/gRDaPieTSeomoYW2Xi9fP+cqND6m2+2m+Iv5R0TaCAnb6fgM2QXcy/OD\n/f39dJ67mbDnq9W6gw87gf4sFovo9/tpLLQAu2sGPjpW2dzcTImpY4TZbBaHh4eJZoABxBS23VSR\nOZfklngCPTKQ4k3m8mVCjBH5dxzOebTi1uvrHY+pfqKvyCfJKnKUx5P58ZKuCaVaEXH6S4UjIl79\n6mX8i39xMf7wDxfxla/M4p/9s2fiK1+ZxR/+4Tz+7b89jq98ZRpf/WoR/+7fDeIP/mAUX/3qKv7g\nD0bx5S8fx3/6T4v4oz86iT/6o6O44YYykXjFK1bx6KMR/+SfTOPLXz6Mv//3V/GGNyyj2y2NFkp1\nfHwcy+Uy3vKWRXzpSxHdbokaoyRu+6AMz2FB+fmfX8bv/u5R3HhjWcXAcGAIYZirtE5gOp2I3/7t\n/XjLWxZJUHEgGLGdnZ0rHGOevLz//cP4+McP0/PZMdABIwYDg8yY+f3AAyfx+c9fjLNnS+VwIIMB\ntiPCADLnM2dm8ff+3qW4445ZJZDFGGPgzp07lwwmiTQ/tdoqPvnJS/HOdw4rSYlbFzDUGAOjOMzn\njW88iscffz6KYpmMCIEHCBNKC8Ljuc7n87j55nn8zu9cip//+TLwxynBY9A4kmcnDGuDUsRnP/tM\nPPzwKCV+bAqBjDg4o5XTwedisYj3ve8wfv3Xn68YH+gAmops2AniyCIiHnxwHL/1Wxei1ZpX1nDB\nI1el/XzL2jXXLOPv/t3n48YbR5W2Pn7sFDB8OD3aR+r1VXzyk8/F2942qASHXJu3K1r+HKC++c2H\n8fjjl6Ner64195ihVe5IGNstt0zjt3/7mTh3blapXp1my3InjFP1OYwzB5PsBNAFHCw8++AHj+J9\n7ztKz2DeBq5c9aUlk4C8KIp4/etP4oknnouNjfIds+gtoBPzsqxD71arFddccxK/9Vvn4+abq+98\n5uC+nqN5v6b7Ip544mK8/e2T9JmDCVfDud62ivm+853H8bGPXap0VDB288RJLfrJve+8cxJ/5++c\nj6uvrs7fr+UgkHcwaEDr3LlafO5z5+OBB06uABJ4JnIA+GN7TOD5sY8dxDvfuV8JSLgemSLALIpy\niYETz9e97jAef/yZaLVqKcGFxwTgBHE5rRjjddfN4nOfezJe/vJpJTEl8IOm0Mgb/HC/jY0iHnvs\nmXjd6wZXtKAiS05wLD9u333kkefjAx+4kGwBtHFCbBuDvFtH7rtvFp/73NPR65XVktPACSfBnGO/\njv1AdggInSBRrUH3sesOEp2oAjLZjtkPO4nBhrzhDUfx0Y8+Gc1mtW2PANSJFfLhJROuNlnGmKOB\nEyerfE9C0Wgs4jd/85m4//6DK0ADt4cjQ64wWj/f+c5n4z3vOV/x3VyT+27bUtvOe+45ik984oex\nublM9o7nGURxfIPMQJdz507i05/+QVx//VGy4waWbQMiyjX4jhHr9Vo8+ugP42/+zYuVBBY+GaBw\nAm35WywW8da3HsRHP/pU9Hrl+54dP2xsbKS9SfJKK22Xt946i9/7vUG88pVbSQaYDzpJAkGHGePd\n3t6O1WoVW1ur+MIXjuM1rylbZB0zDQaD1KbpqvPh4WFll9lPf3oSH/jAUdTr66oivGCs9vFFUaRl\ncuhyvV6P1752HP/gH4yi3S7fp40sOT5DXrGZ0GVnZyduuqke//gfr+Luu9sJBGLJnO/RarXSEj3r\ny2KxiMHgIJ544iB+6ZeO0hsieKbBae9mbxCEFtp3v3sQn/nMcconhsNh9Pv9pHMnJydxeHh4ReKK\nLYmIuPPOWfzDf3gcm5ujCvBAbmMbwFy8gdBankbxhS8cxv33l7usGwThtWgRkd5HG1GuI4VHBodO\nO17SJNRIXI5iw9xOpxbXXFPENddE+rn66iKuvjri3LkirrqqiKuuWv999mwR585FnDsXceZMEWfP\nRpw5E7G5GZGBH+no9yMefjjiNa8p4r77VlGrlZVBb/X+wANFvO51Ee12WVXyWg0SgWazWdkgaWdn\nJ83t5ptXcc898/i5nxul+aFkDhQp4ZN4RJRGdWenHnffPY3bbpskg8E5BKkYH+jI50bU7713Gr/w\nCycRURptOyvu4fu4NSoi4pZb5nH33bPY27tyHQ73M1LLb75rNBrx8pfX4667TuKVr5ylzzjHKDQO\nu16vp02POK/ZrMeDD47jgQdOUoXHSTjG2Si0kx2cxr33nsQDD5xEv19U2hwiyt2XXWkH9SNgarVa\nccMNi7j77pO47rqytctyBD3sfEC1Go3GCxX1Zdx99zhuv71EVF09y4Nm5pW/J/TBByfx0EOzqNWu\n3EABPnPkyDrB2p13zuOuu6Zx7lx1l1dXynKU1nOu1Wrx8pcv4vbbx3HzzfPUKkQCzwFSnDt47r+x\nUYsHHxzFPfdMK6DMaWg+hxNm/r7rrlE8+OAk2u0r1+DY4UNDkht4FhHxqlct4847p3HdddWdrnmO\n75t/biDDgVxeTXS7sqsPfLaW7yIefHAcDz00qQS7DiQtazzHHQlFUcQdd8zi3nsn0e+XdOWH4CKn\nIzzD9t144yruuGMSN9xQdrOYNvDctt4JWKPRiG53FXfdNY077phUqgeu2uXjsD1B5++/fxYPPDCO\nra3q5lKMgXG4Ish4kIGbbjqJu+6axLXXViu4XvfFGJ28eN57eydx992TeNWrZhVHjO1BNuB9ngSs\ndWwV998/jvvvHye5yJNw6wu/kRWO228fx+23D2Nvr5pQ2cabTpZ5nveKV0zj9tvHceONpU4Q4GBL\nXTmDVtyz1WpFp7OM++4bxR13TFKwCO/y+TNHyy/PW9NkGFtbZZBq28QzSbi51snPLbdM49Zbh3H2\nbLmjcZ4U2Z4wHsbiH6qEDjbhYZ5o5AlXRNlSbPAIfqPT+VjgH/S+665x3HPPILa3S3sOLWwbLRsG\nJFwp4/5r27uRnuUxR5Tgn2XgzJl53HbbMG67bVwB0tHfHEx1x4Vl5Z57juOuuw6j0ahumgb9uMY0\nM+87nU686lXDuOOO4+j3p5XvmR/ztezmieWZM8O49dZh3Hjj+Ao54zzkNv/NnLe2lnH77YO45Zbj\nin01eAk4m1d37Stuu20Qd911HEVRVuRqtVplp1rzhXtwXq1WixtumMV99y3i3LlxAtMdV3A+cmsb\nOR6vr7n++lbcf/8y7r57nXgCglsnimLdHtrv9xOtSFagz0MPncT995e7rgNSsHtrq9VKCelisYhu\nt5uWsvV6veh0OnHffau4775FXH11uasv6xJtp6AXb3+wDF1zzSwefDDihhtmaUMn5nFyclIpGgyH\nw/R3xLqVdWNjI86d24jXvGYZ9947u0JX8TWtVrlTre1zRFm1vO++aTzwwDQ2Nspix2AwSHbm5OQk\nbQzkSiXjOTk5iZtvnsV9983j+uvLNt18TBzWeYDfWq0Wr3hFI+67bxm33rr26QAAaxBiq+KLAE2R\nEetE7l+ueP6LDeyv86jVasXW1lbs7e3F/v5+mpSz6263G+PxOK6/vhu33bYV+/uXX1DmTtqkptPp\npoW7a9Qw0t+tVvuFNoR6nDu3Gb/6q8O49dbSAJ0/H/GtbzXjm99sxbe/PY1GYyP1gI9Go9jd3Y3B\nYJCCsI2NeiyXRzGbdZIgt9vt1JJrhJSEAZQWBzOfz+Laa+txeNiO2WyejFBRrF+MS+KTV0Aj1oxE\neXZ35zEcbsRiUSYCjAchiiiNNkixg901anQSk8lmQlRIoBF40PnxeJwQLf7e2NiIyWQce3vzGAw6\nqR2M3c9Go1EyjCRHRrSM6r7sZbV47rmylZKEKiJSWwhKjIyQxJCIbW/XXtgaet2Lb9SUv6mq4lBB\nZ3m/U6u1iG63HpPJVqoWeotso9vIWUSktRfw7tprIw4ONlJbFs7M1ScMCX9zHg7u7NkiDg8XsViU\nLUhOgKETRgmagvK1Wq3Y3l7FdLqIouikeYJSjUajSnDDeK50rIvo9xcxGGyle4Nw0aLdaKwrxbRr\n0FZsNPDaa2tx8WJEUZSOwcEL1V6DCH559TpJWcZ4fBKLRbtyXqfTSTTEiU6n0yQjnk+7PY96vYjZ\nbCNtMOWkDD4cHx+nNR35q3FqtVpcddUqLl0qgxU7YlcvaImyQxyNRgkNtkNENj1vrqFdDxkmQWs0\nhlEU9YjoJf44gTAYg00xqrt+xir29upxeNhI+u0kCX47GYAmvLMsIuLlL6/HhQtFrFZRkRHskOmL\nvcEeEKD0+7O4cGEezWZpC7FxBFiuNKDf83lZqW82Z9Fq1eLkZCsFM91uN210gd0BwcfG8ULx9TrJ\niJe9rBHPPbcOAHkHpVF2aMjeASTtdGpsbGzE2bPLeOaZk+h0esmGY5sJLqGNK+8OkFutSSyXqyiK\nXqUaDB3ztkns2mq1UjvUPPb20MGy7Z3xoMe0sTo5gd8bG604d24VTz11Ep1ON8kDPEKPWTs2nU7T\n2PCHa988jPm8GfN5dT1xnmgxHzadc5LUas2i19uK/f1yF29ksVarJX6jJ8gyMrge+xq03t9fy9PW\n1laquDEm+G15brfbFVkk4fY1jgFqtXVVmODTVTiANydh6Prm5mbyg15uwrnIPL5lc3MVW1uNODio\nrtNE70mIDRA66TKtqYDlssAY2BzGiT3jaTab0etNYjxux2JRJlF0YcAH/I53LMXerP3RPGq1Vkyn\n5XIgPw99ggamLXrS729Gp7OIy5fLd2b63dnYd2I/xlOv15Ndazabsb09isuXG9Fub1a6ZuwHsQno\njJeqNBqN6PWmMRo1Y7msV+THsuO5mb742G63FZuby3juubKjCN3AN9jOHx0dxd7eXrTb7bh8+XLU\n6/XY2tqMq6+OeP75Wqp28sxmsxmXL19O60Hp6jt79mx6LQd6eebMMg4Oimg2tyrxBZtfnj17Nubz\n9Ws62BeEJA572mxOotPpxYULw1SVJN4zXZE94pbt7e0YjUYxn8/j3Ll+9Hqr+MEP9tM6Su5x9uzZ\nePbZZ1+gfy9Go1FKKmu19drTq6666oX5X4qjo60UB63tTCuOj49jNpvF3t5eLBaLODg4iJe//OUV\ngGxjYyOGw2Hs7KyiVtuM6bSeZJN4kUojcYLf1ekq/cZGxNbWKp5/fpH0yUk+AMju7m5MJpO4cOFC\nXHXVVZUEe2enG+32MJ5/fq1XxMzYyIODg9jb26sALzs7O3H+/Pno9XrJZvb7kxiNNmOxKF9LY3tg\nmXP8jm4Qaz/77LNRFMWpJdGfnaL+NR6r1SoODg4qKA+/vfbr0qVV/MmfTGM8rkWjUYvt7WYMBrVY\nLmvRbi+iVmvGeHwS29vtF4xnRLO5iF5vMwaDiHo94uab6/HKV67i+9+P+M53NuLP/qwWP/jBNDqd\njRcSmWkUxSI6nU4MBoOIKFtOB4NBdDqdmE6XMRxG8CpFxj2fzxMywkLoyWRS2Yq6bI2JePLJk+j1\n2ula2qCYO47czgXljqAU346IVToXY05rMM4aARmNRumltaA/83kRi8XqBRqWBpCgLUeUcVhW8KKI\nuHy5Ge12FU0hKPR6HFdGR6NRdLvdNM9nn12leTJvI5antQFhnDCIx8eNWC5b0WiUuyYT2LL+YHd3\nNyFqKAsJervdjvF4EZPJKlqtck0NjtuOx3zFabi94+mn14E9SUun04nRaFRpAyIgtkNkPLUawWI9\nVqtyNzy3u/jZEWXF2y1rh4cR8/kqWq3yXV1uRclb5bjOVefpdBHzeSPa7XKDCw6PgwTZ67AcNF26\n1IiiqL7700k1AQAGjqQDA752yvUX5lN+z/pSntvtdisVfwJEEu7RKGK1KqLVqu6ui85D3xx84J4k\nZ5cutdO8vf4lYh1Y0NqILrotBdmBdnwHH/I2Us5DdhnHuk2t/QJAU67VIaDHvkAL9JfgivtPJvNY\nLFrRbJYJJsExfOR+3IdgnIA5IuLy5VbUasuIKCuHy+UyBawASa70oCPL5bpN+bnnlhFRbj6HDORV\nat/bidw6UImo12vRbpdt+Yw9by9zy7H1PSJif38zIk4qPIDPdr7mW77+58KFImq1RmUe8NBJo9f7\n+u9GoxHHxxH1ejM2N0vkG5sPTWjvhBfI3XK5TOO8fLkR9Xp1B1+Co7UcrBNSt61CF+596VIriqLc\nQdFrGW0LnCys9W6U/PrxcSOazfKVJQB7yBUVTIA+fAN2Y7VaxWTSiPm8rATmeuTdJM0Pg5/NZjMu\nXWrEfD5LsoavAQhCZ+yDsFfcw+AcMuiWUycr8DvXVWyhgZpWq5UAYbcE2q5x3nK5jMmkHrNZuftp\nLktcY9tIRYnPaX/ne+w0csV5zMUgO3RY604j6vUims1Goh3y6gou13F/J5DHx7Vot+uxXC4qtOLZ\nVOzgA2NzV9nJScRkUrYjOjDmWoPD1Rip9AeXL5fgEM/Pq6/wza3f+O61P2DpSvVdqMzXxQzG50Rm\nDToVMZ2W1arFYhHHx8exWCxib28varX1uyZJANex0XHs7OwozmjE009Pk/1lB9Pt7e0Uk5Eo2jfO\nZrM4Pj6OXm8NeJ4/zxKsiKOjo8r44fdkMklrByeTSVy+fDldz6afi0W55wL0PD4+ThVUikGA9o65\n1vYm4skny/dYrlarODo6SomhkzdsJ36QGKxer8fly7XY2CjS2Lwm1PFSRKRkj9fUkCCfnLRie7sW\ny+UiJffwHz1dJ6s7ia4uLKyBs+2YTmuJbwZ917nINMXRnhN029nZieFwGvv76/euEvceHx/HmTNn\nkp1Ez4+Pj1NCC9/QjR/9aBi7u83knynK0W4NEIqt8FpdgMi/6j2hL1kS2mw2UwCBMOIseX9kRPnu\nJhQIVAil5CA4qNVqlfdgrQ14Kz760U5cujSPra2NFwKgUihAMkiAHGSQQGFc88X5BJwYfRhDsuZd\nu2gF455GTHGwDtLa7XZSlM3NzfQyXxymS+huqwDNtOPIFyxz2LGD2DJm5mC03M7S9Ad9ZtwgizgD\nO1B2yMUAUGWF3l4n45YqkFnGynxoc/Diagd33qoa9BQ+YWgIqPN7MwboRkLZbDZT0kUgsFqtUlUV\n5NIt0wQC0JlgxxVFHBpBUO7s+BtDSlCLccSgGYlnjt7C3fJm522E2LJlHeDeOFuCeM5FR9Ehr1Vw\n6xX6R7UbmfC4SfKgP/K/RnSrrxNA1hgreuB2EL53Vd5yDK/ywA16cY3Hg3wYtOFwtd5gD3NyEo4M\nuzKBPpu20B5UE/7UarUE5Lha5wqREUwCLZ/P53SmMEe3ExHMOTlE/lz1dOXCibpby7GDXEdi4x0B\nXRk0HzgI4LDHXiMIPfwc8wGZo3IOL9yqBY14tlsnAbCwt4w5otzlloCFZMxtiVyH3eW5ZUdPq+Lk\n0TUntPzm2dht7JqBM4AkQBnv8s144RW+0TqDHWN+BDRuiYUP9pXIgnWI+1A1JlC03eU3cyMpzeUL\nO4sfwZ5bT5FR+xiqcK58cD/kxTbFiShLZkh40S/G6mTX12FzkVHm4DlDGy+PIejm3thZ5s348beO\nQwwkcw32xXaV/51AoRfw2zYwjzegH+MxP5xoIhPsbmrwkWplbtNts9FhZNedKvl16BmgqrTtAAAg\nAElEQVTyyG/0CfrhX63H8AEeWg74bl2F3qwksbYjHk8+H8eXnjf89nzdOQLti6JI3WuMs9/vp/hw\nZ2cn8dzyR+fa9vZ2ZefURqOROnXgP/ftdrsJkHAcVRRF2gkXX4IMbG1txcHBQWxvb0ez2YyzZ88m\nOnS73WTn1mDbceVdm/CORDIiKjvmbm1tpQ2Der1eZd+O7e3tJKtbW1up02U6ncb29nZ6PvGJr2m3\n27G3txeDwSDNx8AaNMQeEfPxZg3iQOJaZAH97PV6FdnhGrrJkEN2NS6KovKe5p2dndQxWqvVKtXf\n7e3tJM90afJMt35jW6z/0Hc8Hld2Rmau+HHOQ04BO+r1clkCcm65fbHjJVsTCqEp3eP8Isodajmo\nSroixPUIhTdmgaEczzwTsb9fVvZw6oPBICkygoMBJ/i0UY4oE08UxAE1zpFkCAY40DVKBBqDsWJe\njMnOhFYIO1ULCIi30XUcCS0OTgi5jwNKI9uM0QEY88RwMx/Gg2HDEWCAbZSNGuaBhJ2wEWX478AI\nfuQoK3OBnzhejCkG2e2bIDiMizFbQRkfTtOBN/IGjRmnEwPkmKqC+YhcrStbJ5W5E+Dg6Fxt4dlG\n3bkX9+YdtKaF6Q9tzAOeZ52jsufAxU4qB4m4v2WZsdrJkqRxruXXuzz6HI+RoJqgjuARPYSmnMt1\nOR1NFwMZ/rEcodvWawJEaMBn2DdkA/nBRrgyAl2gJbKNTBmA807enGeQymi75cxyYb00UGSeugLK\n9dgf5NgJgCu51lMOz8dBITQ3P+CZAZycd/V6PaHD2ArGzdycxOZVLeji+yFDJDfoGGOCDq5kWFb4\nnCTESXdeleKeEaXvw6YTlPK/W6HsMx0w2w6cnJwk+Yc2rqqhyyTSjMv3QB64Hv5gx2x/3N3j+dl+\nQl/8A/KDvMFnZNf6AN/t+7kHCT9+xT4a2uV+y90dtlf297aPrqrS9WTbxzO5h22kkx2eaVk36EFV\nFjlGxhi7+QO/4Cn8NH/53rSGt9DX7c7YI+ZZFEUCo/2svPrPvfjctGPs/GDnTXfrjfXC8mfQz3aA\nseFnDNDaJ5qP0N3JhWnmYojp684ofBUxiOnMuDmXMeR+DZCM6/yOXMaE3GNHHCs6ITDQNh6PKwkh\ntGDTIHzV3t5eZZ6MlYKB7SPnUZmMWC8xoeKFrUIGuEdEpPfZU8mD/+6aK4oidnd3kw9j11nrEn6W\n1n+SNuTZr05BbgG7vHvraDRKABwVV2jt5XHQ1xt8OclF7q2XvJOUOJ0xAPYtl8vEE+YfEZWCEZ0J\njj9Iyu2vHQ8yZuJ5b2SEztH9sFqt26aZMwkr9+j3+0mW7IOHw2EsFosXWsS7FRCe3Mtx5M86XtIk\nFEMBQR0U5Wi3X4Dqo1ZbL8qGcHzGM0ASOEwslMYJJwbKgYaTNjsePvM2xDbGGMncmRphxmDgZOxs\nHBSgoB4jxhzlckLHkaOPNiQIlwM1B8GuTkBPlAIDYWPqACI3Gnb+BhAwnHZSGIiIsrXISKITTT+D\n+frdeszf/EHunOTYMTAO6GIDYWeWB5/Mgf8xtkb2nJgTEJsfrhIRBHNPv+fPiTHXEgRifKiWUfny\n+dyTsTlRMxiSt5BxvnlvviK3DrQYE47TMsC980TTCRfnwFsbUwMrDvoZEzpBgoPMQ7NcJwxyOOmy\nDDNWUEwHOm7RzANeP8vOwoGUAwDoYFl0YpfbSFfRuM73dcJt24a+O5jnHM8fvhMcMw8HHPCB7wxA\n5XLnBBs5cZXBCb/H6gTYSYR9ieXD3+MTIqrrY31vbJlp7TnYDps2prcdt2kK/Rx8w6tGo9yoBPm3\nncjXKzI3notuMC7bdycDTqzgh5N9J+wOdBxk2Y+5kp4nO4zRdhrekKji/2yjbU95HrL1YsmT+Q9d\nDCi4KugE2Emj7ViegEIfy36O8ltm7KtyPfa88Ae53HqeTiwsh4zD+l0URWoTzJMozkMX8mQW2ufg\nTR7sOihmPnl8hm8/baxOOm1DrU+2E07+/MqOPFG0rz2t88Hjge4GnO33PG77Dvyy75fHINDaPtzx\nn8/lGfhBPs/vZV03CENc4OIH92MjoDyudJK7XJZ7sbhDgCQWgCp/9Qy8g0fs1WKwYj5fL1fznC17\n2DuqmOggNpKEJyIqSeNqtQb+WeM5nU4rretUIZEpt92ix0VRpBZmEid853Q6TTSZTqcxmUxSjMTG\nSDnPbTvZL8Z2Ebm0nuOv7csNeHJPDubOTsL55+iAbZgTSJ5LuzE6BDgIXT03xrS/v3+FviPbVLBt\nh3jjhsHL046XdHdct45EVN9ZaWGJiDg8PEzC6AMneHR0VFGQo6OjSkUgIqLf7yeEA+I7uEa5HXRi\nmK1EGE0bDJfd3R7oeeGgaCO0w8MYEiyTVDJe6ETFjV1GQXiZg4WPZ2L4HCCRqOCcUVobdNOY+TqA\nMzoEXXKhc1KOwWKcoE585mABGoKiOeHjXg5E/G5QriFIaLXK9yrR4ub2MhQLujipJIFjnN60xQ7E\n/M+r5NCUpKUoisrmJdAponxBu4MllNnIroNMJ0cEdw6y4MlyubxCNqEfzz0NYWV+DpxtNJEBJ+x2\nqHkgY4fv++d0c7DNeKCXkyafY/mGBsgyeguPoAndBEYrPbc82MR5AgxY/5AnH17jTqXWASC0ABhx\ncsHc+B7QDVpBZ8Zuuc75bHoxNyom8NMgg/XbTtQ0texDQ+jgqg/jslzaZrGWvV4vW3DRW3SR58Br\nACojx4AATggNSnC9wRyudXt9HjxDSweUJNEEY7YBzJP7u03RrX20fxmEYTmDgxF2bMRuQyPLlWWE\nMTEWfKqXe6ALjJVgk3vYFqH/JHxUUqz3RVGkygQ0Q/d5+bsTQGgOndzCiS1Ddhgz9pN7Mk747PZV\nfJYBWn4DWrt6zFiQSWhiubMsoKeODRir7Zmf46oY87R9tA452DOA6WTP9t96gN4wFidjEeVmeg6S\n3QrJ/OwD7Ku5r2UcPqAjyJ35bdvMNW6V9XXQBb9lnUIG0BUnqfCFZ/M8zrddJQZEd9B9B/iMySCO\nu+Swra60Ow7wuND7PE5gjNAOnljm0IfctnQ6nbR7PzpHzOYEnG6oVquVWjXtU0gad3Z2KksTaLN1\nrEOXlsdPxbJer0e/30/J3+7ubtJHKpwGlYuiSHs5rFblviT2MdgbAwfrjezKVlTojLygcySDtOUy\ntnq9Hpcula/yomOw0VhvMLe9vZ3mtrW1lWLkg4ODJAe089OxRuyad6VY/o+OjpKctFqt2N7eroAV\n3IP5RESl3Zo2YNtMAErLd6vVSsk1PhZ+7e7uplxiuVwmWzoYDKLX6yWbz3rjvAthd3c3FfFsj9Ax\nlhGyg/HPOl6yJBSBxxmCnkSst/glIXHgcFpv8Wq1isPDwysmikBZkHnnpwWDkrnRe5AYDrdPMj4H\nY6vVKiElRgpzFDIiUmukKyZcZ0NB8kxwERGVRM4tZaDrTlRs/KBzURSpjA7NjSajCBg/tzoStBkp\n5LlUn4yATSaTSkVyPB5XKm2gT9Aip9tgMEjVFeZFcsjY3HIzHo8Tr4bDYZpPTm+CfLcQud3XiRv0\nwziCiDlRZS75Z5ZdFB3UC6Xn/syb7wlG4JsdIrSHTvDdgAvOxeAODs4VlTzQoAJt9JkggGt4ptFo\n/2102qg0OpBXAUjkjG6iC07W7PzNl1y/mC86TRBruUPPMMhO0pFXnCD3tn3gXacR5Yu6T2uZQ/fg\nj9FKnm1a24mcNi/OGQ6HSabRdcuEQYTTEFho7+A5r9CaV7lttK5CO+TAAAPBHNdY1/I2HfgB3ajs\nWcZJOr0bHzQ+zU7xGzq5AkNFxeNyRdsJHvw3f3MgiHNsP7DRBjKdWKCD0I3xseYJvWX8TqrzDWR4\nNrvF5/7H8uGKiX2N27ux5/AFvSQQxlYAkEET7+KI/PI5umjbYppjN+330C/rAzTCJrnd2HaeAA19\nhofT6TSOjo6uANqQ01yXbM8dP7hy6PHBA3hoe+ikiNcaOIgz/5Bf+zu+I9Hi/tZngyPQB5kzqIb8\n83y/z9ob5jlpQN6Q5dwOGxSz3qPH2BrPi89Mb8eG7mZDJ5xMR5TgmZNoxw/2s+6ywJ4zfxI3J5nI\nCfbP3Um2q7bv1jX7UewpdLJv48dzss2F79AfmZrNZmnn21qtlt4bGRFpd1uewVppdAAZ8HrO2Wz9\n7kmDsfP5vJIgR0Ta9BGZZGnZYrFI7Z/L5TLpWrvdjsPDwxSz2ZcMBoMkP81mM1U16/X1evnRaJQ2\n2ES/5/N5Ss5IpFerdZXw8PAw6edoNIrJZBKHh4fJntjuYL8A9/Cxw+Ew6dHR0VGyk91uNwGC5Cou\nFtg/If9uUQXURc+gPfTO8wOSXXchzufzxDsD4UdHR8nveK+dZrOZdhOezWYpXmbeyAd7nvAc4tT5\nfB57e3tpbMiggUnHF8g3seLPOl7SJBQksF6vJyQnorom1E4bxfJGM/zOjYqrplaefO0oC8odnCFc\nvsYBGwYOYUbIYYTHPRgM0me8hgWF9Di4Fqa64nUaom+jzHU4o7wiakO3sbFxxWLynN78uPUIZ4MC\nYBQbjUZKJu3wjfJh/EjWjTqarowXJBRnRVLJ4d3ijIIZTXTSGlFWCVF+o6k4ZJ5vZ8Fnlj8clNFC\nng3NjBq7+gjS7WDYBzTE+fKbe2MwfL755QDRSTK0d8BFsOtAhXs4cTT6DsJP8OQACJ02b+1sXJV3\n66aTLvgOn3mmHbUDRVfa/b1pgzPKgQw2PiIgQt4Yb71e7kpnervihSxbLx0YQm+PD9nLE0IHS67E\nObFDP7i3ZdI66eoFPHACgGzmYIsBofy+5rdBOD/LPHTgZflg7JYPI/aumNCmBf/gh5N55mw7yrw9\nDweGtj0GTPgfG8w50Mt8dDISUXb2WH4MlJlXyL/9mB25EwAHuHzH35b1PFB3smkeWpbtM5BNywty\n6aTMNtfgJ/c2z52oQxfmksuBkygnpdhB6yb8gpeey2q1umJ3eftT2y4DchGlb7eNtg+xHvo6zqNV\nPa9Y+joDNHmrGmOz7CIHHp/PzYNpfA3+xoke39uO+uB/ZD3XCeu8bZ+BMIOtTtLza5wYAmRbHl14\ncFzhhNM6yf2dNKIL2Ad8z2nxnGXAAIWTTn5b33KA0XOMqNoFxo08wF/LlvlqkMD6kusfO8kacPBR\nq9XS66MiSt9KrEVbK8BSq9WqdOARV/P6u4h19S+PYaCZgX7rmvnO+avVKiV1fNfr9VKiSSxOImVg\nmeeTpBLj8qYKgx9021ABhI/EZxSS6vX165HcPUeVl24JxonMIq/WK97+4ViP/6n25nSLKN8/j+xf\ne+21qWCE7pHHLJflKwstZ8S45ZsFTir3sG2mKw8fBb1ms1nllVd8tlqtdyym/Ro5QQ8pdGFHTyse\n+njJktDcGTqw9vpOqpUYITL/iGrLKPcDOXFl1EkWJfbt7e1KIANy1+v1ol6vx1VXXZWugQE8B4PG\ndSgdCRAIBM/jOta1tlqtGI/H6W/uYVTNrZF5dY5yPYaC84ymOOhwCxPGgDGzA5eDHRt6FIvPaKty\nex0trvlLrWkJarVaaby0T7gVkrmalrQH1Ov1tJsYY8idMK0ayAD3NHrLjstWdicKDpZwdtAVhcpb\nrFB06ISs+f4ORmyIGT98xykgk6fJ2nK5TG00lhMH7ZYlJ5H1ej1VjtxGRYsG48vna7SS7zDcTkYY\nL07HLar8byfuseEECHqxBwQ9Rqd5ju8fEUm+bOjz+ZPwMg/eiYmMux2PcXpnbsZPwJ4n79yHMXIv\n8ymi3JXOCQutPr7OTiVPFiKqiSqy6QCFgIwgjGejQ5xHew/PJwCHr8i3K4zw5LQOhXwnQZ6ZB208\n0/LoIMtoNTYlb2VlHNzLushz3Kbp77GTObiDXuRVafOVYBG7hT1DX7GN6InbYfmO+9qempe2X2xK\ndhqIxXy8GyI2w+CY553fn/OYA7LQ6XRSe5nBPe5HG5/lzCCNEwDTzIAg/MFWoIe0nHGO7TrnsbOm\nk9CIqASJfh76awAcPUEXvaMw8uD4gv+9nAQeu72OZ/HbCTDnMu88UcT+8DzLv8EJf+9kxbpiP5OP\nF5/AnKz3BpLhvYNXfD9jMxDkeMH+z7KRV9YYq/2EbSj6bnvmllLki9/IC3b5tDmik6YVNgc9A9Dl\nHpzHkfPAdtRJe84j79NgINwxjndLxV4URZHetNDtdtNmO83melkVm8mY1vz4qNVqaV0lsgftSVqo\nLjJf68Xe3l6ixd7eXtJF2xVvNopM8LYHgzWWkcVikSqcpvVisUgJj2W82WymJJb70Sps2ULe+/1+\nimPhJ7E/RSn4YTvkWNixmdvP+V0URVoyZ1l3LIbMGpRbLpdJp1iudfHixdje3q68ppFdcA3ErFbr\nd4eiF97xeGtrK3Z2dipxAr6WHZKbzWbKtWq1WrqGAsbBwUGyA71er7Lm1f6R5UIAoX/V8ZJuTGRh\nIjGKuHJDGd6pk6+n4jfnITB8xmG0lGfR7gnxQOPyzzkYj4mKM0CIQBNIcN1HbQOGUzVSx3e5oWae\njUa5UxYCa8SeMruv5W/37udVHIJ+FMA7VDp4gAZchxLlLY82uuzo64DIqCXnEtDzTBIGGyYnDwSW\n0ArElXNoD2GeOHkHSOaBg0YnUg5g7QiNoBndt1yYVrljjqhWCbinjRiBsZFQyxRjM6rr5MkBD2Ny\nxcf053vkzcbbvPM1OcrNAY1oAbEc49QjSiTW+mEHzvPs/P2dE2/4iwF3IAOtOdcOxBW7RqNscXdS\n7SQ45wXOhP/tmPgMWTOP2ZXbfEMHnBj6fzt/jq2trQryDY0s+66UmabQhXGCaLrKZf6C7jJW9Nbg\nloN5d3rY9rrihb2w7lo2mQ9/Q0fGaHp7LDheeMn8bJ84oJcDYmyMgwVsnYES5B0eehymm3feJnng\nHgAnrvQZDOLe6BOtdAYq4Klb/zxH+wn47fEZjLUvyrsk7Cttt+3LDJTyvf0v87LcMnePh+vcuuhK\nKfdBr5CbvJqaJ6c+z/YDncNGIStOELmngTnLgMEhnunk0vTyshBkGvvksTveQZ/tRzz/XL8Zq22J\nZczf5yCLk3PG72SGsSA3lnt3ENl/4A/y2Ao9OM1v2Tbi771kAz5BN4/d3VvYdt+bMbpLgfviW3P+\n+WDe9p2cA43dSux5W4bQC2iP/bQ85893CywtolT5/NvrAOnWq9fLJQB0xkVEAkZIEOkUYnzIK/Eo\n7eRFUcTBwUFacmVZ87sykXMqrn5fM+8R9tpTfDm73kZE5b2cjjMdu3kfAa+z5BriKt7dicyyzAWa\ndzqd6HQ6SXasD5YB5lUURer0s/3C3iHHjkNpjUVWB4NBBciFvrTp1+v1NL/xeByTySTlG8g/bcAR\nZUtwXoBB9kkUGdvGxkbazCrvYqDQAw3oNnXlljlznZdZvtjxkiWhOLtarZbeIYSSEiDyHYJycnKS\nepQjypcSR5SJJsrpRbFmkg2B3+NTr5cvdUX5GZ+rRd7kAJQ4olz87EA+Rz9AsJgjjpWEi4pYXl1i\nPH4HqSt1II4g5aBiGHQU21UykiiSRxQDxUZZQbOMxGH4oTlzwYGzWYAria5aoIgONm2oGYOTUSfH\nDiTdRsMcoIWNto0HtONeTi7tSAhm7XgNckAfnut7OvA2WmX03IFkRHUHX/fZm1Y8gzlZXpzUIBce\n42nvanNgSbKNc3ASwDnINnPI24WcKDIHVxzQIa5F/tBh1p44CMrBCuuOg8U8ofYmLMzB1Sq+gxaM\ny50TvrdtFAGrAQwbfq7lXMsgsmwk3IGxD+jvagPOOqK6hT4HdOI66IRuQTu+x1G5Guiqs+Ukn4MD\nMX/GvMx/NhpiLthjV1xw5siXq1gGaty5UavVkoN29ZJ7GKHHTsEXA0U5zX1/aEVS5MqUbSPyZd3H\nlyErzAM+GASBLq7k2L7AewJGzzPXF/tYy5CXEWCT/Uzfl8oqemk59HMMEuatpHnlFzlwsBlR2nLb\nF+yIq7CLxSJtimSwIQetDEYxR++SbR9q+nAe9GEcdE14/tzbG6Yh0+gqf1ueSW4Zg+cLgHPa+5EZ\nn/UF/vo3tLbMem7ekMwJlJNQ6GkZz2kM309L1h3/cB8SLGxMq9WqVLEMIjBmy63BEvsznkMCzDWM\nIX8nIrJq325e2NfYz3KebbXjGccAtsu5zaB7zDaTmMk+nnsZcDLw1Gw2U2ddURTpfcPcn2QPOnS7\n3Wg21++QpOuv2WymzYMA3engg7dU07Cly+UyvU8eOwofaV2lQ21nZydVaLe2tlLFsd1up4oe1cla\nrewYJFE+Pj5Oz97Z2UkbjFqHiPc6nU6iPX/Tmgsfacfd3NxMVUcqpLzrsyiK9PpIA9ZuizcohCzD\nQ1p48Xe2F9AsItKbPeAnm0JhEy0bxOHIAHw6Pj6uVFYZH8+n8sz9arX1u0bhK/yiogzfGS+yRIsy\nusguwZ4P43KX5F91vKTtuIvFehOVwWBQQaJdlTBqmh9G/Xu9XsWQNpvNODo6Srs7+YC47ruu1cod\nppbLZVqcizGywSFh4b2YEdXdsYwM504LIYapOPbVqtyIxc4cQcFwGjnPA3ZQpp2dnfQ9xsDBfl4B\ncRXQzsDVKgfyKD1GmTETCHphtdvgnHjNZrO0RtEJjR17jgS5KkKw5KoKQaM3bXKibuecO1vuzbl5\ntQMjx/d+JrKMPFsOc0cEwuXvvKFLXgnE0Boc4F5OIO30LeMYDR+mrWU2R+t9LkbOwTmylFcfvFuy\ngydo78DQARtyCH/sjOE5cuzEBTmHnkb8czTUgYB5iezh2Hm+gyzm7/ZLkF8nPNDRPHIQyNyRkYhI\nVbaIMsHLqwC2UW5R5jvT0kmQkxnmxzmg0gaCctoTgKHT9frpr0lyRcEBLXNHZ5wA48idsBrJNSBg\ne8+8oKN30YYXtjUGEriHk5cc+HOgD7LvQAIeuHUde25dxuZCL0ATEmZ02npSr9fT+h1oDFrPs6fT\naWV/A/hvX2D6235DP0Axnokcmu/4JL/qwXphP04wYsDQVRF4YPklsUA3bV+waSyH4TuvVeP5Bros\ny8i7kXo+N+BIZQR+GZBhXNhuyxCHN+Wz/EdUX/sBDbEj9hMGyu0PcwDIdjYHbmxvkA12WjYQgxwa\nsPIu3syDdl300eAocm3g2Im2Kyz4MfTJcukdwXk+NgV/jkxhl+AX8umqIjQn3uJ70xKdt79wFdQJ\nvwG1HCR3XMjBHPkMPjOGxWJR6WpD9i2L3MdAuH2a7R/2DV7RIs+PN1R0Asmc4Cn3Ho/H6Z7oPQd2\nsd1up3Zc5NYbWyFfdG6gg6PRKFVvB4NB6gqaTCapIojNB4zpdDpJdwaDQcxmsyT7JHDtdju1otI1\n4mqxj36/n2wb71ElnofuFLywm052rSO+xnoO/6msOqakUm29INFlIylkAt1gIzbkCLpNp9PY2dlJ\ntms8Hqe4GLmjioqtIM4iRyC5ns1mMRqNEu8iIr1TtV6vp8qnZQbQwuAwnTqOc3/W8ZK+ooXF0Eao\nIqJSEscZ2ImCcljRLWgIvxFkH3bGCAafkdx4HSiCyuGgqtlsVhBSlBDG5v32VmgbRIxNnkhz8BkG\nGprZIRiRB7E6bd4olc/PDyOlzNN087gxFnlgP5/PKy0gzInEuNvtJmfMHPOxeq2QD+hEYIgBNnKH\nA8vHzXc4YRTSjjlP/gwo2BHkB44MY8FnOb9Nc//v53BN3rbjRM7nmS44dV9vYKQoyvWpGEuAEOTQ\nAXgOBBnAsF4SQDMvO2dflwMDnOvEy+N3cM8cDRQwN/QhD+byw2AL9zRY5SqKA2nzDITS4+F9W/DK\nAUh+vefuoMuBkwMHB0LW5Vx/bWcIBJlfXlnJEzBokwMlrmA4ETSdDew4uXfyxP2doJu2rIHCbufV\nLAd48Iuk1QAeY3KyzLP47TZQaOIEio3nTG9X3rgPcnSarFuu3brN4eDYPoCg1ICp+Qo/8I8GhUz/\nXG5zOScRhc9U55E/7ueqrZMYnsHc/VxXAPjcyLg7JSxXuU7DWyfIAMBOuAFlnbRZPm3DrP+uRvFj\n3nl+tq+2D5435yH7/O0qm+fH/XN/T6Caj4n7OOaxrWB8/O2NuOBdDpSjD8wPe2uZRi4NYkaUtizv\nTPNhnuR2z77dvjei7Mgw6GcAxDJoAMB8Mm+gZR5r5Pfi84jSJiHzTjhMBydkuQ/P5+cj3yjJ8/DG\nfQYWmMNisaisu63X62kXVI+p3W6n1lLOpXoaEWkfk3q9nqph+DPm49bK03wqB37G/pmj2+0mv+iD\nzogcNHdBKKLs/Iko17QSz7Jpkavf6NTm5mZKtDjyjiXTnph+sVi/RWI0GqVqsI9Op5P0q9lspsIK\nCWG+FwHxrv03+rdardelOldA/nku1/lVgcPhMMkFa3iRQ6+NJTZBNuiIgMcAqQY3qSYvl8vo9XqV\nTVoBHdjZGFARGjLvv2pd6Eu6O25OMATNiWO9Xk87zKJMs9ksjo+PKwqd9/VDKBRve7uIT36yFa96\n1TKKoqrwdnT8UD2o1WrJCO3u7lbQbSNA3IvPaDfY2dlJQuWgzwLmQM3BNGgijszGC8flgMUOF3Qa\nAXegaUSO/72DIAbXgTNJymmVufy1MnacNkKgUxGRjCvnu93FrYBWcDtZeEwPPgmBHRuojw0mz3SQ\n7YTSBsAOkmfawfl8VyQ8b/MlotxMyUAA9OL6PAn2nD3u04AN6Gca5uAFPHAF3OtBrEPWJQcCuaN1\nEGRnbgdNoGKn7PEiT5xrmjlww+CxYQABkyueHh+88NqR0+iGY4e2nOfNL9AFxgSq6wQvByIMElkf\nHFTwPL/zzqi/7SGJLXLlz1zxgF4GRGzj/J3HBqBkWUefcrohC/AYfQa1dSJpHUEHc73xOnrzhqQV\nH2CgpCjK1/w4Ebadgi6WPWwD47e+YXNA3BmbEWD8gvmSJ+Ced06PHExw9Q359aj+O+cAACAASURB\nVJIH/vfmQzkIkifdlgGSCxIQ+O12TXfQONH1OlTrJAg+1/D8HDRiPGzIB33zir5BAuZoH4DNsj6g\nKwYXmRfzsE4iMw6m7Lfw35bDPCGguoDMOOnhOuYJAAHNLfOMy/aOe2GTXXlerco1bcgva9vMO+iJ\n3DBXdMMtzk7OeD4xTZ5s2CbkoARxjHlvHba/9X0c2+HnbdOJXbwZk+XavM07StBBJ78eW61Wq4AT\ntnFcg3135ZRWVyevuZ81n31PfsMPP8t8jijbiaExgb4LLMgrPGAPlaIoot/vVzbzYWztdjslWrVa\nLe16WxRFWs41n89T+yz0PT4+rvg/drDFd0WsEyQ2AKU9k51neXXLdDpNG5A6LvVrg/i73++nZ1Dp\nYwxes0orLTEeu75yX7/v2nrA81hrafuDrfdGp3lsyPNog8aHkFASf3Nvd+t4CcbJyUnazMgxrQHC\n3O+TR+FbaIEmaaUzi8ou8YxBG1qNoR2bXWHHXBywrUK+8XsABnt7eyl2Rw9/1vH/xO64ESXixeRB\nXZrNRezu9iqBt3dLhZAv9kJUtkIejRpx3XWz+Kf/dBT//t+P4vOfL+LhhxexuVm2jSF0EJDkaD2O\nZnr3kI0Wu3hxgLZgRFzJzQNWDBznG6XytXkS5eokjhyhQmhsyNxywJyYM/97vSjPsUJirHEyEeWC\nZA5vRsK1Dm4YO892wGEnnycJOHzORX5MC9PZ72hzpcEoJQm+gx8MjlFnnhVRtvA4EPPmRPDTlQKe\nZwNEgO5ggUTDTsjPyhMCvw/Ph0ETf+/EwQGvkwiCG4I+84DxQHeP3UkCwSrXOrmERk5ekWPLK9db\nv80/jKWTZObiwJN58zfBch7M5YlgLi++hvv8LB7lwSR/O3hivA7aHdhxvhN36OGF/8yV7dKhuXlN\n8JLzFEcMupnLZB4g5gESSRDjdaDmjcu4B+NywoROWQacFJ4mK7PZLNka7LTbx30PntdolG25tnG2\ntw7CLVfYFNPttI1+kD/kxfpiHXQV12Cc7Q6yYduPPLgzx4k3XTwOaE0DeGtbyVwt5wTY0Ndr0AxU\n+H5OskwLxu+qtRNAB+X4COQIP0lbmuXblUXo4N9OOqCb+e5zkFdXZ3L0Hltvv+NqPfd1hQq6F0VR\niQmQM2jM+GwbV6tVugb9tX2w/3TVyeCv7TOykSc8i0X5Hk77PMsg9t0Jmm0kssD12GDbHst67sfs\nG5Eb6wwxkp9p2THwzGY6PCPfByOfJ9c4sSYGcAIIsAdtnYjYtmOreY7HC/3y+CxPPp28GrAxSAut\nPHfGeHR0VImLiJ1ot8T+uNMDH0DxgmRvPB6nGDr3zyT86HReWY2I1EaKfUe2V6tVip3xX8yZ9Zk8\nE94j42x4mb8O6ejoqOKj0QV3oOA/ch8BfexLiCOx/1zj9zgjB7T3MqbpdBrD4TDxG5tLu6o7z+iW\ntF8piiJtkooOwC/7zhwsm81msb+/HycnJ+kVMVQ889Z1+AB9yV2Gw2Eq7lBgIsmGNsPhMMkxS0PQ\nJbf1uoDwYsdLWgn1mjEEEseFAdjZace//tej+MIXFvHGNy5ia2ueHATBMseLtQi0Wst44omT6PfX\njDp7NuId74j43d+dxX/4D8P4R/9oGe94xzx2d6eV4I7XerCm4vrrIzY2yjVvEVcmvywqNuFZ/Lyz\n04h3vWsWu7tlgIWQYECcpBndYH4I9dbWquJkUAaj5igxrQig1svlMm6/fRIPPTROgYaRUKNt8Iq5\n2Xldc8083vGOaTSbZeDHs11ZwVHTGusEuNutxy//8jC2t0ukBgMHLQisHBjgSLjPww+P45ZbJmne\neWJgA+6g2EjrDTfM4k1vmkSr1UxBK3TnHIIL34+q5WKxiKuvbsWv/Mogtraq74xzcuL1Wvxfr5eb\najWbEW9841Fcd11ZIXW7Mc9HNnKDirG+665xvOY1ZcJjx2U0NaK6phb6LpfLuOGGiLe9bRSrVVkt\ny9eHmkbw33rUaCzj7W8/jr29anWd5zhQceBoJ79YzOPVr96Pm28uX0sCX70TL87ObYUO7m++eRav\ne9043f+0pNEy4w4Czuv1RvGWtxxEu11WARirA0FvSMPYAEUajVq8+c3H8bKXlQmlHQQ8cfvZyclJ\nsovc8957R3HvvSUybbDOCZlBAsaBY7v++nm84Q3HEXFllYP5oI+uEtrO9PsR73jHKDqdZUU3uIer\nCPDOgQmB3i/90ihuuml2BXjk4Ax9c+BlebzllnE88MBxOhc6wA9XhbiHqzrL5TLOnJnHW996FPV6\n+d44WquQdWSDuRCMIHut1ire9Kb9OHeu2n5r4MNtkeaT7eZdd+3HnXfOKrRzcG4ddLCGbjUajbjx\nxnm89rUHUavVUsXAfCTxw85a96Bxu72IX/zFZ2N3t2o/oR/zgqYkPm4zXa1W8frXH8UrXlGuScO+\nU3Xlfyc03uSmXq/HnXdO48479yty4efDGydVyAPjPXNmHm984+XodMoWRwMK1kt8Ul5Za7eLePOb\nD+LcuRI8sP+zP8qTKAMIDz10FDfccFyxH9gkfucAnhPtta0ex8MPH1bmy9+Ai6eBagaDdnYW8Za3\n7MfmZrlZnWnD347dCO5d8Xj96/fj2msnSb6I6UwbJ9PMz9XO2247jjvuOEr3sG8xIITeOrnlvGuu\nmcbrXncx5vPqTvOmrxPOfD1lURSxuRnxhjdciF6v3FHWMmZg3wk49o6E6IEHLsdNN40rnTWmaU5X\n8x963XTTKO6//3Jaew3taFk1uFWr1VKSwjg6nU6cObOIRx4ZRUSZrNPeScLBNdBkNptFr9eL7e3t\nF+LZRvzyL0/ippvKwgVr4sfjcdoACUALGev3+xU+PfzwMu64Y1ipWvP2CroJ5/N5Wl5mehZFEd1u\nN667bh6PPHIStVoJbubxNXLPRk0kWLzOpt9vxfveV8T29klKqLCTk8kkJWqNxroll3EhD5PJJNrt\ndrztbct45StPXpCbzWQ/sT34EuSl2WympX/Q+6671vGsgSP7fniPnI3H40ou1G6346qrlvGe9yxj\nY6PcS4bYP5c5+AYPGU+zWY9f+7WIa6+dp8o4sshrXer1enS73WSzG41GHB8fVzo4/p9NQnEwOK+9\nvb0kZDiWoijippuO49y5VbzpTUX8zu8s4vd//yh+7dfm0WwWaTMgB1sRVeMcEdHptOKRR5Zx772L\nK8bRakW8+tURn/3sPP7lvxzE448vo9MpErLjFoHPfCbin//zadx0UxnEoBTefc2tE6x7XSwW8fDD\nx/HRj47ioYfKdyDZKFtYHYR5M5tGoxHXXTeP3/u9Z+Kmm8pWJZ5NMOHAwjv9EYx/8pMH8cQThxXH\nxjl22Ha6DrhbrVb8rb81iw9/+Chuu61EM+GDkSMHfW5BbTQacfvt0/jgBw/jV35lWAk23AaAkzsN\nTVsnYqt47LHL8ZGPHKZE12gkRo97eB6usn74w4P4xCcux87Omk52qkY23erEAY1f97rjePTRw3jw\nwdEViKbnZYebB3s/93Pz+PCHL8e7331QQcLcLutglPt6M5N6vRaf+tRBfOYzB9FolG04boe1QUIW\n7RgjIh555Dg+9KH9uPnmamXDegytkHnklfE99NAs3v/+y/GmN40resmBrOPMmJOT7p2dejz22GF8\n6ENHlTGvVqu0+51p7QTU5/7GbxzGZz5zKfr9EgDgXAcpLBVABp2MvuUts3j00YO4995BZRfoHN32\nRibIIXO88cZJPProxXjnOwcVvXMy6QA7f58g93nssUvxqU/tV+THeohsIrPb29uVZzWbzXjve8fx\nkY9ciuuvn1fG4mAIxw7PI6qVjXvuOY73vvdivOENwytkyWAUThVdxKYtFovY3Z3Hxz9+Md773oOk\nZySvvpfBIWyKdekjHzmKT3ziuWi3q68Sym2CA5X8u7e9bRDve9/zcccds0qrocGa2WyWWsKNcnPf\nG24YxKOPXo53vOO4knhi/zwHeAzPyqSriMceuxwf/OCFdK39hQFK8x1Zxt69612X40Mfei7Onl0j\n9E5ETIc84If+zWYzfvEXB/GBD+zHAw8MKi2Sft0KwR7JMbQj8Lv66ll88IPPxa/+6kEaq6thrsoh\nM9zHQMaHPnQhPv7xZ6Ioql0n6LpthxNkA0xvfevF+Nt/+5m44YZRxU+hFwZ9naRjwyMiXvWqw3jf\n+56PX/qlS8meYYPyBNIJMEHq+j4n8alPXYhHH72Qxkpwy/2Yn5NbH0VRxLvedSE+8IGfxtbWKMkV\nlTAn6KclOsj3/fdfive857m4777D5HvRMZ5PTAKtcnt93XWTeP/7n423v/3CFaCjY7TSV9UTsFMu\nK5jH+9//ZLz3vT+K5XJeqR5abg20MGfbpze84Zl497t/Gq98ZQnUOR5BxpknnTxU4ouiiFtvvRzv\nfOdT8epXX0h6buCD6loeh3H/dVvrIn7jN34ajzzy0yvslf0VfsyABTqyWCziPe95Nj70oadja6uU\nb/w+Mre3t1dpS8WmDwaDGI1G8ba3zePTn57Hww+Xm6UdHBwk+wF9GCNV0dVqXb2cTCZx002TeOKJ\nVbzrXeu12SSXFG2ouLITLW2mx8drcHC9A24Rn//8Sfzmb44TeMfO3x4HxSBoSycIiemv//o4Hnts\nGvfcs10BBqAzVVbbS9uBoiji1a8exsc+Nom3vrXUYQNR3pgtolxDG1FuSnrmzCKeeGIcH/jAoJIL\n0Ibs5zlWYK0mY/v4x4/jiScGsbGxSrw1mIz/A4QkiZzP56kC/fa3j+Pxx5dxyy2DJPPwxPq4Wq3i\n+Pg4ySprWiMi7rhjGp/4xDgeeWRdJe/3+5Vcgc2RhsNh2kl4Pp+nwpy7/H7W0fjiF7/4M0/46zi+\n9KUvfREBgqkIHn3oGMXxeCNe+9oivv71iP/4H9vxla/sxbe+NY/Fokh97F6HMJ/PU2Zebtvfioh5\nHB0Vcf311bEMBrX4+tcjvvrVVnz5y3vxta8tY7GopYXSZS/1InZ3F3F83Ii/8TciLl7ciMGgloKi\nxWKRduhdVyq3Ko683W7Hs8824vnnG/Hf/3svptMSyc+TP5A1hNYJWK1Wi729dhwcrOKGG07i6afb\nsVg0XhQxJgjgf5zRT36yEd/+9mZculTywaglB3PgYEy9Xi9++MN5nD+/Ed/8ZjsiStQXg54jfUbA\ncPLnz0ccH2/EN76xHcNhUTHkbsfkf5yXd0otikY8/fRG/OmfduLgoNqiRTJBK57nxb3WMtKOH/6w\nGf/n/2zE//2/1TUUoEA4jLKaVaVVs9mMJ58sYn9/I77xjV7M50Wl2kjSDE0IBljnxXMGg3bs72/E\nf/tvnRiNqu/aJJCBxg4kQLrWdKrHk0+240//tBWXL5ebgeQJgu/FQZvYWk7q8fTT7fj+97uxWlVb\nHLlHvvaGoJNxX7zYjMPDdnzta1sxm5WVVObjVk9ogJyWwFQrnnmmFX/8x604Pm6lMYPy+V2MGHlv\n4c9cf/zjZnz/+xvx9NNblWdGlGvj4AkoqtH55XIZP/lJMy5ebMZ3v9uN+bxsMUSu3F3AmBgXNmo8\n7sb+fiu+/vXNmE7LVyYgV7n+eU2Lk9sf/rAe3/hGN4bDXnK8OHRXC3PZc4Lxl39Zjyef3Ig///PN\nWC7LTSOwCQ68oTnPYY7nzzdjMNiMP/uzTsxmVb1n7ZoTUuhSBWXacf58I775zX4Mh+1kC508MG8n\ndK5C12q1+MlPmvG///dOXLjQTbyjGyQHuvJEgcreU09txIUL7fje97YjorqEwHbJIEOtVqt0LAyH\n3bh0qR5f+9pWLBYblcASWWJeTk6q/In46U/b8a1v9eP4eLMC2HA+ttBJlMezWq3iqada8aMfdeIv\n/7KTzmk2mzEejxMf3dqMblu3Ll1qx8HBZnz9651YrcrgvdFopCUAuU0iKKRbYTJpx/PPt+Pb396N\n4+NyfVpu57mG/023oijiRz9qxv/8n7vx/PMblQTfgCM0MLgDzxaLRVy4sBkXLnTjG99oR6NRJtXM\nyYm5eY69WywWcXjYjYODZnzzm/1YLDYqgGFEuVeF/Z/BybVM1OKpp9rxrW/txfFxuUlfo9GoJPiM\n28CMbcz585vxwx/246c/7aZxo28Ge+ynoS+ydPlyP/b3W/Gd72zHclmlKXpMskhg7DbmRqMRg0Er\nLlxoxPe+dy7G49JW217YLts+4ptOTubx7LO9+P73d+PChXI3b3gAT9yhgfxjz+v1ely40IlnnunE\nn//5TsW2Oq6xXKHf0KfRaMTRUT8uX67Fd797LpbLMoF3rGIQBP3EF66T1IjnntuK//E/ro7JpJM+\nxyZge9yBYrnhOH9+K/7iL7bjxz8u9yap1WqpEpfPh1gJ2hdFERcvbsdPfnIS3/zmVtRqrZQoscGR\nweDlcpk6+aDHxsZGXL5ci/PnF/HHf7wRR0fLlBxh/1wMofJrOYiImE5n8dRTW/Gtb3Xj/PllhQfm\nT97SbXuzXC7j2Wc34wc/aMSf/Mk8gcJUY1mCk++PAk1JsC9dasf584v4r/91M4qiBMIM2jtu8itP\nqMweHS3iueda8bWvdWN/f5XWamMzkAmez3iQS/z6U09txne+044f/WiV6DedTlOhC3vJPYkNvGzi\n+ee34sc/XsV3vrMdjUa5mz9LGXPZ8t4H2K+LFyMODtrxX/7LVoxG1VcmESMyfvSx2VwvW2RNMPI8\nmUzii1/84pfilKNmAf//66jVakVExN7eXkLptre3YzQapRJ5uQFDEYtFRFHU0tbRnU4nxuNxnD17\nNsbjcUyn0/TuIHakarfbKavv9/txdHQUX/rSKn7hF+bx7LON+PrXl/Hd727GX/xFM46O1ujBVVdd\nFYeH63aWbrebXl+wtbUVg8EgjZeqE73WrF9F6FFGAsbNzc3UW+2NXxaLRXrOarVKSQQGCiOP4OEo\nEFjQE6+X9JbqBF52xuPxOPb29tLzUazRaJQWNXM/hHQwGFSECkeLY3NVwQplR+UEm3lDH4Jrggkj\n1yCjk8kkBYjD4bDSZgJteGa73U67mbkXnp3VWOOQtxhYoYqifC2M+edgEaeOojFHAj+C0W63myoD\nBh0wtqPRKHZ2dhJ/6vX1DnXsPsZzQBkxAgT4VBK2trYS6oeRhm4k7CRIriw5QKIlDtpDA4wd+hcR\naTwg4/xP8mLEzUEZPI0o1zIwb28Wgz5w34hIO7d5R1TvEmpEDyNNoI0xNzgSEWlDgul0mpwVOsxz\n+B9a43iQM6+3cvWNDSNms1lCdO3MOB89Ivh22y38xqnDU4MiXkvPmElYHLyxsRt/o5PIMGOCrySb\nyLlbwCzLjIHkinsRDLurgTkQkADkMScCmIiy2opsY89Zn478uIUUG+R1m+gJz0Q3kDGOXq+XEGNo\nCg2KYt19ww6P8MbIO/JP+xpyydi8a7vXhsN/bBxysrm5Gfv7+ykQpPJI+5xbwRknwVmegGFj3YaG\n3cSP1Wq1yi6ItolOFiy76BnIN3PjILljPpPJJMmPA17OQ85dbXO1C3libug3rYBczz25Fv7YvxA8\nI/PIAnO1XCJj0JkAH1lyYGxZxl55DSh2GhkDMKeiUautgXDsKjJCXBRRBQtte5g3Qa4rbvYb3Bce\nYGOo+ADgjsfj6HQ6FZ5gR4hNPAfkjviETY5si6AROoh8OknAzvo1GE5GDRpsbm5WXiHFedCedYT+\nHh+AbcZemEfsDoodMdjB/b2zLHKOjM7n87Scy3bYwK/BCUAz73vgmA/5g1/L5fp1HbZDFy9eTJto\n7u/vR6fTSTEx8etwOIyTk5M4c+ZMZZnTxsZGPP/882lZWZ54YA9d1Gg2m+ldlSScw+EwdnZ2Yj6f\nx9HRUezs7KSq29mzZ6Ner8fBwUE0m83Y29urrI0vivU7Ovv9fuIXOn3x4sX0DlO6Tnq9XjQajbh8\n+XL0+/0UQ8BHgxPYbdtjfD78wk9zjf2b7SW+2rrmSjC2vN/vx/7+ftITOmZ2d3crYPfJyUns7+/H\n2bNnE7+R2eVyvQnn3t5epZLOvM+dO5fOw8exNvPMmTNxeHiYYmbbJGQSu01sgC27ePFiXHXVVRVg\nwfzvdDoxGo0qwCGybV24ePFiFEVx6rtaXrJ2XHZvOm1RPEHt4eFhDAazWCxWSdGuueaaZKggeETE\n0dFRUiajmAhkr1fE9763iM9+thePPdaJf/WvavG//lczVqtaco5HR0eJuE4C6/V67O7uxsHBQdTr\n5UYeGF0Oo9Fch+B1u93kLPhNcJcjzxGnL5jHKCNA0MqIIPP230akSUx90OaJItr44VBwcLQeuP2Y\n3nWCCgfhGDHaXHBMdqzwEWV3MMnc/Uw/G6MMksh1RhkdlGJEIsrNMpATrueZlrO8hcGOvdEot+4m\nueQepwVkHBgBB5SmSUTZZgd9I8rAPEcO3baRVwEYmxMTQBHmTADNOBkTY3DVkP/9d6fTqawlpiPB\nqCYy5iTBMgsPeHbOYw7rhPWew8EZz4c2EZGCKuQa5+QglOc4iLJeYbCxFbnMuxrsdUTQjUCW8RK0\n0kVhW4HuRJSvuTDIY3njmUbYudYIOzLhhJvzfdjpQAdXeuENgXp+8B3zto4SdCOTljcCRezkaXzk\nMweVJGrYAL5nfsgra1pIMElIuK8rlQb2mAPf5zzEnqKXnM8zkHPGxQvNI8oWeYKxyWSSOoM48kos\ntojrzWPOdXsqwByJM7QDbHKbY7fbTXJq5Jx5OPl0gurE0QANIBS+yG2e2D7mgf65EulqHOMG/GBu\nuU46+TEdkEnmYuCEMRhQwXYhs8zVoIl1xP7X9HO1GXn2NQYN8+qRbZzlPp8r9zSgYfm03kBnf28b\nAP9csIBXDvLho32m6Q1tGCcJmmXH41+tVhU7g97a/9mmch5z4h7EafkcvFsovia3LYzdcYTPA5Cw\nrbGtPe0e1qMXS0rza5gLSb9pEhFpExtv8MN9ADUuXbqUXtnBfdh8h3ZceINOkXzgh1jvRxJp20M8\nQSIGPylgcJ5tPM8E4LbN5/D7YCki8P329nayk06cvdkez1ssFgn8RF+hF+Oyvc4BE3jlcRIHFMW6\nWAN/u91ukt2jo6PKkrqiKBJN4CPdlLu7u0mXvd5/Op0m8B9gCh8Fr+zboD079PZ6vcqaUsveeDxO\nbb/MnfGw0zK2Hn0hgScB9fIO9AS77TjxtOMl3ZgoonwZuRUPJQDxiKjupmsFhol+VyfCx/3XaGkj\n/vN/bsT589XXJPjwu3dISCNKw+dxMkYjeA5M+dy7kObJC/dB0Z3YonAoBY7SzoVAyC0/OB0jvacF\nlrmhzJNpviM4cdLnBCkPxlBYPzuiTFRdAXQiYXQKI33aRkYceQUSwwxK5ATUfGGudsrQjPHgVAjW\n+A6DZmdh45oHw4wdBO00uTNiytjMd5I66OpECLqaBw4wkFmjf1yP3BhsMD/Ne8ZiukFnDld1uIdb\n25xY8rdp4sqB25PhNcbMn6PjBnGQS55vJ+/KBfy0bOVBWb1ethEaMbRuoSd50Oh7mab+sS1xQMpv\nV324NwBOHtg5cIYmDh6dUOVBqoMcaGU9d+Bl2SNB4CCQpZplPlFVN/BgGXGQzv2N9uIADfB4HAav\n+Jtz7A+cUDt5NqjJPVyVB6xBtmyHuBe8Xq1WKdixbTESz2GbYJ45OeM8KvZOZuGJE17mZ1/kwJ57\nGGxz8E+A6tcF2TZBS+ZtewFN7e+QHfScuVremLMDd4NetrMEPfa9+WF9tl6dpuMOKPE7+EwHvwb2\ncrvv3763QUTmalDIyT/jYG7WWdPSsmPZzm0LdLBcOmlzQutgm3HZNzDOPOnIfTPjtO+3z4RXJG3W\nG4O9noNjJdul3C9zPgAQdgibDxCVxwTQBR4yJ4+ZaxgLxQDoxjg9R2Qnr/a/GF9yMCIHduz/8bem\nR04zfmODOGxD0XM+B5Dj78lkkt7Jm3eNRUTFx5HUz2az1HHEOkU/n3sRbxP7ECuvViVAyHyJ6Ugg\nuZ75FUWROt3q9XqcPXs2ye9kMqm8+9I22e9EjSjjGNY58jyPfzweVzqatra2Kp1JlhmeMx6PK/eG\nT+yMSwdfxJVvCMH/+B2dXrvpirH5y9yRJVdAB4NB5T3EyJbf8e7djrHt2PXRaJSAa+jArsGsD3Xe\n8LOOlzwJdfbMsVgsYjgcVlAKiOjA18zkPUQR5btFCV5diWLr4J911Grr9yblC765N+cwLgekEXEq\nUmXFt9EwiuhgyA6RuTvBcvKWCwitSTYaTmydxJ+cnCQjwzi9NTyfY1RwLv7bhogkyM+JiMraIieL\njMMOHnnIE6DlcpmqUm6FrtfrV7yrFePGvTCQfmWJacjcaZWw47dhp6KF0ckPB6gkgrT/ovAEqdAY\n+SF4Xq1WFfCC6yy3eRXQQSWBPnyi6oGTxwgjI14Lhjw7uPYzLE9ey+XXljAPaMh4rOcYqeVyWeEJ\nPLc8Mwfux3fohfWF4Ibnu4JKcMz9ONy2aZpPp9OKHjnIsW4wR2SWII8WMOQI+pwGJoAsIgcGenwP\n5Nz2hutth5AhB4NOhLnGsu85uqpqvnlsJyflToKu5HF/xgrdI6LimFzdJ8HKAR5X1JBP6zq/PU/m\nzt8GPSLKyi12bjabVYI6B3+Mwci6ZdWJpXWJ+3ONAyCDD6YZ77Xjc2Qcu8lGeeixATJ01e1j/tuB\ntnWCv6GNdd7f+f9cN61vACZen8T8seF5QuW/ebYBheVymVp4rbsGLagO2K4iKzzTr0BzxdV21X4d\nG8W9DKwyjhw0zOfjNklsP36Jcw0IcuDHoYllwYkpVVPrtO20fTNzgJeOLewXLAs8hySBsVg2nJTn\nibjtvP2l/89pax3zj4Ej6MJ8DLDSdeW9Bjg/B1Icy/AZNpj5IHcksw7WbSNtX50wI39O6u1rLS+5\nXeczzodnjue4v5N9rvN4WC62XC7TpljIPrzH1vCqm/UGQqUt5G+uIwZBL/foBQAAIABJREFUNr0h\npSt2eSxIW751mB+SS94pyvwNYHs5Q7PZjF6vl16huFqtrqgI8/f29nalwHR4eBj1erkpEHFdr9dL\n3W3wl++vvvrqStcj8TO7ykJPFyTY1Ge1Wm+kiD1bLpepusxc8AO06zJ2fCR8iSg3HSQxRrbMM2Tj\n6OgoJYvLZbWCan4yDm96xzjYBGlvb6+So4zH48rbLbAvOQBy2vGSJaERVYXLFcgtShFl4Otzdnd3\n09/tdruy1TELcHOEbmdnp4LGuoWT53CAdvn75XKZNiCy8UTgQFYceGDAmPNpiCJoRET1Jds4sfxc\nlJd7uiUpR/ZwICiB11xgxJxQOmDinm7X5Xq3wSDITqAc0CGIrM1ibA6Cc0Nth8GcSLAZv9uzPF/o\nhkzM5/N0nVu2nDg0Go1K8ESQYWPC+HAuOVrq+xZFkVAy0yE3UKcFnp4/8oSxtmzZOcAvywc0yoN0\nEki3UnNfo7emJ7zIkzJ0ywFZDnx4zpZhOyij5Mg6f+cVYw745+s5PLe8euF7t1qtK3aiZM4ErjlQ\nYZmz3Ljq5edyHjJEIOfvsQFG/aGrEWrG6cNJLte6pYn5WO+sf7ZHDtpobyLBye/n1h4HrNaz3GZZ\ndtEnghdoncuEgyXvcMj96XjB1lqmoTGVHsbR7XZTAAISbYeZV+EIhCzL3B96u+PEr+qyTtt+5Xpj\nG+XAmnHk/gO77yqaZYTWKfQEQM7yY3ktiqKyZT/yYp2zXENL/KxfX2Z5YW2d5wJNGbsBB3jOnFkL\n78TKNtXAjm0QtDKN8oTD8stn8BZAuV6vX5EAYpNIAviBLgaYDSaal06SbAvyCid6g1zwDINxBnfy\nZMv6g93nHHctYBPyJM12KI/LnETkdDwt6cufQ0JvO+G/eS70wybZZ/G3E7scjCYpzM+zLFkmIqqV\na8dJeWKd22NsOzILaO7D8RFHPg6Pj894LvrS6XRSnEOywpp55IFrAFYB8pgbSRL6TxWZipdjWA6W\ntNgPOl7FDvf7/UrF1XN1zIFuUH1lrad5QXyN7BhMprIKgIxc1+v1FLPT1urkkPuZztZdAAdAV8tq\nRLmpDwc6wx4TrDc2CEoXJa/NIXZeLBYVPwKfDT5sbm6mtmoAEXjh1nN4hE9Fb6zry+V6TTHjgb4G\nFvBLEWUHC/YEWtuX0moMvVnC8mLHS5qELpfLyns2HURCUA6MitHC/f39GI1GFaPqgw0ijo6O0meu\n7Bi5dum70+lUrsmR2xzFZCMRDATfsYDZThq01u1IFjS3UHIf7kUgxYZJNuiu3oF0EkQTuKPoOFOS\nEbdF1OtlG6cDamgJ8ujkiHkyF4wDz+MezAuhNrLFj9u4qNJyX/ei47gYi6sOy+UyjZUtwlknxrz9\nWgArlNFgnGhe8crHi7L6Pq62EAhFRCXI5HoH8rmsMT4MjhMYaORKp3mSJ4B22Dw/b7FxEmA6w5eI\nMiFkYwSMo9vIcoCC3/7MCDHPBAV0kAAtjW5z1Gq1hCqSRNiJuxJktNp8pxIG7xxYEhRgSOGDK+J5\npcmBDpu9RETSW2TWFRbmMp/Pk8y7GspzcwCLoB0558f2wtVi85IKvXUdO8I5jL/ZLDctcBXF1Vt0\nn+cZXXUQzrwcJKFnrqzYDuY6x3iha1EU6X1pTiRB/g0WGcE2r50IO2Em+CCJ5RpsSv7KGOydbQKH\n9QX5gU/eYIvzoLWrU67AYfcs305sLAemO+dAH/sOeGbwJQ+47WvhP7KE3HDdbDaLwWCQ5uMKrflH\n67v1KZdf7sln/I0vcKIB/ZE5fptGBG22ndDZ8s0GetZLnsu5li3GwLIObMlpyZ0DWO8z4Q4uA5k5\neMT9TAvLtNdden2dg0nzg1gh9zGWS2yJYxt8u/1U3mEQUW7cByDjOAb/bj2ybfVznaC45TU/Hz9A\nAuFOL8cA0J0Nlyzrjo/sy62Xvgb6MkZ8TA5oGhhFV8w/A9sGGS1/Ees9UQAoAKY4bz5fbw4E3/LX\n51E1xG+wVtSVRvZoMZ286VSv17tijxRk5+DgINnJnZ2dFEOaPyQrTl6sl8gT/CWGwZYMh8MEJgLO\nQbNer5f44vX/xEb4aV5VgowPh8Nk8+F3RFQqri7o+Ad7gT9iYyhidbpaiMdsX+E/cgbPveaUtbCr\n1Sr5fmIhy6PBNKrb8AFd393dTZ2KyBj5DOAP/OIc1hBDU9sGzuca52ynHS9ZEsoAaak1omHnnaPm\nNsy8OBfm8Y4cB6HNZjPOnj1beTZJmF/r0Gq1UuI5Go3SelQbN47BYFC5H7thYXQxohi/PNBEqY30\noVic58qm0W87IIyE++NRAld47Uy5n50xDsYvvQWhtoKA0LgCQiI7n88rgbmTHCe8NsJGN43Wm05O\njvzuOcbG+fkulxggB/DcFwNEIoDSGHF2sOsNi1xxgCdGS5mL0V2CSK7ze9uMukMDEESMEQE6gTCO\nHiTNySX0jqhuKIEDxHGxRoKXc7u9Lq98uQLEPdlJmfOhLbx18m1H4nPQEXiH0bNTxtBbBjg4z9Vu\n7xxJq6hb1qg0OkjBQXCQ7OLMVqtV5WXgboNEj+CfDT86bf1H5p0sM3Z4YLoyVpy/dR9dBuXkfycQ\nDois++hXnhz2er0rqhTMGcTWHSR25vDMtpK5ck8nqOYBdHdQ6iTW1RecMj4DucHJwzvARZ5tmwJQ\n4qqS1wt7LtCX+zB/J5LIrwNyB5jYH2QGXiM/vjd2nvOtE9ACvXYFE7vgqq4DV+sVB3yALwCOtpn4\nE+bF/ayLrupB5/xa6Mr8CLrR5dyO5LaaORvsYCwGtiIidaA4WYNnThYNUuS+uCiKpFe0wjkJy6vn\nriw6UaD6BH0sA54zVRD8iZ/l9XLIGjRy8Gub7flBR286ZB5DI8bHuCzrTtRNK+bpRDOvEhFjwDcO\nfCM+zj7Wfsd6wI91hfkbrIJW2Cx3KFm/3ZGCzBns4xlOBA2y+VzGZd8bUa75437mHX/DGwP2gDLQ\nwTS3v2Q3fYAl7s2xu7ubEkwvg0Au2Km2VqvF8fFxshWOL9gwjwSRa5bLZfK1yDJ0dZspcjIej2M4\nHCa7C3/IBaAVfgpwaWNjI4bDYdKl5XKZ7rO5uRmHh4fJJwCmOrnLQXyWSgF+7ezsJHvqPUSgCQcF\nFOct2E7LYb4jM3zr9/upzdltw7VaLW38SXLJ38TXtoHMy2+7oDsUe8IcmCsdo9zXgDS+lzFRZWfs\nfpfs7u5ukgvsAvEZwHW73a7w5MWOlywJBVVE+d2u4N5qO0wUNSJSBRXFiYhKtcIHzKBkjZJ6h8x6\nvZ7QAZ7Fdz5QRhurRqMR3W43ms1mSooxGGzfTRLG8/PWIs7HWObBCygP56OoGGeP2ZtbmLZOatvt\ndqVFykqIobZRBXVygs/zzCPPx22u/G8nDE0IHPN5cZ2dkNFPG3bu4aSGccAfrkWhPU63VOBEzAvo\nwHw8r3yra+ji4JHWbsZt3hqpdyBFldrn2tBj4Lx2wZsqgYTzTMssBwGPn+FWUj63A0S++BzjGhEV\nunMvy53va92z3HCOeU2waVnKkwjrKs4WJ8e4CTBzPpr3TlrMT+Qid+BcY7DGNsigBcFbo9FItoJn\nsxmDW/f9PNPHPON/zwGHiBz6mlwnTU/G4w0HDEYh0772/yPuXWNtu8767mfd72tfzsVO7DhAUkQM\nwYLQKCQliCSVkEIQgRAoUIQTXkpD64IU7NBcaidCRSiqWtEq/VSpUr9Ubb9UKqnghZIEOxfqxA4x\nTnxJ7OD7OWfvs9dee+219rrM98Pyb8zfHOfE/dTXU9o6++y15phjPNf/cxljmuZ5woc5E1yzHuub\nqwkGXNgt+AtAYT4cpW87QQLFumm5cdDCHB0IuHUdOeT1KOYpCQrPEaduvUQfHfjDY1csPC++z5x5\nnlsx+T60w7bCE9/faJSv1vC6WSO2yS3MJEV4JqAQGWk2mwmUMi5+Fjr6VUKWGwAkbb85bSOq1XHu\nAVRbF21XGcf0Zq4AMeu67QVJP9YCf/MEmoMZ62SekACI8nlO8/zHvInYBnrgDMsKn+V2zHoBvdyq\nbR1mTtg2YxHbUdtLZNY0hubuAjNuYBx4yFzzMS33jJ8HdNDS9sq84nfbR/sIJyoiqn4PmcBeIrME\nhf6/k8TXk1uwTb4NxL4SvJHLhtfA+Mis5cSy4n19zMsHLnFiPclUt/mDs5vNZko+4pM4TZVgCnxF\nAONiAfPy9rV+v5/oTyWyKIp0EA+YBdtKUtt4zZVNB9s8s9vtJp/SarViOBym9YH38vZxkvHcy+nf\nOR8Gg0GaI2uCxt4nGxGVVzLyLOYAn4gDSErl/CTY5o0C3W43tUjn/hSa1GrbAsd0Oq34BmyV1+S2\nX+bdbDYr9Gw0Gul1RcgIc/WJ/PapYEzo0e12o9/vV3T2/3S9bEEoEzSjcZS5kPNTr5cbiGezWTp8\nCKLmASPKRIBDCZyL7K+DN+7jyGuqWQRpKCXfOzg4SJkDAonJZJJaWNyiGXFtyyXBogMYnovRcLYM\nI8j3AJuMVavV0nvsMNaAcAASDsNVEOboFln45NI6gSvVPO5D4PM1kO1m87KdB5+TmQKcbDbleyfz\nKh2fwz/e6QeQ48eAcz6fpzaXWq2s7Jju3Od2GHjMd7wWaJM7XwMm+MKJpr74nPuhOfe7ggytHPS0\nWq1Kqx2OyNk/jEJeGbM+kT1lTnQb8B3f43WSnScYtWFkrIjycBpnjTFgrsJAD+/5zKs0Bvj8nXnB\nL1eCeR4G1QDJrWTObpt2ri7kWXD4ZF5DC7e2WYasR14foIFuBVdSXbVxZYug1mO5wmT5Qc7I+LtK\nk9sk9tLk/DaYymUY+UNubE8MKLEZACUHqdAMm8UYebXQVRr4y7wte+ZvXp0BgDqjbvvKswhcsJ2M\ngb7QmWD6wCPuhcf8H9547Bxo5D/QEp+CTAKmGBNa2C5jP/FvtjHYWbcJMh+AqzPlJLec2IFv5r1B\nsXWVqhd89quyoJHBnf2KE0N8L5c5PssrUJZBfABBNfOjm8jy6O0bzNv+3LxGf9yyiV20HmHDPGbe\nPYCMMlaOF2zPbHMsL/gHeMOFnc7tlm2MK9ToA7ICX5ET1uQEhG2Wn4l8gkmsn/gTbJRtqLdK2F6h\ne9ZN6MKcHfiit67qY+euFxT4XeR5Esx+0JVSPz/HAvn8kTu+Z/zKfM1TcGZu9yeTSfobbbOdTic6\nnU7MZrMKv2ezWUoI8p5NyzB88WGKXOv1OlXMXL12QhB+OgHFljl4NB6Pk64ZH9BtxBY65nNycpLW\n7n3ZVGDX623Hi9uKj46O0lotmxSAOMH34OAgybixkyvwnBI7nU5jMpkk/wGvzVNjIXBDRKR9uswh\n76ZEr6gcordORtjWc3+r1Yp+v185BIrvbzab1B1qXAw9NptN5aBDZB56NBqNdJgRvOOk4cPDwyQL\n8B6aRpTnnPDKmZe6XtY9ofV6PQko4CSiPJo4otqTb2GKiMorXFylc2CVB56+vP+SXmcMGS/zjiiz\nVTCEPZSLxSL29vbSc+gBJzvTbDbTKVJk/p3NzINHDDEZJYIEABGCBi1sdB1osGYcmR3AfD6/xqgj\n2KwVYfUcGXsymVRAEL8DuBzc5hlIKy28dOtXDmrgDQaeZ6BIgFky36wHI+lWEAJ2g1y39/B8lJAx\n8iqv22XMS353Vohg12DKoIrvGUD5KHEDfGgJf9gHCS2hnTPeyAztI6zVQMptQw5yvWYMLPxw25Qd\npB018uIWbeaaJxgMLKE7NIJ/zDMHT6ydOfNsy7gBTU5z6Oy1OwBEhwwgTIc8uw6dnCyBjvlBZwal\nXh80d1IOQOLvGMihQ5YlJ2us65YpaMi6cUB5AMl6oLcTbIzBxXeZY54ovB4tycr6bw6K8nuxHb4f\nx2uZxi7yPesdttGJIHhle+i2SZ6PHAKoAZQEbgan8IB5Wb9zIJPTmfm58s1c86Shgz/z2Dxzggu7\nCv/ygBmaoxckEizX/J2xvI48IEA+XZFnfIN088hyYPmExiSYvU7zO9cpKgb2T9hBEnKARdts+OgA\nxIkK5t5sNlNCBJlgTdDIQaEDDy7m7WqCgxL0GeBs2+D7sTX25Yzn9TE/Y4p+v1+RAapK6AC8xX+7\nqghdHPygA9ZX+14H4dzPvBkzD56hPf4dGXbl0PKT20/bYSejkEWCIiddSKS508T3GHsiJ06qOkHn\nNdvv+LwKxrZNd+J0s9lUDuSkSAPOIyCMiAreYW0823tGqYbmcponAalUEhQxZ7oUac20n2+32ymA\nso12cpbKPzru12OxZmwNHV+9Xi9hjVqtFru7uxUeR0QliceaBoNB4qfPFbH9p1JLFZBCBfgK3vF3\nb63hb4vFIrrdbqXjr1bbntYLnf0uUII6z/f4+DjZF5JoJIzwETwbmaVSThDNvEhAMG/LYh68E1x2\nOp3EC3wZWI6AlO/77A7jyetdL/vpuAQGDnhYTESZtbZzdOaYi027EXGNUcsz51x5G2sesTOGgQ8C\nj2NG0AeDQWphwCjnxpT5IcAGDazfwR2Gs16vp2CLd2AxFxTbDtfG0UDSF0rtQNZgwhl+V4EAMjzf\n4IP7IqqtGW7/i9gaKYyl97LZIeQvPXaAaSCAo3YSYrlcJhnCqJgPzvxZae0YLWfwxUDI2TOAgQEj\nJ7sR3LrqAvh18I0TpfJth4UcQXMMM/uR3CKVVxwxTKydOXtMtxwhh870W9bsYK0bnoPlMgfayJ6r\nJJZ76xm0RU4Zm+fxOTID7z1fLgdt0NTBBfM1oMeAu3JhGUdecRT8jvyhFw667JBzGvoQs5zWDgYc\nWNk5R0SlguFAw3/Pu0x6vV6iMfLi1jjbZqphDjigL/JvXeZyhhje+PsOVMwng8mcX9hFLmQIfcMG\nc69lCZnz76Y5laRGo5ESU7bRPA/eGfjmLcCWt5wurNnyalr7e6ybdrBcdi2H1gvAWV5htr67uuYK\npW2v7S3zIWkGaDVgRo7t/xxwWlacFMFGueUxXxN04pnoJnR2QJUH+nlgh3zl2xKccDPPWNP1dBJ8\nYDvqeaDn1h9XTKyXxiNeh3FT/hmy6IQUtLa+EZDbN0NvQLh9rf0LazN2cYXXCSnoZv2x7HGf6eHX\n6vA9xkHnsMf2nzldud+22HLlQNBJAutzjpOcPGRupi1jGDM5wWeeWu+cTHVyFzlYrVYxGo3SGMgN\nfMN2OfmKHLnlknnkZwhAA3cA5Ock5IlGH4LDeiy/zMvvsaTTBvoRQMNjtjdQfGFN2NT9/f20bY7P\noDWyCM98NgAVYbAXFVE/Pz8Yjtc9rdfrRPuIcptFrVZLJwkbd7s9Hd6Nx+N01s3JyUmy1QRv7KMk\ngKMlFxy6t7cXg8EgYUR3eFG4Ml5kjfjAxWKR4hN8FME13+NirY1GI/b29lICHXqAESgCQlPzmEOq\neP3MS10vWxBar9cT8+xU+NcTp2QOYWCQNwsT1CBUMGg8HqeKFAKxWCzS9xw8ONOUR++uwnIPTN/d\n3Y3z58/H3t5eOv3L2QWcI84gN+bOfvnvnhPz8YmWAGsElcsA19lvz5n7DYChvQ0WPwg2BhWlIdvD\nWHaqDn4iypYyKrU+FIIgG/4iAxzgZCMLYEQhXRFw25cNO44VMIzM2fE6UQDYzsGHDb5BFTwB8Ocn\nGANoXfUCpHgPIfwnMOBet8wBvqCdHTbryrPlzNOBPplBMvkGUuioQToXc7GjdaKDOVIRYE0O4i2P\nJJes/5ZV0wY+YAwNUC2vrrwyJyejDJT5nispDlw8T+SWdQCiDBpwJtYz5sBYtjOsj/0yeRCc09bz\ndVYe+jE280VPoJGz6NDF4MrvfIUf6C/jsVYu6wC/wwcDTtaaAzwH55b9vCrL2MisT1c3nSJK55jr\nLbLu03BdETTYJ9PMPNBdA1gnTLj4W77PkHlii3iGgSf6Bg8YG+CMPbDeew25rcAGYo+9X82AGX2n\nWsjcHNxbj6xn6BPfsd4VxbXbAhws5gkiBzn8P7cBrkSZ/5Z7y61/d4Bq+UWX7bPMb/TCNo0fWuX4\nzHIODfIqBM91FQjb6P8jj67CI4+ei0G3E4i0y4F9oKdPN8/pZDuRJwfckWXam2Zc6F3eHQBNwB22\no3mQbTo7sc7zAckeH/lGtsxv67KxTl4MsU+BF25F5hl58tLJC8uS5RZbZJvmeTiBhW6D/dBf7Mhq\ntW3JdUKYtbE1K2KLHX1SrF9Pwms1/PoS9gfCA+4j8bS3t5eexd7TothW3Lrdbgoe1+t15ZWLBIDj\n8TjJ8HA4TMGlMWmr1UrfQzfcYjocDis8xBbajuMn6vV6Wg8no/stAptNeUaJz6Vpt9txeHiYEptc\nyDAFl8FgUOnywrZyKi2+nqAPPSZgRFehM7LtLk3rBNV69nq6UxCMDh+x8QSfTnxOJpPkT+0ffXr8\narWKvb29tL7d3d30fWTKcoJe9/v9Cha63vWy7gnFmUI4GzVK9vV6PV772k7cfPMmiqI8nfL09PSa\nl8luNuUplrSNkhkCsEaUp9k6e4jgcuXZPBsEDAfMOT4+juVyGVevXk2MR8A8ljNGjUaZWbRDyoGk\nHQHgAMVhTs7EcFmoIqqvjcgDEjsj1uX585mDGq/HQQQ0Z47OzpN9cxaScV3lAkjgmHLHgDHGsecG\nnLnlr05gngaLrAljYODmRAKg0VXxXGYdvLklwQ6YoNrOCJALMPMzWDPGzzxm/lwYOlcDDfaRRWdx\nnXywfOcyb4DptfpzdM2ACXrngaxlins8T+gI3ZCF73S/55tX8HAslrk8CWTn4qDHrXamoZNKTkzx\nfHTbLZ/c52QEYI5kREQJ3L6T8c5BumXYgTVzMY/RS+5DzpFH88Kg3nLhZIIDEe9bNo09bwc70IO/\nQVvbl3wuXr/vRbf9LOuME3deK3QwH5zVhobcx/rzSnAe9Fs+GJM1+d88OOLZBCfonQN2Jx6gN+Mj\nawYsBv3YFwM01mOd4rvogX2C+cOzmCN/d9LEtpg5Wh6cgOVzJ4WstzzTCQc+dzKNcfi/Eyp555CD\nmeVymXTEibxGo5G2HGDDufBzyIQDFZ5J4Jn7EI/hIIwgxbbafstjm5fYG9PVe5cdUNrGeXzkCr4y\nP3734Tasx+uyXIFNcjvPugzE7SfML75n3GI58PjGZsYflj2el8u6aWkaIxumm6uKOR7LA0l3Wtlv\nIn+eB3R8KZxhbMr4YCvLGEEKyWaqWfP5PCU8+R54m0A0IlLgm/tLgrHDw8OYz+cxn8/T4UXGshSL\nnFxl/+J6va68DoygB50bjUYVbOzgzL7ceoD8emvLer2taPpVTHmC0LzgOj09TbhhudweGGRZMg/4\nu+0VtEXvqe5azuAbQbX1zMlmxuQ5fsVQr9dLJwTnusB4eWu27SwJAm9/41nGW1RwsWvIC28hyN8B\nS3EDHXyp62ULQgHptGau1+vUixxRVja3IKkd/+7freM//IezuP32Wbz+9ctoNKrA0W2qEZH2F7HP\nw5lmLsAnyuqL7Azf2xqfaysqm822/WYymcTx8XEKXAAtblNE+DqdTvzKr0yiXp9VKiF839kcG92I\nqoHzxmUrEYrqNecZVSswFRecJ0rMyWXMyc92a11E9TRUAn4yRAjzcrlM7RasO88kbjablCnD2fn5\nbITOqx7sxXT1khPS4FnOD+Ztfjo773YU73nJHQnO3dU3HDynvkF79g1jFAEfGDzW7r280In14QjZ\nO+GAMg/G8gw1B45AS2TECRGfjMp43uvqU6WRAzLLzA3ZsnxCIydHoCFzBGw4C+2KEZdBlfdvuCUH\nmjsR1Ww208l9DrrMU2SDwNcZc4y/AyMHyAaMefCWV0fITAKKCXYc5PA8J2OQJ8bws1erVeKr70En\nqEhBV7LN2Br/zvo4Oh/ghUzCfweXBvZev/UjryRgn+AHwZcDCmhAkMC8nfRjLvwfwMGaTA8AkoNN\nZA/7YLDq6gu6Yn4yxxykOghyYGJb7Ky3A2/sMfoJMLBdte3KwTbrgPacRstLy9EnQFneNmUbzLyt\nV7QAA0BzucPeYPfyMZgf8uSkAT7C8pZXoXNa44utR9Y/ZMCJOAeu1ifbEAf08MWJH++7Ql48LjYE\nWvrl7bZ1yIfnbxnjGdYV7sttfkRccyJqnojh+czf4BcfbnANqKRwANAkuIK20M14hLk4OcNc0EFs\nVx4Qe/15AOjkPN9j/DwZkrdr+i0H9pPcBw+QKdsPxgfQsz4wE3rNWPAJWji4hh/QzIljaOuuDvsI\n5I8DYer1emW7U8TW5jOv8XictguBb5AFcLALNqPRKEajUWrppXo6n89jb28v8WA8Hic8OhgMUtvt\ncrmMnZ2dpBM+OwKcAXYn0e+3NlifoB/rMWbME2L9fj/Rb29vr7IlAZ/LibHMw1gXG7tcLlPXJfOK\nKLvBIiKN5Uopa2SuroT6LQ71+rbqWhRFOqnXst/tdhMvkSefKGz8xmntyBb3DgaDdGKtdR99Akee\nnZ2lpAUnIdv+DAaDZLv6/X4K1LEB6DDfj4j0WpiXul62IJTMBkJEcMGiAZYXLkS89rXzePjhiFe+\nMuJd71rEH/zBMv7rf13H7/7uLN7xjiLG4/Lltr68+Ntu20S7fW3QERGJsRFVp3BychK9Xi+VuX/u\n5yLuvvss3v72eezuloZyOp2mU1oBUDDE77bcgrtF1GqL+Dt/Zxmf+MRBXLxYvo/IbYsRkfYiMUcM\n0A03rKLRKIEahstg1gaQ8Zz9HI9XMRyepUyPwTrGGMNmEI/j3YKwVdx887WVUwx1HuzCb9MkIuKV\nrzyLRqN8bynZOrI4eUWSIA4guFwu48KFIprN5TXvZHM7oPea5IHQdn2buHhxXWnxxfC5ndvzcDCy\n5X09XvOaehTFOtHQ2UEHadDH9MAYnzs3j3Z7lVpayR6aD4BeQCQOCyM0Gi1jZ6dsz+AeZ9d9yjFG\nkt7/rbNdx403lntsSX7YacBjnHCeOFks5vHKV57FcrlIAT5y6QxvlI1eAAAgAElEQVQ6TsSgkO9t\naVJEp7Os3OdACJvhQMTtmltgvIzhcHpNVt3BJRd2wq+32DrPely4cBIR5V6pPMGFnuXVM2e5L15c\nRFEsUxWU9fJM63zOM3i1v7+OXq98uTt6jj670uDguAqCFnHDDeVhN04MASr4jHGRfVcgbrllHfV6\n9TAmA0vzy6ccOtly8eImBoNqi6mdLD4C2wr4c+AzGCxjb69s9yYgQA+xQewTsqwhJ/X6Kl75yrKK\njY3k2QbEBsj8wKObblrHYFACBWxxzl8SPci2M+Lj8Vl0u7MkP3krJPJmWcRelXRZxd7eIs0Nfcee\nQCePtVqtEq+3gK4eN944j81mSxfox9502yT001VFZHN3dx7tdvXU2Ygy6+/1wxMHL/V6Pfb2Ivb2\nqvvVkSvTxkF+s9ms0LjTibj55qKi+yQsHBg4OGAd3pe1u3sUzWa1wu9ksisj1kcHjvv76+h258nu\nuloNLrAem09l8HwW+/uLpAc8H/tlu23byrhbMF7EK16xiIiyEo98eJ+15+/qGzQ7f34Rg0EZJLgS\n7mDX2MRdPI1GI/r9eezuVqs69hvGVaYF/24DzYgLFxaJD7Y1BAYkUD22P18s5rGzczXOzuYVHSOh\nYNzl5CIBeymzZ9Hvl1vDHHybJpZZf2+bAF7F7m6J21w4wI5cvXq1cqjQ2dlZLBaLODk5icPDw6jV\nIs6fP0k2CD4SAB4dHSWZPTk5qbwRgGR0rVaL3d1ptFplVyP8MK/X63U69MgdM/X69vWFo9EyRqNl\n0j3sCq2gfB/by/PB5Fv/UsT582cVmcCugOM5Obde3x6Giu07PDxM/LjhhtOo1UoZceKdA4lqtXLf\nJmsFz5ycnMTOzmns7pbyAd+QaSdHiqJI7yklmDs6Oop+fxnnzm0PQoX20+k0BfDQwXhnNpslvL7V\nybO44YZ56vgEnxpTY5/htw9Ujdhi1/39abRaRXqG8SPJg1arFdPpNOkwr3gh0eHk6PWuxt133/2S\nX/i/cd1zzz13Y9yofvp3Zwzf8IZVfOhD83jFK6pjtNsRt9yyiR/90VW8970RP/RD62i1Ir7xjXU0\nGlvAgjIUxWn84R8u4xd+YRM33VSLxaIR3/72IlqtdhJonM56va7sF10sFknBf/7nl/GmN23i7/7d\nZbznPUX88A9vYjgs4rHHNtFqVTOwdhTbOWz//2M/dhJ33nk5BoNNnD+/ibe8ZRZPPtmJp5+utkYC\nHjCwrGdvbxH/8l8+EzffvI777iuzHhgqqgN5htil9WazGR/96HPxrndN49OfHkREmX0FcDm76oCC\nv6/X6/jFXzyO3/qtw/ibv+nFCy9EAq8oPwKdt9s4YPqBH5jH3XdfiqKoxVe/up0HhxJFxDX3mK6s\nqd2uxb/5N8/FD/3QMv7iL8qT4rgHmjpbDaBx9eOOOy7FL//yUXzmM+M4PS2BqasednR2dtD6bW87\nit/5nUvx7LOtePLJEqS6zdDZeRs55vOqV23iD/7guTh3bhMPPDBMRg7eOQPoaoH/3mjU4+Mffzbe\n8Y6T+B//oxe1WgkSyFi/FKjhmf/wHx7E7bdfjgceGMbhYVnN41lODriiBBgriiLe+MZV/N7vPRfL\nZSMeeaSscNgYcwEC/Xu9Xo/xuBX/6l89Ed/7veu4997Bi3xvp6DI648oAR8GmHV98IPPx7vffTU+\n+9nd2GxaiXdO5hDYIDc5fd/5zuO4447L8a1vteKZZ8oAxK3hGOo8QIVmr371Iu655+nY2Yl44IFu\npTLBD9/3/yP83s1O3HPP38aP/dhJ/Nmf7X7HZATrYD6uIhRFEbfffhDve9/luO++fpyeloeR8APg\ncbDl6u9qtYo3v3kev/M7T8XxcTMef7yd7AC2HaAPiDVPeN7u7iY+8Ylvxc03L+LLX96rJBoA4dY9\nqvZcjPnBDz4d73znYfz5n+/EZlN2JJSgpdqmixw6QH/Xuw7i13/9mXjssV48/3zZSocNASCxBl/M\n97WvncdHPvLtaDYjvvGNUQUgk0iCvh7Pc+v1GvGJTzwRb3jDLP7iL3YqyQNsj08idGINfY+IeP/7\nn4tf/uXn4nOfG0dE/5oknIMvg3EnJt785qO4446n4vCwHU88Ue0OYD3Q0XLLGM1mM3Z2FvH7v/+t\nuOGGs3jwwb3KvOv16mnw+C5XuLHHd975ZPz9v38Qf/qn4yiKso0TmUXOkBHArSsN7373pbj99qfj\nkUd24uioXZm3AwrbO1esNptNvO51J3HXXd+OoqjHo48OknzY77h6xr/WyVZrFR//+ONx662ncd99\n5cvmc19TJo3Kk5r5e71ej9/4jW/HT//0s3HffTvBCwbsv3K/4/khf29965X4zd/8djz3XCeeeqqV\n/ITxEXNydda6fvHiIj784a/HeLyMhx/eT3Pm/ohIPsiy7mTkarWMu+56JN70phfis5+9EOv1pmJb\nkVMnQXMdioj46Z9+Mt7znsfjoYf2YjotO3yofllGrJvYtVqtFq973ZV4//u/GstlM556areSvLSt\nN99arVbaO7m11Wdx551fjVtuOY6vfOViqh7ZfnAv99iGs87f+I1vxjvf+Ux85jO7MZ9vPyNR7Y4d\nv2HByY7VahW/8AubuOuuk3jooWU8++yWjrxSBfwdETEej+Pk5CTRqyiKdJrsd33XKj71qXkMBkU8\n9NAwJpNJws3gPuztarVKe02d1Gw0Iv7tvz2Ot751Hp/+dC91DKBn9rnwxEUFbM4HPnAS//gfH8fn\nPteO4+MyuUyiFN62Wq04OTmpYK1t0NePt7xlER//+DSOjmrxrW91Kx0Oq9W2GMD+2s1mk7pKuLrd\nbgyHZ/GpTx3HLbecxV/+ZSfJNHbM9p6g1nxCDz7xiWm8973T+PSnR7HZlO+npfqLrFDRLYoiddCh\nG+997yw++MGTeOSRTrzwQmnT80PzuBc7Ad0bjUa85jWn8a//9SwajU187Wudir9nDLobkWVO0kUf\nCa6Xy2Xcfffd98R1rpctCEXgIso+dBiMEE8mk7jhhlq85jW8vPnasZ55phZ/8icRf/Zng7j33oh2\nu5eIRFC7szOOH/7hZfz1X0c8/HA7HnmkiOm0fI8X2QwEbrPZHntN1hQhuPHGs7jttojj44jPf74W\nn/1sK77ylWEcHlZPkuN3lMTA65d+6SRuvnkVdEu02xE/+qOzmE7r8eyz46jVrj2tESO+XdMmbrpp\nEw8+2I8nnyw3qdOXTabTz48oe/QBYe32Op57rhkPPzxO1S2CIYyiW6IdBPHvarWMTqcWf/7n3Vgu\ny8wPp4y5rYSg0QHPNksV8cpXFvGFL/Tj8uXyACcUAiXLA1Fo88ILL0S3O4gLF4r4xje68eijrQRa\nrJS+B0CEwSvpvYrT04gvf3kYm025Xp/yiiHBCDD2arV6saVhHXt7EZ/73DB4FZSBgk9ANT0Ze7PZ\nxOlpLW6+uRb/+3/34rnnymdgzNyOY4flgK7Vakens44nn2zEI4+UhxEgB+75N0CxIy9BUxH33TeO\n+bxMiOBckFMHP/CbFo/VqhEXLmzis59txeFhmSV027MzxnxeTUC0Yjw+i699rR1PP12uB0MXUYJu\nDJ9fZM9zms1VTCb1+PKXx5XKGACJDg3apQFPDtwiGjEcruNznxvFyUn1lTSuHGD0yeRiqF/U/Lh4\ncRV/9VeDuHy5m+wQ+zzyQBFZqQa7zeh0FvG3f9uNRx/tXyNrjAFfoCv6BW1qtU0URT2++MVRLBbl\nqaXoPPpkO4YcQ5vlMuL8+XV85jP9mM/L00HdIm76lHJadi1sNq3Y2ZnHww8P46mnuklPmAdz5tRA\n+I69wp80m+s4OGjFQw/tpIQattEZeYMbtxRt5Sqi3y/ivvt2Y7NpJznHnjtBZz/mAG61asf584u4\n//5xXLnSqVQvzCdktyiKyrsJt3NpxnC4jG9+sx+PPdZN9MZOOxjw6wKgD7RrNIpYLOrxwAM7MZ3O\nK0EBPDEYtszhH+r1TozHy/jLvxzFbHbtgW78i78xOMJmNhrN2N9fxYMPDuPKlXElYWkbaVvb7XYr\n1ZXtd1bx/POtePjhUdIzd6646my6sx4q1a3WJu69dxRF0U5rMC9Zi4MFJyTPzppx4cJZfOlL45hM\nuomXtl+04toOWL/Pzjaxs7OKb35zGE89Na7YZlfC0CMuJ1IjtlhisWjEV76yH+t19f2z9hXIi/WG\n9S6XEaPROu69dxxnZ+XbA5gDfs4VPLoTyjHqsb+/iAcfHMcLL/SSnzDQzm0VayvnVYt+fxPPPtuP\nb3xjUMEP5gv+CnpsZd3Vp3o0GhH3338hIpoVuXDSATqZPjxzsajH7u48HnroxpSs4H6eC1Zy8sJJ\ngvW6EePxPB5/fCeeeqpcD7RFZqng2da6u6Hbrcd02oyvfnU3BebYOOzYZDJJ8jKZTNJprrPZ7MVA\nqha93jL+6q92YzYr9zwiq1us3au865MDPjmJdTZbxrlzy7j//kE891zZMeBWc9pU4X2e+JpMpnHh\nQieefLIbf/3X20CYvaDYDydfsb+NRnkI0HbOjVivI+69txW1WtlGu7OzkzAV1UaPhyxubUc9hsPT\nuPfeYVy+vK7IvJP97v5Chgm6Tk6W8YpX1OKBB9rxzW/W4+rVq6m6CNbwabr4pPV6XSm89Pv1ODho\nxP33t2KzKSp6Y/1HB5EXF8y2drOIz362HatV2S1ke1arbQ8BpBpr3jUajZjNImGU556rX6P72DLs\nND6FpMNqtT0wCxz4nYLQmqsQ/39dtVqt6Ha70ev10mbX3d3dVFKm/5zNr3t7u/GJT1yN7//+iM0m\n4m/+phaf/3wtHnigF488Mo/VaruR+fj4OClzv99P5eterxunp9u2SI45xlBwSBECCiOHw2F6YS6M\nve22WZyddeKxx1oxnZ4mJWPz9ng8TgxiDfTJo4T9/ip+//cvx4UL1x5O8L/+1yj+438cx3JZ7h0l\nm9ZsNlMfer2+bZn0e5F4Tp75dKbTa0aw+b/bLPguII9n0aLAfPIDDex8CdJoBQFYoMhshkaB8soL\nDoWMkYMuWm4jytYOB5QoPf38BrP+IRjDCHg/b1EUSRZXq9WLrSOjdI8DMGenp9NpOs2N+bBuZDPP\nTAOuDbivB7xc2XBFhzYrThVlPOSEoIbxAawRUTGEVK94DuATkArv8yDa8hhRPc2SZ6InrNvGCwAC\nUEQ/AW6sH0fsAwMcVNuwz+fzFFAakLM+B9Ksw0fBYwe8FleQ3ang/VPOwuI0kDH0CV3lM8s5z8md\nsMES32OvCfe4SsG9lk/mYF2HJowNDxyssiXBuuGkVL4GAgf2jtHG5/0hzqZaH6zDZFDJnAM6bNtN\ndye5mBsAAVuEHcEWeg4Ed/zuahznFuQVYAcrTmaQBKEC7HGdoHFV60XfeI3euDqI/Hg8J0Fynto/\n5C2CHJZhW+jEATpI6xa23a8LQ1ehoXWVv3c6nZhOp5V52k47wDHgQlc5YRGfgoy5Sogts69wiy3r\nJtPP4XbdbjcdkOLqPbbdcuH7kXlXAFwZYU4+tMMt0q488DvzBKwb7GJXnYDAjoBhoDV6564k5Ac6\n5vTBL9sW50lFJ3Wtd9YTbJ73wPk0dfTG+gSeMLZAH5ykgibYMWTP9hw7ZPlnbFfoHJRDKxL47BXl\nfYz4HfME2pkW6JBxjoNk2wvkB7uIXEWU56UURdnlg/wgL26RnUwmMZ1Ok52eTCYxHA6j2dy+/7Pb\n7aYzUs7OzlLgsV5vcTPtmdj9k5OTGI1GaZ3L5TKGw2E6gGh/fz/RFB7T4spBROxbpCsPn1EmBxpx\ndHQUvV4vjY19MDZh3fY1+AT4Dy+Pjo7S60Xyw8OoZOKXGWe9XqcTdi9fvhznzp1LfpB5wjf7EOY6\nnU5jMBhEs9lM+2nBjuwTLYoifQ9a8MqUg4ODaDabqcrqbiro0G634+DgIIiZkG30OT/FGHzPZ6wb\nH7/ZbGI6nabTiK9cuRLj8biiJ/iGo6Oj2N/fj9PT05hOp7G/v59kDtszm83SflQSFfj8g4ODJG9F\nUVz7UuR4GfeEun+Zy0KD0PZ6vbj11lpcuVKLT36yFf/oH12IO+/sxn/5L414/vludLu92Nvbi+Pj\n49jf368YO8Zpt6snN8E8O42I8tQ3g3IATLPZjM9/PuLRRzupSmYHwSE4zu4ZjGyN+Cw+9KGD6wag\nERE/8RPHceedl6PfL6sUEdsgkMNguBx05RnPPGO72WzSZnUHpxhMt30QPDtYwoH5e66Icjy9+VZW\nN0rHBD0Yz/3nGCyAh1tuMNA+SABjDJgyOPZBBXllD5pYIc0v+O2MEhvYnQF39cOZXFdu+a4rWPCO\n79jJ93o9VUCqWXiDUweAzirDdwNyg2Jk347fFXfW7KAAg0eFkbm5LSZPejAX6GfwhSzYSWP0kTW3\nPyNLGEbWAC3gW657rMeyYVnjAuTa9sCjHDgh/wAi8xf9gE85Hfmce3OgjHxiyCMiBV0Oavm721B5\nriuw0I41OJMKTbEH/mFO0MbVB/9QKUbecvDM787e+v8AMXhjQG6gyPr8mQNtV9CQA14fBS9y+5gn\nj+CfZQ6wD6BxoJ7rpqtU6JB5zZhkxRmf9TnoZ76AKGhEQHg9fYQ/6DhrsyzkVSTPAcDgDh54ggwi\nY/hFngGf/R0HVhGRKvy5vHI5mUTAwlzdkg/NTW/7GvjvAIjLSQ9o7spoTifbYMAW9LE9L6vvpW27\nXtCEPFpezAfvO3fnjellOSbwApgTQPkiWUgg7aq3k07ICXMzL+mm4rnYGOZuHfZrg2wnkXPz1bKO\nLUO3rF/2e5439gd587yc1GDcXC8jysMsmaPtZ15V5+/Imf00fzfPnHRnDfYHrNsHC8JDJ5Is+9YX\neIOukWynAng9fMK9BFIcUNbr9VKwQsKaQAKZ6nQ6lXbQ4+PjuHr1akr6EBSzhslkUvGf6N3R0VFa\n02g0Sm2trVYrJpNJwl4R5WtUkFn4Bm0t5wRC5hXJO5KiTtI1m80YDocVX0FQxnkBJAecDDLGqtfr\nKQizLWi329ec5mtf64Q0NKDll/vRD+4bjUYpDlksFnF8fJxkhmSJO8KMw7FZxgXsKV2v17G/v19J\nFPPqy3q9ngpr0LvaQVXiQLez4zOKoojd3d1r4qz8ar7kp/8Xr9FolKo0s9ksCTvBFhm7Xq8XDz8c\n8aUvNV9UmBIMYgyuXr2aTufy5SoLTp6xObDEgV1EGbjBbE7IdTbbAJBqW17uxwAaFBVFLz72sV7s\n7tZiNFrEuXPrOH8+Ynd3GTs7Z3HhQsT+/io++tHD+Pf/vhFHR4NULfZ7IQHlOBcO3MExGmQ7eATM\nYZRRJIAwxgcaQDMEGJAAbSOiYpD5FxCF8DtjjwMhMMIwXC+r7ewsCuRN6vzfDoBMGvNlraenp0kO\nkC0c22q1Slk9FBhasVbkxMGjKx12eoAO7zWGxjgWZJvvAvpMW9ZEawxZTDL5GEkbm5xeyCu8Yzyy\n/xg7Mp6AG1fiGIu52yFAM79kmay8ARrrISljEMwz7CCQO9MEOTJgooqN4XNFKQ8c4K0BjTPqtgfQ\nAYMN4MhBpINn5JATkA083TrnKlDuTE9PTxOgiIjKvJAzqghUPewksUe1WpnJd5DgJIFlHUBDJRRb\n6ADU+5gMbCKiApw9H/Pfck5QlQdqrNP8QRaRP/gCfVylQ28NpPMuD4Mj7rH9Zp6sx+AUuXS1Jtc3\nAB6BWE5zy7zBi2XPFRbWZNvHWMgBvAcYIE+ulufBljPfzAWaOkB1BYc5ORnpzglfTnChZ2y7sV/x\nWvkdv5SDKeZnP2zf4W0pTjablsg28sRc2+128hMOHpBZAjJkiOSVfRBynydveGYeoDmZYrsPXZ34\nRafhMbrvwBU5QE6azbKDarPZxGw2q5xuTistwXueNIuoJk1dbeRypRQewVsHx8gCF2P6gBW+l6/f\ncml5yRNC1l/bHNsk5kag5UPSqKjCaz8b/JAHk9PpNNEU/OV7XbmyXWw0GukUWSduDPLpxHJShfv4\nTq227Rrc3d2tJGjw9WCQ6XSaAiI6etbr7eE0VBaLokitubXa9g0RdAzNZrNkK5BvbM3u7m6lssiB\njMvlsrKfEp1B98BdEeU7JTeb7asW9/b2KgH+YDCI559/Pu1LhafQDxwMjfMEEPiWyi58zjvHhsNh\nBf85GWR8w/3Q3H7L+MD4ye9htZ8BO/G6FTAYvoDLOluv11MiATniO8zXfo+1uP26Xq/HZDJJ74m1\nHz07O0sHOqHzPIOCCbZoMpnEuXPnKvqfH4D3na6XLQit1Wrp5ae5omOEFotFavOzgTeTfUEAt2CS\npXEGA6JxjDOXieXsoefQaDRSb/16va5sdHbFxUDDbQa1Wj2Oj+tx+XIjHn+8DETslHq9bozH3ajV\nNvHqV786Ll26lLIttBbiaEwTDCcKhGIBMC0YKDffQ3lzgAj4dOAXUToeaGr6w0fvL3V2EifgKhM8\nx5k6c22w4HZNQBfj2NhDT1eaMLo25m5BcobKAbvBJoERz+JyoGqakEEkkIkoq2fQ1w49pye0cDLF\n2S3m7TV5bfTwO6HggIjv2aD7VDhnIR2sMU+3lrr1C354PeaRQSg0dsICHbeTcIAMoLOcYUugFRdz\nhK/OEhv0OlhGP3LAk8tRvu+Uebm1LwdKpj00djKHyxlI1g79AfK0zVgnbRewYZY35mCeeGyeje4b\nIDN3Bx8GfdDNoNhjQndXtS2//i50drCSO3DrvukaUVZW3AYKr9F7aGTQ6aDb/PEcTUsDUuaA7rmF\ni+chdwbfznyTpGN9TrAwT4/Dmr09w6A7t1UASCcVcplzwoR7kQknQ50QAqxCb/7GPii/asBJPfMz\n/xvP5W9O7uYt/hFRCZqd5CKI57v5vkvW69Z+7CbPz9vo7V8cLFke4YODamjnJKwTWd4CYb+SB+mW\nZwJIJwQMfvmu92hTTXRwbjmB37k9Zb7esmC75Plez95g553Ms8768prQCSe7jN/yYNNBKZ/b//E3\nfJvlLqdH7ttNJ6peYC3Wxvdsj6ERdIB37LXMg3QS2aYhY2ILHCy54uv528/yd7Yb1ev11EILNia4\nAT/zeo4cd0M/kj/gY+7HPyEnR0dHMR6PE298Fszp6WmcO3cuBcXIO9iJtlPk+PT0tILZp9Npsm0E\npaytKIoYDodpGxi0oJUWfWKNPMMXiZrtKbg7FVsEfzyfk5OTuHDhQmr9JchE9y3D9g2sIU9KwWMS\nZXSq1Ov1REdkg+S8sY59GnPjXmxOUZTnEjSbzdjZ2UlzpdtzvV6nrTW2ewcHB5WuhkajEcfHx7G3\ntxcvdb2s7wmdz+dxfHycFG82m8Xx8XGldSeiesJcRAl0bAwALBGRqjyUkh3cOuObK5Qzle12O7rd\nbsxmsxT1A1wGg0FqFbjxxhvTuPxw7DNZJpxA/soEB4l2tGdny1ivt47k8uXL0e/34+LFi6nPfj6f\np/FRIKoiNsC04NLDz5oNqrz3A+cFrZ1ByQE6iuUAleAM/roSxZwYl/twLBgt9rM4Q+xq3Xq9TqAb\nsOMg1fLCOBhJjARruF7AQsDltkgbBhyYqwTMzRnCiLKtgvcsGgwYIJBcsEI7ECrl4qxCM/amOrDj\n+668OjGB4cpBse8zGDe/SGa44wB6kQm048+NaUS1TZU5oVc4nfwe1modclB/cnJSaUVzhYHg0rbC\nATVyaCACb9fr8qXNyJqfY51Hl7w2eMbv2CAH6g7enbG1vPB/g2B4Bl8c8DsZho0hQPCzAOisxTLn\nQBsbBu+8dgNnZAl9cGcA9MVmsb5cbwFH6DjzyhMc/N02z8A2T4A4SWeZdsXa1QjznPmbh/yYXsil\nu1EMHvkOc8gDF7e0UcFAj01b6G66ucXONhFfxjwdVOS+wAmPvMUT21AURVqj52sZwzeho3n3Az7B\nCQLWx3eoWFiG8oQEsg9vCIwY27pg2bAe5pWGPJD07/bR1wvS7U+c9KjVasmvIafIhdsP4RGyw/Oc\nJISH0MYBbG4nkQECaWjMPEmQQAfbStZr3+vLesyYfsWefXjufxywuv3aCTTTlfVBL1+sy3giT/4h\ni1wOTPPgDHrktpq/0bboRDJ8OTs7S683s93ARqL3BGTgOAfHnldE2bGA/YR+YCXucyXy8uXLlYRQ\ns9mMK1eupLmhq+yt3751YS+Wy2U6HAgertfrtJ90sVjE0dFRut//0nFTq9XSHuXVapVwMmeD7O3t\nVdbgpAVdf8bL9iur1SqdIYMtOjw8THz3ljU6Jer1bTWYNmPWjY2j9ZQA+fT0NK3p6tWr6bPJZFKx\nXU6aoxvwE72g44zXoDhIxSbTVss48Bq7yzpoo2ad+CsKbsZglmnuy19z6ERLRHk2SK1WS69IhN8U\n2Q4PD1PXquMXKqvj8biCVeGFde9618sWhDo4sVKTVeLKDWPe656f6sRFFI6Q5+ArHzsPTFE6vrda\nVU+tHI1GqS3u/PnzsbOzE/1+PwaDQdxwww2JQa6UUB3w3hIHxq6YHh8fx3w+j8PDwzQ3nIz3duI8\nXL1yK0yn04kbb7wxXvWqV1Uy0RZCsikIPCDAwbIzmvwObd2Kx5p4fxaBM+889b4jLlcL+A68cqYd\nZ+TKOArigMcAH1r5pF++42AEejqQNEDDSfE9jL/bmuEtbQsoNSAgd34Gk9Akd+I2LOy95e95cO+2\nKQcYOGbGRI69HuYMra0TABlkwlUz+IWsGfR7fC6Ao//G2nNA5R9XTe2YmTtyZQBqW8Nn0AXZtnw7\n0cJ3vT+De/jcOuCgz0EBc4NXlk/Lg6vuyDPAnTEB3qY9suQWHcYzQGJ9zr6aRvl3+BvztOMFJHi/\nGODMADYHcb7yBBU0Ro6cGIO2vtf8xC4agBjUMTbfMd/tW9brddINJ3Kwi9DDa4FeblMjeLQOORHq\n7LcTLuxb4vvr9bpiW91m6mDf4IaDQMwP5NDJEfjNnJ2AdeFZ3ZAAACAASURBVGs2NM33LDYajXRQ\nG4CRPW48y8GU5RX5MQjyZfvltTroc4LGcuHgnHts2x2c2p9Bb8CgAZaDBPMOmpnv+GLW6+0ttq+M\nAQ1cpXUQY1vswMxJPj7zHkGed72gJpcd7rW/BQ9YX9Bjz8E84SBJPsvpy3iWK/PS9sqJJ9sq20zo\nX6/XU9Un5y1z82fGTfxcD5PZX3itOQ0iohKEkSSwPIMBjBugkW2cMQMY1LjIrfbuVrPMWdbQi3Pn\nzqUAnnun02nSZaqVvV4vjo+PkzwTlLF2MG+r1YqdnZ2kNyRZimJbZev3+8n3eV9hvV6P4XBYaVt1\noob5YIu9HaPZbMZ4PE462el00gm4DgZdjbNNIMByssgdS+12O4bDYcKKVGPdorvZbGJnZ6cS5HH/\naDRKth85Z83X6/qs1+upEm1fCF3AZLTadjqdSpsuYzlRidwY2zYajVQBJrnqluyIMgbwFioXK5yE\nRV5NX2gREelQLMaGnt/pelmDUBZGxrTVal0TUGJkUVYTHFDk3uXNZlv1Gg6HyRChQAiVDQTjuSfe\nhp05sHeAZ6OoKO73fd/3pcDLQZfBS0SpIAYnrI2sIJkPmHjlypV47rnn0svBXTm1IUbRURYfbDIa\njeKWW26pOG8EjHtyUOIsNEaC8QjwoA9Gi/9HbIVvb28vzp8/n5QtzyLZqDOuM6w2Xvw4O+a2Oubv\nTJCDEu8NssPG8OXZegOYXq+XqrXQBCXv9/spMKLSiJyxPgwSezodSOSGMqJ6wJS/5+DdQQNtZNYZ\ngDUO0Jl9gwpn+O2gWasNkB28QQK8yYNtPmc+eZLJTt82AT2CP36Ggad11EkB5suaPaeI6qEUyBkA\n3jLtTLbl20Hv9cC9AQVAAjtm+XXlHN3LZQ8acKEjDhIJTh1Aoqt2+J4fMmC9cEU/IlJLk9fHGJYN\nnoezdDXCcmdQ56QJMu7ECp8j48zfAa7HsiPnWV6bg1eSKuapg3MDCBJZ8BC9sg0wP61j3EMbZL73\nj6y3gTWBneeWBxbcG1E9iCJvkbK9YCy3kLojANo4qOF+OkNcrfHa88pvbs/4HVsLINpsNglAIyt8\nz3JHQgi68Oxcry1D0MSJEOgGLuC5Tjw5ALb/gHa2cQ60AeTgDObjZIJtOs/kUBEnqPwd5sEcDEBt\no/DXTqZZF6Cb5QUa25bbjlh/8ZkEMV5DLvsG5zkOc9DPvWAeHzrj5K1lOk+OGXtYZ/KKKHrlH+TK\nCdQcF/lMgDypRiIut4d5gMVackzlueZjIz+s3W3iBFT2l2BoDiay7kZEqgJiYzgBl+8QSNhG8BlB\nnzESclUURezs7CTdAQ8huxxS5ISu6YR9JQglOLNs2a40m820HQ4ZIvkFLbmMATiJF37Ae3jTbrdT\nl8f1tpM4SHOyxvrp5AoxgJMftmd85uSYddXPZ60E0VRDIyLtt0W+nVBhjfAPO29aISveL7vZbGI8\nHqc3PeRJYOyCE7z9fj+63W464CnXie90vWxBaFEUCdhHlFlqXo4L02yInInLM/ZkIer1be8ygm/m\nsumX+3CEzlwBkj0+goKwLJfLlN25ePFi3HTTTSnzY4DODwwzuHCmDgX0S2PtdFhTr9erGEu+w99w\nkBbExWKRXiTMHgDudWXDGTkHts7GmlfO6qJ4HE5jIEpg3e/3K3uF8oDKQSYGsCjKUwNJAsAjZ89c\nKYZ2EVH5vF6vV05bsyN2ZtIVTwfCtK24bdZA3U4C5Tf457tu2cTx2hnl+1wjSkNq8JkfiMM96ApZ\nSICDAyZ0zW21gJMcZPFM7sGgICdOJKAj0A/ddPCKTkA/BxI5cIMXBld+Rj6uq1+mC/P1vJApA3Hk\nG/64ooe8w1cDKjsZaJQnCHAGDjIc8FnmWaODBSeP+N2ZdWhhB2QQjzzDM35YJ/QFQPA32n0cuLpq\nAq0N1qlEArrQ87x6ZV1FVuAX/9qOojPw0/LA2G4bBEBipwBB0BBbm7dBWfcY24nQ3BdBXwfJgBtO\nPsS/nJ6eVipByDHPyXXOiRdnrvm7q9tOnMJ3t4rlyZk8IGYe8MQBy2ZTvrLL/tmBE3PETnsN0Bw6\n4Osc5DsocRbf1UDLnX259dy67oSr+QUdGTtP0jlpYVtkXbIsO6jw+m23kUM+c+cTvHMSmMTF9cC4\nE1GWD/MeuYDP0M9zsD0luHTgZNviihi/u4vNumv5QC8d1HMP8oD+OunFvbblDsJcibJs2yfwPeac\n+wFaPt0N5k4s7F2ebHFF0glH65wTHsYhzAkawnNjLs8xt4n87mKEeTiZTNL4R0dH6ZAgqp/z+bzy\nXLadOUEIDqY4E7HFLrwG0cndZrOZDs/kM7akkeizH+V7jMt2pV6vV8ETyP10Ok08hC+np6fpgCDG\ncvC2Wq3SqxO5l6DdyRwfvMPWwBwT5i3gDiDB7uiKt/cwV1dzbV+QV7aKYRMIBr2Vh/2uxo3IC/7E\nr65iL+50Oq34ROzGZDJJsnZ0dFRJunGgIfcbe1MoZL6dTie1O6O/Tz/9dMI8N9xwQ6Xod73rZTuY\nyIbG1SGIMZ1OI+LafZtcbMTFKHBf/vf8wiDQP24wELEFCYzXbDZTZsTOncOE2ByN4+X7KBkCzXgG\nZBhU2nX9np8csPd6vfju7/7uePrpp+PSpUvJYDJ/HIWrARip1WoVBwcHcXBwcE11DCdH7zoCj3AT\nJDjD4/vc8pVnIvk8B+gA3MFgkPrhGW+9XqdAgBOFMcTQm7lDK1cxyaSi/HaO8/k8Zabygz4iyj55\n6Oh5m//OUBk0+TnwnHni/A0q4H+ecUYOXLWxzhh8eYy8KuA58Ey3qbiiwNwMZnmuqwIASsYkiePL\nyQT+Dx1wQOapARVG3TQxcMFWAC6su24j8ditVivpNH83MGEMV0eggfUrT3pZFhyImj7WBcuknXK+\nFpI97Fd0gMf8fC9jwX+2J1h+DGyglWXJ84RnOERXu5g7c8DecFAC87fdM/+8NcH235WbPGh2Kw/3\nOoBEHrwGBy78P59XRKS2XwcQnpdlGrr5pFH4YH0CFBiAo/fM14HF9Q4lA1DhE7FVDvYAO6zZYMm2\nC76bFpYRH1ST0wGdym2Q6ePqhnUfv5GDa+jtgNpJJmwtthnZ4Jl5QhQ59XU9kGwZ4f8E/gRDlhMH\npd5y4ay+9RJ7YZ3En9l32HbklTroBajNE5R5EOLENr7OlwNU/LGfbV3JT73ne04I+H5sJHNC/pF5\nbIzBej4+tEUf8s4qxoWHfMb4ue0Af5GUNz7J5QNZcKcE43pNrIv7kFv259s3wTePn8s9MpBvR8qr\nRZYLyxt0hNbIAPyj2sncKY6AqcFKDoLX6+2JtuYTF62g2LF6vZ62WNnGr1bVU8vhGRjXckPwTAuw\nA2hkExu4WCxS228eyLF1AnoTPPEc5AA9MK5mnbu7u2lO7IWNiAq/rPfYZ3hGwcX+gMuJDOTSMgh9\nqTxyQRPjLeaGrsILbCcyHLHFsiRz8sNX6/V6ejsIWDmPgeCjD8nDX9h3eY3GCRFlUung4CDG43Gc\nnJzEd7pe1koolSXa1ZbLZXIudjJmLITL30MEMMAwuDXRggkQ4GW9rq5xDYfDyqZoMix7e3sJSNXr\n2+okbZAWCBhSr9dTkOrWzBx8R0R8z/d8T3oZLQ7FIGk+n8ctt9ySFMaZU9MUmtiwHh0dpVd6oNwo\nR1EUqc3XQWhEVJTWGTKMG1mRnZ2dVKXFeLodx62DeaAzGAzS393vDv3yfaw4X5TT9yAnzog5GM2D\nOLJHZJ4w3HyOMlp+WFtEuZkbx+R7DYIcdNkxM1do7b2D0IT7XcXxut2ex3MZByfMmvm71+JKiudv\nGUJ+HQh5fx16iQwaMPJj5+42TNbvLL6rNJtNud8sIipJIculD5hhXa5uI985SIQHyAwVS/ZN5EEc\na/Pf8kQEMoGM811X6ggkmAfrg8+uWqALOBVX5aAVTsnJBO5lvua/AzVoAF3hk5NdBLjQ0+2ZbtOD\nn9yHQ8WGGeBBXwdeDn6cVHEShMtAMn8mfPa7hXmuAZ5tHo7Xthc5gocGBq4IXy/TTYDHnN3i5cSO\n5w54JlnohJADGq/f/iYHrnyPl7hDX+u6gRq8QiYcqHierCEPovy5W+oBr9ZT6w6yxByxrcwHO8z6\nHQBZLrjPySF0ju8TRHynZCL0dyADnZwsNzg1aHXFNwevBCQODG1/8qQtcuQkuBPDjJ8HrPDdvrRW\nq6XkO+MYxOYBQV61tj9FZqxHtK16LT6zw/aGNfJjnrGlheQhc7GfwlaxLqpG8AH/kO/5s8xgN6hE\nUcnhu2A288Iy4mQL8ok9dJUTmtkGk7QwzT2mE1t54pT1YjPzJLmr061Wq2J3HaC6s4XKF5d5gU/s\ndDrpoB0OuwE/ofM8n7bXfGsBeJhxJ5NJov1wOKx0HaAXto2sazabVQ4pwt5ASwoczIdkNAGk/4W/\nYHv7LPTV8QX2x/YLO4Iu5EnAvDhSr9cTZnYlnzEpdkEH2yrsl30DPGbNYAFkYTqdxmQySbzPCzro\nWqfTSSf41uvb94RuNttX5pA8IA6IKN+pCo1d6Gi32wnfv9T1sgWhdv4GSga7EdWj2+2QiMydwSuK\nIp1C5Sw1DoeAxi+FRThOTk6SsOXvxsFooHQEricnJzGbzdKBLQAtnJodkQ1oHiABEvb39yuvlymK\nIoGH559/Ph555JFotVrR7/djNBpVAjhnIgAv+SmodkiAbAQKoaG33hmtvM3Y7Sqsi5fuspnc19Wr\nV2M2m13jtIqiSMLvjCcC7R53t7/kfDGNCUgwzHl7HmsygMqNHDLpVjbfQ1CaBwq+H2NpUMHc+dd7\njJFfVzhMFxtD5sGPg0YbP/TFWSvkhXVfDwAa/ALEOHWT9eKYuAyCuAzu8n3YGCxoaIfj7DaG1EAS\nOlDBwGA78+gXVRvUOaPnfWfOZBvoWmY9Nwd8vgxacv7kQQpBCOuATs6YR1STQRxLjwwwT/MPgIGj\nZc4+Fc96iJ7lwTOJDidluDenjYNXaOJ5EdjZeRv02EkzF9sbeG+Z4nmMiQ22czVAsy40GmXL7PX0\n06DPYNTBkWngeUdEpcUyP+CHpA62BFngGRw+B9+xK048sg54nWezcz7QWWJ+8H/bDB8Mghy4YgIf\nGBe62X77PAM+sy2yXBsMI7+2FzwL/cl1gos5QmsH2tDielX9PJhk3U5a+zAwJ5HNtzxwMGAjeKX1\nkQDI8/d3TAc+QzYZl7/zN1rkrBvIiRNf6KR9OvTwc2xL6DAyrewHmTs+wvjFSXoncPws+IrP4gec\nAb2Rf1d8nbBjndCBtbsDg0Qa9yJbyDrBEwk41mPbTZLBOusAAPqaP9DUdgHZsgwzn1wuoCc/8ANs\naz/ne3m9ymq1SnjR1X+ey2tRut1u2gdIhZTvnZ2dpW1vYOd8v/xsNkunmxtvgdWdWGg0GqkCiy8E\nW5BszpO/+LB+vx/D4bDSPs52u6LY7lG1raT652SmD1s7OTlJeCy30Q4SaW1Gzog5HKMwV3CG7Q5r\n2Gw2iRbGN8hWrVbu+cVPWjed5KELczabpaB+tVql+IR1YXsYhyD+6tWryV4QjMNTEkuNRiOuXr2a\nTj22HrXb7TQPiny8/YRC40tdL1sQml+NxracTrUOxsNAM6Aotsdb8/6fiG3mA4El+LLT4h5fk8mk\nQiD3c3PS22q1Si/55d04EZFaXE9OTmI+n8dkMklMwPjxu0EVz/F3lstlPPTQQzGdThModZAQsQ3k\nVqtVCvYIVg2qoMVyuUz98G6lQWkB4xgSO0yU1idzEgQSeBjo4owMiuDDYrFIiuDjyF0JgzcO+gza\nCVYAOGRgDHSuB4QIMnAKfNfBmduXXY3fbKrHrUNby6QBtp1D7pQ8PwIJ5OB67RnwEtnz+BgXZ1k9\nrzyQtQ5Q9TfdWa+BMgCMz+2weY5l2cEQfzcgdsYaHkBjWk4xbAbt7ipARgzE0XPABnM0X/wqI4NM\nV7acxTUd86TO9ewJcgIvfMKzgzfuMY0IaCwrBo/ogbP6ODUDauiBjGJbGIO9JdDSNiivzqJfyIud\nqKvO0KfRaFQOlUF+TFcnw/KEiINLf4cf7ye03JgP0IF3FvJ9B0GAMeZooOE14tStO/zfa3eyBvqZ\nxq52GUQ5UIUOtDsZcDFfwIjtjUE6yU/LgQNDP9t8pvPDQRbftz9kPCetmKvHte1x8sev6UJGrT+M\nAb0d7DmAhvfmQz5XxnQwwvqs/8YS0My0Mt7I5+z1wkP7hNw/2NbCFwCjbQ1r8v5G+OVqDHRlbCe+\nkRfGy5Ne0NbBgemDneNv2H37T56f4xdfDiZtD6CdE/MG5ADrer1e2XPGZ7aztiNOkLmFFxvoRBLb\nR1if/ZvlP99nah2BVw4yuQdb4Wf4c37sp6E9azF+Qu/sa3MZRrem02mq9MG3en3bice+QAKfVquV\nMC36PZlM4uzsLO0dPz09jbOzs4Rv/c5NaH9wcJACbtotSYjYX4Ola7Va5RUt6/U6YXjbpvW6bP90\n8jmifI0j8goPi6JI98A77wklqJtOpwln01IN/rD/gYZO3CFXvLmCM0ZoeXXnCAEmWObw8LAib8bP\n9nNOXLH/lsKM8QhVzdPT03TIIkE93+O1jSSAOXgRnmC/qEB7bfhwKt1cyB1rB0MjH3zmCqvt0PWu\nly0IdYYuohSoiOq+ARQWI3XlypWknIPBIC2cA3dggh3ANuiZx3pdOk+E1gDOGaj8hbomsN97YyY5\nqMJgwahGo1HZAJ8727Ozs5hOp5VDDWxccErj8Th2dnai3d6+/mQwGFQql6zDAVa3243hcBi7u7ux\nv78fOzs7MR6PYzgcptfKELCRLWJeVFIYkwCWbAktEH4PZ0T11D7WiZL2er3UzksV1uCcH7fQYtwM\nrMiyotDwIw+cIqLyomXm5coCsmRAgpJi1KBnDlCQT/Mdg8Y67FQxtA6c8yDS8oVhw2jm2Wtnxh3w\nAKKbzWbKgjqYZV7w3pfXwZ5t+OEKKPf7O6wJvvEsAyTWhAwTvObzQ24Yk2SI52ug5gATeeIegxP4\nbJDpiqTH4iL44F6DXbe6OhB1IMEaHVg6ODAAsR7wkycH2NfhvzlocxKJTCgygv6wbjtuB2uuFjkw\nREbyNmxoSqIJW+LqFPPNk3R+nvcX5cE/7ZIEuoBQ+IqOuCqEDWf+TvRh5+AvnyPbeUuY7TwO3vqO\nDBgQkgTyPkfrroMqxkUPuKxXDkyQK4NrfqCDfRt2mueYZg4cWKd1yYCY+9Ex+MX/6eLhcsLECU/s\nj5MSPNtt8l47dPKaSGQT0K1WqxTQ2GYic4zn5IyTqRGRDkpEVqA3+u/Dxpi3fS9zdLLYiTNjD9PY\nOsx8rDOeE/TmedZDywB0wBY6YZEn+01fg3B0xf6ZiyqR+WS+4h8Y24FnPnfLEraKuRNA2HbwbOM5\n6J4Hj8wFX2z/jUyyPujioJcklgNj+0sKKZYleIUcQ0fjJf7upI8TZNDNuuPEGKfdQheqVaPRKFV4\n2c4BL5G5ixcvJhpwSJF1wjaO4MRBOOeKLJfbd41yYuvZ2VklyCHIZd3IEjpLQpFgnXugHVvgnKhH\nRg8ODqIoiuQX9/b2UiCO/8Ov0AnIvlR44fePcxGcce3t7SW74rZfcB0VYvgKroZePuTSeCb3Sd6j\nulxuD4VarbZdLRyMOhqN0tx4JvdPp9N0UvdisUhVZ+SME3ZdzDMvXECwDzcWXq/XlTM33K7Mc/5P\n18u6J9QGzIFTRHnC3GjUiU6n7NH2C1EjIjluDjLi3aAR5THJRVHEzk47/tN/ivin//Q03vzmdfhN\nMBit3LBjwC2UNnD83W0GEVUGeK4GA6zfoNPZQu4zYOQ7g8EgXvGKV1SE1M7L4MDVrX6/H6961ati\nf38/Op1O7O/vx4033phOt+JkTL/bEwXJ90o5S0RWhIoAgMvOtiiKdK+zigYDrtpALwTfgSo/m021\nCmtQ58AUcAJo9imo0A6ly4GDjQLADOfrANQ8yAG1nRvGLm81yp1MRHkkPs91JdTzYw5eL06U4BuD\nh9N3uxoOwoEUvGFvDOP7hMzrtQ3xrwNvnDb897pxsuiBW5ec+eO5DhppF3WA70yzL1cueI5BmsGg\nQRTAhc9d6TJ/XUlBhkxnH0oFvZBRA0QH+ZY7BzjMH8BtmhrAOWA2cN9sNmkvSr1enu5n+bteQO3k\nlHnP35xscEAE/V0VAwjwe36ohasRtmlOxvCsPFFgnluGbCOdMGNOeXInT+g4ILR9d2XG2W7oSCIC\n2c5BrZM41oG8WsacLK8OdpkPzyBYMhhwwOGxbHfNZycGc5vtYIbnODBwstb3+XCyiKgAWmiQV3g9\nju2bQXdECWqxjXlbfm7bzSv/HxrSeWOaOXhz14ltopOvTgrAT3wjz/NhedgQJ8GcJLAMwZO8oma9\ncWfBd7rs06C/O528xhzbmHbWadPRQYZl2l1r15NVg11kCjuA/OLXc8yUB/L1evk+ddtKbA26mCcJ\n0MeIEm/6+czH/LSNYUxoaJm1jbFMWrfNT8urseNgMEht0+zbrNe3BQhOxAWX8Qxs8nK5jIODgyRv\nBKyr1aqyVWO5XKbDHZvNZuzt7SV5nM1maf8976QEf/MvcoZ88S9zoGDDYXP4YirRyNFms0nJIdOV\nQpS7SHimaeq2ZGMPgnTuc7LYeNc4ZzAYVDAA+Jb1MD8weFEUMRwOK9vukD1309Tr9XRuDXJM4afb\n7cbh4WHC2+zbZHywru2dZQl8Bk15xy6fWZ/hn4sW5ieJOO8RjaieX2D9ud71sgWhLt9GlC0LRVGk\ncvn2WsQnP3k5fvu3V/EjP7KITqc0rpPJpFKV4ahng8at8q3i8PAs7r034h3vWMZHP7qM//7fIz72\nsZN4+9uPY3d3kcACYx8cHKSS+9HRUURsT9LabDaV/TURZU+0DXFEmXV1hpC1FkVRcTwYJ7deGdzQ\n0vrUU0/F4eFhqmo2GtWjmTEkDpKgxXg8TvNstVqpAsX7fXiJcL/fr7xyhj0VOVAlK7ZardJxzigU\nVUvWajDhoMpZW74Dfb1HIHeojMn4VC2cqSewpOUAY0Fl2QbWRoY52VkYdOEMTWdo7Aona8WA26Aw\nTr1etsRgVG2oHdTwuwMKfshAAjyZC5V65M3Gh0CDBIH3NiO3Bs7L5TLtieYZrMuvr4HmGEn0wpUh\nAy7Gt7NxEOTKA5cTAvAbGuKAaLF2UMqGfFp1kDvzHNoidw42+Qw9tbyZP/DX8uDECOvz2qE7azW4\nabVaiT/omwO7vHqSy4HnZLAZUbabGfDBWwfjdqSz2SzZaPOeC7Bg+jgpwXq9L8mA3mCN15pYhr23\nKqI8WMFttjyX8aEJP+5gQXb8uYMXxnDwTaUEO+XTGFmjA35XlNAn6MQ5BHl22UAVeubghDFtn+z4\nc/sL4HACCll3Ymq9XqfTMR3kYAOgs/XT8o7coG/QkPXwu+di/+cAzLpk+2FZcaDCM2yjHHQwngNL\n67fvtV13Ygkb4SoiazD/88QIa/dc8AP5oTbc44No4C+/ex2mK+O6o8SBIPcRuGBfmQM2j/FcqeG7\n3g/G38EkyIx5kQe62HjbjjwYBdz7fAD7URJp6L+T3HwXfXeSGayEn4ootyk4cLUeEcjyO98x1kCW\n86DfwYr10n7VwbP9gwNHaJWD+9lsFtPpNCXawYysCzvNGmnfXa+3LaXIgJNhBFrY3bxjgjNRhsNh\nzGazFJzQrWK8tF6v48qVK5WqPfiu1WpVbApvO3CCwVgDnaXNla1yrCMi4ujoKK0bOrI2dAgsyA+d\nfUVRJD7je+1LkLOjo6Mk09YbksTIoQ8gsj/mXnzIpUuX0px59yr8Xi6XqTV6PB4nmTs4OIiISFsU\neQ7dlawX/tJ2ffXq1fR3cCLdmAcHBwlDoaPs82QeyOhqtapUdo2FdnZ20vy+09W4++67X/IL/zeu\ne+655+5Go5EyJkVRpIzCel1WOzebTdx6az3e/vZN/OAPRrztbRHvetc8br21iH6/iMViENNpkTJA\nKAvCBiHOn+/Ff/tvs/j+79fCGxE33RTxpjdFvOc9EW95yzrOny9iOl3GpUubGI93k9FoNBpx++1F\nvP/9J/GZz3Si2eyl6gHKMhgMkpFeLst9nVSAGo1G3HrraXzkI5fiySdbcXDQSS0BEeVLexF0mImh\n5lCP8biIO+74mzg7uxRf/vI6GQeCRZSW8fwZhrHf78e73vVAvP71j8RDD92SAhC3Lzn4NFjyYUdv\nfvNB/NqvPRFf//pOTKfV01YXi0XlsJhOp1M5XAiHeNNNp/HP//nTMZnU4umnO5U9BQSVPNsOH1C7\n2WxiOOzE7/7u38Z3fdc8HnigV2n9JEkBHSOi4kwx7s1mM37+51+IX/zFo/jiF/eiXm9VgNBWZspX\nzPgQBs/ltttm8Xu/dymefLIfL7xQZrDtWDB4ZLbculOr1eL8+SI+/OGnotFYxxNPDBLIwyCRdXIQ\nDDgiM9VqNeO3fuuZeMtbZvGVr5xLThMaMJ4BXV5darfb8da3Xo5f//Xn4sEHR3F2Vr43C0Ptdhqf\nIozxLooibrnlND7ykWfiypVmPPdc+R0cNi+etrGGJ2XwGPGRjzwVN954Fg89VNoKaIrxB2xBX+bJ\neD/3c8/Ez/zMYTz44IUgpnVVzFV3nCPyBo/e8IZp3HHHU/H448O4cqXaSWGQWq/XK+8+g7/1ej0u\nXFjFXXd9M9briGeeGVdkwy0teWBh4NPtduOf/bNvxw/+4DQefHAvyYMrk24TtMxA41qtFj/1U0fx\nvvcdxJe/vBuzWdm+h951u91UgcAu+1C3RqMR3/u9y7jrrm/H88+34+mna5X3GaNv6CDjAyxxmuNx\nM+6881tx/vwqHn10nMAlVULWA/BFB+EVP7/yK0/HT/7k1bj//vMxm52mNVuuDUaxRdw/GCzijW88\niUajHcfH5QFPgEbWQ1DoYIDDtoqiiFe8IuLDH34i4H1EjwAAIABJREFUFouIp58eJhpg8wFq2Ah4\nwny73Va85jXTuO2203jyyV4CQ3liztVM6zhVnM1mEz/1U1fil37p+fjKV3bj+LgECwa32AXsEjqD\nzf6BH1jEb//2t+L554dxeNhN+o3MMx9sOH7DCcy9vVrcdde3otdbxre+NU735zTMW9NMm81mE7/2\na0/HT/zEUdx//17UamVbp30n//cp105u/fiPH8f73/+38fDDuzGbNRLv0F30JNchdyqcP38Sd931\nzTg5acXly+NkB+wzSJAiO2513Pr2etxxx+Px2teexde+Nq7oCmM54Wg9tI1697ufj5/92efjS1/a\njYiSBuhNHjjlAWpExOtffxIf+MBj8eSTwzg8LPehXq/rJaI8ZRZa1ev1GI+L+NCHHoteL+Lb395N\na8ntF2Phdyz7RVHE7bc/EW9845V44IFzUa+XJ/16/vjO6yVztzy+FO95zzfiwQf3YrPpJt4bgxA0\noAdOZm/1eBrve99fxcnJMC5d6lewA3YWubLeMN52fav4zd/8aly8uIjHHturYBjbSNsV2+iIbYD9\nD/7B8/GTP/lcfPGLu7FalUkHMDA61Gq1Er7EVsPrH//xiI99bBoPPdSM2ax8DzSy6qD35OQktdva\nD47Hi/jkJyfRarXi2Wd303dIIs3n84TvkXOC9XJ72jz+xb84iR/5kXncd18n/Z3g0EUCYwF0er3e\nvtLu3e+exx13zOMLX2jHZLKq0B3sjH0kqCJQogr4utct4xOfOIonnljHpUtlQr7X68Xp6WnllHX/\nyzy2fmkZf/iHR7G7u4yvfa2TqsPgsrw4RewALiCO+Cf/ZB4/+7Pz+J//cx2bTbkVq1arnkrLFhO/\n5mU+n8doNIq3vW0ZH/nIaXz1q504Pt7qE+24BPw7OztprF6vl2RuMBhEr9eLixfP4o/+aBnzecTj\nj9eTzzUmwoeBiXlNDuuZTqdx7ty5mM1mcffdd98T17letkqoW/sitlkLshKcpBoR0WpFNBoWvojx\neBPj8Sba7XLTa6fTSfuZ8tNZUfSXugaDIv3U69WM6NYwLWN3txaNRrVaUhTbdxfu7u7Ga17zmtjd\n3a0YF56/dWzL6PeL6PdLoO7LmRLuw0CUAVE9+v1lFMXVODo6ik6nkwI8FBgjiHGnzZZrC7gW0emc\npV5zskxkSZwdJlPjDPNWCBfR7a6j2dwCIVo1arVaao2wMSY7g7JsedWIfn8TvV55FDzZLp7tPbGu\npmGc1+tNDIfr2N2tGnZnYHNal/eWGf5OJ2Iw2ESzuapkO3MHQVaO+wnut4FP8eIYpYMgO+z5GPCw\nTsZbrVbR76+i368eEw5Ac1XA97CubYZsHd3uJkajdazX5atAmLflD3DN+pC1raHcvDhOud/ArcRO\nlvDjgGdr9Iro99fR7V7bchwRydFxQQ/+3WYyN9HtrqLbrVYI7XR9jx0RdKnVajEer2I4XMd8flZJ\nMjgTj3yhf55PURTR7UZ0u5toNKp7lxjHFUtXYapZ9010u1ua5BWDXD5dXTL9tnK0juFwmRy/52qZ\nY0zG4vOtY9vEcLiKiPJkXpJPEZGytCQMcarmca22iMFgHa3WKoGNiPLgHesZa+A7zLFWixiN1jEa\nXVtBcVICIASdoRNr7/XWMRgso1arHm6VV+nMfwdi/X4Rvd4qms3qgWHuCjAYZmw+w140GqsYDjfR\nbq8r8gPtrX8OOqBpUdRiPm9Fs1m+bsJBieduMOOKHOvc2thNtFrNSntaXoG23wL4AP6bTcYo23It\n4wBxMui24YyxXtdiOFxHv18eOEZVAb2zzNpuOyG4s7MdoyiiYnPgjcfBNrsKGBHR661flPuyHRDa\nOehkHNtxKkrN5iYGg1V0OteeFg0f/WzoQEUD+g4GW5l1VcRVH2jrJKzleLlcxnC4icFgHUVRxShu\nkXUwz5rMw253O0a7XR7Kg1y5w8V209Wd7XfPYjDYjpX7N1edbOMIYlnrcnkWo9Ey+v1VrNfVNmbm\n43lFVPdVYu87nVX0+8tota49cyLHaQ4ALXPN5ubFMc4qfAHruEruKqfXvlyuX/Tp154iz/8dHJme\nTlh0u1uaGNKenZ2lToOiKNJBO9adoijSXsRGYxmjUcR43Entr+hJq9VKHYXIjLdpUV3dbM5iNNpE\np7NM+Iz9kWBieDmbzZIuMNYW1y2i39/Ezk75eiwKGOxT7PV66YAeJz6xG7PZLAaDIobDTRwfT5O8\nO2CGJs1mMwWV4GPW2mwW0esV0W6Xh5habs0nfNd6vU6n6m73+zei2y1iNKqn04axsZYn1mP+gGG2\nRbit3zg5mSV7AH0ajUblcDF3b+JTtq9TWcdwWMRg0EpnvpycnCTc6eciQ8xnPp+/ePhpK8bjiG63\niulIOESUCTm/qcOdhszxpa5aDs6v+UKt9nsR8SsRsYmIv46I2yNiEBH/OSJeHRFPRMR7i6K4qu+/\nLyLWEXFHURR/cp0xCyp7KF63243JZJIidk7b2t/vxqc+NY9HH4340pcace+96zg+Lt/9xObiiEj3\nkf2ZTCYvEibixhtb8Z73LONnfqZc7yOP1OPee4u4994ivvnNiPPnL8TVq1cTUTl6eTQaRa1Wi8lk\nkg6woU2p1+vFaDSK2267LX71V381nnzyyfijP/qjStBVrebVotvdMowMxHq9ThkExiawdBaRQAFD\nReBHRg9QhqF2dhGaOIu+WMyiKLbA2MdFcwGaOXQoogQmZfZwE/V62V7xIn8rp0pSSUChyEDRJtFq\n1WOzqe4roSWXqgeZJDtBjD7K50wbwQBVB04RYz7OZpHh2QYHRaASVI23tCqPqm42m+mkMdYMaN86\nrW2ygCCJ1ozZbJYOD4D3GGnvydlWvAdxfDxLASvrJgCj9aXdbic6QmPW7awy8sj/kR9ap+C3qzX1\n+vY0vL29cazXUTkdmvmYhuYxWb7S+XRjPt8e5sBpcqenp+k5OHIqKBg6ANY2oVKLxaKsRMFHZIlg\nnYqRK4pk6k5PZxGxday0L0N35B+gke9Rx9ZsnWtErVYeHGPa2imgQ25zQi9arXosFquUrWWLArJo\nYM+7uJBxZyE3m1V0Or2KbhGY8D3vucGJwm+yztgononM0ynhAMtOjx/skJMszAc+RJSn9vE7Jy6a\nBsgjc0CH4A/AGVlyth7eG9j2+/3K6ZX8nQM0sOc8G5nLL2yhaWV9oPrO/UVRJNvD/mrmYNoRVFvX\nu91uJTmEnPJ9eOx2X/gIfQeDQdKNTqcZq1WR7nGXi+XKrXAARvjQbjdiPi9f2cEYrINWMVdAsGkk\nsLZzXUWv10+Angohdt7yCh0Blvb92C4nThxkEHThl5gD9pt7rGtOarmbABuAXJEYIEEDQKYi7eog\na8IeoJdc0As+YAsJ2KheOHCi+hVRBoP4S4NaEjjIJXIOALU9xYahQ7YH2ATThr/DR5LP0As7i266\nqgMt3AGC73IrpO2raeTWyrzyjk7mf0eWjG/QW+SADjLWzvfAGq780IpI15efZdyyfeY61usSH4H3\n3D7MGO4M4Hd3vfH/xWKR3gHJfJDDer2etqwNBoOYTqext7f34uGap7FcbrsOaePk7QmTyST29/ej\nVqvF8fFxqpJh85HXo6OjGI/HCZPgzxuNRhwcHMS5c+eS/GMfCEharVZcvXo1RqNRxb+Af+EVMlqv\nbztYLl++nA4nms1meu3XJiLqST+vXLlSwVeNRiO9emYymcTu7m6aC3J2fHwYw+Fu5SRZ9AkZwxZ6\nC54TRI1GEc1mN8kS/Lp06VIKBieTSYzH4+h0OnH16tXU6XN6ehqz2SxuvPHGWK/X8cILL8Tu7m6S\nJarLtNyeO3cuIiIuX76czofhu4PBIA4OrkRELXZ3d+Po6ChWq1XqOJ1Op4k+BOLIwmazfWfrdhvM\nWQwGw1QcRBbwl+12OyVA+v1+BX9TQDp37ly88MILURTFdU8qal7vj1y1Wu27IuL/iYjXFUWxqNVq\n/zkifjEivj8i/rQoij+s1Wp3RcSHIuJDtVrt1oj4hYi4NSJuioj/t1arfW9RFJt87NVqFfv7+3F4\neJgE18EnQVej0YgPfGAYsxkZ3VGsVpNrMvJumcE4AwJHo1FMp1fj7/29Ir70pWZ88YuN+MIXanHp\n0jpGo1EcHR1Fr1c6cpwWYAUhg8kYe3rQ+/1+TCaT+OM//uP4+te/nt6tRLYMJXWmr9FoxGAwSO/q\nYa44D/7vJAEBBw7bGVYfAoFDM9jimWSBIkpA5Qw8wkM2FlDiqh1zwZCaLrnzdvWOOZVZys6LityM\nZrM8YId/UWzG5zMU21WRiPLVN8iF2015LnQjmMSp2sF0Ou1EMwerOGnAOE7TlcPtVYIbaMJ6fbkC\ngiMuAXxJSwfZZXWxbJ3l3+utGx3yvq7cwVnOWTPr33YYlDIHL6CB284jqu+wcqJhuVxf0xaGbkBT\nP9ctv/Bgva5+B520AzfI4G88Zzv3ZoWGBomsyeNxAUwIJJwIggeAS/hqvTCgL8FbO5rN6knSBjLM\nBZtgWrGmLT1KWuRtluYp/HJLUkSkRFZeVQAgWX4M8CyzBvjc40DV2X545jnbZhAkIfveXmA+O9vN\n/Kxv/MB76OAqCPfkgSX0xn76OXwXPiETyBzPhJ/Ql8+dnGBO3nPk5Id1jUCceWw2ZVs0iUzLjdez\nfW47tkC4rDzx/Tyx4CDFPIioR7NZXDNvkg7wDX1Adwzot/pQyoHbU/PACFphX5gvCQUnNOwvCSoc\ncDkpyvcIfuBvXrHnImi0fYNeZZW3bBdFDvieK4YkDZBvvssasGEAUz/LdsL2mLXAW/s61pY/hznl\nPhE+8vecBvgr/As09PMcDLGefr9/TcLT42JTTAO+43Xht8AH8ASdIhnG35BN5lwmNat7nX0AE/xh\nPbZxxkH4SHTOSXrjqq381aNWK9vnGZvxsc3oN4Gv8ah5TQKWdkzWi0wURRG7u7vX6A17a6kOUkwh\nGPIpqySCwTrMo91ux3g8riSl/QxvMyNoA5/x9+H/R9ybxdh2nfed/33OqXm+91KcLFGiooEWHUW2\noFmWTVty7MidOIiDBhxkQPIQGHnoR78kb+mHRvIQIE8NJEHaCBoIgnbSNj1IsWw5jmXJEuWWLUqW\nKFKkLqnLO9StuU5VnXN2P5z7W/u31y1S/ZLmBgpVdc7ea6/1rW/4f8Naa329x1tJlwQ5Pj4ueseB\nChJCBKHQPcncGbt27Vpms1m2t7dLv9mtF/5kfxDmkgDJ6upmof3FxUUvCITT5Xl1kKfDTd04kIvZ\nbJbNzc2yzAxnmL7Ag9blSXqO5fHxcVZWVoruYC2uk1fIHLyzvr5xLyu60JN/6DovIe6caVctdvi7\n232b/qFfsTlJioN9fn5eghjzZMpmcVJf6/pB5bgHSS6SrDZNM0qymuSVJP9Tkn9/755/n+Rv3Pv7\nryf5P9u2vWjb9rtJnkvygcsaXlxczJ07dwqTuvwg6XbROj1tcn7e9BiYCXTtPh66n8XozQV2kL/7\ndwf5F/9iJ7/928N8//tnvcNbrcCJILl8h77xm0hG27a5du1aVldX84UvfCEHBwcZDAbFOSUyY+cY\nxiY6Q19hWhsuLgRxa2urV36LgLDomHHATNNpt3kQ50XBvER4MNCAKm+6A3PTR+hrQNE5Xx249PNd\n5mehMD/j5P+kAzsodhsXlyXZ8fQco1B5zveZXnYy+Czpl0Byj42A6WEjxBiJ3hmk2mAZaFmh0Z7B\nED9Eq2qj5XVlfrfBSW2QuBytha/cv7p8GAPreXYAxBk2G0pADbR1MIL24F+Df/gN2nm7c0AF4M9A\n3oEoZAR+gjdMY9qE/5xxMQAy8PT8oeytvJlHaMD9fic0IArP9wAjzwm8AU+hfzAazLvBkuXMMgpt\n0S/0yRUW5mk7anYyGYd5lnvoq/nVwSwAGTzFGPke+tsBsV6hf/TfNIH+OCgOYNQBOc9l27YlIAfw\ncOm/3w1fO/jgdg286Ts84jHTLwee0HuWEQcLeDdzYeDNHHu8nmMHC60TyZ7XjqnfBW9zEZxgzB6P\nedwBR4+7Lr230wvvGmw7EMe4GI8DWuab2nlw3z2XPFdXPoBHfF42c+lna7lw5o6xcx9jrWXQesN2\nxbIDzUxTjwWZcvCdObSDB01NC3S5Zc9BNeuDpNtEMpnjOK8hdt88vy4xtY6vgw08a/oYU9Q0tQzT\nf7K4DjLVtLftgGaWI+hjeqNr7JxCGzJflwUeLptj5tlz5nHyfvMS8mPeInCHPNuBHAwG2d/fL/qA\n+7Ab2GNjvqQLGsEHzK8DkdaftMP6R5wV2xRsMnpmNpuVTZTgNesfNrYkYOozzpF/aLG1tXUfHmR8\nBD+Y+yTljFTkwdhhMOgqEa1T0c/oIuQKfMO4cXQpJ8aWNE23EzT3OwjVtt25yn6GOVtfXy/O8uLi\nYjY2NjIajcpGTM7MW16hy+rqajY2NkowwBtWsYyOd3M85XQ6LZuV4jNAJyonr169WuhhO+GAsG3H\nZdfrOqFt2+4m+ZdJXsrc+dxr2/azSR5s2/bVe7e9muTBe38/kuS6mrieeUb0votoBZ2HIagtHo1G\n2draKoyDMwXhrRiS/g6PCM+9MWRhYSEHB9OMx/11Lwha0oHkppkv/r169Wo5M9NnCy0sLJQF1/PM\n7Gpms1k5v/T8/Lww4Pb2ds8AodCILu3u7pbdq+g7F+PBsUQxLC4ulnOKXIJr5xOB4wcB4H4MTjIv\nM+RgYp6dzWZF6F0OgeA6YICgnp+fl9LjpAP0gAaEFsFgHqG9wRdMz1xxPwYTRQY9k249KeOyQbUS\nYQ4RMsaB0sHRgecQImcF3IaFvnZmrbi44Ac7It723EKLskDx8k6ccp6nXeaf91/mhMDHjhJbJgzq\noYFLglAubs9zYkPBHLjtmk7IF3zlMlrk2OtvUdQGaVxeVwY/GnQABKAVzyBjR0dH94Hnyxw3yl3h\nSdOkBo8GSsyTdZ7f5dIwwJQdQRvAWlfQJ2+g4+waY2VjARty0xD61UDL4L6+xwEgLio2uJqmf6A1\nPOPKDweaoKmzNfzPu6CDAQ+8Qx/RfcyX9aRLkgFCfAad6auDODWgtLFHH1jWsRGXgVQDEWTP4BDA\nZ+DJs7X8O7BJSSjvgIctA9aPjBf9lnTrhC7TJ+g2yzyXM+6mv3U59GfM2Ck7edbndvThZcZlvUdf\nXEVAcBd+xI7Sd3jK70UX+0gLeOqyjKcDBwQdcE7soNiRqh1SA3HGyvx5sw/mjXahuYOndqZwHPjt\nQGGSnhPJu12OawfVfEgfPIZax/Ku2jZ4U756HusgpIM1yJ3n3DqFuac9B5CQDztkfp+DF/Ck5xX8\nyfPGWbWNvqz6YjrtTgvAfhqPWR6hl+WSeTU97DAydz6+ZGNjo7eXB87DxcVFb20kyxqMieEDt2c6\nIWPGIowHXqYagfmg3cFg0Fvq5M+N6XCawFwO7jF3+/v7OTk5yZUrV+7Td8gh9zZNU+7jOj09zcHB\nQSlzpX0uJ3XIICMXYA74APsBpkE2wbjoHeyWd3539Qbt+2xQ3sUpFO4bvLi3t1d46fDwsFQxUrKN\n7obek8kkBwcHvSCV8StzP19zvl7uA7uz/JF9fFZWVkqm2Tb29a7X/bZpmrcn+V+SvDVzB3O9aZq/\n43vauZV4vYWll343mXTbO9sZoByXSUhS1m4ZEFKq8lqXy0fZwAfhocTlsmcASwcHBz1nYDabp85x\nnJO5MJ6enub69et55ZVXegJ8fHxcFvhigFHqRCEYtxWdIwlW0mQuWRtG/T60MlPW0QgDJZQEismG\n0YDS0UveYSPTtt3ibBtDjrXBiUUZORJqR8QRbRS7M9J+hr4CtA2w+dsKisgQBsQ8gTDRpiOjGIga\nmKBUawfLjq9/21ExeHQUzu9AKVjZW4B5lwEdn3M5S206Mr/eJQ/5wuAhAw4ImC+tjGvD7zHYYUE5\nm2+gDePx+wEY0Jb2DEguoz1zZtDh7CGG3EERfjuYYbl04IF7PR9+xnREzpgreMl0MiBzQAcZpB0M\nUk3vOpCG02Glj3Nn8E2/vTOf+2MQzHvt3DNO2jfYtT5xwMi0si6yQ2HAwHzYETVPeH7QPS6Vr0Er\nOt26zCDfcmK+N6iAB+EpZ0rNh/CIA30GzHb6ACt+p/WY+c/AkHG5RNXBir29vdI+v+ugAn1z1hEd\n6bWH6C1ncAyQLQPcZ+eay38zXu511pa5tHzQNmCW581D0NmBUjvbzjD4fwfcHAimbfSG27LOwZY6\na+4yvlpP29bbkXbQg/dYPzsQwPN1mw68wxcuqaVd7DHZIgersFe2kdZTNdYwj/POum/MLf2ANrUN\nNp/yvJ1Z2zU7j9C3xgT0y3LK9zXfoke82dlwOCwBBejFnNU62nS3HXeAgfcyz6adaWPdwrusu/2c\nsSx9W1tbKw5hbTPpy3g8LkmW09PTHB0dFflDnyCHPtPSJcN8XweO4Fcf5YTzyEY+piEZVC4wHuOB\nVnb4LbdJinPoz2v5JlBDu6yFHQ6HvdMOap1iTGb8mPQrIyxndk49X9af6G/aa5r5bsSnp6flXoJP\nq6urpay1abpMpHWyE3bYFjajwukno5l0SRLzYtu2OTw8LH1nnjhvlqNcXGLLcXckTWaz7jiX/f39\n8r7Xun5QOe77k/xR27Z32radJPm/knw4yY2maR66R5CHk9y8d//LSd6s53/o3mf3XdShO/PkXXGP\nj4+LQ7qystLLCsEIBlE8w2XAx+L4yWSSw8PDbG1t9UARv23gic4YVK2urubatWtZW1sr52gOh8Oy\nK2/toBChQfHjCCNQKEVAKu9BaG347Byfnp4WxYEQ01cbcBYh28Gsszpm4tlsVsoYB4NBz5GERpSP\n2IAk/fJM/kap2yhaMeMQ0waCiFInKED7ZE0M2u3Y8T/P1xkTwK2NlQEkBhl6mlcdvTJYBkC1bVsW\nZhvYMp9JegbLkXoHHDyPdtzbti3CDHCDL+AhO+dE3azMDCic9YBGlN44Glvf53d73bB/G+g4Y4IR\nt6FivPTXgRwHBaCdjXodjXa0GXrD08wxcm25dwUF70EGmEvzjA0J0VnabpomJycnWV9f7/XX82o6\n8U7G6k1magfMpUuMm7kAsDlYQ/9d2mO+Qi/UjkkNfgkUOQBhMF6PExp5LaSDCQaS8Jb5gooKeMYA\nxeCdkuOmaUoFjfWMy5/cZwIWOCs48TaWtaODjKL3XJXA3NUOAbzB2B1A5V5nQXgv91mmkB0cB5e8\nWYaQGwMlQK/1Ae17rM6WuV1ojmy4DZaYONNX63Eu082fMa/Ik7+H5x2IYl6ctbBu5j6eYw4AtwsL\nC2W9FX002GQ+0AnQiP4xNmy45956xcFTjxFeqPWr7Qb3WS8xJsaCLaQd62zzhgM7Dqhhg9EHVJ3U\ngRw74s7S+n3YQvjF4Ns2mn4yL9YB0NV6x4EqB58YP3NvJ5g5dXsElIwZ+PGSDcuDHQz0hdfsAdLr\nUlHPP3zlbKaDLvTTAbDLAj5JSvWbZbzWxScnJ9nf38/i4vysULDM7du3Mxx2xyLy/MXFfEO3Bx98\nsNiJ2WxWNkv0vFsPsNHacNhVCjJX6JDJZFKWqkGTyWRSls7hbHmdMDRg7aqxE7zlAD7ZXPS9A9Ge\nD5wmcDnHkDz88MNlcyUCSg6uUD1kv8B7FDAWSqGRY2frkxTdbJ3PGMDUSbK9vV1wmLOf+/v7Pf+E\nvsxms3LUymAwKGthcbKN/70BZsJuy8uFB40/HQDAWU5SfDbex7444DFsPrIO9ny96wc5od9M8qGm\naVaaOTV/OsmzSX49yd+7d8/fS/Kf7/39fyf5n5umWWya5m1J3pHkS6/58kF3Xg4D5DODCko3SS3D\nrLWS4hkTEWLAMOvr62Urad5lQMekUS5CxgCjxEHhBp/eEZEJd6TeO9gmXYTNChll5ag49zqCORwO\n8+qrr+bmzZtFGdsZQKnbSDrSSfRrYWGQpNsIgD4Q6QBEOgLnBdC10wF9EC4bO4QCh5wyhtpB5nIE\n1gKDI27ggmHAGa9LRFH2zszYyNmBIuLkjWGYYwMcO0koHObBznDSlX4xf/A9wumSXYwT8wmP0Rev\nkwUoYBwNLK1ocE5r3miaphex53v65bkEpBsMGQQwJubJSggnkOcwim7bwJu2oBv08Pjs0NqwO5jj\nNR0GHAYadtwAeO6DnWeDLu6r5ZIgE2UsdTmjdQU8Rf9Nc4M186Aj+nVAAxo6Km+w6nkzSDMAol3K\nwwFOjv6iq9kl3IGJ2mkyUHKfHYSA9+wQuVzYNgAe4yxjxgCYZt4AuBhM86N1E+0y9wAI2xjmDjo4\ns2RHlXuYK0ARuoxx4cTZ8XMJn50eO4OMm/djX5A35px3mLdqfVo7RgaQyJzHxbtxVuiv7QxAFHm3\n02gg6+CRnUXbXt5NEBM9a35x2b5teL35Cb/tILVtm4ODg8KTtMFZgNZr8AN/My/wDjRkLpOUqoQa\n8Nk+oLfpn8E29rXWVw44wQN2snwZACfpYRPeQx/hGTaU8RwwPuYNnrIjahok6d3HvMMDtre0S3+5\nvOYf/qFN9I+dNPjG84E+4nuwgTdh4zfyTh+4Bx1UB9fgV+bVCYPptCunt62yPWXeHAiE3rbHdtLh\nK+jiAJztFGOEPpzwcPXq1UILNlKyjqNPjGttba2UwRoPM9b6JAZnNz2PR0dHveA5S+zati2BIFeo\nGA8YO3ieTSsSSowbvvQSnslkUs7UnB89slxKarHT2BpjDvjGwSxXjtDvi4uLnJyclHfC19bNDvag\nX2y/0efmsa2trd4cc7IC+GZlZSWLi4tl127+pt3Nzc1sbGxcOofM2cXFRQ9X8oMNWVpa6vkBrvpw\nUIYdrSnFhpdo+/Wu190dt23b/6dpmv8jyZcz3wP5mST/e5KNJP+xaZp/mHtHtNy7/9mmaf5j5o7q\nJMkvt5ZgXQYFCIDem6RbMMxmPxAS5nQECIIl82NgAAAgAElEQVRwJhFOHwucidzAkPxvBUZ7MB9C\nCKPcuHEj0+m0MOZsNssjjzyS8XicW7duFeVj4XTk0kbUYAyFxWSjBFH8joCgiJxRsHIYjbpyCRSf\nj3uBid/xjnmU5fnn+9u1GxQ6km7laKVKP2yQHK3EeDrjaYVth4ox8rwjhgZ4KGH+xqg7Q8QztfNi\n4w296BNrgDB0NiJ1Vjbpr5EyWK2BBHzMffyQRfC4rHTcJp85Km1nwgCb/jEmPseomu52qGtjm3RK\nGZBSO1WOeNEHv9vtsMmA55/nbAyRZQcLaid7NBr1dgoF2BvwGqS6r55/g2RoiXPL97Xx4zc8Qb9d\niuixmzYOrBic0WePx7xlQIgsG0TbOTGvGNwbLHk8tOPAiQMutewwXjtS6JkkvQCTwb91Ejqj1pev\nZRd41hkPy751G997TuF9osu1E+b7eCeHrxsgWx5Nf3Qhuo5+DQaD3sHrHgslZ4Amxm05N33ph7Ow\npqurThwc8RhrR9fOuEs0sSHoVfgNOvG8ecr0R4/xbsswdKLfAKEkRUdMJt0RNQ4W8W5st50Bz+ll\n42ROzNd1UKHmefMlY4L3DK6c7YIWBFzBBbU+qi9snGXbgRzsf33kkZ3ry2yGg2a1vZ3N5suMwFjG\nKsYn0NWOoPWfnW10e23LkFEHs5xV4ru6/B+ngEoleMfYyTIJCIav6Ddte049tsFgkPX19aKTrMs9\nd84Y2rFAx8JXLpm03XcgA3rzftv0ukoCOa2DO4zHuMS4g0wklYQXF93RVs4c1nbCSzZsE80L0ISg\nJLKNPHA/PIBts4yaVvCnM/nMh8dPOw7WODjmefY727bt7YtgWaB6aTgcFvowF0l6/MtOzw70OtFQ\n2z3jMtZ9GnPjpzAm3zObzcruvsk8QHBwcNBzvlmmh2xg66ApY4aW7DIMPZzcQS49R968aGVlpeyG\nS7Ub47A+Zt5/0PUD72jb9n9r2/Y9bdv+SNu2f6+d73y727btT7dt+862bT/V3jsj9N79/2vbtn+p\nbdt3t237O6/X9r2zYwrxES6Xf06n03KWGwM9PT29r/476dLGTqdTKstGJfwcHh6WCI1BPO+lHZj0\n5OSkRFo5THc6nZZIDwfTku0bjUa9OnMrQsaBoPIZ5alEE5qmKetmERg7WY6C1WWGLrkj0mdBefLJ\nw7z3vfPyZRQ3SsSZpyRl513GzjO8z/cyZ0Sy6Bs09gHmbduW80ARPoNv2mjbtmRoZ7NZD2z5ncwX\nisQA0qW/NjBEdjAuNsQGje4L/EVfiNjT/9qBtoPB/9B4Op2Ww309b7SFLDgajzF19NE8YgXA3MAz\nNajxXNa8BIC2EaAP8KjX5HGfAZCz65TUo9S9Jop2XMZC9tWAD5p5vAYD/ozxea2bs/he28J8wAMY\n7Hq8zC90BFRQUuq5g2Z2uCmH5ccl7AZEjMPgJemchcvG7MALfWZdjvXixcVFkSXobJoZ4Lk01gYF\nUGLQjf610+qAmPkKnna2gufdN2jImk4H8+iro6/mK/iRzBT8BI85sES/OPKDuYTOtGWaM0YDxVo3\ncz9yaccQHrPe4Ycx+Yd7reutj+oydPrue5DHpH+EkW2F7ah1pUE+cwBtd3Z2euN1Zhp9ZVpbt1qv\n8axLtHE8zOuMn/7a7nGPnQ7mruZ19xO7wfMEgeugrG04wBfQVusl6MVztFsH/WiP72xrALAeS70U\nCR2OfvBYbfeQE2g9nU6LfYcOBt31PCFftvu2cbYV3hzLc8QYwGJgOq9h5Hu3bTttWeF/b9Loe5KU\nDVasm23/bEfpNwFbeNpllAB0B2ZwHtwGn9eOPDSnvw5KsXTMcmf5gAaUhtb6xXPRtvNsKDSwk8hG\nfJPJpOhX2jc25kLH8G6XadJf63N4w7qbMYMz0LODwaBgZ/OdHUECC9a5vPfs7KysTUzSO3PavG0/\nAh6jD3VlA9ibNZJ20sG0djw5UYPxeJMg9rWxsw9teW48HvfKYB0YqvdZwSc6OTkpewBcXMw3MsI/\nQR8h/7u7u4WvuW82m5X3GEeDS40XuY/NTBkrZdXma+h7eHh4n59WXz/YTf0fdM1ms5IiZzLsoDiy\nlqRE/5K+8WXCrBDsULr0ACa1t+7FwaSPfR0fH5fSHZ6xowzjYDiJGNjxTFIE25koGzaDPxtal+3Q\nntt0FB8a8EO0h/K1paWlUrL8xBMHee97D9M0fQNjxwFHygCIe6fTaTG8CArGz069lQpAx9FRHHUL\nJUrGRs7PuOQWperMR00/5s085Ug4gunIuoFu23ZrKh1dhu+Sbr2VnSU7C/7ckUM7Kna4GNdl9fTw\nT63sDXr4zMDd5SI2inZcoVlNTwyQo9SO+hrQ2+DwPf1hfgHj0Boa2Wk2rzFfjJPnzBe1s+SsAJ/j\nDNEHO6XQzbRjvuxUm48913be/G7LCPSwvqrn3w507Why1dnL+ln6Z96wjnGU2vfymY2pnVxnVfjt\n/tvge4yDwaBX1mOawhPWBe4L72XOzAt2/O0ouX/0mfcyLvSv5+eywAF/uzTSjozHxDOmkeXC81mv\n08YWuTSY99E+/bZzCR9DO+hUy4LHR7/q7Kb5Gpq4HTtHfHZ+fl4AjuWMcdpmWb/CZ3bmvWst95KN\nrYMjtv3QgzlFh5luSco6OculwTF0qmnJd5aJJCVI17Zd1Qn3eL6suy6TXes05Ka27bWs1TxrPer7\n6nn1M2Ag2xKPwXPOZZ1oO13zK/RC33meLSf8X/Me75rNusxYjRU8RmhNYMDjhf9wJPneY+Zv2yyy\nS1zoGvjTbZC9oi8O4rgvDpjxbhwpxmA9Z9uKzoMn7Aii60zL6XRa9O7GxkZPh3K2qPkLW0YZJUEM\nzwmZYZ5x1o5xo48duMGBtU0C55yfn5fdV407jE2tA2rbM5vNShYbHLqwsFAcSOadwKyDOPQJOeBC\nT3hPBNoyzY0TrVPB2tDBdsFysrS0lOPj4/I57V+5cqU48BzFknQbAbkt8D10I3HWNE1Zxsh6YNq3\nTmEMLElIUnZ1HwzmAVyOkxwOh+WMVxxiAhxN05QTP+A5MMFrXW+YE5qkrK+8DAQzICI5l+2wRJlL\n0m2qkHRljUm3EQkOAQYrmS/2RWiIehwdHd0XZSRVnvSPwiB6d3R0VKIG9XoBMxYAGGZFWGgTgbeh\n4vP19fW0bdvLRNaZCMALNHAmyUr1kUeShx46y7VrF3nkkS5SYrBJJJpyUd7F95PJpBcpcbkpaXob\nJkdDnNUjowIQqKODKB2DCvOJwUjS313ShoY5s9KwIvT88i7WKNcCj9L02jQDU9phIwH65Ki7F8oT\nAUX5009nsewwGdjSBjRzdNlZSitTl1pCI5eHW8lhpMiIAQbsnDAXdoJw9OrMBHNkgzKdTnvl9bwP\nucEwOqPiwAhGECMCqKnXYdBHAxwHlNwf5MjRVvQHeoX/nfkzTZlzAyd0hJ8xWKcfBu92Bup1ZRhV\neNlR9FrO4Nna4Nqo28GoQZyjqtZrNsLIurfdZ/6hNf9j3ABebsegETAH/9a6gtJsO9rIlYEg7zM/\nGYA6ms9lJ+0yZ9OOfq1TKC3lSDF0tIH3ZYE5QBy6ku9xxlifjjzBh/A3/aZN2yFvBgifWwZqx4Df\nBpUOYBmwO7tnp9/BPsuebQp843eZ7sypg18Oith5NC5gzmezWclgwJt8T3/gKzuPvhe+tVz52doh\nQDfZzjMm9BPtoFcZI3rbAUFjHHQk/eQ92ET4Cj1h25R0a6EJ/piPbKvRN+gCeBg7hINjvQQtrD/I\nlnh/BOtF60+csbrslvF4R30+x4Gp6VzPk6tDjGd41+npaZEN6xfLtXnFvDoYDMopBsiuy2eRZa9z\ntn40/fxMneH0XHic8JT3SvExLA7eDAaDkoGz/I9Go+zu7hbePTk5Kc4Ne6nYbsKv7vfBwUHJzrE/\nAskZ67GTk5OCu/mecZFFNM65detWz2k/PDwsNEQvwiO7u7tFFzAGdDz0gc/J7B0fHxd7Bg6y08vF\n2Bxoa5qmZCehC0ef0A8wA88zDs4lPT8/z/7+fpFhKmUuC3pzeoeTaNa59Ov8/Ly3AVQdbKJUezAY\nlHJ35vH09LRg06ZpcnBwUNaJ7u/vFyxEph2Zads2t2/fvm+sr3W9YU5o0zTZ2dmZd0LePArJYGFz\nc7MAUNLMpIF5FlDPd/b2bRySLvLhjZBQxK7/t6FjExkbRDKBGEWMugG/QagdIdqnVhsh5DsYGVod\nHR0VA4wRWFpaytLSUlZXV7O9vV0WEXOOqJW4mfWHf/ig0OK97z0qfUI4HXmGjo5gMT4cVMCJAbqz\njZeBD2jhTSA8pvX19fuy0sxFkp7iQQCtfB1NJjBQA36+c8mVDTVKgDYdBUdpQBODPTtoRGXhLcbh\nfpkuBvLebQ2j5D5gCO00MA4bNubTgYY6m26j7N2WDWQMeukLdDYwYSzwNX/zw7sN8B1MYOwOQhiI\nodShG3zqjCwAl7mlPM08xGXepF8AOb8DEAP4ciCJyw5J7WjaebfBsKHlbzvadVYCGrlcrV5HZcNF\nhcfCwkIpUeLga+bWcgMANPihL15rB0/byeD98Is3OpnN+jsVm1drnrD8GIiblpYflxjawPOd349M\nJP3NoZwN4B7G7E3MoJl1g2XYQbukc9QdqON+Z2n9Ptq2TvPB7ciAwREAwjxnXsJZge9cyeKKDgem\nGAtOhvW+6e827MQxXvgH+bGt54d2+Zt5viwQgC2mX85KGZQzv9DW/Tbt60oYnG1skGnogAPz7GwV\nwSH6xLsIMkIjdq+33TFgq50tyyo6iO/BETghvIcxWpaZB2MNaMg43HfLhPWgnXaCiO6bwbvPgkZf\nmL/4qfkFHnH1CM4y/RsOhyWThB7w2Zim6Wg03+QSGwev03efDmD+rvmItuoqJyrv6CPywv3Ihass\n+IH29MPBI/pHn+GzOogFT/CenZ2dgofhOd63ubnZW5sLzxs/cqxH27a9ykXrtjr4tLm52XPItre3\nC/50Zdfi4mJZm2isMRwO88ADD/TsZNM0eeCBB8o7RqNRWcM5Go16mxI1zfwsUPAlto4xM484XQsL\n851teQY8wjmmDgRCEwcj3G/r/StXrhTdkKTIxMMPP1w+ox9gWfiSduCnu3fvFrrZv2iapjiS6Dvs\ne9M0vf1roKd15Onpaba3t4seYK0nySE7+Ts7O8Xx3dzczNHRUcF4bJI0Go2ytrZW7mWMr3e9oZnQ\npO8sbG9vFwYg9csF42xtbZXBwlxJt54nub+O3VEYJhrmt9NRE4tJQ1mSXqe/ROm519F8nEjaoH9e\ncO3oFkDTjGylaoBPhMNRW0eH3ZZpgcPyznfuls+efPKgjJv2nHEbDLo1nShO7rNhd99RiH63wZrv\nS7oNSGxYarB2meE3WCbY4H56XZfbB1ThjNXAAhDHO6AbvOWsmB0XG13ug4bwBlEqA/c68wFNiCzZ\n8bcSqSO8gDKDt9pxZS5o28EOR8sdLHGQgv8NJOmvwQFj9hqsGqwxTxhr5sJlPqatHRCuOkJoRxma\n1mDHzqAv2mYO7MyYNnV5iYGE+cG0oB8EhJx5v+yq+dW8xHOMx3yAsccAIw/OJPDbGwo4+2HH3w6F\ns+D0ET2IXoI25j+3ST+tX6yDoR199P087+8dlDDQdbDI4+Kif65E8XfmM2TRoM9BDzvfPG+dwzhs\nD5i7utTNDvtlwREHB/jM4B16OPCT3A/+0Gt+zm3yHn9OX5ARz4H1NbxhvW5eNmhGh9Mn2w0HB2r9\n6u/pF84avG4dwsVcIhPWLTXf17qT+edv5MZ6zzoM2tAGNEcu4ZvaBiR9LGL5cJ/sgDhQ5SCb+ch8\nZofQPOsglx0gB588D9Ca+01TxmGbzjtME88ntLVer3mc97i83865n0EP+h3OLlovel7tTCTpOZt2\n3m2bHailP1S+cY91ou2u9TXzXNPHwTrsCDbFsue539jY6OkhO03GW/AA76urRDyn3IfzNhx252xa\n/uAb6JGknB85HA7LSQ3DYXdcCw4VThlBIwcGjftsG+zEGwMZ0zAueJHEjXU+46TUHkcQfWm+IVtq\n/eGNuxin7Q1rcaHz8vJy1tfXs7CwUKrQzJfD4TCbm5ulso6AD5l2knEE5ng/myfVWO7i4iLr6+ul\nX0dHR8W2E6TGsWQt9XQ6LZnw4XBYxp2k7IwL3X20JmN8vesNc0JhptPT05JxOjk5ycbGRpaXl0s6\n3WfdYPxs2K2oIPjKykohUtu2efzxcX75l8/ygQ/McnR0JxcXF2VDIQNKAygAQ9JfHJ10JWInJyeF\nyevvcAyYdNq3c5p0m3BYWL3mEUVDJB1HhMgV5SWk3dkwiWdt/OYlled5/PHDMua3vOU46+tnPaNU\nGyqDBYwg4zAws+L0uUgoKwszY7WjS/SSRc8APSLL9WYhdsa9mQb9NqCzc4bipZ06KokRgr7mC9PU\npUo1CGP++B4e8rpMlJwdL8olDf7hF3Y7Mx9ZyRncQR/mazbrNmFizM600bfJpCuzxoAm6T1rx9pr\nBxmXeQSjiTy0bVvkFKfFzoY39qBNHGzoW1c2eE5sdAyqkHXe4fZ4n7PKzD/ABLoDrAFS0NbAl/sI\nithJrEGa9YtBBrS2PnEf/Tc6wcGqWibsQNNPb6ZlMOx54LedV9PXpfw4fTggLlu0MeR7+NpyY/pe\n5mBwj8EmNPbnLi+tM/i0a+PsUl9nXMwLDk4YKBj08B5kA53m4KIDr3ao6RvzUTuiBkr0x3zvZSzY\nPu4x0EV+0TmMi/vsKDuAwTsMqNANzEu9RAYetY3A9teAlXaReY/ZmTvmLumyC54bzzNt13qqDuCY\nh3gfdtl9h06M1TbRvGeZT9JzGNhvwbba5f92LOBdg2fLOvdZz7g6w7SwzLmvyPBsNiuOkueGeeQ5\ngmjwCHMFLeAvxl2Pix/aQSfZoa0DQR47MoQtbZquhBf+8UZRrKvz5QweOseOTI0LkWPr2lq3O2hS\nb6CDPbAtq4Mo3mgQ/e4xGpPQBrjIjqiztXt7e8X2DQb9ZUC2v9ajDvQkXVDD1XH8QC/OrMehND6o\nA6j02zod3WV8TGmz+woO8cZJbGgEPmN8DnhR9mt9ho6E9qxlZMwbGxtFXo0rrTvJOGJvx+Nxb+O3\nk5OTHB4eFt6iXw4AM7bj4+Nsb28XvW8623E9PT0tibTJZJKNjY3Cw6yLnc1m5SxU63X8o8FgUNbL\nug/ILLzKvK2trZXsNnRk9/Kjo6NsbW31glXgvf8v1xvmhOLEITx0GMJQKsBRKlacMCBlhkmXOUhS\nFjkzGc8+2+bd757ln//zWX7t19r8s392np/7uTaPPbbey1Y4EgVAQ/jtGMCA7IjLhXLyzpqAuMt2\n4rUhcZQHBYfz5kiUI2YG+y5n9LrT8/PzEs1Ikre//SALC30l8573HBR6AhZtSOkvioILJVEDaoxW\n0zSl5MHKwQ42c2QDBr35zCVCCJsj2jbQdgpqYGBeqw2co3jMAfPl99kQ+Fnm2sbTCrWOsNvw0j/m\njr7W4N9KHFrXTiVtYcAYkw0g92JE7Gw7mm7jU0f6De4dcOFvlC3f+xlHWwE8XrdF3wzG7GDX/IY8\neD1H7ZADoO3Q1eDXc2Q+Pz09LfQ3SK2BriPj8F3t6Ppe5MFOgkGxx1o7JO4Pc2xeZO7atjv3FV5m\nzg3C67lJ+selEBwyzxnc8n89B/zG8TKY5XODvtoxYJzQz2DU8+QMMDQABDG3zIudWmTRa41NYwcy\nzHN2ohyM4PfOznF+4iduFd1qYOl12+YTv8c6hLGYt5ypMSi2U5vkvuoJ8yL3ep6ZLwcY4EPrV3Q7\n/EUbrnQwP5reNb/6x0sc+GG8thP0FdrX62ThS8rtnB1MOh1ZO952crjPYBl6MEeWcc+x2+D92B0C\n5pat5DwLC50zaL7zvMJ7zsTW9qHWPeh+gG0tUw4mTiaTfPzjr+SXf/mF/K2/dT2f+MStvPvde7l2\nbZzhsCtZpaydfSPY/IR+GpdBK9uAGtSbJ5jb0WiQ2ax/FJTHx31JSpn/xcVFL2hImbKzog7wQFMH\nZozLvIwEZ9ftuFwZW4S9rANt8It1EbRBjmr7VAcQoYPl2/g06TA0zhV9nM1mZRmR25tOp8XGJXNc\n5yypsaZ3Ga77Au71WdieNxJKzElt072Mi2zpbDbL7u7ufUE3ByGYe96dpAQA27btHV/C+6bTbt8C\naIRtnM1mZb0qffTacOsokiCcL49D7GUCCwsLuXPnTtGNx8fHZT0r70dWsA34C4wJmrhKbDqdH5fi\nXWu9JtlOt7Fw27blGeSFcYIN8AXQI6xXxYE25mua+XpR99Xvq+1nfb3uOaH/I6/pdJorV66ULZDJ\n5vgw1PF4nA9+cCG/9Eu7mU5nmfPyYXl+ONzLbNZmNmszHB6maQaZTGYZDsdpmrNMp7M0zTQPPjjJ\nvcxwlpeTD35wkg9+MEkO8q1vDfLf/3ubr351llu3umgS0QKY933vG+dd7zrJf/7PD+bsrFMyRJ0c\nbTd4xjgmyZUrZ/n0p/fzX//rA7lxo4sk15F0AzbaTGDI5G/+zVfzjW+s5WtfW+0BLn7TVr1GaDab\n5Yd/+Chf/epOnnhiP8vLs3zhC1fzznfu5fOf3yhKZzbrNkKifzA5jDocDvPOd57nQx86zG/+5sPZ\n35+DOe+uRa2718wCIoiiLC1N8vM//7188YvX8tJL3SJpO5zcD9jwehvo/LM/+2ru3FnKH//xZi/S\nxRwZlPPbzsd4PM773neUxx8f5+mnHy4K3c4ixuMykE17V6+O83M/t5/f/d1HM5l0AnmZ0nYfed98\n7JP84i/eyJ/+6Uq+8Y21ItB2iE1raMzFfT/+4zfTNLP8wR883HNYmAv6YwAPvTBYb3nLbn7sxw7z\nX/7Lozk56R+DMJ+//nlv8DyR7rZtc+XKJD//87fy2c9u5saN1R5woB9e+4ohB9AhD5/+9Ku5fn0h\nX/3qTq9UF6BpsGwQZ0fuAx84yiOPnOfppx8sgQ6ueu0h9HAp2Wg0ygMPnOSnfupufvM335Td3X6J\nYT23jlLD13Oj1eYXfuHlfPGLq3nuubUe6Hagw5uGAJANLn/mZ/Zzfp784R9e62UlZrNuYx5nc+yM\nWMbe/vbjHB4Oc/Nmt3SB0hxo6HXrNaDa2TnPz/7sjXz2sw/k7t2VIjP0xcEAgxh4dw5MJ/mFX7iV\nv/iLUb71rTfdJ1t1cIC5Rk/jmL3//Xdy9eokv/u7j5Z7AS3o6zqwaOerbds8+uhxfuInDvPrv/5o\nTk873YF+BIBCv6WlUR555G7+yl85zZNPHuahh+YG/N/9u7fdF2BjTAa80MFBAHjzqadu5PR0IX/y\nJw8W+bTO5z4cbgCtHaJ3v/tu3vWukzz99JvTtv11fgRwLAc13y8uLubatXGeeupmPve5B3P37qjX\nF+iD7A4Gg7JZDHSd6+w2f/2vX8+3v72ZZ5/dLGOnP5Yl66sasH70o7tZXZ3kc597uOdMQz/GAx1Y\nDw0voaN2dk5zfLyUk5PueCnbD/M4c0i70+k0GxuT/NW/eiOf+9xGbt7cvA/oouNw3nB+4SPGvbAw\nyK/8yjdzdjbI9esrefnltbzwwmZeeGGxRx/vS+HsaZI8+eRuHnvsOE8//eaeY8W7oQPP0AfGiM7c\n31/KE08cJzmOr1dfXc5/+k+P5Pnntwsd7fAxDysrySc/+XK+/vWNfO97D5W54P3wnHm41k3z/rX5\nJ//ka5lOm9y8uZy7d9fzp3/6UHZ3u8Cs15w7MDKdzo/2e+yxu3nPe27nt37rkSTLvYw6fG27Af8n\nXSBobW2cp576Rr7ylTdnb+9qmUMHBiwD8DsVXPO2Z/nUp17K7u52nnlmuxd04r7aUYL34cnhcJj3\nvW83Dz54mqeffjCTybSnY+kP+2kQIHCgfzKZ5PHHk09+8jC/+qsradtRkQ1jVjvOxm4Ec0ejs/z9\nvz/OF7+Y/MVfzME1vO6gycLCQk5PT0uFDPO2vr6eu3fv5q/9tePMZmf5nd9ZKdiOeYE/Njc3S8k+\nR/pBt7Zt88M/fJwf+7Hz/Ot/fVZsFGXCtnU8g9PpAPSDD87yD//hJL/1W4Ps7nZLOMhMuoR+Z2en\n0Nwb/Y1Go/yjfzTNt799lt///WmPlltbWz187cCUs8UrKyv52MeOc+3aNP/2354WPQN/Jynv9Gat\n6BQw9+OPT/PUU0f51V9dyeHhRdHlyBuZy9lsVs5EHQ7nu96yvnppqc0//sfTfOELk3zrW53eaJom\nm5ubvYwoOpHv6iDL611vmBMKyGFrXyLtyZzxqI3e2mrz5JMMot7q14Ob3fuJfnO1ea3rne+c5Z3v\nTJ566iy/8zv7+bVfm6VtOxAGyP7JnzzJ+99/ls9+9iTjcbdLIRcgy4YKoI5T+p73HOfHf/wwL720\nkpdeWullX4jGY5SJOKBI2F1rff00H//47Wxvn+VrX1stCsrOBUoVR8/A+td/fTtHR0t573u307aT\n/NmfbWR7e5Cm6QyB+2CFYtDeNE1+7McO8tGP7uaZZ7ZzcrJR7kWgrMDctst53vzmvXz4w3dydDTI\nc891u7idnZ311ppi0D0e6Lay0uSTn7yd739/KZ///FLJUKMk6pJaAwoc2uFwmI9+9E6eeOI4n/nM\nTs7O7i/5TrrSRjsLRJoGg0F+9EdP8tGP7uXb317Nq6/OF3wzd0k/mpl0Gyx5l8E3v7nJJz5xJ0tL\n6/mzP+s2OvA4eNZzjtywruKTn9zNcDjLZz6z0xtzHaVyBB2HHCP2wQ8e5mMf28+XvnQ13/lOX10Y\nbFE54Mg3vP22t43zkY/cza1bw/zGb/RL8TD4OGh2hF3ZsLMzyE//9G5efHEpX/nKVobDYYmWEqCo\ns1d1mVeSfOITd/KWt5zlD/7gTdnd7R9X4z5jMOprNpvl/e8/zkc+sptnn13P7u5a773MAw6o12U4\nC/DII8nHP76bppnmu9/d6ukPLsuaA7IevekAACAASURBVCEEIZaXF/PTP307FxdN/vAPr93Hr8gw\nc+OMEkCKdj/+8Tt505vO8ru/eyV/8ifbGY26TbTMN8yVszTn5+d5+9uP8qEP3ckrryzkc5/rl5nB\n6z78HJ3AuJPk6tXkqafu5NFH1/Ktb72pGHd4ATDOXFu/wDPT6TQ/+ZO7efDBi/ze710r7/J77fBY\npp3V+NEfPcyHP3wnX/nKav78z1eLfBJ4QV/Pq1Vm+cQnXs6HPrSfnZ2+jfrLf3k3X/jCqETrPW47\nCujczlljJ8cmP/VTN3N4uJAvfvGBXrCSucPGcNUO0HQ6zUc+cjdPPrmfz3/+Sm7f7rI7OGYGzHaM\naffs7Czvetd8jl98cTlf+lK38Yz7bDDsskHm7k1vusiP//jt7Oyc5y/+YqfHg854uR/WXdi2T3zi\nZra2JvnDP3w0Z2fdQfZ2monqIwv1GujRaJQPfOBOVlbO89u//VDOztZK6Z2dIsbksRHgffTRk3zk\nI7s5PGzy9NObpV0HXursuoMP8N/S0kVGo1m2ty8ynTZ5/vm13LmzmsGgv7s8c4VeRF8Nh8N85CO3\n8ra3HeX3f/+B7O93gWxnTe30OWttJ//hh097PHz9+nI+97mH841vPJDT07OMRv1gKLSB9zY3j/Px\nj9/K2to0zz9/tciaeZ73WaYdFJ5jhDaLi9Ps7Jzl1q2lfPOb2zk6Wk7bnvV4du4orvVKV3FY3vve\nm3nf+76fL3/5Wm7e7IIkZBAvk8Fa/z/88J28730v5/BwNV/4wnYGg25Tr9qmesMm+H9eMpn85E/e\nzPe+d5Ivf3mz6A7o5g3IHHSwDj0/P8/HPnY7b3nLaT772Ss5P+8CcWTR6D/BSG+oBr5+//vP8lM/\nNc4zz4zy1a921VIENmiH7ODBwUG2traSdOc1P/bYND/zM6cZjZJvfGMpBwcH2dnZKfR1AoXyUTvb\n86zeIL/wC6cZj5Onn17I0dFRoXmNSchq8j277rZtm6eeusiHP3yaz3zmSl55pVsTyUW5atvOlzQ5\nyI5+euKJi3zyk+d59dWz/MZvdJj11Vdf7TnP0Ar9gsw0TZPt7Ul+9meP85a3LObLX77ay4Tv7+/n\n2rVrmUwm5VjHzc3NkvCBb+/cuZNPf7rJI49M8x/+Q5PhsDvVAl0+Ho+LAw6vLi0tleV4y8vL+eAH\nT/LJT86d4RdeeKBkuuF98zmbntpmj8fjPPFE8ulPt0lO8vWvr5SNoDyuJGX34bZti/7Elm1tbRVc\n+lpXY9Dz/9fVNE0LcETJr62tlbrnzc3NnJycZDKZ5K1vXcyP/Ei3Dm1xcTHj8Vnatlu4u76+XtbX\nwVRLS8uZTOYCtrOTfOhDszzxRNeHyST5sz9r8oUvNPmjP2pzeLhRlOF4PC4bF93rb3Z2mmxujvPd\n7y72QC9Ch+JjTDC6o1GDwSzvfOdFnn9+PefnF72dCInO2Bgw0c4MTqfTvP3tk9y4McrFxWIxjKen\npyUigSFMuogwhgKwRoSKDAJjgNk5CHk2mxUgmPTXPrTtWd72totcv77dy7piXFBiGAqPoYuOD/LW\ntx7l+vWVjMdduSelG9AXwRsMBjk+Pi6OOcL12GPJ6WmbW7cGBfhDO95JBAljzEJw3rmyMs7Vq01u\n3FgrjpUzCo7UJl3pmhVUMs7b3z7Jt7+9ktms25DKx2ggcxhBByqg9eOPn+WVV0Y5OppHx+zIMK+U\nRKHkR6NRiWItLy9nY+M0bXuWu3fX7vH8pCgvZAUnHZ4BuFFGsrBwmh/6oeT555d7GWiXW7XtvOSF\nc8cwQq4SePe7z/LCC6s5P+/KdE0L+BIn1KCADPjDD59kb2+aw8OVYiwxsPCmaWRQCpDd2jrL2tos\n3//+auknGxMQsaU/lgcM4JwGk/ylvzTLt7613APK8DnnfiX9Mw7pF3+/4x0XefHFQc7PuzVOtEXZ\nJnyKw236LC0tZWfnKNNpm93dLvt4GWgHENkZcnBjc3MhJydtD1B6XuBTeM50nY87ede7xnnppbUc\nHp733sOYnc0FvBrILS4u5tFHT7K/P8jhYbf5grOU8CzlrPCvM4jb2+Osrja5ebNbw+KdRi2v6CXz\nMxUab33rNN/61nIP/LhMnOUkXXnSeR57bJInnzzMk08e5rHHxvmX//Jtef75Lirv7AdR/XqnZ5xv\nsjwPPniai4thbt/uKmxczUAQzQ6qA5PzgOZxtrfP88orG0XHuD8AV1fh8Hwyd0JXVpby+OPH+c53\nVjMcdnbP5WiA2VrPYWsWFhby8MOHuXt3mOPjrmzPzp1tgHWIKwp2dk4zHCZ37qwW2QCYMoYuC9WW\n8a2srPR4mQCh+83OmMi9A6vQ287UY48d5OWXVzOZdNkGaFmDVngJufMSoE996laee24tL7ywmqQ7\nB9J0pG8EyZ39XVs7y87OLC++2JVHu5/wFcFClyFangeDNr/yK89mf38xn/vcQ/n611czGHSb/2Eb\nGIP1ErT6oR86zM2bK2nblYJBatuDfnHFg7OU0+k0P/qjR7l+fS137y6WqjLoBp3bdl4pxXEk9PPi\n4iLr66M89NBJnnuuex6ZJys2z2hv9GTa42nbWR555E5eeWUnTTMqQS14ibnGVkEDH6d3cXGRhx46\nyenpKLu7Xbbdth3nle+M/6DZzs5FlpcnuX59sdCIYwXBka5KYn5cXrm5uZg3v/kkzz47yPLyWkn4\noMvIzm1tbWV3dzej0aiMdTwelwqshx66ne9/fz2z2bzt5eXlrK2t5eDgoGASV3gMh8PcuXMnW1tb\nGY1G2d/fz5vfPC/PffnlplT+jMfjjMfj4pwdHR1lc3MzCwsL2d/fL7v0YjfW1wd5+OGLXhJjd3c3\nGxsbWVxczN7eXikZPzw8LDv/ojfm2HAp73jHab7xjWEWF+c8y7I+sCT4HtuJ7psnh+Y+yDvekRwf\nL+bGjc7mWxeg40aj+ZrTg4ODXlBzPB7nbW9bydraIH/+58dlt1qWwqyvr5fja9bX18sz29vbhReW\nl5ezuTnKY49d5KtfnZa+4fhOJpMcHh6WwMB4PC7nkGJT1tbmGPhtbzvKrVvr2dubFIw3Go1yeHiY\nhYX5zrjwz7Vr13J4eFjum81mOT4+ztbWFn2+f/esvIGZ0DnoXynRmaTLGB0cHGRtbS2TySQ3bgzy\n3e92xnRlZTGnp3NGgMnH46Osrq5mcXEx+/v7WVqaZ8Nu376dJHn00a387b+9n/395JlnFvLHf9zk\nz/98JcfHKYRaXDwvk4XTZ+NxfDzK7duTLC52229jcPiNsAFs7f3PlVqTF1/czmjUpGm6UtGTk5MS\nacf4Ujfv6DTGBCAxnZ73ygwcwQYME/1ASQIqnG21s4ahssHnHRgAouxnZ8M8//xCWWPqNhkbfbbD\n1bZtEbxkkJdemmcMp9O5I+0NcZLuIHucNBTA/Jn5jmo3bwLOu02Z6m3iHZ12uQiG8Ph4MUdHbZrm\nvABdn63kyLX5uH9W00JeeIEIdpfpY6cxl50aAEMrQMVLL63dA+DdfcfHx73tuJkTxkQ/AUm7u6Oc\nnl5kdbUrSYF3MXDMh9fKOHJ9fDzMc88NMxp1JZj0gatt21Ke4RJs5Llt2zz//EYxzCg/nEjmwNkH\nO0rQ+fbtrXvBiX5ZNYYTOQPIOPDCZwcHy9nbmwc/kAtn+1xG4vHBx3NAsJgXXlhI23ZrQwwU0RtJ\n3/lyNHNhYSHf+c7gPsDBb+bR7QKuvRHDjRscOdFfpwtNDKYsM3VZ6slJW4CKAzy81yV0ziZC87Zt\n89xz68Xg0pf63a6uIBOOjA0Gg7z4Irrj/rJ5nGjPs+kP79y4kaysLGc2644VAZB5HPC4HTFocnaW\nvPDCakaj/toXl747WzL/f5Dvf38tL7+8kt/4jZ1cuZKsrXVBFNsNxkv2wUEC6MF9r7yyeC/j2neG\n7OwkKQFPO+RcJydLmUw20rZnvSwO9sJZGGcMLU/TaZvvfGf9Ho9N7wWEx72sKcExwBEZJ+vsl19e\nu8ejC6W6g/mDrtapzNF0Oi3g6PbtxXv97we1XO4GjzMu09xZOHia/QsA2eYZ7KMv7NKLL27ee37Y\n43l+o5/rIBE6cj4/J/nMZx64R6f+udXoOB+j5UoRMkVHR4u5uFjKYNBthkU/sTvQBB4wH0GntbXk\nV3/1h/LKK1fuPTO4b47stKJjsKvD4TAvvrh6b947XQZv4zTC8/AGvOBdb5999to9x33Qk7XLgnrQ\n2oH7ZDk3bixnNBoXutte8D+8bF3S6aqFvPTSdpomaZppcYKdEeoHKUc9GWTOrl9nada0R8ukKxN1\nRhm+Sea2++TkJHt7i5lOhxkM+jYLXARdvZN952gt38NGg3z726s5OLiTwWAeBNnb2yvHoqCHcKoJ\n0jJG5PFrX5vl6tWFYsPbttt0cGVlpVTi4VxOJpNS3to0c+fz9u3mXnJgXJwhSmm5XGGI/COrc/ze\n5JvfTJJOnre3twt/gFcIDtv20dfBYJBvfnMpi4vd7rusf3VFFtgWGvB8kqyvr+fFF8/v8VO3LGA4\nHObg4CAbGxtFVyYpgTmyyOi8g4PVHBwkyXE5Mmg6ne+hgxyhH+qgIzw9mSzmmWdOS//BhL7QkdAF\nBxd+Ozs7y9e/PsjOzlIQPRJwg8EgGxsbxX9hnuDdGm+83vWGnhOadMRzRI+aYpyIjY2N8hzR0SQl\nisWFc1NnU3Z2Zvmn/3Qh/+AfbOZf/avVfOlLq9ndPesZoSQ9pWggWoOo5P6NIxgHAsOi5iSFcZL+\nznkGrNAg6dYkYHjnJafddscuXcFYOsPJ1ta0aXDlyGPSX7xMfwyqbbTpEwIIKAZkGDCYrtAFI2FD\ngVGys+1opZ0lZ4r8PtMUZeXsjZ1QeI/2nIkxnTi42M6Zy5kYj504Z2tQXPTfWTvT03R1qS1gEsOW\npPCQ+1qvOXSfyJZhWDAqzLWdC/MVffecGcgQrIA/cDyZL8+DPyfw5GybHU7m3pnZOhjBM/V40QPc\n4804yBp4/BhBnjMw48eg1XqAPrHOhe/N84zHjrQBPe35Xa/loFjmMMCWM8bAvMAX/E821vNtOXdG\n01kaA05n7OEN6yja5Qe+SbpNrni/9elrPQetHPFmbj0O2rEBdIAQnYdOMWg8OzvrgVHatqPHe22n\nGLNl2E4w7RweLuTGjZWevmNe/JznAj0B7ZwhYa5t88yzzoBYluk7+s4bDtnRdEDGPAJta341r9oR\nceaLuTF968syZln0Oiw7i/QL3UzfLD+mbZfh68o+0dH877LFOqDl9sxjdQDawZKmaXpnSdfrbOkD\nY6I986J5qg5goM/hVebOASL0B/Li3+ZB2+W5s7CU731vq8wHfG/ZtDz5PehY+g2/TKfT3t4Dllf4\nhnZtH3yP5wUaW6Zp188ak1nPuQ02lLFs0V9jQuM2V1pBT5w3O7GWP2iMXkIfEJw1D9S8it7nQrfj\nYKFf4TvrUPObqwM2NjYKptja2ipj8GaTHJVY80zbtnnkkUdKlrS+0GPQy2XCxiAO2mxubt4X4B+N\nRnnooYfKXHpDL+sOaGenm+/pM1UEzAXHokAnZwLJOvI3FRaWWXibsUI3PmO3XbCG7akdw+Xl5Rwe\nHmY0GpUsL7wEH+AQ8x3nvTrQhM8ExkKnmY+MzeGXO3fu9HwJV7W4dDlJ8Wu2trZKOTT9pLqAIIL1\n2Otdb5gTimLmcoS/NppJBzxXVlZ6INxZmdqxYJKuXx/m2WcHOTg4LsqI6AzCyuQPBoNy8CrRFpga\nowdQNuBxH5N+jX8NsFzaasXDvShtmJf/rUQdjbehtCGD8WEKQDORXqI60NvOhaPIVv4GxaalDZXB\nifvIPGNk7BRgiIluGdjbqCb98/ZslB0Bd3+dyXVfLnOU4S/m2dFmv99/m6dx/AyQ+NsHSdM3ANdo\n1J2VabBKZsIOP4ELl7kQyMCQ850VTpJeZM0OktcHLS8v94CJaWXnlfYwMuZjLvrhIA3joF8YbuaN\ntqEbipQ5ZbwYEEdObVQ8V3ZIGCeAzT/oFuQbejuzYXAL/zrTYyPojAP6wjJPfzxPfGeHpAafjuZ6\nd1KDET/nigl4tc7Wwhc1j9YOPsbTTjhOEvSqHYvLzkblWWTWx1VZx5unHVw0/Wz4oAPfEwyBHvA2\n5ZgGvXZi+MGwOqhnutlBdjvwKo4f+so0cDt+J301v7j/jB9AbaNv+rgv1sfug3kfR4Jx+V3mz5qv\nLM+13rA+cuD3MqCMja+d1eFwmLW1tR4trN9xQBz84B3Ih3m/5kFod5ntsf3mx464HRqPGZ3GffU6\nLnRDTeO2bQsNXMXB/DCH0BUa8n6Dx7p9O0f8zW+vcauDQR77ZRcyZh52cMqBJOtg5s921sEqBxlo\n0+DW8opO9mU7y7vRQ8yjcYjn0fxuPsSWG49ZFswPxl3YeGOMunLBvJj0q04cBLOzbvuKA+T+wou1\nM8L32AHahDfgodpB5zlwIZkwj6NetkEfOK7EziLjgGb0H94mu0pfR6NRb9M8dPjdu3fLOH0cIBli\n6Apvk2hgzsDFzJPpT/m++ZH+ra6u9vQHbXg/l1r28THIgHM0JWPnnZQFb29vZ319vdDOy64sR17m\n6GQV9gcduLm5WWSMDeTAG/hGSX8TSsadJAcHB6U6A9zsZVjwk595resNc0JxXrhwKO3IWLk62stF\nPb0vlLcVSc2AybzmmUzq2tpa2caZM0YvLi5KJKOO2hG9MEC6zMg78uExeFwYfAweQomAkv2zMfI6\nM97jiCDK1vSlJp4yZ5dDuo9WJAZXKBTWMUEHAzMEh3djMAyefSwLitsRd/pDloL2mD/+t1MOX/A5\nwmBH1UaSfvr8JxQlgRDo4LMe4VkrJkfGoAN0rx1xKwUbXcbg6LIVtDMYzoh4K24iVMwjdODdtO9M\nwmAwKONDubNGgDFBN4IxPMPnnFHLGMwzboMSEkc/HcQgAIGMDofD3rFDdnwZH9+7fBEZsKzb2STw\n5O95zuB7MBj01opx+W/GQ9CgBgnQyNl02nf5NDTx9xhTX8gLPAEPuYwL/vEzrJeHVyj/JPJr2trp\nYZ4cvKLvyK31lcENMminqtYN8GjbtmUjMkCIAWLSVak4Q2GjWvOnKxVqZwm6s5bFP9DQDgjZAS4D\nVTseLhXmHuazzjKi1+Ed9888z9iQE4AhfXQFhvnGjpbpBG8yNss43xMUsvzCn3aMPX7TFnrQV8ug\nee0yxx+5Z35tyx3cRNacsbfzXUfj3Qe35+yGnXnLUD0fllP0DvrTARQcJxxh7qeP6Hk7eoB/rwWl\nr8YQng/GVmMROwp1MMVAFT3D+IwhsAl8hjzTH/NA7dCblh6LnXfbZPjCyQfbLdqEdpfxu3+QDWjg\nQGzS7ZHg4LcdW48Np4PPfMwJOgaacQ88YD63k4gu81w6UGfegG/JlqHjjI+cHOBZ6Ezw2YHrpDsS\njv7xbuMHNnrkaB7ehS3xTrbmBTvA0HRra6sXpEEuPDfe9b+W09XV1bLkzpiwaZqy0Y9xMPbAfgJ9\nBMNzL/OEfWRpHjbQWNh6xLxFv8FV/I2uatu2bJQ0mUx6eJqliRy1wtiGw2E5AmUymZRs7nA47O30\na+cdXiRJBz/C5wcHB+VMU+R0YWEh29vdzs0LCwvFWWUuVldXe5WotE259WDQP3+Ukt3Xu94wJ5TL\nUTNH8mpw7sseN8oCYh4dHWU8HvcyL/wP047H4xzMi66TpEQVki7dTMSKv+1oWVn7sjGzw2EGt+G3\nsgNk2aAmue9dlzm7tONMkhUQkbvt7e1sb2+X9aa1QbaD4jI1+uySEYMD5gPBSLozLBEG6M98O5PD\n5bNEDQRQMjb6pjfzjCFAoHiX1wMZWPN90i8Z4arfRf9tjOh/bSgcOaozB+ajes74jsy7AbwBXh2U\nwADUBgEFiCE32OYC+DGPGCYHg9gMAxALbzB+B2o8X/zm3TXgMG1rcGpnkXmzHJquBv02+uZvAIDB\nC3Ns42+wbYfZjr8DPx6PQYiBlvWBx80YAAmWRRtwPrcDYsCBnjFvWRbq4BKA2cYRGcQxZHwOgjgr\naselDojhkNi5MEh2Rss0tLxxn0sKLXv0wcGNmj/RXeYrxldvngQvWXcZeNdjrIEI0Xn6wb01mKyD\nH+ge3gu4uAyk26lz4IKoue+3I+XjSXzvZWDeWVuDVstn7aTC754beN6OS90vt2fnnbm3TDqoVjtC\n9dzQL9sB3wfdPRd8b7zhOTZt67mlf6aB5dZOUtJlqBxosu4nu4N+gP7umx36Wm/xbL2GGh6lSor7\nrJvgS5dTO0B6mbMGTRmb9a6ziXakHbh0O3WZse03Y7UevcyeJB1vmj4O4hDMx9byDH3nM2c6/V7m\nwoEHfweOqgM2xhx2mO28owvNT9xjehlHmK6Wkdms29vEVXS063WsxnYej/V/XaJMH33WKLbSMoBM\nY1MuLi5KSad1M78JMPHMYDAPqG5sbPQwjGXNts/9h/99MgOXkwK8m/vpm+0EZ3FOp/N1mh43GJlq\nMhz3k5OTUiZLu/A5iSH7PYuLi2UZIjJ6enraowv3b29v9/CDg+61bBgLMGbWpjZNk7t37xZs3LZt\nWSPaNE22t7eLjtvY2ChraSknHgz6gVho5qNkLrveMCf09PS0pM9tBJN5qnc2m/Ui/FzOlty5c6cw\nsYHeaDTfectKG8EE3EEkIgy8j+gMjundu3cLMDcgI4LhSCOGHqalT7zf0VtnBWA8G3QLoxmXw2wN\nWhwBMwCxUdzY2CiZ5o2NjQJCHb3jAtw4GpR0hwLj2HOvsxrOXjnbguKEZkSBUEaO5hnUYoCsPDDe\nBjiOVtsJSe7fxIC5rzM4Lil1BsigDFo542qa+d0GOQioHVEHCDCOdkSsCHk3ffc44dvZbNZTkBgW\nK8oapPEuO/R2aGpDzvzVgB4l1rZtr8zd88B4MU7ui50njEA9l54n2oA3bICReRS2jTljMy0NPCwD\ntQNqgEh/+CxJDwjUDo37Cq8A7nDciZ7ayXYwg/GRRXMk0vyHcWReeCfvs76yU+/NvOwEekzc6+wI\nfAMPIxde/+MfdCD/o9/YAZD59t/o2dphrOcMoOjnzUOO8CMTdt7NV648sKxbvxnwMmZoig5lfgzi\n6IuDQ95B1cdROauOHNp+uOoDfYDudTahdmjRcfCuAynIKsDHTrnn2LwJ79WZLDsV9XILxsN7oZ31\nrucHGlo3mpe4kBHPPRkvdJTHCo1pB7m002wbiyw6wMpY61JYjwH+gRa1M22964oa943L+g5bxXiQ\nR3Sq9RzOKHrA9IEX66PNzDt2JP0ddLQ+Zc68Xo6+mEYO3EB3V8d4DLX8W1dzGb/wv8dnx8U0Zb69\nHrRpmiIH3pimtou2IdAEWantumlp/U2/LOv0x3bTPErmjvZYRkbbk8mklNS2bVuORQQDupQSh5x5\nOzw8LLrJmw4yxrOzs6JHmUdOueDa39/v6UeWDsF/i4uLZVdiZJf32qmlfwcHBz2ZYI5xmOwYmwZu\ngzZ5nxNTHKECdsVxPzk5yY0bN0pZLGtMCdC3bVuOnTw+Pi4br7LhEhVJNdY9ODgo7ZOddMJgNpuV\nhJj9InTh7du3S6Jtb2+v2Hx2+LYTaLx/9+7dJCmVZMZKYIGmaQrO2Nvby3Q6z9jeuXMnu7u7GQwG\nOTo6Kok6dsPF9hwfH5eK0te63jAndHl5OdeuXesJJBcp4KQf8Z1Op4UgpIqZnO3t7V6p7s7Ozn1A\nD8VMScNkMsnm5mYvCkhfSGPv7OwUY41ybNu2LMbG0Bl8007SRRvYRZASBpS+FSPOiR0Ijx+F40g/\n9xikYYB9H842NEfB4pzXhhwjgCOAknJEFpDryCeXI7FWALyH6Ftd1lcDHZcxIYR16Z3HMZvNivA4\n0gt9aat27OirgTbC7gACbTjzWEdoMSYOEHh3TIy1yzR5LwqCReXwL88b9MPTzDX9g1bwzdraWi+Q\nYRDIfXwHz9Trau0s1nS1I5bkvjJq5pb+8i7TzeDC66CRD95nkMr7V1dXe9F8gzOXmkDr2lE176IH\n6ky9AaiPRqgdHHiQe71JhB1Yop0GVkTmTV/e79L6ml7IVdIF6QDZ6AJ42oa4dl7ZHt8Akeed3a6B\nOvMD0GSerCuaplvPbwNLHzzHjkozvroaxiDQkXLbCGcE7ATAU6zrsv1x8MPlfAaZOIG2WXaAkSff\na53oqwbO1tnOPsEfFxcXRS8xfp7lN+/wJn2+z1nRGtgyfvpgeavlxI5bfa8dL/iZQJwrL3h3nY1j\nvLVOg67INToYW8L84lwjp+gz7oVfbOdqRwJ6AcDhUeTY+nwwGJRgIrztMVkPWPc7w4yesi73mlI7\nes5amsfgWb5DfniP12s5Swwv0Ke61NKBEPcHOUd2PP+Ma2lpqZTr8V6yQu4Pc8rld5im4AU7ri6/\nNo+AydDVjMG2zJkzO3LIp4ME0+m0rOdj7HZ46Ct8gvxBN/OYNxLDGawvMuJkusyf8Av0sz53tQOy\n4LnkeZwUdtdNuiDW4uJiOQbEOhVaQQPwFjLFpjm8/8EHHyz9Oz4+LnLUNE0pTa11CxV7DlyORqPi\n0Dk47s2VmCMnNuxjcDwM/UEfDAaDcnwJdo5xME9ra2t56KGHipPNGk6SKbX82rHGqUPnoafxP9p2\nfsLA2tpaaYNE2mQyKSWuZFmbptvsCCcYebUMcHSOeRQ+YOMl1rRSrn18fFxwO21any4tLWV7e7uU\nha+vr/fsFMeLsdMxm1u91vWGluPCCF7Ym3QAgzNpkk7Bra2tlUkzMDFTJl1Jg40nu2/ZqCUp5xuy\nZhKBQ8mYUb3OxUYVJcEzBsRmer4jXQ/T11v4A2TsfBlQGADzHhzFGrCh5CaTSV566aVezTYKk3Hw\nmYEPDOrAgIGLgS1zRyTOgCzpshr0n7O9vKbTfGDhxkCi/EwfR7d4pxeDO7IIgHLQAl4AdNjBYy0N\nc8N7eB6hBwRjUO2gG6SZn3neU8R+IQAAIABJREFU4KLOlCZdRtxOmfmpjpLzDuiKMYN/DX7MszUI\ncPt873VoAF2MLs8YCKytrfVojJKtQSQ05F4DUsuxHWIyg3YG7cQho65+cCSSzQFQtsiPx2B9YQfL\nc0rf4M/6MzvtjMvBF/43gDefmOZ1O6ahebf+jr57LHbsPd+0QR/pg/kEWtM36w+3w9ioqrADSx9x\nHGonwO0wz/TDji7voB8GbASr3H9oZ8CPfAEwDHpph7n1cgb6YSea9mpHw/ca9HoOLCuWZTuJnj/m\nwf2lHd5jXrLeo0842rThdi+TSYCh24cnuLceq+fDDlCd8basexx+zv25zBk3DS0PXv5gGa77yjxa\nvo0B4Jmk24TFwTbrcOse0w/dY7tmBxlACRis9RA2G350pQ1t1rrW46V/lmP6Vz9nuXOpsPUdNKhL\nuOvghu23M3LWX8yNae2jWxwkRb7NK7VsQxPzs3kEvnIgA+xmPrfN534HInCw+ds4gzmHLsYKjJcf\n6wUcafOXHWzrdf5mbxRXVzgobNlZXFwsQUsf7cI9BAyapsnR0VHBWA6u1UENznIfDObBfJb44Cgm\n6VUT2gGv5dsyyVGMtZzZ3nk+nP23fmduwanmQejPEj94zQ4xwU4y5EnK8U4EXcw/ZKKto0ajUcni\ngps5Fi3pnMTFxcWsrq6W801XV1eLwzwazfcxYd3u6upqqYwjA8r77DtxLSzMz6v2UYRra2uFRvSZ\nMVLVAI1Go1HviLWlpaWC6UkQ1basvt4wJ5QNTfgbwuP5O417cHBQGGl3d7co5r29vZ5S39/fL+lq\nlz7t7u5mNpvl6Ogog8G8FIUzd6bTaQ4PD0tE4+joqFczT388oVZYOAdO3ztChxLwpNJHomMAPbfn\ntDkRSjIwVrhkBvncJbEuPWjbNvv7+yVtz2ceY9Ix23Q6r+mnNIE1SjbyLvcyaHUksG27oxBcppT0\njx9weZAjKvW74Bv+ZhzD4bBXxsDYEQKyCOPxuFcG7H43TVMWoDtbSD8ASM78uGQHpeBSOZckogBo\n25sc2cDUgIHgAuOiL3b6mG94bTQa9cqR+Nslx37W6/2YHxQZ31lR8Q6XlEE3l/ZAA3jKGXGUE/xM\nH2nDfXHJMc/xmZ023nN8fFz4mT7Awwa+jJ3NC2gLXuLHssvFnNc/nDfnoEr9Psugs5VEj2v+ZR6Y\nV/QF7THv/OZi/MgMnxmAMid+pzNkgBWPx8CG+00fl5zW+ghdBf3gk3rtPn1smqasW/H4rW8IOFl/\nWTaRS8ABz+JwOvvLHFqXeSzQy/xi/oYeDtAh28wPdHDwCL52JsPOPhvm8U76wHvhH/OBSyrNJ5Yj\ng9LabmDbaMPOpG2sHWlnNuzA009v+FUHXmazWdH19BV9RdbGlTU842Ml3IeFhe4MYvpqWqBvLZ/W\nuc7a2/G0PffOz3Vw1kFL6x2/Czl2OSTjcIbX8oj+g9/oh+lebzwIoK8DdsY0fGf8YZoCOt1H63La\nN5hHz+DE8nfSZbFoi75AN3RVvZavrsywzWKOLQPMuQP09LUeg/nH5e60abpaVrAzyAoXfa2P7DE4\nBzvA7wSOwU5853L2o6OjgmE8LnQYfbWuwVEgUcD9yMnZ2VkODw9LH2qbvbKyUhytvb29nr23o2Vb\nzfEjo9Eou7u7xQ6vrq4WHM5l59Z8Tb+YT+aeOfZyIAfAk5Ty3SQFDx0eHhb/wvgDPcIaToKn6AAv\nbXJwjYyz96RZWVkp9GA9JfxFeTV85gDe3bt3ez4RegB+ZYkgtB8OhyXD7DmxHSEwYCcUu4oDeX5+\nXgJfxijQbmdnp/SFDTwJuhweHvba4zzWi4uL3v47l11vmBPqrfFR+i4/cfSDiECSkr5umqZsLcxF\nrfbGxka5ZzCYL9zlctmKna+kK127bG0XB3A7c0DJAhEnRzoxbiggK2MLd734nYyoFxozmfTL9IEp\nXCJoJ8GGj6gWUS+iNDaoPAPg438rweT+MxsBA14P5DnA+acfBkLQ3MYEHoGmzlTwPH1EYRIZ5n1E\nouirI3aONBJFhr4c3VAfbYOiduQXo0p/PG7ex2fmPXiEsTgTXGdD6uh20l9nSSmNo87ME+NkLu3k\negx1mXc9N8xDrTyRXxtwR4mHw2ExUsyT+2T+IepLvwEPGBgHh5qmKwdibgA0vBeZYkx2etznOqLq\nMkEHVAzSHEBgLFx1pgo6Izfe6p3PkRtnLOmD2zQAInDh++sAUy0PBv+WYfrj7Ab3Mk6+t2MGTdCV\nlmNnWzwG6wD3D+DqcdtRZMyWMcYKLcyHlhf6bycd+fTeA9Y/5h3rCz6rS7z97tohMliFroyTv72M\nAl4wHdBLpo/fY8eSYJnHYycEPqMN+N72AHkxfyEb7rvt2mVA3gCLcfl+QBL9oa+MycDe+t/3mH95\nf5KebjTwxwbUQSXbK3QMclPrL+617MNjtk1JypIBZ9awJ7zb5XSLi4s9ulACWj9fZ9zNF6Yp77Ke\nB7f4eDpnZ3mXj5Ogb8ZtdSWL9TUlymTtqDpZXl4u31HujJzx2w66HTRjH/Ob+Q5egwbmY+MZ5tjZ\naujD+wl84bg52AXPsQGNcQ399TFmtjuWCfSsMR7zT5sOSmIrod/y8nI5wshyzxjMszUmhRY8xy6z\ntTzTJjSwU2L9kqRsqnN+fp7Nzc3yLEeRwD9kQBmj7RmX+YbEA7TkWe9dQnCOOcOZRA7Ozs56x+gZ\np8M/6+vrmUwmWVtbK3iPLOT29nbRBZTEDgbzzCmy1Lbz42joA1lfHEay5U3TJT7I9l+7di0rKysZ\nj8f3LfFD9o+PjwudLK9JyjNkPk1LnEsy5V5CQJ+gJXYeHcwYmMeFhYWSqHK1gavKCFq83vWGOaF2\nAL2DJ4CgLhlqmqak8m1IbLgoMz0/P8/+/n6PML6cNfN7ALE+moUsJO+1ggGIsFtXXfaCIobRDQJ5\nr8v/aJvjLJyhcCSZz4k8OXtiQwSd6SdOOuDdzxlkOlLvCBo0sKFOOmDhqGaS+9ox2OfHTjW/DXoY\nj0ssqK93hs1lwwZ53prbYKEGvnZQHU2z44MitcPg+a6znkTxeAblyOJzK147SPSHOXd02o66I/su\niagDB/QH4IXsGZA7Y0iklLFhDOkL7yCqOJlMemUpzljZcTOwbpp5ZseGuWm6RfA2kjiTgHR4ygGo\npDuvjD7amPGMZc3rKOkjPEA7fG8DYKDkjJ4vAwvo7yCVQULdZg3IyQ7ZabBzb3miHfOII5vwbu2U\ncT/8yfscbYZH7FRZp1keoInpym/PAbSwTnVQwvxrUOSIeZISfYa3a8fH1RN21NC/7nfSB1TORnGU\nF/NC8IsAnh1NfjvAwfz5e2TAssk8mnbQDDlyJhD5cNbCvOL+0W/mED1iHe+ABu+wrrLzidNB3+tg\nDff6vbZVzmoCmOEt08rOicul6TO0d1Yb+jIOl3zbTtA+zhp0o20HTh2gtlPIvc6+0nfkyWWuvN8/\nrnawTah1v59Fz9sm1/II4CRYY+fa8uZS26QLgFvHMKe+D/rZQUSvIT84nt7BHRDMHPkZ2ysvJ0n6\n51ACxJk/yhaZZypT6ioReKveEM662brSQTuCKP4ep948w1XPPX8bqzF2nHL3xTJuXcA7XIqNvnCi\nBfk3tgU3uSoM3mWTOGwAMmdMOBwOC5Y5ODjoVa6RGWPePE54zlVSDhqdnJxkb2+vl+mHh1naM5vN\nyuZF8OHdu3dLNaKPJeMz9CI8NJlMsru7W+wRx5Y4AHd4eFg+c4Ul8g+OM05Kuk3voD/31c4u1R2u\nEjk5OcnJyUkvWQS/2B7SF+aAJM/Z2VkWFxd79KHPHIHjDSyxiefn56WCDDxMtd9gMCh0mEwmOTg4\nKJizzoRji43nXu8a/cA7/gddjggl958b6ogTnvTBwUGuXLnSi9ja6G9vb2dvb6+UDXhHNhTEeDzu\nZawA0ihmnECUgQ27jbONu5WVDVPbtiWtj3PEd96xCgUMeCK17wignTWEhE2ZUBDOWMHwKEsEbDgc\n9nahZB5cDkIUg/E5kkFUyaUtBosoKQPqOpqGANYLte2Yuj919B0HlEgM9zMmABrzytwx945Seg2S\nHTgDQcCbQROXjRd8WGcFUPYGpJTy0RfmnMiyQbbfSRuMiUBK27ZFSbhsmDG4zxgu7/TnNcHeWa2O\nctowcl6VnRCUGkDAEWjG5OyXgRqGxk4hPMhFnzFwyKcBEn2GRnU7diiT7lwt5spgxwEBR4c9n3W2\nCKXNvGNgyCDQJvxrQG7wbD1Sr1GkDw5uMU5oYeeX8bJzIkDI/A8taNsyZXBuR7nmRZeuAbhqp8vg\nGPmsnV3rBus82w07dwTAnLW142rwZJmDL3yvM7Kel8FgHl3mHegQzwslZnxPf2nboI7qFW+IZlo6\nIGj+xfATtK3XMht02BmnxIv3eJ1hLS/0h/dxD7zm3Xttt70ZkvnIgNnjQS54F23W2a5aDzvAZbti\nfkb+HAyCp+1IQAvWM5nW6ECP0fSxPPtCP8BPw+GwgHTmyvT1GBkDvOJ32K7SJ56z7E6nFxmNmrTt\nIOvr62XsBMWtr3E+LJsAVuQSZwLZhAfJBHE50Ee7c9rMMhg0aRp/1h1rRKaYeUevwz+8yzI1HM4z\nxK4io6TQtpfdX+sgSw3QjVOWlpZ6px3QL+wCc2GZcCCLsbiqAfpQVWfbZP3sgAw85PFZ19dBNJwL\nn9toWrBJIfILRoZm0Le27Q5E8X5n9La2tnoBKvgj6QJRta5jHtDlyL4z78aA2A/GDC5FtuGHJLl6\n9Wp5J8kX3nF6elqqIzm3FL0CVj84OOjxzcnJSdnMdDwe58qVKz0aNM18LSWyi7NHv5yVpEwXfYM+\nPTk5uQ9n4bfYDmNjlpeXc3Z2lrW1tayvr/fO2jbfwNPs0Gt9YacYDIpNICEBvoTXkzn2sz7GlhIE\nQa+wySwJgsuuN8wJ9UY+DCxJ2ZU2SYl64Ih63RZRAnZ0XF9fT9u293ZqmuVTnzrPM8+0uX69zWRy\nkY99bJyvfGWa5eUHcnFxUYRxZWWlLKI2EDUD2sA46oVwOjWedJEIJhvmB8gBQD1u2jTjJP1zz6CV\ngZGdBBRrDcS8Q62dI9/jyKMj1txDG16sXUf9oSGK2kDSwISxOopIPwzqoA9/27A7uuYoKfNVO6JW\neAifMx2eU0e1MQh1P50V9GUlgnFjPijfdnaA985ms3LGVA0AUWTmKzuSjIv5GI/HBZRDF4NZlJ7p\nbGCdpDj5Bu2+6CMKEvBpxcb7zY/elIK/AR12Cnl3HX1mPlgv42DRZc7DaDRfvwCdoBHzVIN885WD\nDg6CmNaMCTmgby7tdxDJ76/5vpYPaM895gnm3N/7N/1BFm1YHDAxH9pJQw85Gk77nhMH5xiXMwnO\nStmY8m7a52+PzcEvgzz3lTl04MtgiLFY7qBHnb32mGnP2f0kZdMF+I55tLONUaYN8wf32AF0XxwM\nMN+j63FSHEAynyBb5qU6gGl+4HKfrQOREwKYpotpb8eNZwloOTOYpGTkzC9uxzLMPQ7U2Ynke/oN\nPbyBDHR0qT/OpXUYTh32AH1he8Dc2bnngjYOBlMBAx2ZV96HE+cqIsbLfDuggQPnHeJ5t2V/YWGU\nv/N3vpatrdPcvbucvb3V7O0tZ3d3OQcHqzk4WM/JybDHB8iN+YSxGGfwue0D883n8Cb8ury8kF/8\nxT/KdDrI7ds7uXNnK7dvb+fWrbXMZv0zRG0rGBt4EfniHZYh+gkv0hePw86R9To0R297OYudf9s2\nt8l8WZ/hhEBTdAfy4/MYsVXGf/CTAwVgrKZpeplH+oGTYsxVV3qgk+H1OiHhQBzODgkcB0ahNcFM\nLhxJ3wf/1DbduoN76I+DhMiPZcl4eDQaZXt7u6e/4YvDw8PiS7Rtd7JFHRwgwNi2bdkAyXgd+voZ\nMK4DyhsbG+WYlp2dnRJwwNFnI6DFxcXiwLoP0MRVENyztLSU/f394ichBw6SMu66bTvK3u3YG2kR\neIFOrnajHRIFxn1HR0fZ3NzMeDzOzZs3y464Xp73Wtcb5oTC0ElX800q/sqVK1lYWMje3l5hHqIE\njjrh4AwGg0IsMo8PPTTIv/k3F3nllVn+9E/Ps7aW/MqvJM8/fzdf/vJCfu/3xrlxY6MnSE0zX7y7\nsbFRGIp+4QSjBIgSOKKOgMLIKBWUEE6Gow8Gn4721FFRFrWjXNkGuQajvHs2m9d9U0JgJYuxQHHS\nL7eTdADEwNOGz0DakRoUp8t4iKx6Yb0dD4SkjpIhjEl6BoPL0Tq3aSeB/gAaif45il5nqQBednh5\nvwEvYMCgCN68DGBjOOClJD3nk/EANuzAEQiwMsZQoAyYd5Se12+a1uPxuBdosdNTByPga34wOvTN\nBgQDxr3IJfPh6DN9uSwzxnhRsMgCANMBAPON+w3PY0yQI5wR5NBg3H8zD4yT9niX53thYaHnoNSg\nBeNvGbF8mF/RNfCy38UcM/d15thyaZBk4F5nE05PT0tAgPHYQURnEYFeWFgoZamWUwOGlZWVUp5j\n0A5/2Amh/7VsAeDRo/y2DnAW1eV75reFhYUSPDPf1BkeO+cGmgTv6K+jzbTTNF3pUe1AEdDx+7m3\nDmY5WMV8WzfStpcdALQdfOKCbuZD1kle9m7rOO6r5cSBAo+VfjowYWDLXBjAoB/IDsAvlz3vIJOd\nAcsrNCdYZTowHsZyWWlckvsCWuhanq/LCK9cmWR9fZxXXtlM0/TLzAGtBLaRG+wh8ugLmi4uzs8r\nh7dtH5aXl3NwcFCOdKC6iX4Ph4v5/Of/Sn7pl34/OzunSe6mvsbjYW7fXs9/+2/vyosv7hTaMZdk\nWhw4rNd30RcHL9BJjG/ep2H++I9/JH/jb3w+jz56uzw/nTbZ29vMnTvbuXVrK7dubWZ390qOjrrK\nD2SLsYG7qIiq+dK6Ajmyk1Trznk/+ks7anvEHDjYRzvwC0FRL0ex3aA/OKAODtF/eNL2jvfWWIPP\n6+CJdZGzkLTry+W9YAD6ge6yM2Z94mNx0NOmMe8FnyBjDrzZATXWcdLGvEb/sOP+zBjHmBo84fmG\n3t5rJUlPt5M1pHzVFWdz+RmXefp/iXuzIEmu67z/y8yq6uqq6n12YEAQiwkKIMFNBEBShEhRtMmg\nRIkSZSpCEqWQLIuWRCv0INKWTAO29WA5HApF2GGH/eKwHZb14kWMcFiULHEFCIBYhhgsgxlgpmfv\n6a26uvYl6/9Q+N38MqdJvfxtZERHd9eSee/Zz3fOvZfqLXERhS7mRrGKdbvEUOQZS0tLQZ7hKXz2\nSi/j2N/f1/LysiaTSajGIquMr1KpqN1uhyNceL1UKoXXiuASgAHzHA6HIR9aWVnJxcq9Xi90zB05\nckSdTkfT6ewYSOKXTqeT29PnoOsNS0IxvAcZYm9VfdObpAcfHGo4TJUk0tzcQIPBUHE8UhwniiJp\nMomVJCNJkQaDVKXSQLXazDGfODHViRNZKfiOO8a6446xfuZnpJ2dfT3zTEWPPx7rpZdGkmZIKY7J\nE8/V1YHW1vp6+eUkh2wTfHl7BQZCUmjvwaD6XHFq3rIkZcER93dn6xVWxuYom6NPHtyRnPKdo0e7\nSpKhzp+fzy2o53mgNiikJ44kQ7XaRHff3dXp0wuKojhniFzAaaVB0T1xGQ4Hete7enr11ZqGw/mb\n2jWLbQUYSHc2SZLojjvaardjXb6cVTVdjtygeXDN3CaTiRYX+zp2bKT19UPBYGJkMGgYQBZvE8Bk\niNNQb3tbX2fOLKvXyweqXO7AHEl1I3rvvW1duBBpd7ecAyiKDgt0lPc8OLzllo7SdKT19WyxPM/D\nGRZbQr2CI0mHDkW6/faOvvvdhUAvTxKgIzTwhAo+JslU73lPV88/X1ank80Fmeee6Abf9wB4Op3q\nnnv62tpK1WxWbgIseK6PHbpyTadTHTnS18LCSOvrWUuZV5UYh9MaXYfH1epI99zT06lT2RFS7iwB\nPJAhnAg/OPD77mvpwoWKWq38+vfxOFvT53NhHJ7EHT++r8lkquvXG7ng1wMDlzfkj/vMeDzRm97U\n0YsvLuaAHwdpACeQRWSBsZXLU91777aef76u0WgaABw+jw3yNl8cMZ+TpLvvbmlrq6Tt7Xxlz/UM\n2eV9T4Kn06lOnBio0Zjq/PmFm3jsNs2Tc4I9dKNWG+rOO9t67rlGsB+uw5NJ1saJjfCjOmb0mei+\n+5p67bV5dTpZt4LPCZ66nHqnxnQ61e23dzQaJdraWgp894TXwVj0h7/pBFhYGOr22yc6fboWnvm9\nQBUP1nh/JgtD3Xvvvk6frmk6zQNzyIOP2wNsrwLffXdTGxsV7e9na4Ndf/i+B6zFtUUnTw6VJCOt\nrzdythp58xZ7ZAD6I9/1+lR3393Riy8u3ZRY84ONcxmGb9i+wSDVb/zGWcWxdPbssl5+eUGvvLKk\nfr8WvkeVwWnqNueWW3Y0GFS0vb0Q5IGqRPGaTqeh9a4Iwn7oQ6/qyJG2Dh/uaHm5r0KeHq7hMNGz\nz96qJ598kwaDupIEcGesu+7a0EsvrWo0ypYhMGYuT4Sgq8/t6NGO3va2l7W4OFC93lOj0VOt1r9p\nHEky1drantbW9nTLLVW9+OIdarfXwn0bjVTdbv7ILOyr6wv+yG0vCVSSZBVtB6fwLTyLeWH38gBw\npKWlrlqtBfNr+eOsvJWW75KgxnGsO+9sqdMZaXe3kQNsfP0nNhE6OtgUx7GOHh1oYWGks2frQUYB\n2VxHiuA99rHX62lpqaR77x3o8cdjJUk5xIXYLvd17HeCDjFPaap3v7uvs2dLGg4bobvB9chjBeLP\nXq+X63C8++6J4jjVa6/luyyI60iGqGpDS3zIeDzWLbckOn68pyefzIAqj/GWlpZydtLjBsY2P5/o\nPe8Z67nnKsIUdbtdHTp0KNDWO1awLWwexDN/8AdjtVpD7e8rbFQEOEFVFIBGymIUxtHv93XHHbEW\nFqb67ncVWumL4DEbPxWrygBFtdpUd9yxq+eeq94EvrH2k5Zinlur1cKa0LW1NZXLJT344Fhnz440\nGOS7QQDJ0CdOKoHObOzZ6XRuAj5usgGPPPLI9/3A/43r0UcffWRxcVFJkqjb7Wo4HKperwfUYjQa\nqVarqd/v693vjvS5zw30zndO9Y53pLrvvpHe8Y5U99+f6u1vH+ttbxvr/vtTve1tE73tbWO9853S\n/fenuvvu8V87jvl56Y47Jnr44Yl+7Mf6Wl4e6/z5eY3H+QX34/FYf+/v7erTn97XN79ZVbebVY1Y\nkyBlLaYe7PkmL2ma6v77u1pbG+r69azlxIN2HCjP94rrzECMddddI5040dXWVtby4K0lGBWExYMS\nxvXbv/2qPvShHf3Znx0JrY1ufHi2o9hSViUplUr66Z/e1Kc+taHz5xe1vZ1Vm5wGrvzFik4URbrv\nvn393b97SVEU6dSp/Hb0tHI52uhIOwpVq0X6vd97TXff3dHXvraUawnFgXqgyxiLVbzPfvasPvzh\ny/r2tw+r08mCMxwaARNGheCHID+KIn3oQ1v6+Z/f0PZ2VRcuZO29Hix4tdqNLsbg1lsH+u3fvqDl\n5bGeeWYh5wyZw2QyyRl+eMJYy+WSvvjFC3rf+/b11a8eVZpOw65wXhWDTsUkGfr8zM9c16c+taUX\nX2xoZye/7olkSlKOxg6ITCYTvfvd+/qVX7mi0SjSK6/M5/iP/Pr3kR8PZqvVgb74xbO6/faBHnts\nOTzfj9dwB1oEfXjtc5+7qI9+dFvf/OYhdbtZkOuBHXLjbdPuWH/0R7f0sz+7oWvX5nTt2lyOJwdV\nLj0IYL63397R5z+/rno91fPPL94U+LiMOh1cJqMo0pe+9Kre/e59ff3rx3L6687Wf3sLHff8zGcu\n68d//IZOn17Vzk6GCGMDsEvIjiPljOm9723qF3/xivr9RK++Ws0lvcxFylfRoC26sbw81Be/eF4n\nTgz01FMrAdEvBrrovcud25vf/M11fehD2/rLv1zVYJDtZgp/fFweXKMHaZrq4x/f0E/91DWtr89p\nYyPbkdYRamQLENJtynA41H33DfRrv3ZBpVKqF19cuCmJ4fs+J0/2Z4n6VF/4whndc09LX//6Ws7W\nM3a3i97u57b853/+vD72set66qkVtdtZtwPjgL4eCDu/hsOhfuiHmvrMZ9bValV06VI9B9owXk9I\nkRX4GEWRDh8e6Ld+64xWV/s6depQLtiG9t49UrTb8PzXf/0lPfTQlr761cOaTKY3+R06j5Blt3nY\n409+8qo+8YlLeuWVmnZ3qzf5QWQT2XBwzP3K29++qXe+c0flcqpjx7q6776mHn74upaWejp/vq7R\nKMnx3vVxBuCM9Zu/+Yxuv31PTz99S+BdMZHgt9OkCBJ/7GOv6OTJlubnxwcmoP1+SY89dlJ/+qfv\n0KuvHtVkUgkxwnA41EMPXdbf/Jun1WrVdePGYrCzbodcp+FVfj5lra3t6sMfPq3V1X01Gj1VKgeP\nR5KuXz+sp556l772tXfr6tXjSlMqq1P9xE98RQsLA12/flhSZkNJSJA3wPyDdur9oR86pTe/eVMb\nG4c0nebP/+TyChDJi+vWXXdt6tOffkJRVNLGxqqSJA/u8beDhNjImTx29PM//1UdO9bUiy/eHuSK\nYB1d8u4wt0v8/oVfeEkPP3xZ3/rWUY1GWRKFbaPVknEcpKM/+ZNd/dIv7enatYouXUpydtG777Ax\nHpOhA3fdNdDv/V5TtVqqxx67uSPNkzXuUdSr6XSqP/qjPb33vT39r/9VPzDGw+e4//PYLkkS/Z2/\n09JnPtPWt79dUbeb+WMKQB67+UWynySJfuiHevrN32xpf186eza/J0q32w3JpiTt7e2FxBMAoFQq\nqV7v6o/+qK/bbpvom9+sq91u59qnsYG8zhpn5JZY9J/+045+7MeG+pM/GStNM9/vNrrdbmtlZSXQ\nFp+xu7urubk5/ezPdvWnZfziAAAgAElEQVSrvzrQCy+k2ttbyNnScnm2mSp0ocuUggRV0nvu6eiR\nR/qan490+nRdu7u7ajQaWltby3Vo8DfdLF5448zUdrutRx555NGD9P8NS0IhKptkIGyj0UiLi4vB\nKC4uJmo0Yp0/P9XFi7GuXCnr/PmpLlyQrlyp6OLFWBcvxlpfT3TxYqLXXkt18WKizc2Sbrkl/f4D\nkfTKK4n+5/+U/viPl/Wtby2o388MKQyv1Wra3o519WqsF19cyTkmFBOjiNI5Qs7f9Xpfv/7rG0qS\nSM8/Xw+Gz9FoX4PBOCTlEo7Pfva6brttqGeeWclVYt2QcpaTtyI4Ot5slnT+/KKuX1/KBYWU16Ws\nnU/KqkKOMG1upup0ynr22TVNp1krDpcb+ijK2vAcQdzbiyXFeuqpIxqP53NJgCfwjA8jxMY3s2An\n0nA4p+eeq+vGjWquUuTVG6rGBIy+Xi9JEm1vx9rYqOrVV5c1Hk9yAYAnvh5sMT/utbsbazIp6dvf\nXtNkkrXfQXeUkwTbA0Xm2e2WFUWJHnusoXa7mgvC4TE09XsQtGCU9vZivfBCVVev1nJJn8scaxqQ\nU4wmtN/dLanVKuuZZ5YUx9nROMirOw2v8DhyvbNTUpKU9PjjC7l1SOgNQS+GEF7lK1ZlDQaJnn9+\nWVtb1SCP7tCYNwmkI9bo0u5uokuX5nX2bD0XhGCkveLINubFdqft7VijUaInn1yVlN+hezrN1gB6\nEIP88qxOpyop0re/vaC9vWzc8JfAAjrgRKFPqTTbbXJnZ6oXXmjo+vVaDtBwgMWTRddNnOz2dqy9\nvXmdOrWoNM2fDYqMIVu+Tou5pWmqbndeaRrr8ccbGo3mck7fA1iXGeabtUTV1Oul+s53Gmq16kFv\neH4RnEB+kW3GvbMTa329oatXV3MAgNshSTmdhjbQe3OzpNGorKefXlKaZug78/b2JZJTSbljovb3\nZ4HKY4811OtVc50G/M14CFR8OcPs3iW124lefHFJ169Xc0mbAwuMwasF/EhSs1nW5uaczpxZ1miU\n32QNnS2OpQiGtNtVjceRnnxyTZNJtp+D6z2XB4muX6PRvIZD6ZlnltXrLeYCdewc93X9JSBmPnt7\nZZ07V9eVK/nj2FxG3Pf4OJljq1VRt1vRqVMrGo/zVXufj//vPo7X9/YiveMdu6pUUq2vN/TNbx7R\nf/tvt+m5546r201vuhc2Fh6Px1K7Hemll9a0vV3L2Q5fguAgm3cqeHU3SWJduLCoJ5+8Rd/85t0q\nl4c6dqyjbrekr3/9Nv33//4DOnduTUlSyyU8zLvbnddgEOmZZ9Y0HmdJP/7F/aXzVVLYkG5G91l3\nxPr6rXr55ZN68cW/oe9+9z696U2XVamMNR4nOnv2Dn3ta+/V6dP3a29vVeNxns5zc1PVakOVShPN\nz3fVah0JdtztepJk69qwn1RqZiBpSb1eVZVKScPhYtAXdqEtlUqhGsn33E6Uy2UtLbU1NzdWvd7T\nwkJfm5trKpXyHSzQqRgfJkmi4TDScFjSuXO3qNmsB1n2pA++Yyf5H5rOko85Xbu2qFdfXQjyzOf9\nufA0juOweQ32Zne3on5fevzxefX7Ny/fYCxeYPEiRhzHajYTjUZjPfHEgjqd+RyY32q1FEVRiCXR\nmTiOtbu7G9ZbRlGkvb1Y3/3uvC5dKgc7TyeGxwA8F9nAfo3HY+3tzWlnp6THHktUqcyS0O3tbS0s\nLOTiNY/3sPe1Wk3D4VA7O2WNxxN97WtVDYfZUgg26qGCmwcW8muPOx2p2x3rqafq2tycfYfjIslx\nHMiEf3Q3UqFst6s6c6ak9fWF4P8AFjzOIcb1DkT80d5eSa2W9Jd/WVKSzPKATqcT1pJS8IuiSMvL\ny0FO4Veapmo2pcFgpG98Y143boxCRdp3PoYnnlCz1KtUKoX9cnq93vdMQiMPTP5fXVEUTavValj4\nmqapVldX1ev1tL+/HzYZop+ZbNuDl8lkttOXIzCSwnd++qen+uxnOxqNpOeei9XrSR/8YKrBQDp1\nqqyvfW2kU6fm1e1Ww05YlL6lLOlz1JG1oa/PQZJCCwYBo6NHMBMhHI/HOnlypE98Ylf/+l8fCvNB\nMEFavI2O7/pGLCdOJPrYxy7pP/yHk5KyIxwwziAurOnwwI85IHA4Ut/wCQEtJsiuQI52e6XWd3ad\nOZK53BlJ3jaFU/WAAQX3taMoKM8cDAbB6XhVhkoCayGlm9eEOTLG5zzI5vtpmoZnTqfT8H0qFk4T\nN9yMxR0CfCCI9yo1xhQ0jUCSsfM5ZAy0iY1CPCB3Y0UfP4YQgAcED76yTtc3yej1ejkAwnlHcsYc\ncC6sHZIUZI52DOTA5QKnBg9Zlwgax3MYNxVXXxfjQbS3vaVpGhbKS9m6GNr6XN54P0mSsMEZ/MAw\nF9eIIacObqBbJAHIn8sC93AH22q1VC6Xcy3xrNX1Mw6L61rieNYWTqsQvMsC23FubSHO2NuEPQD1\njgNohT5g6zzQ4G/0wauaVE090HZZpkrllTivcvE5bKYDSQAkBEeso/HkGxlzffAKcJHv6LCU3/3b\nW+NI/pmb2yT0FltIEln0DdDG9an4OYIwBxCcDy7n2CUCaTYRgQaevCADURTl2tt8zZjbGOZKcOEJ\nLjqET2I+RZo6sOPHsKEb3o4Nf7wTiM9hBw6yn15BRq4cRIEGnjzxOejLfFw/sdkOZnqwB71mu2C2\nde+9LZ05c0h7ew6qZKAQMkKi4yAgdg3ZRB6RI/dpDnLxHrqKPrDmttGo6Vd+5Qk988xhPfvsrRqN\nSjl9dOCGda74B9aeIacEnM5Hpw12BFnE9nlge/Lkjh5++Nt6/vk7dO7c3RoMss4K5uPzc/DMYyJ4\n73rLOLAlB8VubhexO05Ht4sOVjMHeIOdcnAYu+VJisul+y10Gjn39Ybdbjfnl32MJJU8B/+LrsKf\nTqcTPuMb0Ozv74dTFBzc8KQXX44t9WVm2E/40Ov1cqdQoE/D4TC0nMJTqr3tdjsAda6DyC++1wGf\nYsxwkM3E/+JXfS0zlUv8CDnGZDI7NYKdfZvNpkqlkhqNRqAhG5cOBgOtra2FdlriG2zE/Py82u12\n+H6/31e73Q73ZnMkdAvA34FZKojM0Xd+brVaqtVqWl1dVbPZDOtLZ2BaSwsLC8EHAFATd1erVXW7\nXY1Go5Bbuc0mRsPGzJYqzHbzbTabIZHe2dnR0tLSTf6ctaCLi4uBVpwNSwzYbrc1nU4P7IV4w9aE\nolz1el37+/vq9Xra29uTBNLSDM4Rg52m2Rb4/D8azTJ0+swlKU1n6z3+xb9Y1LPPxur1pvrUp9r6\n/d9v6PnnS5pMStre3latFqtSkRYXF8PCfoyYKzlC76gVrY2e3CBAxT5xjGOlUtHW1rz+9E+zoNwT\nQT4LsseW0B5kz77X0JNPNrS8PEMaWGuCUuL4SdTYnIhnsO1yu90OiStJDUmeOxwWXmOQMHAzWmfJ\nWvFK09libIIf5lmUg8lkEkr27rg88OR+HrASUFHx9YCEIJ7Nmbgw5iQ7koIDdoOHIfC5HLR2BCeJ\nM/WEA3qxgL3YNsM8MNiO0rEbHXR25IvnEmjhBD2RJyj2tbjcG/mVsi3yoQPy4ff0QIB7YzgxXASX\nyJNX4nCG6KwHqNDLbQLPw7GTHBWTe1+Hx4XMEoy5XjI3ZMQTUmjrgQM8ghZ8l7FCLw+6kEPuh41A\n9riXAybQA8QaWjuA5TQiyOUZXvksyiw/Dmy4rPLbEzQHHPif7zIetwPQHz335JK/ob8HFtwDejAn\nd85ecXQ99iCd+zO2er0eQB+3TZ7wFJNi7N9gMAg8Zi7YBxIl1rt6dRRacV+XZz5DUIx9ciQbOnsV\nw2mMnLpdhkf8BnTg+Q5W8XyeiRw5Db0lH366PwAQ8qQcOnE/R8MduCHwAkj0xIPn+OYxBHn4d+eF\nyyb3L1Y8eM9BmzRNczvkQl/kjLlK2dmSrjMue9iW8Xis3d2SHnvs0Ov3G4U5ugzwTB+z2zgHHbh3\nkX5S1nHDfNwmwh/oMZ2O9W/+zds0mVAlUeCzB+7Ly8s5u8X3uZdXh9FLgm8SGsaJ3nm3EvPc2qrp\nP//nvyWJPRBGuaTDCwyuA4zLY0HXe5Jll2/3U4CgzAH9964ZdNnBTe/4Qcaht3/W+QAvkN2iPfBE\nyoF4bEKSJOGIJ+aHDGHH2LCKjXAcxMFG1Gq1EE+jT2yW47aLsZEQeicEIKkkHTp0KOi7byqKXHMv\n5JhEEztXBNyKvsXvBQDkNqsYI0uziiub5bgtc3AVnSD5IgbgyJDl5eUQA2En4IPL0NLSUqAbu96m\n6WxzHhIuimXElktLS5IUElcq794GTBFucXFRw+EwJLtRFGlzczMkz/CfM0Sh9XQ61fLycvChxBX4\nAi9mLS4uhgoxxTqARJLL/f39IHeSQgLqexAMh0Otra1pZ2cn8K3RaARQjrg1jmPduHHjps3Mitcb\nek6oNDvUFsdFwjCdTnNohAf/fM9bdzjbx4PXP/7jmtrtdjA6//E/RkrTrhqNhrrdZiAMjofdrUia\nlpaWtLu7GxRHyrazdiSQLY8dUfYgh4vxzqq/85L2c62n3J/EcWVlRceOHVO321Wr1cqN684773wd\nEflOMPiepIKsYaAJpnHCGCuMDkkPhoIg0Q2N78AJrd1xumMtBuMEcD5f2iAIPDyZJ8ECWcUBe3VE\nytaIoXAelKOMJEtuWH1THoyWO1sHPTDubgiovDAXd9DIpN/fUWw3lDzDA4pigM7noJXzxAMoAiYM\noNPGkXgpH2wWW3BA5Njm3R03xtnnU0R2XZ5xBv4d3/CK7/BcnuVoMnz288VIUqCBlAV2viMwSKhX\nyTDcXkXGibsDc4Te58gzqV7iULzC5nTjWU4vryJ64OBAjyfyXhHAhjAWnsV3SJYZI3RFH3Hsvtbc\nwQsSMOSQzzvwQxBGkImuAWa5vWMcXp3ynX99F1ivGnhluEgHt0Hw389RJRBgHoCJLi+eLMNr5ooe\n8nnsKPeHpvDK7Q739moTbViewGPXfBwAatwTX+C8g+8ED95a6Gv4mbPLricELpfYDwfUkBlshycu\nyDrzxMZge7xiCU1I/jxJwL5BZwc7PMhCN7165N0Jzk+XGUAF3wTEq2DuE7gfAIwHwMhdsdrNmN0X\nOuiIjrt8OzDkFVG3Z9hGv+B/0de5v/UEfzbPeU0mmX67f2LMURQFAB7+uv124BTZ9Q4A5MX9lvtx\nByzb7VhpOtFkMrypY8qTMU8I3XejL053gu/v1bnhoA7jQifd73oyz3hIljzpLfLa7Sc2h2f62LEf\n7m+4n5Qlgd5ZU0y+fQzoindEcE+62bBVzGFlZSXoO36C7wMCkpTDX1paSdLG49kRJGmahspfuVxW\nu93WwsJC7sQIB2e5oAcdcsTek8nk9U2TlgJPin45iiJ1u12Nx2PVajUtLi7mxru9va0jR46EmJ6c\nAr80Pz8feEBrLeOhMgnf+v2+0jQNO9xKCnEfHVZxHIcCFknYwsJCsM17e3shWaU1fDrNuh8OHTqk\nnZ2dIAMk38gUCTZyzFmlfLbIewp0JJ/9fj/4+el0GpJ2fDy5ABsmFYHSTqej4XCo1dXVkBvhezY2\nNkJiOxqNtL+/r6WlpVB9RRbZ2Or7XfH3fff/4uWBgZRtFU2Z3D/HJAh6/PsIPEkVu5Zi1PgcBJay\ncyWTJFG73Q5VCBAobxPycfgaiqJxknSTUXOnyn1vv/32sF6TRLhWqwWlSpJE1WpVy8vLuv/++/WJ\nT3xCR44c0bFjx3KB/EMPPaTl5eUQjPEcKTOilMHdmEoZYsrYPWDkd/E77uxwTI4U8z2+607FkzqC\ndr/gI4Z/NBoFdJTXPUHgN87aA2NHGX1tnqOSKKG/5wEi48Pw+uv+HNA+DKTTl6TN51AMSJx+VG2Y\nnwcJSZKEpMerK053lzWXb5+jBz2eOPiaRxyXV9Umk0nOSRUraQRrGB90ETlE5wgk/HIZ8f+5PGDw\nKnmRBkXeYRM8SOVz8IH/i/fw10hmnWeeUHA5PXwu3tJFUuh2zxMXeM/f7hQ8ePEAFdpD8yJwwOXr\nN/x7DobgeLGhHggU9dZ13KuBPIPnuxx61dSDrOJ8Dmqd9csDXP7+Xm3ajqBDU6+oOCDhvGRMzgPm\n4ImgJ9KAOVEU5UC1g6q1RRlCb7FpBOmehDlvsUu+4yq8ZMwuh1K2/wJ0YU4O5CDz/r7LlYM5tDt7\n4upBOfd2e8p83H/DA56NffXvORDigVxRLlx3uG/R93miSmDKe9hCt3/Mx3U7juMc4FX0wdht5M0T\nwCIPoCt+wOnBvfzzjN+TdQcz3FdL2QYsPn6XR6cP/HV74+C7+0r3WT5vtwvcn0pKUSZdVuAfsYn7\na2wT1R7uyf98xuMHwC6WLPCaAzFuO1kOAh2IxWq1mubm5sL6wHq9rkqlooWFBdVqs53neZ8YlWog\ny8587anzBtp5Ms1rrof8oDseCzlYhN2em5tTo9EIXW8OIjC33d3dwMP9/f3AI69mUXXDf5FMUzBh\nvBxjkiSz1tOiX0WHi51Cbg8Zr/seKfM10ImNc3gGvo2EmXt5V4gn28jYeDwOrbrILRct+dj3drud\n4xfJN59Bbx3QQvbn5uZC8jiZTALYyD2h09zcXNj1Noqi8D52EptJwlsul9VoNHJAIfTCh3lBrJiv\nIPv7+/vB7vJZ7o1+cm8/r5ck1m2P26zxeBxawL/f9YYloVKGVPETx7OecUrlUrbQVpohxVtbW0qS\nJLeBTprO+qLd0HG/paWlgC77PamSIhw4Rxw+hsUViAvHgyF2I1atVoPhQiloJcN5Li8vhzGhAI1G\nQwsLC4Gxg8FA169f1/b2tm699dYgfGma6rXXXtOf/dmfSZIOHz4cjByM5/soO+jEdDpbZwtywRrc\ndrsdnAmOxpEvR6agK0JeDNzdgfA57itl6LkHr14R4D4kPn4vZMafQ5CB8yEgROk8ICsiev1+PzwH\nGeA3vPX1aIPBINASY0ywwngIPqSscssYMSKOUDJOjDkoK+MA0fRgx4PXYiAJkgZv3Oh4skl1oIhi\nO8pLAM3zPIDDOHvgjQGmUsH4CJYJ3HjdAy1kxANBPueJCjTwRNjn57rrwZUHPx5MexLtTop5FxN8\nKTtaxpN7T048gPAAl3Yb1wm3gc5fnz/85NnIVrGLwenGXB10AGzzxIv3PcjHtmJHPXCDjgRkruMu\nj+gjMuzBM/Pl2b5+lOd58A4PitXJg5JLT5y4Z9E2eSBGouy6z2/G7v+7w/UuDi6e5zrsiSg0Qc6K\nAQLP53gOB31clqC1o/vwhmdAB7cV0MjHxD2x8SQdJC9pmua6CpgXwBT3QxbdLnoyC12QJ7c1TjP0\nzWno4Cby5XPwZ6KfDjxOp9OgewS5BITQD3lwUEVSDrRMkiTnN0jS8BHQuQjYFgE5B0KgN3LselJM\nQvgMgafrEYBZMYll3O5bnS/EDq4fLpueAPg6UZev6XQaWgt9bi5zjIOEy/WAz3sgDI0ZF4lD0Xdj\nX1zHkQHskAPIw+Fsr4RerxcSWLrZfPxFwAy5kfKdF41GI4DElUolFBmofvlvYkSShyRJVK/XwzmR\n7hfdjzNu6EUizpi8O8jHCRDi74/H2a72Hl8T/zI/kqw0TUObpsdfThtfF8x5uA6ukLhwkehMJhPV\narWgL7Rzw39sK+3fXlkjzkCO3G7t7OyEsaVpGhI6qrZOe+8icDnt9/vhrExPIvf394Msbm5uhjiT\nSqCDv9iwZrMZzgjGBhZjElpt8asAKAD72Ofd3d0AqLTbbbVaraCP+Eno0uv1Qk6CbFSr1UBH4o75\n+fmQtwCiUvnkXisrK6FY57E1/IA+xKu85227B11vWDtuFEUBcZEUBNlL8v46ArW2tqa9vT3t7+9r\nZWUlCJA7AZg1mUy0u7ur5eXlHELvAQHoFyiTCz2ODDSBHz4vzRCglZWVEAzEcazNzU29//3v1/Xr\n13XmzJngxNrtts6cOaOFhQU1m82AJuMgQdFYw9lsNoOxgvmUyK9du6ZqtaqTJ08GuhFA+DogHAcC\n4Q7CE0ZfZ4Zy+6YUHrigEB68olTeKiTlj0Hw9h4Mvre08Wy+hzP0RehSfn2mG1RPgvgcv3F0kgLP\nPdHwwNiDAqoSHFzMxh/e8sp4XRl5Lq8fFKhjoJA5kkHfZdCTE6o9IPjM1Z09vKPKjnH3QJsxsGbW\nKyGOrCLvw+HsCCXfYIpgxg8kR18BMTxY9iQEGUT+i0EqgSB890qVOwsHRzxJIIjxiiOfp22xmCQ6\nH50/Hkx65Y4WIi5fP1TUE+gLTWkRhN/Ih6OWPAtaO30deHDEGBtGwOS64HPyZN11xIMXB4XgERsn\neBXUaY6sFoNaxsPzeIYnAwTW2BNPTFx2kIViUuhrZJ0nxbbcg+TSE904zjZ28x8P6ouJFTLl8/Tg\nGhvl8u/LDIpz9b8dBHI+ux1HBhwo9ITIExSXBZd37Ab88Ao9/oEExFu33Oei0z4e5zU+hgqiJ9ZS\nvrNByldkeZ77cOjkibHzFZuLPQdwKNLNZcB1mcv9J/7I10HyfJdBbFRR1h1cYU7cC1l120FA7gm5\n29PiPXnffQ+tnvDJdRzeQquiveNzLo/IB7bQW0t5Nvt0EMwT77mdwV7xNyCBA0gseThIDxibg6P+\nPz4E2fJrMpmE+KZYdID33uIKXdiw0vWd95F9wAwSbeSC7gjo5lVnfrtd5vnwy7vz6E5xH40sIOO0\nhSI3DnT0+30dPnw4/L+2tnagXWbDQNou4b/LB7Qn0YmiKOzRwjPhH0vFPGZlXxOqoNgV70DiOw4k\nkZRTsSPuRa4YO3oynU5zmw8mSRI2SpKyJQPwloqy5wHMGXuBXNdqNW1tbeXiTOadpmkAJvwe0MOB\nRDaUlGZgsMfPzGNhYUHdbjfoDPKArSN2pJiHLrgd3d/f1+rqqpIkCRsXcSymgxYeC3J/Lxa4z2Mc\nFOTgeb1eD2uLD7resEqoI34oSBFRJhl1JJ6glF25OMMHBeJ4F4wBROM5EIdFwwdVxDxgwHjDWDeQ\nGJtGo6H3vOc9arVa6na7qtfreuWVV3T16lWdOHEi55w2Nja0sbGRExAqbJ1OJ1QoO52Out2u1tfX\ndeHCBW1sbOjq1asB+eD36dOndf369VwbEcgHhsGRPQJ7STe1K6BUzJMx++Y2LlwYKhJK+ATdUQwQ\nQE/6HNXzIJx7+No4voPQO0rp4yRpKAbtxQDX0Xi+52gqvHcAAuPmrSE4Y08YeJ5XL9xBeLWj6HS8\njaO4+Qgy74mVP8sTLypZyASf8U18oJmvy8W5MLYiiso4adXxwBMQgtfRLaeDJ1he+fWNQ3jd5REa\nONrncuEBHk6Lil+xkuWAgBtPT8Z80xHshn8HfXAZlzKnUkzMoCVjL3YtYFO4B44KGvg8DrKdDnB4\nYI/sOq+Qc2jPPByk4HUPbqn6eLWMz/Jdb/l2R8w8XBehAWOGly6XDlQ4DZ2ntLnxv9sDEi/025cg\neLDtcolN9+c5AOTBOLRAP7390XkKYME8PYCBh5KCH0KGkQde43+nMXYeHmOLPXD1pMHbquGbVx4c\n4HO9jeM4VKHcfnki5rbNE4WDEgRPVL365UGcz9vl27sPXDc88fRxOaCNjXMQwe276yEXc/LEkuDN\nbRk+hS4nBwDdpzgduRfJqPshT4Sx0QB0JDKe5KBf8B77g8wyVnS1yEcHzBzId1qhj1wOiDUajfAa\nwJUnrfDC7bTTnLir2+3mOnr4nPsB5637SweoHCx1WUaevVLuySjPcbo7KO3+hiSfe7ptj6IotGuS\nHNRqNVWrVdXr9dx7dCf5mr96vR58Nkmyg+8Oorj/c2AI4Ij38B3eSs48fekRtKnVamFdZRRFWl1d\nvUmXoLH7Dz4PCMBzmA9yhX0GDAfUYNdzxuyxnydlDubt7e0FXUSWpFl8R6GoWq2GhIjY27vc0E3u\nS0GAsaRpqttuuy3oEtVKxkXrNjEC9CTJZtde92/si1MqlbS3txee5QWy6XQakkW6IrHlS0tL6na7\nobKPTPrxMB5PUVDx7kGq0c4H5BsdaDabGgwG2t7ezp3mQKs748H3uax+v+sNq4SmabYwGgfvxhNE\n2itJBAiTyewA2eXlZS0tLYVsXVJuu2JJuRYHR3D29vYCk8jWS6WSdnd31W63tbq6GoIahOrQoUOa\nn5/X/v6+NjY2gmG9fPmyXn31VS0vL6vX66ndbmtra0tLS0s5FIBk2Xu23dgXWxxarVYQVO9bJzli\nDSvzwwhwX3badMNM2wJ/e2DiTlzK0G0QQIyTHwPAeEGEPOHH4cAfeC1lySNOLU3T0DoA3THk/CaR\nRfg9CeE5brgYhye6jJeEzrcwx/B6woFSjUaj4CDgE4g48+H7HIGD4axWq7lF3W5smQP6AMLFvanm\n0I7DcSsggo5+si03G7tgUAkKisExDtADc09M0EUPlB3FZtwElfDCEW1JNwUufBaZ8eDEk/IiGge6\nV0Qj3WZwfwcjcHjOfw8saY+DPxhxtxs4GFrOPMl0ncHp+lg8iYO+xeoVqLUHwU43T/j5n8/1+/2w\nk7Y/G2fKmCTldNA3I2McHvh64Aofi3NnLRAyhj0pOmHXNQ9e3L57oOlVCRwajhvE1gM+7oGzLnYZ\nFIMSbDCgHME09/LKEXzw4M4Ti1KplGtFxEbg39gsAtohd9DYbR0JsNsgr05CT+SKoCRJktAK5q1v\nRd4D+niAjh2AjzyDJJekx/cO4DsesADueYDvPgT/zXN4BrQm8IOPfKaYmHkiUdQ/B88cDJ1Op7kq\nDPbZk0WqXIPBINh6aAXfkQECWN+Z3btH4C1JAAmJJ9vYO5cHqjJF2+bdBQ4uIbPQzLsrPDlA7vw4\nmmKST8Xe+cKc3M/Snogc8D6dNV4tgwbwkjE5eMsYkJ33ve+8jh/fUrNZVbtdU7M5p1ZrXnt78+p2\n5zWZZL7IQRtkzNNVcl8AACAASURBVMfssuzdVQBU/n0fs/sKT3wYJ7pa9B+eQACWeBLvNsJBPvdx\nDhq4DYRnPjYHFbyTDfknsQCE9mTa7+V0cgCRI0pITjhqBH4XixKMnyquJyBeFHKZc/CEHeiZh3dC\nedusjx0ftLy8nOvSIE4lceJ9NlYajWa7BTu4SryGzWEDJWS9XC7r4sWLWlpaCvrG532JEzvdQxta\ndSuVSqg6ehwFzZaWlgJNSYqdZnNzc9rd3VWpNNs0iuTPwQzWs/qmR8gbv9HFUqmkVqsV2q+9241x\nctIAoMji4qI2NzeDn3fgBEAAuwjY4kssi9cbloTOzc2FBcwHXQQbnjThzAiiQHm73a5WV1cDkTG8\njpa4oXIl8zI9Auhj4DPlclkLCwtKkkTb29vBGINelEqz3bkcndze3taVK1dyQVwRjXXkH2OFI8FR\nJkmSW7tCwsP4MD7uNBDuo0ePKkkS3bhxI7eJhSdYfo+DkGopS2wdHSEBc+fsgTuBAnzxVhYP9FAI\nAibmKyn07PM9PutBM4YM2iVJkttIB7oy9iIfGIejrD4PLndQnng5CovRcOfK+DyJkJR7Dsa7mHR4\nEM/roFkYTxJwl3s+67vy+dm30B+aFCsA7ix9/sg23yGxJQCBBzhSrx5wDxydAzGuk57ceXDoSRtj\nxfCjx+i5V4xxwE4X+M/3nZ98H15wT69GMDZ4Wnx+kQ8OEvnzGJ87T6dPMTF0Gjmg5a856OLBqOsB\nVzEx94C1WKF1/ffg052k86gI/PE8/57T3HUDOnoV1cfLfdy+QE/oC5/cjhcTBE9ASX69HRd+Oz14\nzyvm3N/tA/rr4AP3I3Hls24/XPeLNoO5MicPjr21vfi+J5fQ1JMc+FEEnXzjIXTawU4PpF0u8I8+\nD77j8uljcDvpss3fLmueSDs4DS2ZoycZnngfZNddThzs8UTNeey+xD+DHPnc8UnYFgcw3M97Esl9\nPVFGdl1P/Lke7LneuG1yW+dzchnBb2D3XDYALOCDV7ccLHEbWExkoY3HNIz11Kk36wd+YF133LGp\n4jWZRNrfr6rVmte5c7fo2WdPhoQSH+hJn+uxv84Y3Eczbrc57peKcuNAD/qN3YFfRd4hg8RAzl90\nk7F6HMe9KIo0m83wXeRdyuI45NPPsiQuwU4CyPia56L8A6Z5Mum6UqxAI8tcxDXc04su7l+YK59h\nDsX402nqNPf3/Fg0xkvHiHf/ebxWqVTUbDZ19OjRYPOQXXIRgDhfzyvNbGS73c4BfpLU7Xa1trYW\n+ACt+E65PNvRlvW27peLYAhrOIkloFUUReE50mzJH63QrO9Ezkl83V/CZ6q9xeNUer1euB9raen2\nRO6p8rp8T6fTmzYj+17XG9aO62dbwmAIgrLt7u6Gz0iZIavVamGTnul0Gs6/GQ6HoTLK/fv9vjqd\nTlgMDvotzRi9u7urxcXFnAPnmRhMWhXOnz+v1157LZSfeY47FQTTnRRB+UEIcRHxnE6nNy3aRxmL\nFUgPWjEwfm/ae2699dZAY1q+ioGTK78HMjhyT3gYJ68hbG6c3IDg1GiLcOXgeb75AEGgry91h+xG\nCD4BMLisMNbBYBBaSItVOZJI/obGnowyHu6NbPEM5umGFKQcGYEvHmTxWac9MvP9AhGvzMB7eOHo\nmiPDXmnDySLXVGUdiS0iwX7WLC28PJ/neGJaBAy81ayYXHji40g29PaNtXhGcfdkB2CgvzsoDLE7\ndnQJZ+PfI8nwwNaTJnhTTEDd4MIzTySQJ9+YANnzAIHv+fiQHWTAgR6//0EAgo+pqJvepoocYwP5\nvNPK+QC9vb0IWhYDCU/qPFFzGiMvrkPoMLLhu0h6+zMXculryRiTz8vpjG760gKfB7rn1VzmhFyA\nuqNjrofwj+8yBgf+pPyaZGjjvGRePNuDfHTOQbuDEhfvkICOvgGMdyYwHgd1GAe/HeiAp6Dk6JAn\nAA5QMReXK2TG7T3Pgi98n88TaPN8/od20IT7ehWRi8/zw7x9bbMDT9gxOnB8iQf3dZpi01ze8Xdc\n+CmeAU3cbzNvB7cdXHF/i91z8KQYQ3hSiLzSRcHnsRPQzoN+YhVo4bJAzEHcQ9sj8lMul1Wvj3Xk\nyBXdd98r+vCHn9VP/MTjqtczmviVJFP1+2V95zt36DvfuUVpevP5q8zTdcl1z23d7J55v+y6VfQx\n7jvdLkBf5wlygEwWAQPvWnBQADnHn+O/WU9N7MWGR/yNDySG4V74IT4PSOJxoPPZ4xjkHvlgXSY0\nIZZzvSoCEQ6soBPQpghqEY+473HdcZ/LmEjuiIFpN2WcHj9wXjExSqfT0XQ6DeANmwdJswIItojX\nPb6eTCZaW1tTtVrV2tparlBAUtbr9TQajXTlypXwHRJi9H1xcTHoFLID36E/fq/X64UjKcfj2e7F\nCwsLOXvmcQ9AZxzPzjfd2trSdDoNyxHjOA7fJ4bs9Xo5u8IYOEsUmnQ6nSADxDToCz6aY3i+3/WG\nVULph0eIfEetOM7Om8OQ1Ov10NKIQUSB9/b2guC4MQYdm5+fV6vVCuf54Mho20Lo4zhbzEs1DmPa\n7XZzAbKjJL6wn/8JvP3gXRIGxoeCxXEc2mAQGA5clxTK+AR6CGsxGON4G1eU3d1dPf3006FdjwTc\nkwNvHeE9T5R87J4UeqLufzMfD54lBUHHEHqyARLjtIeeXu0gsDqoEsKzGC8KzuXG1QMcDJu3lxHI\nYNgZF4EHz/FAm/G74XcjDBIHvVBonBR0x5lhXL3a5cEvzhO+enAELUCtmKcbZxwXRrsYqLg8kvji\niNw4eWCEAYb3jLmY+PMc+Mu4HRxBv92xQysPZAkE0DenbbE9DXlD9jzJRxeYmyeX0I33QJy97dRl\n3YMzZMATDe9Y4HJk1u0YPPfA0/lVlDF3lh7YM3ZHyh20IDApJjfImlfpXVeYs9tADwo8OS9WdLi/\nByTwFPl254xd97Fz8Tdjc3DQee2v+3ydjszXkx6vpLmeOIDgfPOAoBjUYp+hlQegPp9i0FUMaB14\n8gPioRt8Rt/xKUV7wmcdjHU74gkRl4MfrifOg2ISgJ7xnuufAxG+S7XbFp6BXSL55v5eEcX/+zg8\n+XL9cyDQwR/3P9g+l3Nf4+XrIJEzB0l5Ljwaj7MNq6g2FuWIMWLf3aZhh5zu3hLvNtflAH1C1jyW\ngbaMz/mKnLoM813u6ZU458Hs6unIkX0dOdLW0aNdHT7c1tpa63smnMXr+vUlfetbd+ncuUOK40Sl\nUgbcIlsOWjAOXnNQ4qCk3e2+08z55/qCLS0CRW5zoSv2o5iMQi/uiQ3yuAD6u1/zqlsREJhOs83S\nXMeQV5YHQTtPTh2w8O+5LLFZFO2bjK147rTbWO9M8HZ4B6vcnkJ710PsF5V4KavEjkajsCwljuNw\nJia5Q7fb1crKSm4JFYUd7AdxCza/0+mEWJSle5PJJOg8ssMSIejG9zm1YjrNd6GNx+NwHCP34Tno\nC4AH9svzD/bBWVlZ0dzcnFqtVtgLhzl4MYYinJTtmcMZpgCrtVotyIvvCeDt0e12W7VaLazZZZ60\n5zM3bOF0Og3tzuRuB11vWBKK8DBwyv44ASozGGaYwIQIFDywAwUhuPbWFLZoLhoL1uy4w5Zmi3DZ\nVlvKNlAh6Nzb29Py8nJO6RBSdrsqlUpBYB0F8iTMnQOCWiqVdPz4cd24cUN7e3shuAD19yCLH3fE\n7hAp9XMgNe0zOG9vyWB+BAkIkvf+Y7i4hydhjoB54uGtoygSLRMoGWiVJ6yOzJGoosgEJJ1OR41G\nI4f6QBtQtTSd7U7mu90xfhwOLSeuiMgEhgX59IAehwAtpfyB49zHk0w38sihO27kxoM+PgOvPXDD\nwDvgwTOXl5dzSZg7WAcUCG78PXdqGETfYRMaF4Nd1wmvkEoK66h4DrxlLo6k8j8Aizv2YnLGe+gU\n58rBFxyg658nfOiV2xRPwLEx3haPHCLrB1VX4jhfHfPxM2foy+ue2DjAwbPcdlERZv7oMM9E53De\n0JZnOXjkAb9XK73CU6R9sbWwWMH3cSMLSZLk2vjQUd8Jk/v6BkbMxxMiviNlGzG5fjl4wgVtGUPR\n7ngVE1nwyiXJGvaFjTuw/f1+PyDWrsPYFWjgQIgn53756x6cYXPgFz+9Xi/YVoIcqlDw2kE1TzII\ngKCpJ5LwxJNrB408WGGMPrdut6tqtRrGxuv4IXaLLvIJOcIeecyAbE8m2fo+Kh3YbNcNl3tkvFhV\n9oDaZQ5Zx896sO+Jiydlrk/Qq9h277oB7Yr2xG1c0b54AkoyRVCMzyjKry/f4fvuvwG7kX23mcgG\ngX8xuZ3NZaojRzo6fryvY8d6Wltr6ciRjlZWejfJN1evV9HmZkPb24va3l5UpTLRBz/4gqRZ8vmN\nb9yh1147oiiKJWXVTk+2K5XZLvYOWhZteBF8gG7OO/juMujJLHYOeXAglPt4ku5+Dl/pew9gP9I0\nVafTCTaROfh3HMxy/8BnXYfwGwBUzMWBQ6py6ANrtpMkCfufQFuegT1hTWWSzM4GZX7IKrEkr0dR\npO3tbR0+fDg8k6TYdZLYx2nv3XbYUU6KoJLX6/VC0YE5E0/Mz88H3jWbTS0tLYXqHQka/n1hYSHM\nG5lpt9s6dOhQ8Ie05G5vb4dEi2TR9+bguQsLC8EnkIuwxwStreQVyEOr1cptMunxCfIIH1kf6vum\ntNvtkIR7/jOdTnPFGRL4RqOhvb29QL9araZWqxXkDzlI0zS3CdR0mlWY6aghr/Ble9/rekM3JpKy\nHeVIMKTZ5kJsUkAL7WQy1G23VbW9nbUYYTClLInAaXoiRa8zr8VxrOXl5ZCUoOgolzRDMSh3U/HY\n2dnR8vKyoijSysrKTQg4QWmlMjvIeDQaaXt7OyRyCLxXAlA+BE2aBeqXL1/O0coDOz5PckjA7Uao\n2A7kRtARQpAdHDkGDUcfRVFAPTC0nrCRZOHICK6oInuS7DvfeusFNAPdwlF6oFK8GJtXJwAI3LFC\nN46XQD78HD6cFOtcoJfT2pN2P1IFJfNA34EOgg3nJQEV8u5BDHyjcu2VTb+nlKHP3gqFE/F2ED4P\nQOOOGUfh83VZ48JBkKz5ul7uVXT4rlNFp+/ILfoKIuutnchQMYjyhMzRW0+4nQblcjlsroCs83lo\n4veBVx7kYU9oJ8MR+npq6IRd4mBpD5YOAjI8CXcaIuPQFv66jPE55uVt0zh/gI0ikMOz3JbyHQIt\nr7LyHg7PqzjQ1gN8El+fK/benaYDH8hZMdB1uXTUniDFbTEyCi+8cgA9sL/MlWDE6YYsMBbo49UN\n11PXVw/WPTFyXXNH7uNzQBRee/CLTCET7g/4rANCDnqAfGP/HMDAlhEg1uv1HA+YWxRFAfSDt/CZ\ne5G0ME/GyOd97a0n+47EE/T5HDwIZqyOvuPvmZv7RK8CFpdZOIjioKEkrax01WxGiuP5HFDi4I1X\nJYugGHMr8tp31nTf4101XiH1gA59c/0nFpCymAiZcVktgiPM15emuK5gW3wn2HI5Ub3e1i23DHX0\naEerqy2dODHQoUNdJcnBe30Mh7E2Nxva2mroxo2GNjZq2t5e1HBY13g8o+n8/LwefPA5Xb++qG9/\n+x6dO3dI4zEttPk4xm2qA7IupzOeporjLEHix+0U9GB+0Ny7RbDPDlQ5HdEVB9ccbPLlWK7n7jN9\nY0F4AT9cdg7yq+5/vMqKzQaMJzktlUrqdDphXA4u0jrNBpfMycftBRz0k2NHvFrvsQ78cR80neYr\ndvAHmvM6m/IcPXo0VO+I471VOk1nmyjNzc2FxL5SqWh/fz/oiv8Q3+MfsT3QmE7Nol3CrrCjM3Gt\n5waDwUDNZjMky0W7TI7hHWUOoBGrAODzGeJl6BLHcdhMqFSa7aDb6XSCjTl06FDQ71arFZJfxuox\n+2g0CrwvxqqlUilsDuhFEfjG3Hq9XmgX/n7XG5aESrNyN84S5ZtOZ2fl7O3tBQc4Q0pK+uVfHurW\nW4d6/PFITzyR6MUX9xXHMyOE0hUvFzhQb0mB8RgIUB2UvN1u5xIh72OvVCra29sLFVdn0nQ6K0Ev\nLCyoUqloc3NTcRznEiSEfDQahZ18MQIoHYuAMVgYP0dgeZ3Ez4MzT54c/SJIcmOCgSMR5jWUxM+t\ndOTWE1nmhkDDUxw9PKLf3KtN0JWx+jwZryeWPja+xz0IMqQMSHDUiPZTRzehWVGheI+KjCfoXjED\n4YKGjM+rh+7UXF6gKXN0xJF5AQJAK34zBq+oIxu+2YDTBJnie15tcjlBPj1gl7L1sPCDeVKBcbq4\nTkAzT7ocGWZcvlaSZ7ujdyPJZySFKo7rmOsjgEdR5p3+3iYI3bBL/E8whjy7jfAEgHH4emC3dYy9\nqEPw1gOig1rlnb7wzatFvM5rXqlw/eY5jL+467LLGTLqgBQdK57MeAXFK4ueyKAXRRAPnWe+VGEY\nuyeFbuM8cfVAx1F4KatsuKwkSZKrPJGMeDUYWuO0Ceo94fWkFbrgd9yuQQsCD28FhAYeUBdBHilf\nDTuo7Y4fD0J5tv/tOuS2gNeKAEIRgS/6Ey5PDotJMO+7HHIv6It8+dicll6dJPn2ykmRlh68QxtP\n6uGF+yB4E0WRGo1U/+AfnNOrrzb04otLOn26oWazEu7tazBpT/PxM2YHIV0v3R4VQVCSJPQfe+Kt\n0+7nPUj153nyAx2cZ1yuk9y70RjpxIl9HTq0r6NHuzp2rKvDh7uam5vc9P3ZvSNtbc1ra2tB16/P\nfu/urmh3t6rpNJPHme+sKo7za1xffvmkvv71tyqKYi0stNRuT5Wm9ZxtY3y0LjoNPUGM41iHD2/q\n5Mltffe792oyyXecOI/c5vFd7JQXNfgOtv4gP+X8lLL4xP0I/EQe8IXF+yPHzi9sEDYS4AgwHDkv\ngllSBiIRM7s9wx9FUXRTUghdSXhoU3X9pGuJ7xX9EhfrLD1BdtrCR0khMeccTZI+ltSlaRqW2rld\nc8DFlyJMp9PcaQTQifgC+cTOdrvdsNzNNwnyjXzc9nsSBv8dpOV/xoMtkrId+vErk8kkJNKsYeUe\no9FIy8vLOYCX314sGQwGocrqeuMFEu/2Q5+IbUulUlgjy9yiKAoFwyiKQn5FbMauuP6Mg643NAmt\n1WpBkEkUpZkCNxoNlctl1eup6vWW7rxzQU880dODDw716U9Ln/70RHt7kR5/fKhTp2p67rmSrl9v\nBsNCzzO977fdNiuV7+/PDqpl5904jsPRKgiDJB09elTD4VDNZvP1cU109OiyhsPszB4C8na7HTZE\nkmbM5MxQ7pmm6eu76w41GGTbZ5dKJf3oj/6oTp06pc3NzYCkuJMFUeb1Wi2RVNJwGIUgmbl4VYfk\nxQ/EzbZOLqnd7itJyuHzvn4DQSY4dYcpZdWSanWq4TC/yyeOuFqthoTIUT0/XmHm4CP1etmaHoyH\nJ5COmPHsJEkCyjI/H2k4rGo4zCp0BJIEqRgW3seAk8RVq4niOFUcZ219PIt7YCxx1PAGms3oNdJ4\nXM7Rz8+FhQ8YPa84UcWcmxtrNKrcFJQxVtBON+6O1M4SooFGo/wOh5JySarvBsq4JL0uI3WNxyOV\ny2NNJrMEi0X0aZrmjg3CQHF/ngfoUK1Otb/fz8kPThX6eFUdowqKN3MMI5XLWbJO4uvAiydVUt7Z\nzsacKE0nKpfnczxjPsitV5lpifFgoV6Pc3JPkMKcPcHHKDvSPJP1VHFcUhznA0zGTQDja7ajKDuD\nbxZ88b38GbUeXHA52IKznQVWiZJkqDQt5ZJiX2fveuDtXx441euR9vez6gK2yBNIT6gBvEC6x+Ox\najWp3c7aw50mfNZ3P/QKrCd5tJl5QOK2xIEYHLfTfGYPxkrT/E6//X4/oOVeoSZQ5bPoaak00WgU\nKUkyQNETL2+xA9n3AHv2HalaLWkyyXcgkOQX17NBE2zczHaPNDc38xkAatgV+OFzdx2CF0mSqF6f\nqt3ONnHxwM3tGn7YfQd6C8DlFXbec754woT9zWzySNNpHOwlgY4DAkW77wkMMnP8uJQk+69Xa7BV\nc+r1Wq/PKVUUSVEU6/r1Ob3lLft6y1v29ZM/KV2/XtVLLy3r4sVVnT27qCTJ1hNjW72y6EBSEUyp\nVKQkiTUe54EB93XMD/2igpO1WcdK06GSZC4XcKPP7kfguycJ8O7w4X2dONHSLbcMdORIR0eOtNVo\nfO+z/nZ357S52dCNG3XduFHXxkZdGxsVpWm2rn8mpyUlydTsebb+DBlgXNvby4qiGU9PnNjRW996\nVf/jf7w3B6L4unz4zpygyex+Y3U6C3rgga/pTW+6rq9+9UF1Oss54Ao7mabZTqj4WXS7UuloNMrb\nFf/uzKaXc4kq7zE24jXAPHgCnQBVHCRznxBF0txcKgri7r+wRZ7Me1cO1+wIub6m0+UQj/ha3slk\nkmsRJu5w2Z1MJjp0aF5RVA2JHHRjbsgTdkCSjhw5EvRwZWVF0+lA0+k4HPPhYJGD57SbYifRr0ql\nolptoF5vqk4nS5QPHz4cABxkZhZrNtRsNkNidvjw4ZDgHTmyqNEoDnYVftKii/7t7u7q+PHjAZSA\nf3Nzc2q3dzSdDhVFpVxrsC+LWl5ezlUx/WiX2REtseJYun59JxyFJGUnRbCjLoWtZrMZ4rJDhw69\nPu5E9XpJzeZM7pi3lBV80D1vzfUljHEca2mpql5vpMlk5uOIHak+c1QN60VpP8aPLS8v66+7kkce\neeSv/dD/39ejjz76iK9pgZmSggJMp1O1Wi098MBI//yfp/roRwd68ME86latSnfdJX3gAyN98pMD\n3X9/omp1qu3tRJXKYghg5+ZK+qVf6usXfzHVk09Otb2dGWQSVoyWKz/rKGu1mj7/+Z5+4ze6+spX\npG43f54dPdWOclHapsVJkh54oKNHH72mjY05nT+foWzr6+uBkaCnRaQUg7CwMNbv//4ZLSz09J3v\nZGtNHRX1lh3mg/PBGH7+86/p4x/f1p//+WIICqT8eXoe1Eq6Sak//vENfe5zF/XCC4va3c3WMUgH\nHyGQpmn4PnS6886e/uE/PKt+X3r11Qx186qHB+6OAmMgq1XpS186p7e+taXHHlsIyYQ7C5AbNnMi\n4PTg/hd+4aJ+7ueu6RvfWNVgMM0FMyQhxXWhyC/8efDBPX3hC5e0vl7V1lbmsLwSxf3cWcGfNE11\n+PBQ/+SfnFejMdTzz9dyz6Fi45tmOXrI/+VySV/4wnn9yI809fWvryiKMpTMEVKcticazGc0Gunj\nH7+qX/7ldT333JI6neysRzc03AuaepvbdDrVW97S1iOPnFenU9b585nBdbnyIJr5Os/n51P9/u+f\n01139fXEE41AM2hCixGGGT1yJ5qmqX71V9f1Uz+1ob/6qwWNRpmO0VYN8ut88Tb9NE31wz+8o9/+\n7Qs6c6aqa9duRtWLVUvnP7pz/PhQjz76ssrlsV56qR5kwdFmD1yRDf87jqUvfvEVPfDAjr71rdWc\nrtCGh8wjd568MJZPfvKCPvvZS3rqqUUNhxkKC+jlwZD/oAPD4VD33dfS7/zOGW1vl3TlSi3Ij/OW\n50FT/3s8HmthYaIvfekVnTjR0/PPr+ScHc+HBh6sII/ve98N7e5WdPLkrHVyMsnbnKIdwebDV+Rv\nOBzqQx/a1Oc+d0Evv1zT5mb+uBnssfMJ2+htpydP9vWP//HLmk5TnTvXCM92u+qJKes4vZIbRZEe\nffRl/cAP7Okb38h2hOd9r05iw/37yM/f/tvr+tmfvajHH19Sr5cl4sVKjSdrxe6bd75zT5///Mva\n2Kjq2rWZHhNQuz1mDj5fT8bK5YFqtb4mk/kcuAN93T8QLFHph1Z//++f00c/ekOPPXZUw2HWAkl3\nAjYeXeHenuBPJhN95jNX9NM/fU0PPbSt979/V+9//64eeGBT739/Uw89tKP3vW9XDz20qwcf3NHi\nYj4RazTGevOb23rHOzb1gQ9c1ZEjXUmRdncbwd6iw8QJbg8yoGGif/SPvqs3v7mp73xnJdDbfQ+y\nAI88gc/m8op+4ifO64knVjUY5JeqOOjqugzvkNk4jvWRj5zXRz5yRbfeuq+Vlb4qldkzOp2SLl9u\n6KWXVvT000f11a/eqi9/+aQef/x2nTp1SC+9NK/t7SV1u3Oam+vrwx++pEuXliVlibTria8190oQ\n8xyNhvrEJ07p5MkdvfnN25pMIl2+vHoTDdGDIt14/X3ve1oPPHBa1epIjUZXb3nLq+r359RsHgmg\nDcAM5yV6tX0GSN3Q3Xc/pUajqa2tozc9ExDZ+U1SSTJbrU51993f1v7+MQ0G+ao0CSt6XNRz5vS3\n/tZjevDB5/TSS3dpPM70xMEk39TRlxCgT+9736a+8IVrevbZsXZ3Z4Aae6AQh/gu4ABM2KcoinTi\nxEh/9Ee7KpdHevnlekjk0EHWBLofc5s367rp6l/+y1196EM9/e//XQkJNNVcQIJ2ux2WW0wms31f\nTpyI9JGPdPSZz7T0cz/X0V/8Raytrax402w2gx3gXGI2ZPJcY3d3V/V6XQ8+mOoP/3BPm5uxLl6s\n5DqYZrKffY+iDp19FFUmk139l/8y0m23pfrKV/phfehkkp3rHkWzfUx8DbwXQlqtlv7ZP+vrM5/p\n6s//fF6TSRSWrswKULVctZfCD3Fpq9VSmqb61KeGevTRlp59NtHWVhRe96UJcRyHtaLoC/JSqVR0\nyy1d/ft/31YUSadPz46ibDQaoQXa8wGvGLNPC3EqPHjkkUce1QHXG7omdHFxUc1mM2dMPFiYEbqk\nXm/mwOJYeh00uOna2Ih15UpFFy/21enEiqIsyD1yJNUHP5iqXJb+4A+G+tKXKnrppQx954IhXBjI\n0WikM2fGWl2V9vejgBaUy+WAqmCM2JIYRMKd+tZWSevrc9raytA/kiXuQ/CIMSSABEmK40gXLlR1\n+XI5t57VKp5vtgAAIABJREFUjS+o1fz8vJrNZhA6r7Cur89raSlRHOfbJkHhPLABDSo+b2OjosuX\nq9re1k2BnleGcP4YWa9S7e/HunJlTjduZKgXtEU5fQ2OdPOmRYNBrIsXq9rcLOcqbR4oY9BQVpyz\nJ1EXLpRVr89rOJwqjvM72bl84qA8EMaJ7OyUdPnynJrNbN7On4NaXrgPAXCvV9HVq1VtbMzlHF2x\nUuFVJmQnC/pTvfbanObmpDTNn43moAYtNLRN4Ny5btyo6sqVeU0m2YHc8AR+OGiSBVYZ2t9qVXTx\nYlUbG6VgwIvIazGQdRBm5ozntL4+r9deu3mNFTLH94vJtq8HXF+fUxxHmkzKmk6zpAKaeLXZ54C+\nStLGRlkXL86p2cySTa92Oh0Yh8vtZDLR/n6sS5fmde1avoXFeQRfCQ6LKHEcl3TxYl3DoTQeZwkU\nztKTPg9ksREEORsb87pyZaRerxJo5hV6dzK+IQ9AYrlc1s5OSZcuzWtnZy4824NKbItXAuhUIMno\n9Uq6fLmqa9eyzRWQE8AiHx/3JnC67baeHn74rA4dGmhzc07/6l/do0ploJ2dag5cKQIe0NwTuu3t\niq5cqardzjowPDCFdm77vbo/nU61v1/W5cvzun492xHbx4BMeVLhgMbsWanW1+e1s1PO2Q7u54k0\n67udz9zz8uU5HTpU02CQyT120Cuf2G1o6/LWbs/p2rV5tVoZ4OmgkQfmPJ9ODj7faEz167/+qiaT\nSH/wB/M3tTc6uOQ6ncn8DNy4cKGmpaWxxuOsjc5p7/Lum+rhS7NzLqV+P9Z0KkWRhIrlf9Pyn6pc\nvnmt42QS6eLFBb3wwmGdP7+icjnffeBrXD3eyHg90qVLdV25MheAGyoOyKPbH5d9l5erV2uq1Sah\nq8jtKN9zueN19JH/L12q68iRrm7cqOnGjdm4Njcb6nbnNJmkN9micjm/Fn88HuvEibGOHu3qR37k\nnL7ylZOaTPI7a7vPQje9w2Eymejeezf01rdeCc95//tf0ZUrS1pfX8vpgSc33Dubo3T77VfVaPRs\nvBN94ANP6vbbr+qJJz6oyWQpJIrECb7XxnSa6i1v+ZZOnDir0WhOly69VcNhLafP+K9i94D7aqmt\nOE51/PhZnT//N3L2xJODIhjjgNLu7rJKpZE49cJ11xN6frvvIYGcxaFlDQbZ8SpLS0u5pNj9FvQk\n6arX62q1xrp0qawbN2b+q3i+JLJerDIzjk6no263q3PnykrTfEXeq7vs5YC+srdHqzWnV14Zq9GY\nan5eGgwmITHEBpAcFsHg4XCoer0e5jeL21K99lqsS5cykJH3igCqpJAUwv8ZfSKdORPptdci+c7N\nUTTbQ4bNjmg79v1FuKcknT0bq9eL1Gz2VKvVQ2yAbwe8YZwUy+jOnE6nWl9Pde5crK2tLA7xmGRh\nYSGcKdrpdF6vjs/4wA7D29tTnT0rXb2aLVVxIII4EL33qruviy1W4otXVESU/19cURRN5+fnw2Jf\nElIW0S4uLiqKIjWbzbD7Vrfb1cMPR/rd351NaDSSXngh0ZNPJvr614dqtRZeF87W6+2MWVvQBz4w\n0cMPt/WmN6U6dEjqdqXf/V3p7NnZwlwO/l1bWwsl60ajoX6/H9rxsraZyutB5H7YSIU+bVCKwWCg\no0ePSlL4DgqAE4RpvhaOv/kMDto3YkGhML4oF99HQFB2BJbxe7+7t4iwaU2SJAG9OCjp4z3GJuVb\nfnC4tGNI+Uom/9OW5ci5Gx/QPBBkjBMG2s9aYh44baphvO6tOsWKild9MRielPF9XzvkCTJzdbTe\nF+VzQDDjJIj2TYIccfOKmSeZURQFZM2DcA8cQSGLySJySeD9vRJZeIfBgfZOQw96MKSMm3m4kcRI\nebIPSuytriQoxbUR3At0mtYfKpa0R3pATqCK3jmvfO7IggfSPh+vdnnC7Mgl7dlZBboc+NXv90ML\njQejtPyiu8izdzB4tcJbfD2ZIflyp+lBCfbHwS3sF1cxQfXgh7VFnqQTSDiA4gAN180JcxwQYEm5\ne2O/oLWv7Yf3fMdlhHX82IRf+IXLes97dl/n3wy0/Hf/7m/o5ZfrgVYekNPai4wgp4yDlm+nLzxz\ncGBpaUl7e3s5AGY0GuXWiSOLPLdWq4XdC9FBumniOA5yjS13UDBN0xDIQHta2h1YZemFJ9HcA55i\nzx2U8xZCfA+AAfYB+fIqG8HGPffsaXW1r6eeWlSvl/ddURTpox+9obe/vak//MO35ubnz3Qbi3wg\nC66PrtOejHhC7L4SHvE539XX7QB0zPgd63d+52UdOzYLFK9endfLL6/q/Pmjun59Rf1+Fpxhe91e\nQGtPkNwu8bf7GgfUHMxFz71S7L6JoNRBG+yNb+CE7yN4BzDwpB9d9yQpSbL14yRf+CDsNHyEv/jV\nYisgn2M+mZ2Z6M1v3tCnPvW8yuUMFO10yvpP/+mDarUqueQefnmcgG1fXOzqU5/6c83P33wUzGBQ\n1alTH9b29n1hHPCQ6t7a2nXdd9+XVa/PYsNLl96p55//SHg2+oi8OO89kSTYZ2M74ihfQtPtdkN1\nzYEV79BD77Ff8B1ecdQhNnM8HoddWek62draCmsqiZvZTBPbzAVQzXdZe+lndZMAsaSAarD7S2QL\n34q/891okVPsrsdIaTrbbIg1mZ1OJ+zjEkVT7ezM2lKJ3zxRwy67DYiiSO12WysrK5KknZ0drays\nqFqtamtrS2mahjxgMBiEJXetVkvHjh3TdDrV1tZWSJSpDq6srITNiChG3bhxI+QyHoP3er3Qcusy\n4rauXC6r3W4rSWZtte12W8PhMLT17u/va3V1VVEUhc1TkT+OKWT34tXV1QCuEOvs7u6qWq2G3XAl\naXl5OfAHOdvc3AzrT6ns4uPa7bYajYb29/c1mcyWU0LjOI4pht28AF1vYCV0Op2GhatStr4IZaa3\nmFa7KJrqYx+b6P/8n4qefDLW009HGo1AUWtK0+yIEikLrsbjsR57rKK/+IuZEt1yy6JOnBjp2LF9\nXbw41XSanYfjwRjEc7QNpKK40yIIHo7TN8RxR4mxwLgjeEX0yZNNDBgOgqCPYNDRN+jq4ydYgiae\nrPrYHEnzRLjo8HnNr2JLCGNg/G4M3EFBb0fKoLmPh3mz+QOveeCGrLjBcUX2/2nPkDK0EJ5IWZDl\nyT6Gg+pPEaWEDs43glFPwhhbcf2jV4eZD6/hYHydnwcKjKe4OQN08soa93Mn7Ql5sUrm43Pd4L68\n70GMyyHP5jkEQdwHQ+fJLcE6r6M7vOc89TZ011nG4AGoJ5je/uoyB035zXMIGpARRxbRL54D7Wlv\nkrL1j8Xnefug05qxuVwWn+tBL/NlbtDWeV1MvglG3V44GOZBXtEOOHjiu8kWK+QEsNCP5zBGpxly\n7nrHWn3kHj3wZIL5xHFml+JYevzxYzpzpqHp9ODjFuAv8+U16O3BNsGRVzeYp6+pht5uizwh8GT/\nIFn1cbrOuyz7/0X/gT0lSSdZdXku+kkHopyevhkbgSjPc/32CsZkMtErryzp135tQz/+41f1/PNL\neuqpw3rmmanm5+sqlUr6q786orW1m3dhdcDWdY3Ajc+5rXR75ECJJ75FuSKpdd1wP+7zo0X/vvv2\ntLdX1uOPH9aZM2va2polELN1UtlaRsA6aOpH5fAst72uR/DcgWZPCvEn0EhSDthyfXAZ5CgKX9NF\n0uZ+1vcYKFaxkC/oV7S5xdgJoB1b5s8hqeLvoo2ZTCa6445tfeQjr+QSUEmq10f6xCee1n/9rw8E\n2vimdNCJ+1YqU/3wDz91YAIqSXNzfb33vf9L165d0pkzf1Pj8VyYD7Z/e/uYvvrVX9Jtt53RnXc+\npltvfU5Xr/6gOp2jQQ/n5uZywAnxhoMI2EkSNvej0Bv9cgAW2jpAw70YJ/GaV+jcR3qCjg9FTrEz\njN13Pie+Qq7hGaBHkiQhRmcPEHjgPIav6AXyQWLr+5Gwp8qxY8dCbIHd9V293T+NRqOwGSjJ5dra\nmuI4DmAfiXgcx2HTU3jFxbOYL3riiTmbjnlMiAxgW8kVfKNFX7/NDuWc+Vmr1dTpdEJhK03TsBkS\ntoWcyPOVUqmU29DJj6LhiJc4jkPy2u/3NRqNwl48ADjIkHcjsBsvwBb2hWQYW4k9iaLZUTStVivw\ni6T4+11vaBIqKZxFhJHudDpho6ClpSUL/gb63d8taTCYGeH5+aqk2XugB24woyh/hiRGqd2OdOrU\nRL1epMXFstI0M/oou5ShyDg9GMImQIzdkfwkSVSv17W7u6vl5WVVq9WwztMDA4RIyoI5lIE5FIM0\nb1lyxSFYB1Uj0PfkmaSTxB9H0e12QxXHnYn38vMc7uWOGicuZYET/4PseTKO8fQ5guwXEzIP0Lx9\nh88Xk2Ff6+IJU7HNzQN4vufG7CBegObxOb5bPPMOY4pR9IATQMQTbBJir3j5+Bx9dplg/nwWhfeE\ni7m4U4CurCEgoOl2uzkZIUDDOWKk+KH6VAxGmRu08veoOHnFBT7BX68I4ki9KsbF3Jyv/p6kUCnF\nFjg6zjjgAfdznfKEvLiuDHoydmTV9cjn6smHB5UOnHgggr1gPbkH19COe7hsFoEOnufJJ7KFc/QE\n3YNlr2xBC+c3oBtjdRvgY4BPBF8+N+jr1Xvo5MkRfPH2fE9GMtnLEvLNzaq+/OXjgV8OqhUTbj7j\nx3glSRLQeAc60HHGCn8JCF3noT9jlBSSAfTWA2dPMukkcduIDENjAkZ0xeWT8Xq1lEAKvmFX4JPL\nNv8zRk9Afa4OjOEDkyTRn/zJnfqt3zqtd72rqXe9q6mdnbKeempNTz99WBsbkb785RNhXNgYlxWe\nVUxSuZz3jNP12+2Hgyx8hwDS/aeDLC4zknTmzCGdPj07lm22U3x+MyyWz7i9ZNzQnEoJHWCetHnw\n6zLDvB2AK9oVr9i6jkMXXveAv8hzZAk+uHw78OHt8d72edA6Rr838uu6zuXxFzp/6dIx/dt/u6qT\nJwd6y1uu6J57rmppaRYc33prUz/8w6/oL//ynhCvFMFM+DKZRPqLv3i/ptOhyuVIlUokaaxKJVat\nVla1OtssqVpNVK/vqdu9JQDNBN4zmxzr2rX7dePG23X8+PO67bbv6Ny5T2o6zarqgOTwhPl7vAAd\n6vV6qFjjm/04NY9XXP+hl8ux++4igOPnKHvCj4/yxI/qFbLgtoJ5EMM6gOIxlsuO2wQvdPhReIzf\n48I4jsNRiMgWPq5UKoV8wQEexkCVTlLoDCFBJR5nE0WP65Nk1pLM0i9o1u12NR6Ptbi4GHSGLjZ8\nGO29nBnqlWgp6yzzDiqKEH4iR71e19bWVlgD6vrox7MwRlrG+/2+Dh8+nMtD0nRWxcVmeMWV5JeE\ntd1uh02eqC5LCgmsxxBsWDUcDrW4uKg0nVWtsWvFefuGrd/resM2JkK5Wq1WMEI4Rl8vlq0jGmu2\nXfdCQCYkBcJ7UCtlisRzKEF7hQrkgtbPpaWlnCHAaHMPR1N5n2QX4g8Gg7Czr5Q5AzcojmDhdDwI\nY7dgKb9ZBAGst7H5nNxpc6Ek3N9b+UiI+VwxgGLcXnnwIzpwHDh6EjLo4O24OHkclRshnoWSe0Lr\nQa0bOaeJpFyyMjc3F/jo93SacXEPVx7G6a1sHogWKz2ehPhzPCiVsgocSunzIul0RB8j5/NApmgh\n8+THEybuy3h9bByS7AGco8ce/EAPBwlIlPyzXB6AeNLPe44MeyLL6/CqWAnwZIGL53g1l3v4ma1F\nPvizPHAtVnxdXri/o8wu2zyz+HyvyCAnDpj8f8y9WbClV3ne/+zxnD2euUf1PKgloVkIBFYJBxMw\nFobCxAWJTdkVimAngSJOLmwnLqcqqYrLFy4noSpV2E5hG4oLTCV2HIgEgSAJoQk00i2p1VJ3q+c+\n0x7O2fP+X+z+re/5Vh/s3OQvf1Wnzjl7f8Na7/y877vWFz/fbQIZxlh+0UGfN4Glr/3xTbg8iQUf\n4KmDRq/Y8pnT3uUkTkB4wOzBvycnfMzeDcF1Dn78+Q7ivWLgMnfPPavavr2n0Uj64z8+pPX1Ugok\nOqhGT3xXW2SK57iMuq1gvN6Jgj9ifnxHIOe2zJMoXCMlLcquJ8iY8wPexQkOAD7PwY643riuuR67\nvfXKdRxkOh29U8DlZyJ7BV26lNOdd05efl4qjXT4cEvvfvdlHTrU1uZmRsvLJfV66VfPuJy5LvAM\nbyXlu1henH7Oc2jC9w6q3JdCB+gzGVv6HcJOU+4HEONdhPCV70gOwzeXKecNP/DU/bvbVXgT27hY\nJtzP8p3boHg+3Ner/tCKpKnbMu7hMgItkZc4mMVfQQMHxe6Tm82i3nhjQU8+uVenTy+p389pZmZT\n+/cva3m5ruXlauoePD8BQzlJU+r3C+r1iup2p9TtltTtVrS5WdXGRlWdzqw6nQX1+7UgX/4KP2K/\nyX0zajZ3aGXl8DVqJT621+uFzj7XRcCn6xpy4/Ggy5JXxKFL7GddlrkPsTG89iU0bNRJi26n0wlj\nihPuJN96vV5qPxB00JOYzBeaEzfHyVliRBLEtG4CpjwG9QQJVUPkjWUY4Ad8Ha2k3tXoy7AAWYBX\nCkpU+1ZXV8P1ACsSpx4r1+v1FIhlyQ20A0QOh8NQHKPK6CAa7ICNIimB3fWldOhZnBREr6Gf0522\nbujabDZDcYFqN/ShKxWbSZJkfX09VX3m+WAq+Ms+Hx6vZrPZ8NaDbrer3/0JGxNlt/rw/4/DM6hM\nyBUBY+4tmBxupFko7UaWe/iRyWTC1s7u8OhFJ8PhB/fic8rlBPJeVeTZDtgwAmRaYA7O0xUbpcNZ\nevBONsMDGLLeXiGR0gvUvdKEkXIAyPc4WweAPBc6QV+uYewEOjyPubjjdEAeV7F4jjtlrmXMHqSQ\nGYvv7eCIbC9j9aqnAzSMlBtJnu+OB/lkbp6pdkATZ9E9KeJOxBMLMc8IXDnirLFnjP0HWYN/DqBi\nWnv7KOeR+fOqrTsCvoN3cVXR5+CbS8RBc1zt4YCuvmMivNuqGupG2cfnMhoHdHzm60ygf6x7cRDg\negM9HVwxN+iFMY8TOS7nzNvH7pVZBz08F1100OA0dWDJOQSQ0FRKvy/WA9u41ZW5Q3PG7HLhvHd5\n9WDWj60Cea4FBElJwswD1hgQpvVocp+HH96mM2cq1wEu9Dv+2+2WpC1th58H/dn5MF6v5a11ABBo\nhl3xRF8cPDuAj+2K89nv4zzz57gsxf411hXu7cGjJw2gkbedeWDs4GQ0GunFFxf0xBMLEY+lG29s\n6Y471rVtW7IG2gEe+kIV0u2o+6fYFnLAH/SUe2+VnEMOeI773jgxwRw5h9+0uxLkx/aYgN2/c3ny\npEFMi1jeGQNyBS/9+zj4554+R+7jQNNjC69suh4Qh/C/lE5sI18xjdER7sd5BOscTmv+n/B5pNOn\na/rWt27WH/7hT+mrX71Hu3atqFjcCGN3MOsyEbdiu+wOh8OwmSQAh/WY6AXXEIRPbP5YvV7SCkuV\ni3ZZaMEzuB+AxOnhtHe59nZcPvO/nV6eWIPm8NiTTfDEE4GeUB6NRqkd4qVknabz15PmyKGDaW/7\n9Hlx/Xg8qZwBGCuVSmrM2ExkuNlsqt/vh1cuwjfspceYVC6Zn+MJ7g8NqYp6V5Uvt3Ob4PdhDLEv\nZCkeB4CPmILE5+rqapA54kw/crlJyyu2ljEDiD3JMBpNqpuFQkEbGxvB3kB3sA389bWeksI7V1ut\nVjjHO2X42+Ml3ijin/MuUmwb9InnFh9vGQiVFAaczWbDe3gcqElJ1jqTyaherwdhq1arqSrixsZG\nAHx+OJG2yraWy2XV63Xl8/lr7xwqh3GgGHGWGOff6XRCpgAhKBQKajQaqXYIN2YcDqpY3Mv92+12\nOA8HkM1O+rrdYXiFwA0ugTvZH8ryZOW43kEo9OB+BKPezslmUig6DgwwAQ3JrHAfFNkDdA/oPPDi\newIRlJagxFteJYVKOXIRAxanTwy43VGQ6UJBMcYemDrfXLE8MMI4YzzcGdN64T34HhR4SwtZM08k\nZDLJC4Gd3h54IoOFQiFk+NATr0x7wMicY2Drsof8O+iEj9lsNtWW7EkPB0OeMKEVONYLp6snW5g/\n8sXckBMCAOZHGxLP9SAKOSiXy0GWnD/MEyPrcowOecXLEzMOYHhWDLZw/NDRW0x90wlojb2BLz5m\nl0FkznnjlaStKoruMAiQoCs8hBd+ePLFq6zwEF7BD/TYgaMDL7cNnkxALzwx5VVGl5Nsdqw33yzp\nf/2vbYF2Hvh4y6XPj3vxTK9Qxgk1H4/vFIgdwVa5r3GQn8vlwjkONAnyPNhxnkELX/uH7fSEndOI\n8zyI4TxP8PnaSJ4dP5f7Eqg7z9CnuPU1m83qL/9yry5fTvvk5eWivvnNvbpwYVpTU1Oh7cuz+Pgb\nZNiBg9tuT2x6sieWV9dbB95ub/je9Ygf7KvzD3qMRqMAXNj8hR2kGQf67MEucuO8c+DnusQ1Xgkh\nCeJACRp5gsGTbpzrLZwO0Bz8ZzKZ8AwH+XFCgPO9ZZvzfVmKzxvae3LMbZ8nlZFHbEg2W9Dp04v6\n3vduVa+XVMj8/tDFxxzbHs7DJw0GgwByPHnA8hTaGr0dFflEN/E5nuyk2uedFV6w4HziTb7zDiX4\nhSw7TRmL26F47pzHWAuFgsrlsiqVSmijBKjQLus+BjlxcAP/0AcpqajWarUwboAY18Z2l0SO2y73\nibVaLcQu2ArkmU2KsHfEndyPDeOoxlcqlVBVRYcdtLORZDabDRXPSqUS7su6amjAOlSWtbXb7XDv\nhYWFEN8PBoNruwo3tLGxEeKXubm5QCv46+s6kc1MJhPiFegIzVmL2+12VavVUtV75urykM9P3mFa\nqVSCryLeHI1G4TUs4/E4tGgTGw8Gg7BpJ7KJP5yamlK9Xg+JB2TfdwDe6njLQGgmk9HMzExw0vQ2\nw2ACec/a8a4bD5zZkWl2dvLyYVphpKRlAYPYarVSWQ4I32g0gkPd2NgIwehgMAiElZJ2XYyNNHnh\nbjabbKDR6/VUq9WCA/BspYNrd9pkdNw4c74vVEYJ/H/ABkx3UEKAiBGNs+PukAniccAE8ozZA1PP\nPOEgmBO/PXPmmUk3lFK62uJgWFIAKp6I2Goc8Ngz9owjl0teCeHzBmBggAC8VG48kGO8rlhSUsWP\nAT28ZKyMDT476PPfJDigK88iWIBe7oTithfP0vsPQBF+evCczSY7Cvtz+PH5b+WMPMsODRzg89sB\nLgGcB7PMxVvBoKcDEZ7FOJxHDiRwcJ6A8PO8kiIptJd4u6EnNZiTOwZ46S20brNcNh3cci/00+XG\nkxOu59B+K6AqKVQVCOIcAKFDzlsPLKE/v72C6foZg3OnDYGWA3TsQCaTSW0I5s+Kg2IPvpyfjNc3\nB3PQOh5LX/7yXl1jyXUAEsDggBce+DhcrqAv8+aAB/DBg2vnfxx8MwYPiP058Aq5w17EgZ8nElwm\nmS865tUwnkFQwPi9bRv5Q464nrk4KKKlzMfAuLj/aDSlr371oMjDDIfSwkJPn/vcj3X77etBbj3Y\n5odWMh+P05U5OrhyPsJjeERngiehkTeCLObhdsUTLvCXsTgY8Io4497c3ExVZP2IfaSDD5JBsRwx\nN088xrKELCAn2IN4Ti73btedbnEVjnlDK58HO3j7s1wfPAHp957IRdKOynXevkqS2HfRjquCvnwK\nO+6y4f7Egb7Tw6uzLludTie0KzIHSUGmPJHMtXznPo758J3HEK7XHktAF7c3PNtjzFju+d/lx+2+\nV32lBMwQC8E7TwKRkHE/5/x0XcKXUzjA9kAjWoJ9EyTXLcbjm0+yZAG6UoQgKUOMtb6+HnbfR48o\nYngiD0zh90+vBZ6ALtZNQn90pdlsBlpN1oonxZOVlZWQtINfAH70dXNzM+wbw8HzkU944ks+PJ5m\nroVCIbxmksTH5uZmqiiBf2s0GqHySXv1zMxM4OfU1FTYI4GWYnZSBmcwrlh3vC13fn7+ujgjPt4y\nEOrIXFJA5WSZKL/HgSAVKgIeMiSUhyWlMn8ouzQBrKPRKFQe3UhQnQAUkgH0yhMHGxRNT0+HhciS\nguHHMbiwo5CA4Lm5Od17771BQHDwroQwulKpqF6va3p6WrOzs5qbm9P8/HzYVrlQKAQByeVy4e9M\nJhMEL5PJqFqthkwPz4VOKA5z9TYAN4yc69UnD7b9Zc+xQXXACz0wjnEgQYYqzkYjO9DMgwgPvjiP\ncz3A8KwT5xH8QX8HiK70KKADNgclHlTCQ2juQRbPjYGMAzKMo4MKnods+0Yqnu10EIdhnJ6eDp/7\nWPP5fKqqA92pDHjwFdOCZ5IY8eDXaczfHvQwLnQC2fHqTXw4UPCkjo+ZMXmVBJq4gXRHzzjckft5\nONMYUHo1gnswBk9YeCu4Bwb8T6YVWo/H6bZh6MqcPDnglcOYL9Ded9RkbN4O7UEGzhj7y/cOoOCB\n66+DO/TT1686bz0htFXSAt47/xi3J6I82fPNb27TxYulVHLFQYHzn++RU3hOW13ckutBHTzzbh1P\nDHmngT/HEwac70k0553f0xNksc657YJufOYJK653EMM43B44aHH58SoO9ydZ4a1bbo+RlbNnK/rG\nN3ZKkr7whWM6f76s6emRPvnJ1/RzP3dWmAmnJ/6V58cy4vRy2ZCSyrsnIDjP5Ryb4fxi3nFlx+0F\n92IdlJRUx5m3g3gSR3xO0MZYPMHjsYLLLuDK17giF857bDbjZi68tg6aABhcZuKEAq1/PMdlHJli\n7A7uPIHm8unXuS9hPDGPM5n0+yeROU8K8Gz3m8hiDMjiH+jjdMYGcB/mgC1AB4gpnP4k2bgXa/Io\nXPgYXbe4HpDh8Ru8cP/PnKCT0xs9x1dxHnbPY03ssfPZZROeQU8qpV55gx6elB2NRmHjLcbDD0Ub\npyvnrgtNAAAgAElEQVQJReKqYrEY/CprPd2/I4ucC5gFdGIPZmZmQsckSXZ0wUEfftWX9UF3t4+s\noWWNLHELfAZkOuh2H762tqZcLqdarRbWWXryYDgcqlarBZvCfjl0VSDPxWJRjUZDa2troUiGHwHo\nE5s4/70gVq/XA7gEODpu4TeJitXV1fAqJ2w88kpLMzGiz3l1dfU6/BQfbxkI9QCViiiGl3fggMQ9\n64aStNttDQaD0Oc9Pz8fjAj9zfl8PmwPTNYCIeJebmBw6qVSKQBKbw3xMfMCXfrDcQoYHCm9vsGz\nKgj0iRMnlMvlgtBks9lUEF0oFDQ/P699+/apVCpp9+7d+r3f+z3deOONmp+fD+1KrE8FOOJsvYKA\ngAJKcUju8DwYwjB4dQvj5E7eAxgyIQ6KMEwYZs+Gek85wQAGnvt4S5M7aQwU13llhnt4YOzrd+Ep\nfHEeYTg9geDnY7B5LqCUe5DV59lbXct4UHqMi4McZNbbt/wzqmcesCLTvhGEB6UewHhgB43dmaJn\nDoAcMHtGEecXg6j4M09yYAOgE4EWMuCZWL/GwWt8HvziN7zxoNuDeeSOcXgVOn4e43Ug6UDU5QEg\nIykFmDxQ437eQuyOWVJqfawHIMwBW4HD82CUQMSTFQ58Y/ACnR2EsQMgdIaW0N4D3hg8wlNsqdvR\nuMLugZsnBny9tssFdGdsXHfmTP06fXaaO92RYbd5fO5BHzRBN7365NUolxtvS2XszhdP0BBgOP+x\nUV7l4dnMm90Tt0rWEFw6HeAJ9NpK5tFtWsU8CHX6ubz4nHytkgOuQqGg7353h556al7nz8/oP//n\nm/Tkk5O1ou95zyX9+q+f1MzMIDX/QqGgdrudSvC5/jnAc51Gn11nGGe8oRJ+yBMZ+GZPFrjMc+Dr\n0CPvsGIO2ACeSSAeJzOQE7dL7kO4v8cHzhdkYzAYpKrcDmTQK9fjeN5870lP12/nv8cZLlMe8zjA\ncbDockwnCPKDndpqna13BHhs4VVLZIB4MgacHmd4ghuZBmjh34hRGCtzaLVaKXvKpjLDYdLVBw2y\n2cnml+12O4AVlyHuzY8nMGIeulz4Uim/nnZaj2MYu1/vRRMHTdgPpzPLugAf7k8AiN7p4ru+SknV\nFvq6PYI3DmIvXboUnl2r1UKbNN2MyBN6nMvlwm6tklItpYBiaNVoNAJwIvblHq5X8H44HGpubk65\n3OQ1KfV6Pdg2/CC84TlUJn1udGu6/aTVdzBIb3I3HA7Dmtk4zsFm1+v1UD3mfvAIfalUKkGP4LPb\n6+FwGF4Pw9/YVyl5A0ixWFSr1QrFJ5dL7KivfYc+7sN+0vGWgVDPEjcajeD0pEmA3m63Q2k5Pshs\nSEnmnICCoId1kAi/O4l4DDhSzmVbZgIDjBlb9udyuSBsHmy4Q3fBAKSQhSHwX1lZCcKKASXjwZbJ\nmUxGDz74YOhP/853vqPBYKC77rpLO3bs0OHDh1NZnlKpFAApoBQggwHM5SbV0u3bt2thYSGc6+2j\nKISULPZGsL2Vzh2wG0UHXj4/+BXfH0fjWXj440kInIBnwKk++XsZPXjDoLgj5bw4A4zTjdcLwE83\nfj5GBySe3eXHQf54nGxTHis0RsbH58qMPEIzxu/Brhtzz3gTSHnFwYM+DxrjrDRyD23c2TsA8XGg\nq2w+4HTiPHTegwUPKPnb12G543IQ6/dC9uLxOL8Ys8slgaID1Fi/vZrKGFyOGQNyEicEnP4e2Ma0\n5Z4uN34fB3Oe9Y7nxflxW57LXJyM8CpGHPAxX+9YcL45n0nOuSxB33iMnsyJgbvLFzzxJBj8iYGC\nJ3L8HnFgCk1IRPrhQMsTFMwV2sSAkDl6ELHVXLaim4/NddSDQr/G7+sgF1r7eDyhxbn8+Nr3GHjE\noFhKKvzxPB3gXKOWvva1/dfkMKuvfOUGfe1rB9TvZ3TwYEuf//yPdfBgK/UcZNrHGydyPGnqSRjG\nH9tyB68uS8iz+wL46mDQ7wuN3Xf4s9w/MH4p2fjKD+cXv/EP/iwH3MyV8308nphkLq4D8Rg8yeHd\nWd1uNyT83e8SjMYyAj2RA+8wgG9xsiemhdtenkvs5UB6Kxn165m3A1fiK98LxG0jgBBbiM2jkgnQ\ncv9HSyvBONcD1jqdTvjbA3buCVD3VlV+fHMil0+3gdA5pkMc17jce4Xfn0diC/piHzxJRtIVHqJT\nVNs8ZnGaMwavVLPkigO58leibGxspOwdLbzE5NCBdunRaBRe2zgajQIAg46VSiWALrojB4NBWD/q\nr9CK/VG/39fq6qqy2cn7R9nfw5NDrj9xl4jbT3iNvCJzAEXiROSVebKOl8NxUuw/sDnYLm8fd3vp\n9KRQNR6PA51KpVIK4GLrGD9xI7E48lmv16/bpyc+3jIQCqr2YAfieGZrc3MzVDs56M+X0s7QjdXa\n2loqEyQlhp6Fs9x3NEp6uz3zSnugtxi48YPJvNOIZ9ZqtfASWioL9Xpdhw4d0vz8fBBMdqXywIkj\nn8/rpptuUr/f16OPPqpGo6Farabnn39ezWYzAMzDhw/rzjvvVK1WU6lU0oEDB/TAAw9obm4u3AvF\nwHh71nRmZkYLCwupVzxATxdgqsIEGHGm1VuiPJBHUKEr/f+xErhzy2Yn74ny9xwxDk8Y+P2o3LiR\ng7fwClrwTBxCHHh74OFtOS5PDgg98zMeJ+0TGEQOaOZtUO7wvIXGN6eSEsAPb6AttPfsIkrvAb8H\nwU4DPieL5dl1pwkBCPqAvjI2nzt6gU76uRhsxg2N4S/3ckOJw2YszM0DrRjsAb6dpsgtyakYJEA/\nBzfYIP4mq409wfHEwI4xOX2gCTRgLp7xR9YAGtzDEyAehDugx4H7OX6NV/24zgGqJ8z8HnElA6fu\n60D8XK8icG+v+HnnB/zyAMU7SeLEHvIf09lff8FnnnzBn8SJE8brz2fu8AT9cpvgQRZjdbsR89vl\nlN/Qy4Ey5/o4GU+8Ho6/OYdAyG0RmXL0y/We6zz4gRbxax48GHYblM1mU7th89u7X5CP0WjCb9rZ\nfvCDef3H/3hUy8sF1WoDffrTJ/TAAxc1GiUBPe2MbofRX5KT0MITJPgE92PQ1pMvyDB2CnsAn9FB\nZJ9nILtesUIO8WVeSfRYx/0hz+Uebo9cd33nfhK73I/2QpLLdDL4ZnHxAQ35mzE7PfGbxAzuv4gH\nfKdkZAudQ77d7rpMccBrnkHchE7FfIPW0De2EegS83KbhB44fVzW4DuvJqFzDrDZ7/fD61tarVaw\n3Zubm6EayjUAT2JBYlmqn5zH/b2S6Tv2cr4vv4HWTkfo7KAHO033FlU2nk/buydqOQe6u28CqGCL\n8CkuH2zOA22QX/wGtCQ29I4C5t5oNLS6uqp+v6/5+flAH3hMByLL+NgwCnqNx+OwQajbS8aHHKyt\nrQXbKSnwg02EqPBeunTpOh/EmsterxdaculQgWeuE3zGekzex5nP5wMAXltbC3zkvZ60SrsssBEr\n40H+Go2GstmslpeXtbq6qtXV1dRaWGw/NEOX0RESTx4b4XvK5XKQw5WVlaA/3W43JGfm5+e1vLys\ntbW1VMz6Nx1v2XtCqRgRPGH4CdAgBC+ZZULeVsl1/X4/vEQVYfZdoaanpwNoQWjZQIhsDDtw4XyL\nxck7hXjhrZRUBFF+3gcKmK3X6+r3+2o0GmHHXHbOmp6eVrVaDcJAcOM7bfGbYJ91risrK8rlcrrl\nllt09epVrays6NSpU2q327py5UoQRgDAzp07U8G/B6y8aBeDXihMdknD4HrmDDCJwXHH6sESTtRb\nBHGq3I/sEMbA11V6lYHn4AQIklxWAJ8+Vg+sc7lc2GyDTBXjY96A1hhQxyDNW45wXp4VJxjDuHrV\nhWtctj1Q9kAcehPw85JlH7uDa3eyTm+cOOs2cD7QyefGdV6p9uwZBgrAy3cEK85fTyR4m6MDpPjc\nfr+fCmK88sUzPfMbt33GMuHjZ34A9UwmE9r74b/zOz7f6QyPOI/1tbFz43w/kG1owz3QCejva6u5\nj8ulVzrgPXRwGgC+Xde4h9MfvmCDXMa4Pwk0r9yiD85THzdyGFctmC989gAduXU7xW+cvculy6sn\nCzx774kexsj/JABI2EAXl1cPvpkTB5/7NWT73Qe5brq/4m+XOf/cKwX5fD5szEEw4bLDeS4vPnfv\nGPLEA3R3PmJ7oI/LDn975YXWPK/6QVNo4hVIziExls1m1Wjk9dRTc9q1q6tt27o6erShXbs6euWV\nOQ0GybpA7JjLhoM2aOf6jd5BX6cPPiW2MQ7YOW+rzgjklS4kxuVBFzzy63im20uXWcaNj/S4J7Yp\n6JKDYq9GeUs15/k1nqQB2CK33gFEt5bz0enGmJi/766LPri8M07XFf+edX9uO5Bnt43IGM9nXG7z\nsUnoNLSA1u12OwBgKZ1QdX9LEiSbzQZQmc/ntW3btlTS2X22J0+5HvtCfAsgdKDHPbzVmHn4Xh0x\nSOB6pxcAhucjEwAlj0e85RyeMHfaND0xhh10u+Q2wt/XCcjDjtFuz34ZUvI+UGSCWJ/z2KQon8+H\nNlNsLLYFv05ChqVd2DU242GzUWyHFzPy+XwA0lQcqfLBB/ALcyyXyxoOh6ELkfsh11Ky781oNClU\n9Xq9AIhZC+q+nXWYXklkPxowDyCZiiO8rFQqoSrpHWT8NJtNzc3NBf+K/UMeiLuJdbLZbGiFxh4S\nA5GMymQmmyTlcrkUfaUJuP/dv2vvCZV0XQAyMWgTxQJEAmw4UGDfCdKdYrlcDoCUHbPIhqCU9PN7\nABOvr2FMlUolBHdUQhkPFVW+B3x6gFiv13XkyBGNx2OdOXNG6+vrKRDi1R3mweJmKr5kWL797W/r\n9OnTIVvUbre1tramU6dO6eLFiyE79+yzz6pUKmnnzp1B6HFaZEolhZ252ARKSowIhoExedDK2D27\n75lUHBmK68YMBxBnaOGfB22cQ7BEkOMgg/O4lt8+b+jLuP1Fv+64HGyRMeI5OHmMKlklAmVXXA98\nnSb+dwwyPKOO7HFPr8TAI/gJjxyIoifwi3OdVvANg+L04/7c0/kMbXlO3GoZAwnXbcbnAYwHJB4I\nujNxJxPrjvPVx+jgie/I/Pk1PBe68BxkzhMLnlhBX6AHoI/5eZAAjXiOz8EPf7bLrAcdfr237nq1\nBxsZV3hiIMxzcObw0eXTk1gOYpFHl1lPBHnSwW0FdsFBtweSzMGDCgd1vh4I+fHA152py7q3D7ou\nEYDAC5e3OHHlBzT1CkA8V2QwTrTy25MBcXUnTnp4osYTY57s4dyYx54Ai/nH+Dzh5vaX8+M5oxee\nZOFct4FS0jXiFTaePwmiivrTP71RDz10g0Yj6W1vW9U//+cvaffuXtC1WDbje/A//PYOCJ8r43G6\nOc+hMX9jE2KdhJb4NA8efZwcnlTj+jjo9DgFX+LJAtdB/z+2uXGyyccctwvHHVJcR0LC/bLbL2ys\nyxLfOw2wP1Ky2aEnAKVkkyWnL2N0X8EPlXEH4gTH3Nt1zBMf2EYqc3zu9PeqO1UnKmSNRiNc3263\ntb6+rrW1NTWbTbVarQAuu91uqhuOGI6KFbEdlTRiOr7zNnfadD3BSmXQ9cvBuetG7Jfcd3vMhN0l\nngEIO1DDvmazkwqYb4iJvrg8xkmxXq8XXmPkeuN2z8EzmxThI8rlcgBiLmOepM3lcoG2Xinmb2J6\n5k6yPj7fZQtA610HPId4PZOZrF+lyxAAyzV87nIJeKU4RYzi8QzVdAfrc3NzqVgZeRsMBiFhReIA\n+aKoUywWw6ttSILENh/axv4TGzE1NRXGOjMzk0rk0AbN4THXVsdbBkIBJqPRSPPzOb3nPV391m91\ndPfdSSBVrVZDqVdKG1lApjsWBIj32IxGo/DqFJxCNpsN7+UhIMrlcqkqqD+HTAXoHmLPzMwEQAfw\nBP3zbh3aDl555ZWQLWOnLy9/eyViPB6r1WqlALa3hfg6ApTVg5nxeKzl5WWdP39eZ8+eDW3G0Bra\njsdjLS21tHv3ea2sLAdBdOODg/OgHhp7iyyVCk8GcK23bTloRAGYM1UXDA90xvhg0OAVz6BVMpYt\ndyyevcbJYPAcYOCQvV3UnRc0JsABPMZteO5c4zUdnq2MAYADDL+Ht8pwL+QLAxQDFMAxbevMlx8P\n0hkzgIDspgefAG9JKaPFdQ5emY87BpcB+OhZa4JNlyWABfzwQNkBnjtezsPY4+yYK3OLd712IJfJ\nZILd4HwP1Jgj58Nbnz9rlKGROy6ykx6EOu2d39AS2uM040QEGctqtRpozRgcMDI/ZBcaFIvJ5gzO\nd6518OGBqVdeuLc/x+UIuXfg5sG0J1FiQE5AzrkOlhwM85t5bcUvZJ/MdDweKgUEZJ5EwTZ5cipO\nqnhg7rINfZFJD9w8uEQe3KYgyw6MXQb4zBNiXnl2vmPP4+QGugO9PJHCs+NEk9s7PttqXtzXE6Lw\ndWITR/rf/3u3/st/OaB2O6+lpY5+/ddf0l13raR8h5S0MjtAc7uI3DjNkUXowXg8YEdHmQf3dcDj\n83RQz3x5Prrh8hZXg13POcdBsdsQly/Xk/E4qcZ6EodqjCeC0Hl8XSwLPnfnGzKwFaBDHt2vcYzH\n4xAI+xiQTa8we/WWMbl/jp9PYoZ4AXvnCS7XWXYChSe0NvqGNfh1fK77cwAiPrXdbqvdbofCwsbG\nRgCd0Bw7wo+3bLZarbDviYPRzc3NcB8qpMgsgAGQOhwOA5j2nWp9iZcnAYg58W1swOUxDHTz5L+k\nVNUO++vAyls5XYa8syiTmVTgvPrpG3u6n6F7kYNnwQvAKOOla5Hrc7mcqtVqqpJOBZXdYOliRAYr\nlUqwCUtLS4GG6BVxOPuzuM/O5XKhY2NmZkaZTEaNRiNlk13P3Gc4j7Zv3x70v1arpfw/c8Xnuk0j\nDi+VSqEtHD7zFg33d41GI8RbyBV2jCJeqVRKrTdlPnHyn1186Vr1GOH/5vi/O+v/wbF9+1j339/V\nnXf2dPPNm8rlpNdfz+qHP5SKxUEwTJubm9qxY0dqVy132Bw46W63G4LWdrsdAgAXcoSbQAOwS4+2\nlF4TyT3dUaPABKzShCHtdlu9Xk/VajWMieDQjQT3gVFeTXDniID6gniU1rO93mYxGAx05cqVVIAu\nJWvwUJqVlZw+//kf6403qvrrv96h11+vhuDDHYT3tnuWHV5gUDjHKxmc487KHS0v7nV+epDhIJHA\nAH5DN+9192BfSoJbts/28UA7AA/3oQ3B3/EmJcAb5wRQj9sSnUdeBXGacT+MlAcLfi0H3yMnXOMB\ntidP+J+sFHyPM84O8uNqiQNGDwAZC3P2oNKDB+SNe6DTyAJzwJhzvstNDDYymWRNoMsy52IAvTWT\nBIfbitgBxFlA7jk1NRXG6QkUznEAg9w7mIF2fp5nsP03c2S9kuudt9c6rb19zFvD4a3rITyF1w44\n77prVe94x1U9+2xNL700r9XVcmquPh+e5QDIn8OzXeb8YA4Em56Ecv10u8EYsHPQolAohMScy5hX\nRJxmLi/xmhUPeF2XPEDz96C5bWbczhPu6e2JANA48++g1e0+uiEpzNUrkC77DiZ9CUNso71SDx0d\nhDlg4dgKsGJ7PZnjAIZ31HnCIuZ93Ap56tS8/uAPqvrkJ09p7962PvGJU9q3r6m//Ms96vXSr+rx\nJBBzIqnnusJ4fNdw5sQRJ148+OPdfozTk7HQi2eQrPOdpf3enMP44oDO+eWyEbfbOyhz/rtdY15x\njAHNvNWYzzzZjLxxH+jHudDA7TM6hI1Ghhxge7XJQaPHHNB5bq6jtbWCBoPrN28iwRUnVQCqvV4v\n9d5z19nBYKBWq5XiRZzEdfsw+ZV+RyQb5LC+ET5RJaIIkctNXjnYbDZTr7kAHLj8+3MdvHCvuNKP\nf4L22B6+Z4lWnFTCZrnPdF7CX8ZWKBRCNY3dYd33OB/cp0J3bBp88d1WsaGeMGq1WuE56BJyJyWv\ni/GkuidH8vl8eNWi6zgA1tcgw1OW3g2HQ62uroZ42jsxVldXVavVUsumAP3wx+OiqampkOhwepGs\n8AJGPp/X2tpaaH9tNpuanZ1N+W30Cn30OFea7LVDay/rQwuFgjY2NsL5yBl+iHZn7OVgMAhzhH79\nfl/lcjmAXeTfE3QrKysqFAphDMhQ7P/j4y2rhH7xiy198pMN3XrrUPjHpaWR/uzPxvrSl7r6kz9p\n6c/+bFO/+ZvTunr1agCYUnodDgYUotZqtdQi/mx2rH/xL7r6lV9JFq+TMQEQrq2thYW+ZO989ymy\nkTt3rmnPnn54Oaw0EUqeH1fdMpnJZkVSUhW9994N/cZvnNfHPraiu+5qamZmQ6PR9S+Ox5h61n+i\npEP96q8e17vedSkF5siOxZtEeLCBcUBJPvKRc+r3szp0qKXPfvakPvWp17RnTxpwe/AcA+VbblnR\npz99XKVSIxg8aIxyu0HyNg+UaufOkT7zmeO66aZG4C1OxKuxKF2cfIDH//Afvqy/9/fOBOXwZ3Af\nd5oOABjTAw9c0ac/fVq5XHrTD66JgQprITBug8FABw9u6HOfO6ldu5JX3LiD9YBESrYuxzlPgtah\nPvOZV3XffWspeYDXzkP/HwdAIPQLv3BW/+AfnE4FOhhtxuTOAnrQ6w9PFxc3lMkkBg/nD2+97RU9\n8CB+Qt+BstluSmd5nicFcEqcl6b5WPfcs6IdO3qpoDpus3O+ecsYdJyb21ClshYSSXxPAideV4MO\nSJNA6MYbN/RP/+nLWljopOTBnS339bVArOFIrhnqxhsnzodEjAf5Li+eqXQafuITF/Sxj10K53vF\nChkmoJaS1++485akWm2g/fs39JGPXNJv//Zx/cZvvKT3v/+8du3akJSs0Y0TDwSQ27a19ZnPvKR9\n+1phbJ75BaB5ksurJ5OOlIGGw14qyESunI9e1UdnOG88Huv977+gj3/8VWUy47A2HJphx7yqDYhG\n3srlvqQEoHmQ7EEi4yGw9Bbtfr+ver2jf/bPTurmm5dT8o2++07l6IonfJjzJz95Xh/+8MWU3jJW\ndJrrOaCF6wmB21aVQ7ez6BK2wZMWmUxG09PpdlF0FD55i76v/Z8EUB396q+e0Dvfefk6/82cVlby\n+sIXjuqRRxYlSe961xX92q+d0MxM99o50s6drcALgiKnHfqAbfOKCHR0kM66RwcABFjuN532mUxG\ns7M9/eN//LyOHFkJOuIdNPCLQMwTDok9H+kTn3hZP/3Tp1O2c6vqM/LjiQjGMxqNdOzYZd1ww0oI\nkCeymIBhqoU+PgeLe/eu6Zd/+Snt2dMLtM3lJl0tHtDHSQ+nK3z1BEe/n+wI6wk7BxDYB3x/JpPR\n7bdf0qc+9YxuuKEfgnN+4IsDGbcH8HxmZlXz8+dTgIjncr7LitOcc6enN/WJTzyuffvWrvNLBPbu\nExcWFjQ9PR3aVTudDf3SL53Q3Xf/WFeuXNGZM2d05coVra+vh92HAeTz8/OBnyTUpEkl6p3vfF0f\n+cgPlc0mG3QxRgATtG6326mEBfb2yJGmfuu3Lmr79qT9++rVq0EOSOpQoEEvqE5O/u7qP/yHnt7x\njla4h9PSE+le6fQqbTab1Wc/29cv/dJ6WM84GqXXAXe7XV25ciVVUcY+Afre+96e/t2/6yiT6YRl\ndV5FdZmlCujLqUajkXbv3tQf/MFAt96aSfGRezUaDa2vr6tYLIbNjLLZbHjepHo41m//9oY++MF2\nuDeVVuw5SwTp1mQTJGLIbrerf/SPOvrc5xrBBmBrSGh4yy1dcJ4UHg6HuvvugX7/93taWEg+8yQR\nB0sTp6amVC6XrdV9Q7fdtq477tgMS+rwH/g6ZIr7ISvYc+jztx1vWSV0q6NanfxISdA8Pd1XtVpT\nq9UKjs0F2jdeyOfzajQaYevtidKNdccdGV26NFYmM2mFm52d1fr6enhGJpMJJfZsdtLiWa1WU+Dp\n8OGc/v2/l7LZTf3e783queeGobwPIyWFoAfjSEUG5Tx6tKObbtrUTTfx9GW121mdPj2lN9+s6M03\nyzpzpqT19fT7ChlbtdrTnj1rajZzqlT2SUp26vIsr2dZHSjgZHO5oe6+e0UWo+iWW5q65ZYX9Nxz\nc3rood26eLEYsiUuvNx316629u9vql4fq9lM2lUZhwebUhq0oej1el/79rW0e3dXJ04kQg2g4F5e\n3fQK2SRgGOjw4Yamp0tBoTzbStDHNdACBeecQ4faOnq0qWJxpFYr/W5RnC73cbDl1YNdu1Z06NCm\nFhc3deHCTJAL1p94oInj8az9xAn1deBAS5cvF/T008n6RIwNPPWWrImjnE7J3uHDbeXzSfXKg84Y\nUHuVgnFN7pPXxz72mnI56U/+5LDa7WwqqPNKtYNRN/D5fF4/8zOXVS739bWvbQ+GzINGB8ME/lwP\nnw8e3NDHP/6Gzp0r6Q//8KikpArnADwGX14JKZUG+uxnj+vcuar+6I+OqttNdohk/ASTcbBI0LV7\n96YOHmxrYaGnixcTuWQcnm100AAAZFzveMeyPvzh1/XlLx/UCy/MhrGjQ6xzGg6THY/h2WSOAx07\n1lavl9H/+B+JvnulKwa0bHgVdzTs359+HdbOnR3Nz3e1a9eGHn98rOeeS56PjnlL4fbtPR040Nau\nXT2dPl0NPCCQJQCI5YaMdSaT0f33r+l97zunRx7Zpocf3hVAgCcAPPh0YOct7keOtLRtW0e53Djo\nMDrky0AccHmg9sEPntfcXE/l8lh//ucH1Ovl1W6nXzIPrQGTAA2y5uVyWbXahvbta2v37rKOH8+l\n5NOvha4+DuQvlxvp8OGGms28/uqvEhsQ20bG7gDQE06f+tSrmp/v6+tf36fjx4upij3y7YCV8UGf\nYrGow4dX9OEPv6nV1YK++MWjKXDqoJhgiaqHJx+KxYGOHm2q1SromWfyQRbhRb/fDy3k/+2/7S4X\nakcAACAASURBVNXp0xX94i+e1b59G/qX//JlffnLB1Wt9vXxj7+hL3zhqM6cSZbIIOO5XC7IBHYO\nfvE7n8/rPe+5oBtvbOiv//oGnTlTCsnKGGC5rffkriTNzm5q376mdu3a0MmTSQXKdRV7B418gxPO\nOXKkoUolWZIzAfvTAVR4BwD+HCBaLBa1sbGhubmufv7nT6hYHOrxx2/Q979/k7LZrO6++7JOnVpS\nr1cLQSF2eTAYhDZESVpc7Gjv3oZmZzu6eLESKlRu0yWFVj+nxe7dHe3evaF2u6S///df0ZUrFX3v\ne/t18OCyHnlkV8oPe9ICWYw7EaamxrrnnjMqlfr6lV95XI8+eqOeeeaghsP0plBxNw9/T0BUUx/4\nwLdVLPb0jW/8lM6d2x7kmnOcD+4HvZvi6NF17dy5ql/4hUd0/Pgufec7R9Xt1kMlyfeSaLVa2r17\ndwAOly9flrShQ4c2lMkMNR7XUy3CFE1yuZzm5+d144036vvf/34I9NvttiqViur1unbvPqk9e9bV\n67XV70/2D6HSRuEk0bVi0D+vGm7fvqGjR7vasWNaa2sT3Z+fnw8+2TuY2Bwzl5vsrFuv16+dP9ax\nYwOdOtXVY49Nh80QSebQPejJLHjGUShkdfvtfQ0GPfV6yXrl4XAYqpX1el0bGxvK5/PhNzpENfvG\nG6Vbbhlqfl5qtxM+4D896VKpVILNIc4Zj8favTunm2+WlpY2dfLkXJBHj8EXFhY0GAwCvQuFgubm\n5sIuvnNzOd16a1eZTF+DQTZUcjmgI8/FzuHr+fzYsZ527hxpaiq9jGcwSHYzXl5eDtVG2ps9lt2z\np6Nbbx1rxw7p5MlkAye3681mM+AXXsUySfRId93V1zveMdKbb4712muDFOiUkreboP+MzzdylRQ2\nmvqbjszfdsL/iyOTyYz/zb/J6p57Rrq2jFKS9OqrGX3xi9LU1LTG44xarQ1tbEzpypVSAKFsW8y4\nUXrKybR3Tk9Pq9lsKpvNan6+ok6nrWYzeS8Q11C2RmG478zMTFhAXa1WNTMz0O/8TluHDkndrvS7\nv5vVc89NXXMUHbXbHc3Pz4cXbPuWz7OzsyHAPXJkrFtvHWjv3o727etq+/b0QmiOViunc+fKOn16\nSufP13ThQl3NZknjsVSvj7WxkVcul085yGu0VbfbDdlhKjEIHsA9mx3pfe87rZ/+6ctbPn80kn74\nwyU9/PBOLS8XUm1hOI9er6fZWanVSoAma0C8XYl2lcl9R8FAkDmbn5darWSHNen6gA+jCJjifjji\nfL6n4TCjzc3kO6cDW0yTMfR1hhOHN6VcbqDRqK9+vxCyVGSCCVC8hYxWDPg9aT/oamGhoGYzCQxp\n2XFQxG9JqUAQQ1QuD9RsjiSlX74O7T1Dxv0IRgjCxuOOMpmhpEpw1h5kDQaD1KJ5z7IznokTy2rb\ntpFyuYwuXky253ewyqZdLo8Y+gmPcjp8uKnXXy9pOExvVOWvUqhWq6l3f8H/bDaj+++/qgceuKDZ\n2b4eeWS7/uIvdqSAVL/fD61zaVlO1lHNzrb0Mz9zRffeu66vfnWfnniiGmTB10g4qPbgaBLoDlWt\njtVuJ4FgLpcLySsH4J6A8uTIBGhL27dvaGmprZdemlOjkdAjzuSiNzh6wG0221E2m9NgUEiBPuTD\nA2Hk3B1K0tWwoX/yT17T+fNTevnlGZ04Uddrr5XV7SY7bg4Gg/AeZl+/C33m5jJaXx+r3x+mAm13\nkC7LfE6C5td+7cc6cKCtb3xju771rd0BcPnGQVI6uN9KFnO5vvL5nHq9ZK2Zt0d6VdUBEvr1oQ+d\n1LvfvSxJWl6e0u///s3qdtNLExwEO7+p/BGUVat9Xb2aXiPjABBbNhgMQnAEHwEe09MDdTojjcdJ\nK723nxJs0Srs1aepqaIGg6F+8zdf0tJST3/0R4f10ktV5fM5jcduP/OpdwR6lYxx7tnT0uc//6oG\ng4x+53du1Y4dPTUaWa2sTAW9YXzYbOjrry7J5boaDjPK5UqpKhQy7e3vw+FQu3f39Mu/fFLbtnU1\nHk/8zaOPzuuJJ3Zoc3M6VIwcwKEDXr30yutgMND73ndF733vBf3bf3u7+v0k+PbkE/7SAY7vWjup\nZHe0sZGXlN7Zm4oqY3Ae+Q6XE3q1lcsVNB4nO5pzHnLOPKm8u08cj8cql/v62Mde1403XpUkXb5c\n1de/fkz33ntaS0td/fmf362NjX4Arug0wTAJgEKhpWYz6ZLBTjMfKna+h8bkvLb+9b9+WuOxNDU1\n0mCQUT4/1kMP7dP3v78/6DsVLG+/5d7wbwJ0OvrIR168tjxrpFxOunBhXg8/fEydznTKpnhl14Pj\nUqmvn/3ZR7Rjx7KGw6wefvg+vfHGDSl74vrsXRbIcz6f17Ztb2p+fk2DQUG9XlaNRkEXL25Xr9cP\nekMiqVarac+ePVpcnFTyX3nlFb3yyivqdC5pc3MiJ/4+d+Ij9iUplUqhqjkajVSpVHT48GFJ0vHj\nP1KpNK1SaV4rKyupxDSb53iy0315sulRT6PRqlqtZBd1j6exTRRgADqAbezY9HRH6+uZ4P8BQ51O\nR6VSKZXYw+6vra0F4JPL5VQqZbSwMK9z51ZCYrPdbqvT6WhmZkaFQkFXr14Nu8SyxI44YbJJT1VS\nR5ubyRIFgLu/aqpcLqf0djgchpbdXq+nSqWn4bAefDnzpsLua0bxrcT72JxSqS+potEowSJxcgRf\nw5pLj+EmdB9pbm5Kly9PWodJVACiGc/MzEzY4Gp2dlaStL6+fm29bF653KaazUnLNus24Qv8yufz\nYdfbarWqRmNSgWV9a7fbDZsYra2thXWqgNBqtarl5WXl83nNzs6GNc1zc3PiHcMkSsbj8fU7/Okt\nfEXL00+X9NBDs3r66awuXRqoUsnqwIGRvvpV6ezZmlZWpvTGG5vKZGaDs3UH6YDEy9MEoSjyRAHz\n6nZHoae50+moVqtJUgCqlMohfj6fDy9nnZSipe9/f0o33zzQjh1jvec9Y124kNXZswX97M9uSqqo\n0Ugy+zMzM5qamgptGWTsm82iXn+9rKeeKuu7353XI49s1yuv1HXhwpQ2NnIqFMYql4cqFsdaXOzp\n0KEN3XHHmu6//5Le+c5LOnKkqbm5norFvrLZijqdZPtrrz5iVLzNCuMxyeB09OCDZ68Z07JOn67q\n1Vdn9eKLi3r66UX94Ae7dPz4jDY3S5KSd+zFFZThML3Oh+9wtpNzkt3LcJyMd2Lo8qk2Gx87c4G/\n3MeDyUmwktVwmOwAiGH3DBDjY1y+OHwyTmk4TIIfz4QydsbnLXxepc3l8up2068RIYDgmRxJO1b6\n5dCTYGjirAg2eQYBBLTxaiZHkiWfVr+fXo8TZ6FdJtyRenCey+U1GJTUbifrG33sjJl7cr23ZkxP\nT+vSpaxGo2yKBlxHMM5rjAjGE/mV3nyzpscf36XXXitp//6Wut2CVlamwj0I3CRdBziYe7ud04sv\nzujJJ5e0b19bly/PKJNJv3KGezmQZqwTuR0rlysH8IVj9mo5cgnvCQb4fBJ85rS+ntelS1WNx0lF\nADCD7LgMesZ+8ry8xuNENpwfPhcPJAnIsaX5fF71+lDf/OYOfec7O3XiRFVrayX1esOUTvtOta47\n0Gk0Kmo0SjYXYa44fbch8BZZmp3t6+d//qwk6S/+Yq/a7et3lvX5uD77GCf8kvL56VR7Jdd6QMSz\nCcQIPo8ebWrfvskmHF/+8kFdvjx1XXcH10BPAnNPMk12dcwHEOHzThIaibwgg9wf+vV6UiaTbhlm\n/vDC7YlXZz/+8Tc0HGZ07FhDlcpQp07V9fa3X1Wnk1OjUUoBmdi+Qo+k+lXSvfdeUak01NTUWB/6\n0Fk999yiOp1yii8s5+CH+ydV64ykpJLr3SCs48N+TvzptJ5+ekGLi5vasaOjqamR+v2sjh/frn4/\nkwLS0JVnezKJJCTLDTKZsQqFrH7846UgD9DX9cftAWAJXZokKHOSEluD7+JaWu25jvtDr8k9JSmf\nej7y65uoua/xquiEXwUdP75Dy8tFHTy4ppmZru6884Lm5rpaXNxUudzViRPz4Vp+u/2d2IZ8im7Y\nG7dB0Mc3RhkMxtqzZ0M7drCBzeTab3zjgDY3Syl5xy76azygP/zp96f1wgt79eyz+/WjHx3UM88c\n0MmTu5TNlgMv+PGkey6Xs5iooJMn92jbtmXNzrZ08OCb2tiY0drawnVA1KtU0JbP1tZKunBhTmtr\nS1pfn1ejkV5D58k4gFuz2QwbDE2qTQOVSmXNz8+HeNO7D4hnAekOWFZXV9XpdNRsbmowyGh2djZs\nLoOseQIVXQYgk3wnqbC5mfCBBKnbFuQhm80GfcZ+YTNarUEAvh6XYwPd3lLF29jYULVaVaVS0ebm\npqamKur1ksQB4KxcLocEPxvq4LcAg8neK2NJRa2vr2tmZibE4MViMfx4gptE8cSmbYb7Nxq9kATu\ndDqhsEXCplqtBlsG74j12U8mk5nW9PQksdRut1NLBaAvsSnrXsEatELPzMxqPJ4keWZnZzUcDkMV\nmlZe9pjBHpEA2NzcVKlUUqVS1fJy8mob5lCpVJTNZsMeOJPnzYTkB7xjcyLum8/nVavVQjEFGeBV\nMABa5KxSqQQa5fP5v/EVLW8ZCJ0Ys5zOnu3q2WczevjhKT38cFFTU1m12+nJ5HK5sI6T7AGOBuPu\nFSJJIXPgWTsqWwjzJBNTSiltq9UK6yYYA0B3NCrokUcKOnRopN27R7rvvqGazZzuu6+n22/v6dFH\nJ07d30FarVbDy3Z9XRIOajjMaW2tpNdeK+mFF+b1f/7Poh57bJtOnpzV5ctlbW7mlM8DTEean+9o\n37513Xbbsu6997Tuuee89u9f1fx8S6XS6FqmLh/mg2GMXyo9GBT1rW8t6PHHd+jppxf1/POzOnVq\nXmfP1nT+/JRWV4vq9aY0GiUtlWS047Y6SSkl84AXY+Tfx6DQwQ+BR9z25MGQt1n5wnuCRA8A3JHi\nVPxVHQRaHP43cyOjyPVeFfYKisuVB/yutFwTVwygsWfhvWrmiQQHgltVZzygSAO5JEHBOB0MOODy\nrLDzEcMn6bpND5Dr2JnBe8YG76ApTh/aeCUV+iJv3W5PKyvTeumlBa2s5AW7oKcHz67rLvuTsUzp\ntdem1OsNwty8vdozl/7jFR4/x+XJ5xbLJTRxnkBXzvPMKfSF1h7sUKHk+dCcsXhQzTgZTzy35eWc\n+v1iKnDwxBX34zk+PwfpnpDYqjKBHfG269FopLvvvqRjxxq6cKGkhx7aHmjlHRGuMy5zDg45L9Y1\nz+57Ygpb4/w5eHBdBw609aMfzes739mRkhtPknliiXHCR088uWw632Nb4PYTZ8/4PMHDMwl4Y7ly\n+TlwYEMf/ehZVSqT626+eU3bt3f0V3+1T+Nxoqve+o1MeEXufe87rfvuu6pyeahyeaC9e9vK58f6\nwQ8W1GwWUzx2GfMql/PE/QDnxde4LR8MMnr22Rn1egUdOrSu7dt7uvXWqzp1qqLV1Z+8aZiDvXhJ\nSauV18ZGWcvLye7kfO9/IyduT71aBr353qtL8MZ1kDH6+kjG6omaWFclpejoYNhpdelSTS+8sE07\nd7Y1N9dRocDymZaazaIuXKhdZ2M4YnvnfEHOPXnJ7yQJNNKxY1fD/RqNKT388IGU3nn7vG925Ekr\nl2N+oC82j9jOfY3bwYRPWZ08uUeLi03NzTW0f/9ZbWwUdeXKQkpv3EcAclwO6Agg5vT5O8+I9Whz\npK0zn0/W1foY3R94vOSADyA6SaS2tby8HDYXYt5UtqlWU+mDZoBh/sfOewXalyj5nF2fkLWNjY0U\nbUhs0o7v7dLu25g/thKw4qAKEOl+fNIhVg7xDXEPz2QjHYA8O+iur6+H1tjp6Wm12+0UUCbp4V0P\nsa7zOfSgG8ITVHSDUYSZVFcryucnGw75TtHFYlEzMzPhftj9mZmZQDM2uMJ2EQPR/QKuIS7NZDJh\nMzgfezabDXJA5xvJhVwup+Xl5fBGj1arpUqlokwmE2SX5AbVa+QYGvp7cn1zJhIPFIX+zoFQMsO0\nltVqNa2v93XlSj8wnEomyN2zMThqgjJ/8Srf1ev1QBQUAeLRWiAplNQp39PbDIEJ6CeIfqDHHito\n27a+Dh6U7r67r+3bpZ07pdOn83rjjaTKQDZAUtjimzkwN8bg7W2jUUHLy0WdOzen556b0/e+t6Qn\nntil116b09WrFfX7ReXzkzatYnGo+fkN7d+/rre97Yruu+/Na8B0TfPzLU1PT4Bpv58ADEnq9fop\np+cZNYySlCym9iBZSoInrwB50OWAhAwcBgLggVHCqPn4pOQVD9xTmhg7xkNboAcDGCsU2Z/B9dyP\nZyYVlCSjiaPxcTpQ5nmSrgsCuL8bAj/ic5mTB+4O/JJM9ygEit6+4a3PklLn8bln4qGt84tnjcfJ\nZi7QkHsgs05XjDDOC93ECXrixa/BWTpQYwy+WRN666AkAafJqwaYq4/BK08ONKER18VAxIE2/GHs\nbATgQM9bIx10cniFKr6/J0EcXMbJA9+VNabNVrwj0PDA37PTDli8a8FbMtExxsrzGbcHim6bJYU1\nPc575MSBKsHEhz509lqb9ZJOniynaOBjRr8dLDEe+A8f8S+cF4NQD3A82DpwoKmdOzf0pS/dqE4n\nnXhBrrjeAzYfm5R+RQnfow/Mz//2dlHXW5dVty/evuvBePqanN7+9uWU/XnhhZp+9KP51LjcFjoo\n4f7nzhX04INvanY2vXzkqaeWtLKSyKmDat9B3ndyRA+xuW4X3F67LZwkP0e6cGFer7xS1rFj65qd\n7evuu5e1sTGls2eTNnX0w8fiiRICXSl/bYlLspGKB8nod/y3J0A8KYRf80SkJ5rgMTbAkz3eXTIe\nJ6+n4mBsjJ3AzhO4PsZcbqSdOze1c2czdZ/Dh1d16tSsms3poJ/YP3TGZZvAlTE4fQneOSbVv2nd\nd98ZoRYvvbRNx4/Pp5JZnlz1HYQJppHF4XAY1vC5jePwBBdz4TpixiS5kNfp0/tVr7c1P7+qvXvP\nazCQzp2bvxaQD5XNJsslsJ/EaviyTCYTdgVFDqAfCW5JIfCn7ZrNEtH1WKc9eYlfJP5EPrjHpJK5\nGXw/4JM5M1aA53icvGIG+iU6oHAdvF9dXVUmkwltnN5Rsrq6GpaxoQP4CnSZmBuQxHK3wWCQ2scF\n3eE7XlcDjYnzsCWj0UjNZjNcA9Cj65G4A58GDZEJPkd/JIXn4TsZV7fbTbXC+rtA+YzrqVJKCu2n\nPIvlK7Sq8vlwOFS9Xg+8hCbQt9VqBUCJnIzH49C+zfzgLcsMKTbhY7vdrhYXF8OrcaCnL3kimcG9\nactHhqgUr6+vh3XMjUYjyDxxCNiBzs9isahmsxnG8XcOhHorgJRkLgFwAENaIgmuWNM0Go1CJgEH\nk8lkwns4Z2ZmtLa2FhhHmR/GQUAcXCaTCX3v4/FYCwsLQVjIyDSbzWsvox3pu9/t6447pO3bk3kd\nOTLQN76RU7eb7C4mKSz6xdB4exkBEQYAgXPhm9BpSuvrZZ0/v6CXX96lJ5/coxdeOKTTpxe1slJV\np5NXoTC8BkxHWlzs6MCBhm677are/e7zuueeizp4sHGtLUfq9fJqtUYB+How5S03UvrF33Hb2d8E\nmDhfUqrFxcEc13vW2MEx13iW0wNPznND6cG6pOvu63SPAZLLIkFCDKCSNu90S5A7I+7v40XppQTE\nO5BDLr29FJl3hxUHaD6fuILMvD3bzG8fD/zgO+aA7kAHKdnx0mkdV4Bdzj2I8zV+/mzP5vn4+Nsr\nCi4vnrklIIDPLovIAePxwCuuejCOGNj4KwE8IPLAGXvBd9zXExouO75VPqDRAzvO8zl5hpNzHJgx\np5iG6CF/cy+XybgKweE20222A4c4scK8GAs0iNcPzsx09aEPTVpxv/71fWq10m2lsc7ENtwroS5/\n0Mf/ZpzouM+Pe+3d29SJE3N67bVauMZ1mLHhFwi43F54+7XrOuPxxIeUtmU+Zk/O8YxMJnm3tMtE\nLJu5XE7r6wW9612XVSwm9uA739mhS5eqqWrWT5JtxrCxMVajUdKtt67KjyeeWFSrVQqte3HlLtYv\nt4kuNw644aPTA5rncjldvZrTM8/Mat++TS0u9nTLLeuam+vr9OltGgzGQVc9aPRnegtozBvOcx2A\n1yS9fQ4+D+Te5cX1LK48xjZFSnbi30oHPcEHgHBfh1yMxyPddttFHTmyono9vbY8m5WOHl3Riy9u\n02g0HcaBnybpwL1opeNZBJfEUi67k2sL2rdvVbOzkyD90UcPaG1tJuVnnc4As/h9xjENY/3lM3yP\nJw3xO3ye0DGjN964QaVSR0tLK7rhhsuamsro/PkduuuuV5XJjNRq1VL22f2N67sDfx+n66M/P45x\nfHmZJ5G9suzyglwBtv2VJnESEpo6+CWJ51VXXhnDd9ANm0tMBRijcITdQh4BeZxDTA2YkxSqorxq\nsFAopN5h3u12Va1WQ8srPsK7M+LqI4DIATifEWcgv7wqBdnFt7A/iHfxAGp9Z/VWqxXGwufMA/5S\nYYV3/oogeMQ4iK3W19fDfInfaJ+Fv4C4SqUSkgLoKvzPZrOhyOMJBeIC76xBNpFnXzZF4oUf4hKq\nyNwDWhALe0Kq3W6HsZCYGAwGPxGEvuW744KipcQ4eykfBUcAEXTf/ZRrYsPhgTQLeMlYACa875v7\nS8kLn1lH6r3oBw5I/+pfjbR7d3ou27aN9NGP9vRf/+s4vOT16tWrmp2dTa3bwXGg+BwYaIyb74jp\nTg4Bazaz6vd36vTpJXsxbUc7dza1a1dLO3asa8eOpmZnu6rVejp2rKdjx1YlnZMkra8XdP58VRcv\n1vXGG1M6e7asZjNZW+MKxd9k6VAczz55YOwgwAMkd3AIqINSFMsDL9/UAoXYykl5VYPgwhUMOfKK\nlcucV2484IuPuFJFsoSxYYgxmBgXzvV7IGs4kTiYjAG2Z6j8WgcfrkvM3YGYV2g8w+7BpwdoDia9\nMkryJg4Q4hZtrxr62l66DDCy0Il5eBIiBtg+Zg+6uWarJIInQGLg6feKwZUDFHjBtZ4o8yDDgZ4b\n+q1kKf7bOzfcHjEur97H9EB+3M440GF8HvwyB5clr1zg4JEF3xTLz/Hqt3/v4wOMuo2+7bYJsDl/\nvqwrV6ZVKCTt5u7EPXGCHXSgwjicv8zfeco5yB5BGDR+/fWaTp+upapcyLPTCFDCs+LNmLYCHgQX\nscwxJqeZlLQj+xiwcQ6cOJAd7lEsTuvll2d0110r18YmnTgxkwpQPKiPkxsEZNlsVs8/v6DbblvV\n2962YvROdxMgO56k4nB/4nz0AD3mqZ/rgGx1NasvfvGY3v/+s3rPey7p3nuXdcMNm/rTPz2olZVS\n0DlPXODfPXaI7Qc0R9bdF8RA3WU7fp7T9ycdDmR8LE5/11+eFyeHnHcTGSjoqad26YUXDqpcbunw\n4Yu65ZZl7dvXUDYr1Wp9/eIv/lh//MdvUyaTS8kqPHPbRzDKnDyJwrM92fLyywvat29Fw2FGZ89u\n03g86XQj5oo3nuMe+FD3+cyX6gwygR7A0xjgIm+us/x+7LG3q9st6M47j+u2215SPt/Vtm3r2rfv\ndV28+HMajdLLchgr4/X9BqQk8cA14/E4tWnhVh05xLeMk+scuGIrmR82ymUHO+kyPR6PQzEGkOiy\nxHjr9Xqwce5LZmZmgr2tVCphDaLbKw5aTDudzrU1nlOp8zyO5xnE1N5ayzhc9gE26+vrWlxcDJXx\n2C7ju2h99aocsg3I9Y6BXG7yChrkKo716Mh0+57JZAKIdLsBLoEezlsqwiThmT/PYx8ajwPd13ly\ngI7Pzc3N8FyWl/EeV8D3aJSsA5Z0Hf6BviQG3J94cgS/try8rMXFRfV6vVAJZn0t94aX7oddz7c6\n3rJKaD6fV7lcDmViQAkgZzweB+KSNSHI4t06CJK3D3qpnZYFdgxFqSBaqVRK7bYlJVU/wCk7QkmT\n9zRVq1WdPdvUY49lVCzmdODAZNc2jhtvHOnb385oNJpcz8txvU2EANwzIFJ6YxQpvcU+zoHXcEgK\ntPDrRqOirl6d0tmzczp5cq8ee2ynnnxyl86eXdTly9Pa3MyqWBxqenqo6emRlpY6OnBgXXfeuawH\nHriod7zjqvbvX9fSUkfF4lDdbl79fmJsMRpkUsgQuoEE6MUZSQJYB6ju1B0EeCBJQE52y3fl82Ah\nrr64LHi7qBsIjLwf3JssHmNwZ42iepYR48Hc+Ax5RpZppSIo26qChTw7WIyDZsYQtwh60B3vROjg\nzoNGBx9e8eJv+O/BlRstBxX+vycQGLdXZuED/J5s5pI4Ta6Bry4v8MQdKLLioANn5O32yBky5esr\nJKUqcN4S7IGRyy/y79lD5ux67ICMzwh6XV54LnOlUgCtkspDIs+eLGAMMR88eHHH43LnvCUz662i\n3NsdjaQAWMbjcbB5zi/kgznCwwcfPK2ZmZ4ee2y73nijHhKAzN8DDgcsyEWcFPIWL+SCzCz2ya8n\nWIPfy8t55fPJujWXc3RrMBiEAAtewhdPLnoVg0DC5dL1y/2Y2z//zT1dn7zi6kAbOc3lxgHov/56\nRY8+upS6RlKgj+uv21L04dSpuu6664qKxYmtf/LJBa2vJ4kCxoctcflE992n+fme/fdg28eDPE7+\nz+rkyVmdPz+tY8fWNTfX0913L+vixaJWViopYIR+Og+djh78Mh63RXHC0O0h13EvSSE+ifUU/jJv\ndCuuADMmWpp9bPzt8sv1sR/d3Mzq9Omynn9+l374w926dCmvfF7au7ehWq2nEyfmwmaOAL3Yr5Jo\n9gQBsutJQ3ajb7eLevvbz+j06Tk988yOVOVEUur1HYB7dt3Ezzm/8B9xhQx/7P4e28G1u7jLgAAA\nIABJREFUnghPEgXSuXM7NB4XtGvXRS0trahc3lCp1FGrVdTVq4spex8DUveVyIQnK/Al3rJL/AI9\n0XWqgA4y/dnQFwADqKSo4slgZJLnUenDLpTL5fCKD8ZGzA2/XWdyuZzW1tbCEjbW/iGj7IrKs3mu\ndzGyDhV7yGuHstmsms10qzi7tG5sbKjdbgfZpvW2UCiENtBsNhuW1MV+M5vNqlarhbWTxIskoDwe\n8soihRyPPQDhw+EwdGGy4RD2Y3p6WqVSScXi5B2izJsdbNkdFvqCZWZnZ1PJLZ4BndGnwWAQdsQm\npqPNdzgchs2Vms1mkD/kid1tiWexFezens/nw6tapqenw9pRZJy3iCBLFOIAwcgvc2HzKRJJVKF7\nvd5PrIS+pSA0l8sFBiWvuEgyYfV6PSiu9xpLCoxEKQGNmUzyUniM5/z8vPr9vmZnZ4MCeL+1GzYY\nn8vlwuJmhJyS9qQ/eqAf/aioRx6pajweav/+kfJ5KZ+Xdu/O67HHJtkDDDwlfykddLvik2VEYXCG\nnknwyl42m00FaxgDDAXGs9fLamWlpNOnZ/XCC4v6wQ/26Ikntuu11+paXi6p1yuoUBhoenqk6emh\ntm3r6ODBhm6//ap+6qfO6a67LunAgYYWF7sqlTLqdLLK52vXBUAxqIorUF7NcHDl7Z1S+oXe8Bjw\n41Ug5uj0cUfvmXUP5hijgxcPHj3Y9qySZ/U9WeCVCnjjwbM/1428B4weXLhD4/5SAqS51r/zQIq/\nkW0H1ciYV37izLoHvfH6JgAvAYWDZ08YOKCBjgQ6HvB5wsUDYOYJrfntmdytqiTs8se5zi/m7Jl8\nry7GQU2cHHAACD1wdJ6ccB3AtvDMWMY9q+9gzeUX3nlA5I6SwIuxbWUHmI8Hyp4s4bkOArC9ngRg\n7K4DHii5/rhOSLqOnuPxWDMzm/rgB89Ikv77fz+oTifdnubvk4VWnqDx1l5kzvnlMoKN9UAvXnPj\nMubgNtY7p1ucXOC5DijjxEtceZZ0HXBF7/gbGsfACDnZKikzCfamdf/9F5TNSo8/vl0nT5bCphTQ\nxnUsThB6oqHfz2llZUq33Taphj7zzJKazXKqmsPf3injwasnI5xWbtNcVr3ywThcd69cKenHP17Q\nwYMNzc31dOedqyoUpFOnaspmk0qfy54nBpBX+OV2w2mNPkNr11UHkU4HT3CiRy5n2B4HfdhDzndZ\ncvvp8u5gELnA3vG8fj+ns2dLevHFnXriiR0qFCavUdncTHa4jUGw66wnytz+ZDKZVGdOt1vU0aOX\ndPz4dl2+vJRKaPga7a3suscFfvAcno+uuA3NZJKdiP2Z3DPuimo06lpcvKpabSM8Z9u2q3r55cMa\nDBK7GfscALjHNvAZ/+fJYM5Btj2W8KRGbC/xt77ZjSdDPJGCvgwGA7Xb7VSsiY3zLrKtZIbnA+bd\nFmQySZsuc6HtEv/Ehp7EatgAB2xsMMqyDPQOUExC2BMyvvyJ7kVJAVCT3F9ZWVG1Wg1Jfk9eOO+x\nRQA98IKksI8L4Jz1nbTWjkaj1AZDg0Hy3tB+vx/Gyv3AFFT/i8ViWAPKet7V1VXV6/UAPqk6+5s6\nSCbUarWwthcfAkD1XbSz2clrVHwPHM6VFAClyzT0lRTWpcI3B7/OE0A+GMfjGABqqVT6Gzcmesva\ncWEkQskCXZQMIpRKJTUajZQA+sJ2SaFSCYiVknaz2dnZoLxkdTzIGY/HYTExBKTcXS6XA0Dm8ICv\n0+no6tWivvSlqr7ylZY+/vGMPvCBnt75zr6OHGno1VfrajQaQVEwPmTYyXSikDgb5uaGgeCODAbn\nuDNmITq04JleEcHBNpt5ra7WdPLkQhCWSmXy7tKdO5vas2dDu3Y1Vav1NTvb0+zssm66KdngYn19\nSufOVXXp0ozefLOiN94oqtnMXhe4ka3xYBzn6Q6+UCikXoBN8IIzxmi6g8KoenYZupKVcXDL4UEV\nwMwX1+NgPfjzagy0xoDHGU93fMi2B5wxCMZgetbOgy1vd/bnM28HG/wgTzgHd+JkYZErzuM53g7q\ngTzPjDeciSsC8IJ7uuN2Gvj9nbcejGK8oQfGFh3yahUAmfvxDA8YfHzIPY4U/eYHWeJz6MffHkS7\n7CE3ZCInAWA/JaMOYlwvHMDFMs3zuL9XdD2L7oGs8wydoBPD22pjABxXyjyoivkILUkWuo76O3nJ\nQGP3crmc3va2yU6a586VdfXqdAC+Dp4Zw1b65LxyEOEy6sEddh3d4r7O0yR51wv/e5KUOXhQhu0g\nC+5gzOWS+6Gz2GuXN7dpXEN118EKz/QAKwYR2WxW7fZYp05VdeRIS8ePz6XsExVdPnP5cZnwNYgv\nvrig559f1m23rSiTSRIx0JPxe2U3Bu/cy6vVfC4l3TRu96CvrwPneVeuTOs//aeb9NGPvqG7717R\nAw+8qd27G/rKVw6p10uCxpgnLss+Fvyt21x8ryfg3PZCT0/O0s3l/oGOIPSF8ficPOHFdei4+01o\nQkXIE5ZeqfO5S1K7ndMzz0zeYzk1lchkXIl3PUE/8H10OzFO92mvvLKk11/flqINeoGcUxGEttg0\nwIknn9xXsFmR+2zGx3i9pRga+P+zs6t6//u/p3q9LT+mp3u6667n9dRT7wzBvvt5nuN2ye29Vyah\nG/LqsRB+DV/rvMJ/++68ACHkgd1WvZWTGJq5u/8cDoeh61BSWDvq84r9EzSja9D578kW7jFJKs6E\n1tOlpaXwmpparabRaBSqdpLCOzIBWdxvOByq0WhoYWEhrGtdXFxM0R+dajab4bUl+Dd8Ll0ExFdT\nU1PBfng8hq1i7XOn01G1Wg3gaTgchkrh+vp6AN9svDORmwnYo6szk5lUEdFvgBx89tfleILfq590\nfCJjDvZJNOTzea2vrwcMREv0cDh5xyn+Dl4yZqfL5uZm6ETwxCMYLE7KecKVsXAvxzDw62873rJK\nqKTU2s5arRYU2F8eL6VL+JR2Qd7eiy5NlGt+fj4IB5VVED1C6O1HHuizG1SlUlGv11Ov1wvAl3tR\nhR2Pk575jY2xTpyo6n/+z6w6nYEefDCjhx/OqlxOXl5PpgjnS6uBlLRYeXDOvB2Qco0HCN4q5xl2\nKXGUXhHDWRCcJsHwlJaXSzpzZl4vvrhdjz++V888s1OnTtW0vl5Tt5tTsTjQ1NSkYrq0tKkDB1Z1\n++2X9cADF3TPPcvav7+pxcWeMpmeer2iBoOkisbzyuW+HnzwlC5cqKrTSdY8IsBueDF84/E4JAqk\nZFG2O3zohhH2qpYDRf/O/3bHQSAcZ7rjKmucVXdghhNFKf0a6ME1btTJ7DFPD8TgKVk1B59bVWQ9\nKeDOyWkMTbjeK4bcm/sQoMW0JOhhrMw1prUnBaC10yFOKDAP6Mf1jIHrfQ5ejfU1KlslCtBp6AC/\nRqNRSPZwuFwxJvjF85AddMz5QWLMg0IfN4Gf67V3SjivmRtgi/HHlSzkCh74mlbXIeaCnnCdy4LL\ncJwcimXP9ZT5cC++z2azevDBN1Sv9/XII9t06tTE4br98iUZyFbMb58r2Vme7QDVt/R3vaR9Dhnk\nGmSM/9Fzv6/LFde7/eB8r2p5dcX10GlLcOJA35c9eEUFcArvCHbdfpVKAy0tdfXQQ7vD+JAJr244\n+PKNpFwuRqORzpxZ0B13XNLzz89qba2UAk3QzINGt1EOlpAFX0/riQXo6HbZZctlKZeb0rPPVtVq\nFXTkyKRz5447lnXmTFWNxlRKXhiLJxQclHK4XcMmu02FHt7Ng2325ICvG48rBlzDPQl8vSsBvjAW\n2n2dZ9DGeYpMxnLm61W9agbdnQdxwo2YwmMM50M+n9faWkWtVk20tXuwzeHPB0y5nsdywhy8OwdZ\n80Szf+4BM9dPigzTeuWVY2q1prSwsKZiMQmYFxdXdObMPm1uTgd7w7zjpKQnL5wGvmQJ/ngLLLx0\nW0LswuaYfm/0iXl5x4nLrPtiACPne1eXy5v7aujDOSRK5ufnU+2qztN8Ph/aM6UJ+KjX66l4Abn1\nV/LwTMY16TBcD7YdnWLzJJ7pwHcwSPZq8Y7I9fX1EB95AnY0GoUOR0nhVTAkpLPZrCqVStBBfAOy\nn89PNj0lxiA5iPy6jcZ3DYeT15tUq9Ww4VGhUAgVTJdl900eC/jYVlZWVCqVAn7yAgIttyQgwEwu\nmyRTmZ/7RXQOcOlLW7A5Hif7ZlEsxyGh5En+v5OvaEHw3KDR807lECFDEMbjSWWT6qS/RBfFJ5tR\nrVbDblVkSrysT5+6K4ZXeVxxJIVMHk6f9w55oD49Pa1Wa6AXXyzqu98dqVrN6fLlyQJx1kihtBgc\nBwoxaPEgBaa6cNLbL6VbMLkurj5KyatgMIoOnNyQ83mvl9faWk1nzy7o+eeX9Nhju/XDH+7Sm28u\n6MqVonq9vKamJjvylkpDbdu2qUOH1nX33cu6//43deedl7R/fzO8r6zTyavXm9Z733tG733vGVWr\nY50/X9VgkDgojJcH+O5QPKPpDsazrDhNroemyBUHNHOe4MQ9OI+fHVcuHHzCI19/QPbQAamPnbkg\ndx78emtKzCsfiwed0MeDXncs3tbE+czdgQzP8HvGwAiHAP3cQXsWnfF4osADd6c1DpdrPeD0hBHX\nezbXHSzPZD4xYPKqmwemPj8P7Pxzngc/uR/0iv/fSnZdjhgzSSYfp8s0h7d0+blbtfE5SON/7usg\nxKuVHijHQBQ7woF+cn94tBUNuMfCQk8f+MBpSZNdcbvdYooOMY882RMn2pzHzANaOBBmLA4SvYrs\nyZKt6MR4nO7MPbZRjM1tAt97QsJljO+9EuXAjud74sIDbZ4D3zlnc7OgcnmkV1+dDzT03RG9CyKW\nO5cv5jYY5HX5ckGjkbSykt5EkHMZB/wAgLkd8eSa64zrclzV8uoRQV7ih8c6e7ai116b19Gja5qd\n7evOO69oczOnc+dqwS/GCSPXLWzA/8fcmQXJdZ33/d/r9PQyO3aAAAGCBEmJq0iRlEiKkiiKm2Wp\nJJUki7YU2nLixA9xuSoPqZQrlVQesjzIFdtJVSqW46QcK3JkWbJ2iRJFihRFEiSx7yAgADMDYNbu\nnt5vHpq/c//3AlLewtwqFGZ6bt97zrd//+875/jn3qnkiSzzg3Y+Rucnfuhq+ge/0SdsH37DgQGv\n4GKrfc02Pp93pn0iY+Bym+jJidvltM9wP5MGqWLZqSiXS3alOPjosUYaxPFg2PUUGfWg3ZMYt+3w\nwTd3dJ4MPyvo8uUZHTx4vdrtmiYnF1QsdpXJSGNjqzp+fIekGCTwCqBvGOS2KF1l8w6fdJLN58g6\nckfMmwYH3U65v03PGVpHURSA1CiKQpUUf4mMeNeI21l2b6Ua5zERcsd3fKkagB9L0Fgf66CDAz7V\najUksS6/Dg77Mj3+h14kbvhOt8H5fD4UlFgn6jrAmElSffwkVlRjSVzn5+dDK2s2mw1VYnIKHy9L\ndeANY6Viiq9EPhwEWl1dDTpOoshRMS5LTjfWdXs1ksKZyx5JMH4AmiML5XI5JLToKpseSfEeAvhF\ngAg/TQH96/f7/3+uCfU+8U6no/Hx8ZC9T05OhqRxeno6CBrGO12NTDODTJ7voXTVajUgNOx8m8lk\nQvm9WCwGYcPxexLYarU0Pj4eDAQoF2gLu00Nq60Z9Xr5xPbW/f5wd1BvJ8R48M8DHO93911FPUnC\nsTPndLULRA6jwT0IqRQnFSgMz8bISrGyDoV0VMvLYzp+vKY33livF1+8Rnv3btaJExUtLlbU7WZV\nKvVDYrpuXVO7di3rttvm9cAD53XbbXMaHe1rdLSvbdtW9K53nVcul9G5cxVJ8Ts9QfCxpB2UJwjM\nxxMgDL5vI+2VYTdkrnQYMeYP/R1RcifkwTyfMxbezX3+N3cWOBY20MJoOAiBkcMgeNKIIQGgwUFh\nNHy9hQMZjCu9U5wHgT43D4L458kD8uaJC8mL73gKqHM1envFFd54RcYTZsaDbqGHLr9pJ8r34IMn\nVXzPkzgPqD1xYJ7MCSeLnHlQ6AkKxxz439LBLDxwWwSvCAKhhTtedzbwD/vjc3SZcvAD+Wau/nx0\nC9uHvcEOuR4wfu5zOt9553nt3r2ic+cqevbZrcEpwiunK3qdBkjcPmO3kW0QdOSO8fuOjswBWnkL\npPPegRenkSenboeQKd7psuxBSdruOy8c/JCUOMbCK3ig4uk1W+iDJLXbwy6XbrcUbD1XPp8P9sFt\nmyPcDgrhm86dy6nZHFEUJY/Ogm/MG/+LTrsc8Ky0fXAdBYTGTjNvP2oFWqJ3zWZZr722Xhs31jUz\n09INNyxpZmZNp07NSEquxyOx8+TTExa3Y3wPHtLi53KFHKODAObIgvtmb2H1Ky1bfNbv98MatnSy\niO/AX3iC60koNtc7yrAPjAt9SwO42WwMOPI890MOPrlMePcVNMdW8xk67wmIz5H3IFPQw9/jVUDo\n5AAO30/a1LwuXpzSkSM3qtEoaWpqUdPTC7p0aUrLy2NXAGC+gRMy63bJbR12kvcj277W0xMPl480\nWECC4M9msz1iCK9Q8Z40IATdHLjz+4htoSH0c1nx+MuTQbfRzGl8fDzE14uLi5qYmLjCRpPwslst\n8Tu0Z20p48FmuJzDT68ysqcLtoZnwxM2QyoUCpqeng48Ii9hfaZ3VGF3isViaFfFDrgNqtfrYQdi\nvof8VSqV0GHpMUMul0ucs4kN9d190V9PNpEN4sYoikJXKM9qNBqBvpz5SVxKFdkr5lQxsQeMmfiF\nXX4bjUaoBmMP0Ed04f/LJJSghcWvlMlRdhwt5WtaFEA1ICz3gyTQZ077LKXhfH54wKo0VOilpaWQ\ngHqw5dVK3o1igkagtLTwOMIkDXfRpe+fq9frJfrq3SGknRJzd8OHEoDGgY7xfdrJHO10ZN6DZirM\n0pUVVL7vypQOiqS4VVqSCoWi6vVICwtVnTgxpjfe2KBnn92ovXs36s03x7WwUFKvl0tUTEdG4vU/\n+Xyka69d0p13zqnXy+nChbK63eR6wXQlhst3hoM3GC5HUN14O02G44+DEoJVnx9/4/lSjJZ70JtG\niT1A97XK3loG3eExThk+cS/tWd4KhjEgKYV3fM58oAc0cXp6kIKz8QSH5/M+9AOd8ODG557mj1cv\nPJiFDxwazfehG4GS89B5Ai/5nX+eJHkLEDJFIIvThMa067uOwnfo5Ui3/+x64gg3Y0annca+vt0D\ngXRl0enrQEq6BdJ5wlxJyrnH3+PyBw3RC6orLlfwzwEOLu5zlN+TZE/w+v2+nnxy2Ir7/PObdOJE\n3Grv99FS5HTwsZGYIV/YcJIykilsq9PG7R2bQnhijbxAL7fZ6eTH7Qo0dtmCts4/+OZy5cmlB6Ge\nELttdr7zNwcr8GNDmo2GcRD08B2SQqez2xlfX48MDytwyfXSaZsJjbwLCdqm7YBXNLE1fO78utoz\nvHLJ33q9nF5/fZ2y2ax27FjWxo1r2rPnko4fr2llJdn+DB993gSfbg/QO/TWAQlPJhwsRo7ct7rt\nxh/zHH52W+Z2MZ1Qulx4fOEyiVxw+ZIF1yvWIqZtArJMDOR21+0nv/vmNi776KMndjzP7b7zwWXZ\ndcLflx4nPp1AGbvmNtufPfw5p/n5SR09epOazVFdf/1xnT69U1EUy4UDx2kgAL1wHvButwm+Yy3j\nYcxeSYU+DghRBYN3LvPeju+VMLe//A3fU61W1ev1tLKyEpIITzJZm1itVlWv10PrJ/usUMFsNpsh\nsWbXXmkYW7HXC0d7UJhZWFjQYDDc6GdhYUG1Wi3Y/OXl5ZCMscM/8+D4mWw2blOFLtCB5BI5J9ly\nHSOGJ2nytY0UlaC/L4tjV150hs1+oC8XNhw+uuwWCgWtrq4mdFuSFhcXE3kAcs1O7MgwHZ/oKoBL\ns9kMwB3yQgwEDWjhRTcWFxfDckh8BTTgeVGUPJt2aWkpAY56nEksl8lkQnX0V7XjZq/24f+LC0RF\nUkBcSqVSyOSlZKsYk0LQ3fHyMxcoEEJAO4EUB+ZSHDzQUy4pJLIkAC4MksKiay8987kHZSTZbO/s\ni+3dMXlAgkCWy+UrEG2foydRbhSleA2XFK/HIhHDEDIGkChXAj5PI1xpxAljj2L6/cMro8XFog4e\nnNZ3v3uN/uIvbta/+3f36YtfvFff//7Oq8pErdbV448f1+///iu65ZZLkmIHDA08aPCADPSGOUBP\nD6TTiC6OyiumzN+dQHruABJu/D1hSDtoD2o8cYIf8AnjQdIKUECwxNi8QgTfPCB2ZN2Df//Zx4Yc\nOugALz2wcvnwebhDR4fSFWUSSVBHb9tNt3b6s3xtlTt87nMnj3Nx2iA/HqC5rKbngn44TZ2fznPo\nwdj8PT5eD/Y9UfcE1kEhaO0JE/NMVwHcNvFed0Bp2+g8TCeYaXn24DwdOCO7rp9XS2ShLxfzGxtb\n1datw10FX399MpHMutykQQ1kzStVnsB7UOc64QkNAZjrNWPEfnoCwHN5nq8vdz+EnDIH7ATP9CA7\nTR+XI9dPxn61BC+dfHgw7gFqNpsN+uW+yMfj/OVv6Af0lhSCn7S/cfq4fvrzkN+rXfha93EOpBIE\nklR7QuPzdLs7tK1F/fjHO/Xf//s71GzmtG5dU1/4wqthQyzo5WN0O09Ajf45WAD/oLXbpqvpddqO\nOwiB7UeOsBlOa2w/NHZ59/t4nvOOf5648S5PkAF94CvdDczRn8X8+K7HPy4PvsGUyyr+IK2HJAhp\nsCGdtPI+746RrtwExn922+LvS/r4ER05skc//OEjKhSSa/3z+WF7Z7VaTdg1X+Lj83YbxhzQAXiD\n/Pr/rhdUXZm/Vxl9TtgV3xdkaWkpVGqhGd8hOej3+5qYmEj83fWRdlr3g96WSZzgQEaj0Qj6I8Wb\nSFarVTWbzSs23SGRQ7Z8nSfPaLVaWlxcDHuDkNwiB3RHFotFzczMJBI2j6XSfi2fz6tWq4X3MGc2\nplpbWwsbHw0Gg8TxkKx3TIOVgDVuA12OeRfvi6IofJaOFZERHw9+lwTaixCA7pz/yc8sT3Q/ga6Q\naA8Gw2IgOsu5rA4Q+oZPABfNZjOx7p3vkOj+quttS0IdtYDhtNyg9PV6PZF4UE1kR12IXq/XEy1w\nvoC73W6rXq8nkGWUvFAoaHJyMjCLz3AIHmAwJu8/BxWKoigsOkbYEVIpuUbGGY8CMF4MvvfXMx5K\n8558OlKWbhmi992dtDvoNLLsAU8URYl2Vf+OJ8TDMXe1Z8+ccrlsMLoetCUT3LwajYJuvnk2jHNt\nLadLl8o6dWpcBw9u0AsvbNFrr21VPj9QrdYMc2Le9MKjqI7wcY8n0fAHGUonODwbmSRwJIjxIND/\nBl8IhjEEcSU9p+npnjZvjo8C8qTEHTHfQTb8ve7UkW14REAIeuUJDvSAH+7coFl6/Yq3LHpQkE7k\nPPhBhz3RBrXzICrW155uvvly4BGBqTtxl/OrtalOTnYkRYHejj5frXXOg7g44ZS2bm0mNh5x0AJa\nOXrpBnZ0dFT5fF7T08PdB73qlZZDD2r9mR4EEZC4fUkH5CC7Hvi7fiGT6fW06MJgMAigk+uzB3rp\noEmKq0xcoM5puWGsDvBkMpnQpjgYxC3St98+7Eo5e7aqhYViCLBJOHgWraIePPizYzsUtwIzV6ez\nVy3QR5efq+mOy5KPj7k4+AFdnOeZTOaKTeTQA+jvsutzcvrCG5dFHwNz9mTRk21kwkEfT3YYsye1\nfB99oNPGWzehnydvBGPYDb8Hn8k74HMaFPYE121BeoMNT7Lwd56oUFmSpKNHJ/Wnf3qbzp+vqVgc\n6FOfOqJHHz2pYjF7RSLkNgg/4DaQsTk/HdiFfuhMGkBAXuFhOmnhc7qf3Cagjy5PtMx5guV0cLl2\nQI+5IQvYzyiKj5TD3zif/ZxuqkVuB7LZbIK3HsS6bWJsDgZi8/FvnnC5vri/cd+EHPvnnuCj/56U\nOijjG2RFUV6dTvL4Gq8gux+kXZTnuB1Kv4e4wZOlq8mJ2yjXBfTK4w7+zq7nbNjJGZGM2/0s1Sz4\nAmBGvAyt2ajHZcJtHq2c/h7OzoTuPIsTL8rlcoi7GffKykqIgbyTZd26deEsSuZLfM5mOA7y9Pt9\nzc7OhqStUqkkziBN652kxIY+2eywEISO+nKBTCajxcXFcF+9Xg/6lc/nEzKL/R0Mhus72+222u22\nVldXw8apw01Nm+F+xpIGhEj4vDWWz+v1evi++zLWwErS+Pi4Jicng+5ybCW7J9Mej/5jo9jhN5fL\nJc5uJdllLtlsVufPn1er1UqAM8z7V11v2xEtf/RHHUld9fsZ9ftSNtt8y1C2lclk1ev11e9HOnGi\nrx/8oBIEJL2wmIuzd/waHR2eh/bggx0tLw/0s58l26OkuGrj6zNQZHc6N90Uads26Rvf6CufHw2G\nkmyfBJQxeHCHkxuuNx1VtdpRpxMrAO/GCPluYQR8ju7lch29612HNTs7pqUlqdEYVT6fREilJMru\niQ73ceAt9/FODJ8jcDgWlJ2x1mpZPfbYUd1zz1l997vX6ezZ4VbRKCU0hF8jI1393d/tVr1e1Npa\nSeVyTqurA0VRchMb1vwUCsPvYbBwMjwPhbnrrotaXi7q6NF45zKeBR/c2WUymdDijVHdtWtNW7Y0\n9cIL69XrxWsFHb13GuJ0ce5D2kd65JGzete7LqnVyuk//acbEkmvI5LwyteoDGnQ0113ndaxYxOa\nnY2DSq/YepDs67k8QHvHOxaVyfS1b99MoJsHJszHAz1PMrPZrDZtaurGG1f1/PNb1e/HTtARSBwG\nY/NgnyuKutq1q6v5+RF97GOH9Jd/mdeRI6UEb9NBE8bRr0olqwcfnNfp01Xt3Tse9AdHnEY6CWpw\nIr1eT9VqpHXrmvroR0/ri1+8OREoOJoej/3KDbOkvkZG2nr66aP6kz+5Td1u8ryRGp/DAAAgAElE\nQVQ1OiO436vwwxamjB544IIOHqzowoVycO6+cZgnUR5081zGVi731OnE4IUHzDyH/73NnPE6Mu86\nRXBFtd4rQOkgl3fyfXc8INTebs45k2+8MXXFWD2hYkmDB6FUwqCNFB8HBK8dBHS98MQBp818HDCY\nmWnpHe+Y1fPPb1Svd3WQJg0o8i50oFTK6b77zujgwQktLNSukCdo5zZBindR9mQVfUhX4PzedNLt\ndp3nDoHcbkgIPaFHj0lK2IgCOXBa+vh9PHwXOePdvoyA73iSgG66/HFBT/5OG7rrtK979kQE3kZR\npNXVir70pTv0yCNHdeedF3Tvvec0Pd3Sf/tvewJwBr3RFa8cOYgH/4kZHMzzZUKuf2k74uBI+m9+\nYRN4Zxp44Hvbt69ow4ZVvfTS5kRi5u+TkksSoJmDIEMdSB5Dxbt9PtAj3fVCrLFu3YLm5yevsOWe\nkPl80vcUCgWVyw2trVVUKMRVFgoKXp1zetI9Q/xSrV5QPr+ic+e2JmTR5+CylpYh/N309JL6/bKW\nluJOpDQ4l5Z/B/huu+2MLl8u69SpiUBPTzRcZ90neVHlhhvWtG5dU3//97E/cd3IZrOJY/wcyM7l\ncm/ts9LWu9/d0De/WQvjbLfbGhsbC/roMYCfkUkb52DQ1Uc/2tLevQVdvDiSiDEpEqH7a2trGhsb\nS/hydqV98MGBpJaef76YADw8PoLGJHyelEdRpBtukG66qau//uu4MOPFJNb+d7vdcOwKbchc1WpG\nTzwh/fCHGXW75bB0D954LMOyOnwnIMva2po+8pFIs7Ndvf56ISzTo9LL2Hw9sa+5RYfe/e6MJiZ6\n+uY3iyHvyeVyofvS9w9xH5zJZFSr1dTr9TQ93dHdd6/q618fyury8nJov6bK6Ru7MrZud3g6yDAe\naenTnx5o376MzpxJgjVUOKkCD3W1HOiEXE9PTyuKopAoX+162yqhd9/d0913d3XvvT29972R7ruv\nq/e8p6cHHujr/vu7euihgT74QWnPnl5QAt9ohPVcXJVKRaurqxoMhj3bExMTbxmrgb7whbqefnrt\niiyd7YRpS/DgyZ+dz+f1iU+09U/+ibRjRyGgRigIldhWq5VYK4LyYAjy+Zw+85lF/fN/flpbtsTB\nT7r64oiWo4skK5s3N3Tffcf1sY+9qn/wD76tp5/+pp544jndddc+XXvtedVqLUkxuukOQpKmptb0\n1FM/1c03n1Uul00828/Gw/iiaPwDfY2iSB/84BFVKl1t27aip59+VR//+EFNTraCI3ADKEkrKwXN\nzU2p05lUuZzXZz/7sj7xiSMqFOLzvTyQdFTXUVeeOzIyomo1qyeeOKZHHjmV6Kd3unnQ4hUMD0Yf\nffS8PvrRs6rV4tYv0CyUnGTQ0ThHMvv9SIuLI2q1cvrP//kGrazEPKACESflsfNgjr1eT5s2tfXo\no2f00EPnwlwd5YJPTgdvT4TeH/3om/r4x88oiuJgyf/O5XTIZrOh3aPT6eh977uoxx8/py1bVoMs\nM2b466CHb2yE/GSzWT344EX9zu/s0yc/eUyFQqRPf/qA1q1rhHsGg0EC9fXgibnv2lXXP/tnr+m2\n2y7pwx8+q0Ih2aqWbnPyIAIDW6329I/+0QH9xm8c0ebNa7rzzkuJRAaZwfh7xYNn53IZffSjx/T7\nv79P09NtPfjguQQqj44wL3TcEfhrrqnrscfO6oEHLgY+MF++B495vwcn6EWp1NLv/d4R3XDDUoKH\nHsx6tdCTdP4fH6/rgx88KymZMOPwPYj1uXg14M47L+vXfu2Mrr9+OSFbnuTC65mZIdgjSfv3Tyds\nxC23zOqmmxbCd5m7r33zLg5vBev3+xoZ6ek3f/MN3XPPGWUycZCKPLhdc3DMq/L9fl933TWrRx45\nq507lxLJqidHTktAEE9atm9f0qOPntW9986Gvzv67nzyJG6IYve0adOaqtW+PvKRX+iJJ95UFA20\ndeuqstnkuYhp2XfbSZJ6/fUr+shH3tAtt8zpt3/7gCqVbkgwPZlz+fckpd/va8+ei3rkkWN6xzsu\nJ8AO5NHpkf6Md9Rqkd73vrP6zGcOqFQaCX6Obh546r7DE7BhgBzp0UdP6ckn39ToaKwjnphRAfJE\nbBhQS9/4xg362tf2qNPJ6pVXNiuTiddYIXfoP9UU5Jd5SVKtJm3b1tCHPnRU27cva3q6mbCH0Cfd\n0eD87/f7Ghvr6NFHT+jxx8+GuZdKpSu6btK+1Nv/8vm8HnjguB5++JBqtU6gRzrh90qo6xg8LxTa\neuyxI/rMZ/ZqMOhfYcfTwKmDYdwbRZE2blzUb/zGS3rf+w4riuLNV1xG0EkHP9l8ZmRkRNPTLf3G\nbzynhx9+TZ1OK9giB7fRGXQ5mx2CsuPj46GCtWfP63r/+7+rBx/8oUZH6wm74jro/hGZx/bcfvsh\nPfzwc3rnO/eFFlHvbPEkAnmW4s3UisW2nnjimD7wgVOSFDYEbDQaymQyif1C4LPPFxn/+Mcv63Of\nW1KlEvtM4jHuKRaLYdnY4uJiAowpFAp68MGWPvOZNd1++1qISwD86vV6iLWxrQCqnGGZyWR0ww2R\nnnpqTU8+Odw3ZXFxMcRFkkKrLa2dxBTj4+Mhri0Wc/rCFxr6/OdXrwA8WPdZKBS0uLgY3ksM73z7\nyEea+q3fWtP11xcCvQEqkYu1tbXQdcnOtrlcTuPj4+p0Orr11kV99rMdPfRQ3M7KP84eBQzijFBo\nAv+npvr6whfa+vjH47NnmRMVYDp2yD2k4R4yhUJB1WpVkvTUUw39zu/UFUVxMp/JZDQ2NhaeiZx4\nF5wXmB55ZE2/+Ztd3XFHcokGcXS9Xg85z8jIiKampoK/YB3oLbcM9PTTkR55JL4PW0SVmo2OiPcH\ng4EWFhaC/bx06dIV+6ukr7dtY6JOJ6fXXy9o376iXnkl0v79Rb3+elavvBLp0KERvfFGTnv39nXg\nQEHz82UtLS2p3W6rVqsliOetIhxi7Gd8djo9nTpV0ve/L128GJ81ycJjDAoODMPOGT8EMIcOSS+/\n3NWBA5mApjiK0O12NTExkQhGSBZg0OhoT089Vdf0dF+3317X669X1W7Ha2NBFHyHQEezCaQnJiKN\njLRVLA40MtJVodDXxERdW7Zc1u7dZ3XHHSd0yy2ntWXLvKamGsrl2ur3i2q3c4oi6d57T+iGG2ZV\nqbT1xhtb9dhjB7W0lNfqajGxxTVKLMWJCpUMrrGxNe3cuRB+X7++qXe967zy+bZ+8Yuqer1k2xlz\niqK2Pv3pN7Rly4qq1bYOHlyvRiNG/B2VTle2SKgwEJlMUefOTWjv3kktLsZbbju6nE4i0yh0LpfT\n8eOjOnq0ptnZ8fA9X1/sCQYBHLSBJrlcTufPV7V//5RWVooJg+lOvFJp6777ZnX27GSYjzQMuJaX\nc5qdLenVV2fU6VwpB46qg7o7faWhgz9zZkyvvjquZrMWxkDwAA08kGDOzqczZ4o6e7aqY8cmQzDu\nAT3PYuc2ElT0hrG9+90L2rKlqelpQJ5IN920pNdem1S7nTybkflBYxL+22+f0403LqtYHKhc7qvR\nyOrcuYkgE71eL4Gww3N+HhkZ0YYNq3rggVmVy8MgYdu2un72s/Xq9+OWX+SKAMTR+sFgoJGRvj78\n4bNvtQVLW7asat++jWq14p1NfbdsD3qwD6urJV28OKqXX55Wq5Ws0FEVjXUluYGRdwxce21T73jH\ngm64YVkvvDCjZrMd5IxKjrfV8X3Xq3x+oMceO6/nn1+XkK10ZdyDc4AZaPWBD8zq7rsv6fLlER0/\nXg3zcQCF999995x27VrRm29W9NxzmyXFnRO7d1/W+HhHZ85MXbHrJIAcHSLIswME119/Wffff1br\n1zf0059uS6DdDk452EaHDToylPuyLlwY1YEDY+r3Yz3z9aC80/WO90jS8nJRFy+O6sUXZ9Tvx0c1\nYduS9jDeaXQIQg70h3+4Xzt2rOq22xa0fXtDW7eu6o47LurFF7ckKjTwhgTb7dHu3au68cbLeuc7\n53XzzQu66abLqla72rt3q1ZXY7vsiRP2jucBjt1zz7zuvfeCGo2CjhyZSGyMNTY2FgI/T0ywRbG8\nDPTUUwe0fn1L+/ZNaHU17lLgfcieB1v+eSYjfe5zh7Rt26r27t2itbVCYi292+mr+RFJOn++rNde\n26K5uTFFUZSobniC7VUQB2iGyXlGv/u7e7Vz55Juv31WL764Va1WIWFbueC3b6THWGu1hn791w9r\n06YV/eQnO4LMUj3xZBMZgWY8O4oinT07prNn1+vChbGEDfDglCqVJ4zMs9fracOGvp544oimp9ta\nXR3VxYsTCZny1ntP/LBRxFGjox2120UVCtLoaFOXLk0oiuIA2ncbxe66j4yiSNddd1433nhe69cv\na2KioVOnNimTidtHiVFI1KWhno6NjWlmZkaS1Gw2VKtdVqNRUq+X19TUspaX16nbzYXjN0h+iQOg\nCYH2pk1zuuWW/ZqcXNXU1JL279+qRiOmu3dmeJeQd+11OtLs7Lj27l2vTmc0VJDwVd7lxPsdjAcU\nPnq0qNdeK+nUqZj22BTePz8/H6qaxJKMb3V1VbOzNZ06FemnP80pipJHgNAtgS7QgkmXRLPZVLlc\n1qVLGR061NRzz42q2YxPmPCjEdFpKpDuk4ZxzqpOny7rhRdGdeFC7y0QMXnmcbfbTWxuiD6ygVar\n1dLly9Pavz+r559vhNjEO3cajUao7nW73TA+AO9CoaDZ2YKOHWvr2WeHu32z0RLLbnxdKfE+SeBg\nMGwLXlzs6NixjF58sarFxXiPgGw2G7pKcrlhW2s2mw07G1NkW1tbU7fb1YkTRf3sZ3mdPh0vX0FX\noaFvmIrODH3OsjKZjC5cKOnAga5+8pNI+Xzy2Bx8BbFNvV4Pcsvc8vm8zp3r6dSpvp57rqxOZ7gZ\nETkX7y+Xy6Hllue12+2w+zb29Fftjvu2teN+7WvDrHrIxJxGR4cJ4dpaX+XykHmNRlelUk6lUpx0\n+HoEDzC8SppebH/o0KgajYHK5RiJ882KMGZSbCQnJydD3/Zwo6KSjh+XRkYyV3yHC4PIGihJYWFv\nFEVqtQr6N/9mRv/iX1zW9HRXf/AHv9AXv3itlpbiRdmOmmIcHWUrFAq6eLGm73znPW+hfm2tX7+k\nmZnLWr9+SevWLapWa6pS6ahSmdOOHXNhLI1GURcuVLVjx5Ik6dChzcGpf+ELr+jQoY167rnrdeFC\nLtGmJcWtJoxn+L1I+XxGP/7xbjUaedXrWXU6pfBzFI0ol0tuTDI0TtLHPnZY27cvqdvN6q//+hat\nrIwpm22Fd0Izr2gRSDiajIE+erT2lmFIniuIYnjbtTteb99YXCxrebmqXG5Ia3bMTCPIjtJ7lYTx\n5HI5rawU1et1A/KEcudyOU1ONvS5zx3ST3+6LcgMc2bN1OHDG96ieVzB5f2OcqeTAw8E33yz+la1\nLD631BPQNBLsDo15Xb5c0PLytHK5ZOXDUdtsNht2jMPQe/KVy+X0d3+3U9VqTzfeuBhoNTHR1W//\n9jH96Z/u0erqIEFjSVadiPS+9/1CH/rQ+YS+PfzwrPbu3aB2O67k4yy9eo1DuummC3ryyVMy8dHY\nWE8PPnhB3/ve1kQAjax6wCVJ4+Mtff7zxzQ5GbebFgqRHn74tP7n/9ydAK68VctpMTTMWR08uDGs\nB2HcyLYHu2lZw/bl83kdPVrTv/7Xe3TPPQ3ddNOS9u+fSSSRXA4c4YD5bHW1qO98Z2tC73gf33Ug\nyFFiHOP4+NAWr6zEG0x5gOnPvOWWy5KkN96YvmI98AsvbA6gFgGR0z9duZTinfwKhYL27BnK19Gj\nU8pkkmfmOk88IPLPJL21Viav119f99bfBongm3d6ZdMTnhhQyOuNN9YHnjEWb2mGfg5yDIPsjI4f\nH9M73xnry/XXL+lHP9ocdBiZQeZocUNOBoOBzp6t6IknDmtqKrkup9/vaDCIj22SlPAz0MPBq8EA\nQDI+pgnbwVooQFeXFwcE2+28zp6taceOVe3evaizZzdc4d88+fXum5hvsb3NZK7ctMrnkwbYfOlD\np1NSLheFYBb5AAz2dw4G8Q6b8ZXV8eMzuu2285qbq+jy5REVi8lNyeAFz/WKZuzbkkuL0tXSfD7e\nCMiBEPdvmUxGS0tV1esTymbjgNJte7xkJAk8Uv3PZDJaWBjTT396je6//029//1HdfLkBg0G8U6g\nabvmtGe8kjQ/P6aLF8cTVZPR0WJiPC5fTg+et2/fNSoUsnroodd0443nVCxK3/nO3RoMkpV694XM\njaQ4m83pwIE7Ezo+BLD6Cf3lew4+IOPnz0/q8OEdete7DqpY7OnOO4/p2WdvTciVyxv8cV2XhjZp\nWHGMz6hPg35SDASRJPG3XC6ns2eH/waDRmiv9HF4Zexq4FipVFKzmdWzz5a0urqqqalhrFqv1zUx\nMaHBYLjJzPj4eEgKeRbrXhnvM89I4+M5FQrJvUjokmP+bLSZyQyXQFHRk6S9ewcaGRl2UDH2fr+f\niM+5qPKm4+5Tp9o6ejSuZrvt4fJ4Op/PB9/CzrCdTkHf+15G4+MFVSojIfYfAoLDBL1arYYkliNn\nJIUEu1gs6rXXpGw2CnR0/jiQTLXaOzCGxYmKTp8e0q1SKQTdlOK1osR7XNVqNcwP27a4mNNPf1rW\nYNBJPB+b4Ge/Ovi9urqqarX6lu0t6pln2hodjSTF7eWeXAOKkWT7rrvwnLWlv+x62yqhhcKQwDjS\ncrmc2G4YI+pn9pBEgIKQ7HW7XY2Pj4dyO8aeyqlvxoFg4mQqlUrY2YkWGASHNVqTk5OhVZCzhHzX\nTu/HHwyGu0fVajXl88NjYSYmJoLitNsFHT48pVtvXdH0dF+33rqqffsmtLYW7+ILKovToD2Hipmj\nRZlMSZ3OOl24sE6nT1+rgwdv0htvXKszZ9ZpeXlcjUZGhcLgreNR+pqaWlM2OzQiu3Zd0m23nVGt\n1lap1NW6dXXdfvsZjY93NT8/rrW1+HgTDGQyeYl07tyULlyY0dzcuObmSlpdrWh1NadOJ6disRQc\nBUozGPT1+OPHdMstcxoMpK985WadObM+yAaJjBsU5sszQF28yuVrpVBc0Bh4ztlRKF2tVksEFSSc\ntH7g5P098NwDCujDfThF7iExy+Vy2rGjqc99bp/Gxzv61rd2aW0tVmiUOJfLhYDHna3vmuw64cmJ\nJwmO6vrRMOkEknuYF/cwJ2ibrkxBU0+ccOSg+MPnNvX5z5/SDTfEATVXrdbT9u1Nvf76tDKZOAhn\n/NDwzTfHdezYpCYm2olqai4X6ezZjVdUcni3Jyizs6OamxvX9HRT4+Oxcd66taHXX9+gTqeQmDd0\nYL5DtDKnV16ZVCZT1KZNdeXzQ11av76h06dntLIyEuQLg+2BraSwJsSr+sg37/FARkpuToSexNWW\nrGZnK5qfLxtAlJRFeOubnBAslEolXbo0mqg8eZXFEwlfj1cqFSX1FEVZffCDFzQ62tdLL23QxYsj\nQa48IOj3+9qypa8PfvCMJOlv/maHOp3kuZFSXrOzBUlx8uoVWddbxkkwmc8P2/KLxYGefXa7lpfH\nE1Uc7DSOHN56Ug7N3N5AK7dlDliwRmcwGCTOKnX6OUiKDKAzHnx7UF4uZ3XjjXGXiSR95zs7tLxc\nTLRWw2PkyqtKpVJN585VdOutF+Qx6auvblSrFVes8TXwmWSHuWUyGe3cuahrrlnR/PyYDh+eCgkQ\nc0sDLemARRr6zUqlqV27VpTJSPv3b06AGiSKXLTXYZvhw/33n1ImI73++nb1+7VEdRA77bYQ3eJ5\nnpB6UMe7+T32W/Fh9sjOkO4D3XzzvPbu3azz5zckgE344JVvdAKeDenR1e23n9FgkNGLL+4OeobO\neuKYTqSz2Wzo7nLfnJ4jNoS2Z2/xxA4w17m5ad1wwwWNjXVUq7V16NC6xBFxvqzAQSaC+7Qvcvvl\nQIEnjgBrnlDm83ldvjyjer2q7dvPaXp6VevWrejQoRnlcsXwPLcPjIsdTR0QhBaeTBFTovO+bCK2\nFxnNz6/XwYPXqFTq6IYbzujIkWvV68WJpL8HeUuD53xGt1u5XA6JJske30+f3UoBxqu02C7GTwHE\n4yHkFVluNpshvkQOkDfii2azqbGxMRUKhdCe6/7E4xq+k8vl3lorOkjwhESrWq2G78VyP+xYHB0d\nDTbEYyViXd+Qx5/f6XRUqVTCDr3wlQ15SLo57xL/58B7qVQKf1tbW1OlUknYEGjJMxgTOQI8QBfQ\nJ8bGaR8jIyPhaBpkgvdSneR9xPv4Wrez3nYt6a0K7GL4nHZ2CgPIEu3j2AoSzXw+H85nRZZIngEX\n8WnwSpImJiYScSCtutlsVqurq0F+yYPq9fovrYS+rUkoio5wUC1yIwuDaCsoFotaXV1NMIZMm8oq\nBPA1FcvLy2FhLwkuwuUtsyATvmDcDTaGyfucSYorlUoo4Xugw1xjQz6ivXtLuvPOhiYne3rHO5Z1\n8OCMOp18OPbFA2EPWhHgQqGQMA7uhLrdnC5fLuncuWkdPbpFL7+8Q/v27dTJk2O65poFjYz01Wrl\nlM9HKhb7KpXiuWQy0qZNK7r99jMqlQa6cGFMg0HyWBRHpnk/QYsHsjgWdzT3339K9957VpL0zW/e\nqP37N1yBiOIMMCzpTWc8yIZWkhJ8hf5cHmASLHkbjKOfUpzM+LvcueNMPKgYDOKdTh3Nhw433rio\nz372oEqlvpaWRvTsszsTiDlz8BbQNFpLWyVVM8bGHKAfYyNx9MX8LlteUeJZPgee589m/szbHXY6\nMRgGZVm9+uqkXnttRhcujKjfz6pW66pQYI1yW+vWdXTgwJQKhWJ4P3zgWUtLBb3yyrROnRrXzExb\nExMdbdnS0P79G7S2lty1zwNg6JrN5jQ/n9Orr27U3NykZmaaqtU6yuUijY52tX//RCJJQ+c8GRmC\nURmdOTOpn/98gwaD4RrtXC7SzExdL7+8PtAuLTM8E54wN+gGf/jddY150YbK7/DCKxQeIGJ/0rLO\ndyWFpQXpSh10TAcg/D4YDPT004c1P1/Se94zp1xO+uEPN2hsrP1WABJXLW+//ZLm50d0992z2rVr\nVW++WdOLL24NY8QGDOU0TkScF67b2JXhBmqRut1IW7fW9Z73XFCvl9HXv36doiifsNNOW38en7v+\nuz64rXFdJEAgKHTgx5/tlSu+z++uu66bURRpZSWv9743Th4bjYK+9a2dkpItyTzT9dirKwsLeY2M\nDLRt20qY2969G7S6Wkr4Dejq43cU/rrrVrV9+4pmZ6s6cmQm4RM5qsBBDJd531So0ejp3e++qFqt\nreee26ReTwmf4rLg8uzB/Hvfe0rZrPTzn29WsxkvaYHPAAtuhzzpdL+Jr/GKIDRxgBlg0OndbFZ0\nzz1v6vvf3xnoSUyTyWRC2yXjkeLj6aB5qbSmO+44qyjK6KWX9gS5AIxyfefdLq/Ot3TS5/LA2L2j\nBR/BUobh75Hm58u69dY5rVtX14ULk1paKieO1XM98u4E5uebOnli7OPnctvD//6Oy5cntbhY0c6d\n5zU5uarNm1d0+vQ2ZTIxQO7JVnrDImwVQby34KZ10KuabpuHfregM2e26cyZGU1PL2pxcSK8z8ES\nnpVOrL2Fkne4TSU55W/Ip6SwvAy54VnMh/fgQ/DJrEXEXpAEkSDyTnxALhe3i3rchWwgP37sDhVY\n5AGwBl9Cgjk9PR02qev3+1pYWAiJGAUf4nWPw33/FZbOwW/kSlJou221WqGwBP3YnIh70Xe3EZx5\nSh7BnBgXgBxjGAwGWlpaCvOkYprJZEIBBB9PXuL2FDoQy/FM+MlmpwBg8KHRaASZQ14Z2/LycvCR\nFOmQS2TCd6H3xJJ8yIEgNnxFDgA5VldXwzNXVlaUyWRC4QE7ivyypvaXJaFv28ZEOLlcLheY3e/3\nVavVwtEsKIgnWVygQmx5TClZSu7gR3VJUjjbCYQHg8EWzr4ObGxsLIEK9/v9RGJK/zbIgTsVjM9g\nMAhbIEvxcQW5XE7z8wX923+7UcvLec3MdPUP/+FRlcvNhKFByRBUR5q9woVwOUqGUcMwNBoFdbsl\n1WptDQbSl770gP70Tx/W179+l/r9K8WgUBjonntO6Xd/90e6447DKpXiFjYSTj8HyxNCFBcHwXdu\nvfWM3ve+05Kk557brVde2Zhw+FLc0owD82NfQKXgB3PGcPu7PWjEyUlxNc//7sla2hH6/54YQHMP\nSJg//zxJffe75/XZzx5RoTA0GidPTimbzSWckhv5dLALLdLJhyeX0ADeMB7G7Ik8gYsn6vzMd5Bj\nBxaYl9MjvUW6J6pxspvXxYsjeuGFdfrLv9ytf/Wv7tQf//EeffvbW3TiRE3veMeiHn30bHgO6CzP\n8uvUqXH92Z/dqP/6X3drbm5U73//8URSgs76vJKJfqRjx6b1Z392q/7qr/Zobm5Ud9xxSVu3NsJ4\nSRwctEgHb+32iL7//e364hffrRdf3K6NGxu69dbL4e/IKGNgXsgbMuPP5bseEOEkXD/SSbZfBOre\nWoYMON/TQT/64Yi7vyudpESRNBhI//gfHwqAwm/91nF9/vMn1OvFZ8ANAZjLeuqpY2FX3P37Z4Lz\nBliB7p6QOxDiMkoAkclk9J73nNMddyxrz56lt+SjplYruUmO65hXpxiftwR74uhyw98cZIMW6IzT\n1YNrnp8GGZwHLif9fl/1elHnz8e76h49Oq3BIJYtT8bT9Eq32H7ve9dobi5ucSsWY5sIDTimwG0L\nYxzqIv43XsPuCR92ATnDHlPVI7CdmxtXo5FXPh/pmmsWEvbd+eryN3yPtGPHylvBLx1NOW3a1NDY\n2Fqgo9PFg050zQFKBxAJ/jyZ5xn4sTTA027ntH//ep05M5rwD1J8TrnzHVyFZ+oAACAASURBVF8O\nv3iOXyQK/h7nr+sCsutJF3TAF5J0xclU7B98jshVJpPRuXMbdODAFknShz50UPl8/604LQ6yGbf7\nFeSGv8F7rnTCml6zmq7SAgqePLlD3//+fer3s7rmmjk9/vhzyue7Cfng/dgzxuVAFnrN756UETMR\nl1Ix9KC83+9rbm5aJ05sD3x1O+D84X/4w2cO2rvt8Xl7NwbfZbOhKIp3J3VbTlLhn9FWOxgMQnwM\nvRuNRoi9Xeaq1WrYsJNdZPGhy8vLKhQKGh0d1crKSkgeqXiyCdHy8rIGg0FIJvv9vlZXV7W8vBzk\n2mMyB4GiKAp7slA9zOeHR3X5eaYkZCR5o6OjgdbOZ9/gzwGAdrsdNkBCXknI4Rt8ga4kbSRWk5OT\nwXZ4px1VeHi+trYWzjXFnmKbC4WCVlZW1Gg0tLq6GuTU9QuAj4TUzyYlF4F2DnLDX9fLdruthYWF\noHt+JA9gBxcVUebQarXUarVCzNfpdEK3KbZ+dXU10Sn6f9uY6G1LQnO5XKIfmkWznDmTzWaDkEtD\nRoAAVCqVkMx5EJfJZALRqJAuLi4GYWcX216vp2q1mkAWxsfHg0CQ5fNMyuNsfywpKBgbkNAODNrh\nQSXMqVQqiXaeS5dG9cd/vEMrKzmtW9fWF75wRJVK3BfvrZ8kNOnEAANDS42jSUNljRRFw3aPO+8c\ntsGdPLlJrdaY1taK2r37vHK5wVs8yGlxsaJf/GJSR45s1CuvbNfPf75T7faoxsdXApoIbTCQoDqe\ndPm6oCiKtGfPJT322FFJ0ssvb9Hzz++8opLLvZ78O8Lo56hhVGhjQTE9QXUAg8+51wNLnsdYuDxI\ncOeAE6EFgnYYT07jQH2g97//TX3sY6dlIqGTJyeuSK58LCg5jghHQfDs42IMyI1Xq5ATR+UcrUW+\nXGbdmXoy5K1paWTb35/mkSetOPJ+P9LZs1X94Aeb9F/+y836oz+6XceOjYWdHQkEoKkHqsPxZHT4\n8IT+w3/YrTfemFa5vBaSJ69CMQcpbqHHeA8G0pEjG/Rnf/YuffnLu3XvvfPqdjsBQEFP01v+e9AW\nRZGWlzP69rd36N//+9tVqbSUySQ3I+ICMIDmXqnwRJn/sRV+PBG8Rte90pMGLtxmQAOchTtIfw70\nBhyE974REUlusVjU3Fw1IdfT0x299NI6ra3F61+G/BzoxhuXtWHDMFnYvHlVn/70YU1NxSCdB/np\ny+VaUggshp9F+vjHD+vuuy9Iks6erWnnzhWtX7+UkEWfIzLvOub6h51Iyzv2yO0V9PT2fL+8FdTB\nCfdtbHxB4oAOHDo0EZ5z5Ei8kzAXPoWWKWQUxx8Hwhl95Su71e8jI3HbuifU7AabTryH9oMEJ67m\nesLGZ+kEHyA2tu0ZnTgx3Pxtz57VMA5kwO2RA19STg8/fFJPPfWyWFLyyCMH9dnPvqh2ezQBuMA3\n3ok/8CTTEzsPOOEx4+BZBF18h7l+97s7VC5XQ8Lnz+IdDl647cSWcWHDHARCFrjfq3ceBzgvsfck\n9czXO5OobKJXvsFOr9fTj350o5rNgiYn13Tffcc1XJt/KHEvdHF+MU/4yZyp1lBR9v0HvMuLBMNb\niXO5nE6d2qbvfe9+9XpZbd48r8cf/7FGRnq/Ut/8M5dTEhvW9vGPquHExITGx8cTIK7bEgf9aa3n\nb7wDmeNn7veWTPjb7Xa1vLycANexQbENzQfeeqyTTvS9ok+yNRgMQpUQvlSr1VC9YmzISrlcDjaX\n+fV6vbCbbL1eT9hS4mkqm8gmYyPh8wS5VhsCbHS7sUss8Tk70iLfyDTARCYzPO+SMdTr9ZBs+ZI6\nxtXr9dRqtbS0tBRklJ1y3R8iKyTAJHLwhaIXyWO/3w+blUJ7xg3vJiYmAh09vqBANjU1FfhLXtFs\nNsWSRcaG3tVqtQBKoNv9fl8TExOh5ZhzV5EDljaybpM5eDW6VCqpUqmEAho05YLW5XI57PbbbDa1\nuLgYdtyF3wAfvwws53rbklCI4wGWNFRizhQC7ZEUlAFhYBthLgTKESw/B42LTUs4hDWbTa6p6Ha7\nQcjT4wVJonXBlb/X6wVkCQXNZDJhDpSwOUaGa25uRH/yJztVr+e0fn1LTz99UJXKEG2hDI6TdBrx\nTpKiUqkUhAw0MZvNanJyTR/4wFFVKh3t3j3c2OW114YoXqkk7d17jf78zz+gP/7jD+s//sfH9Bd/\n8UF9+cvv1Te+8S794Ac36YUXdunQoWt1+fJU4nwiD0DcWeTz+WDIqeDs3FnXxz52QNmsdOjQej3z\nzDuVzcbGnbHyHBIFPsdIeotHuuqJcnigKMWVIymuIEBDBwq8goeR9B59RwpxVumElSpCPMZIH//4\nKX3gA+eukP+TJ8cTqLAHTh5we7BMgBNF0RVn4g75WQpj8XF5Usd9yCfGJ51sOwrH970S78kKf3O9\nIeh3Q4yR9YAjdqxZHTs2oVarEgIZT7gJGuA1PxcKIzp8eINWV2ME3efu33VQgu8PE5+iDh7crC9/\neZtyuWQHAXxwufOqlevlykpBzz+/Rf1+MuCDx16dwlF5oOn6wH04Cp8XgY2vM3TEnHF60pW2GZ40\nebIKfaER96KHjAfZn52NN14YyktGP/vZukQFYqhDyUDx9tsvaWFhVIuL5UAb1wPkhTH45hbp4DyK\nhpvlVCrDAOr97z+nT33qoOr1kYQcuDwhmz5Hlzs+5z3QGZ66vUkHqHwHepFcuy44Tzx59QqYJB0/\nvu4tnmd08uRUsPfwCQQbWXLdd12TpMXFaf3oR9dKkgqF5CZUyCgy6H4TGclkCOSjEBy5TnuixHvT\n8kJ3w/Hjk5Kk3buXAsBTKBSCTLN0hb/xrOPHN2jbtkXlcsNxb926rLNnpzQYxOvi3I6lwR3XDXiY\n1nUHdFwGeSYJEmNaWyuHqic+GLkDHHZb4PY1ffnGf/CTOcALt3NpueZdLvOegKFnJDNpWXHbXq/n\n9aMf7ZEk3X33Kb3nPSd1112nNTbWTIw/bW/cZ7sd8PFCV+bHhWxjI6EX95w5s1nf+tb96vVy2rDh\noh5//BlVKoMgi4DAPAs/TiUN/riejo+Pa2ZmJrTrjo6O6rrrrkvIpN/PmNI6jO7UarXEHD2WKZfL\nWrduXWKNoq9n9gTe+eK8wh+wRM2PM8nlconEX1LQH2JtZLPRaCQ6wzg3nWcMZaAeEqV8Pq+lpSWN\njo5qdHQ0FGXcX/X7fY2NjYUikCQtLS0lNhQiCWMpnJQEFelUdH30Ddj4ThRFoWuSYgSbs3EkDDTH\nl3JR2SSmx757rEg1GB4iB4wREAN553vYBvSWbkkHXfDD2HMHJiYmJlQqlcKJA9gCjshhLa3HIsga\nVVFJYW1oJjNslaWTs1qthuQym80GvvN9+O0ndHj8kMlkEt2fjD2bHR7vV61Wg4zWavFZtL/setuS\nUAjurTHDg3SnwxpNiMaFwKNkjpwvLy+r1+tpeXk5CKZfoAYuiFRWIbwrCcyVYgZPTk4GY+ZK3mq1\ntLa2FlofPKFtNptaWlrS4uKiWq1WQIM8uJybK+tP/mSnGo2cNmxY0+c/f0DlcjfMj4DWW4jcIIJu\ncL8nq7VaW7fddlyPPvqccrmBFhaqOn9+41uoV0Gzs+tUr48rikqJObuxYk6gtNDDN09IJyHcu2FD\nU5/61D7l8wOdOTOpb3zjFrXbcQuO84S1BOmEjAXhPiZ30tzrSVva4aKM/pknpSgk86Pi6zR1p0hC\nSILohof5VyodnTgxppde2pCQxQsXKlpbKwVjinECRcKowXcSJileAE5vP2P2dgwur9o4cg5iD/3T\nib0H+I6keaCCHsB79BMaoKMkai7DHqR7UA9vGBeyRXDs9HcEH0fqLeAEs/AtLVM8m+cNfy+q10sG\nAZwv5hUNBwaYhzs5nk8AAy2hv1f+oZtXlHK5XMLGeIAD0srF3z0Z5jn87wEgvMMRQg/uR/+wzx5Y\novdSHHTNzsbtopLeOnZjJJHoDZ+btMe/+EVZP/7xrkQQhLwwVg9AvFrr+jakQXJ3UUn61rd2qF6P\nOy14D8FJOmD1wB3dxwnzfa9+uRzjtPmMuTjtCYigx9Wq9dh65+nsbEUrK0WdPDmpZnOQqEA5eMR7\n+CwNqvHOF17YrrNnxxVF3dBCy3fxIQQyfB9Qk3Ahk0mCeegm73KdcHnEZheLRR05MqyEzsysaXq6\nk0iWPHAnKWCcp05tuYLXJ0+uC7LiHS9eweL90MjbddEd9wXwiUAQfZHicyC9Uwf68l344vLNs9Pv\n8EKe22JAdNdfrwI5aOU667EVNha5Alzgf09+CKw9kT14cJvefHNK2Wyk++47Ikm69trLQTew2fA7\n7Q8dpPDxehIKfYjRvEqavjKZjC5c2KzvfOf96nbzWrfush599HsaGYmXSqUTW57J+kIHljKZuMKF\nv+v1ejp9+rQuX74cgAQKFegCIAwgrvMVn4Eso9elUknlclnbt28PgTuxpm9CA608JvHN6ohl/OxK\nYkn3c8gqc6QaCE9IlqmguQ8YGRkJ73RwGzp2u10tLi6G5I9xlkqlEOu6X+Py94yOjobNOIklvRIM\nv6vVahjDyspKsM8knNh4Ng/yBJ3iEUsNnK48E5vHmKBttVpNbJaazQ6r3hMTE4HHy8vLYf0nmyBR\nXUXeqDxidzzfoGjDkTDc7zEEvod195lMJrEZk+uGV85p/yVhjaIobCSJjvt7nN7QcHx8PPDFr7Gx\nsUCzXq8XAIkoikJFH9/xf7vetiQUZUMYHI0B0YABZP9sAMTECPAymUxAe9hpC+VhV6parZY4WBVE\nCiHwANxbmwj63OniLEHO3IjwPsrcoBr5fD70iZMIeBBx/vyo/vzPb9LaWl4bNjT0qU+9opGReKdf\njF86WPf3xcF0XBGsVIaCsmHDcC1WFGX1+OOv6J3vPBOMxNUQ8HTLraPGUjJJgBae7A2RnIY++cmX\nVSr1NDdX1d/8ze3q9ZJn7PmYMRqOohMk0DrkSSrGxIN9rwrzDubFmU/piiq8xskzh3w+f8W5So5U\n87sjpjinQqGgRqOsAwc2aWZmGKTW60PanjgxEQJXgjJkiXkxd2gKz70a6YAADtgDEU/8oJlXGlwP\nnZfIOfN0JMydtVeMpBhd9HE5D3iOJ9WeLPLedOIJeDCU50oCUPCE0SspXgFxffUADYfkRp+/uV6n\nwR/e5evX+Dty4XSV4rVPHmCjM46CerXU7/GEmZ3zPNlwcMDfy8/oCk6OuaRlGB5wOX88wEY/FxYq\n6nbj+3/+882BzzxzOK44GOl2s/rbv71ZvV68e6PbAX8/n2ErHMCIgYikGztxYlIHDmxL7ECLj/GD\nxtE9gm9v/fcxOPLtCaMDBh4QuH3xyj08dkDC55wGHYafZXX06JSOHJkKXTXIPoGfB/nMmbY1Po8r\nE1l95Su7FUVJ+QPxJ+B23YHvrAnN55Mtx66/XNDW7aQHyd3umObnh1X0XbsWE8l7GoByv3L5ckUL\nC8njG44fn058h1jA/+FzvTpB0uQVK5dvglH/Hf55ZYB3eEcBPICvVPKJExzQipPMGDSCbvg8ryR5\nJU9KrjfnIgnCF3vi6uOEviwjclty3XWX9Fu/9aw2blxO0HvHjosJ2kITdATZRuY9SSIhw/76HJAb\nkiDGxv/eIXXx4mb94AcfVqdT0PT0oh5++JsqlRqJMZBwwVtkG3n3tcoAMp68ueywXIxEDFpCX8bN\nd3znU2hAy+2hQ4cScggdyuXyFT7L7YTvmNvvD/dPIQmmuJG2NYwNmWHzTPcVxKbQzosz7KOC3E5N\nTYXnVSqVRJtsoVAI1UMHythJtVAohPg9l4u7OLCfHN3S7Q5PpIDv5AS53LDKjF5BU7cr6N74+Hig\n8ejoqMbHx8PPY2NjYXycXEEcjd9lUx/kj6Sz14s3e8pms4nCFDaX40poVy0Wi1paWlK5XFalUglt\n3oA3yGmxWAzttJxh60UR5Ii1o8gmrdP9fj/kONKwnZiqNEky4ADzhTbQg9NCkGXfX8Z54kva6G5h\nvq5j/X4/JLK/7HpbK6EgDCA0xWIxnJsHUQj0pOQC16mpqaAclH8dWRgZGQmoAYrCsxy5wQCk13uB\npuKQuVBaEtVutxvagDEI2Ww2MLterycCGw8Y3OFGUaRz5yr60pduUquV04YNKyGBQwjTFR3QchaF\nk0zjlIZji9fdStL09IpqtbqOHdsenAN09oTH6elBIDTzlkU3ACQv5XJXn/zky6rV2lpaKumv/uo2\ndTrFhMN0h+4JBc+gZZHP0pU5DyYJEtIBtP+OooLY4XCgozt3d5DMF/5Cf5+zJxYeVN5660Xt3Lmk\nfl/60pdu1okTYzp5cjKBOLux8UCYpACn7citV7E8MfXE3pMXp4HTkfn4PB2lRw89mYGGrE3x9W3o\nCPdhaHkmQQh0dxq7LPl74QX6Av+dD15pwgB6MO1JbhotRjc9wCChRv68FZq5oTee9PPsdDLoYIbL\noicVyITTkfl6MME8ebcnAWlAKV3phLbpgJZ54+w8EOTdjBteDecz7OSQpNnZsk6dqiWAOvTaK6Hf\n/e4uLSxUw5gc1IAPzn9+9oAVOg35ENOs08nq61+/Xr1efJ5iOkCBz84LLj6D9tAb+qQvv99lEvDS\n7SbPcD5iU5gTMseYer2eDh2a1OHDk1cEXJ4M+fi8Kg7vXRbr9TGdOjWTkAHkwquE/p2hLGGfk0Ey\ntPRkDZr43xkv8nny5PC4s127Lgc+8940jXyuJ05sDO9eWKioXh9PgMReueazdHIPnfg/DTw44OJA\nmNsx13Gnobcqc3ni5XRNy29a9p3GLv8O1uAz3H+6LXG9SieA6e/wzpGREZ06tUFvvHGtCoVkFWTb\ntouS4nNP3VemYxSeDW3S3QJXAzmd9vDI9QudunRpg37wg8fVbo9oYmJJjz76HdVqrfAcr/bCI77L\nz17VhJbpBMSBCfjrsu6xjG/IwvjpCmMu3lpLEsKYoZsDGd6lAS2QLWyUj9PjJ/jtMuHxL5sZIa+u\nKzyTaho+jjmTNDtYBJ98jxWPsx24yGazIXaFR1JcFXWg0H2+3+v2gjWmxIbYHLdrbOjjNt8BD/dF\nPJ9nwUP3v1EUhfW5TlvPI0hWpSQ4xP8ksG5/vKuMKjoXFXW3uVSLryZD0JK5A4r5Jkxum9iVF55j\nN7gPgMbX+7pcU+n1zWN/1fW2JaFMfnR0VKurq4nEhqSQnbmiKAp9ywRJJJhsx0zyyqG3URSFs2+k\nIbNZqNvpdNRsNgMSw65PXs7P54f98PV6Xf1+P7TSwmQIDVMQ7JGRETUaDUlJA5MORtzBssvu2tqa\nzp2r6ctfvlPtdk4bNy7rox99Ufl8O4EgeYCA4KCovrB4qJjJJLTRKOnv//5e9fvxkRYYAxSGi4Qh\njZpiaHwuURRp1675t5CtSB/72Muanm6o0Sjof/yP29RolK5IBtKLzpmPo8QeYBMQeBDNfY68whOS\nIA/U4FPa8OE4eCaBE2MhUExWBuK1Po42Mtbx8aw+/OFTkqQXXtiiubmqvvnNPTp5Mt4gwOfsazlo\nhfEAg8RIirR585ruvfeMPvGJI5qcjHcJBpX0BNUvD0QwzPCYHdy4z4EG5u+BgSer0BfaIfNudOE5\n+uXvx7F5m3M6+XCDCL+RDxwJ7+dePme+7pw9YOL53Of65btZOr08iWXNCp/5rs7YC5cj9MtlEDrw\nf7plELnGDjpo5LSh2unABuNMB7Lu/NBtr6ZJcfuh89Nli3WhP/vZJmUy8UYb2Nrhu4b3HjkypRdf\nXJ9oH8fG47TpZIEX8MhtqVfajYV65pnrdOlSstqcllWey88ejKPDaaDDk0XkFjlxO+B8REbSSYAD\nKZ4U+Bb/0KPX6+nIkQmtrBQTyan/7DIsKeFHpbjSSlAxfF+cJHiQ7QG002wodwTBSSDHaYCc5PPx\neX/YEk9GB4OBTp2akSRde+2istkruy74mbEgC0ePxssbTp6cCZ87X11fPJnDfvumU+nnO7Dg3/fk\niRZxD1gZs+t42kbCVw/s4iu5OczVAHPnPTrgOuL+2quSzJHPXD4caMYG8O79+3fp61+/W91uTMNS\nqaf16xfCc9JADfEI8Y37S+btusKYfcddT7CZA4kSup3P57W8vEHf+95jarVGNTa2ove//281NtYM\nxQj45gmnr9PFf3hljwDa1/ABKjnYxzh9jk5vaExxwH1R2ma4DPqGUf1+X5VKJeEv2+22lpaWQswr\nDTfdRJ4Zt8uzV79brVbYqbZQKKharWphIeYnlXdsdxr4gm8+R3w3CZMnxysrK+p0OmGTGmJv7xTx\n9v9Wq6XFxcXw7nq9rpWVlcQOsfiYSqUSNj1iZ9koinT58uUg38Q0xLjQuNvtamlpKSxPymazYbdd\nBz36/X7oNgTcJmaWFFptySXw/cyL+TQajZCHYCvb7bYajUZo6V1ZWUn4N+hIjsR7+T9drPB1oMiD\nx9Yeu9Ad6LHuyspK0P9yuRxar7PZbFh7nMvlQrU0k8kEgN07UNLAwa+63rYklOCAxNCJtba2pkaj\nEQJ1bydBiHwLZDc4ly5dSpTNG41GItDA6I2NjSWqGbQjUdkhWKZKK8WtY54Q4jTYlhhlcnSNIBWH\nll5DJCnRw37qVFl/9Ve3qNPJavPmJX3kIy+oVEqiMzgw5uW7xDLWbDarcjk2VL1eVt/61r1qtapX\nJLJuULwlECPtSAnzZixRFGl0tK0nn3xNk5NNPfHEq9qyZVmdTlZf+codmpsrJIyZPyOd0BKYYYCp\nXvM3KjzpCh7GMd1q5wGfJ7fpyq8HnI7updFEp5M7XG//5T0PPnhctVpPS0tFffe7m9Tv93XhQk79\nfnLHM6c1v6cd+fh4T7fddlGf+MQx/eEfvqjf//3X9cEP/kIvvLBJly8nd7AlGPMAzmXGjY6UrMq5\nM00HSRgg2i+8gsjcGTt8dfnGwaUDMK9WecDm4/WKCE7Sg3CfAzqZrvKlk790gMTYoyg+dsbHRBIH\nXb1FGsONTiBj2Llki2UccCBbfpwDrfeMk3kShKEjzClt6KGBz9lbI7knre9cbi+d9szZed7pdHTu\n3KharZz2798Y6AGf0OVCYaDV1YL+9m93q1gcSSShvAP6YR8JcD3gSSfBQ5oNZezs2TG99NLmMGeC\nizQA4fLgQAFzdwfuAXw6KQJUcTmBVwRZXJ7ceNXOqwKe+DHXob7EFRDe4WCY6xnv4j7kh7XtLg8e\nQGcycUXQQRqeN0wygmYmKqxe0Uf2kAFP9rzaH0WRzp2bUreb1chIX1u2LCdAUbePjAPZOn9+XPX6\nUK9OnVofaOlzdz2NgZBcwm8gE65jyIgn1K5nAOBeYSGp9SCPMaWBLg/WvVIcKGt6je3wv/vnbvN4\ntvt07yBzYJLnOIhGxwe2GH2PokgnT27UV7/6oJrNeBfY7dvng4wyR48J/GxHBwGuJuc+N/7uAGM6\n4cM28ozl5Wn98IdPqtksq1qt66GHvqpKZTHM2X2HpLBchzM2+/3hkXvEoh4jQGtiQT53gIl5OEDl\nia/HFJlM3EbqoLV3HzivkDdfQpHNZkP3HZe3snqiyFhIWIlVRkdHQ6ttq9UK6xzx02wMxHwAwCnK\neLIbRVHoxMMGkMi7vuXz+YRf9bWKjIOkHRlpt9uamZkJvoekDj3xo+ikeFfWWq2mVqulwWAQdtp1\nerk8cPmmoe12O5HkOz1XVlbCTr5RFCVO3fCWcRK6wWAQ6I1fdN9KjkJLMnaL/QvQTTaSYu0peQuA\nyWAwCHkTSSNnmrqOSQpJ/crKirrd+Igdt+ssiXSbDE895qMgiHyQR1FY84LL1a63LQn11gRHmqQ4\nAPczhqTYqHuLBsiQt17yPLZpdmfg7RYEODCA7B8GZzLDXaDo6wZBGwwGodJA+wVHw4yMjCQESUqu\nFePQWgy2OzpPsM6cmdDf/M271O1mtXnzgn7t117QyEiMjqHs3taZRkaH1eRYAH7yk7u1tBSv2fKW\nIpJmlB/B86qjpATC4YnlXXedVbHY16c+9aKuu+6S+v2Mvva1OzU7OxmMfjq4Zv5e1fBAC/o5GozM\nEKQ4es4/d9Twyzd5gvfQz+fpQS/3eVCBw2FMjgIzl2w2qx071nT33XOSpG9/e7e63WQrsa9PcuQN\nmapWi9q9e1kf+tBJ/c7vvKg/+IOf6pOfPK5bb51XrdbVYCB9+cu7df78RMKguuN2tFdKJsjM1wNg\nvu/jYt78T6ur0xo6cF86eYXv0A/DxuWghgeffO6BND/7+NLtUR4QcHmC7ICHV77grc9FUqI7AnlD\nD6MoCmtamBfOiQA8LXf+fK/YeRDrFaW4pbWQkFfe7TxivUkawU6DQPxMcuC205M/6Ov65/JSLpc1\nO1vTq6+uV69XuCJxi9Hcgb761eu0shK3ucJD9Mf5l65qY+udrk6vXi+jv/u7GzQYxLtEe0Dg42aM\nDgzANw9MAAXTtpy1rm5DPLBmjbfro9+XDsrxaQ5cIidu3+EHgSFjIQDwKpeDfMgOfGQpArSYmVnW\nunX1IDcEKml++MZEBIBpwCr9fZctD7yH8yzqzJlhS256naHbWe8GGepxRseOrVenk9Pp0+PhvdAG\n+XV5Rh7QeZcL100HabDpbv+huQNIPB/gM71XBRfvRP7iYA77mgSHvEOA93uShvz55/A7nci7T8AG\np2XF7Y7LbKFQ0NzchP7X/3qfFhaGMdW2bbMJG8mz0s/kSgN00Bu6OI9LpZJKpVLiszT4TZxFMrm6\nOqXvf/8JNRpVlcsNPfTQ11QqzQWZRpeJ4bA96AV8xha7X4AG6L2DLdxDwprWPY8JPLbhXp7ne03g\n3/L5ePM/7nG/QXyL/Lsc5nK5hOxhI0hoOH4DPjCmq8kJRRd8P4kqm4ESazJmYnJAqFqtFtbjNptN\njY+Ph0QKe0FczFzHxsaCTs/NzQUejY6OauPGjUGm4KkffzIYDLSy9UNK+AAAIABJREFUshJ+7/f7\nAYiSFI5g9Bwkm82GtaJuR6CPxwetViu0s9brddVqtZBgA6Cura2F52Wz2XC+ab8/7JYERPBuJ9YM\nQ3sSZ8bkvt1P/gA8wCdh56AhvqhWqyWKD/n8cFlhp9MJ60exO1S00Q+SX2wCGxP1+8M1n1RGx8bG\nEpteOm9+2fW2rgllgyACMJJPN64IsjuTKIrCOTlcCJknls1mMzgTKT501neSRcBwTKAhKBy912lh\ngZEICgpF6wDKyU5ZlNSHTG6q211NINkor1cy33xzUl/96l0anot1SY888mNF0VrCuXtA5wgcBotK\n6L59N+n48Z2JeXvQ4U4XY0iy5E7Oq0Y4rnI50m23DdtOa7UhT370o5t1+vS68CyvBDi67Y7MkxeU\njznFaPwgIQf+fXdWzAMF8KCQQCC9XsEdCn+XFAyso9SuaLSEx2BGW088cVTZrHTw4Lj27RtLBL6M\ng4u1FQQww53pytq8uafbbvuF1q+vX6E/f//31+rYsWFbmiPc7mjgU6/XU6XSSxg05AX+e9UDurrx\n2LChrZmZutrtVmgHwSAxl6uhx8679Pv53atiOIRcLt5q3lsPqULAUwcheJdXvbw9OY0I4gQ8OCdI\nYQzotstoWu5cfkA20wGaI+i+c7AHzzgQaEqCkq5YMC4qfZ5sExjk83E7JON2/fNkkyADmeDv2CRP\nKri8BejixZpeemlzCL7TiX0+n9fevRt1+PBEAkTwQJlnSTHwg8MeDAYBlSX48urGYCD95CfX6uLF\ncoKuHLztFQv4gFxhm5ifB9JeucR++fM9YeIZPM/XfWFLSTZ5N991Rw/9cfDQhHtzuVyiMwj/47xj\nfJ48eRKQ3FSioEceOSRpLZFwM094OKyEQKdkK7qDdmk770k+88aW9no9nTgxXCt17bWXE9/zykZ6\np80oinT48LTOnJlSr5dNxAfEDsiP04J2PdB8B2C8isW88D3wwe2Cy4sndegodPG4wStT8GI43mQ1\nkDk6nfjM7/Mxu77xdwfe3d96tdR55PRzMIy5rKxU9OUvP6Bz52a0YcOiCoVWIjh3mvA573J7gbz0\ner3gK7y6gt6m9Yoxe6LgQEC9Pq5nnvmIGo0xjY429dBDf6upqcUEgOb0m5ycDBvY8JlvRIU/YKMV\nKneeGPsO8SS12GcHQxx0TwOi3AOfkEfGzbPRA+bM8SJ+tiz67T7dgWLkMw0MIxv9fl+XLl1KyB8y\nwXId3wQSGVxdXU3EQGNjY4qiKNG62mq1ND4+rvn5edXr9bBZF3N3YBxgvlAoaGpqKtC11+tpcXFR\nudzw2C4SSnhSqVRCMst3oijS2NhYsLNs8OYbAWUymXD+Z7/fD4UqaLiyshJoNTk5GejjslMsFsPG\nT3RQppN+9tFwneGsVuSbCu7MzIzF2OXQXbC2tpZolSXmWVtbC/TAL1Ahx955UcV34iV/gdfFYnzM\nDWNdWloKsk6VN5fLBb3geErA8Vwup+Xl5KZmV7vetiSUq9lsBkHG8Hg1oVhMVuKkK9dZcHkS4+fY\nuJBKsaGHASi6B6mgGqzvzOVy4egXBBRFXl5eDs/kwgjRY+4LgAcD6V/+y1ndf/+ioiheu+LPwIi8\n+ea0vv71d6vfz2rLlnl96EM/UaGQPKAawZCSrTeDQVejo2v6xS+26KWXbr3i2T5WAtrR0bqy2biC\nk81mE734Uuw8SQLe+c5TKpXiQFiS3ve+A/r1X39F5XJyzR2OCYMD33O5hjZvbgQHBi/cEXsS7Pz3\nAMhblLyNhPvSyDH/oEMul9P69YsqlTqBJhgSDBq8hY6+trXVaunee+e0aVPjrU1SrlWhUEw4TuiI\nsfUzsuJ2maouXNijCxdmlL6ef36rXnxxU4KuGF03ZpJULg/05JNndNNNc1e02zmNceReCcJ5SdLK\nivR7v7dP//SfvqYPfOCENm9elJTcZMeDNdclZNLp6cYbvrrTJDmUkscAYKT5jicGLqO819+D/Hkl\n3ufvCDRy55uh+c+eQHpiwtzdSXnCgoylae8IOPoLTfy9OGKcDI4jDRZRAfdKjqOcLo/87/RD5/L5\nfHBGLg8AEcOESVperiXQZpfNfr+vZ57ZGX52UAp9cJDJz452pD2uesYtuVEUaX5+TD/5yZYwTw+g\n3VZ4pwf0QffTLcnMBXrys4+d9iWfqyd5/I1nYcM8qYDOnqzwN08kHCyChj6XNOjhdo0rbTd7vZ72\n7DmtbduWlcvFh6sTrKar9iShmcwgLC/hXQ72pvmPHHI5CMHmRJs2rWh0tHMFj0lcXSZ7vZ7Onl2n\nAwc2JPiDnwJ4clp45dNb+dMxgAeHLn+u0/zNAVZsXBoUhUfop3Rl+62TDR1Ng1Tp+AXZcSCEv3Gv\n676DoNA+Xfn2oDqd+CK3a2t5/e//fY+OH9+mrVvnw9/S707Lm/tb6Mf74c/V5Jx7vTgB3zwh41pd\nregnP/m4VlcnNDLS0j33fFm12vmEvWI8vqyDXdfZ9GV6ejokLsyN8zEd+HT/4nz3+aMb8NX9NN9N\n72EBUO5+DdkHKGXsbOiJL3BAoNFohMRneXk57DRLNY/EmzPunT7EfuluG/Rieno63Otj5Bn4anwd\nlb700VfSMElbXl4Oxx1yP98hfm61Wlfomus+yS785NnY6lwuF9paO52OGo1GaEn12I5WXAcUM5lM\nWPYHUMKYPClH33lGv98PdOeZzWYzzIGjVPr94VE50JG8ArnhGBe+Q8ErDTRxsVeOfwed42gcZB//\nStWauVHI48gagBZoUCqVwn4XyCLP5RkOkl/tetuSUJgO86g8ttttjY+39cgj/4e4Nw2O47rSRL/M\nrKxC7ShsBAiCBEECFCmS4iKR4iKZImlJVkuW5UVyS3a7u8fuF+qYmZiePaInYtx/ZmIiZovomI6Z\n+eGZ9rTbdsi2ZKttt0xZiylSokhxBTeQWEgAJIil9r0qK9+PxHfzZIL2+zVPGcEgWVWZee+5Z/vO\nOffcIv7Lf7Gxe3dNRSEoDIyASKPAiwvBklgAWL3aQEeHpSLfFE4ZBZeOIqNGMgIA5LB6tSMwXFQy\nIufA50unFvAegxGJlJFKFXHvXgBf+9oC/u2/ncCePUWwxMkfmQeAiYlOvPXWAViWhoGBezh8+D3Y\ndl0paplZ4aXrOqLROgqFBI4fPwTAG5EMBALo6kojFmsqJe+UFTbwB3/wFrZvn4KmuSUqFFq5Wd2y\nmggGgV27xles7/Xrgzh27CHUat7utwS8NKBOVE1DLAZ89aun0dmZVr9jdIkK18/M0mHjGjBjwnfK\n6L4/a+QvqXPGBAwN1fC1r12FpjXU2tGBltkTjp9ZDCdK1sTRo7cBAO+9N4BcLrzCSdR13ZNllA4c\nnYP162/iC194HYODc545j45249ix9Z7SFWDluZC2bWPbtiX8y385ioceWsTZsz2eKD6dMglc6OTJ\naLyu69i4sYSNGwuYnY2gu7uKxx+fxauvXsaf//l5PPvsGEZGsggGvQ4S5cmRbQMDA2UEg/AAS3/2\nlfP3A30GEhy6t9RakubSuZEZfukQ0ag773MzIDSajFqSL+nAya7Usmyr1WohmaxjcDDnOZuLY5EO\nopRNGh5N09DfX0E47I6TfCUdYgn8pI7hGJPJOhIJt5mUP8AEuMcNkA4yeyf5kvPlxffQeSdvkH/l\nuKWDJZ0gvqdctjxOJHlLOiykmVwrea4fL+no6LqOyckO1Ovu2YSypFK+S+4N9HfOlhlgeVwN6XA/\nsCkz/lwfOst+vpaltnQyZbRf8qOkPd9H2ZUOLd8j9T55UcoE/01HjHuuIhELR46ML/+m7uE/GZh0\nL44Hipd4+YNYMrAkm5HJLRkAsLQUQTYbgqYBg4OLnqwnHdJms+lxhpzARwOXL/d6MpQy+CIbldEp\nlACLFUqy5JMyLPWxm4l210FupdC0MiIRN0gpeYQ6VvIkxyqfHQgwIAWP/MuycxksIi0ZqJcggXaF\n+opzoa2TdlyCPH8QirJJeZSVHJZl4NixPchkIiu2FnDdOT7aR+lbSfpyjagXZRYRANranE6e/oAI\n6S/llp+Xy1GcPPkiisUuBINV7N37A3R23lWgg3Ofn59HOp1WwWO5zYT+EMckgZYshfbzDnuLcM0l\n+G9vLyEebyl9IIOWck78nMFGWR2UTBpIpZxeJywBBaDAEelBWyaPC7RtJyPY1qZj61ZTVc3Qt+Ia\n8Lx7f1KEPNtsOo19BgZqSCQMdQ/tB9fIsix1bqi06TyCpFwuY2DARFeXpUpByaMs7+T2NFbEOImS\nsAKTqRTw+ON1tLU1VFZT1539kPLoNco8A5y0o81mc/ndGnbtisA0V+o1XXe7z8qmSbKihmBv3Tog\nmXTuSyQS6ixU6iWuO5uuUm5lIiGZBLq73aoYqcfJi/F4HNFoVOly6gqW7MbjJtavd4P/zWZT7Y2l\nbuA8ZZKJDa/Ig729wMGDVTz9dABHjrRw6FAD+/YV8dxzYTzzjIndu9M4cqSFp57ScPSohSeeqONL\nX4rh0KEaHn+8gqeeAg4d+t3dcY1vf/vbv/MH/zeuv/iLv/g2IxUUpkjExjPPVPDqqza++c0Gdu+2\n0NsLVKtBXLvWrhiKNen8N5mADCGdLId52vBXf5XG3r0tvPWWWzrBFLI/8kSjK1ttR6NR/It/0cCf\n/qmN994LolIxVCZClmoyZc5oAd/DDlSNRgPPP6/hX//rMvr6rOVnt7BjRx5bt+aRyQSRTruH1DNa\n4WRh27G01I6hoWm0txcwMDCD27cfhKa5+w/4hwrQNIuYmhpCpeI1FoAjJC+88BYeeeQShocn0Ne3\nhFisgFYriA0bprFx4wxGRmZQqYSwtBTzRPAcsFXDCy+cQCJRwbp18+q5CwtJ/PKX+3H58kbU6+5e\nLhk95LM43sHBJXz+86cRjdaxZcs8bt/uQj4f9AQCqJz9jpmmaRgZWcIjj9zGzZtJGIaplDOVGh12\nfwbMnymxbRsvvngZmzbNo7e3hN7eCkZHO6FpblmwBHKyXJFOZTTaRH9/EY2GgZ/+dAsMw21eI+fC\nf0u+lWXoq1YtYsOGaWSzMbz99naMjNzB1FQSr722FYB7ED3HwjWXEfdqVcfDDy/gxInVmJpqBwAP\nHeXc6TDxM1k+9fzzUzh0aBaplFtiCAChUAv9/UXs2LGA/fvn0NdXRiBgYG7OBODObevWDP74jy+j\nXtcwPh5Z4dRL509mmzkurl0s1sA/+Aejy46rW5LoB/Ey2yOf7Xzewpe/fBPxeBWTk20ewCT3nN4v\n80UesSwLDz+8hAMH7mDLliWcP7/aQ3uCC47rfmu1enUBr756AZGIhevXOxRPSDkm0CDP+rMHgI1/\n+A8/wrZt8zh1ao2ap38vkAQGEtxwbrFYAcPDBei6gVzOrfCQ1QcyiCTBsas/gfXrM+jry+Levahn\nnFIGAShn1m9cYzEba9dm0d5ew9KS6dHl8g8dXNJSrrvjaOWxaVMW2WwYO3fewcxMTDkx/r1epIPL\nf3UEg0UkEnX095eQzWpotTTouks3GWDhe+nAycxIItHA4GARbW1llMsxNX+pA/hbfi7nYpoGdN1A\nf38OqVQVlhVBKFRFo+EGNSV/k46UY8n3/f1L6O2tol43kcs5tuvo0etYty4LABgb68H0dGAFLSW4\nGxrKYsOGDCoVA5980q/my/1s5HEJ4OnsUNdGo00MDKQRi1VRq6WWMypF9PUVUKvpmJhY7QEhkge4\nfhs33sNzz13D1as9aDbdygG+h2vqB/SkD8e9dm0OPT0V1Go2LCukAp7yWYahY+/eeXR2VjA352SO\n2toCGBqaxxNPTOG5565D14Gpqc4VASfJm3LLEeUiErHQ3V2CrgM7djiBy5MnR9Tc/XT1B414diX1\nTipVxMDAPOp1HdWqd9895yV5zB+EdECsgbVr7yIQaMG2Ddh20CPvdL4Nw0C53KbWiHTl3x0dJRw9\n+hFmZlajVlsZEJGy5A8AuOWpwMGDJwAYKBRSHr0uZVf6cAQ5zaaJ+fktWLPmIoLBOnp7r6JQGATg\ndlZm9odgh/SV+/2oAzs7x/DAAxdRLidRrbr7Sg3DUPsfGbiRQURXp9fxrW+9hd7eDEZH+5U/wT2X\n1KX+jJwMSNRqNfyrf7WIr361iLffTqLRgDojkryg604TIm7xqVQqag8zfdVnny3gz/6siDt3olhY\naFOBK//pC/JoEoImlievXVvBf/yPBcRiwPnzYcXz7I9Qq9VUxSDpDECBYicgVsf/+B81HDhQw69+\nFVOZNBkIlrIQiUSWk0c69u2r4c/+rII/+RMLDz9cx+nTMczN1T2luNRN5BMG7wjK+VwAOHSogT//\n8zzSaQvT03HPeafBYBC5XM6js5PJpNIv1FHt7U381V+VMTjYxPHjIRQKBU9SSQZJqacJ1CnntVoN\n/+E/VPDyy3X85CdtCAadgKhsRET/QpZJs/yVQYKvfrWKf/7P6xgfjyCddpJ7lUoF8bhzhBp5loEJ\n6mf6L8yG7tkD/LN/VsG+fU08+mgD+/Y1l/9dx969dezZU8OBAy3s3dvAnj117N3bwCOP1LB3bwP7\n9lk4eBDYt8/CX/818O1vf/svcJ/rUwOhAJBKpVSaXddDGB8vw9lPHEQq1UIoBLz5po6JCd3D1Ixq\n09DE43FPylnXdVVqUC5XEY8buHBBw5UrtuqIRuAKuNF21llzUdjhyTFyGjKZJk6eDMGy3EZAsjEE\nGbtWqyEcDqvsilQ2+/fbGBlpQffloJPJJnbvTmNoKI+FhTAqFWfTuVSSCwthNBptWLduDpFIFe3t\nC5iZ2QhddxSyBDEA0GxGUKuFFAgk7RxD2sCWLddhmk2EQg2kUnkMDMxjZGQKPBesra2O4eE7WL/+\nHjKZMEolp748lSrhi188jo6OIlatSkPXgVotgOPHH8R77+1GsRhZkRmhEaNioYBXq1Xs2DGD9evn\nl+fQwqZNdzE52Y5SydtumkZGdhJtb6/gpZc+wcBABroewOxst6IpaScdaQqqzLhQgSaTFTz55Dhi\nMScQ0d1dQSTSxNRUD3j0BI0+x0VjSgWez9u4dKkPN270o1ZzAwJUfgRUzWZTnTXL51JRtlotzM8n\nUS6H8f77uzE3F8HQ0F387d9uR6sV8vA/wRNpxCi9U9Ov4/z5LkxNxdBqeYMAEtAz6ioBNucYCAQw\nMFBEIOA0JAkGV5bcFYsmrl5tx9WrKdy61YlGwzWglmWhVjPR3t7CmTOdKBRc8EBeoING40BgL8G7\nbdt49tlxbNqUxbZti7h7N4qFBdeJkOCTgSkqWdLJMAzs2DGHw4dnMDKSQblsYnra7TIoM7PkCfKI\nBJS6buFrX7uBtWuLSCbrmJuLYH4+LMCDFyBJQEol32gEkUzWceFCJ7LZsDJIdPIYzZZ7v2UWgUE4\noIZbt+KYmXEP55YOp4y2kgfleWGapuGFF67hM5+5jVIphOnplEdPyNJdfs79UdJ53bx5Eb//+5ew\ndm0eJ0/2A3DL6iUvyMAS15i6YmCgiD/8w0vYuDGH48f7PFkd8osERTKwZts2Nm9ewtq1eRw5Mo69\ne+/igQcW0dNTwblzq9W7G42GMuTkP/K/s+Y6/tE/+gSbNqVx8OAdJJN1DA/nMT7eo9aBelYCcck/\nlOFdu3J46aVr6Oqq4pNPetR3cj2YeaWDRJ6rVCoYGaniuecmcODALLZvT2PPnju4cKEblYrbBIVj\n4JEK1HEEUqTXyy+fxZ49M5iaSiKdjqC/v4BnnrkOYpobNzpw507EE+iQgTIAOHDgNrq6KtC0Ft5/\nf7XSpdIhl3Ir9Q3gOKPr1mXw0kvnsGZNDp98snaZJ4HNm+8hFqvj9OlBpWspx6R7s9nEQw8t4IUX\nLqO9vQbDAKamupTcyCCLYbh7leR+TRnU+fKXr+Kxx25jcTGOu3ejPtBgoK2tieefv4r9+2/h/PkB\nxGJN7N8/hd/7vVHs3HkXPT0lGIYNXbdx7txqT7CT86btlVklF1Qb+Na3PkBnZxHt7ZVlXRrC5s13\nMDnZtSLAJunp1+WGYeCFFz7B7t2TyGRiuHMnod4j+cQPMOR4TLOJ5547i/37b2DbtmmcOrURrZZr\nX+j4kj68ZEbeob+G5557B6tWLaG3dx43b64D4Da8kUEg6mkJQJm1W7VqATt3foze3ilMTa1DoxFW\nvEC9yvfKgLNbQhtEtdqFzs4pmGYdPT2Xkc32wrb71FykTq7VaohGox6fjc66ZQVQLvcgn29Hs+lm\nqaXNkHwv7ZvzuY1AoIbJyW6k0x0e+ym3F0jbzsQF+ZulqPl8CO+9V0Uw6OjHUqmk5J66nYE6fwm6\n4z+ZCIUs/OIXTViWW9pLPcvnsMyXz5FB61yuhWi0itOnoygW41haWlJ7PGW2nnqE68x92aFQCJVK\nFaGQhomJMC5edPs2UI/RJ5K6gCWgc3NtuHIlgnv3WggEbBw7ZiCdLivwSTtHPemvruFeVfpP5TIQ\nj7dw7FgAuRyUv85EULlcVnzJslYC/nA4DNM0kc3WsGpVEKOjcdy6pauSZxmUljJJvcjmp5bldGkO\nh9swN6fjwgU3CMV5U4aImxggIN8Vi0WEw2HU6zqCQeBXv9JgmnHll7Ckm8m/QCCgmjhRhuSe1vZ2\nC4ODOtJpHffutZDNBrC0pGF+3sbSko5MJoB0WsfCApBOG1hY0HDvnr38uYG7d1tYXNTxi1/YvxWE\nBu734f8fVyAQ8GxitW0btVoM775bx6lTEei6jVWrckgm3dKdSqWCaDSq9nsCDuHy+bzq3BSJRNQ5\nRFQG3/2ucwZPMplYUffupK7jqkYbcM/nokDU63V88EEb3noLiEQchmKkicqB5xXJOmgqSTKNbdv4\n/veTmJ428E/+ybyfJACAoaECXn11FNevd+E3v3kA6XRMGXvDMDA2tgV79owiFGpgYGAWBw68izNn\nnkYo5AA/Amc6tfy/FGRH4QTxt3/7RSQSdXR2Lqo/3d1ptLV5M169vTm8+OIp3LrVjYsX1+Hw4VFE\no1VUKibC4QauXl2D3/xmC4rFIHTdQiCgeZwR/ptCR7qGQiG0t2tIpfKe97W1NfHyy2fxox/twZ07\n7Z5IrGxCYZo2nn/+HNramlhaiuHjj9evyNDId1NQ5Z4gNyvRwtq1JTQaAYRC7vz37r2LUimK48fX\nKPrRMeD60ljJKHGlYgBoKkeTjg+VDZ1fmfXyZ9s++WQ1bNspH/nhDx9Bq2XCtt1SRH9k3zAMhMNh\ntbE9EAggl7M8TgIdVtnMgJdcK+mI/uIXGxAIaHj11Y8RjTqdeaenYxgbS2FsLIXZ2TB4jIRTWuZ2\nCjYMA4WCjh/8YMPyW9wjGyiDvOhocrwyEmoYBn72s3VIpapYv76AV165hjfeeBDnziWVA09dAsBj\nfPgOTdMwOtqPdesKePjheTz//BSaTXuZzt495pQ3GbByGgjU8Oyzk0il3BKTz372Fq5f70StZq1w\nQMgrci+P838Db7zxwHJFBdQc5b2yDJY0I2/oupOdf+edgWU+cvlQHqHjNyzkQcqQbdtYXEwAyKCr\nK6+MtQzUcAz+DC3BcrPZxORkF5pNHfF4A0NDZaTTYaRSRUxMJFaAAClHpJHjqLBU3gXysvyd75Ol\nbDSsrVYLd+8m8OqrJ2GaDm91d5dx/Xqnh4e4tjK4Rd5w5mLj3r0Ihoedhgq7di3iu9/d5AkWSUBB\neZWyS15iZ/pg0NtJnHSkY0ebwXkyWDAx0YYvfamEeNyhS7kcQC4XA+CWdEs9y7VilQ4Bt/NetwOr\nptkeAAoApumWAtI54Zy5BtUqs0/ufdRB5D3paLmlrN5jmrjG/O2NG3G0WhpisTo6O7NIpztERtJ9\nz969c/jc58agacD165349a/XeXiFTqEEvTKYJAMnDv1p790jCKgDe3oy+NKXRpFKOYv47LMXEY26\ndqFWM3D9ei8uX16N8fGYB4Dz/X5AwvXl/wEd6XQMg4NL6rlPPjmKN9/cLn7jAgjpt5CXGCSwbRtz\nc3H092fQ3Z2DYazzBFilwy2fLb+z7QDu3k1haOgemk0DzaYJbhMiDQkwJAiVwViO8b33HsXnP/82\nenoWcejQx3j33QNq/hyX5Fk+gzZe13XMz/fijTe+jKGhW9i8+SzOnXscmuY2jpM8xmNP5HNM00Q+\nvx2nTo1g27a/QXv7DLZt+z5u3vw6crktisc5LwnYCJboewFdWFoqqxJZWf0gdYnsck6aODQz8P77\n21RgQoJfyTtsEkd5kfKjaRo++CCOkyd1tLW5zYeCwaACFXw/7+eeTlYSGoaBiQkdf/mX7Jzq8iTX\nRPIIn009ks/nkUgkUK838V//axCpVBtsu4x4PO4J5pGWMkjPhJEMUP30p/Hl7Q9N5S/EYjFkMhl1\npAl5PRAIqI6v9XodN2/WMT0dxs9+Fl7WZSVPYFMGpguFAvr6+rC4uKhANucYCoWQTmv4d/+ugng8\nAsPQPceeyHNG6VczYF4qlYTvoOE//acmkkn3mDFmN7mnEoDy0SzLQrlcRiKRUGsfi8Xwy19qsCwd\npVIB4XBYlaMzAcLyWrm3lvTl3MfGgjh7topIxIRpVlGtVhWo1jRNrQMAdHV1IZPJqGewtDsajeLM\nmTrGxtyOtwA7/3YokA9AgXEZ7HJsdNuyfk7jt12fGgilAmU6mREHOle6ruP27eiyY+8of/9eHUbz\npHEjMQKBgDJIVFSFQkG9hwfM6rqOTCajFLTsPBgIBBS45CZjKt9SqYRYLKZ+WygU1OLF43EA3r06\n5bJzgHI8XsFXvlLDrVs68vkAisUQCoUACoUgSqUQKpUwisUgms0EbDuCQMDt4Ok4Bybu3l2NwcFb\nsG1g7doJ2PYxXLv2AoCAyvQCbgtmZmTlvDjfRqMdCwudmJhYDcDGY499hAcemLzvmq1bt4B16xYA\nAPl8FOl0HGfPjuDu3Z5lxew93J0CIaNsfgMWCNQxMbEahUK8Tu57AAAgAElEQVQE3d0ZrFqVRyDQ\nQijUxJe//DHeeGMfpqcTavwUFNu2ceTIFaxeXUS9buD113ei0QjAtpse5c93++v8ebkGtoFQqI7p\n6SQGBzMIh929o4cP30Q+b+LixV4PmKWjJ51a1uADboadRoZKwA+MCcj5f8oHf+cEaNqg67bH4SS4\nodGlstZ1XfGB3BckAR/pwKik3NssQQbHsmFDBjMzcfz61wO4cSOBSsXNvPCSUXvOWxpS0kmWqPjH\nwvf5I6kObcL4X//rAXz96zcxPJzBCy+MIhAYxscfd3tKSfyNpCg/fNbPfjYMXQd27ZrHl750C5oW\nwOnTbgadGWsJXuhoN5tNvPnmJoyOrsJnPzuJNWuK6OqqLJc9d3j2/ck50WGQn0k6AW4HW+7zkAqd\nRo10k1kbyTOSftIB5vNlaST/PT/vVJisWlVeXnvAMEzUag3PGOS4pWw5/BnA+HgKmzYtYffuaaxe\nXcJHH/WrMnB/hpjPkmBK01itsXI/p6SHrCqQY8rnQzh9eg3277+tPnMCY65sygDH/QIwwWAQt27F\nFAgtFEyMjbVD1737VnlxzWSAyz03jee+rgzuyEyKrMiQjR0Mw8S5c6tw+LAzn5mZJAwjANt2ZY3B\nFrk+XHPKvlPih2V623j44bvo6ytAXoGA5ZE3OU/ql1qN6+PyDi/yIjPMXCepk/jHGYcrV/V6CLOz\nSQwMZLFxYxYff+yA0IGBNLq7qzh3rh/790/h8GFn/+rly714440HwG0Jkh/81RN8vwwqsXSewYpG\nw+1obBg6Hn10GkeOjMMwXP6IRuuwLA0TE524enUNbtzoRqPBIIpDB1kaK+WcdKCuljIwP59AX5/b\nQbJUCuL69V41fklHrjnnyiAReXlhwTmupqfHCerKfcayEop+kwzGkv/OnRvCzp0TqFTcjDppSOdX\n6hTKpJQlB0C24+23H8VTT53Ahg23kMslcOnSbgX4JN9IICeDH46TnsDo6LblAKPXHrgA0Q2SMXvG\n9XbGE8Ply9/Atm0/QCIxjo0bv4tbt/4A2ex2pZNIR5nxk2tIh1vSn+N2+xV4G1TJoC/BJZMjjgx4\nAxRSl3BM/r3M/Ftu/5DHgfhLWJlECYVCKBaLqqyV9p57QaXuaTQaKqtJEMtxsdwWcHUf+UMCQJZz\ncvyUDVmZIOnKID7HRnpSdqVdZdJHZvl5zBHHxcyhpmlqrmwAxHs5Vz6fIJHfxeNxxV+kgaMLHAxR\nqVQU/TVNUyCM/Muut7ZtqyrOZrOpuvAysM3sJEtuZTCBW2MGBgZQKBSwtLTkwUHkBfoHMtlRr9cV\nyJU8aFkWMpmM4plcLqfkj9lb6kOZ8KDOYcdd8mihUFB7oZls4/oVi0XPUUL3uz41EPrbBI/MAwDF\nYlEtOOBEFwjw+AzAAZSMnABuJzNGKaQwkrFl+VJ7u+MomaaJTCYDwI0OFAoF9PT0KGamwCWTSU+0\niMzCaDDBEjdLh0Ih5PN53L3bxD/9p51KMFOplCdrxLLOcDiEtjbvHj0ywr17qzA4eAuFQgyJRBHr\n1t2Apr2JTz45AtMMKcMsnVIKEQ0aN1kzM6frOlavnkF7ewk3b65BpeIA4kqlDZkMkEi0cODARYRC\nTWQycfz854+jUAiB5TrcdyBLbrjG0vmSTqOj5FK4ejWG0VFr2bE10NVVQmfnInp7C9iz5ypKpY2Y\nnXVLPXRdx7Ztd7BjxwwA4Je/3IrFxQiazYY6iLlUKimBNE3TU0IBuJkPRrdarTacOzeAU6dWIRoN\no6NjERs2ZDE0lMaaNTk899w1FItBjI+n1BgIdthQS0Z6ZSkO505gyM9lLb/MmgPuwc4APPzkBza8\nh5+7mW5bRdcYLef7SHuCWSpivovfS2fq6tUkLl+Oq/dpGjzlIXIvNWVAgh8ZuZZNMu7noDLjxK6s\nEgTVagb+5m8ewIsv3sCDDy7i+edvwDQbOHmyXz2Lz5YAh44/+fLv/m4zNK2FnTsX8YUvjKPV0nDq\nlKMHZNaPhpoX5er27U585zudGB6+i89+9jYef3wSZ892otl0o/SUZ0aWpdEk+Od6EfjzN6SNdLiY\nPWOjJukEyT2bEhzIvb3SyXK+0xEIGLh3z9GxnZ1ldHfX8Mwz1/B//s8OD4CQAEc6t4FAANu2LWLz\n5gWEQs57t21bXOYhN7ggwZkE9NTDznNDy7KJ+76bPMlIssyi8PuPPhrCrl2zaGtzxlIqBZVzw2wA\neYTywPXlu2ZnEwBmAQAXLvSg1dLR1hb0AEcZ3JKBAMqAY8RdEOo4HQZKpTICAafUTLbqp7zQkWNT\nl+vXBxUInZ1NenQq9bkEPzLgRDvg0NIZWyRi4fDhlUHGtjbvERukJ2XW6bDJs5ndfeSUexnkIo/R\nCeMznTGt3BtomiamproxMJDF0NASTp1aD9M0cPToNRQKYSSTZTz66AQA4Ny5NfjVr7ag1WrCMFy6\nUa/IzBj5U2Z3ZCCEILRed+aSSNj43OcuYtMmNzMpr5/8ZCeuX08Jh9j9jnR2nldfEXiVwRyukW1b\ny1UI7nXx4loAAZimIw90cGXgQ+o1KesEod3dBYRCBjTN1Se86PRy6xHglh46623i9OkRbNhwz7NG\nHDuDpVKfSRpI/pueXoczZyp45JGz2LXrEiqVDoyPD6nnyVJWPkf6QtQV7tjc9aNulv6GlMO2tjZP\ngMeyArhy5et44IG/RXv7GAYHv4vp6VdQKOxVZZDUU2x6yTJJZqi4JYxzlL6rBKech5QjPocggKCQ\nsi6BGnWAW4HglOGyCpClppL2HEu9Xl/OVNZVeTEv+sehkLNfsV6vo7u7W60d14Lzpgxns1kVGKV/\nSp+S8wPcSodGo4GlpSVEo1G0tbVhaWkJbW1tCuSyWqejo0OVgsrsMwEc9XuhUEBXVxcajQZKpZLa\nj6lpzlmlHR1OT4X29na1VqzmaGtrQz6fV/JD3pT+CvVDPp9HKpXy9ESg38TgBjsJkw8Y1GIQg/aY\nVZHJZFKBStrmYrGoMAfliIkDuYVI+g6FQgGlUknZ0UKhoI7BkVn1ZrOJ7u5uT/ZVBrJoczl3rkcq\nlVIyXqlUFG6RAQd5rM/S0pIKcsZiMRSLRQWq0+m04ivpx/6261MFoawTl44yJ8rF9QsbgaNUYMyk\nSkXNqAIVqWEYSjGFQiEsLS2ho6NDCR3gRDj43HQ6jWg06mkPLY9m4T3MfvLQWkam6eixa5Zbk+5u\nJg4EAiiVSp7spXRGZU273B/GYzui0TJOn96PRx45ibVrr6LV0nD+/FEAbsdKKmbSTHYnZGqeUbC7\ndwcwO9vvMWz1eh19fQs4ePBDBINNLC4m8Oabn0GjwbIwN6JEwyEzWXSkKQRcSwoP4C1D1HUTCwtx\n3LsXxeXLdNotmKabuUilMnjyycsAgDNn1mJ0tNsTnWfbavKDzIyRxgA8Y6TAO2C6hXv3Urh7N4mP\nPtoAw2hgzZoMBgbymJtLolwOeuZA59RfYsQoGKNjADzGl+UUcm8Yfyf3iVC5kK7SeU+lKmg0LORy\nYaU4qWilY0i+pwNA2eNvZHkg15Hjl8aeBpIOMGkqM810kmUUjc4s6SYjtLyfvMLv3dLmihqvIwM6\nfvzjLajXx7Bz5xyeeWYK4XALb7/dr/SIP2PFwIsb7Grixz8ehqbZ2LFjCV/84k00m0O4dKlX3eMH\n+YwQEyBaVguXLnVgbKwbu3bN4cEH53HuXK8nsyk7g3JdWT5Xr9dV9JDOVTgcVuVe0mGVTUpkhoe8\nLaPRMoIuwarkCacaooFXXjmLO3fiy7xp41vfOoVCIQRd9zbc4PpJ2aEjdu1aNx59dBr9/d6yek1z\ns2IyI05aSj3vzIXPdoNn/Jvjl+WOHBMdMMfAazhxYi2OHHGAVrEYVE62nL8/AySDNlNTETWHU6c6\nlC72r4kMtHEOANDZWcCWLWncu+cAjGDQwvBwBvv23cV3vjPsGTcdE/I9+YY6f2EhgImJdgwNZTE7\n2+4BNaSFzBrzMwmsHdqzRLWKH/1oC9asKeGJJ8aRzwfR1taEYTQVnTgWHiDP51arbiZUzps87b9k\nVYW0KV4eccZ182YKjz0GrFmTQTBoYcuWGfT2FtHbW8TwsFN98+GHgzh+/AE1LwneZXZDZqrIXzKI\nR1kkCLXtENauzeGFFy4jmfztDtNzz11EqbQbCwudSjeQF6i/ZDZI6kyZLSS/xmI1bN4843lHLpfA\nl798Cj/60cPQdXdvqQzQyeCU/JPJJGFZGgKBFuLxLIrFbk9AjGsCwNNXQY612WxidHQI0ahbfidB\np5RXad9oP8iHlPvR0QeRSOSwadM4Hn30OHK5MObnV8kprwgOU8/z+QRpHKsMyPu3W7BsEXAbJsnx\nXr36CrZseQ3J5CgGBv4Gs7MtFIsH1Zpxi5jMbHHPHTPBpL+sYKCupzyTL/idBKeAW9pJejGILzOy\nzFKSRtlsVs1JViHF43FkMhkFHORRhwSD9KUJCggQZaaVgIdZTFYTcqsbwTrXnCCUwMrffItryMyZ\naZpYWlpCZ6cjPwR3lGUZ3CyVSgpkcd0BdzuTbLbEZqDFYhEdHR1qnLFYDPPz88rfNQxD9Y+hruPv\naGMZjCAY49hyuRxM0/QcZ8IMp/RrmDlm4oC+JYE3dTebR8muzKS3bDZFuzc9PY1oNOrJEMuEBPme\ntCP/Sr+JQf1KpYLe3l6VGU4mk55sarPZVO+uVqsIh8MqmMDsKedC/4Jgm/PMZrOKF3+b7uf1qe4J\nLRQKnpK/YrEIwD27i9HraDSKTCaj2j2bpqkWioLONDLPsikUCojH40poZPcwXhRkKhrAjRbRkebz\nqKhlCYOMBobDYRXJklERlhe0Wk7LZjpesukGlQ4vpts5BradJgNmsx2o100Egw0UCp24cOEQHnro\nPQwOXgFg4Pz5J2BZrRUKkZfMzNCw8Hv+TUEcGkrjySdPwjQtzM934M03D6Jeb4Nte8vxuA68j8xJ\nAyBpJffeyP1uvFcaWQBwOlM6yigaBb7ylVGYZguzs0kcO7bRA6xotOSa0diS3v5sEZ0Vub7SMFqW\niYmJTkxOdi0rRdfZkXuMGSnkPOgI+TOCpImM4MpAC8fJ90vD5wLROvbsuY2HH57Df/tvuwSId50i\n0lQ6IBIUyTWX/CBllLxLZUwwJDOFfAbnKTO2dGycdVzZtl6OyQ9c+bkE63yObet4/fUNqFR07N9/\nB088cRvhcAvHjg17+JfzkI46DVKtVsNrr22Eaep48MEFvPjiBAwjgIsXe5STzblKPpdliw4NQ/jo\nox4FnuR73PHaKnosM+lcC8kzkgZ8j58H5FrxXrlecp+y7PrJNXOAiYmxsR4cOnRTjds0W8jnwx7n\nj7SQ2QZv9kHDz372IL75zVPKsXfm7fKVLJEjHWR3T2d9qXu885KBLVk1Q56UTk+tVsPHH6/Fnj2z\niMfrKJVCKxxC0llmj73gOor5+TZUqwEsLcUAuOtOOspKB6435W9pKYq9ey8jFnMymJGIhW984wrO\nn18FXXcj3NIJ5VgA7xmUpmni/Pk+DA5mce9eSulB0oTv9+s0PpdHkVH95/MRTE11YffuuwCAS5d6\ncPlyF4aH855MseRb2rNymZlnIBzW0Gy6dOF5cYyuSxmX+l+MTjnamqbh3r2k6jEwNDSPxx+/CXmN\nj3fhgw9G4JQjew+KJ9/TZlI26CxRF0lfw+EXHpfRRF9fAR9+uBaNholisQXbjqBScUqQa7UAGg0T\nluV0/Q4G3YxvuVz2rJeu62os1GGUb/9VLLZBlvwCwNNPn8XYWB9YYXS/CiI/MHX1gYlsNoHOzhz6\n+ooYH1/lCbTSz6D94fiYnXNBkI0PPxxS9/ptN+AtZ5dBGf8f2wY++uhRJBIl9PXN4fDhd/Hznz+D\nXM7dR0t9zIs2mM+XtOW7uNYyY8Xg7P2CVG4wTcedO/8PDOOvEYudwZo138PcXAvp9EFP8DYcDqsy\nRQagJF/fLwtLPU05JP0kkKTekH4O/ViuDf/Ne9mQh8+UZ3xyLVhCKZ9FkCTXmfaW9KEOlZlQ2lvu\ne6Tup8xRrgCobBt9awJD+rncW8mta5KG5XIZyWRSPZM9E8hjnB99cgJDfk8QS6AXj8cVeGLFJKtm\naO/91X+kI/d3coyWZanMJHtsRCIRleCg7U4mk+qYH7mmBOiyjJhyRDBJ375UKqlAgVxH8jfxQrFY\nVBhC8pcMCnDtc7mcOtdW0zR17Arg+FGZTAaRSAShUEhtR2Q3X75XJkBKpZKiiwzoM/nWarWUv2FZ\nlgrgWJZz9uni4uIK/afk/bd+83/50jRNHYxKJc2IgGk65UokpDxOpafH6TIoD4KlsMkMZSwWUxlS\nnitEpE/CyAg9FbBchEKhgGKxqJg1HA4rJmMGVGYtWdudzWY90XYyX6VSQblcVmOSGTIJlmQtvYyi\nuRHwIBYWnHR3V9ddTE3twNWrRwAAg4OXsH37+7DtlqecU0ZOHIeivAIgAFBlE6ZpYt26O3j66d/A\nNC3MzXXh7befhmGkPIaMz6RionEwTVP9WzpsNCR+J5olK5qmqWgTnRuOzzQDePrpC+joKKNcDuKn\nP90Bwwgp4afBZKaHQiqjtFToEqDx3RJoSRDE+RFEycAAeUsqYcnj8n6WbfMd8llSWUlDRb7k+IPB\nIPr66vjGNz7B5z43gQsXeuEcIeHNFJEeLAORzqp0bAgYCeABV3FyPHwu14Rzllky0poROfI/lT0N\nDI00f6dpmpJdXdeVUaExlGOR43YMZATHjg3j/fcHAQCPPjqDz39+DIahqefxD8ckAZ/Dp234yU82\n4+rVbug68KUvjWHnzqwHwEq+ogGSJWN0imzbe14c18HlX+8ZmjTyvEgv6aTQqfADTsornQHeL8+6\nY2CMn5GGcq3OnBlApeLNYhUKEcVvXGeZLZSZc9Ikl0vg3XdHPM8xTbfUTjq9pCsdR8Ngoy8X5Di0\nAnTdbTIj+ZG8IatdXP0WwPHjQwCcTCgdG5YLce7+TAPH1Wq1MD2dwJkz3UonkP4cN+VYAjZ3fXVc\nutQF3Wddp6c7PY3J+Gy5ZtLBIM3GxlZherodluU225I6k2VRMvAi9ZPzGR3zFlotC4ODzraTqakO\n3LmTxIkT65RcsdRM/nF0hcuroVBVlXpJMCybLPFvqfM4DqnnHGc4gKkpp8Jn//4pTxMgANiwYXG5\nk2xZ0Zl0kICAayHlSgbhyLemGQAbE5XLMZw8uR4XL27E1avrcONGH8bH2zE/34FcLolGIwGnK7n3\n+Bs6poFAQO2hI69JW0LekDqc47h505sVBIDJyVUIhUJqDuRXqXOkfHK7j2maWFx0yvx6e4uKV/22\ni/TyZ+L5PIemUfVbCbokYJRgTwbp5HeOzAPvv38YuVwSbW01HDnyDqJR9/gm2ineT6ef+tqviyT9\nHF50jtehcx8KhVRmnL+nk8+g2ezsHyGf37tMq++jo+MdpY8YSKBdArxN88hz5F/qRgn0KUv0hQC3\nXFnK6v30uisTusc2UjYJTOhrEFjJagyOp1AoqOcQELJhl5RZ8qpcW9KAZdu2bSMejyveZxCRW5/4\nbPrDbW1tiMfj6OjoUOtIvzsUCiGZTHpKNaU+5XmX4XBYlUK3Wi1VlivHwq1xBEesepDNF2WghONt\ntZxzMWUQktWQDOAR1PH5rJ6k7Z6fn1cyzYpJylwul0O5XFa+Nm2NtJuGYag15XikvMoqBeljUjYI\nHplZJvhmLxuWOBMw89/MUjIBV61W0dnZiWg0qrLF7GESDofR2dmJVCqlxkL+b29vR6VSUTSVDbCk\n3v1d16cGQqkgGUnkIrD7FTOYLCEIBALqMxJGAsFCoaBKRSj4jJDKOntGU/gsuZhE8xRKbmzmwufz\n+RWMDMBT2kilR4XFvYgEGrFYTEWIZFSdaWsJDOVePTIxld7cnAPGV61y9m5MTe3G1auHAABDQxew\nffsHcA/BdqM7gAsyWLZBwyoB1ODgFI4efR+G0cLs7Cr8/d8fRq3mlorITK2kHx0nvldGo/m9LDOQ\n9xEQyXnSUJmmiV27xjE8PAfbBn7xi52oVhMrIrRyrjQcBJ4ERBRw0p9CIsfA50oDTWPAtZYRYhnl\nl/uOOHY+329o2MGOilWCFHk5YKSOPXtu4g//8ATWri2g0dBx9uxqj4KlPBC8SHpIJ8HPTzIoIA+M\nl9lO3kN5kjTlZ+RtOi3Mdsv9QvycJUnMhtBZlQEDfxSYa8LvAA3vvTeIt95yQMdDD83ihRdGYRgu\n8OD8pW4g7zo8H8CPfrQZV650QteB558fxZYti57oMGkpxy8ji1JOqS9ccOo6BrLMmnOU75A8Ki+Z\n4eHaAlixxrI0nGOgPpMRbf6+WtVx8uSA512ZjNtxlnOW7wNcsCEByNmzazExkVLP0XXvnk7ytWEY\nHt5pb8/j2WfHVCmkpgH9/Qv4yldGAXhLjwzDUOVOUlZJLzqAFy6sRjodQakUVHxHPvRn6uX9/P7G\njTguX+7xyKXUD9IukD6SX0ZHe+C/JiaSHmefv5XzI39LR6XZNPD225vU76i3/TLPecq5cs2ongxD\nR09PAZFIE5alYWaGe4G8zgXXleNxeMudSyLRQqlUUnxM4CD5W4IT8oyrJ11+528nJzsBAD093qZJ\ntVoAJ05sxP/+3/uQyyU8Oox6mOsjv6NdI71lRtDJ0mN5zQOe9ZX0JB05D/ke+Z3sxu9vxkZ55d90\n1FqtFiYnez1ztW0HhEq+ctdwZa8HCbwBqOM/urqy6jPqOr8tALxgUTrG0vH26w0+T8q2tIUcs+Sl\natXEu+9+FrVaCO3tORw69C4Mw52D5HnJx/J9gNtsib0f2traPH/C4bDK7PJ59AN5nwtEv450eh8A\noLf3x+js/Hv1LmbIWq2WJ4DJOblbMrzHb5AOBCn3oylpL6sOyE/+0xtkMLLRaKiMFv1YAsxSqaR8\nXdIJcJtkElDKdXIDDq69keW8pmmiUCgoWmiaprJmfL/c5885tVotTx8W6vpGo4FKpaIADve5yvtI\nV2af6/W6avopK0hM00Q2m1XZzXq9jnw+r2wzL13XEY1G1fprmubZdiffbRiGKsel/16ve4Nh3Doj\n9bT0aRnUaTQanrJcrhXnxueSftzvSlnku2Wwg36G3P4g9ZymaQqsBwIBxONxmKapxsKEGn/PwA/n\nTN+NjYb8Piovrj3nShBNzBQOh1Xggntff9f1qYFQggPbtlWExjCcuncAHqUjU726rqNYdKJ83LfJ\nkl0icTIJN+dS2GVDD7ZI5rNllpQlBVQIvEcquXg8rhovMCpFh5nZWNbTc9zsskvQQcdcAgYuOuu1\nq9Wqpw6fwsR9FR0dczBNZxlnZw9gbOwzAIDh4QvYseM0AgFv9ghwAwDMCvijlxs3TuIznzkOXbcx\nM9OPd945CsOIeTKAssyWwFvWvMsMgVRyMhIo19kfVZVOjKZpWLMmg4MHrwAATpwYxq1b3ep5zJJQ\nqLiO/Ld/POQ5WQLkzzr7wTIdfAnIpJMujbF0XKXzI416rVZb4RSQZ6VSYXSyqyuLb33rHA4fHkcg\n4Mzr4sVeWFbEs/9PvoNjlg6uVNCyMRBpAEBlLWUUXGYeZNSWCopyyrFIUE5QKY2uBC+MuvI+yqRc\nO75T7oGUYOzEiX688cZG2LZz5uBXvzoKw2gqOkvZopKWoN+2Dbz55k6MjXXBMICvfvUGHnwwo+5l\nWQ75gkZK6gwabgmOaHCl40iaUF4IjP1BGc4RcEuRJa/S6EkwRdnxV2Ewiy2fT7qeObMG5bKbDc1k\ngp6Sdso4LxkkI08579Pwxhublo8nAgzDPaqHNPdH/FutFtLpGDZuzODFF0cBAKGQhW984zyc82aN\nFTrC+U3Ik4WX+sIBB8D7729Euewe2SPLEDl+0o8BPwY8L17sQq0W8NBXOnDO/AxP9oD0DoVCuHcv\nhUzGzcZlMmGUy3HFzyz3kg4+eUOWo/Hzu3djim4yGyaDP3L7AYMuvNgQqNmsY+1apzTqzp0kqlW3\nRE6W2pM/vcBWPQ7hsAuEWQZJevh1B+WO76EcyP3rlmXh1q2e5XV23lGrBfDhhyP47//9EE6cGEat\nZnqANcfKz0gXd4+x23yEfMvAFLOgAGBZXhkib3ItKZeyikPKFh1ByRN+/UT+lTxUq9WwuJhSXYcB\nYG6uA8WiW5bpr1rh36SbPzOZyTjZ5K6uLDSN1VOuLuB9co50liUokdVLUl4ps7IMkOspQZnf1rRa\nLZRK7Th9+vNotXSsWnUHjz76EXjEjnyPy7O28lWov+T4ZfWOzNJKUCiddJ7nSGBpmiFUq3+KTMbx\nmfr6fo6hod9A192GWbxfJjbk+ZWUNalT6WuWSiXPVifOyeE5t3GRtBeSn8kjXHMACgxQ3rim9E2Y\nOSWv5PN5BVwpc6QxA7m2bSOdTqNSqSj/Q9pbBpvK5bJq0sleJrLaTQYoG42G6i5LmWy1Wqpklrqq\nUHADTmy8Q/+INpV9EijzXJNoNKoAHfu1kD65XM6zV5RBgUajod4p14WBUa4hs7x+H5F7a8nfslGX\nDHAS+FJGmdAyDEOVRi8sLHj8kEQiofbBko9lw0sCemIJJsxoR/iuUqmkMBXLl7nXmaCYv7EsS9Ga\nck+5kSXFBP3087mG1HU88oYNsbjtiPjod12fGgglAGLKXpZDsSEPJy83C8syUtZ7A1AKg0zCLlnR\naFQ9ixukqfCCwaBiDoLLWCzm6fbEMTUaDWSzWSW0TIFTGMiQhmGo7l2AmyWxLAvxeFwZd0aEyAgA\nFOhllE9GAGU21zFe3bAsHabZQEdHRjlRxeLncePGYwCADRs+xgMPnISuuw6LzNJRsAEXFGzceA0H\nDzoA9PbtdXj77c+g0XBLGmV03B/pJq0olNJxZZmMBB9UXLK8zL/n0BHoGp5++hR03catW7346KNh\n5bTzHcz+0TmTRkQ6BnQ25NhkxJSAFnAbUUmDQYdbAi2IoroAACAASURBVD2p3DkuvpeGi8qVz6FB\nvV8kknzsrJOFffuu4Zvf/ASrV5c8MnT69Bpl9IGVQF5Gb2XkTjpwvFeCQz8Q5rzlMyUdGW3jJZ12\nOTYqU75XAmDKrdzHKOdEuaO8cmxyTJcurcVPf7oNlqVhw4ZFvPTSJ1heQk8wie/ivOnAVCoNvP76\nQ7h5swuGYeOll65heHhBBZhoSEkLbvSXZW8SJHM9ZZkXo7nkGxnEklFO8gSBAI0DS0GlEyhBEZ1K\n8ibvY1CL0XDpdFtWCB9+6GZD83m3gZPUD/5MtXQe6bCk0wb+7u82LtPAzRTze/KhF3wBN264R+Tw\nunGj08M7ctzUnzLTLIFPMBjE2FgfWMJK2lLn+HnM7wDTNHKc1F3SCZaVJJRpt1TOwpUrbpZrcjLp\nkRduMwG855ZKfSqBKS9JB2YFpKzx35JXHbpgmR9NjIw4vRdu3+7yBCXkOKhP+Vznc9chi8Wc71jy\nLTvH85K6xgUxpLE7T+qizs6sund8vAf/838exsmTI2i1IooefI7kPVmmJnW+DJRJIOfoV9cBrdW8\ne8VlFkDKlyyn5+eyUkTqI85Z2gP/2jrfGZie7lJjmZrqVWOWOlOCKQmC2d+Bv11cdDrkhkJ1JJMV\nPPLIRaRSVU8wjfxLPS6zv9SFEoBK3c9LZjslOOU6SLAgbcu9e6tw4cKTAICNG6/hwQcve4Kk/OPP\nwssMIXU5g6WkJddGBlVlMzqHLu7aBoNBFItlLC6+jHT6KACgq+vnWLPml3CaIZqKv1nOm0qlFF9J\nOyozU7IckWPjxflJ8CZtraxOoi3hb8rlstp/KXUpkyKUNzYVsm0bnZ2dyo8B3K7BpAFlh6WagJud\nI79Q9wUCAWQyGQWiNE3zACMpc0yg0F6TNxYXF5UOZFCXvyUvsQuxzDwTC9TrdQVKaZNDoZDnCMVm\ns6l8ffr/xWIRzWYT0WgUqVRK6WryktwmwjkXi0UUi0VEIhG0t7d7AlsyAMkxymBvNptVc6d9J1/z\n/u7ubkUvjptYgH4DZZ14RAZiWILNIIPTwbyqgGIoFPI0UiR/NhoNJJNJz/mjsiSYv+W6ygy9DNby\n//l83oMriF3i8TiyWXdr02+7PjUQWqvVkM1mPcaLC0lDDng3H0sFTieSi8ZUNn9TKpUUE9GxJqPy\nYpaCXarY+lhGZwDvBmkKPoAVCN+2nb2pbKPNcRBwS2bjXi3AVZpkMhpKMiwBLj93fqNjaclx3CKR\nm+r32WwWt249jvHxAwCATZtOY9u2cyoSpGlObbhULPyzffsY9u//EJoGTEwM4fjxw7Btl9kkaKYi\n8xtiPlNmYrhmEphzvDLrQ+UlnxsIaHjqqVOIRqsoFCI4duwRBAJupmDl7wMew8z9D1QCHBfHTNAr\nxyqdPBlxppGmUyEze1xXCrxUcCxVI31ktjUQCKh9WzKTSaCxZctdbNiwCL8cT0y0484dF9RTWREk\ny8gW58R14WfSweAcKFPS+eJa817OkevmVzL8rVwbSV+uBcdK/pKAWJbLUDZ4j3yHpL+mabh+vR8/\n+tFDaDR0rF2bxSuvnIVpOkp6aGgBpul1kiS9nGcE8dprW3HzZgqGYeMrX7mMTZuyK5wkvtOfyZLO\nkMzUyawpeYmXDMDJz3nJ0rL7vZf3k59Id3+gRtPcM83kWtXrdZw9u1ZlQ/P5sCfwIjO1dFDJa5KO\nXLuLF7swOtoNw2h5wALvJY2kw3v1aodnzq0WVGbM/azl4VfbtpUdkMYZYNDCm02U30uQTTBH54hr\nJoNMEqTyWaSJBD/S4F++7ILQW7c6ld4jr/F51Mtyzx7HRl7leyUYkOORgE7yI3/nHo3Swtq1zrmU\nk5NJxQNSv8l7+Z3DY667wO6p/kAidaBcK45HZvM1zd0y4cyjiYMHxzEzk1x+roZmU8PevROeLBHl\nlc6/5GV+719f6pJAIIBEwgnaShBar2uIxWowDEsFjKSc830ysi8rgbgO0sbLsVFv+fUkbcbly+vV\nZzdvdnu+k/ZClljzcvnexoEDZ7B+/W1UKo5f8fTTb2HHjlEUCi5PyzFLvSyDGffjIanT/YERvw34\nXfOuVCq4fLkfo6M7AQC7d59BX9/4iowhnV3KJ0GXfLdluXvgo9Eourq6PIFjluUahlPCT5+HwMsN\nYJrI5X4f2exzAICenl9j3bq/QyDgBCS491nTNLXHjk4+ZUPKJXUHZYDjkbSRSQU+gxnH+wUsNE1T\nZbGlUknpBeoo+Q5+z7nLscnqPvIUx8jqF1b48TvSOBgMqsY5BHb0K6XtYaCT1Uy0MbJU308rVhlS\nl8rKHcBbqZbL5ZS+ZEM0Pz8SD8gEFuleKBRWZOj4Ho6Tx3d1dXUp7ECayItbj+RFe80xcE1koJHP\n4dZAgkiOgeWuvNhDBoBn360MpgOubWq1WsjlcitowzkUi0VUq1UFsjlvPlsCTVlVCLj+CvmCpfDc\nE1wul1UlQDKZxP/X9amBUMuyEIvFEA6HFegLBoOeOn9/OQsA1SW31XI6M5G52LmKZU6xWEwpXkas\nZUnQmjVrYNu2On9HKgQaGDIFDUu5XFYgjIxEEM2zmdh4CHDLELnAuVwOtm2rc4xYAiBr+aXhYbSP\n2U/ABU+2baujWlKpaUUfKqXbtw/j9u2DAIANG45jcPCEUr4sReazTdPEjh2jePjhUwCAmzeHcerU\nE9A0twyFdANcxUHayItj47/plEln1e+0+g23NI4PP3wB/f2LsCwdb721D7VaSEXhZEMP6dTKiI48\nZgJwN43f74+7z9CNosoGQhIcyd/SEWV2hH/8TjpBCmkoI5d+AMN7L13qx+uvb0el4gUnp06t8YBP\nwD0sncqD4JeOAJ1weZwRaS+DQeQh2fxARnjpkEhjKZ1vP4ClLHCdyCMyEytBPeWFz5ZOOC9+Jsti\n+fft26vx2mu7UasZWL06jz/6owtIJOrYv38K27bdVoCXhpOGmYqzXgd++MOtGB9vRyBg46WXRrFx\nYwatVgsDAxkkElUPrSQvc51JE+lMkUf5bvKjDNxIp53rII04+YwgiA4B6Ur9xeBLq9XyNGiQfyRv\nVCoaTp0aBABks0EPffxBCukcyTUhPwcCJn7xixFUq20esEAepGNpWZY6y3lmpsPD4zMz7SiXDU/w\niDSRwQPyGB0oGRzh2OTvZDmnZVmq6R3HJvfikd9l9lQCDgmyJL+ywmdxMY6FBccWTE21e7JishRe\nPkdGnP2gSvIVdZAE2Bw75yWDgbw6OqoIhSw0Gjru3EmpDANtmaxWkGvr6Eg3oxONNpU94ThlsIXj\n4thcULOyy2uz2URHRx0//ek2vPeeA8jWrVvCiy+ewrp19wBAdVO+3zPJk34QLfUy+bhSCeDrXz+l\njviybeD3fu8aXn75HFotV94kuOQ7ZIaQ6yfX6H5AjHLjD/ZJkHfrVicaDQOFQhjz8zEl55R7qTfl\n9h4pi5YFpNNxPPbYxwiHHV8hFiuhVgui2XSdSfK5P9Mq11kGI8n7skyPPCjpTP51ecV7RJimuSXv\nzWYT58/vxNTUIDQNOHDgPSST91QFG8sD5XsDgYBafwaO6TfxXTKLJcvDJf9IutOHc9YGKJVeQjr9\nAgCgq+t9rFv3Y0QibsdR+gRcBxlYkzSQPEmwRN70yzN9Cgaj/QFH2jfOgydI8GgRlsuys6lpmqoy\nj406qZtkcEB2EdY0TfmmsrySPlY6nVbrl8vlYBjO2aVsGER5lIF46h3qpVgspmhHWnKdJFjlu7LZ\nrKcyStoP+jbkDVYL8agR0pTlpPl8XiV3HLmIqTWlXEt/VsoGgw6NRkNhEwBqmxyPj7Ntp0qLWUny\nJeD2T+CeS2IT8kMikVB+AXmYWWLyqOw2a9s2ksmk4gX6Gfl8XjVPZaCTDdMYSKFMcD3C4TAymYxa\n90qlgkgkgmazqapOJT8SSDMhRTqxCzsAlYUmEPYDd//1qYFQOveMJDDCwxbI9Xp9RQkj4CoTltIy\nGtZsNtU5nSyVlRejLbrulMjMzMzAspwSWenUUIj8ZYymaarFoRKSESwePMyx0lAxe0oB5x46LiSz\nYHIfoXRauX+Uio5jCYVCWFjoAwB0d88hFosq0OQwjIZ7957D9PR+AMCmTcexceMZDwB2nCwdW7d+\njK1bHQA6Pr4dp049jnrduz+Sc5NgkSCQAI0Ai7+R0T+p8ABvGQ/gApdAIKAiaYODs3j44RsAgOPH\nt2NxsctT+uDPjMjnyv12fvAiDYafTyQA4J4CRhUl4KVhoaIgD3PfCdeckSj/c6io+Sy5nxaAinLp\nehVf+co5RKMNLC2FUSwGkU6Hcf16ygP4KUt0XPw0lg46f8cxM/rI+VNB+7PbMhIvs3Zcexlh9zso\nBLQ0jjJ4wfWS0Xg+h8+WAF7KGTPflmUpJ6bRaGBmpgs//OEeVComenrK+NrXTmFgIIdDhyYQjboA\ng9E7mZVzlHEL3/veZkxOOkD05ZevYHBwCbt2LeLIkVlFI7n2fv7mWCVdJQ9KXmOpEGlMB5DrwP03\nBFuUOc5fGlTew2g96QjAw3dybJqm4eOPV2N+PgrLMjzVBFIP8J0yeMN3EBhbloVKxcSHH65dAYRk\nYFHXndIdR6Y1jI+7ZYk3b3Z6+Ic0lgCWfKDrumr8QH6RPOh3ZqlnqNcY+CD9ZHdYuYY04pLWDFDx\n33xvuVyGpmkYHe3BwkIYxWLIQz+/TpWONGnt10mcD/9NmZR6VFZBcD2c5znfd3c70fnp6XY0m261\nB8cv6Sr3/8tnAEAkUl+he0kj0tjfyM2Zt7dpCODorlIpiK997TSef/4qACAUaqK/PwvL0pb5qbIi\n4CMDDjILyXfK35GOlmXgzp0U1q9fWv4M2L59FjdvrkKr5WbA+S4ZJJXglDSXtplrILNLfK/MakgQ\n5NA2iKmpLoyPu2Pg72T2iLpdvl+CvCtX1qNQiHrWo1QKe8YvbY4fzEvek++Q85JyIIM8fkBGZ1fy\ntwxiNZsWPvjgIObnuxAINHHo0DGEww5vtrW1YJounSWAoq4kT7F6bWlpCTMzM+pcd76fNpwAlv01\nOCb6kG7y4RWk0y8BAFKpE+jt/S7K5aLSseVyWflxBMOcv+zILu2BzJZxPux+zHHIACN9UD6TtKcP\nC7gNhOhjyuaPsjEgwSm/4xrIIC59W5l5lt2FyTcEiwRc8hx7h9dKKtghS+RZJmpZzpmhUnZ4FjHB\nXzweV58RJHE+pCH9+Gq1imw268n8UX/JkmXukeXzOEYGFSiLvJgNpE9PfS23zjGznkgk1FY+HlFF\nmrS3u4FHqfOYPMvn89A0DcVi0ZPtp02VNimdTiMYDCKRSKBUKiGdTqOrq0s1Z9V151iafD6v5IRY\ngwkFySNce8oYt7fQljKgUa/X1XjJezLgSp1EDMZE3f0qun7b9almQgE3IsT6ZgnCyDxSgXPjrnTk\nZG04CeAnAiNnFDIAKg1Oh01GGaTAU5iYkWTJQiwW8yhjaZSp6CqVimJiMijn7wdR0nCxjFNGLyW4\ns20bmUwfbBsIhSoIhRbUc1n+a1kt3Lx5BLOzTivyDRvexsDAR+o9gYCBrVuPY9OmjwEAV65sx6lT\ne6BpbtMQf1ZBGlAqBsmMznNXtpKnspNGno6D35EAgFSqgsOHnXGNja3DlSsbPQ6Y34GWIJGlHJFI\nRIFFGm/Z3l1G8GQ5mlwLaUT90VN/dJiAgM+VvEB6ygCD3FNAx8kLbG184QuX0N1dQqUSwPe/vx2f\nfLIaZ8+uBRu28H6535fPJ2CXUVfpkABQPEmwQL6Xa06+4t5P/pagWxpdCRpIe5kd4Zik40OjAkCt\nHedCgEje4ecS6MvsCBVutVrFnTsJfP/7e1EoBJFK1aDrTgbn8ccnldzyPlma42aWAvjBD7ZjcjIB\n07TxyitXsHXrInbtmkdPT80TNSWf+EuVpUMseUFmvSWg8De/kLxD2srMHS8pa9QP5CXqRrkmHIuU\nZcsK4u//ftgju3JeMjghgwb+YznIZ5blHh0hAYfkEY5V13Vcv96p5jM+3u1xXP2/5XfkdX9GhvaF\nGWT+TmbTZACAssA1lbIpgY1ca76PpX9Sr/Dvq1f7MD3dKWhiecA672eghsFZfyCGz5PA2j9vWeYu\n19WhocNrXV1O9PzWrU4PvSTYkPrVPTPQ8oHQBkyzic2b5z3ODO/nRYDv8rLrcsjgRKsVxjvvbEU8\n7h7Z4PzGLSsnLaRsyb14EpiR3/zrZxgGpqdX7j++cmWVukdWCMiLATvqQgnmuI5SFiXoog8BuM6f\nDFxMTvZhYqJH3ScDIJKuUjf7ecSydJw7t80z5lIp7An83M9eShAteVuCXNpJ6cBL2ZTPkdkTaevl\nex2nHvj1r59AsRhDJFLG0aPvIBBoYHj4BlavnlbzJqjhs6S/QJrQ9jJoT4BKMMNnyW0FbC7Jktv2\n9nYkk0nU619ApfInAIBk8iOMjLyGUMixYx0dzrFRsmEV3086SN+E6y8D0NThfl3FgBbvYUUV+UA+\nXx6XxsATn81eBdVqFR0dHZ7u8tQNMvsomzRybKS7bdsqsxoOh1VjITa9YXCZ5aasqiCPA1B+NzvY\nyuoLlvcSAwBQNqNWq3nOBZVVaDLgJ3UXaU39ynvYxEieBSq3T8lsndSfBGKkFcfCjH2hUEClUlFZ\ndvofbW1tChTT56dOIQ1l7xf+O5/Pq3Xm8TpShxB/cC3r9ToSiYTyRSU9CP4ZCGDgptVqqapRZmal\nPLPsm0CfvMaAjvRradMocwz4NJtNBZolfrvf9amBUCozCo7cE0bGMYwcRkbccjAqcqmE5MZz754T\nRzklEgmP08K/AwGnoRAZUippRtprtRri8bgSFF3XFfCUC0wnXDa14YLE43GVWmckTaaypWGjg8T5\ny26vMkMCOEDvoYdOo1Ryaq47OmaXszpuFtgR9iBu3nwaMzO7AQAjI29jcPAcDEPHjh3vY2joEwDA\n6OjDOH9+D4LBkHIy/U6gP4PDMfK7YNDbrZDCJyNqNABybjIy5vy7jqNHjyMUaiCTSeL993fDtuFh\nZn8GQDrlMsDR3t6ueMFvHCj8ut6CZbnHNxAgUuGTP6mwaCx45h//TyVDJ5NKmQpCKhQ/MJN8y/Ee\nPXoDw8NLsCwNr7++HZlMFGfPrsG5c70eB8TvHFNB9/dn8PzzU3jyyUkcOnQLBw/exSOPzGHr1jmM\njCxgw4YcOjsrHgDIuUogSFqR7+gsc/7SKZS/leCJAQE6EgS/5B3KpDRYNKikK42KH4yRpgA869zZ\nuYRduyZgmt6SxL1776K7u+yht3QSZSagXtfxve9txexsHKbZQlubBcMAnnhickU2jnJCHpElQPJd\n5FG+h7JK48doNnWibEigaZoKiEmnV4Ii0pjjkYGS+4EUjkHTNNy61aGMLQ0WAwnSOZdletLY+4Mc\n5GV5zifXkHJCukxNrYJlacjlglhYiCk5v5/MSN7ifCUNZMaA4yJvSntAniYvc12o1+W6SlpwzWTA\nTTrb/GxpqQ0nTvStAL6ksQzMyY6C5GfqSQky5SUDsoyKyyYRbqDTua+jw6nM4DpLsOEHEOTfRKKK\nPXvu4qmnRtV7+/oKePXV32DdupynIy7HJO2AzGCaJptBeY9NaTabmJhYjfFx/5ElrnxJB5l8wEtW\nAPgztOQX0urWLe/+48XFKBYX4yrwLeWUfEJ9x/WSTWNkpgnwOrFSDrmHTQZfuXY3b3bj7t1eD19y\nXpLfZYWCBMqk/+XL/chm4+r+UimsfiPtonyH5HE/P3jXwru/XYIpyh/5mj6U3JLA38lKjno9infe\nOYp63URnZxqPPfYbjIxcxubNo4qevId8ze1aDITRJ5S08wdsWi3nPMTu7m71PTNQspEb9/5ls4ew\ntPTHsG0NyeQnWL/+rwE00NHxAXp7r3uCctJHkNVCMnDG/1PW+TvqeH9Awy+T0vfwBw5Ie/IHz+KU\nAUOpTzRNU8do0I9hVlBW92ia2wiUdofPo38gm1WS71kCqmmayhZyfqlUytOxnzQKBAIoFosIh8Nq\nrjxiRGbXAoEAYrGYJ8DNdW9vb1e+Je+V29kYjCAgo0xwGyD3L1qWpWhIP72jowOGYag9mPSBYrHY\nspyVFF/SZrN8V9oe8rTsAkyfiv1jMpkMarUaUqmUklUnOFJX4LW9vd1DQ5ZhywBoKpVS+If8R1ss\nn80qIunz0d6T1rT31K9cT8qYaZqqqavEVdxb+7uuTw2EkkFJGAAIhQLYsgV45ZUa/vN/LuO11wA2\nEGDEgE4NiUFjQOWYSCSUMBGgUmh5mLF0RPhsucmWC8vuuyypZBRF0zTV4pgZN2aECDTpaPHIGU3T\n1EG0svmFdCwYHZIXlRAVuqMgNDSbDTSbQcRiTpOJ1asnMDJyChs3foLOzk6sWrVKOSWNRhPXrj2F\nmZkdAIAtW97G/v3fx9DQJQDA5ORDGBvbB9P0dpCVRoi0pzKjsm82G4qWIyMT2LnzAoJB715FwDXM\nFBC5h5D0pjLft+80OjszqNcD+PWvH4dthzxjIQ3lODg+CgfXmTX9pDfg3bzdbDaxY8cUurpyagz8\nzh+Bl1EmGSwAvJvt+VtZpsS50XARSEjARmMKAA88MIY9e5y9vm+9tQm3b3cvRzcjsO2Ix7DJcUgl\nMTfXifb2Bg4cmMahQ1N46qlxPPvsGL74xav4/d+/hpGRJZTLrlHiOhKA8Hk00FxDmX3wgymZ3adT\nL49JIg3okPDfskxUOkMySEWlyXXjGKQ8yQYX6XQYmUwIMoPjzMnGk0+OQde9UX+CAulk9fdn8Qd/\ncAn9/d5mZVu3LmL16qInsg64AIAOCbPGMnooo+ZU7HLt5fPuF/DhmktnQIIn8p7UJZJHuE4SfPP/\nXGu5DrJdvgyKAfDMheOVQSdZislnUh6kg61pGqpVHZOT7Rgb60Cz6T1DTzpeUm/4s7YSCJG+MrMs\nHRdZNunPfEn+4z38I9eEdkyWLFPWOc7FRXfLBe8hPcnT8nlSd0qdJEt/JS9JgOIPNkjdQ96vVg3M\nzcWVveN76QxKGdZ1HZVKEAcP3kRXlysDiUQVkUgD8/NdnsADnVrKk583AK6dd6+lw2sGfvObHajX\n3flb1srurOQhzlEGy2QG0q+TqIPS6W5Uq+47rl3rg667Z5VLe0H+8Nss6UP4gSD5g+smeVbupeRa\nO7wYg2V5q3skKOG7aDskz8t3AwbOnNmq5lYqhT3ywH/LoBFpxGdIHS3Hw2fI8lUZlJEZGmkz+R3X\nQOo2Rz7iOH78CbRaGgYGbiMeL2DVqrvo7s4pnScBJW2ULCkmsKFzT97jvkPqYfYfkRlnZtzYqMXN\n6BzFzMzXYdsaOjquYPPm76On5xrWrz+G5diWx6eRoJEy56cvxytpKukudSPpxvV2Qau3CobVbzKT\nSn1DHUcZYUKk2awrsEifQa4RaRyLxdT2NxmEAaD2NgKuf057T/0qs6yyd4H0fQjCWHrLteLRb+wI\nzK65tH0Ej5KXaP/pa8vECZuQyoAF+7cALcRi7lahXC6nMoCkG8fK+XKMTHY5a+s2HiyXy6rMlWPz\n+7Fcf65hqVRCKpVCJOLuL2VwhJiGwJxzkzTUNE1V03DPKPGJ5ImlpSUFXEkLeQQhebBUKio7ws8Z\nMJUnWcj93MViUX3Hc2p/1/WpgdBWq7Wcaq/j0UdL+Mf/uITvfCeHv/zLFl56qY7hYWez+N69TiSC\nqf9AIKDS34CrROXmXHaXyuVyKJUK+Pf/Pod/828qChDKxjGGYaizO03TOQ6mWCxifn7+/yXuPYP0\nOK8z0afDl/MkADMABhkYRCKRIEESzBJJkaZkkdLlKllWydJqrdXaa7v8T6q6d11XW7uulbRaS5Zt\nWVeJtjJFBZIgxASCyACRZwYZk2e+nL/uvj8az9une2DV/XG32FVTk/rrft/znvScc97zolKpqK5P\nH/tYHf/8zy2k035lDribxWXXMTIbO7VRYQKApjnQNK/LF+8HPIVDB4XRP5ajUKEmElV8+MP/jDVr\nzip6ZjJnMTDwWziOPzpKhoxEojh//nGMjbnlOrncGABgYmIFUqm8L2IpI9hBp5EXWz8PDR3Hfff9\nGsuXX0KzGcbmzcfw8MMvIhyu+OYhI95SOS5degmZjFfXv27dJaxZMwIAeP31O1GpdKn5SAdBOnCu\nU97B3XefRDpd9il6qYRk9JFjiUQ6uOuui9i06Tp27x6FZXllFXyP/HKjt14kj+smnd/BwTIeffQM\n4nFZ6ujtw6MBocKUgM99j41169z1efvtJThypF+9Q2bD6XiSnvIsLbfcqIM1a2bmyd7ly2l885s7\n8PLLa9FoeI41HUkJmu6/fwx//uf7kUzWfXsVHcdR7+N4JFCVJWcA0NdXwMc/fhRr185C0/wlsCzf\noFKnLEn6unRr4tlnj2HDhhvQdY+XZJmOdOrdcwZX4Wtf2419+5b7Gt+sXJnHqlXTPqeB2VcJTsbG\nsti3bwkmJmLz6PjUU+dV6RPHCEDxOsFyMCJuWRai0TI+97lXcOedl9TaMiLN+2Q2st1uq5IfGgHX\nyFpIJMowDP9xKqQrv2S2Uq4PvycSDaTT3n4z3icznzJQIO/x+MdGOt30ZbhIF5mZCPKKdHDPnevG\nxIR3JiDlTuoNyRMyc8hnurq2AaAzL4BEPuF8pI4g/5AnolEDoZDHXzTi5Bcp+zIYRlnu7q7iz/7s\nDdxxx7iPDjIQwbWVvQgo25x/s9mAe6SJd2/Q+Y5EIr4u3FLHuNF8j2+vXMnBtjXl3PB+SUM6k65+\n0TE62g3D8O//dHVJTPGWBLWcK2WJsuA4XhlgkMc0TUOpFMWBAxvU823bCzzcin+DQQmOQ5Y0c51I\nq2azjWvXvGzo+fP9PuBFXiRA4d/keb+ezLdgWV4HTgkyyZcsH+R68WKGStPaCIWqagxcA15BvS/t\nsD+4VYVh6BgZWaKOaqlWo4L2/vWT6y1pFw7Xeq/pqwAAIABJREFU0ds745M1joPyIYM/MlDrAZoW\nDKOBZLLsoyvpyMuyLCxZMo6BgRtotcK+8a1adQKLFp1FNNpQeh2AqhjgmOTfyYOO46gyxWh0GLpe\ngGEYKnMlt37JuTDrbVnuPuTp6S0YHf13sG0Nudx5JBJTiEbzGBg4qDKBBHZ8hgTHXEfDaOPpp1/A\nPfcc9PEl6cU1oj4hL8k9fY7j4JOfnMOXvzyNZrOsPsO9mCxFJgALh8MoFApKlxKU3HtvG9/+dhn9\n/QXUajXUajXVnNO2baVHHMdBqVRS/FEulzEzMwNN09Dba+Pv/z6PP/zDtgI89E+ZaWQyaG5uTsnB\nzMyM8lVarSa++MVZ/Pmfz6Jer6skj+wYy1M0WEFYKpVQqVRQLpfRalWxdm0RH/lICblcU/VscRyv\ngkraPvrcHoBrY8uWKj772TK+/vVJbNxYVN106edR1riXWAZziQ0YpDXNGr7+9TI+/OE5FAoFnzxT\nPxGkkca6rqNarcI0TVUi/ad/WsKXvzyHZrPm49N2u63WSpa/FgoFH46o1+t48MEWnnuuhYEBlw61\nWk2VB8tmUsRLxCzRaFRlf7u7K3juOQuPPOLhLfIz6SuDc3wm5doN+M35ugTf6vr/vnv0/+eLSqXZ\nDGNiooGZGQ35vIObjZUAuJ3rNM1QG34B78gWRgY4aZmJoNC4kSEHQAuOo6voK4lHtM4aaOlgLViw\nAI7joFar3VRS7pjabc95YaaUUYigcm02myrD1Gq18KlPWfjQhzp48UUbX/uaq7y4Udqdrx/gUilx\n0y+joL29c3AP2/YEguPL5V5FOBzCzMx70elEVImCe08HhuG1bHYcoKtrDOFwA0uXTmNqaglarZYA\nzJ7jxvICKkWXsRysWjWMdLqE/v7rsG333oULx/HUUy/gd7/bjcnJAbV2gOecGIaBnp4beOiht2FZ\nBn7+8weh68AddxwAALzzzlpcurQUpuk/H05mdyi44XAYu3aNYPv2i1i//hpefHE3RkdTKvJG+pJf\n5Gbu228fRjzexrZtlwEA2WwDv/3tFqVgeB/XRpYBy30AdMRjsRDe+95D6OmpYsWKKbz00gYMD/fN\nK83k/eRX1tBT0f34x3dg48ZRHDy4xMfn0sllkEKWvlH43YhpEiMjvVixYgaG4aBcDuOll1bhnXd6\noWk62u2W4j9pFCWo7nQcOI6GUEhHNBpRBoTRPhkddx33qMrykocNw8Du3dexfHkZy5efx/T0Nezf\nvxgnTvSh1XL1QCzWQG9vC9evZ31BGRrsTqeDrVunsHp1EatXF7FnzzW8+uoynD7dp9ZEgj1GBF2d\noeP115fh4MHFePTR89i0aQqaBjzxxCi++tVe6LorH4yCkm9cgwaMjHRhdDSHbdtm8MADl5BOt27y\neQ333TeJgweXK1DOoA/Xkfwns1funFy62raXaXYcL6srHTuuCyPEAG5GhaP4zGfeRC5Xw3e+cxfG\nx9PKkWCGTuo7meFmeazjOLj//lHcc881HDkyiBdfXONzooN7cTlW6k7KxubNM3jssXcwNpbG9753\nuzJkXAsZjQ9mujmmeNzCnj1XkUq1cPHiAAqF8LySK5k94zNpCPm8T31qL7LZBr73vTtx+XJiXuaQ\nNGLZkGEYqiyO9H700RHcfvsNvPHGUuzbt1LxlozgJxIJ1Go139hIZ3c8BJ3+s3zJ1wQADD5wbNT1\nAJDJ1PBXf/U6AOC//JcHFT1JB9JR2hr5fz5rYKCodM+VK13znGCpXyk3pL1lWbhwYQGGhqYhr0bD\nRL2eVVkhlpfJqg+Z8QaApUvdoFg02vTpRPnOU6dWYe3aq1iwIA/b9mc13XHa+MIXfgkA+Od/fg9m\nZ71GZxwD9QfXXI5B0zRMTKSxevUULEtDs+nRMhj1J03pL8hspGmauP32s9i5cwTHjy/DK69sVE1r\nJDCm/pL8xWCkpmlYunQajz/+BiYmcvjRjx7wnc9HfmG2XQbZpH7UdQcf//gvYds6fvKTR3Do0CY8\n+ugbqFa9QLgMpBLkcG4cV2/vdTzwwCtotUL40Y+eQqsF37jl+MnnEoBFImX09c1h587DaLdNtNsR\nvPDCw773yiBVp9NBrZZFLncK0ah/P/Dg4HksX34eU1ODeOutp1Smk/ZHBiKoW6iXyLea5qCn5yfQ\ntA7Gxv5SNb2hrxY8Y5b2NBwOI5/PQ9cBx0nDtiPQ9YYa28qV+zE+7natl0EDyfccn8uD7II+f8+0\nXAOZ8SWN6fC7INkE0EE4HFI8KBtEmqaJbDar5EoGB3hfp2PBcYBIJOrzLfgOCZ5Ib5Yt8/5Wqw1N\ngwqM8VxN0pPJDMdxlL8FuMkL+rORSBTtdg3xuOFbN1c/RH0yEAp552N7dimEalVDswmYZhhjY2Po\n7nb3usdiMcTjcZ8NklVPpFs0Woeu29A0IBIJ+5IEAJQukbzPS/rtru6KQtc7CIe9YCPXRJ7PTXmk\n7mdg0QtKuWuXSmVgmh4/0qY7jqP24IbDYVSrVSSTbldtdtFttxmM85q3Ul4jkYjqVaNpbsk1n8ug\noUtjE4B71JlMTDFrzeBLOp1W57AC3nEytm37ePHfuowvfvGLv/eG/x3Xl770pS/SMLTbHUxPA8PD\nKfzsZ8Bvf2shn48gEgF6ehx861sxFAre4eB0mgmKGPWQHaoACOCj4803s3jxxbbPGZMOWq1WU58H\noAROduQ7ckTDiy+m4Dhh9R4KhxQ2MhQPDy4Wi1i3TkO77WDdOg0bNlgYGwthbCyEXbtauHw5rBo3\nSIPN8go69vIMpWYzi7m5JVi8eBS6Hjyzy0E4PIp0+ndIJMJwnNXodDREIsCKFf+Inp6Rm+Ce+3LI\n8AXcuLEFmubtl5JRZekMUkHato2pqT7YtoFksoRQyGO2UKiDVasuAgAmJ/vgOP7z7LLZCh59dC9C\noQ4mJhZgeHglHntsH2KxJiYne7Fv325omu5T7vys/BvHWKvFsWTJJNLpOlavvoJmM4obN5LKGNAg\nkKZuKUYTjz9+1Bfhn5xMY2IiB9t2nXQqZRkd57up1PxlfiYKhTCWLJlDKtXE0NA4ururuH69C52O\nq2DT6Ro6nQhCIa9bGRUKBda2Ndy4kYFleQ0haKhkNlI6kQQM/Nm2bYyMZHDnnddw6NAgnntuPaam\nskqR0wkKlg7x0nUdY2Nd2L9/AJYVUw6yDJzQ+JM36SgA/qYac3MZGIaN3t4qUqk21q2bxbZtE9A0\nCzduhAFY+NznTmJ8PIyZmbjPaJBGpVIcgI6FC8tIpdpYv34G69fPoF6PYmIiDNv29mLKbBONfKej\n4+LFNFatKiCVaiEctpBKdXD5cr9aR+ng0Si473cwM5PFwYML0OnoGBwsQteBVatKOHu2F81mzBeQ\nID09Z8gLpLgR3hAOH16Bq1dTitaSxyQIlU4eAYZLHxOrV99AOt3A3FwCN25kfVkXaUwlb1AHuvrC\nPSNxaGgG6XQDb701AGB+N08+j7wmMxPu821s3XoNiUQLhw+vgKZ5tJf7GiWvBbOuzaaDzZsnkEy2\nUanEcONGRsmgpCmzbXweq0XIc5s3X0M83sLly33I59O+scrATXBMpKvjOFiypIRlywqoVCI4e7Zv\nXkdnjkXKINeRctVohHHw4HJcu5b08aHc4yvLv6mjJFhKJnXs2HEZAPD222vQanlBMDp63HZCGZRO\n8dDQHMplE3fffUWN/fDhfiSTFsrlmFpP0obBG/n3TqeDcjmKXbsuq2AnAFy92oNz5xYD8PcG4PiD\n5ai6rmPLlivo7q7CsnQcPrzOZ5O9z5mYnMxh/fpLmJnpwuhonw/AOI6NXbsuAACOHFmGVius5M7V\nnf61CGagLcvC5s2X0ddXRbUawZtvrvKBLAkgJR2k3aNDODR0Gb29ZVy50ofJyUXKiZPVJdKeSnmm\nPK5ceRWLF09jejqL4eGlvrHKnykLt7JHyWQDW7acg2HYOHp0G0qlbgwM3MClS8tRrUYV/5Heksco\nG24WLIQNGy4gHm+iVotiZqZXfYb3UxdJ/UCb1OmEcO+9b6Krq4h4vIF8PoORkWU+OyPBgMt3CVy7\nth61Wgx9feMwDPbncAPlyWQRjhNCpbJcgc9gVor7DunXeTJqoNV6ANXqINJpB6a5QOkAnrQQj8d9\nR7h4mboWIpHr6O//GSIRf0WRrlswTQvT0ysVDQDv7Pgg33U6Dk6cWI6rV5coegarm6h7CC7r9bra\n2sXM14EDGl59NQPb1n2ySt4lf9KWEQQwQ9lsNjE9ncRPf2riypW6Or2hVqupYzxot+jbErBJ+a5W\nge98p4Hr17NKTliyS3pwDuR98hkTHfV6HQcOZLB/fwqdjns2JwODPL+Sz5UJBcqA2+gohJGRFKpV\n+GSsXC4rfxyASvi0Wi1kMpmb72jhwoU2jh1L4he/iODSpToSiS4UCgWk02nVtKdYLKote1JnS3vu\nJi2AH/3IwrlzGaWXZd8A0o9Z0EQi4atuYAXnyZNZ7N2bQKvVVs/mfOjPskSa1WNsLsT9ndeuRfGz\nn0VQKnnNvGq1GjKZjI+mlmWpuYVCIZX9NU0TpZKO7363iampnNLv1ONsGMWgW6vVQjKZVOCWckr7\nXKvV8MUvfvFLuMX1rpXjyouKNJFIYHzcwE9/GsJf/VUMn/hEAsWim4kkccl8soQgFAohn8+r0jh5\nnyxRJAOTODLizPuY2aRiqFarqrRnbm7Ot0dURjVYAgIA2WxWMUdXVxdSKQvf+lYFu3a50bfbbmvi\nb/+2iEjEy6xxLBRUliUCXmdfgNHdMJYuHYFh+Pd5AYBhbEaz+TgajT9Ep9MF0xyDYTQxMPBVZLPD\nsG1NKXd5ZbPjWLBg2BfFkFF1OuNUqq4xMVEqLcThw3fi+PFt88aiacDWrSfwyCN7EY83FQPH4208\n9NBeRCIt5PMZvPLKPbj33oNIpyuo16N49dU9sG0vg0Ojw3FIIEiHdHo6hB/+8B5cvrwAhuHggQdO\n4IEH3oGu2ypAwPUhKN21axjBpjWbN9/Ae95zCtFoSykOue+PIIXAU2aeOL7Ll/vxD/9wD44dcx20\noaFx/PEfv46NG8cBONiwYQb33HPBVz4qG9OQ1jQywQyQps1vtCQBNg2aq2w6+Id/uBN7965Bu+01\nNeD6UqHJ7zRmzDAxMubvcuk11ZIOjaxE4DMdx8HcXAK/+tUQ/ut/3Y59+xajVjORSrXwyCNX8Jd/\neQQPPXQdoZCNZ5+9gN27J9VcGYV1A1YxvPLKSnzlK3fi7beXod3W0dtbxQc/eAqf+9xxbNgwB8Df\nRIrz9KL/MXz721tw7VoamgZs3jyG1asnlXNEvuJ3rr2XcTPwyisD+Lu/uxu1Wgi6Dnz84ydUyZhs\nrEAdJMt7Kc9yraXjwrXjJR1W7q3lfYZh4OrVHABg8eI5331STiXPc51kN+ALF3rRbutIJpsYHCwq\nPSPfL3mSNJVlRpOTabRaBkzTRlfXlKKdzNID/rNUOWcAKhN5+rTbOGTt2nGlx4NOFj9HOdQ0TUWa\nAaBcdnVCJuPOUQbU+Fnqe+lMy0Db7KzrTHV11X0gkzSh7Ou61yE5CMyl/qQukc4n6cxn8xnS0ffr\naS+zKJ26YGmqHEN/fxGf+9x+wXvAM8+8A8vy762UVUASOPJ5pZKj6MprZqZXzUvOVeoPmYW2LAuZ\nDMt/PXoFs3GWZWF2NosTJ9bAsrx9xTIYwisU8vYey2CPBHtSD1iWhXi8jrVr3azu/v0rAfjLxCWf\nUHY9wOQ1yGk2m8hk2C8i6eu8LNeTP/M750nd2tOTBwBMT2d94Iq8wXHLIIgco2VZSKVcua3VYmg2\nDbRabRw6tAWVihewIY1ldoj/47Pa7TDeeWcIAHDbbaeg656ekBUb3v3tgK7QcfDgdvWZZjM6z3ZL\ne8rKEdMM4dq12/Dyyx/B5OQK9XnLcmm9du2byGavKxtMnqeurdVqStfyXd64Q0gkNqPVGlQNZWS2\nWjaElGDfpfcqjI5+ARcvfhrVaj/k1d9/BKlUQdlo6S9Qr/O55APyF0vDKcfhcFhl/4J6j+MjILFt\nr9IOgCpPpZ/M56TTaWzcuBHxeFw12WTzHU0z1FmRtVoNuVxOBbVY7UZel3xN+lO3s5STZZws8ece\nWwLceDyudA2/y864svzWcdwTKri3lPsxWU7Lo03oY7MUlY2AyKPEB61WC6lUSgUp6McDwMKFC28G\nSmOo1dzmSNlsVnWmJWgNh8OYnp5Gu91GuVxW2XRmJCmbsZhbeSC7q7daLczMzKBarSoe45q4wcqG\nWv/u7u6b/OKoAES5XEa77Z7RSt+mt7cX8XhclWIzYBEOh9Ue0EqlojKUUg9z2yLtcD6fR6FQUHhH\n170+ENlsToFNqTfIjwzY8DOhUEg9IxaLoVwuK1r/W9e7DkLJzLZtq9poLurYWB35fNoXxaew85wi\nRlW48Rbwn+dGZuUljQDvZ7kAF0W+Jxh9lwaeY2UNO50Y1uTzs++8E0GjASxd6iq9VMqBYQCnTnmd\nTAFv87NstML3yMyF47QwMrIee/d+GocOfR6O4zVmcJxPoNP5LGq196PTeQT1ejcGB/8nkskR2LYB\nx2GNu79DIOAq+nbbO2OK+1BpuKg4OW8qqkWLxjE0dAb1ehSWNZ+lBgYm8Ad/8DwGBqahaR08+OCr\nyGTKqNejePHF+zE0NIrBwWuwbQ2vvXYvqtX4PIDF9SG4oRGT5Vy1moZf/GIXjh1bDQC47bbLePLJ\nNxGLdZSyp5HK5erYsOGSb5zj4xn867/eiV/9ajeaTa/zK/mHRoPCJzNnEpi6xjqK3/xmPb773W2Y\nm4shFmvjfe87iWeeOYpFi/K4886L2LjxhpoHAN8mfvIunS7JywSPkj9lSaE8D7dQiGF2Njkvw8L1\nk+eQ0dnjupLfaXS454N/J49zDSQI5pqQb2kMqtUw9u4dxH//77fjhRdW3Kx6sHDHHVMAAF0HHnts\nFI8+ehntdtOnDzwHPIXf/W4dvvnNPTh8eBk6HR0LFlTx7LPn8OlPH8HatS4Y5Vg2bryITscDhu12\nGP/6rztx9WoOhuHgiSeOYs2aaV+pNdeePEd5ZMlWoRDFt751B6rVEJLJNp599jQMo3PTaHnHL5FW\ncu1kJoFyRvrJdZIAmg6bXMNWqyVAaB6W5QUQeA/px7nLMimX3joaDR0jI+4ZnUNDEz4HipfkbQli\nOV7LAm7cyAIAli+v+CoOJFCR2STSh/zd6XRw5kwfAGDJkjKSyZoPGHHcfl7w9idTRtiMJZVqqvHx\nM3weM4ZBgO01pnD3jmWzXmMJfpfBGa5fMLvE7wTjwYCIzCjLoAPtgZctkSjUO2M4CHq5ttJR1HUd\n58/3IBaTQQCgVgthYiLrA0xBB1GCLvJtPh+HvAhCpXzcKqDmrZmuQJttz8+2kxd4HTw4hHzeO9id\n4zNNae+8bB7vkUELaevptN9++2WYpo1KJYyjRwd8pWayHE8Cv6ADxvGmUi6onpsL+wKG5E95yQAK\n6dNut9HT4/aqmJrKzJMZ3i+Ba1CXa5qGTMbd71cupxSvX7/ei2o1rO6Tc6Ht4O/kHcdxcOrUGtTr\nEcTjDQwNjfiCJ7KiQAah5LOnp/tx6dISAECrFVF+kaxSkWCL9HQrgXI4cOAJHD78GJrNGEyzjVKp\nG7ruYNOmn8FxijerPfLK3lGeZSkpSzfpw7jln97Zk/wbz9ikfSMwkIGdaDSG2dlVOH3687h48ROo\n1xfc5C8Ha9e+ooKznD9lOhiE4jjlGsjAAjNKBJgyGEraUw8SIJJ2bCBEUMM5zM3NqazZ1NSU6nbL\n3ifcTgB41Qyykoa6hLwq+0Cw8yr9KtKAz+BXMplUny2VSsrO8v2cC6v/mAyiDDG7Td1EOXMc9/gY\ngmR2OybdeQQPs4SO46hGQqzOyefzsCxLBfUp+1KWCfzY2BSAj26kQbVaVaCQp2ewlw2f6fmHXqCJ\na88EGO1aLpdTvGGapgLZblCwhEaj4Tv9g3tzGRwin3HfMgGxmwiKq+1D8Xhc0UjX3T2q9DUk+JRn\nkMqLtJU6j/zHitDfd72rIJSKg8qEkRUKQCaTUWlqGl4uIFsV27ZbTkvlAngb/snY8ugUGn4CRcAD\nfzLyRMbj75Jp+DypiMngQQPmOvvAG294hhMAKhVgYiLmezYXSzasYTaJdHGfZ2BubgEqlTjq9W5U\nKk+o52az/eju7kZfXx86nVksXPhlRKOjsO0IKpUtMIw2ms1uHDv2H3Dq1P+BatU7my+VmsWyZcNI\nJBLKaMh9ZBybzExqmoaJiX787Gfvx7/8y4fx/e9/At///sfx3HPP4Oc//wBeeOEx/OY3D+DgwZ1I\nJvO49943sXDhFDodAy++eC8SiQq2bTsKADh8eCPGxxepdQkqYekwUWHIcbhrCxw6tAN79+6AZWlY\nsmQazz77OlKpvFKqpmnirrvOgWW4hUIcv/zlNnz/+3fjxo0+n/MtxyEdR9JCGmbpdFFxXr6cw7e/\nfQ/eemsQtg2sWDGDtWvdTN973vMOFi+eUTxAYZefl1kFzp38x59p2FKplM8hllkVKimOUzqa0iEi\nzwaj7vwfHV/eT8PFCKR8h8wCSEfDpZ2Jt95ahK985Xb86lerELx2776BZ545D01rK94HvL1IrlOZ\nxL596/FP//QQDh9eDMvSsGhRBc8+ewqf/ew7WLZsCrqu4f77L+Khhy6prIlLmyiee24bLl7suglE\nj2DlSrcbsa7rSCS8RjzkGcCfKcnnTXzve5vQbusYGCjiqaeGoWnAE0+cRjbr8isND8dOekjeolNG\nXpJAS64BI5L83TRNXL+egW1riMXa6Our+AA7DQHn7Ac3li/TcuaMezTG+vVT0DRLNfmQxl9G9amb\nyD+WZeHaNddoLl1a8PGcNEySHyWPAW4wcGYmiokJt2Phhg0zPn4lbYKZVepp3lcuu/KRSNR9IFPK\nP/mI42NJK78KhfjNMXWQTHpnxtFJZakabRfXTIJzyqhcb97LdZClxQB8cu9+VmZW/cdRST0lgY8E\nDZOTOV9DLgAYHu4CP0r68CKN6DRyLrZtI59np1X33omJHHRdn3cWLO0Dn0tdHY83EIlw77r/eBkZ\n/KKMdTomTpwYVA6h+zl/pQBgq8AKAJ8vQbvKcRmGgXi8jS1brgIA9u1bB3aE57OlraG+klkgrpWr\nW9tIJl3foVJJKr6QGUPJ8zJAx59jsY7KDk9NZXzAjLSRwSTJP1wvN3PkgtBSKaXm4wJ0/15qN+vj\nB8wSMLmOqoHjx9cBAG677QxCIX8WVo4xaIcpB0eObIdl6Wi3o2rMpIkE41xPWd4IaLh+fTX27v0o\nrl8fAuCgXk8gFitjaOgX0LQOtm//EaJRf9ddeWQYeSCdTqt9cIlEAumbTUfYGVZm/Xp6elTFFPU+\nn+nuhwyhVtuOEyc+j/PnP4haLYfe3hF0d19Vupu6JVg1xe+ct2ycJXmfXbxJY1YD0T4Q8EqfkCW1\npHOxWFRzGxkZ8ekLWQHT29urdF+hUFDAl4CcCRXSj0Frjq9QKChbXCqVfL4IwY6u6+rsS17yCBd+\nMbPIpqPMxLXbbd/ZntQvtVpNdbYlaGOTNb6LzygUCgqgMmBJ2jEL2Ww2FcCmX8NyVepErg3XkOCX\nGfhkMqkyrul0WtGAY+d99KG5r5IdfwkM6fNTV5CmnCPHSmxEm8i1rVaraDQaaiwMWsigArEKt+8w\ne8mL/l6z2USj0VBNXWWAhHzMNWUwC/DAL+f9+653DYTSYNPQkUFY2hoKhVAsFlV2iIxGY5NIJJTC\nBzzgCEAdsErFIB06STiOQzaqkdlQOlEUJDrc7XZbdV5jHXxQyFjGw0jLW28lIK9Tp3SUSlXV+ACA\nSm1T6XilKqZSrDKry3HW609B0/pu0iF8k6muIZf7EiKRq7DtKKamPolUyj2SZXLycRhGDLOza3Hs\n2H/AyMj70Gq541ux4jWwqySfz4gbjTDPGpJRMtLWZUQDzWYCpVIWMzN9GBsbwOjoIFKpDlaudB2A\n117bjVothQceeAO67uDq1QEcO7bel4GSERRp8CRok44jBb7T6eDUqcX4yU/uRq0WRjZbxUc/egCD\ng+7B6l1dcxgaGkOtFsbevevxj/+4BxcuDMAwPEMoASHpwDmSJlx3CfpoJDxHwEGrpeHVV9fhBz+4\nHZ2OPPbGwZNPHkE2W1Hv4LNkh1gZ2ZcRcPcZ/n02QX6RUW46jBLQBQE350iwKSO5fIbMSPmbL5i+\nBgYSfJGeLK3lXPr7m7jrruvzxgAAGzZM45OfPI1MxjPgdBC4f9Yt3dPwm9+sxVe/uutmJ2ENAwNl\nPPvsCXzsY4cQCtnYvfsqHnroLEIhLxLZbuv4l3/ZgosXe2EYDv7wD89gzZqrqNfr+OAHzyCVgird\n4n47KZduiU4Xfvaz9QCALVtm8NRTZ7FixSy2bbuqGgHwkgBfBtQkb/M+ydeSD6nzPHpEMTHhOlaD\ngwVFIz5LNiSRZTnkK4KxkZFuNJsG4vEOli+f8zX6YVCMvCIzbhLkXr/ugtCBgTwMwwOa5AX5jCAt\nNE1TsnPqlJuVXbdu0hcokSXWnI+XrYgqB6lWc/V5PO6dMUtdJQGNdPRJG+rXajWMVsu9r6en6XPg\nggEeRplJTwmWg1FpyrQEbVwn8po/q+fJg6Z52Wxp+4JrQwfapa2OuTl/Z+fR0R4fT3JsvOSakk6u\nM8wqmhDy+aTqZiqDAjILxPEwQ9PTUxKj8DeMCwbEvEBMRAV0vcxEZ95zgp+/VeBF0zRs3TqKcNjC\n7GwMp071zauSkllHwO9My2BIOBxGNtu6SR+gVIr6gjvUx0GQT17kz11dc4qmpZJXSigDUnT0SUuO\nQ1Y0pNPu0SOFQlJ9nutA+slAGtdeVilIfjh1aiVqtShisQY2bLjgo6ekNWUQgI9va7UchofXw7IS\nvsAYQYCsbKCMUL7JD41GBIcPP4LTp+/K+usWAAAgAElEQVTByZN3wnE09PWNYOfO55BKTSOXO+vT\nL5RhggqCNfqUtBuZTAahkHtmZS6XUwF3NqGkPnYcR20D41q627MiGBtbj2PH/iPOnHkMK1ceh213\nfDpb6jUpW1wX6lQJVKhjGPykXuLZ9OxDomkacrmcShDQySevxONxBbIIIm3bRi6XU9utTNNUlYRu\n0DXhCxrT3jmOg2QyqQAeM5nNZlM1ZuN7yadSx7J5DWnK4J307wzDUP4OgwVsYMTnEJzyWJh4PI5K\npaJKc4O+D2nNeRiGoZoV0YaTzwhKNc0tESYYZKIrEomgXC6rMdL+R6NR5HI5xWcEuvyZY+V46A8w\nm8n1lH4tAX80GlWVoTIYRtoyOCF1nKxm4fODvoUMgskgAUEzbRMrTYvFoqIX5yBp4Djuea5Slrnf\nlx2Pg5nT4PWul+MGo7BUUjKayjQwAKVkeN4TL7anZgqb9eIAlADx84ALYrm3U+5R0DSvzTyJDPjP\nRKLgUfEx+8Rn831SIE6ftjE+7imjd97RfZ1JK5WKijJQmKWyp+FjqaXcT+E4Ydj2pwEAhpFGpXIJ\n4fBfIBweg2UlMD7+F+jqGoamtVGv96NY3CaicDpmZnbjyJH/hCtX7kU4XEV//1H1XjoY0gjTyWF0\nRa6jdMLk2q5efRVbtx4HABw6tAXXrg3ivvteRzzeQLmcwCuv7IKmeR0j+R5pJCUY5BqT8Ukjqdiu\nXs3gBz+4F9PTKUSjHXzgAwexbdsl7No1jGIxht/85nacPLkKmuYpUOlQ0XGWgJzPpoEIOj+8x3Oi\nXAFcvnwK73vfSZim8CoBxGJtfPCDRxCJeFkHuZmdf6Ny4JhkuS7nTQUkgap8DsEUL/49mKmjoQw6\nL9K5oeKXDjfHKB0gjpFjJ5055kbDxAsvrMYvf7kcb73Vj+HhHkxPx9DpsJtmCX/yJ6eQyzV9tGCz\nBV62baNSieNXv1qHr399F44dWwjb1rB4cRE8a3jnzut473vfUQDJHZuJn/50Oy5c6IOuA08+eQp7\n9lzCihV51cyFEV5ZKkP61ut1nD+/AHv3utnczZvdLPeOHWNwHG8vBANfBEykKZ8rHf+gEy2Bv+M4\nvv3Atm3jyhW3DHbx4lm1TpIuUjblusngV6ul4dw5F5xs3DjtWyfykwROfI7Mko6NZWBZGiIRC7nc\nnBoLdQLnLEs+ye/y/2fPLrg5nyLS6YavLJINLGQwkTxIfmc5biJRV/+X0WA6TYx2S8eXtDEME8Wi\n+5x0uqJAnZQ70kVmkQhGpWyQXrxkMEnqF3kEjwcyZUWC4xurBLO0WxJQkP7ynFzbBkZHu+bpFtKJ\nn5Xv4Prxf8ViHCdODPp0v3TAg4Ez2sG+voqYi7/MlDSSti/IH5LOvCzLX5UjA9YS7Om6jnjcxrZt\nrkzv378cpukPSEgZC/K5lAXOrbubmYcoAK/buay8Ig34DvnccDiMhQtdP2Z6OgPH8YAwx07Zl/qV\nz3LPXHWfmc1Wbq6NV1bHdZUyKoNYMqsV5F3HieDECfeonC1bziEW85ebS/73y42hHPzTp3egVsvN\nkwUpExwXARjllPwYDocxO7sKY2PrMTp6OwAgl3MrVvr6TsIwvHL4aDSqqriC68dndXV1KRoQqHKb\niW3b6m8MllK+qDvo0LtOfhtXrmzE8eNPIhTyujBLuyf5NShrmqb5Mp/8G58h972yHJQJE2Ye4/G4\nmg/BHW2w4zjqHEj6ctw2Rh+afM/OtrJyhY1AGWTjljfShEe+cD+mrFZjjxSuCW1eJpPxBaXp77tB\nnayiL8td2azIO5LMbejDPa6cXygUUk13SG/Oh0kTrgdpTlkimOeRiq1WC9FoVHX6JzgFvCoPritl\nKp1Oq0Ao5Y3NhIgnKNdcQ6knaIt4kZYsc47FYr4uw7QDXGPSlzTlmPkZwzBUOTHnQH7lGlMGCN5J\nX5nJ1DRNjYX8wBJnJjmk/+Gdw/pvX+8qCGUJFOvyWadPxwBwFy6bzSKRSPgMNeBvP01i5/N5aJob\nVWfpBZ02Mqltu/tP0+k0TNPtYEvmzWQyyoBx8RmJYhSlu7tbOelc9FQqpcaRTqcRi8UUYEin04hE\nonj9dY/JTp82VWTENZBxxdB0lJh6l0CQSoDRw2q1evMcpvtgmrfBNOtwnD+FYYwDyKJa/T/R6YQQ\nCu0FAExOPgnD8Jw3RlSaTQOXLt2PQ4f+IxKJOiIRv4Fg1o9jkC2eqZSCSpTRscWL89i9+w0AwMjI\napw5cxu2bj2CRYumYFk69u27D7Yd9xlLCYS43jKbIzM9gFeSISORbkQmg5/85H6MjCyArgP3338a\ntm0iHm/hvvtOQNe9TntBIylpJKM5FGIaXRpNKnqZ4Sctrl3rxYsvbsbhw8swN+ffW9XVVcP7338M\npulFquh4y/2dVDLBqDUVK8fONQjOg2PlOspxU/nzszTM/F12v+S7+QwqdPKyBGoyai+fzzUtlxO4\nenURDh5cjN/+djW+//2N+OpXd+Bv/mYP/vZv78B3v7sNb721BGvWTME0vQwfAJ+jIMF5qZTA888P\n4cc/3jRP59x22ziefPIkNM0LcDiOgV/8YitOneqFpgF79lwGAOzceQ2ZTE0Z01s5NolEGHfeeRXL\nlhV874nHO9iyZUrxM2VYVmxQbmgQZIVGkKfkXiLqGdJxfJz7KAsAHAwMFBEOe1kTyuWtIpJ8t67r\nGB52G2mtWzeNWMzPIxLI0UlhOZMXNDIxNubq3IGBWZ9TL8dA0EJHTcqtpmkoFJKYmnL3ZG7cOOuz\nB+QvypnUER5PubLglko6KnLLz0uQQ96Xa0sgVCi4BrSnxzuGQgIg0kCWNfMiyJDvY3mXrCyRelKe\nE+sBXK8aJBz2gDB1knR4g2e58b543As8udnqpKKFrHjwAIiXdZdHJxDMVioxnDixQs0d8LaQsEJB\n0pdz6enxB46pX/glS8akrSE9yYe30s+yuRf5TQYubdvG1q1XEIl0UCrFcO7cYp8e57P4GfIWwYAs\nE+Y98ThLYOOKngB8jrzkS85X13Ulq729bkOh6WmvFFcGVSQ/3YrHHn74CEyzinTaA6GAd8yDBEKU\nZ9oVGZQiP8nA5Pnzq1GtxhCNNrFhw3mfDyB1CeVZ/uzOP4nJyaU+WyRBr/yZNkeuNf3BRKKABx/8\nPlatetvHP93do4jF3EBfKpVSwIdjoE1vt9uYnJxUFWpsEMMtXKy8Iy9FIhFkMhlfMsE0TQUmyPPc\nwxiJpKBpMWX/aGdlhZz0i7yMvr+yQ/oUvCqVivqsbdsKONIfZhJEVhCWSiVFW+pKGcBhWWgqlUIu\nl0M0GsWCBQvUWPP5vErgUL+7wb0qUqmUT2cSjJimqTJvsVhMZcAajYbKMjOYIquDgpVb3Ava29uL\nTqej+JTPkbpBdt6lnyzlzXEczM7OKh+XNob2xA3eZH3BO2YnS6WSoqOmuRlwAlPpo7FZECslWTos\nK/Xi8Tiy2awKGPBvklcJvBlAME0TyWRSrTN1MXkjm82C2w3ZPDUcDqO3179PXwbZqtWqyjRns1ll\nMxhkYGaVW3GIk6R+DYVCKrvNpkedTgfFYlHRnqCY75Z67FbXuwZC6cAwIsVOU1wUCgTTyuVyWTm8\ncg8nSyyk4ieolQ5gq9VSh7UCUN288vm8D3ywHKpUKqFWq6FcLqvMJ1PTLA0gcGY0h9lXWX7FKEOn\n08Gvf+3+vVbTMDYWV847xwd45VRygzVpIhsDyQV256TBMP4d5ub+GMAEHKcblcr/hUajHwsXvgBN\nc1Cvr0azuUUpriBQAIBCwcTo6P2wLG/vCA2xLAGTSs5zmHSlZMi46XQZe/a8BMOwMTU1gAMH7sTS\npdewefMZAMCBAzsxNZVVc+eceN0q6krHXJZ6yTImXdfVOrh7J0w8//ztOHjQbVg0NHQDoZCFrq4y\n7rrrgnqXBEyMBgVLoGhEGDUFoBSHBM5U9HR0LEvD9HQOe/euw7e+tQd///d78PLL63D5ci86HQ1L\nlszh4YdPwjSDpbwtnyGTxgrwn+Un+Y+GTdJHOmoS8HMO0hlkSRB5mzLHz8msUjB7TcBFeZX8Afj3\nRvA9/E76t1quszg6msbhwwtw8OBSACF1n1wfGaQh3dasmcJTT526pe4ZGprAU08dg+PIztkWzp3r\nRavlqUTTdLBnzwVFVzpaElw4jokrV7Jqb5i8du26oTI1BOF0iGVknc6hBDM0rjSWstMin6frDiIR\nDVevulmURKKFu+66iGefPQzL8s6F47i5RgSUXBf+fXQ0h1rNRCRiYcmSMSXzno7xeDAYEKPuvHqV\nWVk3Eyr3t8iMpnQ8+FzKVygUwtmz7h7VdevcRkmrVk0qOeOacex0QvgegtBw2EIo1PY54vyZuozv\nleVEHGupxOZENfVeKRdyDNRJsnmRHKvjeKV9QVDD58hsMB3yTscrF223vSMkKOPke9JNBm+9iLbH\nmyMjvb65Sp66FUCXQIzPbjRCYHdbOWfaKKmnSHPHcdDb64FQTYOPp8kTUofIjJkEyNI+OI4XlJJl\nylwrjiMadbBtm3tk2IEDy9Fu+0vL+V7+Tt5gJkICOYIC7uUsl/1n0QaBnwyccU5btw7joYeOYMEC\ntzPuxEQaqVQV2ax3CLx0JPmdNsf9H9DTU8BHP/qSqrBZv34EH/jAr2AYHR8v8Dt1C21BMHvCNXN5\nN4QTJzYCADZuPANNq6k58EvqLBnM9Jrs2L7Sfo5FVuVwXWXQiiDN9be6cPTokyiVeiEvXXfQ23tK\n+WC67t/CJMfmOA4KhQLK5TISiYRyxAHX9tHhJ5DjV61WUzJPuvN3PkdmlWTgjn4Dacb5UWakjqc+\nlns9ZVaTNKO+ZXCIoFqWvTIrKcESny+bCxI88bPValV1WJX8YJqm8k9l53U2vGEyhD43aU4Z4Lhd\n3dHw8Td1IWlB+WV3Wtu21Z5SYga+M5FIqLGTr9mVl5/j+ZkET+FwGMVi0fde2uZyuax0kNTR1WpV\nHe9SrVbR09ODZrOJSqXiCxwQ6JKneSwOO8Q2m0119KM8yUPqUAnQG42GCpiUy2WFOxgQIOZgkJWn\ncjC5x6ZItIssUycWom/H4CjpWCqVFB9K/UGeDofDKJVKaq3YAIr8wTJvx/EaQf2+613PhHITMtsQ\nk8EZ8alUKmrTLKNBchMsJyqVGg0wgaS8+BwuFNP4ZCJm+FjqQEGi8mdZB5l9enoaqVRK7T3gInHx\nyaDlchmXL9sYGdExPByFbXvNEBjxoSMX3CcQBFkcC+v4XcM3ilbrb+A4UwAWQNP+BxxnCRKJ64hE\n3AhiufxhJJMpNfdMxuvGR+GLx+M3gbjpcxol+JGOm8xCSGWg6zpSKQf33vtrRCJNlMtZ7N//HmQy\nTeze7R6+PjKyAhcvrp9XjsJ1klF5jkE6FzR4ssSU6y+BnDtGHWfOrML0dMZ37/btI+jvL/pAgDTe\nMmMjfyddpAMpxyijYUADTzxxHIbRUp8tlVI4fnwlfvSj2/G1rz2M55/fhXYbWL9+zFeWIedP5U5a\nyQCLNF6kCx1TzklmUOp1r+snI4V8D+/jZ4OBEAZVJG9QriQ/SRAqnRNmVnkPDbJ0buQlwbMci6QR\nx0uevXRpAF//+t344Q+34aWXVuHUqX5MTSVhWS5frFo1haefPo5IxH3mxo038PjjwwiH/eXS69dP\nYtmyqm98BNGc6/h4Bv/0T3dg377lqowYAPr6ali5Mu+jVbCZFR0F8jzXXjrbpAcz7DS8jUYLH/jA\nATz99BG02+7z7r13BJoG2Lbui7xzXaUc+wGtDsDEuXNuVnXdunEVSOL75X4U6jXKBulz9aorX4sX\nz6HVaipja9v2PGNEHUKZ4Hzb7TaGh93jEAYGiti58xKefPK4DyTwvQyOuEbPhmW1US6bSr9mMm0s\nXTqOWGxOyS/pwrIsTdN80XHAlWc24slma/NAt1wXjkeCdeoluXbB/5NXqf9kJtSTTa9kyzT945R6\niPSXwMdxHKRSdVWODgCjo71q7WTJLekpdat0Pt33UDd78iyBbBCAS/sVCuno7vbKcQF/t2E6YtT5\n/H8QzLrvl1UpXnBNBtDISwMDBdi2jU2bLiMeb6NSieDkyQFfEDUY2JBrJHWpzEQAXmfcYjHmA08y\n0CABM9fbdWyj2LDhOnI5lyZ79pzBRz7yCtptz77SzkvAR57lOAqFFKJRr1xuaGgU168vRLPplf+T\n/2SAO0gr6lapczRNw/nzq1CpxBGJtLBp03mla+U9spKAdOS76CjTP5MAhbSSARGZlZV8aNsDOHXq\nsxgb2+HjoQULTij55TNluWUoFFIZIMNwO8fzqBL6euRD6qJEIqG6htKXo2/I+RuGW8bLajoGhZhV\nktUiMiFC/UUep/5hMoLP53rJY/qCwWh+XjbPkkEL8iC75TKzRf+yXq+rI9AAqL2I3O5AX5t+t9yS\nQj+XslOtVjE7O6vozX2Vuq77QLJs+ENwRNkmf5RKJRWwC4VCvgY79LOZ8ZVVJbZtqxLRdDqt/HqZ\nyatUKkgkEkrfSJ1HOWm1Wuju7lYZUq49gR31FEtN6XfJPaGtVkuV8DabTXXuKEF+sAqKV7VaRafT\nUZlV8oVsDkUfQFZalstlFAoFtQeYWEICY6nb2VXXNE3Fs6Qx6a3ruqoCJU7i82Q3ZhkEZsChXC6j\n0+koIP37rncVhMrzY4imdd09aJYp4Xg8rs42kosqwUp3d7cvwi7LLWzb9pVVsE0095Q2Gg11Zg6V\nGFPyzIBSGHp7e5WzTgOeSqUwMTGhxsXyXiqUUqmkmFDTNLz0koPTpw2VyuY4ycBcZIJcwFPsLDmg\ngueeVuACNO0/wXHmACyGpn0VxWISExMTSCR+AABot3fCcTagUqkoQWaER9aoy/bVMhJL5SHbYzMj\nBMBXNure4+Duu19GOl1EsxnF/v1PAgjhnnteRjjcRj6fw6FD98BxvFJRfknHDPBHXuUlnThgvtMi\nFXQmU8STT76hyp946Trw3vceQSjkAWz5Xjrr0njyYnRPgtNgFiCbreOP/ugwurrqKBajPkDmOXBh\nDA/34uWXN+P8+SUq2uWN0XPMyHuO4z/0XhrxoINOXqVzQIMpQYYEt0EnSj5fvl+CQyogGhcaTzoh\nci8FlRMvubYyQ0fjJPeoBGnH8mwaeF7tdhv1egxXrvTh2LHVeOGFzfjOd/bgv/23h/DNb+7C889v\nwsREEjt2XIFtt3H06AC+8pVdeP31FWg2/WWrDzxwHsy4yCCMdN5sW8drrw3iG9/YjmvX0uqzd9xx\nzeeQMIvCS5YAUqFLoEGnlZFFzt39Hdi7dw0GBvIIh725t1r+M16DQFRmzuQaO46Ds2cXAQBWrZpG\nKOQ595QDjl06fZRFwzBw40YOjgPE4y10d9d86y0ba0hgKgGbYQAPPzyCdetuqK6uDz54AaZpwzD8\nZy9KmSBfv//9b2H37guqqdB733sMH/rQMTQacaVfZLaLeksCBj63XPYyoZLfyIN8DvmPEfegnpK2\nSQbbZKkrQYdcKzdK7wFITfPrPBmMkdmFZrOpsuDLl3tl4sViBFNT3nl+wawL15nP49j55bkLXqMr\nqRODIIJ22jAMZLNVmKYNL3bkATapW4MZdxnQ47hk0DEU8vhZdtV09QjwB39wFIsXz2LnTvc4rrff\nXgbb9px86lE5bmb/5TYTCew5Vx43w4ZC8goCfM6J7+T5nbySySaOH1+JWi2i5s5xcB1koJf2t1hM\n+55jWRpOnFitZILjCsoKA4lB2yWzmu69Oo4dc7OhGzacQTxuKZ3L9aMsS3BEnS75iDTgfbIclfIk\nAazMLrpBgBQuX34/zpx5Gp2OG6xLJK5D066p8cp15Vh6e3uVTSsUCgqU0X+Jx+MKJHGNgpURnAPH\nRLubSCR8++AYaKN+ZeUe9Y20H0H/RoJyGdClbpIN/9wtWI7yATlm6hCuM3UugaKUU7m/mDalXq8j\nk8moDKbMvvP/lHvqLs4rkUgo351ZxVAohL4+N7BJcMV5c38ufW5mKvk5Zj2lvx8OhxU9qbuZzeRZ\nqZFIBJVKRQUZCoWCL0tdqVSU7g2Hw2oNpewWCgUVgKN/zKwe18eyLFWe7DgOstksTNNUza7y+bzi\n8cnJSfWz1AeapvkyjgTObHwqZZ+lvpQ9+gTMkObzeSSTSdWsibZINk8lHuKe21v1RZBlzrFYTDVL\nZcltu91WVaz8mbY8lUqpygKus9zLeqvrXW9M1Ol0VMMdXuzgxUwkr1qt5lPkFGgqFXf/S9znyLFc\nAnCBruM4vlp9Als6VfKSkfl22z0slr9TsE3TVBvGKZDcO2qaJtLptAILhmHg0KEkTp0KKyai0ZdR\nG0bz+AwZUZdlk+6G6GsYGvoWDKMK216KaPTvYJr9N/diTgI4DMfR0Gx+BIB35mg0GlXjlJu3uRbc\nK8EjbpgZZl08xyKBm9f0QMf27a+it/c6LMvA228/gVarG9u2vY5sdhbtdgj79z8Cy/IMNZWmjOJJ\n4CLXRCpxCa6oDEkrmSWoVLrw3e8+iOef340rV7xjaQAgm63iQx96E8mk5+jIKLicJ+nHdaCBlOCC\nvLRyZRGf+MQB9PVVcP78gnnjl4afRtdxoCJf0ihyTvKdNNoyqk9DzPHI0j3SxjQ1rF5dhG13fEdx\nSB6TYyXfyICEjMbT0ZTjkLTnJcdKp4BKTc4PgG8N/U6564CyO7N0nDg2uX9CZpncdQmhWOzC6dP9\neP319XjttaXodNx3NZsm3nhjFb7xjfvw1luDaLfdOSxeXMTmzXlfhhjwDD+/67qOubk0vv3tbXjh\nhRVoNnWsWVNAT09V0UjKr8yuyyw19ZekrQzy0OHTdR1TUzkcP77Ix8/N5vw9WHyvBMIy88r1v3Qp\njUoljFDIxpo1M741loBB7s8h4HF1YwSTkykA3KPq78hHHpC61f+8EK5f78Xdd4/6zrd0edAfCJKZ\nNPfSMDrah7vuuoho1P3fokUl5PNxtNv+8wkleAtm60kLZkJTqQbCYT8NJE9zjhLMy4u6Wj47mHmV\nIEgGKeQ5oYYxP4Ah38Hx0cECgMHBaXXP/v3LoWl+MMOfOX8ZfOQzZZWH+y5PTiUQl0615DHLsrB4\nsTuOSsVzSEIhE4sXu8coyWdR/0s5kaBC0teyPB6QetjNVLSQTDbx9NNvI5lsolYL4cSJJUqPyflz\nDeR86KRyXXgP6ZRKuU59rZaeF5zivVwbfo46gB2ceTUaIRw9ukqNRwanOD8JZDi+QiHle87w8FKU\nSt7eTQlwyH/Bi++QAFTq++HhVSiXkwiH29i48Ywv6y7nKefK58igocx4yfu49lKuqQ+oV+nc6rqO\nyckhHDnyJyiXXb3X23tCgGbLF+Dke5LJpPLHZMUT30H9yzFI4ENfTG6xYTUPs0YEJcwOkX6Un2Cw\nRV6Sb6Vc3Ypu9BWYoZS9GmQghDyr67rPN43FYsqO0p9jl1tpa6nTCfai0ajKitFX8QKwtvIXpR/O\ntczn8woIsZGQruuq2pHjJcDTNG9fIWnsON7WIvKeBOhcY1ZFEkPICi8APtsTCoUUwArq7OD+33g8\nrtYa8DCAxB4cH7OdpAEBOvvGBGWP9kHXdZVx5Rz5/Ewmo+jLMnD6dcQLXG/ZnIu0kfuVyWe0JVwP\nGRTiM2mrpK0hPSg/bIBEQJrP5310Ds45eL3rIJSLF4wkUjBkNMB18uYQi8XURupyuayyiu12W0Uw\nGLVhnbthGCgWi+ju7kY8HlepdBkFouIgUUlIRlIYGWIKH/AyN3JvKBnANE0VEXKNVgqFgomrV6NK\nqdHwzc7OKiUDeHsm+DcyD6NdlmWhq+sKtm37AUyzgUZjMZrN/xuNRgJzc3MwTQORyP9zc44PoFTq\nUZFiRm9YusD58LkSkFJxM7KRTqeVU0zaUSEBrtCuXn0Qy5efAwAcPfowyuVBDA6extKl7j7Qw4cf\nQrXaNQ+MkRbBqCnXKRh9ZdRTRidpIGQ5j2EYN6NNGi5d6sPzz9+H06eX+vhtwYICPv7x3+KOO64g\nFvPO+JLBEQnW+OXfH0hjb+GOO67imWcOIRZz+WR4eOG8rIEEZJyzjEpTaQRBL42tVCTSMZbP5mdd\nfqxg9+5L+Pf//g309NgwjJAPQGmat98M8M734zqTpxkMkhkpGjZGx+QlacaADoNBlO2gXEkjR76S\nP8vsNMcgATPnTrAaDGaQjjQAcv1arShefXUdvvGNe3Hs2DJYloZ77jmLRCLsa+hB2kvF7tJEx5Ej\ng/hf/+t2XLzYjZ07r6n3kr+pM3hx/pS5oMMtAxLkadJ/377V6vgMAGi3PTBBWeY7+HzJdwxGuTTQ\ncPq0G7keGhoH4M96cjzUXbIzOA0hj2rhvlBJc0kDvpN8zeePjw/i+PFlCF6hkL/DJOnkOF4269Sp\nAZUF5TU9nVXvp7MmnWDSJQjKK5UkbNsFXblcQ91LnuGa02bIvWmyokMGDeSesyBtpG4jnaRvFI1y\nr6s/wCIBFT/nXg4GB2fV5995Z7GvFEwCTMqvzLRKOXLXyZM1Rr5JK+oAOuNcH15dXWzUxrPvLDz9\n9Gu4/fbzvjnKcmu5t1zqPHlJ/Sftg+M46O6u3pybo975qU+9iUceuQDD8B+VRCeY9JHvkWDcCxLp\nSCRcsFMqJdR9nP+tssuSPvW6vzndkSOr0Gq560vQI/UoeVPKoGmaKJWyvuecPLnOB1rIT1xXCbA5\nXgZIqE/55fXZMHDsmNvkbf36swiFajf1t3+rE0sHOVc5dulYy0ycBMl8BgNujuP4OnCyRNPd87gQ\n77zzJ5iYuAu53BEA3skKpA2BGgFKNBpVtocVAM1mUx1BYlneWZO5XE6dP8+mOtQNhmFg4cKFsG0b\nMzMz6OrqQjab9QE3yQNy/yfBgNyvL30w8rLsQyEDyPSVaUvp8zDwKgP3pAGzmfSN+G7uC6zX66q5\nEW2mlG0CIwC+pjXSlpB+zCJK4FxML5AAACAASURBVCG3z1WrVV+2m+CVQJB8yoSPrnvBah7LyG18\nlC2uI99Le0A5IigrlUoKDJKOhULBV1nB/bQyIED+4B5T4gHqzGQyqfzmZDKp1rJWqyESiagGVrwk\n5qAfbts2UqmUAnfUY2yuKoMRpBGDAm7VV13JUqvVwvT0tALC5Ml2u425uTlV1swyaSaaaFdYeco9\nr5ZlYfv27dA0t8yZciBpJTtN9/T0IBKJoF6vI5vNqi7K/9b1roHQZNItdaJTBXjRVQJAXoz42Lat\nNt9OTEyg3W6r6IR06FnWS6PR1dWlsgtTU1Oo1WrqoF3psBcKBdX9isoagKqf5nODTgwAFItFlMtl\nVUZAcJ1MJpUCYLlAp2OpTCQFIB6P+5QWnyuzRdL5WrjwGrZv/1cYRguVylKMj/8FwuFetFqtm53i\nDkHXL8BxTGjaH2HhwoW+0mYqNSoSZkBlrTrBZjqdVvsjbNtWSkqCb9Ji6dJRrF//FgDg3Lm7MD29\nCcnkGDZscLvzXriwFWNjKxUNyeTA/D04EtgCXjRYlgNJZ1waORnRl/8nLd94Y/08ZzUU6mDBgiks\nXDinDL1U3DJKSHBIPuE4TNPCY4+dxP33nwX18OxsEuVyTtGItAX83TplRo/OrswAcM1k1I6KTAY1\nJIgHHCxcmMfjj5/EF76wH/fdN4rp6QQOHepRzrQEGTKTI/eDuePswLKayomRgQiWZ0hgKMusJFCg\nQaZcsAuiBP00whJsch1JQzrNMgsCeNk1adTI59L4S4BNuaIBoaP46qtb8L3vvRc3bvRh06aLyoHg\nHCTP0REmr5XLcfzwh1tx+XI3TNPLdsnopMwoS5qTt+W6cL14eUYnjjffXK3+3mwaSqa5R0UGdMi7\ndCBkUwvHcVRToOXLZxCLeXvtOSa5lrKEjnxz/XoXAGDJkrxab46Xl3R6+T/Osdls4o03NmBuzt/e\nXdO88/P4DMCfNWi1wjhzxp8ZnpxMKyeI69XpdFQpm3TaZEak3XZQKrkZq1zO7bSbSnkZEpnZoFMl\nAzdSHoIBEMvyn/UpdZzU89JEdzpNHxCTAEpmgjRNQzhcR09PHcmky0/VqgnL0n37oChz/Dz5IZg5\noO3hnw3DX50g9YZs5y+DM9msCwjjcff/oZCNRYvmcPHiAp8DHgR/XG/JZ9LBdRw/2JL6tavL3403\nFLJRKMSxf/9G6LqheJhrIoGs/Bvv4Xq6GaWK0u+Vih9QShAvy4vJr+FwGLWax9u1WgQnTqxSn5X7\nxiWg5Nryy20Q4vU4uHJlEWZm0spuMEgTtAmkE8Ee+UDqFrkOjuNgdHQFSqUUQqEONm06jd7eSezY\ncdQXKGTWhg4v+YhyRxklHRkAlX6ALOGW6059C3hZKE0LY3z8g5iefhqZjFupIn1HVnLJBAIBN/Uu\n/T2eu0nH3rZt1XODQSrSnUddsHqN26k4brllyuW7kO8MRtJUBjVIcwnSTdNUAJA8wewl5Zfv4buT\nyaRaY1k+m0qlEIlEfOA2FoupRIccB7PJrg0rKz/Vsizlw8ZiMeTzeQVoGOwF4MvSEZjIJk0yy889\nkDx2hUCdJZxSFwFQWzvo7xCASR8tGo2qYx3Ji7VaDQsWLJgXIJNYgcEOAnMGQGZnZ9Hd3a3GmM1m\nFd3Ij5FIBO12W22rkzzP8zbpl1AOOA7a3UqloniezYuYYKvX66qUObj1iTxumu5WwFAohP7+fjXv\ner2u/HseJaNpmvLpNU1TWxiZHXYct7x4bs4NJB88eBCxWEyVOVO+yV/ydAYJbiWt/63rXQOhLJlI\nJpMKrTcaDbXQMjrBxQO8FDrgRYSZrifhAKjoNJ1P1n1TyQD+Td2MSMi/MYrCGmlGSzlmAjJejGiw\nLMC23Y5bstmI222tNc+Ro/DQMZHADACWLi0jEmkjHA5j0aJR3H33r2AYForFZRgb+zOEQl0qWtfV\nlYGm/QMAQNOeQCSyHMlkUrWJpuMhgVQ4HEYsFlNlL/w/zwliNIfKg4BHgr3u7gns2PEyAGBycgAj\nI7sQDrewY8cvYRgWZmf7MTy8R4ECKfxBY0/lQ8dAOu/cGxE8NkQ6PfIZUlnw50rFxNGjy308WatF\ncOHCUnXkhXQgbxUdl5kITdOQy3Xw7LNvY8OGG77nXrq02AdWyAukJ6N2XuQZSunz5yDQCjoJtm0r\nA+uOycKGDdfxiU+8jY9+9C1s3DgG03TQaBj49a83gGV5NECULWYCODe+y3UWHHzmM8fwR390FO95\nzyjWrLmBrq4mTNNfBs214HoBHtiWQJIOiHS4+D7+HfCyoHQmJB34Xhnt52dllJmySl6SmQX5LPKQ\nrGaoVJL43e924tKl5fPWPBjIAqAMovsMAyMj/dC0+fvLguspQbQ0VByHrAqRBl3TNBw7NoiZmeTN\nz4d93a8lXZn5kMEO2aAnFAphfDyHYjEKw3CwZs2kb74ycyINugQB4+PueaOZTB3JZA2G0UYi4TV3\nkk4+xyWdZXfeUfzmNzvARlIAEA77szi8pJHTNA0nTvjlemoq7eNpCZiDNObPK1fOIhZrolh0wcLS\npTP40IcOor8/r8YoacZnkUYAfM495ycdU16UX+lMemDDM9HhsKnmIR384Do7joO+vhqeeeaY+my5\nHEUuV8PWrdd8gV+5HsEgnsyYu3bOvyf0VmtInpTBFdM05x3PwuvSpQVKFwaDhuyPILejeHOE+s5x\nUgdSVrq6/BH4yckMfv7zHajVOj5dJeWd+lhmr2XwkOvCUtxqNYp2WwYNPJ3EZ9zqS2ZCjx5dD8eJ\nqM8FA2oyKy3L7FwdEUO97jp7J0+u941XBtqCHV5pb6TekSBZPsfLhm4BAKxbdw733fcaenrm1D3U\nt5KXJRj1Apl+fSuzPhKUkQepC2u1mlon+i3c0z4zsw7V6gI0m0119npwq5HcVkQe6urqUj4i7R4B\nHjOMdLBlUL6/vx+rV69Wviar2ChDpKUM6HLOElT7gyn+o9UkuOPFPiaW5e5FJA0pZ1w/Akf2+yCo\nJs14Fj2r3EgrVkHJYEcikVABDzYJIvhhls5x3Iw1/VyCTsou3+fKTUr1IuFnZVCewW3DMPDUU3V8\n+tMV7NzZRjyuK96UPiErDxmAsG23n0oymfQ16JHywKNX+DmZCKGfy4o/6m9m/Lhm9B3YxCpYzRnU\nL/Srpd0nLmGG2DAM1ZCIGVRZlkzeNgxD+d9uaX/Ntz7UQ6FQSFV8ypJaZl0JuGUwV+oaZjDpI1IG\nk8mk4qVcLodyuawSCfQB6IezEvT3Xe8aCJVljhT4rq4udS6N4zg3z9sM+xQv4O7tTKfTisllB1y2\ndpYTZxmqVI5UdmQmKilmMdk1zDAMlX0lk/CdFFDbdvevMlXN8gi5ryEU8g7TXbUKuPfeqopKy8xa\nMplUQkHlDdh45JHzWLFiCsuWXcSDD74OXbcxO7scp09/FLqe8EXCCoXnYFmXAcQQiXxKRWMsy0I2\nm0UymZxXfsEoCCNvfB6jUux6xTIM6Uy7ZR8l3HnnCzAMC9PTi5BK5ZHJXMXGjc8jkSih0YjjwIFH\n0Gr590wFwYJ0iuReTMADfvw5mFmSvwP+/XAyG8ZnHz26Go1GCM1mCOVyFIlEE7t3n0Y8XvNligDM\nq/2XEXl3XBo2bbqGVivqc5wB4OLFxcrQca3Jd9LYS8dQbrrnPORemmCWmD/TGC5a1MC6dZNYuNDf\niOnVVzegXk+qjCA71TECL+WM86OcOE4Ib765DEuXlnDnndfx9NNn8fnPH8B//s/78dGPnsGePVex\nfPksYrGOz9GlYmOEjUpN7i+Wzgl/J5/J/Yxy77bc+0a6UakGI/EstWK3VsolLwnEJe9xvLquo1bz\n1kSWSJPnCNDknlrpkEtnj3zJMdD40uhJQCxBoDQa7KbqOsgGXnnFPVy+3fai/bLKIchnQQBMZ1LT\ndNWgaGhowufEkveZjfA+Q/DloF6PIZ93jd+6deN4+un96OqqK/7lmKVMymoC0n1mpsuX4dX1+eWY\nDDhIuZ+eTuPGjZy6Z2oqrRwQfgUDHRIAmKaJrq4qPvOZl7Fwobuvdfv2ixgcnEOxmPUFuyiLck+O\nBG6y6UNQtqT+kJ+TvOzShCBH98lBEOjJrM3ERAK5XF3RoLe3is985g0kEm1fh1Xqb8mnHIM8DoQO\ni/u7N2bqSTk/ma11595BNusv3QSAQiGBUimjxs51oPxInuccpV5x7/GCSUHdIDOhhUICP/7xTmha\nUpUAymCo5Ce5dtLWAW4DIU0DMhk3iF4ue0HdYGUF153PlYHLTicGy9JRqcRx7tzqeXzBtZDjkzZA\n8ke5nMXMTA8mJxfMC/RwPLKMEoAvGy7nTb+IusX1gTq47baT6OkpwrY1hEIWEokastkiDMPftVUG\nRTiOoF2XQW8mB4I+Gy+5tgSJLH+U25eYaaMv2Ol4R5cwiFGtXoGmuSWFzLwzS0Q/hNmmiYkJtWbs\n9kpbFYvFMDw8rPy0yclJNRbKhNymI/UCdYy031IPyvMuyfOkTW9vrwJEnBN5rFarKfnv6upCu91W\n2840TVPbzTRNU9lfXdeVTWZ2k3OUZel8NudIuQDgs+Hkl1arpdaVNppryApAAKpfCu1rNptVzzVN\nE6+9FsaePQ389V9X8I//OIu//us8Hn+8iSVLPD2VzWZVJrBcLiteY8CBiSfydzgcRi6XU/zKxngy\nGKJpmspK6rq7XaVYLCo9F8zYA1B2n0muaDSKTCaj+F/aJyao6E87jqPAPY+UkQEb2dmavMXSZPpx\nsjMt5ZqyQBli4yfpXzuOe/Qk14r+P+el67pvSw+fTyzEtZKBAWZV2T1a6tdbXb8fov5vvLgHkQ5O\nNpvF7OwsotEoeno62LmziR07mnj77SheeimBSqWiQBEjVDJCQUMgsyvsFPaxj1mYnu7g+eehzhZK\npVIqjQ9APYfCBnj18MlkErt3d7BpUwvf+IZXriuNNFsUU8HwfNCenh4VzQuFQujt1bBhQxsf+UgL\nmmbhjTe8fRGWZSmQS1AQCoWwefM0Fi0qIRY7h0ymCk0DbtwYxMmTf4B43FBC5yoyG47zTzfH9TRC\noT60WlVlyLmH1mX419FqDaDZHFACYZpUOF4HuFqtpiJOoVBInecaDhfQbidgmg3cddcvEY02UCpl\ncOHCRuze/RLuuOOXCIcbcBwNx469D+12BrruZaY8YehgzZphnDu3Bo6j+eghDZpheI1pwuEW2u3I\nzagOkMkUMDvb5cs4BEtipAF26RvB0aOrkE7XcOzYGnzgA68hk6ni/e9/FT/96f1otZJKWUvH2VUO\nXkMZ95nAwYNDyOXm8JGPTCo+L5XiyOfdckwaPmk86FBIvjXNNu6///8l7k2D5LquM8HvvZdb5VKZ\nta9AoQBiIQCSWAiKBMEVoLiKBLXblkTbbcvtVnfYitFMjCdiOmIc445x94Qi3JZlt+Sxm7bUHnsk\nmhQpLiJpECIJECRBEDsIFAoooPaq3Cr3zJfvzY+b333nZcG2/ulFIFBVme+9e88995zzne2exsTE\nIK5eHfIZmBwLhRsFFenFZ0xPxxCJrMWGDYt6LJOTfa0mNn4vvaSvYXi1WBREBw9ewPh4BtFoHayv\nklcs1sDmzVls3pyFbZs4e7YPb765BsWiZ5gGgxXs2zePY8cGACjFdPvtU3jvvSGYplfDK41MySOk\n/65d07h4cQi1WsT3OT2uVIhyL9MTS8W9bt0iyuVOXLvmb1TQaDS08UBBSwFq26qJk+cIMBCL2ajX\n/XW+lCXSu8uLxo70vEpgKetipJEi+YXvkI2rUqk8SqUuzMwM4OLFIdTr3vc4LmmwtRuJ3j7xImHn\nzg3izjuvYO3aNGKxGlZW/OcgcgxScVuWhXvuOYtksgLXVTS5//4LLfr5jWnOUUZKvEiTl3J/7Nh6\nrF+/jNHRDHgWohy3lN8E8I1GAydOrMXISBbFYhi1WgxsfkO+lt5+zkk6Xc6dW4e77rqISMSry3Mc\nA7mclwEjz/CV9YtyX/F3aXhKPuP9kg7tc/SW0r+mNGB4n6wHc5wAHEd1/1ZzVmcVnzq1xmd0kRYE\npDQy+VzJRzyiBfD2qeRP3s814d96ewswDFWrXChE0N2toohXrw6h2fR6Csh3cl14FIR02CpaeWCY\ntoAEWYZhaBBaKkXw3HN7Ydtx2Hbd5xgGPCc491c7gJO8uXbtNNaunUO5rORMoRBDKlVGV9cKZmfH\ntEySAEzxjjcu9b+JcrkDH320Ha4bAOCV22hqG14qvgSXHBOfubKSxMzMcGt9/CCY/C5TLvlPdkmX\nzkypZ9UaGMhmU7j//sMwTY8fTNNFb28Z+XxUP5vjdl0XwWAVtt3hA6mStrTjKCtlxIqp8olEB0Kh\nsC8ylE6nfaCO/CrBpATezWYZjlOBZf0xHOf/QLU6gFgsprvF5vN5TV8eLRKLxbC8vAzbttHb20Qy\n+f+gUHgEmUwfJiYmdMR0eHgYMzMz2mbjXKQdQvCjAiwu6nV/ho7nbPKfh27btrZ7CSo+85kA1q61\n8V//a1M3WaLxT31XqVR0xJGRNQKMSCSCsbEaPv3pHJ59No563etw2g6UqL8YgVNgyMaaNVXs3t3A\n7GwDR496pTSlUgmRSER3tSXI4ZrwVAb2hVD9SSL4oz9Kt3jcbMlpB4ALy5JZIMCOHQ3s2NHAb/wG\nMDNTw3vvAR9+GMDgYAK33lrEt7+tnDbValUHo2iHSxBmWV6NbLFYxODgIDo6HFiWg0KhoqPI5FHa\n+cQUhUJBdxAm/dUcbXz96w1cuBDAW29ZWs6zW2/7ebZ06tZqNV2/XC6X8dRTJgYGavje97yUbdbt\nmqap06wty/JFMzneZrOJ9evLePhhF9//fhWNhnqujFwXCgUdyWeQiY2juF7RKPD7v9/E22/XceqU\nZ2eRz1xXnb3LkkjKJ6Y4EzPIRmE3un5pkdBgMKhD8vV6HQsLC+jo6MAtt1Tw7/99Ab/xGzXs2AEM\nDyvCslUwAJ2Wx4tprMx3pkdPNSRy8NBDJTz6aF2fcUji0aNG8Cfr0KRBk81msW9fDQcO1JFK1XU4\nW3oyGJKXaQGO42B+fl4/r9Fo4Jln6vja11Q9yTe+kceuXRWfUUgj2lM4FTzyyDQA1cXVMIB6PYjp\n6Y0oFFT6STwe15uiWPwhXHcRhpGEbX/WJ5zpQVOpBnl0df0Nhob+EGvW/BkSiWstb1UeGzZ8F4GA\ndzyN9ObRsxiJLOH++/8Ku3a9jt27n0dnZxa1WhiHDz+C0dHLAIBQSDHf8vIGlMtJWJbpA++c4623\nnsOePe/j6aefx/j4JADPgyzTa8k3pmli376TSCRy6Oio4Omnf44nn/w5uru9bpzSsy7BAAE7FcbH\nH2/A2bMbUCikcOjQ7XBdReeDB99CMFjWIIUCBwA2bFjA2FjGZ8DyOysrfXjttX04fnwLFhdTmJwc\nhmF4KUtSEZNHaCDQqE2l6ti2bQobN87qccqUZCqsdoON60VFfuVKLyYn+7G0lEStFsCrr6o0XOmh\nlzWI5BG+h8IjEmkikajdEIDymp+P4ZVXNuJP//Q+vPjidpTLSS0UG40G9u27hsceu4JvfvMEdu1a\nQChkYe/eOTz99BW4rmcYUeESCJJn6/U6xseX8dhjn+B3fucd3HrrJAzD0QqNTh5pyJE2jCwqI7aK\nxx8/ia985RAeeOAKolHPYOY+kXxHA5DeRsMw0NW1gqeeehOf+cxRrShltJNrJNdERuXD4TB6elbw\n+OPv4QtfeB+G4TUpokEioyC8lzzG9bJtGxs3zuGZZ47g3nvPwDAMHD16G2o1LxWNIIE8KusgSbcd\nO6bxzDPHsGfPrObJxcUE0ukYTBPYuHFG04N8IsGSaZro7y/iySePYHg4h7Vrl1alQlYqq48j8DoW\nc42qeOSRM/id33kDwSAPIQ/g5ZdvQ60WgGV56a50EshMCho9d911Ffv2XUKtFsDSUtIXieA+476T\ntUvcN4FAAHfffRbVqr95UC7XgWbT4wWCGOml5roHg0GsXTuDz33uGO6//6KPL+Telw4owOvETpCQ\nShWF4a94kzST/Ea6cP8MDpY0APXWIIjOzqrWkTL9mPzPKIkcG9d6wwZ1FFk0WvE55jgfXhK0maap\nU3EzmU5kMl4N49WrQ9qoIk8zIsT5sa6Zl6oHc8FtHo83tU6QNAmFGojHq6jVgnj++buRzYZ1VgCN\nwAcf/ACPP/42BgeXdMRG7lkJmAjostkUxsdnsW3bJABg/fppfOUrr2B0dMFHA8CLYslnyMjz3Nwg\nLl/egDVrFvGlL/0Md955TvMx72HUnXTl/iPtDcPA7OwYrl1bg507T+Opp17DunVzPqOQtJX/mBnF\nNebzN28+hQceeBnr11/QczYMA5OTI3j77X3CIaKu3t6cz5HaWiXcdddRfPnL/4hEouLjSz6PB9q3\n6y7pLBsYuILbb/9LBAIFzd9sgCKdI5wHZZthGDqFMRSag2V9A47zDTSbH6JafdUX5XFdV2eGkTZM\nLY1Go6103Ul0dn6AUOiMvrfRaGB5eRnpdFqvKY14psBy/bm/16xZwqc//TYsyyuv4HcIihzHa9pD\nXiAPRSIRPPhgDQcOVJFI+KOgsnkQwUa9Xte2MWlu2zZuuaWC++6zsXmzrQEaoE6fKJVKWkfJyLRK\nUbawd6+BL3+5gM9+toRbbrF0pKxUKukIsyw1sCxL21sy64p2oAJMTdx0k4vx8SbGxmyMjTkYG3Mx\nOtpEyDsy3XeNjDRx330O7rvPxf3353HvvVX09tY0mGJqdn9/v5YhtNHJd5FIBKlUCl1ddTzzzAru\nvBO6/lXa9rJ/DWlFGcp32baNgYEgHnqohvvvb+jmSaFQCLlcTqerSucIPyfPMhp94EAVDz9cRSrl\nnVZhGIZuekRnHJ3rjCCzARMA7NhRx3331bF5s4WlpSWUSiVfcyrKJ9Z4kscYAa7X69i2LYT9+5vY\ntUvtq1QqpcfMksRUKqWj37RRaTfKMp9/6fqlRULpueHi0PN07Bhw8mQEXV1B7NzpIJdr6FBzNBrV\nbbIB+ASy4zh6sanU1AZt4JvfjKBaVUdT0HBJpVIaqXd3d/sMvGKxqAEqoDwFf/qnLoLBBorFGMJh\nFa5nYxYKGipwNkySytW2beTzeZRKspYJ+Na3SvijPwKOH/c8UKztrNfrePzxIlIpr9kDAIRCDaxb\ndwnl8i266F15FfMwjGdbY/4txGI3IZfL6XQC01QdtdThzQbq9VsRiRxHR8cprFlzCqXSFhQKO9DR\nMYVNm/4MFy/+NprNHs2UnsfFxq23/hSWZaOv7zLC4Qocx8TRo4/BtjswOnrVN96+vgncffccjh9/\nCktLfb6olOM4KJUiqNVCiMeLuOeew7j55jP44IPdWFwchuM46OrKIRSysbDQC8dx0NeXxpYtV1Gr\nBTE2NodUqohaLQjLqmtAR8VGI4o0lUpBfS+IdFopjVIpilotgEjERldXEU8/fRgvvPAgKhUv7XLj\nxik8+OAH+O///UnNSzKy4bourlwZwcWL/RgZ6QVgaT6VRrzcmNwLjLStrHTh7/7uIeTzUR0FkJ7q\n9hopmVJIfqPi+fGPb8cdd1xDpWLq4xFoEFAQ0yMta5dd19UNBt59dxwnTqzDyooFwMBv/uZRWJaL\nWs3CmTMDOHlyFNevd8A0vbnS4AeUgZrPR1AuB5BK1fDUU59g797riMVs7N49D8MA/vEf18OyvIhv\nu2dZKW0X2WwEXV1VPProRezePYNXX92IublBnW7PaAajojLdVe0dG5lMDKOjOezbdwU337yAN9+8\nFdeuecf2cA7t6eB0UDUaDvr6MrAsB9u3L+HixVGfp5drJB0IMsVFrX8AGzcuwHEAy6qj2Qz4ou7t\nHnLvPn96YjRqIxh0sHPnFeRyCZw7twknT270lRbwOUyRoTLkPOPxEoaH8yiXQ3jvvUENyM6fH8K+\nfRO4+eZ5nDgxrmWSpCf5r9EA1q9Xx3B8/PFN2LFjwicDbNs7e1iusYy+u24EY2OLiMVq2LJlEadO\nqeM0isU4Xn99KyzL6+TMeZHGlCWWZSGVWkEqVcbyckKn4krHgIz0yagd6W/bNoaHM63zQQ0NAjOZ\nuF5LRnElOJdpVPV6HalUDevWLcEwvGga9yojDdQ7cjxyLJ2dZQ24HMdrzCIdsTLdiQB4bMzfmRgA\n4vE6YrEGZmb8TkCO4UbP8yKsDlKpYutvftDQbDZ9csqLqAKmGUZ3tyoJWF5OwDuOxcDcXB8A1yc7\naZzTCCTYorxS33U0TUzT9jlpALRon0ejYeHFF/eiUOhFOOxlRPBda9ak0dlZxunTG1ftNRktpkwA\ngHTafyQKHXMrKwlNU97XnjIpPzdNE++/vwOua2JwcBY9PXkUCnGfM1LudSkXyL+UbdPTa+A4Nrq7\n8+jvT2NwMK0BvnwnwY2UzdKJqeyiHIaHZ7G01KUzHXjPlSvrYVkN7Nv3nuCpJdj2uB6j+n4A/f1p\nBIM2du78GO+8c7ePn/iPpS0yis30bkX/AGKxNKLRBVQq3SgUCj66EkwQ9NG5lEqlWnZUDvH4JICr\noH/Adf8JjcZXASgjmWc6sk6RthQdFioKtQ+zs/3IZnsQDoe0M48dU8n/jHSRbvIIEtu2sbQ0iJmZ\nHPr7M1hc7NEReBldArwTI/gs7ulms4n/8l8SSCSYTWFomU7QRVBJe4Xnb8ZiMd159YUXQjhxIoDL\nl70aXIILAv12WzgcDiOdTuPdd0P4+OMeWFYNnZ113SSI3VDZTZhjYPkG9SL1RzQabaXFOvizP+tC\ntVpHs+kiEAjCtpuo11Xg6etfzyGR8BwOk5PA8eMRnDoVx4cfrgAw0d8fRTJZw/KygUjE0s9ndFby\nGwCUSiXE43Hd/XVpqQPf+U4c2WwWqZQ/TTYUCmlbn3SWzmpGJVUTnwZ+7/fiqNcjmpcZWCJ9KSeV\nDa7AORun0pb8wz+MIBo1rYTAOwAAIABJREFUUCw20WzWtbOCAFvJz6Z27rCJEh3PhmHghReC+OCD\nKi5dggaKjLjKM9x5tiv3E49iNAwDH39cwu/9XgfK5S4Yhjp6ZWRkRMt5WV5DHm82m3ofAUAmk0Fv\nb6+uZ77R9UuLhLJ4WnrR6OFV+d0uXn+9jhMn1MGt0ptPBqHCZhSTKbFMa+O/xcUAajV/rWWxWNTP\n4c+yRgxQiodepULBwNQUtCdFCkHDMLSXgc/nIrBAWqWquXjgAf87gkHgD/6ghG3bPM8XaZJK2fj0\np5dX0c51genpWxAMqtx2eltM80dw3TxMcwDx+K/p9JZms4menh4Eg0FdKBwKrUU+/z9jaek/oVy+\nHQAQi13A4OD/CwCIROaxefN3YJqz2rNBQ3tk5B0kkzNwHBPhsPKSfPTRfiwtDWHdusuwLL9HeH5+\nPd566ytYXu7Xz2B0q9ls4pNPNuOFF76I06e3otk00dubxqOP/gwPPPA6kskcIpEaHn74EHp70zAM\n4N57PwYA3HbbJaRSRZTLYfzkJw9ibq5bC32ZEkm6Si+jBKlcw2y2Gz/60T5Uq0pYdXXl8cQT/4RQ\nSBkF27dP4sCB95HLdep2+sz/p6Dj2pmmibm5QczMdGuPH2kowaI0OJnuHAqFkMkkUa97TVSYrtne\ntl8CGxqSMrXONE2cOzeCCxfW6feTRnyu4kMHQFWPUxrNi4tdmJrqwdJSHOPji5id7cSLL27Ft7+9\nFy+/vAXz80kA/s66MhXJNE188MEo/uRPPoVDh0ZRr5vo6ysjHFbv2rVrHgcPXoTjeEYsaQhAK+rJ\nyS5897t34K23NqBeN9HfX8LXvvYxnnrqBDo7y5qmUhi3R5uy2QiefXY3fvazW1CpBNDTU8YXv/ge\nHnnkJMLhqgYrnL/kJdIsn0/gzBlVq7h372kEg9768XtSnrQbtrVaDcvLEdTrFkwT6O3N+wS6BKMy\nCiOjoHzeyZNr8P77am3vu+801qyZR7MZ13KU3ycvyDowPvfq1T4AwNq1GYRCnjPu3Dl1tu3ISBad\nnRVdB0Peklc+34nZ2e4WvYB83t8xtFbzN++R6Ylcc8sK4MKFEQDAli3TPv68cGEUCwvJVbwp+YRK\neWJiFACQTJaRTnv1PxLcS1rzWXJesZhS1FNT/XoO6XR8VdMoySNyXGpMHoChvroR6ONzeD/no0Bo\nTX/HMDwQK6Mm7fvOsqxVINS2Tf0MGTk0DEPPiffz8tK0ge7uEkIhAmh/E532qD/ryfbvP421a+fR\n27vSol8nQiG7xS9xOI7pk1Uy5bR9TO3RL0k3CfC4f5PJEl555Q7Mz3vlMH6w6iIWU7qrWIzoZ7fz\nN41//q1WC/rOOuU1PT3g26vSaUjgJCOOruuiWlVZTyMjKsI8Ozvoiy5Ttsu5t8sARSu7FZlT+6+v\nL+MDw3Jc7WOUjhHJR4D/XtLlk09uwrFje/Tcurszet0pcwzDxAcf7AIArF9/Cd3dXpfsdrnKtFaZ\nJsz9k82ux/nzX0BXV0Eb/rLW33NK+NN9lUHuIJX6MYD/5Fsn2z4Ly5rXaZaFQkF3Lm13OBKUOY6D\nanUtAK9TMW0YgjgZwW+vk/ZkhoWzZ2/GwkKXNuKlPGnPkmCQRqbbFgoW5ua8RnCkCWsbpZORNJHO\nCBXttHH5sncmebOpGuNI3ue4GWih7CeYrFZNzM76Y1g8CpE0JH3oHDZNUze38eS3gcOHA3jjjSaO\nHg3hyJEAjhyx8P77QdTrVUSjLk6fDuB73wvi3/ybDvzbfxvEs89a+OQTA5alGu8Ui8DysldfKs/r\nZOkYbXIJ5LifyLvRaFSD1mq1ilKppG1UAlC5RxhdJm5xXRczMxbyeUMDPrnnpf7hGNj1linRatwd\nuHrV1kcEyT1TrVZ1rScj6JyjP6sghDNn6uB2Zio7ZRmjuwzuMUOU53wya/TMmRqWllQUtaurS/Np\nqVRapb88/irpjM5UKuXTKTe6fmkglN48mVooPRZsTUzG5UKwk1dPT4+v2JreGJ4vRIFomiovnOcT\nseMTidlsNnVHXumZBpSngMW3/Dufa9u2L4WDioJtmpnuwtbdtVoNp06l8Ou/nsK3vtWDP/mTAA4f\njmBuzkI4DPzH/1jF+vUNnzA8eDCDcNhTvLWaElJXrmzC1NQ46vWGrnEJBotoNhWAjEZ/F66rDvll\nrUUgoLpa9fT06I5oSnCtRzb7+5id/T9RKu3wrVE4nMWWLd9FOHxdC6iOjjmMj78FADBNJeguXboT\ns7PbEQgE9PmgANBsWjh9ej/ef/9J2Hbcp9gpWJmuYdsdOHHiU3j++adx+fI6AMDatTM4ePBF3H77\nSYTDDTz22D9hx47TGBjwG1inT29EJhPzecL5s0yfkaCEm9ar6VTG8fJyEj/5yUM6Fa+3N48nn3wL\nu3efwX33fQTDAObn+zQvSJ6Rxgv5wXG8iIE0QGXKGY0Afs59QR6koQ54ERsZSZVePkYSZHTFtmNw\nXa8rIvcZI319fWV87nOnYRhhrRzb6704n1OnhvHDH96JU6eGYdtBX2MhGhqcm2yAooylEA4dGseP\nfrR5lTzYvXsZn/vcBCIRz6iQkTLSpVp1cPjwGnzve/tw6pQCCFu2LOAb3/gA+/dPIRDwUpy4vtKI\nUl7lEE6fHsNf/dW9OHdOHUeyffs0fuu3fo5bbpmBafoPnZcGJfnk+PGtqFTCSCQq2L37ss8olOnf\nvKT3Xq2PShUFgKGhol5b7g8JNOW7+b/898YbGzAx0Q/TdPHww++hszOj+UJ2hZX3UDnato3p6U7U\n6xZCoSZGRrL63kwmjoWFRIvGc7AsG9u3z/uUokyLPXNGnb27efM0jhy5RY+72TRg2/70wHa+4mef\nfKKeMTKyjM7OmtYPlhVArRbwzUE6TMgfhmFgdnYI1WoQwWATgOkzjJjiaVmWD4zJ7ALXbaKjQ4G/\nEyfG9Dyy2bjmi3bjju+QTgiCUGn4ezTxon1cH46B+1tlCHkNfQgg+T1ZwyX51XEaWLMm63sf5Zll\neYeSc0/IejT+zzGTRuPjK4IP/fKIawB4h9wrOWLi4MGjGB5WjtTh4TTGxtTZs7OzfZpOfIdMreaz\nOD45v/ZILY1c2hQAMDU1iunpUeEQ8B+HJevby+W4nos03qnn+Xc+O5Pp9NG2XA4jnY6ucghIXpf8\nInk3GKyitzfTosmQHqMEVlIGcO/JaDzHuLCgarz6+rJgSYvUcQB8AECOT4I7wGtyR1nB9zSbTZw9\nuwUffaRAZirlAV4axa7rYm5uBNPTQzAMYPfuD337RoJWNgai7mBKIp+ZyWxFrXaXrgUGoNNuGd0h\nD/HoOKW3LGQyX4Vt/y8APNABAPX6z5BIJNDT0+NLjaSNwAgi9wX1YCQSQXd3t9afrD/00na9RnmM\nVMn9RWBrWZ5Oaqd9u0OM8yuXyygWi6jVavr4C46jUqkgFov5nIyUcdVqVZdqMcLOsUr51dXVpddO\nneDQ8DWMoq0mnYYsVyMY4zssy9LnJhMMcuwS9LFxlOu6+ixONswslUrIZi389m/34pvfdPHKKzGU\ny0l9EgblJf9nzSX/RvDGPcPvsU6WmILjIgBjyittVMMwdGMj8iR1HgEv14RBMO5xYhGJA4hBZH0s\nz9t0XZVSzncCfiBPeczTN6g3+I7l5WWd+cjGqZSLsnGVZVm6LwxrlUkvNlOSDkZiKMojgnTKagbm\neCWTXimW3K//3PVLA6E8B4c55GQSMhk7dVHpsi0wN0cmk9EhXqYAUACQsMztZ+SSz2g2mzrCSYFD\nosnc6nbjQbZilh5EHngMeIYfvXRssUxDbWWliOvXLbzxRgR//McGvvWtAfz2b/fg298OYudOF7GY\nKpoeHa1i3z5VOL+wEMZLL63XnugzZzaArbaHhn6ClZUcUqmXYBhVmOYYotHPagZgJ2EqLxYhS7Cj\nUg2iCAaXVq1TMFjE1q3fRzR6GabZxLZtL8A0He1hmZnZggsX7oLjOOjsXEQqpZ6Ry3Xj8OFfxeXL\n22HbTZ8wpnIjfSXYKZU6cfjwPXjhhUcwN6cM68FBZcSEww3s2XN21Rg/9akzeOCBD2Ga3nOl4Gn3\nLkulLo0oGobpdAI//vEDqFRUempfXw533HFO37O0NOir/5IKls/is6X3nUJI8giVroyiAf7jNHiP\nTLvlM/kZn0WlQWEjHSUS2Cj6GNi6dQrPPHMU6XQChuF1U/WMpKBP8NZqER+fM3XJO5LEi87yXRSe\nzWYT27dn8IUveI4Kee3YsYgnnzwD3t5es8bnqNT2EH784y34y7+8FXNzcQSDDu655yq+/vV3cPPN\n8zptynVd9Pc3fM+jB7lUCuPFF3fg+efvQj4fRUdHA5/+9AkcPPhzdHbmtIfecRytbBjRqNWC+OCD\n7a1xn0dHR1ErLpmWKcGRjMLbto35eSWDBgbyWqBLMELaScNWgjfSOxzuwKuv3o7FxU6EwzYeffQd\nBINl/X3JGzQkaCApmgQwNaXSkTduzPl498KFYQDA1q0zOHjwBNatm/XNR/LlhQuDaDQsxONVVCpN\nTE2po1rq9SAsy3MMSOUmFb7rukinO1tnHQJbt875gDfXkOsoUwoljWxbdaQGgJtumtHjlbV28jnS\n6aPSiWogzllY6MOVKyoinM0mfDwt/6dBwj2j5IzXTZb0Jj9TeVNWyX3NvdnVVUM87kVCXbeJQKCC\nZNJrgiQBGuXRyEgR4bAN2zZRKoVRrwdQr4da7/bXXUpQI+WEBNQAMDLi6QbD8INeCQplplCxGG/N\ny22txZzOkrl8eVTf2+5MIC04PzoVJYiTV3skVvFA0Pe7HKMCoWp/NBoWGo2Q7/k3Agf8u2EYvrpW\nALh+vQ+27dXxcXwyHVcasQR4zWYTw8NLMAygXI4gm/UMbDl2qUekXOFnlDdLSyrqH4nU0dlZ0rTi\nOKQsanea8vdm0+NZPrudH1Tjr604efIWdHRUEYvVfA4R7q/jx3fDdYHh4RkMDs74mnGRTtRv3J+M\nOEknUSbj6CZCtGF4L8+6lOmkzNxSTSjvQSDwPQCjer1s+3UdvaKdxsYwbPYjj7AgzWzbxuLiIgzD\nwODgoI7ysARM2rLSGS2BLM9VlFkMsjaefCdLcCgvo9Gofv7KyopOq2Q0mevJtGTXdXUDznq9rsEn\n9RDnTzuDWVgy3ZtjMU1VysXvUt9Tr5N+AHTGFp0GdA5UKhXdmVY63xh9pEykLJ6YCKJYNNDVpVLD\nGQHkuayM4PE5KysrGpzzmQwWsdkQoGpmSWse90daNRoNnWLd0dGh064Z+aO9RhtaZsGxezP5VNos\nlB+0zxi5Jv2IZVh3ybnKQJkE3YyAs5SR/E7HhaxH5v4qFAo6O1KeEczjfkzTRDab1TZMJBLRn5EX\nm02vMzCdHv4Ueg+oE6zeyCkvr18aCCVDkNEpdJj3T+VTq9VQq9V0ZBTwjA8SiBtMCn8erCoNj0Kh\noN/LjmgqQtPQ5/0wvG3btm4lzYsdvxxHNSYyTRNdXV1IpVJ6Y3KRWKxbqVSQTqfRbDZ1ugKgNmE0\nqrynmYyLDz/swIsvxtFsBhGJhPHMMyUsLVn4i7/owh/+4TokEnUYBjA/n8TCQlfL4LExPHwMw8P/\nHyzrZQBAKvU/IR5Pao+gbXvHxXCz0mPHyGg02oFg8DqazV2o12+DbXf75h0IVHHzzX+FjRt/jFhs\nHm6rM2EmM4ITJx4Cz5wcG1NA7dKlW/DKK08im036IgMUtBTA0sMDeGlLALC83Iuf/vRBXL8+6BuL\n0VbjfPXqIH70o/04dGgv6Ixp96ySt2g4tx9R4D3bU7a5XCdeeOEhncYmr7m5Pt+GkwY+eU0KWcAz\nsOihpNKVUQDJ31IhydQf6a1XoNnb/Nz4TIejgON+oqGgnDs2HnvsYzz22BkEg02cPTui50fBKQ0f\nWUAvaSUNeY6dgpbz5l42TRPnz/fhP//nu/H97+/ASy+tx4kTg1hYiIHBxltvXcLnPncBgYD/XDVp\nSAHe2cFTU5348z+/DT/96RaUSqrxyhNPfIQvfvEoRkZUU4w77vgEO3Zc9zknuC6BQACTk734m7+5\nH8eObUCzaWDNmjR+/dffwZ13XgSgmCocrmJsbEHzqG3bOHlytJUG1MS+fee1ISCNxPaoNOUNACwu\nKmO2vz+vx9PerIO0lnOnkSMNa8cJ4/nn70CxGEYyWcLjjx8FUNdj5SXBnwSoBIxjY6qbcm9vFY8/\n/rFuMNTXV8CGDcsIBv18L41T04zhwoXB1jrO4q23tsNxDB3BlNEVOQ41fkfzDaOhmzdf9wETvle2\n8ZfrKIH85KR6xvj4HMJhzwBvN+bpsJH7hKm4tm2iVrNw8uQWAEA6HWv93R+x5Ph5P/esvMjH/C4N\ndcmT5BtFFxePPvohxsfn9TN2776K3/zNN9BsOnp/ypRvylSm4s7P92F5uQuffLIWPObFNP17Vjrt\nJCilrFI0dzA87AehALSThvdSxlLOFAqr01YVuAHm5np88+U721Nradxxncj/Hj97vNzu/JLryvtI\nM0aYS6UoTNN77o0AIC8a5tmsPxJ6/bo3F659u16RYF/+fWhIRYZnZga0HuU4pdOxnU+kE4rGZKMR\nRi6nbKL+/qy+l3OTMoX6T+7B1iz1XNsdX3wGgBbIvA3nzt2Mnp68jqoQCCqHez8mJ28CAOze/QEs\ny/Q1vJERF1k+ISNvjPYSdMlTCKQuYrSHR3DxMwVY1yGZ/B8Ih/cDAGz7EzQalzVtGOQolUqoVCq+\noAj1LgGYbdvI5XJYWFjAwoLSB3T00tZk5hn1JsvO6JyRaylBuHQqM0LL8fFZ5EvWFpI3SBM2spGl\nO8z+4NgYwKHT3TRNpNNp/X7uawIlgnraBTwtQdob7fzvOaKKOqNB2se0+4NBdbYlQSVtFr6v0Wgg\nl8vBcbzzQwkYuQ8Y6SUo53fJU2zapLrxJlAoFPTay6NWVlZWdMYgoOphmcLKd5MPqYdkZpnMspHr\nyYt/ZyquXLvu7m5YloVcLqcDQ/zMcRzdMIoOGjpL6DiQqbF0OhDkUq7G43Et0/l5IKAaW8nabO7L\nbDaLXC6nx5rP53WGJ/cWQT+DF9FoFMViESsrK9rml42qbnT90hoTVSoVvTmpQOkx4UbkYnR0dOhJ\nASr3nOfq0ENEwcXIDeBPU2QKAxE+vQjK6IihXC7rTrOGYWhm5bNd19UeGW5GehekgUymJPNaloXB\nwUHtVeMiy/A2BTcN0PXrHbz7bgRHj3ai2TSQShnYtUsZI2fOjOvN3tlZgGk20dHxeutZIwiHt8Ew\nlmCaKvoZjUZRKBR0CF8aQ/RkBAJB1Ov3oVa7F7Ztt5gyC8O4hmBwFsnkSQQCZfT0nGq9B6hUunDi\nxNMACE4aGBi4jnfeeRzz8+tgGKvraxk14xiYskKmlwaN45Sxf//bWLNmHje6bNvEoUN3YWJipLXe\nqxsuUDHK+QJYJRhubIw52L37NHgsBK9m04RtxxEIeEel8KLhA3hpT/ROyr/zb1TqMnLGcfNe2Xae\njTVURLKG4eE8xseX8d57m1YJN76LAlaCjr6+PB5++D10dSnv8vx8J9LpTliWv75LGmDcK3w+AT0v\n6QknXcjTgNcGXIGQEGZmkrh2La5TUUyzjoGBEkZHyxgYyOO++2bxzjtjYDol10wCCY4pHA7j4487\ncPHiMO69dxI7d05hZGQZX/rSIZw7N45Uqopt286iXg/h/PlBn4fZ45UgjhzZhnPnhvDII2cxNJTF\nPfdMYOvWObz22jbU62F85jPH8fd/vxeLi8kWrwTw1lvb8PnPH8Xmzddw4sQYlpb6fCnA0rDgOtKY\nyGRU9LG3t4hg0EG9bvjq5Mkf3CfS0JZ8Q54qFjvw/PN78OUvH8HQUBr795/AG2/s8RnhvKQx6zgO\npqYGAJzDwEABnZ1N5PMJVKsR7No16eP/QMDWzdAkiKViO316DW65ZQbj43M4dGgHTp5ch5ERLz1Y\nAkfyDdeSBvHly+uwd+8Z9PbmMTxcw/y8kpU0UOjpbd/DMv1tZqYflUoYHR01jI3NY3JyjW/ulN+U\n3TI6E40qY6ZUCgMwcPVqEpOTA2g0InBdL/rItZBOB85R7R+0PvdAgJRB3CMyKsG1DgQCuHJlAHv3\nelkDmzfPYGEhiXo9DssyfMBPOvnGxlTmyNzcICyrjkuX1mBoKN3iGw+o38iRIB0edP709FR8EVlJ\nR/mzlBeqoUfM9/2lpU709a2gUIjBcQK+1GLqbZkxI2UrL0V373cZaZCOHo5HphRKmsfjyrCuVKKa\nt2S0UDoVpG6wLAvZbMo3ppmZfh/d2mkK+NPqqOccx8HwMOtBB3ygj3MljXlvO2CR8sAwDCwv9yCV\nKmBwMI/JSX8qv8ygkZH/YDCIZHIZ2ayq7ed6BgIGksk80umkzxHkRakDOHFiLxKJks5Sk3xhWRbO\nn78L69ZdQVdXGmvXfoLr12/2yTHpcJOOTtJIRpzk+pDGbMhD+tIQ5rrzOdVqBLHYt9HR8UPkcv83\nSqWXEI9v9Tkukskk6vW6PjeRdqFhGMjn87qGlAEONiSkk1s6sgi6COjYNIhrS9AoU6YZBaRsl04Y\nOnLpkKlWq9qOJbDgfpWZUDISxaAJgSb5iZFR0pRghcEWCXAAT2ZTVkkniWGoNFumBzM6J51mPLuU\nfCnTXQmyZC0hy8r4HVlyRBDF+cpIKvctGxHxSqVSOhuS9GJQiHvLMAxfhJGBsv7+ft3wj1iA787n\n84jFYjr7kVmd7Q4lpiUzqsoszkAggJ6eHt8+N03Tl9bc19eHer2OTCaDZFI5sfP5PJLJpKYto7uB\ngNdkivxFwMwzZB3H0TYYj6MkP/K0ESUnK3pfua6rsyuLxaK+n7yeSCQQDof1ukg5eKPrF4qEGoaR\nMgzjR4ZhnDcM45xhGJ8yDKPbMIzXDcO4aBjGzwzDSInv/4FhGJcMw7hgGManb/RMGsxkRuaBy43E\nMz1ltIwdnORF5pNRVKlEGRltNxroTWRjIgA6t5s543w+f5bd9egJkkqKzMYW5LFYTKf7yvnyovCQ\nXpwrVwL4p3/qQLWqFPRtt60gkbBRrVo4dapXz6ura6ntWTOYm9uPXO6nmslisRiSyaTeKDxvi6nF\npIVswKDAWxcqlXHkcjsQi00iGFyB5wEP4dy5r8K241qBhMNl/PznT2Nxcb2eK4Ud10ICIfl7e5RA\nrVkAL798D/7+7x/Hm2/egZWVWGuOagyBgIO9e48jmSzoOUgg1O7VbgeL7V5pGVkyTRP9/VmUSlHM\nz3uNSRQvODhw4HUA/poaaTBIA6R93WXqMd8LeI1G2i8qAM5PKbw6HnroHH7t145gaqpPC2ZFF3/a\no/zdMIDbbpvEF75wSANQADh3blTzMfeFBPSkpaRbe/0W5yUjOozS8GcJJNsBd6XiYnY2hWPHhvDS\nS1vx1lujAFYfMyANmPYobLls4vDhW/CDH9yP69cHYJoutm+fxOioamj12GMfY/36Jb0XpKPAtu1W\n1kISP/zhXXj99W2o1QLo6SnhV3/1fRw4cBqhUBNPP/0+EomSHsvUVA8uXx4CANx33xmwg2l7BKU9\nvbnZbGJxsQONhgl13t6K5gOmMlEp0yiR/CKfTcVrmiYWFlJ49VVVr3XzzdO4/fZPfOm97dE7XuVy\nF3I5ZZCPjyvA8u67W7G46O8GGgx66y4jyryuX08im43CslzcdNMU3nlnI/L5qP4+xyBLAiSQsCwL\nxWKH3nebNl3z1SO105Xz4D+AHRgtXL2qgOdNN133OQUkYJC04D6KxaotmkRaYwrg7bd3+gxWWf8n\n59XOr62R+sZIJ6SkA+cjDZaJCX8WCACdGiz3Hveq+lsDQ0MK9C8sDOPChZuQyaTAc1tN099dux0U\nyegI5zM4qM49VqDcA9VSBrTLU9d1V0VC5+eV04U1lRJQ8V28lzqCl5QlkgcYPeTf5HPU2lmrZBcA\nJBLV1pxivvWUY5KONo5HNQDy9kSh0IGVlbiWb+00kBkukudc10UsVkVXl9r316/3rzLW2m0FeS+N\nVhlFdhwHS0sqi6m3N+3TPTeyO6RTZHR0Hp///Cu6PnVoaBFf+tJL6O9P67WSctuTwwYqlZSet5QL\nCgR1YmLiNgDAtm3vAahrOpI25CX+80oear6oGWUinVbSduBcTdPUNY28CCjD4TBSqd9Fb++zqFaP\n6YilZVkoFAr6fEsCBWaTEZCxfk/W/ZE/pGyVaarMhmtv4iLTKQm+mTZK8EpeJC2oD2RmC+CdMcz5\nSwAK+PsRcBzSMc90T2m/MDpGviKfce78uT3VW/YakJka0oaWa+a6rgb6ktbte4FAlg2UmIItbVZ2\nACZt6SglmCQwo0OmXq/7QDZTvvk+mc1SLpd93eHlnNmBWNYX8385DvIEGwlxTfk8x3E03dkwKBQK\nYWVlRT8/n89r5xp5i6m6cg6WZWncQWcO6a0c1kUdMaUDSDbvpDzjGImTuPfotAgGg6hUKshmsz7n\nCXUKeexfun7RdNw/AfCy67o3A7gVwAUA/yuA113X3QTgzdbvMAxjK4AvAdgK4BEA3zUMY9V7CLoY\nzqWnIZ/P6wWkZ4EHzxqGoVNm5bWysqLTD8nUmUxGLwpTCABoUEvvBonMzcbzpZhCS29CrVbTXaOk\nQVWr1XQxMYWo/D2Xy+mNQ2ZlQ6UWvVAul3W6LqA2wMrKimaYffuUIjhxoh+NhpfmkUjMrVqorq7/\nHYnE12AYhi9fG1C58PR8ANARDSoomUJSr9db5yx9hECghlAo2xqbgbNnv4xisVvfo+aQgG13+pQR\nmZ5KRSoSrgMvCVw8Q8JANhtHsRjG8nIS//APB/C9730Wzz33AN599zbMzfXigQfeR2en1x2MApib\nRHropWdRHgvQDggNw8DiYh+OHbsFgYASUI2GF3kZGprHgQNvgtHX9s3HcVAAyMiYBKHS8JGCgiki\nEtQphdXA+vXX8dUTAvtjAAAgAElEQVSvvomdO6cwM5PC7GxKgygJ7imUmEIUDFbx2GPHcO+9H0N2\nL242DUxMjGnDQQJY3i/3Bz+XKTPS8JaCTnrp1bs8I52OD0l3PpMGinTsSKNJOhdkbQOVXjabxD/8\nw+146aU9aDY948uyXDz11EcYGlr2GULkO6b3AwZOn16PZ599UKeXjo6qtJR4vIbPfvZ9GEZRg7/D\nh7eg2TQwNJTFxo3XhGL2GhVJ0E2a2raLpSXWhXr7XY3V0t+Vxq3ki38uWnTp0jCOHNkKALjrrnPY\nuHFG30dZIO+l4TQ9reY6NrbUWgcDL7+825eSrroo+2teyBeK14M4c0aBv+3br6FatXDkyHbf2ksj\nrZ2POLfLl9cDADZtug7X9R+HItPopDFF44V6YHJyrDWfOQQCtm8NZL0eAB3RUJkyqpFCuax0U71e\nRzbrGYYcr4xUS/DjfQe+uVE28ZJrK+nAvZbJRFat7dWrA6vWn/vVMAyMjRURCDio1wNYWupGucx+\nANyfzVWHh5MvaIRQR1GGjYwo/ZPNRlvfp6PSO9JJRlTIU4VCSO+/a9f6oBpFAblcp45mAP6U9Rs5\nuKj36Thqv6QDU8qjdgcD5bQyWNkZN7zKadD+v3ScKGBhIp9XOnRmph/1ekPPg+ssxy+d4hK0j4yo\n1Pd8PoZczn90Eu/j/9JYbZe3pKVybLFDbhaG4e0p0laCFdd19ZympkbQ1bXSamoEDAxk0NlZwuRk\nn14P0k7SQzYHolwD4CsJuXz5U6jVwohGixgf/3iV8xfw9oKMDkoAIx0nAHRUUGa+NZtNfZyGzJQz\nTVP3A6lWqwiHP4Xh4e+gowMafJFGTG1k3SFrGKlf+bnMiAsEArqvA/UtZQXtDanP+B7ys3RM9fb2\nIpVK+UAd+SCTyfj0H8935PduBAal7uA9ch8QAJbLZZ88ZPSN72fnVqZnsiss+YAghKCP0VrOsVwu\nI5fL+ZywTJ+WdccsX8tms0in03pOjLrRbidfOI7jwwTMeAwGgzo1lI4Jprvmcjm915iWypK8dFrJ\nOjoyms0mstksHMfRYyP/pdNpFItFJJNJXd5HB0apVNKA0TAM/TvtDO7HQqHgA7YMfpFuBIq0yXkS\nCNc+GAwil8vptGUJ0AuFgh53Pp/XTVlrtRr6+lRzzVKphFKppMdO7MHIKd8n9SzvY+owo9dcC86T\n69SO19qvfxWEGoaRBHCP67p/1SKU7bpuHsCTAJ5tfe1ZAAdbPz8F4O9c1224rnsVwASAO9qfy41F\nAUYiyPSDZDKJSqWCZDKpc7KZh00hzPRaGjeAOiOou7tb1ygAnjFOIMa/BQIBdHV16VQmCovOzk6t\nrJlnz3FHIhG9KfkMnvuTSCQQi8VgWZY+uFjmlbMInVcgENApv0w5CYfD2LhRCcfR0Sa2bFGLePz4\niDYULMtCZ+eCj6ah0O8jGv2q7tomDU8KDDJXJBJBZ2enPt+JgqG1xi2auujpec33jvn5O7Gysk6P\nnWsmhSnpxI1GjxVT6Vh30a5YOVYqbQqf5eUevPrq3chkeuC6QczOduPkyU147bU78dxzD6BUivju\nIS0lWJEROmksSK+tTA02DANbtkyhtzcL27bwk588gmIxhkpFRQNGR+dw4MBbME3Xd6+sCZAKg/Mk\nuKASkKm39M7xHpm6mErV8PnPf4zPfOY4Egnyw0b9LhnxvJHnMpksYXm5C+l0e1ONIVQqYZ8hS6cB\nn8W1lPQiiKfxCsC3ZgSP0hsmswjkWNs9+nIs5CfuTz6b75TnuklDs7s7iz17PgGbovAKBh188Ysn\nMDCwot8dCAS0Z1GOfWUliDffvBVzc36a9faWcPDgcYTDRkuBd+PUKXVkyz33nEckAmzcOIv+/rzP\n8JNRDMoBHjsyOLiiv0dvrgRl5FuuBddDAkvAO0v0+PHNOH9egcGHH/4IfX3LmkdN09QZEeFwWKeu\nzc6quuC1axcRiYRbqUJ9+PnPbxX0s7V8Jt9JIOw4Ds6eHYHjqDrSwcECstmoz7lxI4cFZQbB1ZUr\na9Fsmkgkyhgby+uUM/IcdQEzXJjlIflmcXEQlUoEgUAT69fP+d4rZRWNcfJDZyc942GfIdneWVrK\nDfKwjIhIxwFpIw1FwHP8SYcZ1z6R8KfBVSohpNN9+vsyesy/EdjMzvbDcTzAThBqWeYq5w/lDjN7\n2BRQ7V8Da9cqh+7KCpvv+fc6L+pGroHrGvo4kyNHNuqoXyaT0O9Sz1tdGyxlDWl4owiJafojplJG\nyItrQP6JxyutNY76gKEcg3S2cUwe8FbPv369R68/ZZQ0qr1xrm5UxnrQ2dlBDai4n6gf27NROA5J\nez7PsiwsL6fgOOo8ZJntwu+T92mE85n5fAK5nJeyCACLi12o1ztXvVtmkXBO0tZgrRgje/V6CBcu\nqGNdtm07gWjUfw4n58MmiqQn6U19QxuMOkk6LxjEkHWHtBnZa4Q9QhR4HILjhHXnTjau4REisqZR\nNrlh5Jb7hO+j/JDfoZ43DK9Mi/rSc9oFfACVtJDlWvyst7dX8zrtXsoP2l8EIJRRTNfle/l9nhnK\nes14PK4dDLTXmO5bKpU03ycSCc03LA8KBoPo6urSepigmzYngy6s/eTeTiaTOiuPvB4KhfTfaTeT\nppVKxVePSZvetu0Wn9X1+Pn3/v5+vTeaTdVASdaQKqeE0oGlUkmn/lKvGIaBvr4+pFIpjQv4vv7+\nfl2bK50QtD+TyaQ+rzuRSOjOs9IRwXdHIhGNW1g3nc/n9bo3m6pcsaenR6+fdPp0dHRgYGBAYwgA\nes24H5kGHYlEsLS0hHA4jP7+fj1G7uNYLCYwgF/Hl0olNJtNnarLdTRNlXrNZmGAl6l2I8ehvH6R\nSOg4gCXDMP7aMIyPDMP4vmEYMQADrusSBS0AGGj9PAxgWtw/DWAEbReFO1NWpYeYBjrg1XwQuFB5\nEdUz7CyFPv+XgI8RShIX8MLEhULBZ0hL0MB3kAEpxGi4NptNxONxHfKXHigyJ41HAk4AevwUUvTe\nkA6PPlrGo4+W8eCD6nuXLsUwNyfrGx3E4x4Idd2vIxp9Rm8+GlRMUaD3hAoOUHneUnny3RQe8fhx\nBIN537oNDx/F7bf/OSKRvM+7TwNBehVlvYDrur5zlmQKLpW9TK+UoIedHXlJsKDW1lPKnIdcO64H\n/5dAUYJXGiNKgNdwxx0nAQBnzmxDodCDw4fvx0svPYVyWW2yNWtmcP/9bwFwtbKTRpM0FqQXv90z\nzzlLkEH6mKaLnTsn8LWvHcKGDd56ZzIxTEz0r2o6Rc+n9GoGg0FkMn24eHG9TjXkNTGxXvODBJis\nNaOhQeEq9xh/J0+1G6a8n/+4p9sNGKmA25Wxt8aePOCe4bOogPkepUQTOHZsHB9/vBZLS37jKhy2\n8fnPf4DeXs/r2M47juMgGq3i6ac/wNCQfw8AwOhoGg89dAI8zuWjj7aiXA4jkahi794zOHDgDEZG\nsj5PrqQhFfnSEo9VyEHVhJS0bJAKi2vZ7uGWUW+ZGua6wBtv3IbZ2R4EAg6eeOI9JBJlvS/5TOnA\nmJsbhOMYiEar6Osr6HW9cOEmTE4Ot+jtOfAk0OJ4ldc3iqkpdQTHbbfN6n0heYe8LqPEcq/YdgTT\n06qj5aZN1zRvG4ahHSvS8dXe/EAZgcDVq6pB0YYN131gg/pANh/h+2Mx9fxKxatD4zPb58q5yN/5\nXeIl3iZlIddV8puUaUrf+JsbXbs2AMPwN1STTrVAIIDRUQVCp6f7fHvPw25e1EjqXLlXacgZhurQ\n29mpZAajf4YB9Pcv4NZbz+j3SwAt6VAsRnH9ej9mZ7vR1aX4Opv1zv3286wnE+XYpeOK7+clAaPc\nJ1xPPWvXiwCapqlBaLkc88mxdoAv+ZbPjMWqSKVKrTXp8fFGOz9zjO0Rf8DVazU7O+h7vzRmSRe5\nVu3gU2bUlErNVm0n0N+fWUUbaXfJyKaqfR5u47cRXwSEfMJLgil+RvrRIc95TE7egmIxgVCojq1b\nP/JFi7l/HcfRWUC0r/izXGv+Tr4j4KN9KBv5MbON85ZztixLgyICp0QiAZ6RyMy1rq4uDRrIhxwb\nAQNBMDMIJA9zDhwPAY50Iim5qaJLPDZEZsvJlFvpsAa8o4woI2WNNCO9MkOB/BiNRn26j2Ns52Ha\ny9JOl2eokj9lxFXyvnSmt+tq27Y1CJLgmbzDMfM+NpWUTdEYuWNUl+NvNBra5mUEW9pX4XAYfX1e\npJ9AnOCa86Y9TeBXKBQ0H7BkkE4GAnFVE1/UUUzOnXRgNJ3f5Rrx/QR6PGuUwI7raFmqSZJlWbpJ\nE21orhHpyrppAlQ6BBqNhj6qhcCT9h/5go4ARjODwaBu0iUDPewkLPGV4zj653/p+kVAaADALgDf\ndV13F4ASWqm3vFxK1X/+WvUZw8TSexMIBJBKpbSHgKkVkgArKyt6I5ExE4mELx2SzCbz3Pm7ZVm6\nMxiVD707BJj0fFHQMCTOcXOsTGGgtwiA3rTSwPC80V56BTuBMRWg0WjoFFVV7+niK19ZwQMPqBTd\nd97phmW5MAx6qxdgWYoh8/kvotH4nBZGtq26vdGbTY8gNwwFmDQApMHLA3G7uv7HqoVcWroLZ8/+\nO1QqniFBxwC9wFII00CStU/SA05hJD2/0iNMgSsBC8E/Ba+cgzRmpUDiJSNq7el98lm7d59DR0cN\npVIUZ85sh2maSKf7Uasl8Nprn0eppJwJY2PXsX//2wD8IIvvl95n6cVvVwxMXZBR2mSyii984RD2\n7Tulj+fhdfz4BgAecAY8wUahKRUv0MRDD72HSKSGfD6B48dvRa0WxNWrQ9prKT2lnIc0cqkMZDMU\nfk7+bjci26Pjco5cW9JAKtl2w4/7Xe5b3ssoFX8PBALI5QKYmFiLQ4d24G//9gF85zsP4YUX9uDD\nD8cxN5dER0cDX/rSh0il6r4oh+SVfN7CD35wJ/7bf7sPr722DRcvDqJa9bx6mzdP4847z7SAUQjH\njqkU2FtvvYxotI6Rkazee6QTjfSODgeuW8TCgkrH7enJY9u2KRw8+KGPtpKfJW1JR9KODh7eq/Zb\nGC+/fBfy+RhisRqeeOIIwmGvbon7lcaU60axuKi65I6MzAqQaeDNN3eiWFRdlTmu9nXgs1zXxdmz\nKhV206brMAyvDqnd+SPnwYvzZJfc8fFrALymJzIKz3PlSCNpoJumiYkJ9Yw1a+YQDHqGHNOFuPfk\nsQgdHYyShVc5SKgTpBOFvCf3QvtYJLBoj3LxWe2NLniMCDvbXrs2rJ8tac9/wWADAwMqnXJubsCX\nHuudWep3BPH9vDgOrs3QkNd3YM+eiRYtF/HlLx+Bba8+Pqp9DxcKURw7thVdXTZCIeUsWVyMaNpJ\nJ4o02qWTiXPmGsg9Kp0Kko8kwOH3pKFH2lYqsVWgsd2xIJ0PjuP40mgrlU7ffdKhIJ3BcswAEI8X\nkEioMczPD/l4hvtS8l47jbhHZOoy+WxxUaWQDgzkfDwm5bWMyhM8tIPQq1eHfLpXNg5qlwG0xaSz\nl5ERtT4mzpy5CwBw001nEA5ntAHO9SOw4PjoRO/o6NAGOSOidO7zGQD02YgElASStPeaTVWPR55i\nR1aZukiDmuDVMFQKqsxeAlTaJ2WILPXiWhEgERASnLDuVNpNBFWlUgnz8/PIZrOraj9lFgb3BY8o\nqVarq2QHeYdyrV2/NptN3XWWUVUGKpieKfcA7WLpdKTOZCBIpirTMS6PhJG6kPMIBoM6ZZbrxhra\nSCSim0MBqqFQrVZDLpfTZ8myERXTXDn3aDSKeDwOy1IlfnQ4ShvNMFTDqfYACp8n7UI25JHlbaQr\nbflsNuvLymJEnDRjLSgAPX7uTTo82LlXyg1GW9ud+DwRRK43P5MNsbg/WdZIB6RpqnKmeDyua6I5\nTwJkzl+W8FWrVeTzed2UVQYuyM+cVzab1U71f+76RUDoNIBp13U/aP3+IyhQOm8YxiAAGIYxBGCx\n9fkMgDXi/tHW33wXU6mIoMkArL8koXhOD6AilkT9BJ6maWohw+5lctGlUSB/5/d4Jg8BJdG7NATJ\nhBQKDOVLjxHTG7jBKXC4KIVCAeVyuVWfF9QMx7ES2FIJJZM2TBNgD6Zf+ZUZfOtbHyIabbS8c8o4\nmJl5BIXCZ/Sm7+rqQnd3twbcxWJRh/VpRMkjcZje4DiOFqwqnfHnCAa9A8prtX5cvvwfcPXq07Dt\nsGY80kemoQBeihfBvdy8csPLtEMKPAkipSdariUvrpGMMkjQJP+X35Eec/7PZ3V3l7B163kAwPHj\ne+C6njfHMAwUi0G8+OKTKJXUxhwbm8K99x6GYXjKXhkiTbAbJccgFT8VFufHzznOfD6Cn/70bpw7\nN+7bO6VSCKdPD/meeSMaSuNoz57TGBxcQrNp4tChe3Hy5BacObMFjhPQCo7flePhReHFNCVZHydp\nJ8Enn8c5yQgohZY0/ihE5ZrzXdJjK4G2FOT8nAJcenWr1RAuXerHoUM34wc/uBt/8ReP4Y03dmJ4\neElHM6URKwFeJhPGyZNr8dJLe/Dnf/4w/u7v7sb779+Mubku7N59Cbt3n8Ov/dpP8cADJ3zrNDS0\njGbTq/PieJXx4uKZZ97GgQOnWzR08fDDp1CrrQYH8l4aFjRypNFGmkvnUrkcxMsv34NaLYje3hXs\n338UgL9JDtfQMAxcu8Ya2DnfM2u1CF59dRcCAce3D2UGiTS2Jyb6UKkEEYk0sGHDvG/95f7jc6R3\nnD9fvz6MWk09Y926BR9waXeEtBv5HPvMTDdKpQgCAQfj47OraMp92GzacF1lkPGIlmIx5Eslkoac\nnIPsCkqeUyCC92FVKh/5XNKhPc25s1ONo1yOwHWB6ekh3/jlPF3XxfDwMkzTRaUSwvJy0rcPaTsa\nhndOrlz7ducT5zM6mm6tf0BHwVlTPjHRo/mNtJENBy3LwunTa7Cw0KtTcUulMKrVgE9Ge0fB+LMj\nOL92gC9pJp1/UmdIA17SSfFsQwNiOhOlTmmnbzuwHhlR3YdnZvp8DhXpGOHfpaNV1n4xCppOJ3WJ\nx42AsOQNPlPuXanfeN/8vMqu6O1d9skxvkPSWQLThYU+VKvBFl0iyOf79R6Xel06eMmzUm5zPzCi\nR5toamocmUwfLMvBLbe83wKxRQQCFR/II/8zPZF1kolEQvcQMQxDd1znvAgG2PNBykE2eonH43pN\nKLsYfZXHotB2MQzVLVZGksjz5XIZ6XRa9/RgRJR0Iq0pFzhHyU8EXAS0EtzyezyWhnuGfEbnsYwY\nUs7wb1wvuWbcG93d3ZoOHHckEvGlYUodIGUfwbc895R7mXOlXGdUl8+R5T78nTwiZQhtc3Zs5bxT\nqZTP+UW+keOwbdtX58q1o3OCTg/ew0s2hVpZWYFpmjqaKrNmKDP4DMDrK+A4jgZe/kAANNiUTnVG\nZVWfFxUQ43FB7JwrA2e0ISgXGCTjOHlRLoVCIZRKJd39l7zLcdE+kw4qaWdx3LJMSGY5MoLPNU2l\nUujv79dAu72RbPv1r4JQ13XnAVw3DGNT608HAJwF8CKAZ1p/ewbA862ffwLgy4ZhhAzDGAewEcD7\nN3guAOgWwrZt67A6BS7rFRnSZSoro44UKH19fb4UQpkeQS+TPCNUEoW1UfF43Ke4yCS5XE5vYtaN\nGYahc58JxGQUhYLUsixdXE3GZloxI7x8Nr0oFDZdXf4umIGAg7/5mw3IZgOtNIIsrl59AHNz+3Xt\nK72E3PxMMTBNU6deyHRdAknAA+WK6fPo6/txa52A5eWHMTn5v6FUukmvHZmLUWt6vSQIlIYN4D+8\nW3p2+B1pGPGioKGwbDfcqEilwpYGAP/JKNyNogByLHv2vA/TdLGw0Idr1zb4DFaOpVaL4JVXPo9y\nmR1Fr2LfvrdhWYzyNnH77cfhup6BLkES6WSaps9Z4TccHXR0VHDTTddbvyvanDixDo2GF4WR0QRg\n9REqo6Oz2LlTger33tuDXK4XQBgffbRd04tChd5ZqTSkF5CCl3wmaSeNKLlG0tEg67TlPuE90gjn\nxY55HI8U3jKqLkGVjJKRlnQAKcFt4OrVXpw/P6rBAunP50lvMJW/aQYxN9eNo0c347nn9uOv//op\nLC8n8Oqrd6JY9KeexONVdHV5HQY5F/V7EEePbsDQUM53T6kU0Twg94I0PJhBwTG387E0MJUDrAtv\nvLEPjmNg/foF7N170ufg4feCwaBuTjQ0tAzDqPmyM65cSeH48fUIBKAbJUhvr9/wD+GTT5QvcuvW\nqz5vLfmE6yej3X4nRggTE6qSY/Pm677UJck37c8mPZQh6WJiQqX1btw4rRUr5Q9/tywLjz76ERKJ\nogahKr26hHi85uNL8j4NH8njEkSxH58ECJyvjJJKEOu6Lnp78wgELN3BNZ2OY2GhB41Gh342aUeZ\nq8AR0zsH4Lr+jALyuGli1X4jPThGPtswDKxZowDX9LT/WJJ0Oo5cLqrXn2No7+q5sDAI13XR2an4\nPJNJ6LWSzhmOR8radpkoZSOvZtPvfJHASjo6paODZ4Q6joFqNaJlCd8v94VsvkQ7hQByZqbfJ/NI\nPzrqAPjkKp1ujuNgdHShtVaD+p2cg+Qn/p38SnAkaSLla7PZxPKyak7U05ODZXl/lxko7SnP6p3A\n9esqGjo1NQTHcX17TUb8SRMGC8hLHBMBGjt7Kr5ycPy4qg1du/YSYrHr2LXrEHp6FvQ+lnKNaZlM\n/2PkRuorRolkZtnKyopu1kLjHFANLNlwhmmGpmnqWj2mLcpIE59JHciUQzrvG42GzsyS2WXSESJB\nouQTABp40vgHoEGtjIYHAgGf7ZZOp3UmoUwzJfguFouoVqvIZDJ67anPJFhiw03As4t5dMfCwoKu\nV5SOPjYCSiaTuoaTkTYGggDoyCmBNqOYcn9xreV+lbKRF23jYrGIcrnsOzWDayTTZxl55cXGRLVa\nTa8lASZpC3hnbJIHSD/qOjoz+DPHHwh4RywyosgjVEhb8g3tEuodRrMrlQpyuRxc10UqlUK5XEax\nWMTy8jJ6enr0PeQZ2rZ0zFQqFWQyGZ8tEAqFNOCkrclAH4EysQePwZRNQ8mbtm3rKHk6ndZHtKTT\nac0fbNQUjUZRKpX0mv1rKbm/aHfc/wDgh4ZhnITqjvtHAP4vAA8ZhnERwIOt3+G67jkA/wDgHIBX\nAPw71++6BOApZKY9UOCTyI2GOqCYXhAyEuB11CVjLS0taaEgF57Mb1kWenp6YNu2Np5SqRSKxaLe\n6GRG2aCBjE1FJGsJOX5pCFNxEgQ3Gg2kUil9/g4FHLtY8bwipaQ7tfINhYJIpfzK9m//tgdXr8Y0\nsJ6fH8P09IMaCHJszEEnbZlqQa8QD/El4CSNuDECgQCGh38I02zAdS1cvfr7mJ9/Ao7jdX2jMU8m\np7FAodAOLPg/xy7XX4JMGlgy6gP423sD/oiZdDZI8Cnvo9Cj8pIeZX5GpTYyMo21a+fgusD7739K\nG5J8loz21GphvPHGr6JcVvXAGzZMYu/ed2BZDh588G3EYhWtTKWXnt5jmbIivdq8Uqk6nnjiXYRC\nNhYWknjttdvQaFg4dWpcgyt2Xib/tUe34vEKHnzwPQDAxMQYLl7cJObsNVuh0KGgk3SW+0F6SGlU\n8TOuLefL/2UErD3NjLxI3pMGo6wz5XpLZSu9ce1gigqaDiM6qSR4laBFAjfyBcdOJUOaylStUsnE\n1NQapNM9eP75B/VRQryGhpZ9a02vcKPRwLlza5HJRH3fLxRCPhBOOnJ8/FmmebU7VHg/36kigoM4\nfFgdlbBz52Vs3XrZJ8foec9me1GthmBZDoaGFjR9GZl4772b4brQMkCm43Efcv998onqcDs6uoDO\nzgqiUaCnJ6t5XdaeSMNDGimXLql02nXr5hAOr862kDzGS8oTx3Fw/rwC1mvXLiCRgC/tnDKx2XTQ\n0VHH1772FsJhZVzcf/9p/MqvHEKl4vG+TLWTDlP+zzVT4BCtcfqzOqTRLnmTn2/cOIunnvo5BgYU\ncFtZ6USxGMX69Vd9+1LJoJp+3ugos2P6V8lM7/xHf9dt0lFGs0iXeLyMZFIZ8OfPr/fx6ZUrA9qw\nkg5A8p+MsClgrRzH2WxC63mutzRwOT/KEu5pzlnNW0bRvWiKBKnSOSX7OFiWpWttVW2/F9mTfEhA\n2+4o7eysIplUc5me7tNja5fxpIO0JzhGwwBGRtRazc4OrgKFEkQD/vOepS7jdyWIN00Ti4sJNJsG\nAoEmOjuzPnkm6cvnSBk7NaWcPteujfj4Vdo6pumVKskjP7hWjqMyzKThzu8tL49iZkal6u/b9xqG\nhi6jry+tbRVeBEgrKyvI5/MaDNBw7+joQCqV0gBV8kBPT49uAtnujOCeW15WcrlSqejaPdd1sbi4\nqI/jIA+Sbzo6OnRnU0aVTNPUJxkA0M5+aQtyzNzzHCsAvf+lY1zWI3Pt5V5tNBoaAJLP6EyiLUeH\nHbv7GoahbV/+zlMlOjtVSQh1AOUZz6wk8JaRfHapbTabyOfzqFarutFlIpHw2TmyqSg75wLQKcc8\nloYO1kAgoO1xlr0B0POS0XCuD5/HQAxtjXbd3dnZqeWd4zjo7u7WfG3btu6i7DgOksmkzipcWVnR\nGZpMV+Y4KSPC4bA+3YPOEGmXNptNnfrK9W80GrrXDM9nJR/09fUhkUjoMXIPSfuMWY6GYegGq6Qj\nm4Ayui5rQ4kbHMdBKpXSWQfsOs3PeLxjKBRCKpVCLBZDf3+/1ju8JxqNoqenBx0dHZientb2AfHP\nv3T9QiDUdd2TruvucV33Ntd1P+u6bt513Yzrugdc193kuu6nXdfNie//J9d1b3Jdd4vruq/9c8+l\nF0BG1AiMlAGtzqGkoU1ByXM8iba5IGQQXkxjoLCRwp6bVCqtYDCoz9akwKCgp6eKzM3UXn6PvxPY\nyrRfbl6p4PJ2r+8AACAASURBVFhnYJqm/pybNBhsQDoPfvazKI4c6dIKrdFoYHp6jTZoGfZmzjfT\nS9jd1zBUxEx6P1zX1V4RevDq9Tri8eOIRo8DAKanfxe12mbNwNILTYUgzzqiguKmkF5WaSBwk0rw\nIyMKFKYylYG058X7ZQMdCeKkx1aC1hsZ91QMQAN33qnmfunSRiwvd+vnyrWTqSeuG8drr31JR0Q3\nbZrEwYPPYe3a60ine/X3yL9UggRy7UYc3xcON/D4428jFqsin4/iH//xDpw/P4RjxzbBtqO+qD8v\n8rYX1XCwf/8RdHTUkc8n8M47d8CrDXNX/c+fpUPBcZrYtesatm6dxPDwMqLRqjaqpVHC/cdLRlIl\nwJDjlYpZRom4nryXdJPrST6SUUGZCsgDzGV6F9dZglkJRHnx/bKWRr5bAgq5bplMGM89dx+yWe8c\nwf7+JZ8nVUZkHMfAO+9s8r2bHVklHeU4JWCUfMn9wM9ocEmD9fTpcZw4sQEAcP/9JzE8PNdytOXh\nOIXWfAOYnlY95nhUix8kBOA4/nMZZURTpsCl011YXu6CYQBbt17G44+/i8HBjM/RQNpJQ02+b3a2\nH8ViFIGAgw0bZnx7Vq5b+8+kQbPZxPx8Nwr/P3NvGmTHdZ0Jfpn59npr7YXaUNj3hSBAgOAGiTQp\nKiRRu2VJDo/tbk+Mxx0et6cdXmZGHv/pmLFnoj09jnZHT0huyZZNmqRsayNFiTs2EiBALIUqoLAV\nal9evf3Vey8z58et7+bJLFjTP2aCkxEVteXLvPfcc8893znfPbcUh2W52Lhx2reHXWZf5ubS4DEi\nANDbu4Lx8SEAMb0GyCCUZCzIAFwwGARAZ+Cl7ZMAgI6+ZVlYXm5Hf/88+vpUFnLv3gls3jyJhQXP\nHnHsadfi8Sa6utQSPDPjUfU9XeKc8WejJfiS+gQAGzeq5+XzSdy40a2pmgBw+3avjyUgr2BgSgED\ngtC0Hn+OkQxAEgzcj0Z6P7nynmAgQ4JcuTaYpqkzoZVKXL9LZuGlHKR9c11XZ4bz+RRqtYRPVzl+\nHEsZvJOAIpdbQTy+CscxMDfX43sv9UnaGCkfuWbw2VL31OctXQW9q2vZZweYqaZ9CAZhp6b60WiE\nMD3d51vzJNuF76fecozZBvYzaEOz2RXs23cWXIPicaUTudysL2jG+8lgo2/FMxRlwEHez+I2zLwy\nM0VQxGqybJP0wRio57pFechAZnt7uw9ss//ymdQDGbyQ6yPbTTst7QmDsNL+SzkGg7psB9tAv5V/\nl8cPmqapfW2Ol6wAK1kmEmwC3n5UFtuRQSICRR5v1mq1fEdAOY53JCD3mhMkyeJDnCOUI6mfbAcr\n9QZZdnxeMNjAjLekNcv285lsM+eq3F7iui6SyaRuG8+abWtr0z4zgw70uTkGtm3r+ygnPieTyWgf\nUBbiYr9llW1Z/IvrD9/JYxSZOKCPLhMLrFANeFRgeaQSoBgCBIqS/SFtIO+VvghxGseCAQvSu+v1\nOsrl8jp7Hbz+SzOh/69fXJATiYSmgkYiEfT29iKdTqNarSIeNzAwYOrS3a7raqBo27benJ5OpzUg\n4/EppVJJ37d7dwM7dpjaCWREiADXHzFGoJR3GIVCAf39wKFDFW1suaGdxpIUBiovByOVSuHAgShi\nMWVgGUHjJKOySbArs6BXr4bxn/5TVEczWEEslVKLSCqV8lUWA7zoMcE9Cw3x/6RLsNpXKKTen0q1\nkM1+EwBQKJxAtaromtIYBx0VyyogFFLAVi7W3Jcg99LykpRYtW/SKxYief3S+ErwwnfJCWEYBvr6\nSjBNd53SB8GrBD2MQhqGgX37JpDNltBohHHu3AHfswHPMElQpDLDMfzTP31eA9FUSi2uS0ud2njI\nyLZqk8q8BKPwajws/MIvvIuOjiLq9TC+//3jsO0MgBDOnPEyEnK8AS9TT106cuQK+voW0WqZ+PGP\nj6LZDGuQL+UbBIJycYtEVLbjyScv4stfPol/+S9fwa//+j/gS196HR//+Idoa6vpz0tgTJnzPbGY\ngYGBsg+8qeBI0ycjOS7SOWI7s1mvmAMdDalXfK6kCcpIvHq/2hvH/0sDKx2+ICgKOl008lJu+XwI\nL730GBYWlBPIMxaD2Qe299KlDszNeaC1WPSCYwR1cmGUYI0y5kLFcZWBD0bOOe5vvrkLExPdME0X\nzzxzGrlcEbt3j2Pr1hvaQb17txuAyhxSr6SeBrM+Mutmrh3f0dtbwvDwLGZnVaGjgwevor9/Ues8\n+882s69y7lL/eN7ntm131wFyfqczIucF/+44LsbG+taecU/rE+XKMZ2b81NOAeDKlU3rgLG0UdJW\nUYdkoEuNm5dNCeqA1B3agHy+fV077tzpRaGQ9IEcGdQaGlJ6Vi4nUCql9bMBr1qyapNX40CyEKRt\nYvsGBtTRLFNTnYhE4rh9W2WUV1fDmJ3t1J+RgY+gPaNMcjm15qyspPWYSRYI5SWDLhJwKee/Ccvy\nnEr1bACwEQ57x9lIh1TqEtuaSCj7zP2gEvBxHNgeGfyyLEtnMKemunzzgLaPjjZ9Bz5LMhaGhhSQ\nnZ9vR73uMYYkCJU6J8G6bI+0mfLzhuHtC+3pyfuAqgyISrDDjBXQhg8+2AfHifho2rR3nK8StNNG\nyfHn3JKBkHw+jVCojv7+25BXMnkPoZClgSiLC7G6KTOV0saRZsvqnlwrJFuL7SMDTgIYOuFcH+iv\ncF+dBGD8XKGwgFSqrjNxEmyS+isBnKTrNxoNDA/PIpdTgR0CQI4pgxYcf8l+UTJS26oGBxs4eFCB\nawZaCRx5TCDbz6ya3H6l9KqGRx+toa3NC8pyjjEDmc/n9buZwAGgT4EwDOD48QayWZ6d621TYzBY\nMkU4L7jn0XUV1XXnziZGRqo60GEYhqaAUobpdFrTYFlslDYnFouhu7uJ48cVHiAFmHRc01Rb0YgR\nZKaQ6100GkVnZxueespFKOTRk21b7R8lwDcMQ1fglb4AxzsajeLw4QZ6elqagUg9IR4gC4oU2I6O\nDti2VxHXdV0MDTWwb1/DN1dXVlb0lsFisagzumR9scYO9T6RqOPpp000m6qIUDKZ1IWaKOtWq6Wz\ny7FYDPl8HrlcTq8LtVoVhw7l0dPjZw4yECQLSHFMQ6GQDhpZlqWp7j/v+shAKM9tkgCl0WigUCgg\nEjHwi7/o4lvfKuKTn1xdMwDqmASmv2nkAOi9pAC0weGARSIR/OEf5vG7v1vRezqp3Bw4KhozjTQ8\npqmOgonH4/jlXy7i936vik2bInrgWWktHo/r9DQjFASbAPDII6v4+tdL+PKXy3j22SqSSa98MScX\nJ6xt22hvVwZwcdHEn/95DqbpKaNhGOjoWMBTT30Tmzd/gHq9phcmyf/mBKNx5EKkjPkkHOe/Q73+\nIUIhG8nkv0coZCEc/newrDJarW7Mzn7aZ1QlTVE64Zs2/QQPP/x/YsuWk7AsP6iS2QMJPhi5MYwm\nnn76pzhy5BwMUdQnGG0FPNqWdPYkSIzHK3j22R/is5/9J2zadAOu6204l9FzGnw605JONz3dh5mZ\nbly4sA+rqwmfcyWzekoWttYXxbEP4Xvf+6wuVgQAmzffArD++APbbuHRR8/royAkrRRQ+5yuXduI\nRiOEH/7wYSwve9Wfw+GI1nMpHwIU6VjcuNGHQqEN7757EMvLOW3kpJwpH+kkSSqcGuN5yMtxLNy8\n2YeTJ3ehWk34It80VlK2pmlix45JfP3rJ/FLv3Qa27fPwjSVLB944B6OHr0By/IccQn2JejP5Sr4\nF//ibTzzzBVEIl5f5CUdSPaBfVL0EBuf+tT72L79jpad3MdGx4SOlswCMDA1NDSDffvG0dOzpKPN\nNMAqKprASy89gpmZHNrbi4hGvX1ctCs9PTUcPnwHe/cu4a23vGxovd7ms4mu6+poaZANEArZOHTo\nNg4cuAbD8OhdUm7UE28OmPjRjx7EwkIa0WgTzz77NnbtuolDhy5jeHhiDYSqTGh7exnpdH2dg8vv\n/syPgT17buAXf/FtRCIOyuUoHn/8PezZc903PrGY0nk6ldQ19d3F0NAUnnnmLUSjHvvkxg1VmKu/\nfx6ZTHNdVpxyoTO1d+8Y9u0bQzhc1WCAQHZgYB7RaF2PsxzvpaUOX1sLhQQcx58VkABKZi/ZDglk\nOjuX18akpecSLwl8ZF8sy0K5nEaz6Q+62bahAZgcTzp9w8PqXXNzfTBNP8VZZXrUPtdEouqb/x5Q\n9rI6DMyxAM/MTPfa3FbtnJxsh22vrzornQ3btrVDHI83kEiwwn0Tx4+Poa9vyRd4pWylnPmdbQNM\nfOpTr+PgwSv6PQMDU/jiF19BNNry2Qz5JUGbZVloa+PZkFVs23YNkYgnE64pMrjgtcWrjDsz0wPH\ncdDRsYR9+8YwOHjXZ7s4TnS+aTtc1xXH6HSj1Wqhra2Ew4evYGTkjo9JIOd8cB2UQQPa3717b2Hf\nvnG0tdWwsKACGcyEynGR807OZzUfmgiFXBw9el7LnbpL/ZVBTBlokBmUwcFbSKfLgXeYOHfuEYyP\n7/HpdiRSg2XN6fcR/KZSc9ix4zuIx++tgUX/eePMtMgKsJZl6VodXpGdv0GrVfIdhcH1X2YSw+Gw\nzlKxDR577EfIZv8c6fRJZDIZnbGijnPtoB9Kn4uyTqVcPPXUT/HII6c0GCFDj/sBpSypB/V6XYOC\njo4O/MZvlPFv/k0B7e1+wK3kqOQv2XjyPGjO0eeeW8W/+lcVHDhQ1fpDAC+Lych5Q/DEObR9ewv/\n+l9X8LWvNTTI5P/i8bj2HemDUkbFYlHPi3S6Db//+2X8zu8UdBCRdVIYOCYd13Vd7dtyPtm2jWKx\niK9/vY7f/d0SOjoKGqQyOWNZlk5ycX6ybdyn3Wq1cOhQEb/5m0U8+WQNqVRK6xmznKSpkk4sA5KA\nCla0t9v4/d+v4Dd/U2WCCViJazimBMhy+6HjODqD/Fu/VcLv/d4KVleLWg85ftRXyoSJKfpwBL6f\n/WwDv/3bVTz4oDp2iMxRBi8ymYzGBplMRoN97ps2DAOHD4fwB3/g4hOfWNF2mvtFHcfRDAMmyLgG\nMjDkOI5vu9g/d1nf+MY3fu4N/19cf/zHf/yNIF+4o6MDlUpljUphYXQ0hO99z8bychLFoqGdFpal\nZuRKTgCi+kajgWg0ilKptJYWTuONN2zcueOdWUTno62tTZ/7w0gKM6z1el0bm+lp4M4dC+fOqeh8\nuVzWvHxugmeErFKp6MhVPp/HJz8JfOxjDeza5eDgwSZu3QqjUllFrVZHNKqi1oxMOI6D7dtbeOCB\nJv7tv+3AwkJED3BbWxtisRg+/vFJdHcvIpMZQzi8CNd9ENlsB3K5nG/PJxeQ5eVlTZNwHAerq38C\n4D2Y5hQajTbEYt9FOJxHOPwOXNfA8vLvoNns1gsVo1ycMGyvZbUwMvIGYrEyOjsnMTR0Ga4bQaHQ\nhVbLWYvQ38DychqOE6Q5uXj88bcxODiNjo4l3L07gkrFT7UjmAlmOGT2g/3s75/DyMg9JBJ1DA/f\nxaZNN+E4USwvp8GDxelg0PnkM7x9K0mMjg4hn+8Bjz8J0iENw0B//zRM00WjEdeLmvpfBFeubMK2\nbTcRDjfR3r6MeHwVU1ODAsy4ePjhs9i+/Q5Onz4A0/RX36RuFotduHhxAMvLSZ/DIfdOSlnJyD9Z\nBbVaApcvD2N5uWddJk5mbLgA8LNSxipimcGuXbdRLLbh5MndeP31hzA11Q3b9n+ezricm3zO7t1T\n6OvLI52uY8eOWezePbW2mLh49NFxZLOruHWrG6bp3wMjr/3772Hz5kX09haxY8cM5uYyazRLD5TQ\n0aAcJQU3EongwIFr2L37Jvr7FzE+PoJ63WujPH9W0vZ5sST6kSOXsH//GEqlNszMdGk94lFSSvYO\nbtwYQF9fHisrYSwtxfV8dF0XW7Ys4sknLyGZXMXbb2/Hxo0rSKerOHVqEPV6m170ZVaZn+X3aNTG\nV7/6PjZtWsbZs8Pgvm0GADhPuUBxrFotAxMTXdi5cxqpVB2hkINQyEF7ewEXL46g1Ypg8+Z7iMdX\nkc9nsLTUoRc8CVooK2VH6/jkJ08hk6kimazh1q3NmJvLYfv2u5BDubKSwp07g/cFYZbl4tOffhPd\n3Suo1+NYWupes1cJjIzcQzxeR62WwOJij49dwPnH9nz2s29g48Y5jI2NoFaLrC3wbdi+/Tbi8SZW\nVpKYn89q22Ga5lokOoYDB24hFFJzIRZrIp9P6WNrJGBiRJlZxWAFZ9M0cfToZSQSdTiOgdHRvToD\nw/sk2JGOVTgcRn//JJLJ6tpcVAGBu3c3oFZLaTvAsUgmkzh48BQikRrGxvZhednbB8b7Dh++gFDI\nQbXahlu3Bn0ZfAlq+HMq1cBDD6nKzSdPPgDbNvHEE+dgWQ5u3+7B5GSvtkOcW3KuSHDT1bWCXbvu\nYHU1hFYrgoMHxxEKObh9e/C+YFPqhLRXjuOiq6uIAwfG9Xt6e5dRqSTw4Ye7fO9lwTZpm/j7zp03\nkM2W1taKKdy6NYhy2StIEwSu3d1l9PbOo9k0cfjwVQDA228fgm2HsW3bJI4ePY9w2MbExEZf8DSY\nXVY+ioXHHjsPy3Jw+vQOlMspDA0t4NFHz6O9vYBr13bocQtmW6RsZKCJbX322bexefMUbt0awPJy\nBPv330Estorz57eis7MIxzGxumpo8MWL4MVxHAwO5vHww2+hs3MJ9+6prR+cW3TYZeCGdpZ9Zd+3\nbn0PxWIWzWbOBxABA/fu9SEWs3VBIgAolQZRqajgFwHIrl0/QGfndcTjNdRqx9DT8xpKpWEtS2a1\neBQd28LgfjKZRFdXByxrGrZ9C9Hobu3P0U5y+5bcIydtv2LkvYdM5kUkErcQiZRw9+5BVKteRV8Z\ntKWdJAj0zuKMw3HSuH59EIVC3AeKGMgmhZH+Fv0b9nN1dRXz8xbGxiK4di3ky8TTJsRiMSwvLyOT\nyWgwR11h9qpUSqBQMPH66xGYZkTLXFaplrRTriVsZ0dHB5aWWqhUXLz6qoV6PeZbD0iJ5udpI+kP\nc09isVjCwoKFK1fSuHfPO0u9VqthdXUVuVwOpmlqViP9WqmLqpBQF+7dc3H2bASm6e335Hhks1k9\nB+W5nbxCoRAWFyNYWanjjTfCsO2oBlfhcFjjCfoTCwsLOnFEH1XN+wgKBeDkyTgWF1X2k4yTWq2G\nXC6ndYXPcxxHF8CiL7ewEMboaAQ3byrGZkdHh15fiFfo59MuSJ02TRNzcyaKxRDefjuGcDimt+OR\nkp7P5zXOYVZess9M00ShEEK16uLttxOo1RQjlO9lPR5JEefaxbGnbFmd9xvf+MYf4z7XR5YJjUQi\nOuXvuq7eJN3Z2SkoBSmMjqoSxfF4XGcXGXVj1hKAFigzpqTIRqNRvPKKgbNnLZ2Odl1XTxRu1uXk\nAaAjU/IA2tFRAz/+cQKNRhOLi4s6usCMJie8dOapQJ2d3N+m+v47v1PEH/1RC42Gl12kcqiMD/CX\nf5nG7dthHekwDENngV95ZQ/Gxh4CAKRSp5BO/w9otaZ01J+RKxrnVColzv85BeDUWnv+WyST6liJ\nUOgnAIBi8WkUi8O+LJDkpUsKCRDF2bO/gdHRZ7C62oZotIo9e36Kj3/8OxgevgXXdbB58wU8+OBJ\nhEIWBgenEQpV4boOHnroDDZuvAvHMfDmm4+jUMhqg0qnEvBX1KVhoWPNhQcAbt3qx9/+7XO4eHEX\nms0Q0ukyHn74XXz+89/Drl3XYVnevh/5DPLjGYG1rBAAPzVVyU3RQDdvvoXjx99EoZDUET3ZPtNM\n4B//8fNrRS+AbdtGceTI6bV7HDzyyFns2XMTCws5DY6l80rdUYGWNv13GgnAX82WvxMwU584dvW6\nyqxyEZMRftIqJAVNAlw+13FMvPrqEXzrWx/DhQuDaDb9+8Ck0yZBLOUKAO+8cwDf/ObH8MEHQ2g2\nLWQyNZw4cQXHj18DAOzdO4Uvf/k9RCJe1TvpxFmWhfff34qXXjqAajWMbLaKX/qlM3jssetgBUjp\nlHHh42e5wH3wwS6srCQRizXxyCMfaNBKOVAmMhvJKLksAqP6qP4vqS1ccBSdxcBLLx1Bq+XfE0y5\nepeBN9/cumZ72nwGnf0KUopVhNl7gmV5lZtt29ZV/vgl59TevbfxxS+e0VVgeeVyJaRSSwiFQjob\nOjg465ODDA5IHajX2/DTn6rKl7t2TWLbtnHMzHTh1Km9vnfEYvff86d0Oo5Ll7YDAHbvvgrX5RgY\nmJjYCMBjFwBexURpG5QOeOPi6aCB69dZJXfKJ0eAVYtNzM1l1j7LfnrgRYI2mUUNHkGg2mAjm1XH\nkjQa3r4n6aRK1gf/T3C6tJTT/WSxq+7uvC/LxnZnsy20talM6MLCoC8D6t1P56fpC6jJQAB/jkQi\nGBhYXHt3EtVqG0ZG5hGJNGHbBi5e3OljhvB9cs5IkNTRwSqMaWzYwII83eveTRlI2jLgnbtsmqYu\nnCOvyckBrQMEBQQ+/JzMtnJPqGm6aDYtLC7mtL7wHmlPWi0HTz31Lk6ceB8AsLycgWFE0dOztG4+\nSNYNAN+8NQwDnZ3LiERaaLVMLCx0IxQKaapyseidOSozMZSL1BkvcOOdE2uaSo9yuRJKpRyaTQuW\n5eLYsSv43Odeh+OY2pGXzqZkyNy924nFxV6Ypos9ez7wjakENHKcZXCY+n39+k7Mz2f0WkJbpnTc\nwqVLj+L69YP6OcnkpF772b6JiUcAAJnMZXR3/wj9/T+CYeR1MIwgAYAubsOAEqmJtdoq4vEvIBb7\ntM5+EdiRxSbnNPW4XC7r9bZaHUKzmQQARCKzaGub1fdxnGQxTR5bAngB/JWVFZw504upqS4tb641\nHGe5r0/uf6SP0Wq1cPGihTfeSPgyYFLnSqWSPsIkGLTk2rW8HMOLL8aRz/vPzqReEXhxXyUDD2Rd\nKLpsCC+/HMPiYpuvSiz7TPnQRvK4EVnlNR6P4/z5DM6ciWgAbFmWDiBx7eKeUmlfOb9zuRyuXm3i\npZfCKBSK+n/Sri4sLOgtdtIuAdAYpFi08e1vA8ViVNthZnRt29bb9hhYkEFEzotabRU//nEco6OW\nrrBLqnJnZ6fWiWazqSmrtq3qyDBr2Gw28eGHUbz2mheEYlEk6gILnAJecScGrDmHFhejePHFGPL5\nimZtcn7IBI9kdTabTZ3FVHPHxvPPhzA7qzCFzJ52d3frxCH9aZ744QVeFJO0WPSOerzf9ZGBUNd1\ndbaQSmYYBhYXF3VammcE0eDQWeQBrIlEAoVCQYMvPpe/y0gdLy5K8mgRRsNoKAHoSBKgKpASzTOd\nzQgCgYzMvkgnQfG+/ZVu83kDf/InUQBxnUHhZIhEInj//SjOnEnq+4MObCQSxfj4cYyPfw2OEwUw\nhkbjV1GvnwEAHa1gG7ih33Vt2Pb/AQCwrGdhGFvguid9bUulfoaBgf8Z4fC0nqg0qnKR9bJoYczM\nHMY77/zXmJh4Aq1WBMnkCh566Mc4ceJ5JBIlbN16BYcOvYu9e89hy5ZbOHDgIrZvHwMAnDp1BHfv\nDul+Bql2MvJLGfM+6XyqcQrj1Km9eP75z+GDD/ZidTWMZLKCo0dP44tffBl79owiHHZ8xjKZXNJ9\nCi6m8r2hUAg7d17FsWM/w+JiNwD/fgC5kDUaIfzDP3wB1WochgFs3XoFR46cwWOPvY+dOycAAAsL\n7ZoGw/dIR5Y8e5l9CWZ+gnKS2U62i8+Xsgw6vzSGMkvsOQwmlpdTmJgYAODRuKRjF8xg0NDJCLmi\nxWTwxhsH8M1vfgLvvrsbpZK/dPfQUB5f/eop5HIe7UY6/AAwPt6Db33rsbV9jcCxYxP46lffRWdn\nZc1h9KLuklrIII9hxPDGGw8CUGBk82YFSCgTykPuyZHzOeiA8SKgoRPtjU0MU1MdehwpV1mt1DRN\nzM52YmKiF9Vq1Kfr0iFffwabJd7f8tkfANqhkdmmZrOJS5cGcOXKIFqt9eb/yJEJ2LaNyUkFQgcG\n5uG6XtENWTxEOsyO4+Du3WGcP6+oxU88cQnd3cv48MPtuHlzQD+fdFy2lRkI6v61a1vRaISRSlWx\naZN3tMvNm4qS29mZRyaTh2k6yOUKvrGTwRSlcyHfOjAxMaj7FI9z+4TpA6MLCwqQVCrUzfVn1/Jn\nSbcLyqanJw+eq9lqhfT9wXkqnUXK0nVdLC5m1z5rYXJS7cXs7l726R7Xuc5OdYRTtdqORiOj57wM\ndBCERiJN31olM24yq9XXpyijs7M9CIVC2LLlDgBgcrIfq6tJH0NE9kP2kc8iCC2V2tDRocZseron\nEIiBb52WjjX1XTl668+cu3dvcF1bKF/+ne9yHEfTcQFgbq4ThuFVNpZzhZ8h44NU3HS6jK9//QUM\nDs6D8xjwMvFyzaKjx7+Tijsz0wnXVe/NZglCs/fVK2n/pFyCtp0gdOvWSfzar/0AhqF+379/HOo8\n1aheZ4Kf5WWaFi5fVvZxZOQmcrmKr1+Uj2S68DlyXVla6oXj+MeTclCZKheXLh3H+PihNZlO63VI\nBVRX0Gq1oVBQc7a398dr9y36dFsGdhzH0fZE9UUlFkqlEgzDY+kwcJVIJDS7hbpqWZbee8jjJmKx\nIczN/T6Wlj4GAMhmz/n8yuDeUoIyGZyW+kSdZl/5O+DV35D+G/tkGN5ZpgRtwTMYOb6yaCfXRQA6\nMUFqqWQxSN+YoFjqrqziz3YTZLMPtEkElNQTufWNQVrHcXRGrV6vaxlyDyazjRJYci8w7ZU83oZM\nQc59NXYxvSe0Wq2uC0xTBizgI/1cBisA6P/JucL/E3twXyep4G1tbZoKTbDPIBkxD7OJPCaS40ZQ\nKivx8/ncniMDC1LWMhnB00LYb8oyl8v5/DbKickq6rYs1kVdIh24XC6jvb1dBMWbWl4MohiG4Tux\n5H7XJ6XsnwAAIABJREFURwZCpUMtzzsC4FM8efZSuVzWFAlO1vb2dr2ZlpuHmZGggtIpZiltx3Gw\nsrKiBd3b26sLDSWTSV01iwPLCACzsbFYTJ9fahgG0um0T/mlg2ZZrq/QULMJ/NmfZVEsxn37U+X5\nnouLYd1v8ryZCWObbdvG0tIuVKt/CsMYhOvmce/elzE39x/052SFMPWZf4Lr3gQQhWH8OhznAgyj\n5BsX101gevqLqFa7dEEjRqXo1HLyEcSrLHAIN24cxcmTv4lbtw7BcUzkcvOIxxWg2LLlMtrb57Fn\nz/vYu/c8AOD8+QMYG9vmA0YAfABABhekUyGzoDJzBwC1Whjnzu3DCy98Dh98cBD1egSJRA1HjryP\nL3zh77Fr10WYpsoCPfbYWxgauu1zoqQjogyzgQMH3sOhQyqDPDvbp99LXfaPuYVWK4wXX/ysBqK7\nd49jx44bWs4LCx0+h1k6uLJ/jAzKrIaM6FEu3uLtp/zJbBD/FnyfdEbo5PB++VlZfIL95BcNJXVY\nOi4SCCjHIIrx8U0ol/3HmQBAe3sFX/vaKQwM5PU7uOCzXbVaHD/4wcN47bV9aDQsdHcX8LWvvYXD\nh+8iFPKoa3LRkE7U1FQnrlxRVWIfffQDmGbF50DRsEt9k/Yq6DxLqh/vl8V8gkEUGQDg+yKRCF57\nbQcMwwPuck8y4DnplIllebSicNjwORt8Lvslgwyua+Hs2S347nc/hulp/z7ILVvuAWhhZqYLrZaJ\nWKyJzs5FXwCDOiHHhH0/c2YvJic7YVkOnnnmNCKROl5//UGsrKigWiy2qnWC7SE1SelXDOPjKhu6\nf/9VuK6Sa6WSxOxs91obb+LEiTMYHp7RcvQHWhgo8LKstm1jfj6DlZU2mCawZcsMenry2Lt3Yk1+\nSre5l65aja3J0fTpQhBgSHsks1Q8B1K9389y4PjQ4eHzaMcAYHlZteP69WHMzCg6cFfXku4nn6WC\nnAogFotb9HPIlPDWCw+Ecn5SX2Sgg5kygtC5uV6EQg0MDalgzejornXBQLnFRWbcKRtmhMn8KJUS\nKJdT2mEJ2nTKhd9ZRASAPqaGV60WxcyMV4hJ2jlpk9nmaNRAPO4xAGZnu7TDJBkY0rFutcK+d4ZC\nNsrlJC5f3g3GpAzDm6/BSzqu3hmjPdpOZDJKPoWC6gfnLT/LTJt6txcglDZLtVl95urVHQiHWzoI\nouQUA48b43PZVjl/bdvGzEwfFhZUNnTfvot6jJixk30kcGBFWvooBN90yjlX5IkEgIHR0UcwPn4E\nqdQsGo2qph22t0/h4Yf/ApnMZED2d/WeNbntiO1LJpN6/xx9F2biTNMrqmbbaj8hQRRBYalU0sd0\nUA8UvdfF4uKXMDHxK8hkrsFxWlqnWOhRgj6u2ZKBJFltnMPUbdd1fUFDjgkzuvQVZUKAaxz1lH/j\nNjKOA+c7/TbXdX3nbNJf5M/cnsZ5VK1WNTCi/gXPwpWBT2aYKVfA2w7D8yUtS2ULWVWXBaEod0mV\nJkWXAIvU01KppP2jaDSKSqWCSqWin0vGCSnO1EEekUIQLMFvo9FAW1sbqtWqD0yXy2U911gBl2NI\nRiX3i/JZ0ifgWMsjcvj5YrGIYrHos+sEhRyT9vZ2JJNqDY3H41hZWdHtU5TxuG4TM49khpLOTdBe\nr9e1XnHuEC/I4EowISTfKbO8/D0UCuljYUi5pm34eddHBkJN0/SluElFoIGlsnGhJLCkoSuVSr4j\nRshXZ/EhRksAj0bicbdVapmUtXw+r7OcnIylUgm1Wg1LS0v6b4CX/s5ms/r4FXmGENtA45DLuRBY\nA3/xFwmMjalFJplMapon+yLpGXIxJZiksYlEImv05BEkEt9CNPoYABuzs3+Au3f/G9h2TSuFUqoq\nqtV/DwAwjK/AMLoBvO0bk0ZjM6an/0esrm7xLVAAtMJyUpVKJVSrVX3wLQ1OqWTh6tUTOHXqc3Cc\n9fv6IhE1Ce/dG8SlS/t9AJQTgo4ZDZV0gGUmTkaDZMaQV70ewrlzu/D885/F2bMHUavFEI+v4siR\nC/jiF1/Evn0XEQ43ceLE29iyZcwXtfRo1U0cPfo29u69pJ+r9kPa2hGQUVm2RS06Ibz88ufQalkw\nAqJYWurSes8F0MtwOT45yOicXNS4uHBs+H9pAMn3D2YqlB4YPkdYylSCV+mghULewc6A55xwnBiN\n5v/kFy/HsbFjxziaTQMrKwlBfVRXItHEl7/8HnbunNKGlRQsBiUajSauXNmE7373Y5idbUco5ODx\nxy/hM595G+n0qm8cCfwoa8Mw8M47u1Eux9HWVseJE2P6nkTCO2BcZqlVoIUFMLy+czGTxppOo9Tr\nYFaDCw4dGbXYp31gRFLnKFsZnGg0mmi1KDs/5VbaU/aNz2W7lpba8Pzzx/HGG3vRbJKO7WD79rto\nNExMTyvwMzTkL0zF9geddvVzGD/72XFUKnGkUlU89dQZtFphvPLKMTSbli7SFAxSyAOtr1zZCds2\n0d5eQH//PXR15TEwcAfz8ypLuW/fVWzdehfhcEvPO+noez9KYOdCUXL7155xA5/+9DuakkyburCQ\nw+RkF2ybrAhD9G39cURy3Pkcx3HWsmRee+TYSOaBBKf8e6vVwuJiEo5j4PLlLVhcVIGCbLYE0/QK\nRakxsNHRcRcAsLg4pNvCdrCNzHqHww0fkJABP+poMtnQwHFurhcjI1MIhRxUKgnMzXXrflGn2Gbp\nfNFm2LZHS45Gle2fnu6CaXpBImmHpL5y/nGNdN0Wtm2769PFqaluuK7XFmmPefF30zQRi1V8/5ud\n7fIFhuTc5WdWV9evYydPHkar5c+wSrkAXhVlPj8SAXp7VRXjmZneNVvmahCaz6d8dpJ6FpzDMgDA\nv6v71fdKJYWxsa2+9tZqXmCd8pZzRjrVtu3g4kVFld24cWJN77wjzXhxbtE2M5gk2yT36MvP8J2t\nlo3R0WO4fv0QYrFpAFjb+7gbV68+u07uicSsBg3UCwbxSQfkmkUgSrBCKiHbyvZms1ntv7W1tWnA\nKv1HLzt6ABMT/xXa2vwBpGCwr1qt6p9ZK0AGRWg/pO8kfRi2Qfo8MtjOpIBkPVDmrJnCucNxd11X\nH0vDZ8oze2UAk+3k/kOpI9T1lZUVrYv0X3mkiaQ+c/0ul8u+MyN5JCP1R/rYHEcCNO7zlfZK2g4p\nm2g0iqWlJS0b7k3l+s0+NxoNrTNyLeOZp7ShxBwEtSqzrjKTi4uLICuyXq9rrMH6NtQDiQ+ILejP\nE4jzCB3KSuqslNPq6qrGL+FwWLM0aYe5H5NbCvlezhfKtdVSR02yyvTi4iIcx9HH2LA+DjFQR0eH\nz/ekfgWTaTyRw7NLPx9mfmQglApAp5nRMh4GTIEC0J2iA0qBUzEYtaDjRbAp+dPB7Abg0VapmPwb\n38W9qcHsTzqdRqlU0il1SX9lv3hJKu7LL8fw2mveJPaOSAnpfssMFKCMAA0q4IFBZk4Vpa0Tg4Pf\nRlfXbwMAFha+g7GxZ1Cp3NYRqFLpL+G6y3DdDhjGV1CtVuC67+i21WqPYWHhD2HbOa3YEoRISqBc\nVCQw4N+7u2/hyJF/1Ivi/a6BgUl8/vMvorNzxWfIadQYXeOzZSZCLsIc10hEOZrSSaRhqddNXLiw\nA88//1mcOnUIlUocsVgDDzxwAel0Gabp4pFHTmPfviv6PcogNXHixM+wZYtX4bNejyKfz2nZywwh\nAN8YmqaBw4dPg4VOeLVaJkqlNt8idj+wxksCEN7PaBXvlwsHDY106gCvqJE04JSxdKLv96wg6OB7\nCSJ48X/BceLvKkIewblze/DSS8fxV3/1C/iLv/gM/uN/fBLf/e4xvPrqIbz99lZcvboBu3ffxa5d\nUz4ZcF6QMlQspvDii4/j3Xd3wLYNDA4u4Etf+jG2bLnjc9RCIe98PGVfonj9deVo7d59B8PDi9i6\ndRGHDt3RwS+Co2CgQ45REHzKCKekccovwAvuAIa2F+wTbQJ1S45lEMwSLJmmBzgYWecCLaPv/PKy\nXyYuXNiEv/7rp1AqKXv2wAOjMAwD9+4pGiiPapEOtXSOPGq+seaARfHqqw/Dtg0MDc3j0KHLWFzM\n4K23HkA02oBpejZVBpf4e6kUwcSEOopo//6rKBTiOHbsPezbN7b2Hqzps+dgBdkQlBHbu2HDIn7l\nV36ELVuUo9vRUUIs1kQoZPsi9uVyG86f36VtF7HF/bLfnFNybNR8aqG7e8l3fzAgE5xjct6otcvE\n6OgI8vkOrKy0YXVVzbHOzmVfW1KpEhIJlYmZnu7yBbRoA5UehNZ0zCugJPf6SzvR3a32vJVKbajV\nMti8+TYA4M6dEVhWxBeMpOw5djyX25vvtj6yirTTmZnedXaMcqA+UOZcB1zXRV/fPJLJmo9GPjnZ\np+ULeNTw4LyjzqdSXlTetg3Mzrb75oa0i57d9Vcqvn17ENPT/Wvt0iO8bp6T4cDnbtiwhFDIwepq\nGAsLuTWHuYpIROnxykrKF0iVPpDsF+Ujq44qmXMtMPHhhwfQbHp0/Xo97rMdbFPQQeQ9i4uDvmwo\n7RH1Rgb32E/aK1kwJRjolGPFTJ5tO7h69SHUau36eaZpYmpqH8bHn/a1L5mc980b6R/QHySzTvoo\nBESSccfjJejfOI6Dzs5ODVioM6RWAsrXazQ6UalEfICIuir7K1kP1GcZtA3aAcksoW9J8CDvpe1n\nhotypx1jdWD6sNQf11Vb4Gzb1hRQbnOT+iYzgBLwsw201+l0WveXR4bIfYWsCOs4jvYpS6WS1iWp\nf2QXso/sD0EtWZA8tscwDL02B9k/Mikl+wNAJ7MSiYQ+pzQSiWggR92WmUHbtn20X7YDAFKplD4d\nQ/pQ1EW2j1WQmSHmVj7poxHEhUIhXUCL72Tb6K9JO8FnUt8YfJYZZOo97+E+VMuyNA5JJpMaB/GE\nD1ZXph2TrAMZ9JABFHmcZCqV0kGYf+76SDOhnPjcHE6hMUV+PwPGCEkqldJONVPvNKAEgnTgZPTD\ndV2dzjYMQ+8L4HPz+bymYzCKIq9ms4lCoaA54jQcPIMoHo/ryFs8Hkdnpxr0s2dD+Pa3I9pIk57B\nKJGMKnIyhsOqgjBlJRcdDjwjP9VqHb29f4TNm78N02xDtXoe4+Mn0GyeQ7k8gXJZnf/Zav0KHCcC\nwxiHZS3BdU2srv46bPt3kcl06eJNAHw0YDosweIIUvk5CRcWNuGtt34Vp09/EqOjD6Je9+/9A4By\nOYlXX/0FLC5mfVE8SQ2TgQP+DnhHmgAeBauvbw69vStrffQoZnLBbTQMXLmyA3/7t5/CO+8cRqtl\n+dp05MgFHDlyHo5jIxpt4BOf+CkGB+/57uERCIB/UZG0NBrqVGoFxWIKExPDvmeEQg6OHHlff57j\nyCxj0JkGvHOoKCdufKfBloCP4yGpzLJdQTBEoxt8p3SouKhLR4aX/KwEp9JQBsErdUV9zsTKShgz\nM524fHkDzpzZhh/9aA9efvkRjI0NCefeO06Hi7GSoYn339+BF154Avl8CtFoEx/72Ek8/vhbOvvy\n2GNvIhyu6Xc2Gg3cvNmNsTG15+jJJy/gxIlRjIzM67FgBHF9AIZ99WQlA1WcpxI0S/Cn+sxstF+/\nJXVZOs/S+WQflA1R74xG1zuVHDMuWhx76bxxPMrlJH74w6MAgEymgkymgjt31L7Q7u5lhMNeUSbq\nAJ8vx5njMjvbgVOnDgAAHnxwFCMjc7h2bRijoyOIRr3IKTNoUn4A8OGHO+G6wIYNi8hkivjZz46t\nY1ZEIt7RJx548GRkmh4DYGamG9evDyOXK/ueEQ77j71xXeDevS4NQl13/bmX0rmU9oVf/f1LsCxX\nFyQiQAnOUf5N2j8+33EcvPcemSIu5ud57uOKljEA9PbOAAAKhU4sLzu+IlSckyoDQNDcguPY+hly\nTrNfpOLOz/chHC6jr08B91u3NvsYGEFqJh1N6XSz6E6rZSCTUbKfnu7W75IMEAlI2XZ57uKOHYp2\nfPt2n75vbq7b119JAw0GflzX1WeEAmpfvuNEfA7U/YKArgsN6FotC2fOHBKf8faEsj+0y4B/u8PA\ngCrKNDPTDdMMr2VB1JpVr0exuhr1BQlldlwCfs4dGZi07ZYInBio1eIYHfWKgtVqsXV6Ku0JnXHP\nLpu4dk3Zg5GRm2hvr/j0lWNEZ5eAR/oGEthzTZY2kHvIvDkR1z4P75mcPIwbNx7X7WxrW0Q47C/e\nRHtGwEZnm9RMghG2Sa7ZzI5xfeF576R3ysDrPxecpB2jz0EdkDRyAj/KPkjlJ5CivrNfPIKGcubz\nZbEXZs4k8Cbo4folmUqkusq9haQUG4ahGX5sEwvN8Lga+p9sQ7PZxPLysgZcXJdzuZzWLfq4qVRK\njz3Bom3b+ihEsim4/spsX7PZ1MCQsifgpZy5nhB0hUIhLC8vazDebDZ1Xx3H0dRc+uQs9lSpVDQA\nB7zgDGVPH4EBZEm15f2kyPJe9okMSM4HBk2Y9OKYE0ByXnLNYJaR/gntjKQwS1aK3KtMmjjHhXO5\nra0NHR0dOgtK4F0qlXx4hQwCYhQ+h3LjcZcA1gLSVfw/XR9pYSJ+UXCAKjefyWR8lLX7LRAEqqur\nq3qvJ1PRBJ4AfJMQ8Pj6vEjJDYIpRjuYkuZnOCEAfzETFivi5zmIHR0O7twx8ed/nkar5Tkt5EnL\nYyEAmSHxsqAyEyPbR9449wDE43Hkcs9h167XEY2OwLYXcefOF7C8/FsAGgCSCIc3rO3lPAnHSSKf\n/30UCk/BNC1NT5FgiosBJwDbILM8cmFhO8vlGKanN+Hevc2Ixbzoc70ew+TkMCqVJLZuVedDygVb\nRljkQnY/kCUX1Y0bpzA0NK3bFowysv3quTY2bJhdl6EEgP37r+Hxx89iaOgOVlaSKJcTvv/Pzvbp\n93JRkZQY2bZyuR0XL+7RtMFSKSHecx3Hj18QoMQDz0FHiBEruZAGwYYEkNKplLJkW6WTyP/J3+X9\nErx4jr7fqQ5m2ILA4H5OTxCsymw6x5k/B8eaz5aA1jRNLC6244UXnsKlS6o4zqZNt/GZz/wjNmyY\nQl/fNE6ceBuAF+01DOD8+R26Wm8uV0FPTx6xWG2d4yFlK8dHRnTZb6kXMnsgf+cz+Cj+n4Ez6eSz\n30HZqHcy2u8dKyCfL4MNPw/02LaNubksFhayMAxg794bKBRyqFTiME0Xg4MLPp2UGTS+R2bzTNPE\n5ctbcf26ooh+/OOnkU6X8c47B3X2lnogq4rzyudTuH1bFTTau/cKZma68P77u3z3hMNNnz7K/rJf\nst+nTu3A3Fw20A/vnDd/H3jHer2VEW/5Xo4Pqbj5vFeQQY4Z4AXSgo69tFurq1E93gsLipLb3b3s\nm0u9vcrmzcz06sAk++66rl5fGKwwTVcXh5LnHMqsaE+PyoTOz/dh06a7ME0XhUIay8sdvii4BLKU\ng6RbAkAupxzVWk1ldkqlNlQqKV9f6QzJM6nlWqrk1cKmTSogeP36oH5+s+mtO3Ic5N5JmV1LJr21\naHa2y/cZOv7sD/uoHDDlWH3wwW6Uy8n72ky2VwYY+O5QKOTbD0q7x+ww94MG7Zq0o3JspR1Qv8v5\nrJ5x5cpu1OvKb6nX4zqLI9cOyorykuvZ/Hw/Fhc3wDBc7NlzXmeMaM94L9stWRyyLwyuBX2G4Gf4\nXI4Bf75791HcunV0rb02YrEl/W6uifTzSJm0LEtXYpWBf+4PZLaIewa5jevWrVsaPCQSar2mj1Uo\nFHzrDwEB2ysZJ6RfBu0sZR7UsaDeci4xw8gEABMq0qdlG6UvEQw4EyDLxIUs8MNkg2QNyovt43En\n9D3JfCCwMgxDZ3G9NWo9Pd5xHJ3gYbtphxzH0YU6LctCNpvV24oY6AjOOWY3CdLZL1KsJeWY7aac\nXNf17TkFlH1mjRm+W9oZZvpkMoCnd5CRyYq8BN+ynxx7WU2WIJuJJ8VyVIkHSQdmckgG7iR7SgJX\n2vdMJqNlI20X9YIZbLaXQSkm6GzbxvKyKozHUz84XjzOh7JisSeOrQwu3u/6yEBoLBbD0pJX4vx+\n0SCmiaPRqC+ty8gWoCYHKz0xEkBHLpFIIJfL6cHj/fl8HtlsVk9UKlmr1UIymfSVyU6n0zpiA/ip\nXwSejI7IVD2PhwmHXfzpn7aj2QzpaAmjIVRgTlYqkTy3RzovMvLGycjUtx9AbMKuXW8hnf44gBZa\nLR7ubQH4X+C6ZZjmLKrV/w3R6DF96PPCwoLezM+DfgH4slBBpZJKzciaXFS2bz+/dp+JK1cewA9+\n8DW8887TeOWVT+DChYMwDH8FV44RjTQdc8Cjq5CKzPYYBjA0dA/DwzM+Z0TKS4KlVKqB6ekeXL26\nHVNT3boICa9t2yYwNDSF8+f36EwaHee5uQ3a8ZLRfI49o5HUn97eOV3U4/XXT+D69Y06Q7Jv3zge\neuh9X4ZJAlI66DRsvPiO+4FAKccgkAsuiPdz3AGPUitlLnVQ7g2SkW/KJUghDYJXvoN6xOxJcPxl\nhliCaAnm+AxvwQvj9OkH8YMfPIFKJYG2tiqefvqnCIUcDAzM4ejRK2ufsfHUU+fxla/8BOGwHwBt\n3Div5S1lS2fGc+L8mUeZSWA/giCFbWY2VcqDjhr7RxvAcZDPpuw9amJL2x5JlaMeULfoNNCeSV0z\nTRNXr24EAGzaNAXDcHHvnndUC3VJOlMca2krPEfawJtvPoh8PoNotIlnnjkNwwBs20/pZBskbcdx\nHFy4sBMAMDIyhVyuiAsXdmNqqkvfEw43fXpDneBFdfeAZRg//elRH00xHF4fLFGy9rJKQdtEvZZZ\nEs79UCiE/n5FX+Z5naYJ3xwk8GKbpR7I/bZSFgShXV3L2nlwXQe9vQowTk/36s9JtgqfLSuVptOt\ntb6HdXE9z4FsIJtVRcFmZrqxceNNAMDt25tg2/79lpIGJ+21/JkglMGSmZle3/rA/vGSNQBksGzj\nxkmEwzaq1Simpnr0/YZh+nRJ2h3afZmZ5PEsgLcfVNpIvk+uQcr+WigUUmsZei8T6TEaPF2T+sjn\nJBIOOjuX197bp+/lftBiMeNb4+WYSCAhAyt+ZxListaAWQiXLik2Qq0W8znwZHHJOSwLDap2W7h6\n9QgAYGBgHNmsCvbTP5EFHAnoZLaPusH3BH0ZZgN5L7dOxWIxDWSUnCxMTHwM9+4dWhvDOQ0wCNro\nrJNVR1BCe0Ud5VckEtH2hgw86h/3Wra3t+v7mCFlgRtmCmOxGNrb230gm0VZOA8liJTZNqmf9LkA\nL8NL2QZtK0Gz3L4ht8SwT9QZgggGSNlO7oUl4GbQinsJ6cdSdh0dHcjn8xr4cxscx5++tmmaGjyz\nyj/BJdtGXeTY8D72mW2j78M1jQkX+s4sJErgRRo1E0ecTzzqhUxD9i+Xy+lgRjqd1m0Ih8M6ucUq\ntXw/z/uU2VUGKYrFotbhbDarx4kyJB2Yc5DrMeeOBNvss+N4x0DKys+cNysrK6hWq7qdHEt5v5yP\nhmEgm81q6i+3NlKfSAWWwTAA6O/v12PKs1wZ5KQes0AZtznyDNSfd31kIJSOjzw4lpEjCRodx8HS\n0pLenMyoAhVG8usBr0ABNzcTvcsoILnw3DhMam44HEapVEK5XNacaFn9ieWT+XwefMuBIwhOpVLa\nSH3/+zHMzHgRRgLm4BlPjuPofZjlsqItmaZX6YoTmX+nweWGeVJYWBYaSKGr6/+CZXkLNlAAMIdG\n48/guv89arWsr5+cFOS3M4XPsaGDK6lA/B/ggQl+tbWtYHDwBmZmBvDKK1/G5ctH0Gx6C6njGGg2\n1z+Hn5d/k1E8GifKratrBW1tVXR2LiMWq/oWNl7Ui1arhXw+idHRbXj77YP4/vc/hu9857P4q7/6\nHP7hHz6ON998EB9+uBXhsI1PfvJnCIdbyOfT+NnPHkW1Gkc+n9SOnuTY01jS2Kq2AocPKxB+48YQ\nZmfTePfdw3j++V9Arab0ft++cRw79p4vMsrncZGVVG1pyCX9RspNRsyDe3eCDjffI+ePXBwkcJV7\nvySolEBfjj//F4zsy/dw4ZNOs3TSJeCh3WB/gn2n02bbNu7d68ULL3wCd+961D0AeOCBMYyM3IZp\nhvHqqwdx6pS/gAcADA/PiLOKPRnIhYdjJNvN8ZCOL52EIDh1XY+Oy/ZLkMex44IvMzoSZLCoUzTq\nP47CA7v+IjUSnEpAxPly/foQWi0LqVQVAwPzel/owMAMSHWVQDOoc1I/lA0J4yc/eRSNRghdXSt4\n9FFFd5f9o22RzzIMAwsLnZie7lqbJ6NotVz85CcP6bkTiXgUXo9a5KfjBsHjykoK7757QN9jWfa6\nfsjMEinAHujwxkrSpPj3eLyGzk51DMnycnbt736ALMdIOsiAv7S9BFIsTpROVxCNKmc1k1lGPF6H\n4xiYne3WhTHk3OKzqW8AEI9XfLZABhZ7ehSArlSUI9PdPb+mF4N6baY+so0y+0VZcR6Sjstg3uxs\nr28NkbY6aAPYf9d1sW3bbQDA+PgQJC1b9pHv5LOCASIlM68a/Nxcl7blBEkcH7leKNsSwjvvHESz\n6WeQOA7towdypA1nQKmvbw6m6aJajekMuQKhSldWVlLrwHBQB2Q/5fxT/fQCaa2WN4fGxrajVEqi\nVotph1eCN3/gxZ+JVO3aiKWlfhiGi5073/dtiZB2Ws55zg1mQDmupAhye48Ep/Qd+H65fih/IYS7\nd5/D3Nx+JBIz2r6RRUO/ZXV1VW/VWllZ0XqeSCQ0QCHoiMVieu8f5yfZYDw2j77GysqK9q2azSaS\nyaTei1cqlXQmlsBcVkqmbxUMElMnpf4F12juRZTzwdM9Rxe+IQ2Z29noQxNkMjtF6iQATXWVfoVl\nWchkMlqupK+urq6iUCggmUzq7DFBH/1GJoAcR9FcK5WKLvpJsNJoNDSFVtmi+Lo9pyxYmkwmtbzu\nHSrYAAAgAElEQVTYV4IxwEtGsciOTOrIbDcxQ6FQWGML5rSvwPYwq0k/XgYICFgNw9C+PeXINjBw\nwsQUGZbMsHLMOFZsL/eTMtghCyixiBHBL8e2VqvpCsahkCqsxUAE72VQg3JeXV3V+Im6zaMbZREl\n1tuhzEk9pqzkPDMMQx8rI88aZR+JK4Isp+D1ke4JTaVS2qnjAPNcGsuy9DlN8pwZAlcaDpZTBngm\nZ4dvMnNwuPeT91EwMsMXXJhlNJQTlWCUE4ETmplDGd11HAerq4aOflGxuPDJvW2S3y2jkbJQEw05\nox2pVEpTqhzH45Q3mwtr4PxV2PYcvH0rvF5Bs3naB2oZGZVRM04k3sNMi+T9S4Aks82tVgv9/WN4\n771P4M03n0WplNGLl9zDGAQzQceejoGUi3R6LMvC8LC3b3N4eEY/Oxg5lk4m+0TDV69HMDXVjtHR\nzTh9+kGcP78D6bSiiZ869RAmJ4dw6tRDcF3P8ZEASy44/Hl4+A66u5dg2ybee2//2ntMlEpJ/N3f\nPYN6XS1Ce/fewKOPfuBzyKTuyQVKAgvpMFDvgk4ZnQ0CDQ94uBgensLDD59HPG6v03mpg3IuyUxH\n0LEOtp3ykQ6KfIfMssrsHx0ljq906jgXOK5SNyQwD4eb2L9/FBs2+Cu7AsCTT55He/sKDMPEyZPb\n8eMfH4QsdjI0NA/bXtX9Yfu4n4J+ouvCJxcuMsF97DLb4o0r3+an195vLIOOh8wMM0MfCnnAXxbL\nkbrJv9GWcWGV8m+14vpczx07bmF6egNcF0ilqshmy2vBnoJPnsFAg5xbquBDO958U9Hpdu68jT17\nbuu2yLYGdcUwDHzwgcqGbt16B6lUHbVaAq+//hAAtSdUZgokk0Be0tG2LAvXr2/TVN9QyKsUKZ1x\nHnfhOPenXFLXgnOtr0+BuGKxTe+FNwxv7NhO2qZg8EfKQI5dpZJAtarWSmZDN2xQ71pc7EC16gdm\nsj9rrdb/T6X8x0RIoN7drei98/N92Ljxtn7+yor/+BBpt6lLUh+oowRZpABPT/f4QHgwSCKLbrCN\niURVU5yvXx9BOOynd0nww/5LkGtZFpJJ5UyR/loux1GreQV05HMkyKR8rl8f0XukJYjmsSeG4T9b\nlDqxefM8TNNAf//Cmlz7EQ5HNPBiJrRUyur3B+e8BMfBLKg35pIp47XbdUNrx5QlfPaW9pO2J7hd\nwNMPA9euHQMA9PdfQzZb8M03bk+SjAjWxuBaL+ef9AF4v/QHbFtVtJUZFS9IAdy69UW0Wn36c/Rh\n6ANxGxS3UXGu8lgXOuelUgnz8/Mol8sayDC7Q72WwMiyLJ24YHaRbWbmU44L14Cgz0G5sv+kwNIf\nJLAmEJDjzb7K9ZHv4njLjCN1R9KRHcdBNpvVNGKCKNM0NYCQvhWP25BBJo43KZnsh2QMMpvmOI5m\nNEqgTzvC9vNd1BP6u5FIRNNEmfEkRuCcZ2DWND1KvTySh+9iewqFgi9AH4/HdXaP84J6J+ndgAJz\n3C8qfSGZmOD4VKtVnZUk8Ka8KH8ZKGCWlrInvqFs+LuyiQlfIEYmRRgolD4jATEDH6zIy2fyZ4JN\n6jffz22P1G9mdLmVkhhL7oOVdvDnXR8ZCCXloVKp6PN1GMGRE7lcLuuNxDQk1WpV02Ql19uyLN/G\n5iBFQoFC7xgUuUg3Gg1flSfLsvSmXKkQjChI48dN4ZyA/FwkEsHKyooPBHDxldVtZdSayiaBMicF\noGjMqVQK2WwWHR0dekJHo1Gsrq6iWp3DjRu/hHp9BTMz/9OatNcXWwiF/h1arQVdRYwLn4wqSpAm\naSRUdPaZwEtSB8PhMG7efAhTU1v0oksnQe4pks65nDw0MEHQSLDNcbcsC4ODXtn+gYEpLWc6S/ws\nDZZ0TqQDRmfaNG08+qjKYE5MbMTMTA9s28adO4O+Z8poO42IR6Wx8eCDFwAAV69uQaGQ8C0O1WoU\nzz//DOp1Na67d4/jkUfehyysEsxE0/GTAE9+SbnJbDX/bllAd/c0HnnkNL7ylb/HU0+9icnJQTSb\nUZ+c+F0CGQlGJQ2P90qjx8/yc7yXspOGmz9TfjIqS4Ai30WHhYY+CJapx82micnJPoyNbUGl4lG7\n1DNsPPPMSUQiKnp99eoA/v7vH0K1yjndRF/fkn6vpHOzHfxfEDSxjdL2SKeOz5CGmf1n1JC6GwQl\nlJdacFtrjhepfy4cx0Zbm7f3XWa4pUPFQJIEV/zdtm2Mjo4AADZuvAfHARYWcms6OoZPf/pVJBJ+\ntoH8WeqpBF43bw7gwgV1/ufx4+fR1bWk9ZQXf5fAbmpqA5aWsrAsB/v2XYdhAOl0ERcubIMqsuPp\nuNwasCZZX+CKc8SyQnjnnaOoVuMIhx2fg8R3r00D2Db0GhB0/jnG8uL5oFNTPfCyj/5sOsdHgljK\nQeqIBDWAoSm5vb3KiervV8CMVNzgWFA26t2y3UXf+MjMeXe3KnQ0M9ONkZGba2O30WffpA3kWFN+\nkoURiVhIp70CKoVCEpVKwmc3JdiiA8SLc2/r1jswDGBpKY2FhbRPb4N6w3dLoOQ4Do4efQcPPHAO\n8bhy8paX09i9ewIdHXnfWiTXAzn3Pvxwh6+vXsBj/VYGGfwcGRnD44+/gZ4edd7lwsIgQiELlmXD\ncVaRTJbXZJPW75PylDZfyikoA7knFPD2w9m2jfHxQSwt5Xw+hdQxvkNm9KV+qmzoAAwD2LbtjG4f\n5w2zQIlEAslkUmeT6A/IffXBACZ9qaAjz37ST/SCHyHMzR1AKBTSTi8dftoA2l8CE1lllGCPe/Sk\nbafuUAYEC0wOJBIJ9Pb2rsuCETAza8iCS7Qbas6F9fOp1+yrt2+75QPLlKHnl5ia3sk2s1AM4PkL\nlIs8paFQKOg+FItFrcOkZRJgUG70CYNnpnI8w+Gwjz5cqVR0FlnOu0wmo49mYXVY0mR5L0GqFyAP\naT+f2UH6hgTFhmHoZBD1SWb3WeWYAJBt5TEy1FuCVfrVtEHUA9JUyU6UF/11JpZCoZCmkSeTSaTT\naSwtLa0FwZJargSqzAJz7lmWha6uLr0/0zAMvYeZGVh5FAv1kDpHvZLnqBKLsF3c7sBCUK7rIp/P\nw7ZtDWxpRxnMMQxDMy6ZBSYekEEWuWdVrm3/v6XjcnImEgltQMillpF1HnDLi5Ej0h+CESbH8eis\nPM+H1IBqtaqVShoIKh8Vk2Wh5dEwpmnqiSz54QRfNOTkqTPdDniLJA0WJ4o8eJjtZ+SBMpJAlOCu\n1VIOaDqdRjKZRC6X09GqcvksSqWTuHPnObRaMzDNLFKp/xWRyBOQw20YBSST/wGAq2kqcrITsNOR\nkeceBh0ILhKu6/r2lXAbIw26HHsZReI9wci4fBcnGNvJ9yUSBbS35/WzN2yYQTi8nsokHTK2RdJc\n5Pv27buOXK6IRiOEs2cf8OmrdO7ld+nQOY6DbdvGkMmU0GiE8MEHu7UeyKtWS+CFF57Rxy/s3n0D\njz56Dq2WJ2v2g++WACfoFEuD4AFEA7ncAh588Cw+//kX8IlPvIpt264jGm3g0qVD+mxBOT58Fxcq\n6aDTWErgK0EDPxt0hHnJfkmwLA0V30VdlFQm2Vf5TH739tQZmJvrwalTD+Lv/u7z+P73n8alSzt0\ncahMpoxnnjkH11Vtm5rqwF//9cNYXlZRwZGR+XWBkmBfZH8pQwmQAfgWcBkIkVU1aQOkAyYDMAz2\nyEzv009fxuHDV2FZqu/Dw3n86q++h66ugo5qs23SsbofnZL95Dyene1BoZCEZTn4zGde1Xtm9+y5\ngWSyCsexfPNGAnH5NznWoVAIZ8/ux/R0FyzLwTPPnEY4XFsH7PlZzwk3cfGiyobu3HkDx459iIMH\nx3DmzF6srKhoLuWigIE8PsdP1/ZnglJ4662HYVleFVUJ4Pgc0wz5gJeUZTATqjJeao/mzIyfBi5t\nDZ8TBG5SvyUgApSDubjYDgBrAN7VVWynprq1E8LPSNCs9M17ViJR9wXjPAd3FbmcsqX1egLt7Stw\nXWBiYmgdZV6Ou6RzyyBRMrkC0/SOMZmd7fX1iXaT648M2HhjCGzfrqriXr8+gHS67NMX5SCVEIt5\ngTHaZLYxFAphZSWL/fuvaF0eGprDoUOXsbLi7cUM6qxsq+uu36/uv9YXclEgMISNG+8gk1FVcEdG\nRvHcc3+HVKqqjwdzHAOVSua+sgHgc+ylraGeKLnLQnX+DKplhdBsRvW43a+d0s4E53Wr1cLoqGIy\n9PePIZNZ0c4la18wKE4/RK4RtN8cH2lHCTI4pgTKkqpLGdDP4jvlMSrsG/elEYxK8BYMQpNO39bW\npoPvBIO0FwRIPIqjt7dXAwjaYsqOc5wOuZxbMjPPceO91HkZOJb+YfA9DCRSD6ivMistdYh/NwxF\nK45EIvrZ8iQGyodtY1CUwIVrEGmb8h3pdFq3lcCM/mMqldIyplyYmWNAm0wjmQChXEhZJTBm9Vj2\njUkn+urUWVl0jb6zYRh6v6Vt28hms3pPJ/GCpJwThFEm8sxUshCl3yW3aHFPLWXCcWi1Wjory4wi\n1wMGNKLRqA4WsG/0rXm/ZB/SNpCSzcQU9cZ11fa9RqOhgxaUM7PWHF8GAKLRqMZjxAPsr9Q/KWfL\nUgxW0uuLxaIvsHi/6yMtTAQoXjq536SkysiznLiA50zIQ1MzmYxWAH6Whmdpacmn/FygZGljpso5\nEBR6OBzWWTdp/G3b1tED3icnMOnBzWYTmUxGKwrT86GQ2ggv+eJ06BnVl4bQnwFRxl9WEJZUwOVl\ndfbn6uolAEA4vB+hUBih0G8gGn0RwC/DddvXxuA8YrE3dJSERp3GRDoZgFd+npOMY0SgQmUMZnKk\ngeYiw/5xMQoCTmms5TvYDspreHjap1eRSBPt7VPrHD7KMOj0BfuQStVx8KCS3fvv70GlEvcBrSBd\nRTryHsho6GdcvLgTjUZCv5fjxXtrtSRefvlZDUT37buNJ5+8CO4xCjpclA+pMzKrwP4qsO7ggQeu\n4ktf+gGee+5H2LXrCtravIOiZ2YGcPPm8XXVX2XEXS4ESh9a6OjIY9u223j44Q/xyU++i66u2XWO\nqWyr0kGPdk45yIAMGQwy4y+dQAn82R75JZ1IBirk/10XWFjowXvvHcbf/M2n8PzzJ3D+/HZks2Uc\nOzam21ospvD8849jcrILmzYt+NrMxVg5TJ4jx3141Gk5DhxrRrODoD44ZtRtylJmQmgbaIumprrw\nyCM30N2tAm77999DV1cZt2+ntd2gXWCEOHh0jJSvv30hjI1tBgCkUhVdXIaXbfudH9olzitJwZO6\nClh47bWHUanEkEpV8dRTZ2BZ/nkknUoCrUolidXVCCKRFvbvv4a2tjoiEQNvvnlIj/36LCjgOK5P\nhzkm1LHp6Q0YH9/hs6FBEOq66/c5U9+DNiudLiOVUrZ/bm5AgGA69X6Kp1zjghnVIDiwbRtzcyoj\n3d2dR1dXHtFoE62Wibm5Tp994XNlv6UdYSabz00mFwDY6OiYhmGoSradnSqjOzvbi2q1zSdjKQ/p\nCHHd6O1dRCpVQnd3TctQybtHv1fqiQxAERjwfbncEjo6inAcYHR0I5577k088cQ5ff+xY+fw3HOv\notkM+T7HOcO5ls93IHiNjm6B63q2XMqIYyC/y0CEF5DwChPJec3PBI8B6+ycw507W1GptCOdVkHt\ncjmFVssD8fcLVMjMqAwu8GcJQl3XHzSUQUzaAwlspJ7JcaVP1Wq1MDvbg4WFgbWgwOm197jakWbw\nXAIqvlOu88FMuvQzgtsO+LNkW/GddILl+Y0EN+ybbdvafyOFknrBfXFsE6COqahUKtrW0plnFshx\nVNVW2gvSaJkQod94v0CklE0Q8MssIAFTcE2lX8a+RqNRXZQyCP4YBABUBpTgmnv0eFRHsVjUmTYG\nD1zXRU9PE6mUl42lTAkoWAyoUCj4kgJce2UgolKpoFAo6PGSwJu6BUAfC8PM7srKio/9x+xlT0+P\nthmJREKPcRCEUnaW5RX4bDabOvvIgC+DFaZpor29Xful5XJZj6ukaDcaDV0hmFlN+uLc10ndY8LM\ndV3ffk/pD8TjcSSTSQ2Smd2t1+vIZDK6bXwWx4RHodDe0Idngox9NAxDZ+wjkQiy2awPMzmOo7EY\nsYfjOOK0jZzeM8o9wqZprktQcd4QqFNPKaefd31kILRcLmuUzU4SoEluugSPnMCs4Aoow18oFPSA\nkP5K4xSLxXR0SBq6bDarJzANAQUtS8WzGJGMbtBhJt2ENF5GEtLpNGxbHRpcrVb1/ghOQBY0YsaU\nhobPLRaLSCaTul0cdBrETCajnSlyuzmZqtX3fHJeXX0ThcL/jmYzhno9A8P4VbRa30Gt9geo1/ch\nmfwrNBp3tKHhHgm+W0YOqdzS2ZNR8OAiElzYuTBK4MH7ZbRQybaJ9va8z4mXY87n9PffXqdbQ0Mz\nPoeR7+NiKEELadycUA89dA7hcAvLyxlcu7ZL6wG/s538nbKRdMY9e64iHq+jUonhwoWt+u9sg3Qu\nFCU9he997xO6au7u3bdx4sQ5WJZqJ6mLdOjlvlzA24cqnRPXtTAxMYTFxdw6+VQqCZw8+QRc1w+Y\nAP8REQAwPDyNJ554B1/4wg/xa7/29/jCF17BE0+cwu7d13HlyhbMzXXrsZeflZkNCQwZgQQ8ilIQ\ngAUjxNKxlo5hEHxIh1tGJ2XQw3FczM3lcPr0Pvzn//wUxsf7EI16R1Q0GlG8/PJRTE/nEIsVfAUm\npGFV4++u2wvkZSbCvoAD9UVG7XmxDwRzEtx473J8z71xoxcsSsRrcjILwN8e+VkuYrJin3T4OBdc\n18X16yNwHAOWtZ7K32p5lGzp/PG9MhgIeM65om1F8dprj8BxDAwOzuLgwcu+8aIc1LiH0d29gE99\n6ie6sA2vZLKAajXpK4Ci+uPdI3WB8pCHuFuWhdu3d97XaWZ1XMBfMESOmRwr0zR1FrRYTGLPnsu6\ngBDgYsOGuzh+/LRvTDjukkYG+At4ST1YWFDBw7a2OjZuVBW3Z2Y60GgY6+YfoObRvn1jGB6+DYmv\n2tvz2Lz5qnbuN2yYxmOP/QT9/YoyOjvbg5GR2wCAW7dGAmPvVVKWe9TkOEejNp577ofYvv3aWh/U\nyxMJL4spA40ywEuHmfNmxw611WJyshvFYgSTk73YssXbfrF5811MT/fCcfwVxINMgMVF/9E8jmPg\n2rUtelyl7ZGgXYJiGVzxgjh+RoOkvKp1wQ9Cy+Ukrlw5iFarpUEoqbhyHvGSNl0CGfl/ZR+9d7iu\nJwt5P7Mq0t4wACKZTkGGDz/Lc0M3bBhHMrmobTkzSSxOUq1W9TrFdU8GquU+PakHch2mr+G6ro+5\nxjFgRX8APmpuW1ubvp/ZGz6D8l1cXES9XtfON7NsEswSaDFzxcTH0tKSj4LLvYrsB/ehGoah6Y3B\nIKVlWToDKcEqAN+WjNj/TdybBllyXeeBX+bb96X2rau7q/dGo9EAmgAJEGgABNgEAZGiRgulkccO\nKkayFSFpFGMq9MOWLIfscThka2RJIztshkaWLAuSSJEghaUpYmEDaKzsRu/orbr2qlf19v29zJwf\n9303T2Y1+W8CGdFRXfVeZt577rnnnu+s0ajOHYxEIjr0mPQi8KeORO8sC9rwvOFar62t6RxFRlQp\n0GLjyJE+fvZnK/i939vAb/xGFUBcAzbm27LNBwsNZTIZrSeWy2U9fq49o/WkHl8ulzWAMU3TU2nZ\nbwxn8Ztisagr8W5sbHjyXlkUp9VqaSOCaZq6SI4/15chptyfBJu2baNYLOr1IA/JCsQAPHmQADSY\nl3oPDRhs6UM+IW+wCBD3HAE4dXzHcbQXk98h5jEM5SEnL5DODOMm/iHPyNBt0okX+aVUKun5segW\nebxQKOjo0XK57NmzEuyzmrHECJal2uPIsPA7XR9rYSK6dwFXEWOSLADkcnFMTm5PalUJ/RlNOHob\neRiyNDeVg263hHDYtQi2Wi1P2AZLgxuGsS2WHmBvUBMzM25xBkBtuHK5rIGgtPICbsI4Q3Nl2XHG\nqJMWgAvo0um0/lweDIlEQgvbTCaj8xoIghzHQr3uBaGmuQeh0B8hFJrUdA4Go2i17kOp9BvY2vq3\nMM1FfQDIMBgJAPk3HgJ+K7u05EvrqjwEuTnIoFyfYLCHWKyJYDAgGDuKxx8/hU996kXk8yUPGHH5\noINcroyrV/cM7jFw9epeTEwse3iK7/aPm2PgITA9vY65OaWInT59P3o9b+8+uV7Soyct47FYC0eO\nXAIAfPDBEQBRD53k+Pk3ZWVM4utff0oA0dt44on3EQwCzz77NjKZ1jbFVwo4KRBcWjvIZr1eLNs2\n8PrrJ9DpxHR+AefGZ3KMhmFgeXkM0WgH+XxFK5O9XhAvvPAolpam9Pek9+VOgDaVcj3f0qMt72UE\nAJ8hFTpJL79nh+/1fyY98NwjtGADQDAYwuZmBpYV0IqKomkIp04dQb8f1essnyVD76RS7ed1hhj5\neVf93F6Ayv88/uT+k8parxfFwoLXu3Prlvs7ac2xe3nAuy/vZDBoNGK6snC16u2V6zjeQkRSUec8\n/SBbysZCYUyHud9zzznMzq56rPcy8uDixbtx6dJ++K9stq55xAtm7hw5wEvyp6KrN6UDIPDgM72V\nX/3ebK9BTHkPFxamcPDgFTz88NsAgHy+ipMnX0OzGdEAi4ZJuV5yT3M88myo10Oo1dQZMjurcjdX\nVsa27Qu5FxuNJE6ceBVzc7f0uzKZOgqFlPDuBzE9vYh9+z4afF5CKlWHbRu4dcvtyclx+SNj/Mpj\nvZ5GONzDxMSqZ80qlaymmaSflAE07Ko16+PAASXLr1xRaQPz894wZwBYXJzWMtgPcgkMi8W0B4gv\nLMyi18tse5a85NykTJQGPz5TrhX30Z1A6HvvfRI8+imbKxVvnqs0GpHO3FPyewRWamyyUM12g9md\nDLKkkzSg0gDvBdKKhqurI9jYmIJhAPv2vaUN6gxlrFQqGhTIc4XvZLoVAaUM25Vhp1TUA4EugLam\nv/RQSpks8wZZQ4RghxVAFa+5OiJBpGGoHoqsdMvClnIv9Xo9HZ7Iv6fTaX0PQTC9VVwv6mfSO06a\n0fMleUauUzQa1ZFzfi8neZ1zl7ml9ELy3GKrFMtSFWLV/T0MDzdx8mQAv/IrZfz5nzfwO79Tx4/9\nWBuTkzbOng3jwIEe5uYa2Levjb172zhwoIu5uSYOHuzh8GEbx44FMTsLDazknuE8FC+64bamaepQ\nauYPRyK2rnJO5w2/R6CczWZ1Xi/zGEkzJTMCyGbd4nC2bes6MzTwSScSDbEcJ9crnbZ04Sm5tnJu\n9ATz3bIoaqPRwOhoHKbZ97S+AlyMwudJxxifTQ8k0EM6behQYL8Bnj1eATeilGcw87FDoRCSyZ6+\nl0ZaGlYqlYrOj6Zzg3PhpXjGQTLprjFDphOJBFKpFKLRqM4ppgGAgFjmhP+o60d3Ef3/8eICswUJ\n0Xyv18IXvxjFAw90cfhwH9/4BvA//2fGc8AwnpzAjASiFZHJy6qybBd/9EdNFAoN/PIvu61Ntra2\n9Fja7bZOut3c3IRhGLrscTKprO1f+coqHnzQwi/9UgzFIluDjGhrBJkyFAphc3NTP4+NjpkEfegQ\n8OSTffyH/6C8wel0Wocgy1LhtPbIIjyO4yCRiGJszEYms4Zc7n4tyHq9Hkqls7BtN4E6HL4Lsdh/\nQq2mSrjTIqasRF0MDf1HNJs70Gh8zhMuwc1Bgdrv97XlhRvLtvvYu/d7WFy8H81m0iOIqND7i59I\njxKFkmVZmJ5ewaOPvoJ2O4JyOYdKJTf4mcb09C1MT9/C0tJOXL58HMXikOAFG3/zNz+OeLyFsbEC\nbNvA97//CSQSVTDXRvINDwGphMvQrVisg243hNu3p7C2NgrLcg8tybd8Dn9SgVR0ag4K4Ri4eHEW\nhuHNvZNgAnCNDP1+H9VqBn/zN4/hJ3/yewiFLBw8eHtQkbSNT3ziPL773Qe0l0h6sUhPKTCVJVaB\nx243CNsOIBrt4L337kOhMAbDsLRlGHD7xpE+rqXaQCrl8lSnE8KpU5/B6mpW01GCIwkeKQCnp1fx\nzDOv4/Tpo3j//V16v5A3qPDwWXJ9pNIUDvdx8OBNnD+/B4bhRhb4eUzSWq6Vel4X09MFlEoZ1Gph\nj0eQkQyKz03YdgSAW9DHBf3MhVZWZx6MEgBIECiLAvGzcJhz9no/XQ+LK894cBLA0OJ469YMdu3a\n1HO/fXtkm8GDuTEy745jY15KMBjAxMQaer0oisW8/t7ly7uwc+fKYF8E9Jj7fW+IIuk/NFTE4cNX\n8f3vH4dphrcZaGQuzMWLBzA+XsTOnbfwyCOn8fzzz6BWS+Dw4asAgJs3jwIwYBgmzpy5D7FYA7t2\nuVWwM5n6wOgT8+SIy70VDrutiaiMSA+M3LvkP/fQZ2EKl3fIX1Kx4WeBAHS12sXFCWQyTczMLHpk\nx8LCtAdoc++SJlTAuNb9fh/xuI18voCNjWE4TggbG3mkUsvI59W5ubIypukv14LPX1/fAcsywdxh\nNQdgbS0DgO0dvDIun68M5jGJVisEx7EHht8N2HYQ5XIa7M9JGtLbYRgGut0cHEeFqPJqt8O4fXsS\nhw5dg2l2cenSwW0GL/7kPHbs2EA8rnjv2rUxBAIBLC6Ood83EAy6LXRWVqY9fCZliRtCHIRlmQgG\n1edXrhzE6Og6Wq0EqtW4xxMuAaU/1NwPNONxKm62Z93IK92uS4SlpR1YWJgGw7PpCW21YtixYxWr\nqxOwbVfh5PPo3eL/pXfLlZl8p4rQcBzb8xxJZ6msk+8ApaDnch0YRg/dbhKW5RoLuc5nzx7DU08t\nY3LyGi5eXEW3O4VGo6G9SYZhIxyuwTCa6PVyME2VQ0avDPmUck2mX3AvUO4dO/ZfEQj08TyjgekA\nACAASURBVM47v+oxXPI+0jqRSGiF2m+IULrXBbTbDkzzBsLhr3gMofS+y/SgSCSiAYB67ha63Q4c\nR7VlKRaL+oyLx+PaWyR5GMA2D1ko1MPOnQVcvTquc/wMw9ChtbxqtRryeRX1IL12lmVhdraGjY0E\nCgWlK05MTKBYLGq9rV6va4AVCARQKpUQDoeRSCRgWTV8/vMmnnqqjbExf06zez37bAfPPusPoez6\nfgJvvgn8u3+X9njXySuMzCMApmyo1+toNBrI5/Oo1yv40z+10esZ+Kf/VIVwJpNJDQRlaCxBGw0U\nBISWZeEf/aMinnzSxq/9WgYLC6qPa6mkHBfptFvwi+vA85RnUigUwn33NfDVrwK///ttvPlmTNd/\nobffsizttKrVaojH43r9kskktra2MDQUwJ/8SREXLsTw279teKIUK5WKbhNEXZseW4JAwzBQrVbx\nh39oYGyshZ//eQO2HdG5uzT4slYN91Gn00Eul9Pe4Farhc9/voKf+7kO/uW/NHHmTFOnGtIDz31C\nAw09qvRyJ5NJ7Nvn4N//+y6ee66AP/uzAHK5nJYlxG7ZbFZH4tFAlEwm9XNl1OoPuz42EMoDjAqa\nq7hG8PrrIdTrQLncR7MZ08ThfbxSqZRWrti6RFYLY9Woc+eCqFYDGBlRVqFKpaLDGwxDWRxY3YvJ\nxgAr/CmheOVKCOm0gWJRHQypVAqlUkkn6tId3e/3kUwmNTBgRTDDMDA5mcS/+BdlJBJAJBLFH/xB\nAqapKmcRiMoDj/fToxKJRDAysoXZ2a8NQniWtcCLxWIoFFwvaDh8DMnkH8KyYggEmno8FLjB4DsI\nh99DOPwe4vEPsLr68+j3x/ShFgqFPP04SQ+uwdTUaczOvoXx8Q/x1lu/rBVBfk/mcEigwt+lFyyV\nUgpVNNrB+PiabsAur+npeUxPz2NpaSfOnTuKUmkYnU50sM5hfOMbXxhsSqDdzsFxLASDrreTG4/K\nkvSGcF7Xr88O8pZkQQ9vFVzGxVPRoGCjkC2VhvH1rz+LRKKOQCDsUW4AN4yPY6Iyy3eVy1l861tP\nYm5uAffcc0lXad23bwFnz+5BsTjiWQfOSXqxyDtra2M4ffoTWFsbw/Hj5xAIANeuHUUw6IY6URhJ\nJd0LioDTpx/A3XdfxvDwFl544XFsbrrtBPhTeiz93t5qNYHV1WEUCm70ggQkVAR4cHFPS2AWDBr4\nqZ96Gel0A71eCFeuzOnnS6DK78uDR37v2Wdfw8REAadP34Nz5/Zs+64Ee6SjBCAAMDSk+HV8vIhw\n+MA2nuZ3bdvW+eaSDwHVZgOAbgPEMfD/3K+MTpBAg8++dWtMK/vNZhCFQhqm6c2V5X7nmtzJY/zQ\nQ+dw7NgN3Lgxg1dffVTz8+3bE2g0okgk2iiVkgiH64MxuPmgVDJCoR6efvpVxGIdRCIWXn31kW3g\nTRZp6vctnD79SWSzRWSzFTz22Kv48MO78OCD78EwgG43i0Jh/+DADuC11x5GLPZdjI8r0J3J1AaA\nx81HUgYCWYCnilJpTK8NeYS8Kr1LHBcVi3C4N5A7y1hcnPLMVxpdyDP5fAnRaBeWZWJjYxyLi10P\nCG21IiiVRmAYjpbDd+IbuX8CgQAmJ1dw8uRbqFYT+PM/fxobG3nMzS3DNB10u0FsbOT0vdIz64Ze\nGlhZGcXMjCtTDQMwzQ56PcquO1uqb9zYqXmh2+3ioYfOY3p6A2fOHMOHHx7wGPJkKKxlmWg2E0gk\n3LC1a9d2Yf/+2/jUp94a8GsOq6uzcBxHK1g02BKEHDy4OBjHNPr9IAzDAhDDxkYek5NKLq6ujqDV\nCsAwtnv+pIc7EulqIF6ppLG1NYEvfel/IBZr48UXH8fS0oTmUynXKA/9HijSe2ZG1SRIpxt6HeSZ\nYtuUdwG8/fZxj6xie5ZEooHjx9/H+voIvvOdk55xANAGXSkjpIxVhvWWXttksqXzeDlmeUljBedD\n3j527F3Mzt7EuXP34vLl49tA/dbWJDY2pjE6uoRDh97Du++Oal1BfdfBpz/9PxCLNVAozOLatfvR\naMxp75KMzuC5xf3kr09QKs3CNHsahPsBM2V0q9XSxWYoC5Re1kY4fA2BwG/DcUxY1n16LaWBnPwt\nQytp3FLy4j2Ew/8Vkcjvo1wOahCQTCZ17qIEsVJH4PlmWX184hMf4vDhG1ha+hx6vbDWewmKKE9i\nsRhqtdq2qKFAwMRv/VYXb71l4GtfS6Pft3RvTuoSbEPINWW1VfV5DK+8YiGXi+LRR1uIRBzcyUlV\nqxno9dwwcx/76DVqtdwCcrLwEx0opAM9sFwv5ncGgxGcPduBbatoO+YSUt/n36LRqA6nDQQCGqjG\n43G0Wi1cuwZMTPSxutpFOBzTvExakNfIgyxESq9gt9vF8nIA588Dt2+r7xNIETAyl5IhupQHbHeT\ny+VQq1Vw4UIQFy4YOv+WcmhyclJ75/2FkjgGFmG9cKGFQkGlVHEtZcFSAEin09pIEo/HNb3qdRUh\ntLISxdWrNiqVEPL5vA4JJ21YwTYWi2n9QNa+UX1V6/jwQxM3biiebDQaSKVSsG0VuhwOh3VeteM4\nnurCNO772/vc6frYQKh0z9MDKHNBv//9AN54I4N+v4dQyLW+yPhlXqz4Jcso07MIAP/m35hIJKLo\ndisDi5CyuLGXFMGsYajQjGazqQ/HWq2GdDqN55838fLLKfT7bYRCyjrDBTFNVTmXrnFaowiOKfgs\nK4CvfS2GX/7lFh5+uA3LsvEHfxBDp6OS25nwLHteyUNHWZZU83jHqSIQ6MJxwnqulcqbAIBY7EEk\nk/8J7bYBwLX2ywO+3z+Ora3/FbnccwiH57Fjx+9ia+vzKJefRr/vDYnzhyQEg9ewa9erAICFhQfQ\n7Qa0hVJ66bhJpJLkggrXenb16n24dm0fcrkystkicrkKMpkiRkY2tglAgtHFxRmcPXsPtrbyeg2k\npZiHHcN45GHMg48bj5dlqZw1NXZXWeA86IXye7Xk7/Qe1mopsLiQWi9vZVnXQu8FoaZpIB5vIpFo\nwLK8OXkPPXQe3/7241pB8nrn3HYm5P9AIICbNw/Asizcvj2FlZVZBAJuSyDADZe5k7GAtFpdHcf4\neBlvvXUM1WoWgJtHJD0X/tAit2VRBt/85hPaSEDaE5i5CrPluZffUQLfwNWrO3D8+GXcd98lXLu2\nC/2+t+2JP6RJAlAK2tXVEUxMFDAzs4Yf/GC3Z33JJzJMTIJ0Pos8adtuOKEMvZdr3mw2PR5ZXiJw\nQK+HVLDkRaAic/DUs+Po902EQja2tpIIBIIexYX5RHwGQb8EU4ZhYH5+CseO3cDOncsIBpuw7SSO\nHr2AoaEtHU6Yy7my1bK8Rho1/zDOnLkPjz76FnbtWoRlncbrrz8E2/aGikrQ3+0G8Morj+GZZ76N\noaEiHnnktKbt4cPn8More/XzbTuEU6dO4NlnX0I2W9OeUGk84HddurryU+430ld6QjkfF5x7c2G5\nH8jnsnaAYRi6j2WhMIJ+P4iFhUl86lPu/UtLUzAMpXj4w6Qph6QhhxEak5PKWLG2NgTbtrGx4eY2\nrq4Oo9dzYJrbW6ZIgFutuikuvOLxNkql8CCfb3tWjprDtKQARkfVWDY28h7DpKQ5jVm1WtoDQsvl\nFB5+WAHQW7d2Y2VlCoGAqfcdjb9ur8A2du1SAO/KlR1ajiuvQlKD0IWFaU03ub9kZIfjOJiZcc+S\nK1eOIBarIxZrD9Ys55E90vAjves8X1zgBt13tNcLeWjvyhUlN86evQuVShyO0x+AhR4iEeVtGhpS\ndF1eHt82Bp6r5AmvDHG/OzzMllJArRaFDM/17xHKsjsZ6gIBNaZu1/X2+4Ho+fP34YknljA9fR1X\nrmyhVhvyeIC73QgSiRri8SI2N8cQCrkpFvIMlWGGBCk0KvV6PZw//9jAcLUd/EujHGWuTH1QHqYb\nyOV+fzA3G45zGY1GHYahiudIYyfzxBMJBd6Zn6eA5DJs+1fRaMTQ6dQ1SJW5b9ILTlnNkEk6J86c\nOYJstobZ2XXUaju1jicjzHjW0KvJtoAKfPVRKpn4y79MoN93jdusryKBn6xrwoI8qvprAv/9v0fx\nx3/sIJ2O4OjRPu65p4UHHrCRzys+f/nlGP7iL9wKquxVz9YhqVRKrwUN2u12W/+dAJGF/AjmMxk3\nopFg7A//EIPCpCqkO5VKodVqadqyeCGNBKxgm8lkUK1W0ev18N3vRvHSS4FBMZ+I5vtoNKp5koYc\nf2g1wej8fA+/9msmcjmV91qtVjWIDYVCKBaLnkq3mYwK5a/VasIJYOB3f1elAnY6biuVWCyGjY0N\nRKNRZDIZ7TEk/3NuXLfnnssNPLSup9YwVOjv1NQU1tfXNTAlrZjHSR58990YXnnFQCYThGm6Fb0Z\njVAulxGLxXTrnHRapQQQj6lQdhP//J8HEYuFYRh9zdPNZhNDQ0OoVqueujeMZqXeYduqMvKd2tvI\n62PtE8oNx7h3eiApxJUr1/EIYeZC8pLCKZPJ6ORpKl0My2VoLAUEw4AptJggTauYYbi9ccrlsgaB\nFPyMC6cVEIC2ALHaLw9O5v+0222cOhXEf/kvavyPPtrFr/xKB4lETDOBVCCo5FH5VEm+UwDU35vN\neRGOY6NWewux2CMYH/9/EYvltTWCc+KBr7w7AXQ6n8PKyr9Gu30AhmFjePh5zMz8G0SjSx6wZds2\n4vH34ThNOE4d+/c/B9O0sbW1C7dvP6gPGMDbVsYPaDgWKsA8eNQBmcLa2jhu3DiKd9/9NK5dO7IN\ngCoeMFGrpREM9nHw4BUMDW1qoc33SyDB98r8K645vy8PIn6f+TESsJEHeYBKT6m0mEsQxPfwvZIe\nVH6locE0A2g0IohGO/AXhZmaKmB2dkXPV75LKkecC0PVDcPAjRu70WoFdDVXKhcUhNIzKxUEjvP8\n+cOoVrN63fzha/4cC8BVSDk2CXJJK66X34JKayOfYZomzp3bh04nhFSqif37b3m8e3w+//mNIXzO\n/LxqOD85WQDbc/gBqPQOSN6+777z2L17CaZJRdDB3Xdfx549tz3vkgDfv+Yuzfi74blP8puUITw8\n+DwqyaWSAhjttmsBZsEJmc9NZU2CLhoqVldHUS6rlix7996C4zj46KMDGBmpIJNxgYTidQW+mXci\n53bz5m689toDcBxgz57b+PSn34RlKWXCzbd1PUzBYA/xeBfr6xMD/mc+MzA8XMD4+JqWuQr0RfHi\ni4+j2YxqTygjUeS685IhuvxcRgCQntKIwv/zMabpeselkUPOwzAMnQ9KINFqxVGrueBvcXFaf1fK\nFvKvpKM0CI2PK3C7tjaCYDCoixMB0BEJwaC3KJefB6XNlmyYSLQxNVXAxERN56Gr9TUG450deB/V\nPIeGGgiH+7BtAxsbGY/RR8oLrlW97p7R7XYYDz30PkzTwe3bs3jjjUcAeFs/URbwmXv3riAYtFGr\nxVEoTHkMoWIr6RxRvlfKUinPJiY29fxu3pzD8LCia7WaQr+fuOM8JC+RT+SeHBrqIhJRukm3G9J7\nlwq0AhYmyuUUPvzwoN5zhmEgn2/o+0ZGCgOau32oeVaSHynX+X/+JPgaGdnS85NGOSl/pKFWhk+q\n+xgur5R2y4pqvpfyCADW10exvq4MFPv3n9HKM71/jYZa+48+uh+mGdL8blmWDs/j/KRBhueu9Ayq\nsShlXuY/Wpbb4UDSjF4YpbTPYWvrq7Dt2GD8dUQimzp/rtfr6aJEfI/0TrktKz4Lx3lE64lU9KlL\nyUgk5rzy/5Kne70IvvOdR9Buu3Ui4vG4zh+UwIjAUc4xnQ7hX/2rJOp11wNJz6EEogxfNQw3r1Dp\ncHFt5DEMA+VyC++/H8F//s9J/LN/NoyvfjWN556LYc+eFjIZQ8+VIaP0/rLdCFus8HwlXejI4T5K\np9PIZrODfTihz1jq5HLPEOBzDfznsDQAEuQwH5c6eTAY1GCPPMu+m/7WKMxjpANJ7iuCKYZKM6c5\nnU7rtVV5rarIHQ0GlEfJZFL3YQWg59psNj26GYuQcp2kx5JnOO9pNpvIZrPI5/O62BGNBOxpS/2J\nmIJFj+ioYLizOqdaeo0JhJPJJABoAzr1TTrnJOANhUIYGhryREJSB0mn07o404+6PtbCRKzAxINC\nFsXhIkgEz81KCxM3VDwe1xYPxjzzWWQACh1pWZAWQd5HJuL/aSXodDo6jJfhAdKSIgU6rRzS4+M4\nyl0dCoXw6qtxAUTb+MVfrKLddhec3wdktUY1l5mZnQgEVEXSfn9FKDXrCIf3Y3b2z9HtGh73Oze9\n/Ol6nsewsfEbWF//Mmw7gkhkEbOz/xbDw9+GabpW2LGx72N09DR27vwmotESut0ELl/+IlTunGst\nlYq3fCf/5k/Gl8oM1yMWczA9fRvXrh3CBx/cjzfeeBynTn0Bzz//v+G5576Cb33rp/AP//A03nnn\nBMpltzAH50XAIf8mDw0JsKQ1VtJdfiZDIPk9qdD7czEl70qFRiqHpJX0JPBALhRyeOGFx/B3f3cC\na2ve4jMPPHAOoZC3pYQao+I92UeXJdXlHP2KqlSqpMChwOfzTDOghRvXTj5XKvaAt3KwVN794yad\n+SwZeioVKXVQRXDu3D4AwL33XoRpenuxSc8Y5yUvx3GwuTmMTieEUMjC5OSmB4D6QYvkYyUjUnj8\n8dd0pdadO1fx8MM/wOZm3rO2Eij6vcOuMssxuR45fi4VF/6NAp8HE7+3tET+cA1XXDMJ/CQttgM1\n4MoVVQX1wIEbsKw+ms0ATp36NPyFVZaXR2HbrkyTz7UsCzduzOH11x8AAOzdO4/HHnsPDBGW/KIO\n7Tbuv/8dTE97cyc5vL173/V4b5RSlcILL5xAIGAhEtleAZR9XyXdJE2lcU96TyUAld4m/yVBK/+F\nQg7GxggWJ/VeKJeH9RovL0/Atm0djSINjVLpkO+IRGwMD5cHz2UbFlODsG43hPvvv4Jdu9Y8SgwL\nyTCEcXi4KNZI8dVDD53DF7/4GrrdCLpdGdqp6Hjjxqwek23bOny8VErDssIeHufak4dVRIns7d2F\naTpYWJjC6dMnYJpuYRrAPRNkNMW+fbcBANeuzYJFvHheZLPKst5oRFGrpT3ygxfXnTKVYL5QGIfj\nRDA6ujX4fUSPnTJeGuQkCFP0cY1oo6Or4u/bW6coUBXEG2/cD9t2eU5VtVfr2ulEYZoO6vU4Njdz\n+n28X8pV6QnkTwIRelMZneH16ru8K88k+SyuJaPOut2gZ7+QtwAlMy5ePA4AmJm5gWSy4JFh1WoK\njUYS8/NuZXhWs2WhIJ6hBJwsKkSFn2shn0u9jUqulK/kec6Z9/b7B1As/iZsm2Gq5zVPy7WVfS0J\nlilzotGDiEajiMfjWoejwZT327aqZnv06FGPfuWPtnCcIObnpwV/eKMiKFN5n5Rbq6sG6vWIlvH0\n5ALwhOHyrCAQ4T4zTXNb0U7ySrfbx40bQfzVX8Xwm78ZRaNhelprEMAB0E4Wgh+eS9zDzHeVhnKu\nFavoch1pvCB9uRbEB7FYTBcLJR/K80163WTKBb3H/B5xgMyBpG4k9TCm5Emjoyye2u12taeQmIP3\nMnqLcoD4hNFcNIAy7SAUCukKypQLXB9poOv1eh7QSsOTBKiRSARDQ0P6MxkOznzafF7pKTIkmfzM\nCFHqgHRCyfaZct9JWcIwXRpE+HfOUcqYO10fGwiVCgB/BgIBbcEgYmfMO0GVtB6zxDDLN5OxSBD2\nr5HvkJYNQAmvcrmsUT4tMuVyWT8vGAwil8theHhYlyJvt9uoVqtacDGEttFoeFqKyCTrYrGoQfeL\nLwbxJ3+iNt3jj3fx679uw7b7esHJLPRgmqaJmZkZjI+PIxxWVshOZxGNRgMq5MLCyMgfgflaHLcM\nGaHwks9U4wT6/c9jefl30Gjsg2HYGB19AXv2/B4ikUUYRgGp1C1MTX0Xw8M/AABcuPA02u24DieR\nYMFVtA3PmkkrkwQjUpCpcAcDb775ON599yFcuXIMCwt7sLExgnY7gWAwpD1WEvD6w5TkAeVXMmR+\njbTG+hVB3ieVEr9Xhfe7OWkhvVEpYDgGeSBJq7s8bAmG+v0+lpeH8a1vPYnvfOchbG2pMLxcror9\n+2/oeZPu+/Z9hFjMXQfyNoW5vCTAlF42uTdpFSaQl+8CvOHFUknye8F5ye9Igw33nD/03AXXrpXb\nsixcvHgQ7XYYyWTLQweuFdfDH7LPvW9ZBhYXRwAAs7PrHsDH0CU/UCZfsFosdV3DUGGG1WrGQze/\n0sh5kn6KN7308fMy6SeNA1Kx5j0Mz8xkWtpQxfFLrw4vmQMi9+vlyztg2wby+Sry+fXBs1N47bX7\nPONcW8uj1wt5lGWp1BiGgZs39+PNN1U7hwMH5vHww+8gGHS9BuTvajWNl156BpcuHYOPXQAA4+NL\nyGY3NC35/FJpCC+//DAymbawjvc9aRukYywGqCqb8OxNqdxLZZC/MxzXMLweSmnw4LtzuVUEgxa6\nXVU4iM/e2lJey14vhH4/otdMhnbzb3w2L8uyMDq6BdN00OmEUKnkcezYBZw48b7mv2PHruCBBy6g\n2QwJD64rc5XBtYWhoZJ+LgvzDA9X0OmEUK3G0eup8TSbEQQCNjqdCFZWJj0giKBtYyOn+VEqyjLc\nWYUAuxWVTRNYXBzH9773CCxre/Vsx3F0mwtVU6GGyUnlHZyf36PnpWhuaGC+vDw6eL63l7Q0PjuO\ng3DYxtCQGv+FC/cAAIaGlOe6UBj2GICk3JE0lXuS68Uxkk/kOcfnLSyMY2nJLR7FMbIoEaMqFhZm\nYBimBmdSPkrPoZ9v1dnZRTpdHbzbGzLsjm97kT7J6+EwDfQ9zbN+UE2DdCAQQLW6A2trSg+56673\nPWdpvZ7CpUtHYdvufHq9Hmq1mvae0QPD6rqyRYoMjXbnGPJ4g3n+cp7yH3NE6RkzzcNoNH4HjpOC\nZZ3XQKLdbusCL81mE41GA5ubm3r/RSIR7WmjLlculzUdZds8hvEy31G29uMZzDXkOSN1iXA4rGlC\nHms2m548Wd4rgZA0vFqWt7CTBMgEWPRqMlqGwIn7iICw31drQQ+aPEf8OhcNawB0z0tWH6a8J/hr\ntVraCCEr68o5MHIPUIB0dXVV6/Pdbhe1Wk1/h97sYDCoqybz/dQtUqmUJyyXwJb3cL3pbOK7er0e\ntra2EAqFkMlktLeQIJlrwkqz9MIzNY89Ow3D0Ou1tbWlQWKn00Gj0UC1WtV5s+TzVquFra0tPR4W\nryKvEOTxvY1GA/V6Xe8JFmYifmIBLe7Fcrmsz2O2AiJGIO3pmKMe2Ol09PzK5bJ+N8E5AP0uhmFT\nT/9R18cGQjkpMib/Vq1WPYc0LQBSGWZRE2mFJxCkBYICjUicwkuG7DAPRSkSOTiOo9ufsNQxN2qt\nVsPy8rLHkk6gyM0Ri8UQj8d17yEAekFMU4UlUOi0Wi288EIQ/+2/Kdf3E0908Uu/1IJt9zUooBBK\nJpPaoqUYW+WF1mrX4TjOIKc2j3A4vq2UN61BrM5bLpd1aw4esq5laAhbW7+JjY2fg21HEIut4ODB\n/xs7dz4HADBNenqziMXaSCZXtaCReRHSiiS9DlLhlzQk+KQibhiGZmr5fVfhVGvKsAGCP+mZlIDJ\nVZi7HvAnQQ8Vd5kjSZ6RIUv8jLwkQQJ5mmNiyAgVD1qSqEhImvEewNtaBjCwsDCFv/3bk/judx9A\ntZrE0aM/gG3XPcA1HLbx2GPfB3OB/AAhEAjowl1y7jKcSO4nKtrMk6FwlJXdZDEC+T4KQkl7OSa+\nl2vvt6zxHqns8j2tloGzZ+kNvYxIBEilWhgernjAkBR85C2OgUVIduxY9/xdVmvkWGV+aKeTRKHg\n9UzPz094FAG/l4Jzk5fiIzccl/OTyivfLUPN+WyuVzAYHOToqpxN0zQ8ig15W64321NxHbl3m80Y\nbt9WcuXAgZvaCHjlyg58+OEuPfZotA/DiHiUZQlWSOvr1w/izJlPDJ53HQ8++A5iMTdE2FX2A/jg\ng3vx2mtfRKOR1O+hx+7IkfPbPFSmaWJtbQqlUlbTpd838WM/9m0cPXpRP2PPnnk888w3QM8b5YQ0\nNkmjJuCW8OeSyc8l0JZnCvNBV1dHwXBWdTCrHr3dbtjDkzQCcAx3ShUwTVPnPapevAYWFqaxd6/b\nIzMaJWBIbQt955pMTRUG6+7mSvEqFFQVW4bjqjx24PbtXej1vDmHY2MKyG5ujmiFmnSRxii+N5ms\n6Pesro7gpZceGuQvhzwyD1A8KNtf7N07PxhfHoVCwmNMyecbCIct2Dbw0Ue7NR3pvZDyDlD7eGKi\ngkDAHhgJJhEOG8jnXU+oXFdJQ7lveVZKgDQ2ti7WzVsMiXza7SqFUbYxUvQpDdawNaD59DZDpAQf\nfgMp32HbNvL5Fc2vluU9YylfpQFL0lM908ATT3wXBw5c04acQKCNe+55G9lsUdOFcpDrf+HC/QCA\nHTtuIRZze3OXShO6/670GvKf9HTxDCXtCCT9tRpk2xfqC7KwHZVyRhkwio3/6vVJtFq/i35/SYdg\nuoYN0+Mp47up2LPtTDKZ1FVrbdvWVXklAH7zzTd1dwbSWxlCwlp3oZOAa8jvyfQaeqcqlYqmW6VS\n0c/o9/ueEFKOudfraY+i2tM1DV5Z1ZX3y5oOfA7PBvINPWYEP9VqVYPoZrOp15B6sF9fCwQCOm8S\nAPL5vAaC9Xpd97ykA0fKAr9ckNGN/Mm5sr6LCgdveGrCFItFLWOpwxDws5VLNBpFpVLRfMYwW4aa\nVqtV7UkkrRiKyt60NFaQL2T/WfJNOp3WXTE4H2m8lnnBpEEoFEKlUtF66NbWFqrVqh6L9N7y3M5m\ns/qM73Q6KJVKnkJN/LxarXrAbb1e1+cTc0aJKRhxmk6ndWEkht2SH8rlsga4DJuWChFDVgAAIABJ\nREFU/Hin62P1hAYCAV09koKD/XS46SmYCeYAaA8n8zoBxfQEAFxcWmX4bHoNyZB+izTDRnjQMOGa\n4RkMPyDDcExU0In8AbfSG8N3W60W6vW69tjSxf/yy3F87WtK+XryyQ6+8pU6yuWix9OgLPoxjIyM\nDPo+TQzosOIZI4U3rf2sNkZ6OY6jmxiTQblZaPXo9SxUKo/i9u3fQqOxH4ZhI5O57lm7WKyMXbte\nhWn2tfCTllYJOiRIk9ZqqVSS9nwO6S+tttJbyBALGTYhwSzfKwHFzp3z2L//in6vBKA/7JKWRGmZ\n5U/pufALc2mJ9h+ofJbMe/QDFbn2ANDt9vDRRzvw3HPP4P33j2D37nlNb2XUSGJqagUPPXROe2D9\nCrME4JKWHLOcn3y29DLzM4JD7l154MriK4CrwEvl507v4e+SBhyjXKfz5/eg1QojkWjh4MGrOHHi\ndYyNFTzzlPf7FY75eeUJHRqqIZ/vDzwxrhLAw5hjZs6HbdtYXJTFWqCLt1AmcPwSwEoF2aXldk+H\nnx6SZv69xfcUiwo4hEIWMpmO52CTtOe7/AY9fqff7+PSJQU29+5dBAuU9Pt9vPbaYaytKcAXjbrW\nd0lvaWDgfZcu7cfbbytP6r59l3D8+LuIRiOa5yXfra+P43vf+zJu394NwM0PnZ29jXy+runHg0+9\nW4YTBlAoDOHIkfN6DHv33kCpNAzDiHgMQZLeMoxUer04Fanwy/HKeycn2bNz3ENTfrXbdUPYpbGG\n85D7Qs6TeYybm+MDRWQYnc72cpaNRtgDGGVEwsSEAsjLyxOeHFX13NzA8BbE4uK4Dumcn3cLdime\nsTA8rEBloTDkMTr5+Zeg6O671Tr0egG88MKj6PfdSqgcq5QdriyxsW/fPABVUZe0536iR7NcTmN5\nWe1jhv75owYo7xiKu7Exil7PRiKxjkDAgmUFUCrltu0rzouXXHMq5/F43dO6CvAWMJJzdeWCA0DN\nOZ0uD56nwPHa2rjHEMd58/1SJsjP+/0+Rkfdysf0hEpPqpyLPwqAPyuVDD75ybd0qsGJE69hZuY6\nqtUhjyyT+75QGMXKiuoVfffdP9B8t7WVg20HPfPnu+R606vHUFqekzKdRno/SX8pwwgCZVoFvXmm\naXqilCxrJ9rtX0Cv19W1Eaj48z7TNLWHUfaPpyOCEXPsQWoYhvZEsV8pdUGvB99tGUQgyXFzvQgO\n+XyOh7pNLsf96o1wcvugumlsBJLMUZVGFo4vkWA9AbcnPT2yEthKJ4HMeyS4IPCR55x0cnAtTNPU\noFhFPCQRj8c9+YqAAk0EcmwXQnqxwjJDabkezHeNRNT5EovFtA5OAzMrDnP8NEbQm2kYhvaekxb0\nSHOtpOeUejWjOOhR50W5xHlL+tTrdQ30WPDIMAzNU8y/lTKI3tBgMIh6ve6pDE8DugTKwWBQe+hZ\n3ZYGIY6POclS/tE5x5xk4iIWkKUHmTmuDJvm3uT7uebsbPLDro8NhDJckZYywzA0aKJ1hIeJtGoA\nini5XE4zJ+BWfwSUpcBxHH2PVLCr1SpqtZpmzFKppDcRD1cyTDwex9DQEFqtFrLZrGZ4CmKZz0or\nCIUmwwbYbyiTyWjBSYHOohovvBDF176mNvRTT7Xxq79qoNNpa4ESDKpE67Gx0YE3SzXu7nQWYVkd\nNBrPe4QbwT3BKXv/0ENKQcax0jIkwxtsexSLi7+K5eUn77h+N26cQLWqGplT0PPQkeC+3+9rJZ6b\nkGP1AxV5+EvLKQW1VKKlQOccqHQArgcoGrXx8MPfxxNPnMbCwoxHYb6Tl0N6yqksSaVeHqgcH+fJ\nMVJIygOQ/zgu2QZIKjk8gOVnXoXfxKVLc7h4cacHULdaCozs23cBe/Zc1jSXlmYaLBjvT+HC/Gap\nRHF+DJeSNOEhI8GsH9jIEB/5Pamc+dfQr+iT/jSYuMAhgnPnDgAAPvGJH2BsbBP5fFk/S76D/CgF\nZLOZQqmk6DU9vYpPfvI89u0reJRd/l+uU7/f14VQAOVBWl0d8oxVGlokP0q+UooG19ybKsB3SlAh\n5y49JCqsNTyohglksxWtFEljGa2S5AWp3PEAMwwDt26Nol6PIhy2MDe3qJUFywrgW9+6H81mGLFY\nx7Mu0vN2J36+ePEQzp9XZWL37DmL++57D/F4zJN3zIOs2QzgjTcex9tvP4ZeL4ROJwLDAA4dOu/x\ngkjwIuewvLwD/mtjY84DBKRSS2VO8ZQ0gsnwIdcC7x+vyrvq6pzL5eVxj/LV75MmpkeWcD251jK/\nnGMIBoHR0c3BHMYG69fWIIFXv2+i03HbxsjLMAzdu3RlZRRvvPEp7akFgK2t/IAuJlZXJxAM2mg0\n4lhfH9M06vV6GBoqIxCw0e8HsLWV8fCfaZqenKmxsRJOnnxFGxGuXJlFp+MNI+d6cd7khV6vh9HR\nzUHlYwO3bu3S86LxdmREeRALhSxMM+SRRXL/UlmUIHR9XdUPGBlRdC0Wh+A4QY/yzp9+sCd5utfr\nYXpaPaPZjOm/kw5y/7o8pZTYz3zmZcRiBSSTNf358vIUHKerxy8NbvzdL2MlL4+Ouh5Z5vQC3iq/\n/J2XHyysrY1t45/5+b3odnsaKPJ+CfzOnj0KQBmLGCYtjYx3KjJEPYlASUYxyfXk/vTXkWDYKb2H\nHBPXj0o6jf78u+KJaYRCbgQcPYJuVWY3FYM6HN/Jv7FiLC8JeCh7OWdJM/KjPA95hUIhT+9HhqpK\nXZVr6DiOzgnluwjSgsGgTk/j+Hk/UwEIcOTZwvNB7fchPbZ6va49sPSi83vMOyVvNhoNNJtNXQ3V\nbQeoaCpDrpPJpPYyxuNxPU6CMq4rZT4LC9EDyD0ui++k02kNGCuVitZnuVaU26RxMpnU3th0Ou3h\nI4Znky58TzgcRi6X07xMGUZdKp1Oa+eX9F4q55ErV6h3SZ24Vqshl8t51lHKTGIBhgfLgkfktUql\nonmeIJt638jIiNblbNvG1tbWIC2mqsfA4kd0vCWTSUSjUQwNDSGdTuu9T+MGI6n4DGlMICinXPxh\n18daHVdavpgrQC8hNyWJScHFTcCQDsdR+ST5fF5XziXgAdzwMyJ1htpSuOfzec2c3OgkGr2XbNJK\nRpJWQVq86NXiAoXDYWSzWQ2SaWHgIkrF2zRN/O3fAn/2Z2qznDzZwS/8QguqR5O6L5PJYGRkGcXi\n/wnLWgYAdLtXcfPmZ1Cvv6wFDTcGwyoIhKi80cLGOcswF7rdbdseWIsMBIN3ZpH9+19EMukefrTE\nAa6glAco/07hzM0llTLSST7LDwg5Px4cUrjzOVQWx8Y28PnPfwN79tzEysoY6vWMXiPSSCoYcj3u\nBKJ4+ZUS/wEjQa486Hkv5y9pQH7gPX6ruLTQq+d7w47bbbcQyL33nsbk5DoikQiy2axHAZChsnKd\n+JOfcT60RvKA9K+rzBeRz5LzleOWHm3/+pMnJT144PB52WwFX/7yd3D06JUBXdRY8/mSFrjS8uwH\nHjt2LGLfvkUUiyqP89FHL+L48evo971FkPxz4e+FQgbUHdbXR+A4rsdSgl4J/nhAeNeW3lrv/pEe\nfOn5kDQgn1GOlMtq7YeG6p65Sw+y9MBLA4AMgQcCuHJFAbnDh2/r76pKiEm8+OJxRCJuj1y5bvwn\n9wAP6HPnDuLCBVWsaPfud3H33e8iHHbpItfecYCbN/fi5Zd/Eu12YnDPdWSzvW3voHHIMJRXcWlp\nwgOyHAfY3Nyj14a0kQBB8irH7ZV5rlediijXyLZtjI2twjQdNBpR7ZV2eYZr6xpY/N46rjnHx/Ua\nGakiFOrDskxUKqri7tSUajPS67kgpdWKwnHc58q9GI93kcuVB7yq+jvKtiubm3m9xlNTypt269Yu\nWJbX8MHWLJubObAyO3mS4w4GgxgdreCpp07pKrqAygXleKSMltEwVIAcx8HevbcAqJY2jYbb9oR5\nbgT8LAbGsfC5punmRavxORgbYz7r2GCfqHOrWBzT4/ADTj9IkPwRCAR0KG61mhvQ0A11la17eKl3\nmIhGO3j22W9qkA4AY2Nrnvf7+UR68f2y1jC6GB7e1M+iPJLnpTTMyv0px7a6Ogz/devWHs3vpImM\nWgsEAiiVJrGyonjq6NFzep9IgyzfQd1Jnm2kN88mAJ5cOs5B0dgra2VxIup7MlfZNE3tLWJEGoBt\nraqo8zBdhWtMkMpQT3oOOX4aeiVtZWQY5yM9kXKNZUSeNObI80YW5ZGpKVJWsKgM6cmelo7jaJ01\nEAhsiyYkjeLxODY2NvSYCF4A6PxJGeZMesqaGNLozT1IGrKdSafT0WCv1+vpkFSGL9u2rZ0h9M5S\nzhCUcQ0kzSWQpR4OQHfDYIQiz2POjcA3HA5r7yjDuJk2wkrDjNisVqvawMW1lhWHa7WaNlRwrWXo\nsuM4OteYY+eaqv1U0nwic1nJl4Dy4NLzTmDOvUZay31YrVa1nsZ/rL7McOdUKoV2W7XJ4cUWN8yP\nJZ5gWxjmwsocdj6X+5XA9UddHxsIpWAjcWlRIbgkGCVDm6YKr6UyRRc+hQjzMqnMdDodnUtJwZlO\np/WBJoGRtD6mUik9png8rgUDwz/5XQqsdDqtLUNkOG4oN4fT1ONkLLrfwheJRPB3fxfEn/6pEpSf\n/WwTP//zNQSDAQwPD2NmZgbZ7KOwrA9RLP4/AADL2kSncwWh0AFNAzKEDBHhnGWstwSC0soqra6W\n1Uc+f+aO6xcM9nD06HOIRJS3mWtBYCcPCAnu/CCHBxAFqDxA5WFDzwW/I9ePP12vk4G77noHjz/+\nLW1xvn79gAcISQXWD4R54MowWakoSgAlD0Ue8HymPGgJGqj4Sw+p9CbdCQwCNGIEcPDgdYTDAR0p\nQKHb7Sa04meaNh588AXE4yUd0uP3oHH88v1cP7lm3FfyYJdeDdJShg4p/ghu+10aJPheWiY5BukJ\nlrTggV4sqmI5oZBXsOVyZdi25VHuJXAnUKlWszhx4h3MzS0N9jWf4w2LliCUa6bo4nobVlZG9dip\nCPktxpwr5+kKbG+IHA9OmbMr9yL528+36uBSB3s2W9v2ufQ4clx+r7SUA+fPK4VycrKE4eGG/rtp\nmlhZGcelS4c8+SeSRtKw4soQRbtz547gww+PAQDm5s7g0KF3PWOQe89xHDQaGbz22s+i0RiGado4\nePDitv0llUBlOIuiUBjRdK1UhmDb6W0WWo6PNJd0VcYpbLvkHpUyY3qansYxGIYruxRf6Ldt80JJ\n4w15RYIqeu82N0dgWWre9L4tLEyi21W81WpFPcYFPjMYDOrCOfV6As2m8mB+9NF+AMqLX6mkBgba\nFiYmFAi9eXOnPh+5F/1FiSSI4Xrk8xU8/fQriER6KJeTA+ANLC8Pad7lM6XSIj3QgYCN3buV8ePW\nrb16nVzlCRgaUqB6a8t9LmUJlWOZIzU8XEYo1Ee/b2J9XYUzDg25tPW3PuL8pLyk7JAecYY512pu\n31aZciL3nzwXK5WkB4ACwNWrc9qwIAEa75HrKuV1KBTC8PAm6KVWfOeuDcfrv+60X6vVGOp1N3dr\nc3MIxWJSr5s8i+X5Zpqm3tezswvI54uec4y0IAiUXl4+SxpraVymTAVcsME97D+nGVIoPVP0jsmQ\nTNXiLqqdEoxm4PNYhZT6HL1GrPZKpVo6FwC39QY9SRwDvUWyjgL1V0kHrgGLKQFuHnA0GvUUzeQz\n/XoT15VAgcZYpqxJ4wFpyvsty0I2m9WeQ86bOgb5yJ/nSB4LhUJ6zxmG8jDKaq6lUkk7Z3ipugHX\nPa09pIGPIblcF3q1GaFI/imXy55cRWlQBFShJGIJOpPoyeR4WfuFANHVqbqa3ul0GolEAolEQld9\njUQiKJVKOuIwkUhoDzNryxCEM+KF+Z1cv2aziWg0imq1qtu/0AnHMfLv9G7LlisEeLZt69Bb6WRR\nvVMzeu0oF9nLNZVKIZlMotPpaDzDfSXX2rZtPe9EIqHDpPksnuPERdR3ONcfdX2sLVq4AaSSns/n\ntSdRCihAWRwYsw54rYUEWnRp0wpGocMDil5SMiRDGfgdWi34fwBaoBWLRS2U2TSXOaGySq5UKJrN\npn4OPbUSYHDcFNIvvpjBX/6lsqh/7nMN/PRPF5FMJnDgwAFkMjkMDX1lGy2j0cM6L8AwDE9oCUNe\nCEJpwaJCQCEpvXOupWQJoVAFjcYkVlYeRbU6o637ABCLVXHs2DdgmpbHIiIFo7T2+62iZE7pOZKg\nRRaOksKQyiIFtQSimUwVjzzy19i//x2wF2OnE8HS0k6tdPJwkwqtzM2k0iA9mHw+aey3csswHmmx\n5KHD50qlQHpBpIdHghD+P5tt4Zln/mEQdup6tly+tdFuu0pEONzBI4+8hFCos21uMn8qlUp56AHA\nc5BLhQPwVsCV93GduMfkfeQF6UmiciUBsZ8G0sosCzotLY3i1KlPwbIMMd8+UqmGZ139BX1MU/Xs\n++CDw9v2kG17w4ZJB1lJWh3sFujFXF4e98xTeioliJfe3enpIsLhPtzquAYMw0I2W/B4OOU6SLAH\nuP2I+W4WJ8rna9vCyXmwslexlFFcY66NkmsZLC8rr8iRI24RHPLL1aszHkOOf634LOlxp4x7773D\nuHhRVSc9fPg9HDz4vuaJcNgN4+cB3e8buH5dhfLu3n0RsVhPyw0JCOR8l5dn9Dg2N8c8FnyOS/Kj\n3Lfcj7LNC+DmTkvAyDWS/UGlsU09h/zpzcujMiXTUGRaSiAQwPi4ApyFwpg20I6OKsPJ4uIEzp07\nBABot6OaPyToUECJFWAnASi+Wl2dQqWSQrGYAyuNz80twDQdVCqZQZirqQ0ngOsJlZVkpZEpm63i\nc5/7LqLRDkqlNK5enRt8P4t+P+YBdFTYpCJrWRbq9TomJuYRiXTR6YSxsKByDSUQzGQaiER6cByg\nVBrSfMm9IY2fpCXB4ubmCAwjjHC4rSvJbm2N6b3J9/i95X7eDgRUayE+o153WyRxX8g9K38HVPsS\nedm2gcuXjwiecQGFlEXc6+RZyqPp6RUAQKWSHtzHaAz33JJnqzzf+Jkaq4m1tVF9z40bu/X7OA+G\ngHLdeFUqU8IbelbztjS2c25+wy+VammQovdFyj8pG4PBoCffjnoHFXH5HabFcC62bevcTgnm+Q9w\nc/kIVtm30jRVIRtGF42MjOg0LIIFGTYp9Q2uJddB6kf8G4Ej10XqAJZl6XBXAgp606T+TD6mJ4+8\nwrokXAtGGnJMDJsMhULIZrOec56eRNM0kc/ntQ7N/SAjAzl+VkIOBAK632Q4HNYhruRxqWuxw4Rh\nGMjlch7DdiKR0MWM2D4nEAhoIEQaSAMpHTMANFBiqDZ5M5vNevqREqQTN/Be5mNKvY/6TjKZ1PSQ\nOjZxCtMC+R6pP9HznM/ndVs98h1xCEGn4zgahLO3KADdi1TqndFoFKlUColEAvF4XM+FfE3as2UO\nMQDBLWkVi8V0SC6fYVmqcBPDdrm2rBzMdSBdZG7rna6PDYRKBQWAJhzjz1kOWVavpRWVFpVisaiZ\nZnNzc5slyrZV3DPfw7LCnU5HlzMGvCXVGQbAXM5ms6lj7El4Cr1qtYpAIKCL/jABl4CQoQ/SCswK\nUgS2MjGdG+n555P4679WbvWnnqrgM5+5gUQiPqDDz8I0vdWmgsF9ehNIixcZklXjWCmOY5JCVwpJ\nHszJ5NtYWzuBK1d+BQsLJ/Hhh/873nzz13HlyrMoFPbBsoLI5ZZx+PBLYGVOPkcqB/7DmAcC150C\nnkYBCiZ6hdQcgx4lTQIdWsl3776Ekye/jnx+w0Mf1a/MBbjSA80x8nfpeZL8ybFKYMp7uPklIPGD\nVL+Sw7nI8CSpALnPAQ4evIUvfenvMT5ewNWrez3vkKEOzaa38EgqVcTx4y/AtnueOUoPpAzLoQIg\nvQ+0rPmtWRJc+r/vB+oSWPOSdJb38XfShuOV71BrOol/+IcHIMMv8/nyNgAmlTjy9fnzh1AqZTzz\nIRl5PwGLLIOuxuTyQ6PhRkZwThKMygOHVzpdxZe//DzyeSX8Q6E+fuZnvo2xsU0N1kgXGUbs95xL\nRblcVnPJZCrbIjtIP+4faYyQn8vnnj8/CwA4dGgZ4bC/2ig8ayN5gLwic5Uob1U4Tx/vvHMEFy4o\nI8B9953F4cPnYds29u49i3h8U4NMKqLLy3vQauUQDPawb99FjwFL5rXzfbdvT+p5lctTHq+JDCWi\njCKvSCAjQSjn5DcGKA9ME9msAiNLS6N34FXKGDeU1+/J4WEvveaW1dd9Rzc3JwYW9CqyWXUmLS+P\n4dy5PWg0omg2VaQOjXxynxCErq6OifkauHp1n24fEwqFMDenvI83b+6C48jca9WLlXPc2hrd5rVI\npWo4efIUYrE2qtUUvvOdx3RP0ZWVUY8MYYSOPAtoqOn1eti16xoAYH5+F2w76JEFjuPookSVSgr9\nvre+AHlUghLDMDA+rrzBDMXl2dBqRVGrxT00Iy/4waTkEdu2MTamvMb1egrtdmRAD3f/8+IZK/mr\nXPYqZKur4+h2Ix7+4pik7CC/S17u9/u6KJZlkZdtHD36IR599E39PMnnci9LuWyaJlZWhgfPN3D9\n+g7N/wT3vV5PG4epb3CcH354LwBgZuY2crlN/V4Z2cH5SN1AjoVrSd7jWlKmck0JXGW6kYzIYYEg\n6mEAdHsV2bKPe29kZESDQJ6BvKho04tEJ4WcD3lFnqU83/257/wnjWiST6ThVcoL0zR1+Co9d1J+\n8Hxj+DDvTSQS+pnU8wDXwEk9lvorf/L9dPwQWMgCO5KnHMfRoJMXK+YyLJZzkeBM6iJSLlKX5nwI\nnAzD0OGeEvDKefHiOGkkkPPm++Uap9Np7Zktl8sempTLZc/cZHoSjZIM5eU+kXKPF+dADMNw63q9\n7ql23Gg0PL1fmRrI81ReHGOr1dJ9eGXrIz6DXTGIezgu8rbjOB6PsOM4OmdWtrWUurdMaSP+ikQi\nesxyvX/Y9bG2aHEcR1d7oruX1aiCwaCnoi1d+hRORNlE2plMBoFAQE+Y+Zf0llGpCQRUKC3RPeBa\nxGlJo3WDlgBauwBoT2Yul/M067UsS1vMANeTR8FkWZYuk8zEb1o2WPGL/zqdDr75zSS+8Q2lKNx1\n10UMDX0d0WgUudwMcrmf0XQMBHIIhSa0QGaSMufE/FcKRAAehYeWFh74pJfy/N6DxcWn0e+7G77X\nS2Fx8QguXvwyXn31/8AHH/wEHCeAiYlL+h0yxEk+kwJB5gLz8oceSW8ZQ6JpcZGWRm7qYLCPXi+I\n69d3b+O1hYW7EI/H9UbjePxeOKnY8zOZY0B6So8DFR9psfRby2jpo5XU9bh4QZj/cI7HOzh58jQe\neeRthMN9rK8Po1od0Uq4VIhN09TFiXhdv34ci4u7EItVtGeK8+f46/W6fgYFiQQR8mDgXKVRQYbq\nyPlKmvgNB1IGSPAvDwjpKZdKIvnKcRzcurUTr756v/47Q/XkYS/H4O53E6dPP+ihlWl6lUVenGcs\n1seOHUsIheRnASSTJZhmU98r1580kcCg0YggFusimWwNeMpCKtWEaXp7yMm5SmXEH66s5Ipa91is\ng2CwsU2RIt9JpY+0l5ZoPvvq1VF0OiHE413s3r3mAfBce+kh4Xr5DTZ+AKieY+Htt+/B+fOqzc79\n97+Pw4cvYdeuG7j77vf1veTDTqePhYVPAlBFtwIB5dkIhZoerxBpXqnktGGi2Yx7aEXZQ1lE+lJm\ncf8Hg5LXXO8a0yscR4XHsTVLuZxCq5XSyiD3Ej2hhrEd8ErPi5QrAJDJNBCLteE4QLE4iX6/j/Hx\n1cH8kqjXE7CsEN599xCaTTfETSq28XgH2azaDxsbU54ojGvX5rC+PjJ4V1MXQLp1i5WJ3e+OjqpC\nQO12GNVqQvNMIBBALFbFZz7z90gkWqjXk3jxxSfRbMZERd4RTWNpiJN7jLwaCjUxNbU4GIebiyhB\nBseyuZn3yBuez/xHPcJxbAFClad6eFiNbWtrFJblTQHwG7skn5CPFbjnMydg2+R5l/dJHwlAeC/b\n4PB6991j+h5evMdvuJCyWY3b0AYCrmEmU8W9955FoTDmWUfprZCRX/IsWV8fH6zbBHq9pOeMVHsu\n5JHhBMKO42BraxRLS8p7ffjw+wOPsVtgRoI2aSTg2cXvyBx1yisCL+pzUkZyrSUQlGGh1NeoS/Z6\nPRQKBe0FTCaTemxU3GWEVSqV8vSVpEeK65HNZmEYqlMCI91YoVXqeH7DuQSsw8PDGB4e1lVSOW8J\ncuhFI/i2bdsTZUdDI8NOJc1JE+q+HAejoOhZowOCXrx2u60jaPr9vv4eDaWVSkU7ONgbk3TlWssz\nMRqNYseOHbqlB8OYOX4ZMcR30PPHqD4CNPINwRrbx3AvZTIZz7lDfmV4LvV10tc0TQ0EZcVbPkem\n1ZFmUiZwfNybdFZxnAS1nC9DzmkEYF4qvdCmaaJSqWg+ouGD4yXvU+fnGAi4OU/OlUYLvp86PvcM\nZRRpy/HymaQfeadarWqDj2maGvv0+31sbGxofmXY+4+6PtbquIC3RxoPeYaKtdttzdgUKnSr0yog\n8zsty9IAiM2CeclDhd+p1+vbvACsqibd4ExU5jt4SasDmxTToibDjXjAMfZablBpAaSCwnCWF18c\nxmuvqTL1tv0X6Hb/eGCJ/SU9hkjkoGbAQCDgqbAmw+LIUHKD0DolezHJSqTV6gQsy9I0pyB1raBh\nFAp7cenS57C+fpe+jxtfWr/k4cJ/KgfD0jmqFLay5D6fwRh8AB7FwKV5ELdvzyEU8nqeNjdH0WiM\n6c0klVbJN/48TR668j3SiiSB2J2Ub2lt5WEui9TwMynY+F3TNDE7u4gvfek7mJ1d1s/+6KN9QlF2\nwQgFSL0eRbmcx/q6CkkMh6u4efMQKhU3dEMCf46Tip4ssCQNPoYBBAJ9xGL9YozvAAAgAElEQVRd\npNNN5HIVjI4WMTGxhsnJ29i58xb277+FWMyljQT2BDncB5L3JRDne+Xf/Uqh/JsCTLvwxhuqDUgu\nV9q230kfqWzZto3V1TwuXJjT3+92bc+Bzn+cR7sdxKc//T4+//nv6XtOnHgbX/jCaVhW1OPZJ239\n/2zbRrWah/+ybQPpdMUD3DgO0k2CXHkZhoF2O4ZOR/FqJuNW5JNeHsoB6XmQ4+Uhqg7OEK5eVeF1\nhw7NAwBmZgrbDEn+UEbJm/LZfB/XzrYdvPXWvbh4UeX9HT/+LnK5EmZnbyGTWfeE8qrcoT1oteKI\nRDrYt+8aZmZu4PDhy3qO5Fk1voD2CgUCAY9hQ9KR54D06Ljfszzjlnu02+3i3nvfx86dS5iYUKGQ\nKysT+hmksdqffIrXs82xMUyaAJh7mi03SqUc2m0FfglCV1fH9Xc/+mgOq6sj2gAg5ebYmPp+vZ5E\nq5XRa6GU1yAWF3fBMAzMzqr2W1tbI2g03CJmHN/IiPI+bm4OIxQK6zyieLyBxx57HslkA41GHN/7\n3jNotdLI56uIxTqwbQNra25+Lukjf0qZMzt7E6bpoFpNoVAY9ZyR/Dk87IJQCfAkYJPgJp+vD1oK\nGVhdzaHf72N4WAHI9fUhDz9LfpW8IM8J7s+REbXua2tjnv3KSwIrOQelX7gRGK1WFMXikJY1fBe/\nT/718w1/z+eLCIX6sO+QcrWwsMNjZOJPP7gmvyqFPo9WK4pbt/boc56RaHyW1BU4TtLr4kVlEJyc\nvIl8fgv1eh3B4LrHAy7pSCVZejVt29Y6HcfG70oDGvUJzokGKQmUeX7J77NyK+tllEolXdmT4YTN\nZhPValV/zpBeehipjAeDQU/Rong8juHh4W3nnzQ+kz8kOM/lcjoXj3SnDJRh+4BbeZn6iWm6kW4E\ni3RkNJtNT6EZyeuO46BUKnnChmkYI4jmmbm1tQXbtj0eLeYaAm6fX1lslGHRzCsE1H4vFouetSWY\nY/9QyknKMtu2NfAnzzIHmHmNpIdsGUJARE8udV56ckmHSqWix02DBXmQuabRaFTzL8NtaQgJBoO6\n+KnUOWTIuOO4LWRogJTAkPuaa0nHHOBW62U4Mu8l75PG3GOZTAa9Xg/FYlHjKcuydGgveS6TyWij\nSyqV0lED5AfuJ55PwWBQ8zbDh2nQSKVSHlzDnFDOURaTutP1sYFQusKlp4uEZHw6F0RWdmIZZtko\nuFKp6KbCdBvTU8owEipAdO8D3t6O/J0CpFQq6aq0pmlqwSSVCQpkxqrzHUyIt21VUTeVSg1AQl2H\nKHBT8Z+MF5elra9ffwiNxv8CANjY+I9YWvodpFJ3IZV6DAAQjR7SGxBwwwQoNFWjZiV4JcCUFmPA\nzSGQNJCAUoJIwLUAuRYY91CKxzdg20VtVSOd/R4eADhw4B3E4029AeSBLQGI9Iz6QR/He/DgNczN\n3QAAnDnzKfT7AVy7tk/zEedNQCrnJw9WCYhIL6mMSCDEyx9yIccoaQa4Xj4KHh6+SuB08Mgjb+GJ\nJ15FLOaGQHS7IczP7/J4Znm4cS22tkbx6qufxcWLRwAA09PXYJplD/CW3l7uBwn4JCAHgOHhZfzj\nf/wc/sk/+Sv89E//JX7iJ/4GX/jC3+Hpp5/HZz/7Eh577BTuv/9NtNtRdDpuQrp/PUmHOyl68mDk\nOksvImktxy4VoIsX9+HMmbsxNFTWtJTWavm7/PuZM0fQaNA76q3oSmXDNWQZWF4ew+hoWc9ndnYV\n8/PTYJsVXn5vAd9vmiaq1ThaLW+vR9N0sLAwpUN+Ja9JAMuf8nlqr9s6JDebreh3SrlHmlExk6X1\n5XfIU5cuKa/Yjh3rmJu7jc997jQMo++REVIWSgu+NN74L5emBi5c2I9q1RueePfd72lZQ0Nkvd7F\npUsqB/Lw4Q/x8MNvIpUqaz6T4WJKVtHQovYFUxP8yp+UJ2o/NpDPl8BcctI/lSojFHLlmGEAjz/+\nKmZnVc5spxPCoUOXMTLihiGquXJ9vUYRPpd7ROZoK48fcznH9L4lCF1ZGddzAYJYWZn2gGvuH4bi\nrq9PahnH90UiNgIBB45jY25uHgAwPz+n5TMVEcMwNAgtlca0VyKR6OCJJ/4eqVQNrVYML798EtFo\nD5bV1+/d3Myh14t4jEx+XuO+t20bu3crMHzjxm4B3mXVX+jKuFtbQx7vF89LnlM8d0ZHVwffz6LT\nCQJwdCXZzc2Rbfwr95jcM/zZ7ytDnOthHgIrCdMTmkqVNU9J2UUdRnnn1R1Xr85q2kjZRj6QMoC6\nAedr27YojuRWRid96vXENgBKIMkzW/IMDTgrKzNYXt7liZCwbVsDHu45mVtN+mxujmB1VYXy79v3\nJvL5RRw+/LL+nOeuXCOugdQnSANesqUY50DPC2UaDdXUuzg39kKU4ZEEhOQhVjRlPl4oFEI8HtdR\nZYxUI9jLZDJa1rAQC0FhoVDQ45d96sn/cq/2+32022189NFHWFtb0++Whj0Ws+S5xHZ71Gs5x1Ao\npDsdcF8Fg0FdzJPtApmvKM9hnvU8M5g+wforLLYjQb8yqFa13kmgybxPrgG9iJalwjOr1ap2KrHX\nZa/Xw9bWlicVJRaLaV2WxlF655gXSpBpmir8mW1cAKBarWoAKcPYZbVh0pTGhFqthmg0ikwmA8uy\ntN5MI0ilUtFeYoawUtdfX1/X60uDRDQa1bSiwZH0Zn9U2TKFucoEmqyOy73CFELHcXT7F1YTJn9x\njxAUUuYTaFKOcO1YKIk9VOV4ma8qw99brRZarZbHS0tPLmWWTHnhuv6o62MNxzUMA7t27cLY2JgH\n/NCrKFG547jFgFgIiN+jIp5KpTwNfWlpIWPSOkMLB6s8MXRWWjNSqRRarRYKhYIniZ0bsVaraYVG\nVi3j+KVAoGeVAkEqcoAbfsZwCQrByclJ7N69G7Ozv4XJya8CAJaX/y8sLv5rjIz8IgAgFjus38HN\nJhUOAJ6KYnSfywNBekxkriKFooyt56FBmsvDwj04LXz2s1/D0aMvIZPZ9CjNMpxG3dvDkSPfBGB5\n3imtPVTSpCWUyi7nOja2hWPH3gQAXL58DPPzR3Dlyl1YWtqrrUWkjaxWB7i5e3JNJGCSwEce2vyb\n//u8R4btygNGfu4H1IlEG8ViVrcQ4XXjxh7Ydkh7n0grglnDMLC4uBfNZhLr61OoVHIwTRt79lzR\nVmQppCSwk8CM9CVvrK6O4vXX78cPu9bWpvH3f/8TWFqa1jTku6Ry59LJQjTa1nQnD8mDkPSShhoJ\nkvyA2rIsnD17ENev70A47FV45Xv8QLTdDuCVV44M5uwtTkKlRoZPr666+Ya8bt7c4VFcpTfQD8D5\n7KWlcc8zej0TS0sj2hAl75eA1H9xH5imiUrFzQuVPCcPJ7nmMiRbGg0CARNzc6uIRLqoVuMwDOCp\np95GKGQhHu9t82hTflA59Icikk/l3ggEApiZWcSP//hLSKfrnjnNzKxgbGxdGOIquO++l3UuXzze\nRijURyZT8xgLyHOKhvTEuvJVRlZwrDK3SfFJFJ/97CmcOOFWBJ+c3MCTT76MbldWDQ/AMKCjLo4d\nu4hDh66jUMh41pzLZpreyAjuLSpX0gAGQOeDrq+PwjRNZDINXeV7Y2NS8z+/T1pLZdcFoeMe3nQc\nB5lMC0888QrGxyvIZstwHGBxcc7Da6QXe2pubg4PPD0hPPTQ15FOV9BuR3Hq1EnU61ns2HEZn/70\nm5iZIVhm30nXgyHXQQKtdLqs33P79j5P6DK/m8n8f8y9aZRl13Ue9t3hzfNUY1dX9YRuAI1ujN2N\nBkCMFEmAtAhZY7gkJXKsxIpkZ3mJcrREKUuSFSe2uSwPUqQoVuLIMhclRqJoUoBEYiQb89zoee6q\nruHVm+fx3vw47zt339cg/3khd61a3VXv3XvP2Wefffa3xw5CISW3y+WsPpcYxsa1UaBB8VQ+vzGh\nwezkPQ2EwwO4LrC1lfbJPgkSSFtpfAXUHmY+aLcbxic/+TdYXlYtZcLhPh577HkcOfK+734ppwzD\nQCTi5XNduLDHB9LJmzLahmeTBOwcK0ONp+XJ6uqyLxSXtOI5Qe+/5H3+/sEH98IwwrozAHUR0obe\nS8XfNxvST5++b7JvruLYsWeQShXBnsiy2NC0YVbynpQXUvYR8E3zk/Tc0Zsn03aoc4TDYV3EhSCr\n3W77jFjS+NnpdHRbExZsyWQy2iMcjUZ1aKnkbdIXULoXq5YSMPLvlM8S+JEWHAN1MnkmUJ4THFPu\nkd+UB9r2hQGTpsxtpLeNOYZcF6n/yfObXkmCPo6FgEzqh5lMRheoMQxDg1I6ZVi8UAJE13W140jq\nDwwDDgaDyOVymmeo03L+TOFjdCQ9pPRasrAOnVb8jPSkp5FymUDfsrwWPrFYzCffR6ORDucmX7Cg\nEPvLUibR0y91K4b8EvSx6jLXnZ5T7j+CWBoXXNfV86P+RHAej8eRTqc1bdvttg4dDwQCmm8pH1g8\niGckjRpMWwwGgzolkt+VHlvOg+tOME9n2g+6PjYQylCPRqOBa9euaQTOhR6Px5idNfHlL3fw8MNe\nlTQqauFwGOFwGJFIBNlsVjOQDFdg6eNf/uU2/tE/8g4pxmPzfSw4JKtfUShFIhGk02k8/fQYX/7y\nGNEoNENQGNI6QIHCvke0zkiL5vz8GD/+4x0EArgJ+PC9ZK5CoYDDhw9jcXERu3f/DubnfxkAsL7+\nz7C19Xuw7SXY9n69WXk/GV5WeAM8xYJMK62vPOx4ScVOhspKa4lpmti79zkcOfIHuOuuP8ftt38H\nKyuvIZGoYDgMYXn5NB555D/i+PGvYWHhMuiZkAdpvx9AKrWOfP66Tymepgv/zvHI3w3DwIED78Gy\nHBSLO3D+/IMIhUI4ffooTNNT1KWCQR7hOyxLhcBOt86Qh6NnlfcDUcBTLufnt/DUU3+FTKb8fT2C\nUnnms3l/vZ7EqVO3wnW9HCEAOHdu301Al+Ng6If3mYHz55XnaHHxOgxjutWBV9BJeoKk9Z3PNwzg\n2LEPMH2Nxybefvs+PP/8p9Hve/3TyDtULjy6O0ilKjh06Dx2717T68gxSE837/WvsYMnn3wRx4+f\n8wEeCXrfeusgRiMvjFOCXz5r+tkXL87jypUFuK7lo5FcF67h5qYfhLbbEayvZ/R3pJdBrpU8eAzD\nwJkze33PuXFjHobhb80ixykNGtKSznkDI9RqKtcsna775iC9zFRepr2q6tmqCI1tBxAMjvH0099F\nMtnxjTMaHfiiUqQSqubrIpNp+cDotPGIB9Lq6hK++tXP4dSp/ZDFpQDgwQffhGmyQEMYm5sF7Np1\n3fedZLIB0/SKifA9SsnjPhj4wB9pBnhVHf17ysL6+jyWljb1exKJNlZXVYN7j+Y3e3q/97174bqe\nl1XRx6uOK/lDepK4JiwiEY32kUopwFkuL8CygHxeFQ6q1bLo9SI+fqNclrk70WhX5woyfDcUGosQ\nSxfz8zfwxBPPAlAgbTgcIJer+oyO0WgH0ajigVZrEdmsg0OH/gOSyQr6/RCee+4zaDSyE+Xdxr59\nl7FzpwpVnZmp4fOffx7Ly8Up44SLyRLgjjsuwbbHujfo1tYMGo245itprKUXtF5PYDgMIBDwolrk\nmTQajfDAA89j585Vnbu5uVmA67rCq5uC40TAImPc93wf9748g0hbts5hCPbKilqbWKyD5eU1rK4u\naoX+owybS0trMAyg1Yrq1kq27cJxPG89eVUCUAmSyVPsVbq2toRKJaN58caNXRq4SNA/bRSV5w/A\nIjBRTXt6A0kfWQjItm3tSVFr6+Kuu07g1lvfA9vFhEI9BIM9RCJdn1NBymGOgfqIbLukaDYGdVhp\nJGDIJnmfyvN4rIqjZLPZSXjls0gm/yfYdke/j44HAg3Ok/oN+V/Jk+FkL0Q1TenBCoVCOtyTQEMa\nlCSgyWZ7WFws+wAmz22CIdkfletCkDEajXDffX3Mziq9ko4R0zR1KCX7PjKslICDtI7H4xoEHzxo\n4Y47gjBN/3eoNzMkmGGvgBdlR8/bzp0xPP74GOGwv8NAp9PRgIltP6ifssIv1/1Xf3WIf/AP2lqf\nlucegTQLD9GBRH2WbVw+9ak+/uW/7GPnzqSWcYxMVDI16gv9lnuLfUv37h3hX/2rDg4cUBggkUjo\nPRIOh321Vdh+hu+hVzUcNvBbv9XG5z+vwpYZpsvzfDQaaQMF89gZys3P4/E4fuZn2vjiF+u68q9M\npaHRjYYB8q901gQCARw7NsQ//afbyGa7mqfpGKNnkhilUCj4wLJhqOihQmGEf/Evmjh2zAvDJo9l\ns1lfWDHXOhAI6LUn7Zmr+/2uHwxR/wteFDyMx5cAiRt1cTGG5eUKFhdtXRZ7dXVVF/ahhYWKUSwW\nQ6fT0Ruo1WohnY5h9+4GKhWg13ORz+dhWRbK5TLi8TgqlYoON1DW0uSkUEJgogS1kUgksLLi4MAB\nF+GwhdFICXVaX9LptA4NsCyVFM1FnZlRVRPV3Eb4+3+/jjvucHDkSA+///sxrK4qoTAcDrXlIJ1O\nI5fL4c4778RttykwYds2lpd/G8NhH6XSv0W7/V0YRhT9vgvLUtbVTqejLRHMp5VeEDKjCpv6NVhW\nC6urX0SrlfZVcyOzynBRqRgAHkiNx7f1z/e7CoU1FApraLeTuHDhDly5cgCOowTJ6uohXLt2D4bD\nJIgXKMTl4SuVAQkQKADefvszaLffwOrqUcRiyUn+zzoikTIuXz6gPYYMB5ReofF4jLvuegeHD3+I\n8+f34dq1ZaytLfjGIQ8H6aWTwlvxYBO5XGVijc9oXpLKrvQiUcjQYKCsUwa+/e1P49ZbTyIUGiCb\nraLR8KyAtJxJJYeCleO9cGEXul0b166tAHARDod8jarlPpRKF/Mc+BkAXL26hD17riEcVnzWaCTx\n8ssPY3s7A9t2YFmedZZzkB7OSKSHT3/6OUSjbVjWGKur8zh9eq9eQ2kMmAZf/FskAuTzVTiOl8M0\nzZPKKwcA/jxKCngA+NEffRah0ADf+tZxlMsKQL7yyr1wHC/UFPBy1WVFZsNIoFZL63C8SiUFy/Ly\nHyXIkYonFR7SdGurAMdRoA2AbkfBuZAGEmTLy1NIR/j857+DXK6KV15hXmzzI/cQn8mDg5EigUAA\nhw6dxr33nsOHH+7BG28cwqVLu7GwUMPtt1/wvTcY7Or7pHLsOA5mZlp47LGXYNtjfOMbPwHHsX3f\n5fyk8aHXM/D660dw+vR+3Hffu1hZUYVpstkGjh59A6++egTj8Rjnzu1DNNrD3Xe/r8di22PEYm20\n23HNI/ROBINKacrlVrG6ulPzEWnJ6pIM0efaAcDa2qIOUeV1/fqyTwYBId/nFy4sY22tANP08shH\no5H2moXDPX0mcaxUhCmLaBil967VimE4zGBubhN33/1dAECptKTpKcE9c8G4l3bsYJhmAv1+CrY9\nwuc//ydotdL47nc/A/bYDQbVeObmtvBjP/bnePnlB9BszuqzL51W42+343CcAO6///+AbfcwGtl4\n4YUnUa/n4brjibLt59GFhQ1cvz6P9fVFWJbn0dy//xwOH34T587tRibTxM6da5pnr1zZ6/NOkj6W\nZSGbVQCyXM4ilerh6af/EpVKDm+88VPodv1GPdc18PjjL4ixbOLAgQvodqOTZygP82c+83WYpoOX\nXjqCzc3CTR5ayjTyjmEYGvhtbc1hNApg//7zvnmvri74jKTS4KcUd8Xjly/vBKD2ztzcDTz++Cu4\nenUJL774gH6WjAqRYwoEAkilagiHB3AcA9XqPG7cWEA2W8V4bGI89nKeaUyX3jTqCJ4RCzCMHoAg\nDh9+G3v2XMTq6h2oVJ5CKFRDp2Ppe8hnst4Ggc3164fwwANfg23789YTiW3U6xlNA5lOQs+P9KSp\nHLw+9u17DSsr7+P1138aw6GXO0vjEdui1Go1PSY6CLgvgsF1uO5VhEJdDIdpvR6MpOO+ozOj2Wxq\nHcwwDLRaz2E8/hpc9woCgV/GYDAHx8nonvP0yrGiLNPEyI8qL6+Dhx76z4hE2njxxcdw+XJBj1d6\nvnlOUKGnnGY462c/W8cv/VITf/zHUbzwQlLnZbJADcMzCWzHY1XDgkCWcsc0TczNDZHPO2g0DGxs\nuL78eN7Pli7THl7mMoZCW3jwwSCSSQtf/eoAkUhSA1ECGu6hQCCgQzqpyzcaDSwvjzAaKZ4keHFd\nFW7KokAERaZp+nIYHUcVZ1pctLG8PEI6HUal0tF8T7BIrzdlOHX8RqOBmZkZ9Pt9ZDIGdu4cYWkp\nhvPnVdEkjqFarSKTyehw33a7jUKhgNFI9SalVzoctnHLLV2020NEoymfIZzvp6PLsiydkthutzXg\nBIB9+4D5eQfxuI16fYzt7W0d4QlAAzt67tPptKY16TQ352BlxUE8PkazaU/Ogyay2Sxc18X6+rrG\nQvT4E6TT0zkzE8Hych8zM0O4rq093DyvWESJ6ZEEx5wjPayRSASlUgnf7/rYQCg3CA+aRqOhhQcV\ntpMnh/ipn4qg1XLQ75d0SKkspe26KkY8lUrpxqjSEzkcAv/4H6dRrXYQCtm+jcBqWPV6Xcf/t9tt\nfRASZPZ6PfzhH8bwb/6NBdt2YVmuZipAgT+G2tLdz5wFCk2GPbzySgR79nSwc+cYv/M7DTzzzBjf\n+EYWMsFZhR+lsG/fPmQyGd0gdzgcYnHxN9HrXUar9S24bgebmz+CXO7fwjSPawVWbliOicWF1MZw\nYdsNWFYbhtGAbef15pfFaQB/mCkBv7T4Xbr0GDY2DiMYrCIUqiISaSISqSOZvJnpYrEG7rzzBG6/\n/Q1cv34bzp+/A73ezIRGKreWQpiCXB5O014tKl3qgLVx6dKjiEQiWFhYQLW6gYMHv43z549oQSqt\nuPLQ2rv3Og4f/hCAspLfc89bKBY/g8Eg4FOKuJ48vGXRE9LrypX9uHZtBcOhZ3WW3kdaLjkfzlN6\ndRWPh/Hee/cgHm+hUNj2rQPgWdl4rwRySkkNY3V1H5jfJj0vBO7SA8DDgp+RRqFQCCdPPoB6fQbH\nj38PFy/uwxtvHMVgYIEFV6Y9u3JtFhfXkUo1EY+3tNKreit646VSIteYzwCUMtHrufjKV34Yw6EL\n0/Ta3HDuMsydNJchqBxnPN5FODzweUEajfDkHkfzB8dFCz5DwYrFJQ1Cy+WMfobkAe6PaY+kx0sG\nms0oUimVm762tugbt6SD9ORNA0vARCg0gG07YF/ARKIDw+gD8Lx1fD/XlmPl2IZDG6HQEHv2rOHt\nt++E6wInThxGPl/B7GxZPycS6d/kJaIHo16PIBzuIxQaYNeus7h48Tb9fOb3qHd5igmvej2B5557\nGIXCJh577ATi8S5uu+0CTp/eh1IpPgm3vgORSAe33uoB41isilYrphVzrhdzdGdmbmhacb7SyCHX\nh3tgfd3v7VYFdmZhmp7hZjj05FC/H8ArrxzW60N6q/8TwPjDPDl3Gi3Jw47j6FDcYnF2ck6tamNF\nsbhDz0VGDxBY8L3z8wrIbm6qPrYLC2XY9gixWB2dThjJpDcXXhcv7saVK/tg2x4PMn+yWs3jwQe/\nAdtW4P7UqQdQrRYwHnu5Vv2+35s9Hpt46637YZpeJXDLspDPbyAYHMIwTASDA13VFQCy2TKOHXsR\n7757LzodL9RwNBrpXOxyOYd8fguW5SAU6mMw8HQJ0l/lf3rXbbddwAcf7Nc5lMViFpY1QCpVhWEA\nvV7Et6+m96wHnnrIZtl+poB2O+oDodvbWXQ6EbiuV1xNVqU0zb5uqXLt2pL++/x8EbY9hmF4vNnv\n9328IQ2vik8UGK5Usuj1LJRKcwBOwbIcDIdKnkk+kYYsekNk7v+hQ2eQydQQCo0QjbaQy61ifv73\nUSzejtXV231g3HW9iq8Eu67rotnM4Y03fhTHjn0VgYCXB5ZKldFsesZGwzB85zzlEs9Detzq9QzC\n4TZse4Dx2Av5pSGJeo00VFPRp15gGD+Jfv8p9HqA43iGH6knUkYxjy4UCqHdbk8AahSu++ZkJv8r\nLOs/6FBGlSMc0Z6/er2uQXa/358Yq1u4//6vIx5voNuNoNVK6zHQq8U1JcBi3RLLsnQ+Xi7n4NZb\n1X77iZ/o4tQpF1tbEdRqNR+/RqNRHY5LWUEPNj26juPglVfi+pwfDBp6HtFoVNO03+8jHA5rAwR5\nikbzzc0Mfvu33ck8mrrmCQANhgGvPybg9WAdDoeIx+P4lV8xEAgEYVlt/T56YAmgZZpKMBjUhUIj\nkQi63S7+4A8C+Pf/3kWlso5sNqtlAQE3eYs0YbiuZVlotVqIx+N4++0xvvCFGHo9F4GAgWq1qh0y\nhmHofFTphAGgvd0KtDr4uZ/L6fOtVqtpID0ajZBKpVCr1ZBIJDQAHY/HyOfzOvfXNE385m8mYdtj\n9PtqHul0WutTlLdSRymXy9p7zUJCzzwTxDe/CRhGHKq3udKlZIsimY/K1jSM3ozFYjh71sFP/3QM\n3a4J1x1qAxGNWZRJsihrr9fzgWKZtvj9ro8tHFcKRcbWywq0tOqMxyFtpWJlPnoh8/k8bNvWlg0K\nNFr+WHW11wOCQS9MV8bsK29eXCcSyyRzlqRWlqAQGo2uFuhkSMtSceC0iDEBmaEEMnclFkvgO9+J\n4ItfzOHdd4OwLOCzn23jt35rHfv2dTQjxeNx7NixA8vLy75QTv6bz/87xOM/NplBH+Xyz6PZ/D04\njr+iFQWsLFvO54zHCtCHQor5wmFXK3EUijJen/dRsPGn11tEqXQQq6vHcfHiU3jvvR/DtWt337Te\n7XYSGxu7cO7cvXj33cdw+fKt6HYTWkDwwJUeymngxbHQcgpAbzzG/FPYrKz8LWKxOmzbyxlhqI9U\n6LPZEh58UOWSXriwF6VSFtlsDdlsRW8sWXFvGsBJBZfjG40CPqFNRaGMzrMAACAASURBVIAHKC2N\npKFUgLjB+dxeL42NjQOaPjKcUB6+vKTSJJVuOV6pMMvx81/JByr8IoFIZITvfvdhvPPOEzCMqD70\nuB7SI8xLHXAR3HnnSQ1AFc8NMTdX872XoHKanobhhVwOhyaYuylpxPFyTnK+0158hkhaluHj9eln\ncf9yrbg3t7d36neUywVtWJimqZQvcr04NrbIGA4t9Hpebrtf6bV9PMKQG2ltZr/HeLyL0UgVcMlk\n2r59KmkrDRX8/fr1XXAcA+l0C3NzzcmYA/j2tx9At+t5/VQ+3c3FZRTPB3XxoIMHPwDgrbeSL2Hf\nOpDGpAcAbG/P4Stf+Rzq9TgMA/j0p1+CZZGvHLz66n24fn1JPzeTafnCC7kGo5FSwtPpMuLxjn7P\ndG65lIkM6xsMYiiV8vodw2EAruvP9ZYg9K23DutwdGnMUXuP4blefrH0sEmQxb/PzSlQtrGRn3jJ\n1iY0Alqt3bpCIufLs8xxvEJUBCjl8k4EAgENSre3d8BxDIRC/nKqjUYCr79+1GcUUiC0rOmYy21N\nxmHg2rXbfEY1NR9/sa1Tpw6i1UrpcSq+hh5btbrkAyoAcMst51CvJ9HpRHx7PBCwdY/QSiWvgWu5\nPOszKpAXh0P/WLrdEN5774Bu4VQuzyKfr8AwgMEgiGYz6ZOZcg/Ka36+BMNQ+aD1egLb2zkIkYPr\n1xcm6+2FqtOgbts25udvwLbH6HZD2NjIaBm1sOC1tJFgbzofVcpuhgVvbhYmBmcWWLMwHEa1Qikj\nzEir6XkBwNWrO7F791UsLip+y+fXkEyuY3t7503nMPmPeaNSyazXZ/DGG0/DKw4GJBIlrS9RJssx\n8IwF/IVyNjf34dq1exCNqnofqVRKp2GRDjT4USYSPDGaazgcYzi0NGgkaJB6AGU95ygBQSDghTnH\nYr+IWGxW01KG7gJKj11aWkIqtYFQKIRcLoGjR7+BdLqEwSCIb3/7CdTrcd8acH04BtKHkROU8/ff\nr2hy9mwAX/pSDuVywifLZBhtJpPRtJBhznwXdSV6hEl7yhICTZ6NMpJL7g1pCGBrGtKC/xIMUh9n\n2C2fMRqZGA6hAbnUqfg+6rPU5+lgAoBkMjkBmioMmTJ1ZmZG696s0MvfCY4ty9IgU/FdWBuN6H3m\nnDj2cDiMRCKh9Wt6+wh4x2MDjqPGzZBe5q/SY0jMwX1EAMj5jceeUY97i2cHQTTDeDlehgtLHjbN\nhL6XYerkp+nWQ8RfzJtmfm6l0vflXFNvlWcFZR3lQaPR0JEX5MkfdH1sIJSAkAKBjMB4fhKdQmY8\nVtWqmPBrGAZu3FDtK8hMoVBIV9ySPUbppqY3sNPp6ARtPrff7+uqW7RKsf9RtVqduOwz2os1GAx0\nFajRaIRKpaKta4BXeZTWRikEy2ULv/EbAfze76XQahmYmxvj13+9jC98oYRk0kYqlcLhw4exd+9e\nvWnpKmcIx8LC7yIe/4KmZ6/3v6PZ/B/hui29kdlCRirjicQ3YRjn4DhKcQqFrmLHjj9AJHJBb3xa\nCqVSBXjeNFpiuCnYf1E9b4hC4QouXboT77//Sbz44o/hW9/6BTz77M/gtdc+h9Onj2N9/QCazQIM\nI6Dfxx/pdfQOZBV6JxUECX6kF1cdPm9jdvYVcpreaAzZoyIcjw/w+OMvwLbHKBYLOHHiCG69VVXX\nLRQqvk1NoU1enR4DlUrSTs5DWip56Mn8HHmY8F+p6LPpvReuO91Swst75bpJQT79fQl2AH8O57SC\nTD7/8MP9uHp1jz7MCHAlj0vgw6tczuFb33oStZq/guOOHVs+kCz5Syq30wYQzkeW9JdeED5PeqH9\nvILJ32/24sqL46AllnxaLM7rZ/T7XnsPST/+zjET4MjPisX85BkhDRK5bjy0KMC5XlwXemgcx9Eg\nNJutoNFITv7f9NGO68Q9Mm1o6PXC2NhQhWR27bomrKZRPP/8g2DOJj2h5HHpsR2Px/jww1swGAQQ\nj7exe/dFbcSSxbQ4bq6NpLf6sfDMM49gOLSRSLRx9OhJPY/RyMULLzyIYlGlOCSTDf0OKgEKiHle\n4J07z+m1lXuXHhdppCBN2O9Q8ZnXz5P7nDlv29tZnDnjhZDKfa9o4h2v03wsZQL3kGn2ddhpsTgD\nxxkjk1FpDq1WBsGgdy6Sx+mp4N/C4RaSyToAoFRSHvZCQeXTbmwsTPaoB/4cx8ALLzyA0Sikzwrl\npXJ0O5N4vKl5oF5fQL8v2+2wyJIHOtrtON5//3Yf3ZXi09Y5pltbBV1oiNeNGwv48MNDmoacazhc\nRzg8mMwpg0KBfTrz+pymXFQRR37L+zvv3I1Uqg3TVF7/UimuC12Vy3m4rrff5TqSPylT5+YUgN7c\nnAVgIJerQeK5tbWdvmdQrvBcWFpS63D9+gIch0alPnI51XpmfX1Gy8SPMlYAmHjrRgKEqkiiWEzp\nHc1mApbl7TM+g/tWVqqUekG1mkC5nPbRrd+PoFxOad2F3lneI3Ua0su2bdRqS3j99afAVkmJxLbm\nE7n3p89uaXAD1Hl39eqnYZozyOVymJ+fRyaT0fKJ5w4LBrEuCPUz8rMMiyQoc11XA02OjZ/xTFE6\nI3uq74brPqULHNL7NT8/j5mZGZHmdRq33PInsO0Rlpb+L2SzqxiPLbz88g+hXi/4aM53kF+kfkCd\nkTQ+cqSPZ5+N4Ld/O4NKxdA83+l0tM5JHZf55eTbXq8Hy7J0xdher4dut6t16XA4jGq1qmnOarw0\nXnQ6HZ1nSs9rr9dDsVjUn0t9oN1ua1nPCquAlwrSaDS0vtBuq77W/FfqFwTDMjqx2+36+qPKfEk+\nv9/vY3t7G4PBAOVyGalUSnshbdvWKYBcS/YFZbseJXPCWrZ2Oh1UKhWNK1hJttfrodls6qq1zWYT\ntVpNrx11hvF4jFKppPdJpVJBsVj0hW1zPVutFhqNhtahGC7OtSU/cL2lIWA0Gml+UOd6D41GQ+MG\nriffwdxcx1F9QalTsdOIlBt8Np8v8UG320WtVkOr1UK1WtUtWgB/L/jvd31sIBTwctNYTcoLrTR1\naABzBhiewJBNALpCFKASZsns0jpHwcLvM86dn/Gi4JEW+nA4rL2kvGQBCCZ608rD2HCCXf4wxI+W\nLmXNieDll0P4J/9kFm+8oUIYnniihd/4jat44okUjhw5oi0lUomkFWU8HmNm5n9BNOoB0dHoJXQ6\n/zUGg4t6Q1OB9gALsLLyvyEUUgUVstlvIBp9F93uLi0MaWGXIRAy54gHGyu/+S3yUbz77tM4depR\nrK0dRq22gPHYbz2RVm6pUDNER3qjbLuHI0e+5lPqaZEhbwyHQ508HwiMsGPHf9I0IWCQY1RrYeCh\nh55DLNZBux3Fiy8+hmBwhOXlqwCAfL7k81pyvJ6C6eVfSsAo/5UKOv/ujcvfukDyilTO5d8kcJD3\nSW+DVKYJmqUQkGEUfD55k7/Lz3u93qRM99g3Tx4w0pslrbLcUwDQbMbxzW9+Wnv/AGBxcUMfHFTu\npQInwalUqCT4kQoW+YrWSblWku+8dir+tjsSwPOSAJYHS0fU6un3Q7715jx4nwQb0sCiaGNPnhHW\na8t1JV3I4xKQy/U0DAOVigKz+XxVA/1MpqkPHGkYoBGG8yXIVsreLgDArl1XweJclmVhe3sH3n1X\n5ZtGIgOfIWB6T/f7AZw+fQCA8obatqENGdNFO2QIKvmV9Go0EjhxQlVkPnz4HBYXN/X8h0MTzz//\nBKrVFFKpup6XDAV3HI9/l5fPA3B9kQiS30gfzsuyLGxuet7u0Shw014ejQy4LnDixBEA3rilp0q9\ng2DIn14glWHpHc3nt2GaLvr9IMrlJJLJCliBt1zep63+3HM0bvDZhmHoqrjNZhL9fhKh0ACplPrb\nxgbz3L0KrW++eSdKpbzeb1Q4UqmKjl5wHBP1uvLyVSo7NL97ewpirsA779wPxwlp2lJ2spprs5lB\npxNEIOCB0E4nipdeOo7RyCugxD3PokSqaFEAuZz6vVgs6PGqcTLk3LO8l0oZnD27gpkZBe63t7MA\nLO3lrdVmfXuPe3U6BNZ1XR3Oq8KzTczMFMX4I6jVCj6PEc82BSQHWFpSXsarV3foPbCwoLyrnU5I\nFxeTRi3JM6RlItFGPK6Ax9bWzMTLofJq223P+yFlJPegLNAybXi7cmXF93uxuIB+f6CrpxLQSQBF\nmjNKg/K5VNqFt9/+DBzHQDxehmE42hM1Xe112rjsr24bgWnu0F5QynYCewmAZZ41/221WtpZQAeC\n67q6xQajB2TEGo3WSubTwP4LGAzG2lhI3XQ4HGJ+fh6plPL6z8y8gGCwgdtv/wPk8+fgugbeeeez\nqNWWfZ5Grq9MRZHyXe6bcNjBc88F8Ud/FIFth/V8+T12e5DnMXVN/s4QVOrRNHZSFrK4zWg00l5n\n9rZkOpink/lTjZgbyPFTlyMYtixLG7O5NpI/R6ORzh1stVoa3JEuhULBZ0xg6o3rushms5ofKpWK\n9vJKPiJQDIfDGuwyvJZ5jtQfud8rlQparZaOTOT7qB/QwEH6drtdHYoMQD9PGuXJu4DCDgSVUs9m\nX00aCnhxHQiOybedTsdnXC4UCprPmE5I+hOXsBAWUw3Z61byDqM4yCeG4VVpJk1pxOAcx+Oxzjmd\nPjN/0PWxgVC6vGmRYYWoer2OcrmsF59Cis18uXAANCit1+satCaTSV8SPTcBK+UyAZi9ngjyGBtO\nYcWw32azqZmoVqvpfAU2vR0Oh6hWq7qfKa0WPIQIQHmwENzxvZubA/zu76bxh3+4gEbDQiYzwLFj\nfwHD+OcwjJamFYtPyJyJ4XCIZPJLCIV+QlD2Osbjn4dhnNAWCx6mlmWh2TwG1zUge+ENBvMYDEI+\nxVmCAAoOuuJlOKAEY9JKSgsN75fKOeAHaRJk8NA0DAPRaBNHj/4JwuEOut2ED4jKDU1r8Xg8xv79\nLyIS8Xo5Oo6/b5FSEAzce+8JFAqbGI8tvPTSJ9HrRbFv3xVYlhpzLle+aa5eeJhnHODYp7070tPP\ntSffTm9KHsB8lwSBEnwybEO+IxAYI5FoaJ76KCBK4clQcQop8qs02nBOHBPnRcDAXlZy7BREMmph\n2rI9GITwzDNPTApyADMzJViWZ6xh8QS+S3oByLvy4j6VNOK6cNzS2u4BQg+Ekh8kX06vCRUurwdx\nX3s/ul3bx8eSL6VCwflwDDJ8bTxW32eejazMKNeeNJCemkAggEpFFawKh/totZTClMk0fPdS8eN6\nS8AHqENnc3PfRGFsoVCo+GTWuXN3Ym1tl24vIecrlREAOHXqVgwGNpLJFvbsuaLpRyWYe1wavOSh\nxfVTOYqq5+Cjj76GUMjLeex0LPzN3zwGy/J63EqPE5fSdYFUqoZ0uniT559nA8dPupimiXI5D4o/\nw/CAIhWs4dDE2bP7US7n9frKsDzuAXpCDcPz9H4U4OF6LiyoMNOtrQJc12vVonjtoDZ0SnnDvUg6\nLCwowFksLsBxHMzPb0xAThT1enIyHqUgra8v4IMPDvhCGdW4Rrj//pc1DV999YcQixH4zWt+9BuN\nlHHjxo0FrK/v1uOWfCRDcS0LukCS4xh47bUnMBjEdG89goDRaKRDccvlLPL5qvZolstJvYelkWow\n8Dzhr7xyDwzD1rnNxWIOpmlqEFqpFDT9uC6SVzyDS1+D360t1RKFINR1gRs3VL9gb+29dXIcBzMz\nRYTDA4xGFtbXFzQ/LC5uT+g2o++X10dFdJBPKpUkWi17AiKU97vR8NpWSI8geY37cBo0OI6DS5d2\n+t69vj7vU5TphZHnF+UQZZoE4MXifpw+/VlYljqjZPguAZ+UJdRzaIAj8OY8+v2+BjOcF6PaKpUK\n6vW6jn7rdrtotVoolUpoNpvo9Xp6r7DYD0MzleGrgVqt5gvZVTwRgW0/Cte9R1fQjcViviq0BKaZ\njINkUhURi8dVUa+zZz+LUmm/nh/1Bspg6WCg3JeRN7VaDYOBjRdesCfr29B6aavVwng81t0ZuM7Z\nbFaDGK4f6Z5IeGG8spJpIpHQgN11XVSrVZ/hlJ4wghkCLq41DRWlUmkiozta9odCIV/BJa5xo9HQ\nNOB6EfQA0ICZ+pvkO/6f43QcRxf25J7h+wDVnrHRaPjOTtNUUXKskCv5TWIPPkOGG3P8stIsnWC2\nbSMWi6HZbGr8wbH1+33k86oGC/Nbqc9zvRj2S30PgNa9XNfLXx4MBqjVapidndV8RfqPRiNttOQa\nka5cC+qEBPCUD8yNpk7EtWFLlkAggEQioXkjm80in8/rcdK4QePgtEybvj42EMqDhuGm29vbaLfb\nqFarWumju5iTYEEh2eOJaJ/eyl6vp/t/0mNIwSWbv9brdR06QG8XLWmZTEa736Xnk3mp9JgyhCEe\nj+sKu2xmTAWHyjkXutPpaKYAoDfAK6/Y+Nf/+k5cvXoLAKBS+U94++07UCr9pc8LYhiGZlo+P5X6\nddj204K6HTjOr8G2/wSDgefCV8paGp3O7b616HZ363HK73KM02EyAHxCUyqT0qsjLZ48cORBz2fI\nkCMyfiKxgWPH/gTxeBnl8m4fOGP47zRYy+WuYceOt6c4zfMw8gDet+9DLC+rQkTvvPMEms15RCJh\n3HKLV2QikWggEhnpmH/G8EtlQAK+aUVo+jvT35PeC6mU896PAoL0/KqDz8bOndfwyU9+TStdpD2r\nhNIqyB96jGmkYQgj3yuBNulLMEgDgyyAwoIUEmTxoJXh2hTuo5GJ559/ECdPHoBpupif39RryL32\nUUYQ6TWbtrIBN/dx5T3cM1SQFK0x4WnDN0/J17yf9GLIn9rTbW+Xdfyh07yHYJz7Ynqd1fj5Pi88\nWlrHuY7THmDuR9J0OAyj2YxPnqUemk7XEQyOcc89p3y0kVZZXl4YU0z3Qd2164oGTGpNTLz11hPo\n98Na4eLelntZ0cTGmTP7AQB33PE+DMNrI0BFVq7VR8kZtc9MfO97R9BqRRCL9fCJT7wOWQir2Yzg\nxImjYA9CCXbJOrWaAugrK+d9URbSY02+osKlxmJhNOKe8lo18Z5mM4Y33zykacjIGsk/pmlCVoyV\nxkDub/l313VRKCiQtr2tPG07dqzqdXXdg749wf1Lyz6v2VmV/1kuL8EwDGQyqv3J2tocBoPhRCka\notsN4eWXH4BlefnUiq8cHD/+ArJZBXSKxQU0m2kEg124roFiccYH+Em3ft/EeGzivfcewnjsaOWc\ntA4Gg8hmVfpMqTQPFjkCgJMn70G9vqLXRsp327aRz7MadV7nphaLWQwGY22tl3QZjZTSeOnSCkql\n+YnXUoHOzc0sLKuDRKI5oXXGFzo2bbQlv8/PV2CaLnq9EJrNHCwLOiy4VstgbW3Jt/68KBuXllTk\n0erqHIZDT7YzH3RjY9Ynv3h+Sn7iGTI/7xkryEexmDJYt1oxzdPUOwjWZKgmwaTce81mYuIpVtf1\n6zndd5A0ks/mnqCBjsY06Une3r4LFy8+hVSqjHw+j8XFRZ/3n4CE8+UPwQTHXCwWsb6+rr1TUtHt\n9/sanMkzVp53DC+s1Wr691qthu3tbTSbTf2vNKA6joNYLI5Q6Is6jJOAi88eDAbY2tqa5D1+Habp\nVQ0GgKWlV7Bv38sIBDyjk1xj6REmfUk/ngHy7KP8zuVyum4Ja6UEAgH0+31cvnwZALSTJx6Pa9DS\naDQ0ver1ugZ4W1tbPoMn8xxZqGja2NDr9TA3N+eLsDEMA6lUSo+FLRQZfmtZlqY/HSQ8PxzH0bqw\naZpIp9M3FarkulNXJU2o69TrdX3OuK6rDQ+mqSIrZ2dnfTqR4zioVCqoVqvaocWCRfW6irKRKXqU\newTusVhMe84p65Qs7OuuGgyxrdfrsG2V/1ksFtFoNHQKYSqV0rKL3mc6yggUk8kkEomEzm8NhUKI\nxWI6DJzgUEaTEo+Qn03T1LiE+2cwGOiaFzyX6F2mDmfbts4RlUYsQBlBt7e3sbW1pefOUGQveszf\n6m36+ljDcQH4LBXyb+zdyYRn6cEB1IIxHDYWi+kNSCFBCxEPNGl9tixLM5Bs+iq9jZLBKCABaAWe\nycncfNLLwYWTCdAE3DIkl4zAcSSTS7CsL2Hv3j9HMLgDw+EWzp//SZw79wX0+1s6h4nv5JxGozHC\n4V+Faf6dKdp+FanUP4dpdnyHTqv1oO97nc5uTTtprZf3eBZhD4xO53hM04EemI+yhEiLnwS0Ckye\nx333/SnCYaXwt1q3ausjBdD0WGy7jzvv/Nub3qP6HnqhXTMzazh4UFn5r107jlLpMMLhMGZni0il\n6r57E4kNvVZ8H/mAf+eG5496p1c0h5tRHjykC+nMf6XiL71XUuFXRpIOHnror/HAA3+DYnEJ43HC\nV3wpFoshmUxqyy17OxFIcj29QgjeoSeBKIU55yVzBKQiLwEz11HyBHmFIPC11+7Gq6/ejYWFzZsM\nF/KaBm/yeYC/T6zkT3nQTwNqhuMSXMh1mwaxBDX8UcJ/MKGFqb2Y04qnpMW012Daw8L75fil9ZP3\nSYum9BQrq7g6vAsFxb/JZBOf//wzWFgo+sK7JB9xDHI96XlcWbkG2/YONvXeME6dOq6jR6S3nQc7\nr5MnD2A4tJBMNrCyclXTXkYCkGZS+ZKAVAHXEL7znaNwXWDXrhu47bbLPrrVailtVKCioZQW9bdy\neXEyn8uwbb+3S0Ym8HnSI0EQOs1DyviYh6qa6fr4X35X7R+Pn+X85BoAzIUeaW/d5qbyzrEAT6uV\nhW3HfDk8NAh58s9GPN5GMqnAiCpC5Oh80PX1Oc0zgcAY3/vegxgM4loGKx4B7r//u1hevqxpeO3a\nLuRyCjxWqzn0+14EiJ8vg/jww9vRbKZvMiCp7zcQj1cmY5vXob7r6wu4dOnYTXLPi4JwtdeyXM6K\nfFCvCiW9EXzvaBTCcGjjzTdVgbxwuIN4vD15RkH3C+31wmi3vcqOcj1lJAkAnQ+6vT0HwzCRydQR\nDA7hOCauXNmHjY0F/X3+eEYHR7dmuX59h/5ePO7qfNDNzVmf7kCe5ljk2BYWFA02Nmb0XorH1bo3\nm3GfMii9ojIyic8H/DLn6tWVyXOiqNWiU/PwG0clyKWyKb2IjqPCBS9fPoRqdRnZbFb3b5R7Qc6N\nijHfRyWe3sxI5GUNNGSkDOUSjcY00nAsHzVezpvj6Ha7KBaLmuahENMt8jq1iWdmKBTSNFZ1KCqI\nRG7WP9rtHFZXD8G2wz5ZLI30lCt8Pj1pAPQZTmDHNWM4MS8+g8U0CZTosaRHkeGcNFRTN6DDhnJU\nymfq0OQRRilI+ZNMJn3nBaM2CNY4H0YiEpjw/dJDScMG19e2VXV6nlM0fnPNKMfZWsSyLBQKBU0/\nvp88R52fz8lkMvrdDNNV+zOudaF0Oq35jHuUwI2G+UQioYsRcY70uHP+kUhEf29mZgau6/pAGist\nK97xUhCpj9EbK/NDZes9eY71ej3tPGH1Y/IfZSf3j8RX9LhKL6/kU95D8MoferH5d8uyfNV4v9/1\nsYHQ6UHG43H9N9M00W63da8mhgJwY6RSKR2Pz+RbtkUhk9NdzEWTBDcMQyc3TwtoqRTSvQ5AJ92y\ncW29XtcLIxmTB4gnnPzVQiWQoRJPT+7u3btx5MgRzM8/jTvvfBezs/8tAKBa/QucOXMU7fZf+UJ9\nqBir8Tuw7V+BZX1Ov891DQQCbyOX+xKi0aI+IPr9ezAee6C/3V7RoJPMzaTnaSVeJtITpEqw6ilx\nXtVbae2TAEUCLx5sKysf4N57vw7bZj6SDeCwL2adPMHnGYaBHTvOolRaRK02P8VpXrhnKtXG0aPP\nwjRdbG3twsbGU7pa2a5dH97Eo9lsSRenomFDzonKrByHtFxzrNIjLA8SeRDJUFIZwgZ4YDsYBA4e\nfAuPP/6nmJ+/DscxcfnyfVoIxONxPR9pUOAacR357vF4gJWV87jttvd9Y5JedgorHuASXJEmH6XQ\nc525x2T1Q9M0cfr0bTh3bremH99BmkrFRIIHjlGCUulJlyG60oPP8dBbaNuWPvinvaU8rGhFlJZ9\nekL7feWto8VeAkYP8KpLhqNPA2le9CATFEjLqywAIkEMx6wKpah+iIpfHKRSDTQaMe3hJp2k0UQa\nV/r9Pq5e3YHx2EQ83kGhULwJZA0GQS3jSDMZ4UCvUbcbwrlzyht66ND7cF0vZ4/rTRpJcEYek0aO\nUmkR77+vIjfuv/9dJBLVm5RhGh75DOaEbm9nMBwGEA73MDt7TX9H8ph8lmmamJ0tIpncBiusGoaL\naLSHffsu6DXlvTKcUNKK82NhFsMAHMc7Xyg/OH/XdZHPVxEIjDAamdjezsG2G6IYz24ddkgFWoZF\nUk4TKDWbaXQ6EcRiTSQSqlH4jRtzeuznz+/G+vqSHqdaTxPHjr2KPXsu+fbJ9nYOMzMbk3Es6D1G\n+UuPRLsd1cWIJG25loWC4s1eL4lWK4ZgcIBOJ4JXX30M4bDXwkfKLnWO93UYeLmc0yB0czOn9xJ5\nmT/9vo2TJw+i04lNjJrsmxpBqxXWOaaVSgHjsQeGpLyVezkQCOier8XiHBzHweysGke1mse5c7ej\n3/fCyjn+XK6MUKiLdLqKZLINxzFw48YyTFMVg1lcVBV6u90wWq2M7+yksVUazpVy30Uq1ZysaXbC\nfy4SifZkjnHfPpK5kF64upejLo3hpmni+nUVSr2+PgvD8KJk+Lk0wpJGMoKH3kG+g1Ft7XYAZ86c\nQblc9vEH6c0znZ5NeR5QL8lknkcy+b72LPF7gFf7g993HEd7kvnMjypgx3FIvaxcLuvvM6KOBS+Z\nj8dnUA667tcgc617vQLOnv05XLny38C2d2hvJZV1vps0lWedNDxzf9JBQn5gmxJ6nVi3gzmdPE8M\nw9DtYug1le9geC3bDMqowmAwqKvHkja83zRNVKtVvf6y1gpl9TN7NwAAIABJREFUE/eU9PRSt0ml\nUojH49qLzuqs5FOOIRaLab2TziE6kbiPuE6dTkc7aGRVaob9kqdkj022rKGnlgCVnlICKnraGV5M\nnqeHloCf/GDbtk9HpZ5B7GHbtg6nlmBXGn2kjJXFlHgP/08dxHVdnZ/L/FGuFdvn0LjCcdNpwXVi\nCDANCeRTGgdIKxo0ZIoe/1+tVnWxKvLmD7o+NhDKikp0Y9frdQyHQx0LnU6n4bquFgiMrQagiUpG\no9en3W5rwUVBMRgMNCM3m01NZLrAAX8Dd25+Mig3sGkq97gEaP1+H7VabVK4ZaAZudFo6BBfwMsR\nItOwkhUZJxqNYm5uDsePH8fi4uJk06ewc+fv4sCBZxAMrmA8rmBj4xextvaz6PXWfCGzXl4RMBz+\nQ4xGT0ze68J1w7DtTeRyv454/J1JeIeFRkNZiUejKPr9gg5rIsCwLEsDUgp20lsqQFK5JpChcJZF\nA6SnTW40Kh2GARw48BIOHvw2ZL5qvb4M1/UKikgrsVRWrl+/C++99xmwqMrm5jF0u2mMxxQUI9x3\n318hGOyh2czgzTc/heFwPBG6Q8zPX0a5PDMZv4HRyEI2u60NHbIqGeAvQMQ5T3taJGiSwmn64ucS\nnFAp5kG+sHAdjz/+H3HgwOtg3ura2gEMBqqEfCQSQT6f14Yc7hkJ7Lhmpulix45z+OEf/iscO/Ya\nzp5d8SkGMgxs2hNJpVke8BS0EmRIkEDekVZ5tbezN62jvI905XeoOMjwX6nMEIxIOk4rhsSGluV5\nO8i/UuhKhVAaWcJhJVf6/aBWXjgWueaS5hKQeiB3PHkXx+N5P6k00YjFPSbnKUFbqeS1EZBXo5Hw\nGTMkv1I5kQUjul0ba2sKrOzadc3nnaYVVnroOW6577lep0/fgdHIQjpdx8rKquZpSR/Pi+aNT3p5\nuTZvvXUHisUsAoExHn/8Ndi2p/jK9fEAkHrWaARcu7YCAFhaOiM8ZV7orfQKKdkOPPXUX+pCL5FI\nE5/61P+NSKSprcDSkEAe4rOlQt73dFI4jh8IyB/Ayy8slXLo9x1dBAcANjf3olKp6BA2PkeOH4DI\nB13EcDhEPq9CQKvVNIbDhF6bcjnnM6QZBnDkyGvYt0+lI5w+fRimqUB0pZJGocAWLwvak8Q1Ih3a\nbRODgeUL15eGypkZ5oPuwHjsIBIBTpx4FKNRXMsVwEs5IE8xH7TVisG2HcRinQlNMj7jkNwTpVIM\nZ8964dIyHxSA7n+6vZ3z0ZN8CUynegyQy/GexYmnZWuyXnNwHEsr1xy74zhIp+v43Oeex223XZy8\nv4B+P6wN4ywitbk5B9P05JBMZ+G5QXowFLfZjKHTSUx4dKALWDUaygMmvSRUvqWMp7wB4ANVzWYM\nxWIeN27M+eT5NDAnzSnP5Lv4N6Ym8P8s9iK9XP596+r9QR4jcJyfP4d9+/4WzWZaAxcCE46DOad8\nJ/W06YrunlFt4NvL5CfZKoUVVqlws8DNeDzWThLb7iEY/OaEPmE0Gj+Jy5e/hHr9Fu1B41wAT2ZK\nwy/fLyupkyZ0aLiuq2W11KE4X66z7Nrguq4er23b+jmcG2mXz+e1J5u5jmytMl3Eip/JnFiGl9Kr\nx/czXaDT6fgKAAUCqh8lje/1et0n++t1LyqNHkF6r+lA4hoTMMp6CmwTQp1e1U9JanDGcRO0Ej9w\n37HAKOcKQOtUHNtoNNIecYbuEhDLkHOuMX8Ph8O+wkXcD7Zt6x60BLsMo5cyievPUF3A6znNfdpq\ntXTUAT8LBAJ6TgTWSqfxqgAzzZEglAB1PB4jlUqB3k6GWdM5SB0IgAa3ADAzM/P/XxDKkMFIJIJc\nLqfDLUkIKrdUeNgPJxDwGsiyalWj0UAsFvNV/2LyrOwRlEwmNcgFvNBaVqViaABRvuN4/Xfo6uf3\n6HEtFAo+Zh6PxzqEmAtBBmPrBQD6d8Z133PPPbj//vu1pYkMFY0ex4EDJ5DJ/DwAA93uc9jY+DS6\n3a9pQSY9XZYVwGDwDzEcPgZAFaEYjfIwzT4KhX+HfP7rcN0xBgNV5bDX241AIOSrgCVz0mQeovyR\nMfDqvV6FSalg8gCVLn3phVG0sHDgwGtYWXn/Jj4plXbpwlOAtwHj8bhOsud4o9EO0mllsb569R68\n/vp/hVYrgcGgj0OHvoVEooThMIRXX/0cHCeiE61jMRsvvPD3cObMUQBAtxvDs8/+OLpdrxqYtJJL\nsEFQST6VoYrSEsTvycNl2qNKaxlpZNuqEuIDDzyL++//BuLxhqaL6wJXrhzTCgL5UhZIkQoDAASD\nAezadR1PPvmXePjh7yKdbuDkyUMYDhO+tZU0lWvKaxosS4AkvdrTvSGl52XamykBuzyg5cW/yWfJ\n8OFpqysVOgm8GI5rWf7CPXy2VPikYOUYg0GFLPr9kE8x43imPX3TwHSanryXNJKgXHorpBda7jVl\nkfaqDsur2VTRDhLkyfUjrXigA16FzOXlqwgELH3QUQbL4iKy7+70mPr9GM6fV/ntd955Eobh5xUJ\njj1Pv+cF9ssbGy+8cBzDoY1CoYp7733f9z7KKOaHetN1ceXKPgDAwsI12HZX85/+huAN0zRRqeTQ\nbsdg2+MJjUawrDE2N5f196nQSl6RER6eQcEL6bVtD5zKPEa+n5Vjt7dVntXu3TcmzzDQ6SxrZUSG\nDFMO8/9zc0r2MR90bk49Y3NzUXsmpBHBNE2EQkHcffcb2LPnJADg/fcfRLerwrsrlSzi8Q6iUYay\nLvjAmjQUyT3JH3ppXNfVIHR7e25idF5CubykFSPyI79PRZEtaioVzwvaaMTR7YZ9njm5j1qtJBzH\n64tbKDCHMjtRuFkpN6PHL9eNPEzlaXGxDstyMBgEUatlEQgE9HwqlXl9L/UO0sM0gWy2gdtvv6hp\n9olPvIb9+68gFArp/F0CWykXpDyQoGV+np7ggj5X0mlFv+HQxnAY8RkpSBv5/2lj37Tx8cqVFWxs\nzPvmw6Jp5DnpeWa4INeAoIB0VQaurg/sTwNiym/WKZBGjpmZddx661/CMIB63VPS5R4iP8voDo5f\nFmWjbsn7aYjjvuLnMlyU86B+SCU7nU5PIu7+AkAbpvkEhsP/E43GU0ilcjqPbjr6SxqtpPeTc+G5\nJM9zekMZ9cSQVepWjuMgFov5+ghPG7ZpLGDUFGUBU86Y1sa5JhIJ7T2VXmRZF4D/Z99JPpdeRNl/\nUvavJ035OwGOaZpIJpO6cCgAvT6xWEzruTQYcz2YHkea8r18Po26/CEPua6ri5CyyjBlEb2bLEJF\njJJKpfSaSDDOs4D9N4k3qGNIkMZKz/Rmy3BY/pvJZDSNGWJOrOG6ri8VMJ1Oa9DNMzqXy2k+Yvsi\nVkEOh8NIJpNa/vIex3E0LbnvuebcQ4PBQNPFMAxfqpfCLFEtP7m/ftD1sYFQGRbSaql8huFw6PNQ\nVqtVLRhpiac1KZFQVkDTNLUL2jAMHXtNxqWFWxJJAiPDMHRlMY6Fi0mhKa319GaOx15zYGn9pKCT\nZab5Gb2DZL5AIIBYLIZdu3bhqaee0hWmZI9TpVjHMTv7m9i165sIBvfBdZuoVn8N29s/i/F4zacM\nKSFiwzB+BaPRowAAyyqh31cKYSr1TczN/S5sewuuCwwGGX2YyybGZC4KGW4g0hCAZj4pZKe9S6QN\nhSuZWoIMx3Fx/vwDeP75X0CvF/fxycbGku5PREulPGCoEKuQKXXYt1pZVCpRNBohVKt53HLLCczM\nnIfrGnj33c+h3U5rnlLCKYFeL4pgUB08vV4U/X4O77zz8E3AgYckhTUPUanISM/etMIr21XIsBWC\nT1pq1d8N5HJbGI9NyObfALC5eQs6nbw++LvdLiqVirZ0+RVCB0tL1/HEE3+G48f/Fum0ykNqNmP4\n8MMD+rvcL9OgYtpKLQWLDNWV+4NzIG9IZQCAjxemvcOS36SnUXrdJN8RME/zKvevBMkMMyQokvuW\n68P3UZGjgqR4niA06FsvCaxIC1mER1oLpQLPiphShkgrqgQdfJbMeQWAwSCGdtsrD8+r3fas8PxX\nepGltZxjuHJlAaORiWi0g3x+wxe5QH7mgSrpLJ9Den7wwW0Yj01kszUsL69qGvqBmrdXKIN5yfDB\nbjeH1167DwBw8OApzM+v6zkxfPGhh97A7t2nYZpqvvF4Dbt3n0WvF4ZljTE/f05btjlGHqoesDOx\nurrso2O/H0aplNVz5pglWJaeUK4/+4kCQCDgzVHufTU/R1fCvXFD9QKdm1PAqdFIoV5v6/NgWrZS\nWVJtO9Q5Wq3uhGEAc3OKRuvr8z6viyfjgUOH3sSePaqY26lTx3Hp0l3I5QiI8zoUt17Pot32Qvul\nt0p6rOS68ScUcpBOM48xP5m/P4+a6y4NE8rjqIoSlUpZ5PMK+G1t5XygV+5j6R1S/OgIz2cBoVBL\ntzcpFrPacPVRF/d2Pq/AfKUyD9sOIRJp6UJA29uzer9y3p688c9xdnYLMzObuHFjHyKREVIpAkoV\nfSBlgwQr0mDJ/qBbW7MYjdQ5wnzXZjOG0cjzLHLvyPlIo500iMoz+uLF/RgMvPZ3VDapt0hQRP1H\nenykZ5MeMOl5k+kFBAPSEMb9bBgGotEN3HHHn8E0x5M5pnR/R2ngGwwGaDab2qtE2Tst0+U99P7Q\ngyd1O66BrBtA2UGAZhgGZmeTCAROYmbmTxGN/jOY5izm5+cRCKiiQc1mU+dH0igrAQsvecZJoyUN\nOeQrnkvM++S4GLEle2hSDlmWpWUri/3I9BnqQYzykyGqlDuhUAi9Xg/1el2fs3ynbE9CGsmwXfYW\n5R7le0gXdsigviz3kOu6GszR40rgxvQKesW5jyk7yNP0XLL4IQFZIBDA5uamLmhUq9X0XiaPsTKs\n3FPkcZ6l0ijCz9gOhfrS9va2/hu9w8PhUOMVyj8CQbZB4fwYxSl1TLmHWFlYVniW4bp8J/eglM/c\n24DCVUyRZCoaZRvXmR0+OGbSjzwxrbt8P/nK62MNx63X67pyFheOeZgUSNwsshKuaZo6LMFxHF8V\nXW4aqUS6rqsryrKiYLvd9h2ksnG53CjSasLxcJyj0UgnMpPgDNGVoVYcg8z7Yw5sOp3Gvn37sLy8\nrEEqBb0Mf1UMeBA7dvw1Uqn/AYCFweBVVCpPo9//CmKxqE/Q93pDVKv/HbrdB2AYQDB4ftKexUQ0\negq53PMwDCCROAmgp+kncxR5YAHQz+XGkocJ75WHm1TMpaImAZe0ZLqui717X0Y43EKvF8XGxj50\nu3HUaikdxsG1ondbhkmaponZWVUVbmtrrwZGs7NnsHfvqwCAc+cewebmkg94dLtdHUIWDisQ2u9H\nJwLF0jkStGjJvIdpZRTATQcMjR0yN1MqTBLAy+epcQxw7doerK4e0Icwr4sXj+jDmgKNhVk8JXCI\nfP4yHn30z3D06H9GOl3yPePtt++G4/jD32T4KEEj95IMnZoOM+UcaOzxe+e9anbSAs97CFo/ykNI\nJZHCXQIqeZFfpTGAhzgPY8VnmOxJD+BwbORx/k0qaqQNCxP1egFMC9tphVhe054O+S/XkDJoOnSO\nc5XeBjkuy7J0v9BOxwOjtVrUZ0Dgusm1UbTwANlwGMCNG6qgz86dlzRg4ve4lymrZGi+3NOO46DV\nCuPsWZVjdvfdpwC4sO0BIpG2bx5SRkgelEqj4zi4eHEvrl5VAPGhh05ogwDvqVSSeOSRt1EoKCPL\nXXd9gJWVq7h8WXlDl5fP6/HKw5KyjAa0tbUV39ptbu6E6/pDwklTXpIvI5E2FhY2MRh4hgLbHmD3\n7vMA/IYJAIhGq4hG+3BdVfHUMAaIxRRQunFjXhvgpHzg2LnfZ2cV4Gw2s+j1osjlqgiFenAcAxsb\nM1ruUE6PRiPcdts72L//LQDAmTNHcebMXRiNRjqapFjM6rYqpdKCrzKi5BkpP6YNsq7rIpfbhOp/\nGsL2dlzQxJ54zfs+EOc4Xlg9q/RWqwVdqGlrK6fpII13kp+4Nul0A4HACI5joFTKYGZG8UarFUGj\nYd+0J8jv0mDDcORSacdkPhuTZyTQ63m1FaQMUGs83RsaeP31hzEeB5DPq9Y53W4E1Wrctx+mjQyk\nZzA4QDarxr++nsf+/Zexd+8FJBIsSqTGEot5IdGkDfewrEkAeHtaGp9HI38FbIKxWCyGdDrtM5JJ\njx7//agIEQlySGvSnQBJ1h0AgFCoivvu+38RCHj7vFpV/CMNcXwHn8M94a+Z4cko/k6gIc8IPoug\nUa6FYRi+oj6xWAy2Ddx++zNIpx9BJBJBJpMBnSH0MhqG6t84Nzen/y5bkgHe+SCjpvi5zAOXNOc8\nuNeoD8h7p40H1FspAxl6y9Sz0Ui145O5hzxLGQkjjQZcy2q1qkN9uYcZzptKpXx6GqM62MJErXVI\n7z3mh9OgwO+zJgvfQcMD5YWs5Ey9bjgc6q4YgN/BI+U3e3KSLqyUzNzGVqul5TXv5/cbjYbmj/F4\nrAv7yIv7iH+np51zIs2q1aovzY/fZ+XgSCSCdrut30HH2Wg0wvb2tgb/HCedcAA0BiLtyQdsDUPQ\nyRDh6VBbnpMSczHakxWEeR95mimSP+j62EAolXuGbtB9rTa2KgksBR5d/n4LsqsZkEIIgHYJ0y1s\nGCrmnQvEPjt0i6vKtEndioNgim5sMixDc2lZoqdHFudgpdvpUCHGipPZ2Px3eXkZjz76qM6B5dwk\nAASgw3sNI4Rc7leQz/85bPtWAF0MBl9GrfazAFaFUvscDMNErfbfo90+CsMA4vHXUal8wrcOgUAN\nMzN/ob2yKkQrpOfF8csDiXOVihe9prSQ0oInw3YYHsEfztc0TWQym9i1610AwOnTj+H06R/C1tat\nsCw/AKFwo/eaAtg0e8jlVA7U5ubeyTPLuOsuVbFudfU2XLx4ly/Bn5uKG0V6Qvk+hi7wYJFWNs6X\nlegAf+VBGa7AQ1oqsQD055IWcuPnchu4775nYJouisVlOI6JYnEFtdqMj19kXg8PzWAwhF4viWJx\n502e1K2tAi5fXvYZBsivvCSo4nc+CixyzNNWMHm4y9CyaTArvXrkXxkmK4EY5yfHLEPFGJ0gQY30\n7HpngweqOSd5KMn3UpArmvo9ofIe7tdpDwTlFwG9+tGfarkh6fBRvMBnyCJKpFW1qkBoux2bjC+A\nft8rIjINIPlMqTTyWVev7gIALC5egml6yiyVSfKM5GfSbDpf6d13D2A8NpHPV7G0dAMPP/wW5ufL\nvndTyebYZOi6nL/rAt/73lG0WlHEYl089NDrYGVn0zRx6dJ0UTLlMbpwQYHQmZktxOP1m8AL+ZAR\nM6r4jLcW6+tLej6y4rlcHxk50O9H8clPvoIf+qET+hlPPvkcDhw4D8DjgV27VpFK1XUobqWSwnAY\nwtxcUfPHlSu7fd46aeSSxgXPW7cM13WxuKiAZKk0h8FArSsVStM0ccst7+DQIQVAL1y4Dx9+ePeE\nx9tIpZT3cXs7pwvylEqLWtGlskUvLMfEcU1715nvurVVAItGTQNGRjNIkBAKNRGNKuWw2czp/NCt\nrbxvT0tDnjSCuK6LbJYhyimMxwHMzHhzm/aeSnkRDvexY8caLMvRbWEqFVXZliC0XJ73ea7keaku\nvyHqzJnbUSqpNki53OpkLvNgASAp5yh3lO5SRig0wsxMcQJcw2g202g0gvjEJ17DnXd+AABIJNr4\nu3/3b7B//wWfp1ied1Jeca/Jc4x5YPxc/oTDYWQyGS2Xw+GwrvRJnYHyWIYKSlnBc1FGEklDhmew\n7+D48a8jEvGKQw4GQfR6KhSVYa68h94bymm+S3qrZNSUYRha5nLu/CyRSOi9QkVbjlF6pGKxOcRi\nSa1vkiaO42jvXSqVwvLysgZ5kudlZJ40/DOMUspJqWdR7jIyhQ4NmavP/UTA0Gg0dFpUs9nUejZB\nBYvwSG/neDzWuilDWUl/Vlsl2CZdacCNxWKYn5/XejdBL2u4SKMxC0ClUik4jqNT7GQKG8NqpUGF\ncya9OW/Zx5I0lGGtXMdMJjPR/bzzVwJntkmxLEuH/rLGjGVZyGQyek3YZ5Upg67r6urG9BRS9+U6\n0cNMHmbLlGg0ipmZGe0Fpi5ar9cRj8eRyWS0x5TrnclkfH2jmc/J30kfPpv9SFn0ThoZTNNELpfT\n60HnHXmRa0xclEqldFqFdBbR6PKDro8NhNKawsVnD00yK0EGBRhDG7ggTJi2bRvZbFZv7EAggE6n\ng7W1NZRKJc1wJKAEmLSU0dtJZqDLn8xDocZNJwGHBEQAtCfXMLwqWFK5ovALBoOYn5/HwYMHsWfP\nHi1Mp62M8mCVTWTj8buQyXwF0egvAQgAOAnH+Tm47p/CNF1Eo19DNPotDIcONjd/Ds3m3TAMF9ns\nizetRTL5AuLxU3quPMA+KjRRHo6cp1TSCYpkLh4PQdJAFnFQgt/AoUPfhmEA29t7UK0ehmFkcenS\n41qxlYczxybzORKJszDNMXq9KJrNHYhG+zhy5Buw7REqlTm8//7jMAwvrJDGDFkOnp7QXi+iacA1\nphCTIcg82GnNkwcpDQ20jElw6gFnUxtPCMb44zgO4vEyHnjgr2HbI5RKczhx4lPY2NiDixfv8ynQ\n0som6aWKQSQwGqncNnm99dZRBAJBHe4ueU0qgrJ4AQ8N6Qklv5IXgJt7dFJwyXAZHv4yPFsq1xLU\n8uL+5Xf4LioXXC9+TwJyDyB7PYcZOkTrqXwmgQ3nTM9fJDKa8EjwJtpLD57cG9wvXB8ZPk8RTOWQ\nwJ2ec97LcfBzCYBGoxHKZdXfLxzuolpNYjgMwHU9T7NUsKkIci/K/WyaJtbWljAaWQiHu4jHL2l6\nyKgQGcIqr2lDVaeTwPnzCtQ+/vib2Lv3OtLpmqaHBBD8XXphOH6PPmG89NJxuC6wvHwdt956WY+9\n3U6gVEr5xrO6uoB6PYVKRRUdW16+4DOgyH3kyRgT/T57VarejuRZaQyTHgl5/3gMXLu2gGy2qceR\nSHSwurqgwa4KU+3hR37kORw8yAiOArLZHg4evDB5rvLeyVB2ygY5hkDAxswMe3AuwnVd3Zplc3NB\nrwX5Zs+e93DPPQqAnj9/CKdO3Y/xWPF4KrUJw1BGluEQ2st240Zer680fsh1kmOTIHNmZnMyloJ+\nBgBtxZfeyF6vp2USIzfa7Sii0R4sy8FoZKHRKGiekV59CWo5DvYH3d5W97A9S7GY8RmZpMFDPcPA\nI498B0eOfA+2PcZoFEC5nEMkUkWhUJw8Y9ZnUKP31pOXniGjXk/i3Xfv1t/N5dYmaz7nA4bSwMv/\nZ7NVfOYzf41du65M7pkBYKDTUWAxEFDzz2brSKVqOH/+gFZ4uU7qe170Bs9gymDZBk+mTUgQxPWR\nAIh1PaSBMhaL6ZYilMPSqMvzW+o2lNHqnX0cPfp1JBI1uZXRaqXhutDVPUl7FoahbkVjOnmNRj6+\ng+c1AN/5xTBDmX9JJZxjZcQE11mGMe7YsUO3M6GeQAN0qVQC+ztKucnn8B7uLd7Hv3Gs7JvKfUe5\nTH1jOBxqz5oEAxwrnSDMZ+Q8AaVfytQ46sbb29u6uE02m9U8INuWNBoNH58xtHZtbc3XZYJrB0Dn\nfrbbbe2JZVuR2dlZrStxXhK48b30YLJAED2p3Gd8HwHcYDDQRhTq6MQU4XBYh962220fzwQCAV2R\nmd5Reg4dx9FpfLLlFXMtVd62AvL0mjJ8uNfr+aLsGGpMPpHRkHzuaDTSYeTSw89wa57PLN7KdWHI\neafTQbFY1HjCsiwkk0mtp9NoQKMD9SoaY0gz6iSy5ysjBYjRotGoT7591PWDg3X/C162bWN2dtbX\nC0cKByr9JHyz2UQ0GtUx+dyYo9HIV5iILvh0Oq3d2bFYTFsIKEDkYeE4qgBRMpnUlgbAsx5QOWo2\nm75wC4ZsUEGlBcU7PLK6mhoPFX6WTqdx8OBBPPnkk/pZVGplRV6GJlCI0IOqGDWGQOAXYduPoNX6\nn+E4HwL4I9j2CzCMIiKR/wfhcBquexfW1/8eFhZcJBLvTpRT/3rkcn+MTuc3YRhxDAYqNIyHB5lY\nutWpZJCmpJcEnzy4pgvA8Jlkzh07vodkchvjcQDnzn0alsU1sjEe93xKBS+p9DuOo/NBi8W9CARM\n3H33NxCNNtHtxvDWW38Ho5GJUMj0CWLyD9eXIHQ0ioseYdAHjwTh/JfzkQqqLLDBcUqAx/EDHviQ\nyrw6yNt45JFvIRTqo9HI4tVXPwfTjOL06QfRbP5/xL1pmCVndSb4Rty4W9795s09K5fK2veFKpUo\nJASSEbKNxI7V0FY3XmYebzNtPz3usWeMx2Pcpml3m8F2u9vMuI0NjQ0YgwGBQGJRSUKqKqn2UqnW\n3Pe770vE/Pju+8WJW4K/iueppzJv3oj4lvOdc96zRmAYbvg015rvckNJbRw48AJ27VIFnxYXt2Bs\nbB63b29DoTACv99VTGUxMFrCLMvS3iFJg9JQwXnSGimVT95H5RmootVyhacEbXItJUCXZ0Z68khD\njEogQ+R+8f3cM9fwwaI8buVe+Wyufy9QmZ6ex9zcqA7HbTaDcBwbfn8Tpum2geI8er2YBN1UAHq9\nNxQu/ExeEsD23hOLdTAyModsVoXrxGIVbG6mEAy6JdLlM6T1nbQvQbK6J4SlpUlMTNzC5OQtbG5O\nahqTZ4dzkHRLxSEQCCCRWMXhw2d02CxbjqTTxbs8IVwfrrn0ikgDhWEYWFsbxcWL+3DgwCW8+c2v\nYHl5EJubyuI8OzuGTMatrLi0NAHHcTA7uxPp9Bqmpq7jwoVDcBx37NJ4QmW6Xg8jHK6hXI6i1Qpr\neiH9S+8SLzn+2dkx7Nx5x7M+8/Ojep0cx0G9biEYbGFoSIVY7tx5C3v23ECtpsBFsRiHyu93w8sJ\ndJRca6PZtBCPV9DXp5THjY1xRKMBpNOL3fmP6LPs9/v6uDQQAAAgAElEQVQxOXkeR448DwC4dm0X\nLl++H6bp0gnzJzc3Mxgd3eyOI4FKJQjD6HjOPdsj9BpLeam17IjqtIN633vDi3k+JR9jAaF8fkAD\nP1XZNwB66GXIP/eQe+r3+3UI7+bmIEzTwMCA255FGnfkGVPvD8I0HWzbdqM7GwePPPLX2Nwc1uCY\n+aDS2yB5FFm6bRt47rm3oNOxYJoO/P46EgkC2VEPryFNeY1PYaRSeaRSCpSl0zl88INfwfnzu9Fs\n+sGeqwBw+/YMgCT8fkcXF6E8kPyQ6yPz6f1+v5ZH0jjJf1RsuV4EQNTbuLd8Ti/P5n5Jr35vJIWK\nyCrjypUjyGRWsXv3K/rvpVLKEx0mZTfTUeg4oMxlERzKGgIXGaUGQMsjRtKwpQoVegDaQ0VZR5oj\nzVCZp4Gc624YhvY0ScDMdeLaSJnHcXBNpGdXrh11Zxl1lMvldG2VdruNeDyu77UsC6lUCvl83jNv\n0zS1Xi2BEXVv9tK0bVtXcAWgPaD0urHqKnVaqfPI6rV+vx+5XE4DtFqt5sk1pMcUgNb76bBqNptI\nJBIa6PK+fD6vwbtcT4JJ5rrS810qlfS93AsaD4glONZWq4X+flVdm2PlXjG3U7ZBoXG7WCzqtSIo\nq1QqOqqOUXbUaaSHmOtL72itVvOENtOLzfxkylAakqrVqjZoUJej3GcrGtM0dWqgYRgoFovIZDIa\n3NMwxTo3NDKx2CsNXRw76ZTRga1WC319fchms/hx1xvmCQ2Hw5ibm9PeRVlBiULI72/igx8sY2TE\nzdtkcSLppWDJY1pyuGi8Tp7M4ciRMjY2NrSFKJfL6Xcx5LZarSKXy8G2bWSzWR1zTqXtyBEb+/ap\nQhIEs7RqM25dWsdJLPL3YNDEzp0WtmzZggcffBADAwNaWFA408tLgSETjfl7pfIsWq1m19o1iWDw\nv8Ewfg1AEKZ5A4bRhGE4yGT+EpY1C9P0Y2npF1EuH4ZhqAIttdoYOh2VQ2ZZBfT3/w3a7RZ8vhyG\nhr4MQLnXZQIz58K5DgxcxfDw0wiF7gBwQzt7LZEUUAwBcb2JOWzfrsLWbty4D42Ga6GWSrIM9ZWW\ndAAwjA4GB5U3YW1tBrt2PYVUah6djg9nz74btZo6HNx7CVZk+GAopA5eter28qJ1lcaB3jL0XA8F\n0IDp6RswTXeduKf8Jz0oZM4SwKrvdHDvvd9CX18F1WoUp049imZTWfRKpSgA1+PAi/kLtAK2221M\nT5/RAPTy5aP44Q/fgXI5hosXT3h6PElgLi1ufAffY5reAkEUwhJsUfGQyoJSgm3cd98z2Lp1Fobh\nGoP4LOnVkOtKwScVGmlto/VTWgxlvqNUjqXC0+m4TdXld6Uiyfs6nQ4mJzfw+OPfQTqtAM7w8Do+\n8IHvYmgoq8+5NG7J8/96+y2NETK14PVyFuX35f0KgIcxOfkq3vnOf9J/7+/PoVp1q1HL4hq8j0on\n91GFdLkhdEtLqpDZ2NhNdDpuzp4cozxLfDbHp4pIDGN5eVj3ZeSVTOY9xq1e0P96Z0++w7IsvPzy\nAaytpaDatryAcFh5jufmtuj3FAox5HKqCfvNmyqUPRYror9feeZk7pUsx6/oKdh9RlorudLjKWlD\nXlQAVlaUN5lXo+HH5mZG04V6hzdMyeezsbCwDcEg25CMeGhSGmds28bg4BLuu+8UBgbudMfaj3Y7\nimRyAT5fG62WH2trab3Wk5NXcPToDwEA167N4PTpNwNwvVK2bXval7AIDivaSqOGBIvSYNW7HqnU\nRteT6NPeR+6z5C8SKHCdmQ+azWaQSjFPdUArlBIQy8s9NzUkk/nuff2IRiui52hGy2959vh7u91B\nq+XyMMtqw7JamJ2dhmk6aDYDKJX67wKN0rDNwkSXL+/R47ZtG4nEHIxuPmihEPcYKqWRnN9vNLy+\ngni8hGYzgNde24F83uv5f/XV/ZpHytBOrpXkub18QcpFN+zelV/MuWM0BHu0k54J2LLZTYyPP4NU\nSoUtyzWiN1V66nqNl/V6GqurM7q/6/LyNGq1CEqlhGecUjZR/6tUKp7WVp1Oy5OuQsVc8mfXKFTX\nZ4XV95UyXUS7/V9Qr8965A1zFiUN9vf3I5VKeXoyWpaFPXu2w+erahAuo0U4FxpTSZfkf1KHGBx0\njdY0MMizqYx/bitBykjp8avXb+Hnfq6MZBIeXVnm+ZEmZbEgWQDJNDt4/PEaxserKJfLHoOkzCtl\ntCOLEPGc0dP49rc3cfx4STt5KI/4HuabAm6OYyqV0mMJhUJIp1fx6KN59PdH9bjZfoTnmfydPWap\nv+ZyOdTrdcRiDn7hFxwMDra1DkS5TP2IsoG/0/BBYBcOh/HYYzXs2FHWvK1cLmu6Ip1KPYE0zHUq\nlUo4cqSKhx9282DJDwkEG42GBp4835TF3MOBgTI+/OE62m239g3PtuKpWU1zPC80BK6urnZBpYPH\nH69hZESFFnN/CDiZe8twaYbjlstlT+631Mde73pDCxPFYjEt+AFvNUnVzLmE97+/hgcfLGtGys1s\nNpva+ymtcyRggP1qfHjiiRKeeMINhZDWIxIKAQkPKq0w8Xi8Syg2fuVXgN/7vRz+83/O4rHHakil\n3DwQWgxoBQGgCUcKmI98pIB/829ew0MPVbF7924Eg0EsLv6VR8nmIZbKJ4EYAJTL38Hm5r9CNvtR\nACtdhcCAz/c+tNvv8KyzaTYwNPQpBAJlOI6JhYWPolQ6AMNwEAotwuerwXFUO4F4/BUkEk+iXo8i\nlfoRduz494hGr961d1IxjsevY2LiKezc+XmMjf0AjuOGJPUKOQlSWKyn1Yri0qV3YX19BouLJzQT\nIvOU+8o8BT6TniXT9OHcuXfhzp3DCIdzGBt7GQBw6dIjKJXG9JgpmCTIkCFKly4dx9mzb0ahMKwV\nM2nNo+WxV6jy90OHfoTjx3+EffvOakYm/y6BI59NOuGlfjZw4cJ9KJXi+P73fwbNZsITVy+t9vxd\n7g0F7NzcXuTz/bhw4QQuXToGw7Bw6tQjaLWSHhBKUCGBlFpnA8lkCQ899DwOH76MLVtW9PtkKC2t\n6RTuEuzwmpm5gOHhOZw48RTuu+9pxGJtnUvBfZVrI/dd0VIVb3rTWTz00DMwTW+vNTI7qdhSoZXP\nVGdI8Yahoc27ALUEFryXIHF5OY1ksoJoVDHabdvmEY1WdSsDPkuOv1e55t+UkqPa7UQipbtyPOVZ\n6fVkyj0Khdp405t+gFbr7j5c2WzKY2Dh8+R8+fyhoTU88MC3sHfvJd1+YG1tGq2WhWCwgcHBBU8u\nE9dFRqokEjncc8/zuOee52CabjGEa9eO4OLFvZ6xJRIlGEbbs/6GYSCRKOHEiedx9OhLHgVN5sEC\nLArm67Zt8XXbtqi8uPX1FJpNtQ+rqxl9tqpVP5aWtnRp8ZY+axIA8NkAEAqpEDJ67qWXU+7t6xlg\n1H2WByBsbPTDth3P2WXOrjsvHxYXd4HVfefmdiOZzOH++7+NmZkzWoF35YQPMzO3cPjwc913hrBj\nxw8xPa0KsW1u9sM027AsHx5++Es4cuRpAMCNG9M4dep4l++7+bD1el2D0I2NDIaHVS7k0tIA2u02\nDh8+g3vvfR5DQ3mP95w0wDWQoJl9LdfW0jDNICYn53HPPU9iYuI1D6DvNXK0222k05t6HqyMu7Ex\nCJ8POHbsaRw//jwsq36XkYlnLZ3egNENLS4U4hrUFotRNJtBHDhwBW9965luDq63+rZSYL37c+XK\nQUSjhS6dDaLd7mB6+mWcOPE9DA7O6e+RJkwTyOXieOWVQ561YRGp1dVh2LaDWKyMt771BRw7dlaf\nb8D1HDWbdwesvfjicdi2gXw+qT8rlaLYvfsy4vGCNuaRV1N/6DVAcb40YkYiN3Ho0FPYvfsVJBIr\n2LPnZY9MANwKuFTKGSKqaLiNaHQN+/adxrZt5/Rekm9wjym75ZpJpdVxHFy8+DbMz+/B1atvwQsv\nvFODfmmwJBjgeFi0kLJ6y5YnkU5f0mOX0RzSuMUUsEKhoHlAs9nsFlx5EdXqZ9Bsfk0/Q64hL65n\nNBrVLS9qtRqKxTxWV38Tu3f/GeJxN12LV6/xgWCS+iTH+uijJXzyk+vYv99blFHqm1xHAlB6r+jY\nME0T73pXEO95TxXT03kNfmTYZalU0mtMjx/TQ6iHb9/u4AMfqOOnf9pNy+DfCJwJwAuFgi4kynBU\ntQ9N/NIvNfGRj5T1HKknSa8szxM9lJRrgAI+H/oQ8OEPNzE01NbrJ2UqK/5yj+Q6A0q+HD1aw/ve\nV8d993l5OeUYPbykEfItRk0ahoH+fhsf/nAV73tfXf+N3kLm4PLM8Nk8P47j6Oq8jz9ewxNPlNFo\nlLRuwX1lNCRzoHmGqMsxF/Ztb2vi/e+v48gRRWMM3+XzuJ+AwjiUA6Q9y7IwNVXH+99fw0/9VENj\nGf7PolKWpXrPcv8JVFnPRxqnf9z1hoXjSosogRoXmX+7eTOJT3yigytXTDSbFQ/iJzj0+XxIJBKa\n6JifQBBRLFbwsY9FUSgo5hSNRnXMtfQ2khHJXkM8wIDKU1ha8mNsrIGxMRs///M1/It/Abz4YgPf\n+14E58+b2lMrBQ6rc6nntDA21oZlOdi+/esolRIYGflz3Lnzb2FZUcRij3kAsrT2FItKaVWJ43MA\nLLRaL2Jz81EEAr+BRuNBAJ+Gz/eNu9basrIYHPx/cOfO/wKfrw+3b/88pqc/g1js1e7cAMNQh214\n+GtIp58F4CAYzGHbtv+GjY0jmJv7WbRa7kHm3q2vH8b6+lGUSmMIhcJdb5kbrkailjl3vBTDCmJl\nZSfW1nZ3mYNbEU4ePNM0PVXEXO+jH4CBbHYGjmPh2LF/AADcunUcS0t7PAqmBIN8P5m43+/H2tp2\nwZxcxkeLHOdOC7P00k1MzGLnzssAgKGhOYRCu1GvB7XVjO8H3KbUEoiSZingFxdT2Nh4HD5fAICt\nLXAUvqQvjpGfy3zDWs3Cd77zHti2q0CXShkEg0q5ItPh/dwfMo8tW17DwYMvIxYrY2YG+MY33qqB\nu2GokHRZIKq3uA5zKZS11mU1o6M3kMks4Pz5+3Hnzgx8Pr/He8h15jwVw7Sxb99VmKaDCxeyKBaT\n+vt8p8w/Jd0wnJj7FAi0u2NY99CEDDmWni7mQiwv9991rorFGBguKcO7ZBsOyYgpzB3HQTColLZg\n0KtES+OCBGhcY6/yVsf09BUAwMLCOMbHF/TYqtWIx1jDOUnDFt+bSm1geHgWicQmbt06AsOw0Go5\nWFycxNTUTWzZchPz8yMeowLPomvUa2Dnzmtot304e/YETFNFlwSDIZw/fw8CgQZ27rzR3VsHiUQZ\n5bJbfVKFEVWxc+drqNVCOHfuXj1+KjZS+DuOg0IhjhdeOIr7738J+/dfwfz8MEqlCCxLrQ8VdO7r\nzZszGB+fxcTETZw5cwKNxt25zFSEQqFG929st+LyM4Y19Vb9o5LmAlHXOJDL9etxcx17jQdXrx7Q\nYEYBjCFMTp7D2Ngs+vrqOHt2m1Y+lUJjdddTzTeTWUQyuapb84TDVUxOLqCvr4lUarNLJ1N49tk3\no93uwDRd675SrEuIRqtd2u5DMqlkzuJiPwxDgfdIpIrl5XFUKt78QmkEkqGxBKErK4NdAHYHW7bc\nQr1u4caNKb0e8rw3Gg2EQjVEImospVJItyHZ2BhEKARMTV0DALz00h6P4Ute7A+6vt4PwMDgYLb7\nDGWcmJhYwMjIBtbXM1hdHdJhj+QpzaaFru6KcjmKK1f24/77vwtAeWQBYHT0FoaGlpHLJTE/P+Th\nHYCJH/7wzXAcv9ZvLMvSbW9WV0e6XoUKtm27iVotjJdfPq7XlLTbbnvp5PbtKaytDcM0bRSLaf15\nINDCtm3XcPv2VuTzMY/ck3slDQg8f4nETcRiOUQiJWzdeg21WggHDpzDxYs7PWF8im7d6t3MIaRS\nbds2lpf78PTTD2FjI+7JF5Nec7lnHA9BMt9XKKRw6dLPak/O5mYHKgXCDRuWhjnAyzNDoU2Ew3ms\nrChNnHKe4Ij0Rk+QaaoczEKhoEGUknVvQyDwRwgETgDwttOgjiJ5o/J2J3TV0VDoc+jrexEAkE5v\nIpsd9fB5mZ9LWUVer/Y1gHe8YxOPP67Ow969DZw96+ZlA25VV8dxdD4ux8IzxbX68pctXL3qx6VL\nytHCUGFpaCgWi7poDkNTk8mkdthcuGDj4x+PYG5Oha07jqOBEcEJdRaZ0jYwMKDPWCjUhz/8wwBa\nLTf6gXQpC1gy35O8uVgs6haNwWAQ//2/B/Hd79Zw9WoDyaQKX2VxKO53NptFJBJBPB7H5uamBtjc\n51OnbFQqBl5+OYhQKIiNjQ1PWKrylsb0GpXLZQ+wtW0bd+5U8Ad/EMX6uolw2I98Po90Wp1PFu7h\n+aO+ZJomNjc3dX614zj40z8NIxp10GwWYJotnWNLpx1DiTkHqQMVCgX09/fji190cPky8PLLJny+\nti7qms/nkUwmtRNIhoLX63VPcbUzZ2z88R9HcfNmBK1WE8lkUhsraYSRBgGey1gsplvGUA/7Sdcb\nBkKZXByNRvVEqDSyyanP58NLL/m1ZYTCMhQKIZfLIRwOa6DoCv4W6Gmr1+tIJpOYnQ2iVHIQDruM\nkNYRad2XHhEq2fy83TbwyU/aSCTCePDBDt7+9gpGR22cPNnCyZN5rKyY+N73+vDccyFsbrp5erRA\nqSa3/finf9qLf/2vbWQy38HGxudQLr8A2y7j5s1fw8GDx+E4Y9rCZ5qmBtXcUNV36iPodPahWv09\n2PZ1NBqfgGl+F7b9W1DFiU7DcZ6HZZ2FYahwinD4DrZs+TyWlj6KQCCC5eV3Ixz+NCzLTRpvtSKw\nrCoCgZxnrzKZl5FIvIbZ2Z/F5uZBdDq2VsByuVHNDKmoMS5dAiQSO4F1r2dIChPp7SGjYOw5QagM\nh7YsC5FIEYcPfxWmaWN9fSteffU+2HbHI2wBB9FoDdWqa70io6SCSQOAtDBSGNAjQ4WL94bDeZw4\n8SxWV4dx5852LCzMoF735svJS+aCcL3oWWKxLWXlNOA4Eoh1PLTO+6V3hKHqnHOnY3nWmkyXVfA4\nj969cBwHd+5sw8zMNV2cxHEsD7Bj2XKeZekB4Xw4v6WlPdjYOAjL8sG23b02Tdea2xsGI3Mj2m0f\nCoUYUqki4vFVZLNRrYhI67gMQSNzZB6dMigEEQo1kcnk0NfXQr3uhhVLIczfaRQrl2Oo1YI6nA9Q\nnge+U9L063l0SYeuB50KorcCsRwH50DFXnoY5TgB4MqVYxgbWwD132o1pPdR0o1UWvjz3NweHDx4\nFuFwGePjt7G8vAsAMDu7tQtCZ2FZJ/We0MJOpVGFNY2h0QgiGGxgdHQF8/PjAjw7eP75exAI1DE9\nrYByOl1EoZDyeGZtm+Db25aHRigWbeBlmiZu3NiByclVTE7O4oEHXsDGRj8YBlkuuzlApmnizp0R\nnDgRQDDYxNDQLdy6NQ7HUZEH3CMXQBDQeAtHMf9Npo9I+gkGg1oZky06KpW0Pq88n81mQPy9D1ev\nHsIjj3y1u38JGIaJgQH27BzU73I9HncL95s3D2PHjtMAgESiiIMHz2mve7MZwA9+8DZYlgHA7YNN\neTM+vqnHEo+re0qlPpRKEcTjeQ0K19dVbiv3ghZ+nlXSmWHAA0IBCAA27Dm3PCtc11RqvbsOYUQi\nxe5+RlCr9SEadde+07m7RQuALuAlCFWgk/mgKq/Upz3Otu0aSimvlGxw1/fMmeNot01kMipEdGNj\nGMGgT4SMDmj5xH167bUtaLXCANxQt0CgoQ0Cy8tDXeMqi265ckiCNhm23W778PLLxzS/yOWUwaFQ\nSMKymggGAcexPeF1UlGURjeO1bZtNBopnDjxlDa+hMPKSNZouAVSWOSFZ0RGAQDeontzc6OeCAF+\nn3vMvZJ8j+ORhWMI3qVc69Uf5LmVEVPtdgLXr3+ky0N8Wr5Th5BtUvg8RuZVq1VtlAgEQggEfsZj\n/GUHBIZjshMDZVd/f383R/G7MIx/BACsrb0X5fIRBIM5HapKuuX8qIsyrD8ajeL48dv40IeUHvfk\nk334whdiCIXcwonkO9IoTT2La01woWg8hsuXQ+h02vD5vO1RpKGCVV75M1sP0oHz2mtuzRPqBMqg\nkdC8heCROg8BL+Xq5cu21hOkR06Oh981TVODY4aEKmOkD7lcHxIJaH7PuYfDYU+uqG3buiKubbvF\nlVotE88+ayAYNBAOK48i68Owii7lHkOeZUh5JBJBNBrF5cus9A6kUimP4YYRY6TnaDSqHWNSV1lY\nCGnnE9cmFotp3sT+sJZl6Zo6pBnLsnQB1/Pn47DtGvx+U+exxmIxj5GgVzeo1Wo6jzoUCuP8eX/X\niZbVThKJkfiP+8YCTDxPlmXpwlc/7nrDwnFpjZKD5WEi8cl+PGxRwovVnAhSGKvPXolsoisVRGkZ\nJIqXmwrcnZNEZs7x5vPAV78axK//egIf+1gczz0XQrMJDA/bePzxMj71qWX85m/mceBADZ1OSzNF\nltHetWsvDh/+L9i16x/g88VQr6vQsE6ngOvXP4pOp6UPC6tRVioVT2UwFSKyFcnkFxAI/DIAH2z7\nLIBfgGE8A5/v7bDtf4dC4a9Rq30SlcpjaLW2IBo9jf7+ryMWO4Vt2/6jB4CqPajixo3fQKm08679\n8vvL2LbtC9i+/a9hGOt6jFLoS6VZAhoJbHpDSAC32b0MbZHeRsDbZoN/J90EgzYOH/5HBAI1lMtp\nnDv3szBNtziQAkIGDhz4PuLxda3Qcm/IJEOhkGYmtMJJbyVDUFmggMw6Gi3iqac+gGeffR8WFw/B\ntvvuskTKMJDeiyBXFjR6PWuvpE+uDy9Jt9KjKAWT/C5zC6QlWq6xKlMfwwsv3ItOhyFq3gqrHCeN\nDjKESFZXVM+MwzAScJw4bDuKZjOEWs0Pn8/17EnlRs6bTG5zMwUASKfdHEOpXMmx0dou91iG2Jmm\ng5mZWc87CZi5VlLRsSw/VlcHPPvW6RieZ8sxcN05PjkPpWiQ1t3CGJK2ub9cS54t/iwVbgAoFtPd\noiTqqlbDHvAr90zSoxLwYczNqZDZrVtf1mNfXh5Hs+lHMNjE8PCCJ4pAhmCrNQhgZUUVMBofn9Xj\nIC93HBPf//59WF5WbVTi8azHAKiUAob7dfQ8mdsmx819Vf8svPDCSVQqqm3L5OQCyEYCgZZn/W3b\nhzt3pgAor55pdvCmN130gKFer4bjuH1SybvcPfQaG2T4o8/nQyTi8lfDcMvzU461Wq48O3PmCCwr\nir4+lcO4saHawriVWDP6XVyDZtMrvkulBAqFNAwD+szG40W9HjdvbkO77eiiGHwO50LP4dqamw+6\nvKxofmyMbWRSqNfd3GHyIAI4aeRIJgsIhZpQVX4H0NdXQzxe6L5jxMPXqAyp/Td1O5aNjbQHiKt3\nunmn7bY35MuNEnAr425uDsHnM3VucjY72OWJzD13PRPyTBH8LS2NYm5uAolEFoGAms/6ej8SiVWd\n75rN9ut3czztdp/mqaTdwUFVfbhWC6NYTHSNmMzFdNdVyglprLh4cR8qFbeNXKGgeOLVq3vAomuA\nG94qq9bLHEzWN6CuVKkAZ88eQO9Vq7lRM9VqVSvv/EyeAxoSpYe1lxfKsyL5EeDKdNISjVgy+qnX\nYSB1Aq5xPB5HLBZDKJTUYzBNE4lEQrcAlDVDyMOoczGPj2GSAHQbChpwZdsWmUtOHqEi187AMP60\nu7ePoNF4TNAn7pKTUlcg2HvrW9fwoQ8pp8CTT4bx2c/GANzdIo9gtN1uY21tTevSkUhEgwCuheyy\noMam+mLSu8WLY5BRbNJ4sby8LHJEXdnE/ePa8B0AEIlEtL5NvZZ6Dz3SPp8PxWJRR3bx/larpQve\nkIdyHgRkpI1KpaILQVGnAxR/YG/RdrutPbscp2EYutUKPbhcL7fAIjznmm1fuPc+n8+DXQBo50av\nsUGeDer2BO6ZTEbTJQBP/inn4vf7dfVh0iPpk+tlWZYumEr9FXB7q9Noyogj5k0zH5cVg3nJIpbk\nmaRB8lGuUTAYRCaTwU+63jAQyrYV9OTQgkGCYsUtgkDGY1NY0ePJTaW3lK5mqfApT1lEJ353Om7i\nsrT+9HrnGLY7ODiIe++9V1unFNM0cOVKAJ/+dAK/+quD+OxnY5if98HnA44dq+O3fzuHT31qHe99\nbxmplALLExMTeOSRRzA+PgLbLsHv7+9Zk+ewsvIn+pBIoSYbygIEGgZs+1/Csj4DYBuAGkzz07Dt\n/xWdzjyi0QQ6nV0oFj+Ezc3/gNXVT8E0M2i19mF29g9QKBzzvN8wHIyNfQWx2LUfu2/p9Gs4fvwv\nMDLyIxiGGxrn8/k0qKGgk4p3rxCRpcfJ/EgDVNQoyMjQpOXQPbgB7N//dUSjq2i1gjh37v0wjJge\nr6KlNu65558xMXEJa2tj+pm9Hkm+h4ezFwRIgUbvmmEY2NiYRLPpenV6Cw8wX1jORwIXecDJdPmZ\nzBuVHjIJlCTDJzOQOUE8J9yDer2uw6jcvfdWh+VnjcYgzp3b132XT+8Rv0erdTgcRl9fn2Z60vjC\nsCaOjbkQUhj2esjlOSRjz2bVeUmlNrvMtuzxsnO9ZCI+BRnPuGR5O3bc1t/30osrbABo5kxvlPtd\nt8Inr15jCz+Tgkcpb5yj41HcpFWy11jC9eTYAgFphAAuXDiiDQX1etTj9eDZI133GkNmZ4/CcYBk\ncgmJxGL3Xgvz8xMAgOnpO2J+tocGAXWGV1cVCB4bU4VXAHjCvEwziGeffRjr6xldnMhrMHHDS30+\nn1b4eA4lr+Fa7Nx5Cw8++G1dgVdefX1ewxYA3LixFQCwZcsCHnzwFGZm7ujneoEMf4bHyyeVNxlK\nz/e4ntqWB4SGwz4tPwzD6FYStNDpmFhdHcCdO94Si/oAACAASURBVDOIxTY1MJqd3Qm/v4xYTHlA\nlpbSHkVHjc0FsQDwyisndf9JPkde8XgO8XhFKyGUheTX3qJEKgdzeXkIhmFgZMT9Xc5dVgqVAMo0\nTYyMuMC11QroZ5ZKMRSLrmIsgQT3eWBAKd4bGykMDq53fx7sKrit7hhMOI7rfePzHMdBPN5AX5/y\n5uXzw0gkSggGW3AcVW0XcMOY1XMcsXfoyn8Ltm3g9OkTMAxT9zvN5frR6QSQySx3x5UBb5XAQP5M\nIyfTANbWRhAMhrqKIXlVwMP/yVtsOwDHUZ7gK1cO9Hgu+lAsxnD9+rQeOwsn9hoaOp2OLqZDhZi0\n3W63ceXKVuRycQ/N1OsBT7VXGaXCMZLfSrAiZY9cD5d23RoJUqkmTckcSfkMaajgJdvKyJ7clIGU\nv1KGyygkAJ4cO+pZTDXhs/v6+tDf3494PK7zTi1LtdnY2NjA2tqaLghUq13C+vqvAOjANE8in/95\nWJbqnsDqu3w/dQapzwYCARw5cguPPqoiR55+OobPfCYE22Y+ZVt7y7g21HPpIVQRKjmPwVIar7m2\nbKNBp470qsnwZX7G+1OplAat0tjh96t2JuThPNeOo1qUsJ4L19rn86FarSIcDiOVUhWQk8mk1rU2\nNjY8zyGdUA5Ifsyxsvglzwmjtrj21OPb7banEjA9u4ZhIJfLIRqNIhwO63YnrEhL2pDtGSkPmYZE\nwBgIBJDL5TQNstOH7MLBdi/xeFwbCVdXVzWNsLCUzMtkJB4dIgD0vG3b1qCcZ4zAnrybudTkB1wD\nPq/ZbCIUUn15icVklKZhGB6wzbHJNK+BgQFMTEzgJ11vWDguN0wmeJMhsiQzrRhSGSPCZ9hiKBTS\nVgsA+udgMIhYLObJrZA9a+gq58KTWGkhlECWydpkEIC3B2CpZOPrXw/hW9+KYOfOFh54oIJ7761j\nYMDG+95XxHveU8TNm034/Sdw5MhBNBqzKJdPo9XK3bUuS0v/HpZ1AtHoMR060mg0NNExgZzAVCW/\nbwXwlwA+D+Cz8PkuIRz+NQC/BJ/vnZqQW60BVCoPodNRCtvq6i8im30Qg4NfQSSigGdf3xxu3XoC\nzeYkDMOHdttGq2UDMNHpAI1GC6p1CnOBXKFCwSRBgdf74woR+bsUPhwrPUPcP9suwXEi+lBxDWZm\nTmFg4FU4joHLl9+LSiUNw3ABWzBYwpEjX0Q8voaNjUlYVrTHQ2p5DqUEnzK8JpW6hnJ5Czodn+cg\n8xmcC0ECK7nRQsjx0PDyesK1d/04RvkzBYO0hDJnVXr9eb54TqRFWtI1x0jGxXNIq3ez2cSFC3sx\nM3MHgBdcE4j4/X4d1kLrprR084x1Oh0dnUCBJYE5LbkcnwuWqjAMH7LZdPfsbmJs7Br27buGf/7n\nd+rn9M6tN6RTrbULvgYGskiliqhUMlpoSyUa8HqpS6VJAC+j0zHg8znw+73jB9yiHfyZayDXQylg\njLa425PGNaUlVoJHuUcSBLZabdTrMdy8uRvbt19BsxnVQkEqbnLdGQ2irL8xrK1tx9DQdUxNvYxs\n9qdhGAZmZ7diZuYmxsdnYZpt7Nx5GbOze2Dbbr9mPnNpaRy2bSIcrmFwMIu1tX6txHFvGo02nnnm\np3D8+PMe8KbWghZUB36/yheXBizSnjwzCwt7EItldf9HeYVCdXG2mjh58gV0OiZs24BpOpicXEC9\n7paYNwwDe/a8hqWlCQ2iHQcYGlqAafowN5fxjFfSi1TKHcdBLFaBypVSe+z3254ieupeE81mAC+9\ndByAgfHxC93nGtjcHEYmc617pvrQaCQ8yrM6Ky7QnJ+fxNLSFhw+fOqudeA8bt7cjnY7g0DArcVA\nvm2abs5kPh9HOq08squrQwAcDwglz+b5ooGL+8OzyFDczU0Vvjs8vNJ95rCHn0mlhuPp72fobBIH\nDlzt3tffPVMK8bXbrjGF/Iv7Te9psRhDrRbAxISij0IhgWbTgm034PMRJPo843a9UQFcvboH5XIa\nluWC0LW1gS5oX+6uyYDn/EuPFsEB5zk4uNSd14QwNKn5NJtu2yJ1HlgoTUVwnD17DLbth2HI6BgD\nL754DzodC8Dd7acAN0VJPcul0d5oGcDEmTNvwk/91DOabuj1luPpNcpIPiSNW71GOK4xHQO9HlDK\nSdIBx9XbDUHKFAlsqcwTUFKeqxzjkA5J5EVPmWEYGrxy/NQ9ZYQWAQzBPBVyKvl+fxGtVhg+Xw5z\ncx+G41Tg9++Bz/d/IxQqa4+hjNKR60eZ1Ww2cfDgLdx//2sAgOeeS+Pzn4/D53NDL/mPIZKGobzG\n1D+4Jv39/RoIMTRXel95fjOZTJc/NzTtMKyVdE26ZEQHU9qYN8l5MPfRsiyUy2XtTfX7/YjH42Bx\nHRmFxrS8Uqmk58Q9DYfD+vnUy2X6DvkIqwKTtqnbVSoVHUnJ6EKGDPMiOGQLxna7jUwmoytCx2Ix\nTTvMOaX+QxlKGcLwZM6Z+jt5AVvmFItFPRc6ySSIY06qaZoatBMw1ut1nY5IWgWU/sX2KwzRDoVC\nOkSX6VS1Wk0DVtII95igWtZiocGABVsl/uA6SKNSOBxGJpPB1NSUzov9cdcb5gkFWGSnoPNs2u02\nIpGILmk8NDSkP5dJswC0JYp9qlgumf1ryJxIlLVaTZeF7nQ6yOVy2hJQKBR0RTCfz+fpk9RqtbC2\ntoYLFy7ozSdzo3ucIb2GYeLatQD+9m/H8Gu/NoLPfS6DuTk/TBPYvn0DU1OfwauvHsLm5uexZctv\n45575rFz598gmXxArEoHy8u/CsepekJmaMnptbaw3LTjmDDNJ1Cvfwq2PQPDaMAw/gyW9b/B51vR\nh4IglopuozGJpaXfxPz8r6NWU8pCJvM8arUk6vUEWq0kHCcFx0nAcaJot4MAQrCsPnQ6LngC3JAq\nmWMItDE4eBY+nxtGJj1u0nXf60Ulw06nb2Lbtu/DcbwhkkND1zA19QMAwJ07DyOb3ab32zRNpFKb\nOHHis4jHmcezVSvwHKv0WpJ5kYmGQiGEw2GMjNzE/v3fQ63m1+CZVlbOWwoGrgefKa30ridd7Hh3\nLBKkS2VbWkwlQJLgRb6f9xGYyu8yLEt68HhOpGFFAu1Ox8QLL5yEbbs9JqkMM8ycIeukKz5LroFk\ndNKjLfOMKGQlMA0ETHzgA1/BgQMXAQDhcAMPPvg8mk2/Zpq06EmDB98pvW1U1PJ5xUx37ZrV90lB\nQsYqPXDl8ig6HRObm8oj6/e7FWO55lxXOTep+PEdzH8EvPQh90ta7l2jSlCEDEshqsDy5ctH0G5b\nqNcjek+l96GXRvh5u93G9esHAQBjY9cRCKjiHKur42g2A/D7Wzh58rs4dOhF+Hyul12Cok4niLW1\nse4zZvX8aUWnEG40Qnj++WOvY2RxQ8Gi0aA+K72GLGmEchwTp08fxVNPvQW9LU+SyZy+v9MJ4Pr1\nrdi+/RaYCwiokF3Hcc9QONzAu9/9JViWUr4mJmbxyCNPo1wOefYXcHmWNJbRExKNsg8fvbsdUejE\npa8rV3ZifT0Nx3EwNKS8HtVqFJ2OjXRagRy29+g1eLTbDIX14eWX70UwmEUsVvSsAcPPc7k07tyZ\nQTAY0oqNMq4VMDGxjHi8rD2FQBOGAVQqIRSLMcTjRfT1qSrqKytDWvb20nwvHQ8NscXLSJdfKxC6\ntDSo91F6z7imgUBNFyKybQuW1UGnY2J9nUC8rectjSzSuOeG4g7Ctm2k0/SmZgQoIk/wtgpyvSJJ\nnDt3QM+TFXrX1oZg2x0MDKjfV1YGtC4h10PSKgD09XV0PujGxpj+Oz2hrVbAIztlNMv8/BbMzU17\njHS8lpfdtkS8VxrkqKPQYym9mpIvmaaJ+flRLC4OCfoJ6/3h/KT8lopnL6iUsobvl7ySBtXesFSO\nm2tKI6+MPOAzuT7kYRwLdUh6fNm6ojf6hmsgw1CpwHM+1MMYQZTNZrXc7XRY4OYl5HJ/jloti5s3\nP4h2exl+/xgmJv4O0eiAbgPIeft8Ph1aKvfScRwcOHAL999/DgBw9uwIvvSlcTiOmy7AebG9odS5\naHTmOq2vr2vvFovFsJVhb6VWylHbtrXnkQXoGo2GroAs5Wmj0dB58JRPBKekCQJux1GeULbRoQ5b\nqVR01VwaHdhfs1qt6rEQdHHegBtRWalUUCgUPF5S8gYWECLgZ9Eox3F0z1N5Dgh6iQm4ttVqVbcf\nkXoe14eAmt/lHEiPNM5HIm3cc09VrwllhuM4qFZV3j3zcQlyybMIBumtpxGhVqvp/rc8AzKcmHsF\nQBecohdXee5r2oDDUHNGIzLVMRAIeDqRSCMXzynHnkqlMDY2pkHrT7reMBBKJmPbtrYqGIZygXPz\nZ2dn9cIGAgFP7DPz9kKhEPr6+rR1BoCuHMWNIQh1HDexmInkbl5fVFstYrGYfgbgFU5szkuLBw8E\nxwagC3gNfOc7EfzJn+zCl7/8IDqdd8I0I2g2lzA7+4d48cWtuHr1AwBC2LHjazhw4CIGB38TljWC\nVmsWS0v/TjMcWlS4+fSCqCJFYU1USuHbgVbrU6hWfw6qkMwVZDK/jb6+b8E03bxDbziVg2JxJ27f\n/t8xP/9hhELr6Ou7qsGRZH4keumhkcq+FOKx2Cr27/8LWFYehuGGXPFQ8T4ZjuVVujuYmXkShw//\nD2Sz2wFAM/B4fB1796qS6evrh7C0dNLjTezvv4EjR/4GoVBJ78v6+rRHUMkwWDJzWr7InAcHr2L/\n/n9EoTAI03Qbm9Pi2AseyVAkcJS9RTlPWgqlN4kHm++Wyhk/kzQrBbqcA+BavHv/3gtcOR+uqwQm\n0pK/sTGCajWj95ZWSZ4FCjQZXkT6kmMiw5LAgmOUnlPpFQHiuHVrN0ZHVz08pFoNayVLzl+GoZFO\n3bUxurSgQvK2bbsNwNs+gOOR66+AjA/5fAbLy6Pdubmh3PI9MgyI7+UauIYBgk1HCwrpyeF6SUVL\nWqIlLfFSVv8oXnvtMGw74glpY8QJ11UCKM5vbW0Y+XwGpulg69bzOHbsFB588FvodNRYx8fnurQr\n+612POFzS0tTAICxsTseI4RlWbrsvlJ6Ih5rt/rZDcwJhdwqgqRL/sxzIxXT27fH8bWvvVMXagGA\nRKLgecfS0jjOn/e2izFNB5blGkFu3RqCaar2Gmqt2ygUYigWE5rGeHE8/CeVwURChbuzAm4g4OY1\nSRB66dI+vT+JRLFLmyOo1Wo6DHVzc1gD+Xg8rg2ktu2DbRu4cGEf8vkQhofnxb6YuHr1MLJZFSK9\nujqi154KuhpHCA899DTuvVe1dcnlYpiYoNczA8cBRkZWuuNIol53K8hKIEO6576EQgUNJJeW+hEI\nlHW13eXlQb0nkt+QHpkPWquFkEhUuu/uh23Tc8RwXFcJ5HPCYQXohoay3XcpzwY95dnsgH4vjRHt\ntuE591QmX3vtMFotddYikboOjV5e7kciUUAo1IBtG1hZ6ffMRXr4ueamaaK/fwmGAdTrfahU0hoM\n0RPabrvFU1zep55x+rRqqePz+bQ8keBRnWeCQ2moaHt4Cy/pHeU71ByAH/3oMPhV5oRSRvDMcb78\nTJ5zuRaS53B9KT9ZKIUpHfIsjYzkEYsFEIlEdN9NyWslcOsFxZTt5A0y/cA1mHV0zidlNOUWDX22\nbes0EepX+Xxet7sgoK3X61hb+zPkcl/Aysr/hHr9Ekwzjm3bvgSfbwipVErXm6C+xlBMykvy+L17\nb+L++18BAFy+PIUnn9wNvz+odVausdwzhqHK8QIKdCQSCVQqFVQqFcTjcW2ACofDqFarWjdm6Cbp\nl2GzpVJJy2TqKfl8XhcpqtfrKBQKWk+t1WqIRCKeoocStPT19WlvJkNEabzm9/g7w6w5JuZwMly1\n1WppDyI9jNxnpq8RHBJIcY14LgqFgseb2mg0kM1mEY/HkUgkUCqVPA4nKT+5PtFoVIdlE+jJPsbc\ns0qlgmazieXlKh57rI6f+7kS2u0GMpmMlumZTEbTGPkin0PdKRBQ54LvYrEh0inPeqVS8RRupdGj\nWq3qtZXtVugB5XPlu6nb0InH6sDkPWxt5PP5kEqlsGPHDo3rSK8/7npDPaF04wOKObGViWy5QlBB\nxsPFAFwgWy6XNXiQl8ucHe3yl+AXUEoUk9UNw7grVp/fIUOTlj8Zzy4ZOhlbJBJBOt2PrVt/BkeO\nfB5vfvMSduz4r4hGjwJwkMt9G9eufQivvLIda2t/jaGhJ7B370Vs2fI5ABVUq9/WDEACP15SwJFA\n1YHroNH4IHK5P0arNQ3DaCKR+Cz6+/8QgcC6tjxKpU5Zm0yUSm/Gq6/+DhzHCwh5SWFCRi2FoW3b\nCASAiYmnsHv3pxAKrSGbPanXhOCp17oqwQMAJJNZHD36VxgffxGNRhz5/A6tiEWjbRw8+EX4fC0U\ni2O4fv1ROI6blzA5eQGHDn0RluUWP6rVYjrsUgJgaXmWoLLZbCKROI2dO/8eqhT+uOfgyoR6CaJd\nxSKgBXI4XPAoAdxHCY5cD5nLsKW3QNK0NE5QYQHcHBgqmPyutBpz7rZtIxSqYvfu8zAM17opQSCf\nw303TZ/25nAvqFDIPEwJBuU+82+SluSa87wD3nYrlmXh2rWDaDS8OXDVap8HbEqFjO/iWbasVvd3\n9fyNjTTabR8ikRrGx9c9YJHrI4EfDVizs9uQzSoASxBKupV5m/Iz6e3z+VgZkkoq0G43YFnufnN/\n+W4JWsgP1TtkKKs79mvXjsIw3MJDsuy6NHZIT6s6Dx1cv648P9PTV3Dt2lHE43mEwy6fBoBAwAvO\n+b9pmlhenu6eX5V/KJULjoVno3efmBOq6MAtgMR7e0PwZB6aEoQJfO1r78TqqvJUh8M1mGbHc9+Z\nMwfuKjClvKFO1wg6gGo17Pn7/Py4VsrlnKUySMWEf4vHFWBptUJdWvHmxJNXsRhTOLyh53z79gx8\nPhv9/QxnHdEG10gkouWV3+9HNpvGhQuqFdXMzHUAQKEQx1e+8h5cvXoSyeQiAAVseR7lWbTtBAwD\nGB1VQDOdLmHXrtsAFFh0HEcbf5aWhjzKP2mq18CmopjW9FhqtRBGRtTvpVIUlUpUrzfvkYYygtDN\nzbQolpQRBhXyO8vDr0zTxKOP/hAjI1mRUzoAoKPDe+l1ljTW6XjlkHsOXZrr71de6XI5imq1D0ND\nak2y2STa7cBd85B0wv8HBha6YxhDsylz6JgTGtReuV7PXKMR0vQj6VkZStdhWT7QwGYYQChURiSS\nv2uvuD+9wEzuay7Xj2vXpgAAjYbfw4dlOog0wErDnzTwSnDJ8fI5pGPTNHW+G8eYSt3B2Ng1DUjI\nA72g29UpCPCkLJZ5r1JHooeWayErjsvUMALParWKer2OXC7nadfW19eHSCSCavUCqtVTsO0SSqVn\nYBgWdu78H/D7d+hxsv0G80p702ocx8GuXdfxlreoytbXr8/gmWcOwzR9eo0oV3ojDqivELhR77As\nS+vYBMv08tFbSVlCIEP5Kw3MvIfjTyaTSKVSXV0voPePckUaPrmn/EzK+Wg0qsNM6f3kvqVSqbv0\n7k6no9vPkA6kN456uATsALR3j7oUaZKXdBKQp9dqNeRyOb3eUq8CoA15zJUsFAp6nWRVYsqtdDqt\nveuhUAjPPWfg3e+u4mMfawGo6nPNOfbiCeqUvKrVKuLxuF4fOqq4JswV5R7TwUK6kcCZa8l9Z2Sb\ndC7R28z7E4lE19gY8ux/Op3Gtm3b9HOkweXHXW8YCE2lUtq6wDBaJieTsFhkiIyCpYylok9Xu6rm\nGUUikdAInPf4fD5PTx8qQtwkHmKV6O0gGu1o5UbmKZAI+TkPBGO8ZeGkWCyGRCKBHTt24OGHH+4C\n6zhGR38Zb3rTGRw48CMMDv4iTDOGVmsVKyv/CRcvHsT16+9Gp1PCyMhfwO9/i+fgsDS1zJ0koGYp\naVq61EEYw/Ly/4FC4QNwHB9CodcwOvp/Ihr9NkIht/hPJJLzgKR224dqddddHgh5eHvBMA9KNDqL\nXbv+E0ZGnoFh2CgWj8G24/p7ZLoS8NACqcbQwejoC9i//88RiSjFZWXlEEzT6goqEwcO/CPC4QKa\nzRguX/4Q6nVHW3YnJi5hx47vQ4bcAcDa2hRs2/EwSRk2BUALK6V4ncOePf8EtlkoFMY8YahSYEnB\nyJ9p8UwmC9i//0eaQdNbSCWgN8SS60ulVnr5CCSl9wHw5tJK0MSxyhxX9U4be/dewKOPfhGVSkQr\n2L1GAtnzllZQaeGWhbpovCEDo7eG54Zjloo7BaZURuXvErC2Wn5cvLjfs6e1mms84nflu3m1220c\nO/YCDhz4EXw+ZeXLZIo6fHPHjjt6jrxPenBlhcDXXtsDtm7w+zseSz7PqNy73nDvqallPPjgM7pt\nBgAcPvwSjh59/q4wMwmweMlnm6b0hLrV7TodX9fIEPIU9+F9PHPyDHL/FxZ2oNHoQyBQx8jIPE6f\nfjt6L7/fvmufCDRbrRQKBeXp2rJlTu8zFQoqirL4l0v3Lgi17aYn75VKlcx5kjlZrpHSj1de2dOl\nMQdjY4taCQIAny+AH/zgrajXg2I+DXHuHCwsjHnmOze3pXuvayTj2HkuuMc8070g1DDannC3XoPi\njh23uvNUYC+V2oTPpyqvViojes34j0r7Cy/cCyAA07TR36+A1+nTx1CpxBCJFBAMqnGsrY1owyPl\nmFIc+sBKurzID1ZWVFVZAsilpSEP4OhV6iSQZHXdjQ1VBZfPWF4e9BjVaOGXMpYgNJcbwOCgAqGr\nq6rCoqIBF4SSx5AOfT4bjz76NFhBd2bmBh555Ovw+1XLq1wuLQxWfM7dOb0yj962bR16SwPG0NB6\nd40GPAq2VMAlMLVtG5nMYveeYY/R2LIaXVoJ6DPM/8m/ewEteYvP58O+fRfwjnd8A4GAes6uXefx\n6KN/D8fxVmSXYFKOV/Io/u3MmYMol8MwDDdkVhoGqXRKOSZBCHmZNHzJ9/J5PENUavn3vr5VTEyc\nhmHgrnPD9ZRAhzVAWPhHyj2eNcogGoC4zq4R3lttlTzGMAzt+WRIK+BWA67V/sZzfgwjgNXV/xf5\n/Jd0Dl5fXx/S6bQGAzw3XNtdu27h5EnVS/TatSl897uH0W53dC4jZYyMNqMXkGsWj8c9+hQAvS7c\nM9IBHT7U7TqdDhKJhPYOkj8TWJHf0HvK9WPoJcfHPPNMJqNzA2VdF9XZwe3xLr1nLHTEnMpwOKyj\nZ5ify/xEgudAIIBUKtXVtZJaJ2aBH+omLKDTbDaxsaF4SiQSQTKZRDgc1hGVnLMbOhvxGP9YPIlr\nzvDjZDKp2/pwXZnLHA6HdYsjhhSfO6dyOI8ebeGP/7iE8XFo/Z4h7KRhygmOj2CU9F0oFJBMqkrQ\npBeuk4yoSCQSGvxTj+A8M5mMNjyQz/Sm0UxMTHiK68lUyFAohHg8jq1btyISieh9lKH2P+56w0Bo\nNpvVBEa3Lnt7UpgxTpmMIp/Pa4bEMsrFYhHhcBiNRkO7lbk44XBYu8BVqFpDEwlDKQDoBGHl7QB+\n4zfKeOyxJkIhSx8SWg9lziGZIQDd1JeWu2AwiK1bt+Kxxx7DzMyMR5EEgGTyGGZm/gyHD9/E5OSf\nIxI5DgCoVk9hael/xvXrh5DN/ke0Wjc1QTJkgkoEmSiJRDJHVzG3UCo9io2NP0KrtRWG0UQy+XdI\nJn8flrUM0zSRTv8HGIYqmMA1oZDks6T3zRX4briQZbUxM/NN7N37XxEOr+l5FgoPaUYLeIGOFCzt\ndhvRaAMHDnwO09PfgGm6Ctry8iEACkxMTHwN8fht2LYP16//SzQaMQ8IXl09ilOn/i2KxWHPem9s\nzHgsh5wTwEqILS2IJyfPY//+b4HGKNs2kcsN6L13FVo3b1B6GGlZDYWKOHnyq2g2+zRTl0qBtD5L\nixuFq9wPCUyovEhllgxWes9k2KX6Z2NsbBaPPPIPOHToJVSrEczPb9VjkZ47rhPpln+XVlhp7WZI\nkOwB1gtKJWCUwJ0KNpUYafxg2Eyr1cL163s9XqpaLaLXrlfh45g5h5WVEezdewHptFJwt2+/piuq\nTkzMIRDoeMbGZzHfgs9rtWy0WixW1NIKD/dXCm45HgqDxcUxjI0tYOvW6/o7e/Zcxvr6uKe6MS3X\n9DBLby8Vd3mZphvCLD3iNJhxbL1nl5ZTFxAFMDenztu2beextjaFGze8rRuo4PPc8T0EFysriqZG\nR++AYVSkF9u2taDkueF4WJhI7W0RnU7H0+OV9PF6Xn2uteJZtEj7kcmseMIHbdtGrRbFc8/dr9/l\n97uAwO/3Y2HBzbFrtSxsbAxrWvUazNzcZQmWAdcT2mz2dT+v63FKgxLpYnR0QdC0T/e4zOcHYZrK\nWCMNaDxLxaIq8pNKZeHzqYJX9GAODCjQUyj0o1bzo1qtahnC+9vtDup1bx83w1BVUbPZOGKxHPr6\nGrBtYHExrcfM/Zb0KnkOPaGrq4MwTRfIKmDr8+wHeRSgzhjzJkuluA6BXVtzQ159PvJEt1o396DR\nCHoMkHv3XkeppPhENptEowHBQ11PKOcieYCUE/SErq0p0ElP6OKit8I9cHdeuwIGVSSTak+XlgY8\nhk9G7LBlD/eXQMUNnfbyRa7d8vI0Mpllzc+GhpZQLMZQLkc9vFV6JaUBUXp4+J5mM44zZw57+AR1\nDhpYpUHmxxmpKc96v0fdgtV6Gb7JMxyPbyCR2EAg8KrORZSyTXpjGUYJQOuUvWCVoeOtVkuDToIC\n3iP5GIEJDfrkPTTM8h5gHYXCP3n237arsO0GMpkHkUwmMTAwoEEaPVTSiDM9/SruuedZAMCNG9P4\n4Q/vAeAaMS3L0hVde/cDgKaTXC7nkVWkL9I7148pQ6wESx6Uz+e7kWZRj0xg3iDpkjo49eJWq6UN\njRwXwSrlF/kdwaRlqY4XzFs0DEOHjnKvMv1ezgAAIABJREFUSSMM2wWUV5Mgnt5qpthJ/sqcScdx\nW6xYlqULKFLfIqZoNBo6ZJe8kWBY8dmirgdDHCHpW1bOJV1yTDJ/s91uI5VK4dYtGysrai+3bOng\n4x/PYteukgbaNPhQpnY6HZRKJR0+HIvFtNMrmUxqrzR1Bpm7KnWFTkelKebzeb2/8XgchULBg4PY\npogRA47jYHNzU9McverEb8lkEpOTk0gmkzpCIBQKaefgT7re0D6hw8PD6HQ62jrCyrb0TpIRkPkS\nYTMmvFwuayZB0EnmLS3VvHi46CXggiaTSX2AHAf45jcjeOKJCj75yXXce28bjuMq4HwuiY8MkdWp\nyGTGxsbwtre9DQ888ICnv6kUtorgo+jv/wh2734aU1PPIJ3+RZhmAp1OFsXiX2Fx8SFksz+PQuHL\nME23HQ1BIoERc1hdwOFa2tXh2oJ8/uMolT4Ex7EQCFzD4ODvIh7/KgKBdUxM/CV8vpqeExUK+TyO\nX/6zLAup1G0cOfJnGB1VbVt4Vas7UKkMe4So3+/Xlj1ptRscfA2HDn0aqdRND53kclvRbPaj0+kg\nk3keQ0M/AgDcuvUe5HIjdwlQ0zQxNfUK4vEVdDo+LC3thW2byGYn9fjJKAmOpUdiy5bT2L//u54x\nFIuDcJyABuH0HtEKK4Uv97bZ3MCb3vT36Osro1x2G9VTAMqQRGmtInOkEBgdva33VXrHKHTlPksG\nKIGe8sxk8fa3fwv33/9tXbzkypWjCAb7NE0DbpEkjknumwQyfDeFN4E8lQpeFJA8GxRytF5Li770\nsMg5cO6NBnDhgguIGg3Viodj51qQEfMZjuNgfn4UrEjLa2VlCJVKGH5/GxMTdzwAlnyCdM/1VXvg\nglDuKcGeVD57z41t26hWTayseFu92Da0961XaaKxRq4F5+Y4suec3wPq+F1evI/7Kj290sPX6XRw\n/fpu2LYPsVgWQ0MLuHXroAb8AMDqpBybNObYto2FBVWSPZNZQjjs7gOFu6vAuSFwah2DYF5bp1P3\n5CT1zkvyUUmPypAY6NJbCxcvHuiO2fSsx+LiOC5d2tf9XtPz3KWlEfCrm5sZAK7Hlu95vUgI1/DX\nQiRS7tJopHtPs2spb3n2gvuYSKj+mevrQ921W+2+f0Q/Vzb9lnvm9/sxNsYiQINotRRf6e9XwHZt\nbUSHiDFkjfcqRc41mlSrSlatrKgcePe5STSbAT13aZiU/BcAwuEWksl8993D8PvLSKU4v1H9Lu6d\nNJSFQi0NPA1D0Xel0odqNSr4mVsdV+6rYRhoNLyAulyO6DD+9fWU50wThDIkWhoYKQPV2Wtp49X6\n+jDC4TJiMeaqjtxF35K2SRf9/QswDJXnWijEtQxXdNTs7oWbX0lPkVwjjkvyR7XGbn9gXgsL4x6F\nXoaz05tOvsm/yUqXAHDjxpRnv/mzNFaSn8RiMe15khFD8txIGiGI4BqzAKO62ojFlFd/Zuacvk96\n4fke6nvUIxky+3p6jPQyS8cC+Re/z/ojvYZcymECNwBYWfkLALLF1xCmpv4WU1N/h3B4QnssWeQw\nGAwinU4jnU4jEAhgaupVHDv2fRgGcPv2Vpw6dRKOY3rCgglo+G4JmFncx7ZtbfzMZrN6vgTSnLOU\ncdFoVAOEQqGg9RF5saAT14kFhAjgyFeYD8pxvJ7xkN5NGa4q94gRR7yo39L77Pf7USwWPftOY0K7\nrXpaSjncarW00YBeRGkEMQwD8XhctyThGJeWljQIJe2wFyi9ubJdkXQqyOrn9B6z2wcNBKpIlYMX\nX5TYBPj932/gve+1YVlKjhaLRZimqVsCMceXY6InmJ07CAx5D2nFNE1dE4fjBNx2YpTJMpKOFXal\n80DeA7iyO5VKYWZmBplMxqPTRaNRvT8/6XrDQGiz2dQx19JyAMDTx7DT6WjU3mw2sbm5qZVkEgbD\nsuiGlwtHJuA4jvaaAq7AabVaGsCR+Zw758PVq34MD3fwW79VwO/+7gamp1vI5/Pw+/0e64Df7/cw\nMUCFBm/fvh0PPPCADgMGoA8YLS60dNCLlUodwfj4J7Bjx3mMjn4awaDq49lqnUG1+rvIZh9CtfoJ\n1GpXtPWFYJRWclo/eElPHeBDvf4+5HKfQLO5FabZQiLxZQBAMLiKsbH/D5blCjkZvsK9IEMjU263\ny4hEFlGt3t2Qdm3tPo+3THq7+JkiWBNABMvLb4Vte5OYV1aOdr2ktzAz800AwNzcCSwu7tNjk42G\ng8EcJia+AwC4c+d+XLnyCJaW9qDdDmp64N6ptXVbmoyMXMP27afBipa8crkRrQwQPBJIygR010rZ\nxPHjX9GCNJ+PezwnshobaVeCNdLu+Pg8pqauewAC91rmt/Qyc6loWVYdBw/+EA8//EUMDy/oORWL\nSczPz+g9le+gAiS9AdLjJNfQVehMPTfXY+FaSiXol54wfkah+3oeO+l9vXVrN8plJTgrlbAH7EnA\n2hu6XK36sbbmBX/Ly5O4dUvlMG7fflPPv1cZBbyVZRsNhrfZaDarnvMiDRVco17FUXraACCbzaDZ\ndMPBSNM0rkkljXNT++4+oxf08l08I3w/58L/pQGExo1KJYiFhR0AgJ07z+Cee76Jzc1RsBCMabqK\nAtdYrlU+P4BqNQrTdDA0dOcuxVyur4yQUHtNT0pDW9Bl/pbskyzXVypPDLU1DBfIkIfJ/Thz5hBW\nVwcQCrW04FR/C+m5bmwM6vGTl5LW+V4Jxg3D8LRn4eX3F3HkyAs4cOCMPruAkgnJZEF79+bmFD1m\nMuxJOeKhQWlcoewMhULYsoWexrHu+KDDP5eXh/Re02Dk8u82ajVXSeDa0ZvK1iyLiwN6vuRX0ijC\nNfb5fLqVSa3Wh0KhT7dqKZcjKBTCd51XRQdqTImEel+jEdTGsvV1t5iQ4hMuCCXtcE96vbpnzhxE\nJpPrPqdfeNA7YE6obbsF7Xj+GYXlOA4GBjZgmg6aTT82N2MYHFRjLBSid+UPk05d+lZ1IwYGlrrr\nOoxOx+XPqoWRMihWqy49SQOaVB4lsCSvK5cD2Nwc8oxhZUXRUa8RkaCEn9OjSVksjZqA8br8Txoe\nCTIZCsr5k69IeSSNRRLw8J38TBUUU3szPHwToVBez12G2irPd0Pzy0KhoAvmkN9xP+n5Zds+Gdkj\no4io7LOopaQvrpUbSl1HLvdZvVb9/R/Fvn1nMDj4Xk9en2GoXLnBwUHtXet0OhgYOIe9e78BwwDu\n3JnGqVP3wba9YdJMXwDgOe9U7AkWuO6JRELwUgWKZDQN/0Zdl0WFpLGhXC7r8NVIJIJoNKr5JwsL\nkW9zH0qlkm6fyJ6WBHb8G6B0+0gkogEgvXm9oJ/5h5ZlacDuOI6+hwCJILleryMWi2lPH0GkYagI\nQlklmXTLwkZMA+R3otGojrJUxu+G9oLW63Xdy5SpN9QNq9WqBvXhcFh7Fmu1mgZ50ut/+rQb+aP2\nF3jiiTJ++ZfzCAYVHZCuuS6kqVqthmw2i0qlovNz2du6Xq+jVCrBNE2d6kg6lHoJsQwNvYwc5Xu4\nRuTvxDoS76TTaYyPjyMWi2mdmPUL6AmNxWL4SdcbBkJJvNL1zMVijgCgmF8sFtOKcSqV0kCLXjWZ\ngEsik1Yfeme4yPS6kvFRAWYfKdP04e/+zhXMe/e28Ud/lMPv/I4P0WhdHwhZ6ZNzSSaT2LJlC971\nrndhcnLSM2cKOjIICnDpSVJKVhDx+PsxNvYlDAx8E5HIv4JhJAEU0Wx+AcBH0Wz+MgzjKfh8Lc3w\nGcos3wN4+2cpy/cwNjf/L1QqRzzji8WuYmDgHwG44Unyedwb/q+sihEsLd2PWs0b/lqvp1Eq7dfK\nogQckqmqPQLK5e0wDNuj4HY6fuRyOxAM5nDgwJdhmjY2NqZx9ep9d1nT1OFysGPHk/D5miiVBnHj\nxlE0mwauXn2n53sMXegtsLC8vBPPPPMryGbHPXPJ50f1+LnPDI/huvC5jtPCiRPfQn+/W8m1VErp\nRHYyNFZt8/ncvqMytCwY7ODYsedAzzKFKt8jlUpJX3ymUoY38fDDX8T27RfRmyN79eoxWFbQY1EG\noIWtXCdp0ZSAgmeAVlCpaEhFR3qKGM4Vj8e1F1nttTccVs6T81YGDAOXLh2FbRtoNFyDEv+XTFKO\nwzAMzM5693VjYxtu31Zga2RkVVfz5LN6x+Gep6B4fvOuPZHrI0OEOJf5ee84VlfdojG8l2siQaks\nxKPm6p6VVssFvnwG76diRTAKuICGe0dAEg7nsWXLRZTLyng2MLCIRGITfn8H167d152La/giDcp3\nOw48VXJJl6xizu9KTyJ5stu6xm15weqe3A/yJD6D68yz3GhY2usdjdqetee7FI348IMf3AfbdguD\n0VhCQ9Tm5qCnh6BU5KQHXBqWWBnXMICpqfMAVK/RPXuuYG1t+C4Dxdatd7q/A4uLI4hEKohE6Gkb\nFrzFXWOeU8WLLGQyCuRks1MwDAORSEk/Y3Ex4zEUSDpTShuB55Ae+/LyAEzTEPmg3oq20gtA2uUa\nMVR1bW0IjqPCQwEVeeA43l6SBCTbt7+Kyck5DA4qj2kuN4BMZr37nIx+jwK6bNHi5RUAPJ7Qzc1+\nLCzMIJ3OdZ+TFgYtGSXghvX28h/TNJHJrOhx2LYhQo0HPECxV651Oh285S3PIpWaw+DgcveeYf19\n15PtVseVRkVp0JP0L/khoMD/4qLbEL7RCGJtLSMAvuVJiaARkAbU3vxXXr0eUzXGtscLxHs2Nja0\n/kY64/4C0CCExmjpwZZeWL/fj2QyK57jYHr6ggfQ8TxKHU9GjQDegkNUqBOJBCKRiPaGcu2kDJfF\n9mgE47Ol1y8UCqHZ/Apsu4RQaDd27XoK09Ofgm336X2S60YeRK/owMAFbNv2JRgGsLy8E6dPvwOm\n6ffobJJOLEsVciLQozyiJ5QGNNu2kUgktD6RTCb1HpOGSFs0SChDWFLzaXaKkDKfgJ400KtnUkeX\nlW25ZxIoS32Xujrpg2ePfS9Jt9SduI7Un/mcdrvtKb7HdZHnhDUrCNSZNpTNZjX2+P+Je9Moy67q\nTPC7w5uniDfEnBGRszKVmRoSSSml0ARCAlHgNoOMgTJelKllu208NGVc9irbjU0bN+4C0+W2je2y\nzWDABowFSAiDkZAlNGRqSmWmcgjFPEe8eX733v5x3nfuvpEy/auX7lqxIuIN956zzz777G+PMo1G\nhmPL5xL48r70IkrDIIErDQ6e5wW6bTiOg2g0iosXwyiXgxDsH/4hjkceSSAeV73XCeikx5cViHO5\nnAbPkUgEd9zh6n1LXUTufemgYggvCwfJ3H4aZWS0D/lOepYHBwexa9cuFAqFgNeTgJQ8m89f6aCS\n12sGQhlDLntWASo/s1gsotfraQsAk5srlYq2epDBaLFiEm0ymdRovlgsahd9r9fTfUJpYaKlhuG9\njuNo1/zsbBrPPy+FCHDXXR18+tNFvPOddeRyiUChB0BtJIbh3nrrrQEhBAQtpDutf9yM3OCO4/QF\nwW6kUr+B4eFHkEr9ESzrdf27vQTP+z9gmvcjFPpTAOe15YIbkAcGFSsAfVqXkUr9X0gkTl+xLrnc\n95HN/ihwuJJBpRdPKp6FwtMYH1c5DWtranyrqzej23XEQRvSihSBlvQepNMXMDHxMADglVfuRr0+\nDMNwMTr6Iq655h8QDjfQaGTx/PNvB2AFlCB6hYeHX0I+fwmeZ+Ds2bfAsiL95/oWXmk1lwCBh2M+\n/woKhVl4HvD882+E5xkoFn2ALT12VOL9UFUTN974A4yMzOnPd7thdDpJ/XxpSSb9SCMJ2K655kkk\nEnUYhh9KyMNW5q/ytwRefFa5PIgHH/wpLC5OB9a4Wh3E6uohrdjJe9FaJ72jkYgD2w6GZPEZFLjy\n0JcFVKSSyu9EIhF9oEqFXtJBFqCRVm0AuHBhqh9i6GoQQD6QwFWCZsMwdJiookEG9fogarUCtrdV\nXtfU1MsAgi1QOC7TNEXOppQL7SvAuQSkO8ejDqSMbvkBqBBM0pJ7i+vMH1piJbCkzPQ8v3qgPAx5\nT9nYW+aZSc86eatSiWJiYg6HD58K8EwsVsGlS9diY2MKltUL0EbKBe4pemJGRubBcDUeanIvSSCq\nxkHvSEfziwTLvifLDdCc+0i9ZqPTUUpJNNoKAFTyN3mp1cpgfn5KK3WUTT4YTmillLJLjkHSGFAK\n78BAQ+99eXkesLCQ114J7vexMdVapd2Oot22dRGcWi2NXi+ln8X1p0GWuWLDw5uwLAfdbgjb20N9\nuivQUyxm0GyGA4oxaUHPMo05s7O7YVkuOh0bxWIWAwMlxGKqDcnSUk7LK/KZBKGSvwsFBdrW1pQX\neWSEoNT36vK3b5CN4K67foDDh1/q085AobDe/14+ID98T6gPfjkeWXDq+edPYGCgBMty0euZ2NxM\niudKEGoHlG4Jqh3H0Z5dRlKMjGzo+VGGka+ZM+cbK1zccce3dDhvONzEiRPPIJWqau8Fw3HbbfsK\nmcq5yT0rw2O5ptLAtro6CcMIVhenwZ7eCo5XGmOpK/Ce3AuUD3yPefI0AtPDJD1qEtjy4rN2Rm3I\nsGAAGBwMVvWdmjqDcNjV45RpD5wjQR4N7o7jIJVaQyLRCBT+kx5fzknmWvOnVqsFQIP0qirQlsLK\nymcxPf0xXHfd00ilbtYyUOYj8pJ7Npl8Gvn8X8AwPGxvH8GZM2+H5/m55pI+XDepd6RSKR0qGolE\ntHynHJLrIQ3Bnqfaq6i909OeOsuydIQh8x2lrGGholAohGq1qscZj8fhui4ajYYO56X3lbSQjgIA\nWlcnHQnI6Jnd3NyEaZoaXAEIdJ+Q4JM9SkOhUKAHppRL3IvEDjTmlstl/XetVoPnefpe5EnyDPc0\nvbrs+drtdrXnXTqWaFSR+aoElIZh6B6d3a6DZ55RZ0S5rOZ34EADFy6EsL0dbC0TDof1+ZdKpVCp\nVHSBpXK5DMvy8P7315BM2nqPMHSZ5z5BtQyVJo25djJNUe5fOiS4f6LRKKamppBOp3URIqZYyVxr\nruWPu14zECqRN8EY+9jQQkfgwoJDDH8kE1Chlcr8+vq6dqez8hWJl8lktKJar9e1hX1zc1MTmV4q\nwzDwta8NXDHuS5dCWFsz0WrV9GuWZWnLwHXXXYf7778/UE5ZHhZcWAoGXvQkMZmZwp8KuWXFEIm8\nGanUZxEKfRnA2+F5cRhGHYbxDSSTH0Ey+REkEv8KoKEZlwq6FKC9XgRra+/DysoHUC5fA8cJKkuT\nk19DKvWKPrx8BTEYAqcUrlns3av6dS4t3YiZmZ9EubwPGxuv0wcWDQ5kVOlVVFaWEvbs+SIMw8Pm\n5iEsLt6KcnkcpulgevqfkUyuodcL47nn3gnPSwQ8Avw7kXBw4IACsQsLN6BcHg1YOLlO/JEeK3/T\neTh8+Af9uRzF/PwxnDv3BnQ6Oc1fHLMUruqQMnDo0COYnHw5QMtqdRCO4zfUfjWwQB4lTfL5Fezb\n91J/bH4ok7RSS++ptMLvBD/T0+cxMTHbf09t9wsXTsAw/CI6BH87QRwtYIXCNt74xi/i0KFTSKcb\n+nlS8ErASFqR/uT1eDys27kwb0cCvp2eMe6bnYDQMGycOnWrtv7S2iiBOBU20sxxHBSLcWxvK/C3\nuDghCh6pQjoHDszCsvxwONJT7mF1iPgVRC3Lt6TzYNpZNEgewqTryoofJdFsRq8A6xLgSNAj9yHD\nbzzPCABJmc8qjVqUd1SSqCRIY6BphvDII69HsRgsuBKLVQAYePbZe9Dr+QVNSBMJbgBgc3MXut0Q\nQqEuhodXA/SkEiE9GX5+NPPH/Mq3HLP0vkijidyXvjdUgZFwuKX5T4JPHsDq/2B1VCmbHSeYVytl\nt0xXkLROp1UYaaWSDdBwczOLdtvn93C4DctS7WzU+8pizCgKld/pK4PcFwzTpkU6n58FAKyvj8Nx\n1LgKBQVCV1dH9HepYJCnGI3RaIQxMzONaLTZ/04BnmdiYoL5oINwnEhAjkoZIb1FoVAP2Sw9mCOI\nRtsaVNDjzz1BmlqWhWYz3uczNYZduxagCi2ZKJUKmn9UHQWG//oeEd6L+cCLixNYWxtHLrfRp+0A\nej0I+SZ73fqy1fc2OnCcHgwDKBQ4nwIikS6yWc5n+IrwcPIy56cq+LrgUX/8+PNIJBqoVpnP3gOj\nVDqdYFsE7lu5z+S+k0aBSiWLajWp537lfJRclS22JLjha9LDKKNjJAiWBlV5DjEcmwr8TqPHzj1K\nJZ/nEAuaSE8oAITDbUxNvRy4B8dG0Ek+4pmlzrU4jh37Amy7rcHS5uamBmosbskaBfTCUZ7JuhUE\n6AR+lcoFHD36DUxN/RY6HX/urGHCc4Br6fde/D663d+FYXioVI7h5ZffDccJVhmW3jeuI2lEwEVw\nQg8bdWXqa6yIy/6P5B3qzmqvxfrh4CEN7JnzyIJB4XAYQ0NDcF0VqUJ9mwBP6gmUCeyvyecZhqG7\nNgwMDGiPXDKZ1B46jnF0dBSAAlaM7OP95DnPtjJq33T6e8nW9WUYUkz9OZVKaQ8m0+qYY0/PL51e\ndE7JH3pG+QyuSTqd7ssiVQGZYbydTkd7QqWBltGcxCQ//KGLc+dMfOxjGXS7wDXXAG94Q0VjFILD\nbrerK/GzoBRDr2OxGLLZOgYHXVx/fVGPmXM2TRXCTRAbiURQKpW0XKBcpd5C4EzPv3QW2bYq7jQ+\nPq7zaaU3mx7ReDyuu5WwGNS/d71mIJSMyM1JwQdAb1rXdXH4sIN43C9L3Wg00Gg0tHudsffc+OzH\npA42tWkmJz1MTFgBYU53Py/pOaFgvHgxhNOng0m1mYyLU6dC8LxEwFWdSCQwPT2Nu++++8e6n9vt\nKnq9Lf1MeVhIhZFWFApGMpBSur8F4BswjAY8Lw3XVQU2bPsS0unPIp//eQwO/jVCoRlYlolYbBbx\neDAfpNuNo9HIYmnpHTh//g9x6dLPYX39ZnQ6GZimg/37/w7RaBHJ5IY+9MmwXKNYbBsHDnwepuli\ne3svLl26BwBw6dJ74LoxTV/XdRAOI9AWx88pcLF//+cQCjXQbOZx7tzb4bou0umFPl3U88rlXUgk\nmjAMnw4SjO7f/y8IhxtoNjOYnb1LH1gUQrSGyoJAFMz8GR9/EcnkJhwnhEuXbkM0GsXsrOrVJQEg\nECwIBACRSA/l8jjOnr098LlabTCgcHG8tJbx2SwBHokYOHbsUfj5d0EQI5PHpTdLehb4rMnJizh+\n/DEAwCuvHMHLLx9HtTqIxcX9APxeYNLYQMWBoFA9J4lwuI0jR57EPff8DU6e/BKmpp6Dbdf12GRB\nAQo3WRQhHA5jdPQpDA5e1p/n4UnlmAYouXZScZEKFYs9SY8M+VL+Jp2otC0sqHzM+fkxfXi98spu\nuK6BTKaK4eEt7dWWa8Z1UzS2sbM4kef5MkoCa86B9ORrS0s+CLXtYF6m/E268hAj3eS45Hz9PefL\nFWlw4X3kwSjD1tTrETz66D0aGACqeI9lNdFqJbC8fFAfSDQWUhZSEQFCWFtTnufh4Ut6/jzk5fqQ\n55QBjnnRwZ6N0jgi9xFwZeg3AA1CQ6FWf82sKxRjjp8GQ6kcM1yTOVpSAWYqAmUAFVR+l7mMa2vB\nVi9LSyNaYTdNE3fe+TgOHJgBcxMXFqYBQHsAt7ZGA/On0q/G6ueg53KzAID19V16L+z0PrJ4HudO\ngyCgCv+cPn29DqNdW1MVbMfGFPhiKK7kUclPkmcLhW0wf7JYHMDoqLpHo5FAu519VUOsYRjodF69\nguL2dhYMjfa9nsGcUAnSVT9NA6dO3QDHcTQg3tgY1PdQvOOIp/iymHySyTTw+tf/EPn8NiKRDlzX\nwNbWMIaGNmD0Cww1GtnAusuL8+p2g+0Jej0Lp07dpA2O4bAMqY8EPHo0jJDOfE96tvx1MbC8PA1V\nHXkiIDcVv/hAUxbnCRqDIwF5Lb2t0hgoDWTytzQoDQ1tIZHwo4QYjktgxucDfmoPQWgqtYFej+GV\nBjY392N6+gWEQr6Xh9/l9zlPyaPt9iDi8Q0cPPgFAD4opEFrp0wkIOPnWGTSNBXfxeNxDfyazSwM\nY7Lv0QrWeCC9ms2m7jGqwMkDKBZ/HYADxzmBzc1fRCKR0XmW0hPLSxqI1TntyzEaoRRf9TRwIZ3l\nmsvzIBYzsH9/U691p9PRdVMIBqUxoVQqaQMGHUWdTgeHD3uIxfw0GhrMWEhIGlOkEZ1yt9FooFBo\nolBQ/EDnkQwZN00T5XJZGBbUmOlEarVaGBoK4ehRW2MK+UNPsuM4WscaGBjQ2IM5nK7bwY03RhCN\n+uHnrVYr8DcNF5T7ssYL9+KhQzb27s3o9WfbGMkfkkfOn4/jM58xMDdn40tfUjz/vvc1cfy4753n\n/uH3I5GIxgOUC3v3Kjlx33092LaFdDqEw4d7iMfjgfaXgB8aTyDMfFy2m6HhIBwO6ZBpyp1kMomx\nsTEMDw/r84TGrEQioZ1xuVwO2WwWyWQCjvN/48ddrxkIBXwrKPM/e70ehoeHtTA6cqSHj3+8hvvv\nb2khp3IGBjQhudAUKpubm2g0GtrSHwp5+N3f3cRHP1rSh58CULFAuALg94nkhrEsC1/5iqpuWCop\nUu3a1cNv/3YJhlHXzX2j0SiGhoZwyy234OTJkwEhAvjtLDqdDlZX/wpPP70Hs7O/inZ7Vj+PnmEZ\n1kUBIWPx1TOPATD7APRT6PX+GKXSn6LVehccZxCm2UI8/n1kMr+BXO6/Ih5/GPH43we8D5ZlYnLy\nszh8+L9h//6PIZt9Gp3OCObmPojz5z+M9fVbMTr6MCxrAdde+8coFE7DcfziHgooG2g2c6jXC7hw\n4T2wbSafR0TBHxNjY99CJKLi0Gk9ISg0TQvV6jgcJ4yzZ38KnhfDwMAiksmNAA1zucuYmnoEsVgr\ncOAQMDQaE3CcMGZm3gbD8IGMBM6dIyGKAAAgAElEQVQEATLPRR6EjUYS9XoWc3Mn0GolNQ9wPeQh\nLC3HinfC2Ng4jNXV3Vhd3YP19UnU62lUq8obQmEhgTEBWCgU0iHn0Wgcjz/+fszMXINLlw7rdhNU\nwKTSJ1+XoIBzbLVS6HbDmJ8/gNOnb8P8/CG8/PKNMAxLJ5Dz81TiJL34nIMH/w3RqJ8vmc0u4+jR\n7+FNb/oLHD/+VYyNnQPglwNn6Aq94LZtI5s9g+HhR7Fv318jmXxBH9zct/QGE5j6njEqOD0MDS1i\n9+7LiMddTE/7hYRIX0kXKtjSkqx4M4Ru18TmZlp4AeO6Ou2ePZcQj5s4duxMAED2KYKrrz6DsbEF\nMOcwFqvi2msfQyazruknlUOuD4E9ZUG1mtTeVNN0rshrkZ5gCcKkEsqiO4BSBgC/0BblCb8vPagy\nrNfzPMRiDRw4cAHDwxua7vV6Av/2b28JhB5Ho6X+HK+sZpxOFzEychH5/IaWD2trqmrnyMgMPM8v\n/kG5Kz2i6hCsga2ZDMNvBSU/y6gZ8ixBJRXRaNTBTTc9hV6PoeStwH2k50y97+c/ywgNVmBlwSCp\nxNErJL3sXBvDMJBMlvrfMVGtpvWzVlb8yrCKdi5OnHhcv5bJVHDHHd/XoZtrazlYVh2Tk+eQz8+j\n2/Vb+ESjVUxP/xBAFYnEsr6/67pIJKq6euvKiupreeDAeQwPL8K2nYAHCgBmZnahUgljaEjJ3KWl\nAgBP5zGurAyj2+1ibGwdU1NzSCRqV+T1UbYRyG5sDEPlT670/x+DaVoIh4HR0RUcOXIxYImXBg9F\nU1Z+LQSMjmq9lfIXi7UABNtVtVpRXLy4D8ViGoZhoFDY7tNyUK+fmrcP/qJRJ5DioEBxGHv2zOBN\nb1JF7hqNBPbsmcG1176o52cYJsbHt7B79ysIh4sBbxwvtnPi9eKLx9BopPp85Yfiui50GLP638/p\n4tnBvSk9v6RLLBbD5uY0ms04hodXA3KDn6XiLMGXNMI4jmpFo3JzO1eAXY5Dgn559vB3LlfB3Xf/\nE2666Sm9n2TEAI1djuNohZc0SyaBavUAzp37VdRqB1Aun8CFC+/F88+/H7YdBObSaM85AtBGZ8BG\nsXgQ1epBGIbfooXjoJGV1U6pf5EuqkjbBlz31xGJfEfrDN1uF+VyGevr6yiVSjqyRBqkSOtWq4V6\nvY65uQ9iaelDABzY9uvhef8N2eyQpj/Tw7g21FU4Ftu2MT1dwq/8ylkMDZmBmhQ09u7cj6SFNCCE\nw2Hcd18dn/hEC8eP1wMGSVm4iWtcrVYDOhBl91VXefijP2rgAx9oaxrScEFdxnEc7RmUIby+IyiG\nT3yihd/5nW3NR6wIW6lUtHcVAGq1mvZyMgKSe+S97y3hD/6giGy2Egj1pfe7VqsFznHSVvY9PXmy\nhY9/vIG3vlXxQavV0riERtpwOKz72cqc10wm0+/2YeMTn6jgQx8qaXqRLymjwuGw9vKqMF8DMzOK\nNg89NIiLFy1EIsBv/3YdnY6iPfcs5QFpxX3baDRw4IBa7337PBw+DLz97RV87GMVHDni9y5lyHS3\n28XAwECg2BQNJfRaGoaLd7+7ire+NYREQnk2R0dHsXfvXl1gi7odPc2MUk0mk31+thCJ/C263S/g\nx132j333/8dLWumIvhlmQDf2+fMeHnwwjCeeiMAwWjrOmYKHpY/pYiZRuZG63S7q9S6+9a001tZa\n2hrA/FBadVglinHodPe3Wi3Mzobw5JMRnD9vY3KyiRMnPOze3cNv/mYJn/hEHq6rXPLHjh3D/fff\nfwUA5cXXS6Vvw3WbWF39M6yufhaZzNsxNPTLCIcPB0I8ZRESCoVms9l/7QYAH0a3O41ud6jvNRhH\ntfoutNv3IZF4EfH4vyIcfg6h0CxCIZXjaBjLcN23otPZC9ctAWBeSBHZbBHZrCqH7ro26vUJ1GpT\nMIw2wuEK9u//KkZGHsfFi29Eo6GKufR6aZw580FYVh29XkRb57nher0uJie/jVTqJWxvv1Mr2hL0\nGEYYs7P/CxYWXo9GIwXXdTA8/ESAdo5jY3b2DVhcvAm9ngvTdAKhQpZlY2PjVmxsHIPjJAD4lfl4\nwPkeGvTn6FvlKFy3t/fiqaf2AVDhUzI0g5+hMkwrGK3J/L/ZzOPpp38CQA/x+CoiEd9iJQEjBbFp\nmpof1bOUQnLmzK1QPeR80EHepHLBZ3MuDHXloby9PYHvfOdt6HTyMAwLtVoazeYAAFcfmHIc/J5U\nxpTwGkWhMK+VP16eZ8CyOojHtxCLpVCrTWh6cl+RhsnkJsJhFXY4NfXX6HTux/Lyfk1D8s1Oj6Bp\nmrjmmtNoNhO48cYn4Hkmms3TWFjYDWA6MG6OmZZa8ojvwbRw3XVnEAq5iMfrqNfDet0uXdqDyclF\nTE5eRjpdh2m28OKLx7Qyp+5jYmCgiOPHT4GsdOut/wLHsXDq1I2CLl5gLDuVaADI5VZAUWFZQX6m\nMst7Sd4h73KN1HdUAaGlpd0BMM5nyr0gQSlB8vXXP4eDBy/j8uW9uiWIbdsoFodw6tSbcNNNqip1\nPF5FudzVoVtKBij6DQ+/hP37n8DCwlXY2robruticXEXrrvOQDxeRSq1jnbbrwpMw5va3yocuFBY\nQSzGUKdgSyjKc85BenikgWj//vO4+uqXtfIfifg9BoMA3ghYqOW9VOVUNbZMZgvr6xP6M9LjJf/m\nmluWh3hctRgpFJa1V7TXs/rtV3yvdKcTgRBJOHz4BSwujvU9iTa2tzMYGtrEjTd+H+12BA888J+E\nRzeMvXsfQT5/AYbhodlMoNGIYnBwHpGI2mfFYgrVagixWA8nTz4FAPja196BZjOsDQKG0UOvZ2J0\ndBu27aDbtbC+nkE+v4loVHkA19aGEA4bOHr0PKanl/Hkk9fghRfSAZpw/qwcu74+DNM0NZDd2Bjr\neyUquPdeVi/fh04n0vca2HAcU3uFu90QLKutixLJaI94XIXsHjgwg0cfvR6e54fAlssRnDp1tL8m\nLd0qhp5Qnj3hsE/4bHYTtZqft6+uaJ9/FEhMJmu4+eYnUC4rJW1zcxShUAj797+M6emLeOmlq/HM\nMzdofqbs63Z9j121msKFC9f1jY4lHD/+OGZmpvu8B9x++yO4cOEInn32GAC/0ix5noq1jP4gOFVh\nkxtIJOp43esex9raBHq9cMCQxXH51V1NfXZxfxw69BJ27ZrBuXO3oFw+HqjlIA0t8iyV4bumaaJY\nTODChcNYWtqt9yrPTBoqea62Wi1dcMUwDNTrNmZn3w3LsrC6+pH+Xl1Hu82qyr6sJCDZeXbx/WQy\nicXFD/VrB7hg2DOfRaeDlLW2bSEafRa93g1oNNaRyXwKpnkRrdZ5tNvHYZpDmh95Ztu2rfMjuT95\nb9u2MTf3AVSrDwAAQqHDSKc/BctqY2trvs/rfoV+0kXqfY7jYHJyE2996ymEQi7e9rY1/MmfJPSa\nyM9LwGNZFlZWVnRoLkNkH388goGBEC5etHV4L89L1h9gAZpWq6WLfnqe6jCRyWQwPx/CQw9F8dhj\nwRQSrkutVtP5gvTGmaapCwFx7b7yFQumGUGxWEQkEkEmk9G1WwhI6RVldCMAXazItm18//tApWJi\nYaGNXI7tuXydTBmnFKisVCp6vamPuq6L556z8NBDFp55Brp6LcOSAejCSyq6IqsjOOk1D4fD2Ngw\n8M1vxnDhgq0xCcfQ6XQ0puBFzypbT7ZaXfyP/5HCJz9Zgm0D7363ja9/PeixDofDGiNxjqrVT0ff\n9847K/jGNyKIxcJYWUnpNWW0qOu6uq4OC3BR/6Lnc3Cwi3e8owWghQcfBL71rRHs2bMH9JjKnFnp\ntWZ4rus6sO3PA/hH/H9drxkIZcUnqZipWPuK3ozhcAaf/SzDJtWhmUqlNNikYEskEuh2VauVdDqt\nS0LT0vXlL5swzRR6vUqgiAmtKRQA3Hi9Xi+QWP53f5fGxoYHII5HH3Xx0Y9uY9++Dn7917fxxS8e\nxZ49+3Hvvfcim81eMU+CFoKNq6/+JorFBzA394eo10+hXP4ayuWvIR6/HZnMf0YkcnPAY0GBJhPN\nbdtGs/lmWJaJTqe5IxQmgmr1GNrt1yEarcCyHkY8/iAsq4FY7FnEYs+i2x1HpXIbLl/+DThOC4nE\nLGKxGSQSc4jHF2GaPaRSs0ilZgNzSaVWcP31n8P29mEsLLwZ1eoAej0LvV4aoZAfMgWocLGJiW9i\naOhRbG9fry1u0vPBA015ITOwbROmWcLQ0Hn9zHJ5FBcvvhO93hgsS+XPUBmlkOah0+vFYRjQSeE8\nqNVzmojFquj1RgKFWmgZJx90OvSsyPYBtni/o4Uy4HtGeCjzEHFdG+XyMAxD5ZqSD6hIybA0hltL\nUMp7A2HYtu/Bl4CUF+cgBS+vbncUlmXqcBnT9IsK0RrHqALD8Bs0S+BSLI7DtntwHBvl8gS2tnZh\nc3MM29vD8Dw/nAvwAvTgGplmHfH4BrrdAYRCJZimiwMHvgTHeTtWV49qJUICdB6qruuiXM7httu+\nzx2FZLKKZjOj97cE9TLknjKCl7o/PVpWf74d3HrrE9rjF4l0MDw8j0plQNNVKoKXL09h//4ZcU8P\nKysjAIKtZHYqRnKcO5VT0+wGFDzOg/zBe0lFUs4LAEZH57G0pIoByfvIdZCeO+4L0zQxOzuGgwcv\nY2JiEZYVBBVLS3tx9uxJHD78b4hGK3ptSBfOh54r0/SNIO12GJuboxgaWsbIyAxeeWX8CkOQzNM0\nTf+ApkeUihwVR/4t+Z5z7HYbOHToLABga6uAkZGVPpByr+ADKuByHwPoG0xq2kBQLGY1zSi7eD/p\nbeY9BwZaYHuWbHZdP3N1tYBOxy9zr3ggGKrZ7drY3s5jYmK5nx9qIZVSNGk0EgG+4DbPZFb6fNvA\nO9/5t3jxxSOIRJSitrIyDMMwkM9v9dcjgkolAdv2dLjhoUMX0GqFNbBbW8vBNCMYHVU8vrmZh+OE\n4XkdpNP1/ljSASDkgxJHFBMaRiTS0fl9a2ujfQUqi2YzhlisiaGhdSwsTPTvYaLViiGRqKPZjPa9\nnKookaSzijxS79VqCQCWXis1x4Re68HBrf55YaNYTAd4RhrUyuXge4rHbfR6Fmzb95qvrw8hl9vq\nf2dXP79rs0+nrOYh6WmUa/zssydh28oTVKsNIpstYnx8Rb8fDncRjVZBWSLvx3NOnjWkO6skLy6e\nxK5dLyIWq+Po0adx5swdAUOPjCCQ4ZMSQNAz2+36xXzU/92AjCU4pWySYzQMC88++/p+eGsv4L2k\nDOPZLQsn+saxrn42z1yf733ALOlMhZqhvdynij98GSo9wVTu2U6i0+kglXoK2ex3sL5+FYaG/k+E\nQgvwvAiazd9CODyASMTQOifvofr/hvr7MKJbcnQ6HczNvQ/l8rf7tJ3C5OQ/o1RqwLJ6fWV/ENvb\n2zrM0u+Q4BvKp6c3ce+9T8C2XSwsDOCb39yDVKoRqLjKnETSirzCvEnX9VsarqxY+OxnVQ5kOq2e\nVSgUdAEg6k4DAwNIpVJ6XXg/ApdPfrKLRELpJ7lcTkeSyIgXAKhWq4Hquywo1O128dWv9pDJJDAw\noPqbJpNJ2LaNjY2NQKtF0pch0Qq0qdzFs2dtvPSSB9f1C2XxO+QTAkLbtlGr1TQtWi3l3NrasvDX\nf53t69BqbRqNhp53rVbTuZxc90gkglqtpkF+rVbD5z/PIqdl9Ho9ZDIZDfJpqGA7I2kIojd9fj6K\nL385jfe+t4L3va+H5583MTurCrYmEgntTS2VSqhWq30QGsL0dFPLkZMnu/jCFzL4sz+zYZpq3TkX\n6natVgvZbFbrzjJSCwDGx9kvHTh/PoVCYRwsbkS5Qw8+c3tJU9u2EIt9EaGQav9oWR8E8Ff4967X\nLBzXNE3t2QN8xYhxxaZpaiIDwX50svhGNBrVFpPBwUGYpp9fJ0tAdzqdQIIsGZCbnkJKgiQK6mLR\nhmEo4X/pUgyf+pRSKK66qoWf+ZkZXHPNYdxwww2vOk8yG5VMx/GQSt2HAwe+h/37H0Aq9QYAQKPx\nCFZWfhorK29HtfoAOp2WFrpccCqH6kDwGYbMzHkxgR0YQqt1PyqVd+vxeJ6BUGgJudzf48CB38L4\n+DfhOEksL78NMzO/ihde+DjOnPl5vPLKfVhfvxqdTuKKOWWzZ3H06H/H3r0PIhrtBKpmqb8NTE19\nCyMjjwIA6vVdukVMqVTSvYsI+KnEdbtdDA+fgmm68DyVj3Xq1AfQbg9riw+fASjBK6saUsmXIFUJ\now6uv/5L8DwzUNSDglKGPCsa0SgR0s+UCoEUsju9iTw4ybOu6wNZKhDMAeFYJcDgevNZ9GwSdJJW\ntDxJwwR5TH6OPCgPevIRlWnpZZAeY79oRQ+PP/4efPe7H8apUz+NmZmTKJWm4Dh+42cefH44o6y6\nm8HKyn/CpUsfx3PP/R5efvlDmJ29B4ODM8hkFq7Ik+ChR7ouL+9DqRQ08HQ6AwELKelLME6lVRkP\nejh58gkMDla1whqLuXjd684gFuticXEM+/dfCtw/FGoHeIq0Wl0d14CL1+rqcMA7wO/JsG8ZTqtk\nmX8Pw+gFlCruZ0lDXmp9WjBNVxt+AGBkZAGW1YZh+IYKmTsqgT35kLJxfX0SvZ6FSKSNoaH1gGHH\n8zxcvPg6zM4eQixWCay36/ohtt0uFTuff03T1K1ahoYuaZlNWS5DghW/+geprF7qAwe/iib3pDR4\n7N37CuLxBjqdMLa2VLXQaLQTkA/8m3wvZT1lWDrt99PtdGJXPGen8Yp7DgDiceWFbLdjCIW66PVs\nrK3lsLIyqnnJD8cP5vWeOXNUFylaW8v3w9mVJ7XRSOj1UAak4HdN00OtlsDp00d0b8+1tRGEQiHk\n8woobW0VsDO/3XVN3HHHEzh27BwAlR964MDL2Lt3tn+P0b4HM6xDfFkAR3rmLctCLldEKNSD45jY\n2MhhZGQNhgE0GnFUq+k+X1vY3Bzt88S6ztlS3lCVejA3N9mfcxS1WkLTjR4UeifL5ZReD+n95+dp\nBNjcHIRp+kqWUsgbmgaVCpUnW8tCJeeD9SBmZw/Bshz0ejaKxTwsq4t0Wq3X9nZeAycZ1eA4Snle\nXp7C6upuLRs9TwH1ndfly3uv4CnKBmnkIv9xD6vvxPHSS3cCAA4ceAmDgxv6e9xzrVZLG4T5Gs8g\npaQzvBJa2afXRe5r/paRBDI6Qo5ZtYVrBVICeKb1ej00Gg2dP9lsNnUO28bGBorFYr+Cc1sXb2RV\nU85BGi4p11ing7KC8kYawThe0s80O8jnv4ZIZBEjI7+PSGQBrhtDpfLb6HaPBcJ46V2iR4myjMDI\nNA3Mzr4HpZICoNHoHhw7dgqxWAaFQgGxWAwjIypHnG1b5Bg5n6mpNdx77w9h2w6WlvL4+tdPgPU2\nZBQI9Q6eiZT/5EcWTCKNPM/TemIoFAr00hwYUAZY5ruS7jQ+UOan0+lAxVV62iwrWPCQII06oDQe\np9NpzScMdeUP+S6TyQRyXhliLFuouK6LbDarHTeUSQwVJb9IL2yj0dA9S9mPlWHFvlEmpIsP8Vpf\nX4dtqxzUTCaj+TEWi+mq0QSa5HtpSOY6yPxUtmIBgK9+FTh3zkY4DPzyLzeQTvvpZZwr977Kpa4g\nKVLqQyHg9ttrME1T08s0TaTTac031KHJd9wPjqP6mI71M0f+6q8GsbW1W1f3lYYeYjXKcGXQiSAe\n/zKi0a/27/l+mObPXiHn5PWagVC6pfnbtm1UKhVdGpvWGAk+Ab+KE6tfMRGbjEWB0+l0tFWK7mMK\nvXa7HShoJBVNbjwAASWOz3ZdF+fPx/GnfzqMXs/A3r1buPnmhxGPBw8seUmLP0PPut0uEolbsXv3\nVzA9/S9Ip38SgIV2+wUUi7+CjY03o9n8MgyjE2A6Moo8qGiZ4t+cP5/rurJojI1i8W50uzmYZg8D\nA09j797P4NChP0Qu9z14Xg2VygQWF2/CzMzb9CG68zJNF6Ojj+O66z6JkZHH4Lrd/uHWweTkAxgZ\neUx/tlZTVpRyuYxarXZFg2Q1Lg+Ag7GxU2i3kzAMoNtNwvP8nE2pkEtvqvSm85DgZ0yziWPHPo9Y\nbAuNhp8HuBP4+bRigRkTo6On9fj4LPKirHwnQ3O5JhJU8ZKKAwUpn8cDSIIvRedgmWwKI4ItejF5\n2HNcUvng/TgeqXR0Op1AcQXSwaefiY2NfSgW/cqb0gj0apZ2WelXzl3xRwzF4m4sLt6Cc+fejkpl\nUu83ed+gJ9PA+fN+uCsANJtpDap2egWlJ1Dd10Mk0sZ/+A9f156NN77xOzhw4BJKpQQuXdqHixf3\nBu4RCnUCyq/vOcAVDepXV0cCnmkZsuZ7VoI8Gmzz0gusi5RHMn/PNxQ0cNddf4fx8fP9+wGJRA1v\nfOPX0e06AcPGTu+wVNpII8OIYnVVgbbx8VnNA75X1sWpU7ejVkvrvUM+49p3u74nVM5/Y0OFXGcy\nq4jFagGjCp/DfWgYEoT6BS+4D6SyRZ7ylSoXBw+qnpyXLx9Ft6sUB4JQfl7yBY0d5Huu18DAkh5H\nr+dqxV2Gm+1UwHm/eJz5oLbmjZmZaSwuBgGHss77nt9aLY4XXjioK7GuruZgmiaSSUWTRiOh11UV\n5OjCC+JQ/OhHNyIcbiGVUpXbNzaUJjE0pLx3m5v5K2Reu2336aTAx8GDszhx4lkMDKiQ4vX1sb4h\nqoFQSK13uRwP8BN5gDmNW1sFeF5IhOKOwrJ8ft/a4rjWAwasZjOGajWBVsvuPzuPXi+Y862Akdpr\nxWJay2zS3/M8TE+/AsDRHuC1tcEd/G4gna72v6PSPUgTtea9vnHaP9NnZw/q9dreHgFgY2Bgs39O\nhVCrDVyxx9WeDsFxTDz33MmA4dO2bU0HXo5jYmVl+ArvvJy7PFeobNMw2ul0sLJyEGtrkzAMD9dd\n96/wPF/B5LyY9sTCLnQGKOWU7WKCIffyXODYJOgjXeVnKcP4w/OEe5j6FsdOIFqv1/Xver2ui7CQ\nz2QkhzQAU0kG/DZfcu78nowOYSRQOBzG4OD3EAopo0IotA7HSWBr67+i2dwXABKu6+qikQA0Tf1z\nrINz596Gcvk7/b21F8ePv4B4fEC3VuEZKQtkSgOhYRgYHZ3DPff8ELbtYmlpCA88cBKdjt9yRxpf\n1Zqp9SyXy6jX64H1k4C01+uhVCrpNSJYIX3leSr1q06no9u6KGNQROuZLBTE9Wk2m9ozy/tYlqXz\nJ7km7XYb5XJZ6yzNZhPb29v6ma1WC6urqwHdj/tAYgSVelfX60D+kfUpiBnIu/RkEkSXSiVEo1EN\nUDn3arWqnyGxAQ0oPKe5DuTfnfwqz3byDJ8lnQ+ua+Azn4mh1QL27u3hvvvK2iMNBKsBt1ot7N+P\nK643vamNUEjtgWKxqMdPGpOWrVZL19Dhe5FIBKOjLv7xHzOYmdmPbDarQSb1TllThJEEpmkiFvsK\nIpGvAACazXei2bwfGxsbVw5QXK8ZCHVdv5w0mS0Wi2F0dLTfgNtv+gtAV++iYCkUChgYGNClgKn8\nyk3ke+aCFqNoNBpIuCaBOSZae/g/mYfPsSwL8/NjePjhG+F5Jlqt7+H8+f8Izwt607hZAD/vjRYc\nWf7btg8im/1j7Nr1CFKpD8AwYnCceVQqv4eNjbvRbH4WQFUAJHWfWq2mw3VppWNVYVqe1Gb2x2Wa\nXUSjC5id/X3Mzv4iSqVr4XkmotENjI//M6655g+wf/+XkM/PI59/CpXKBBYWbsArr9yGS5fuxdmz\nP4GzZ/8jzpz5eTzzzK/gqac+jIWFG9Dtqp5nu3d/E8PDjwk6mGg2x7UglIKD8+HmyGQuoFicRDis\nlKhuN669diz7TODFTc98Sh5+pLsS7m0cPfp3SKcX0WhMIBTyDyg5BvKBBAwDAy8hm31JH/pyXZXy\n1tY8IoUQ10HR2geQ0kouLWRUBni48VCQhyXpRODKscqQON5nZ3igLDohwRmFECu78UDa6UXmnHkP\nqbRz3txzsuw59x0VLu6xnQCIhggJAl7Na7W6egCVit82pNPJBvJwgGBoNOlDmi4sqFw7XpblYmlp\nGratZNBTT51AqeRHSqgCLn4rGtLCMAw0GnExjhA2NgYDSpkEjtLyzLW0LBMiNQSm2evnmDQC68P7\n0ADDn1YrjnY7jKuuOt0fE8cSARCsmmkYhj40aFlmmBNDgUzTxMKC8j5NTMyDRYSCHnITly8fDgBU\nuY4EXZblaBqoMKMcqlW1brncBYTDVYyNndW0II/kcovaC6PoD6RSZQwNrQZ4kMoorfv07o+PLyCT\nKcJxTMzMXINeT3kOI5HWFfKf35F7S3qds1k/RNJ1Tc1Hch05Bml0sW0bmUy1TwelrKysjOPy5WkU\ni37oE/kokajq/0+ffh1Sqa4OQ93cHOqfFUoW1uvxgCGM4InXwsIklpamMDamvH/lcgrttspzJBhb\nX8/qOfiK85VGxkuXDiAc7sJxTGxtjfaVR/Y+tdHtxvR9pBwaGVHPXltTgJsgdHV1RAMU0zRRKo33\n+WEDkYjfY7PZjOOZZ46KYkK5wNor700HzBstFgf0HpEyc3JyDm95y3f1eLa3cxgeLmJgoKL3Iz2h\nnufzgDQ0KMVUyc5ez8a5cyd1vuvm5ihs20Y2u9kfRw6W5Ye7S0Nar2fh7Nlj6HT8NjPcOywaxavZ\njCMU8lu0SeMV+U8CFgmM+FzVRul2OI6FwcF17N9/Xt8jFPKjQ7iPpcFK7Y1uf53DWt7LMNadhiHK\nD8pwCZyl/ibD/bhWBAfkxZ0Alu9z7nxf7mcZEQH4Mk+GcBM4yL0uQZwyOKxgcPDbgfUwjDYSiQcQ\ni72sP0/vp2xtRT0WAByng0uXfgKVyvcAANHoPlx//bMIhRL6PGYPRXlO0JjMKrDT08u4++4f9s+p\nITz44Ouh2v34Y5fyT8qoVA+4dIUAACAASURBVCqFVCoVAED0UJKe+Xxe69SO4+jCgK1WSwNlALrV\nCOUcW7yYpom1tTUdCp7JZFCrKVlFDyPrrhBk2raN6enpAABlMRuCGBW5kdftR+gFlQZ2PofRZNRD\nOAfbtrWHU/Lh4OAg4vG4zlVlUSzyLnuXU8Ynk0lNm1wup/mRocU0dHAPMqoymUwiHo/rz9FrKCOI\npNxklB89zqZpYnMzir/8S8VT73xnE7t2+Wcj79Xr9ZBOp7FvH9BuA5WK+vzp0xaaTQMHDxYDBgvD\nMHQBIVkzY2hoSFcQTiaTSKfTeOmlCE6dugr5fF4XEiVmAaAr7ZLelmUhm30AyeRX+/vgPeh03otq\ntab3xr93vWYglJs/Ho9rMNVut3X4BTeDLCNMQgGK0WWoW6lUQqVS0X0+VW6BpUEBSyvvtOATZHCT\nNJsqx5JARwpNhhJYlmoYHAq9AVNTfwrAwMbGl/H883ejUnlaz1GG5sjXOCYK3FBI5bU4TgGp1G9i\nZOQHiMd/AYYxAM/bQqPxGWxv341O51Podpe10Ccj0IohlUJuCAVMgrSPxc4jnf4RWq0jWFz8IM6f\n/9+xsvI2tNsFmKaDQuFFHDr0lxgfP416fRjz86/H3NydWFy8CaurR7GxsQebm0OoVtNotyNwHA+u\n62By8p9QKDwWeFa7PQbTjGt6U3BLSxeAvmUrh1zuslCq44GkZwpS8g/vSSuPPKQ6nSIOHfqfSKeV\nV6PZnNZhL77iHAxz8i2DXezd+x2wHQx5TH5Perc5fubtSsEnw3/4N61PBJ9S0SAvKqXBz1+WBg0+\nk0Bip1JB4K7o3w6ACalwA36fNTkXKiQU1hSWpPPOcEyCHApXx1Fl2iXApbVe5vS8mrf41TxfSoCa\nuHjxBACVr2RZab0/pTVchqjxdc/zMD8/ip0XG7wrK2UYP/zhXQEPZTzuBoA/FSEqpwCwtlYAYAX2\nM+kg6Sx56PjxZzA9Pa9fHxgo4q67HsWePYsBi/VO4MNnAMDy8uQV8zFNJ7C+/N7OUGVJV45vdXU3\nPA9IpSrIZEoBI4Xv1fDXiYUh/DUL9f/2c0KNfnGvlRWVq7pr1xmcOPH3SCY3AjQ1DAPj44s4ePCs\nvv/evS/innv+Hq4bLHhBIC6NWJZlYf/+UwCAhYXD8LxBqAJlqk+o3I/kRfLpzhDDTqeCTGZTrFmw\n8jL/3vl8QO1HFiKi12xhYRTNZgSm6RsSFIAGkkn12e3tAVy+PIVcTgFuVdlV5V0mEszDjOvn8zfb\nOHW7Nn70oxvQ6/V0a5bV1ZH+Hu4gHlf32NjIaTniA5Bgj+hyOYVWS9FOeU5V3QTmg1arSbjulR4/\nVU2X4a+jiMUcDA5u9eczGZCF1epwX6H2vZWW1cPKyhjm5/egUNjqzyELevwoBwsFf22q1XhAflAG\ntFoxDA+vI5VSQPO2257Efff9AM1mVPNOMskIKiOwhhIodruKNufPX4dGI4ZcbqVPo8m+0VTNt1Qq\nBICANPKVywM4c+YarY/INazVhgNGgEolGfAcScMTX5NRLty/csztdhu1Whrnzqn0oKNHf4RotIbR\n0TkUChf0s6WBUXlLnb7BiuG4hgYKDGOU/MvwRWmUsSwrcAZzb0ugIMP8pXGPZwrPIstaRSSypvcb\njaPy3JKyVVZU5+dZcIXnpkwVYQVd6iOZzD/ANP3iLuoZNtrtYTiOKvhWq9W0l42GaHV+PtWPluhg\ncfF+1OtKB4pE9uHIkSfguiHtpez1eroaKfVIhqFyjQuFCzh58rt9ADqChx66LXAuyWr6vDhP6n6O\n4+genIahciLZB5PnGFuvSBnIwkA0GrNwEcNr6RVUBqGYliNqP2S0w4AyptFoBJw8c3Nz2osZiUR0\nsSR6KQkyWcmVnyPPSTAkdQTpGGBPUjqQWNCHdOHZxdYv3FfEDfwu9WfuATq16AWXhg7LsjTGIF6R\nnuF2u61BrtTbCO673S6y2Syq1aoe30MPRfHCCxZsG/ilX6ojGrW1zszQWkVjG7/2a4M4c0bxyNmz\nFj7ykSzm5zPaI8sISXrIZX9W9mCVRv2trQPIZnNIJBLayAoo4J9IJDSvUU9Jp/8JqdRX+zLvPnS7\n70ev5/QrTPudFV7tes1AKAWDskom+/2hUjqZmB5JWokMw9CucgC6OhWZkEKRTBuJRFCv1xGNRnXc\nPnNEZdgNNxqAfg6O37aC96YlgF6EXC6Hw4cP4z3veQ927/4QDhz4cwBAqfSvOH36ZszPfxJAsDy6\ntBrK0tPhcBjb238J0+xpgd1shhGP/zzS6W8jFvsoTHMcQBPd7hcBvAee94ewbZW3RIWVDEEBLL3G\nDMmRVz7/DzDNUp+JBlAs3oPLl38Hly//r9jauhauayEWK2LPnu/h5ps/hcOHv4zBwUswDL8HlfTa\n5HJzCIWqaDZHAs9ptaY1rWm9lYcb6W4YXVx99TcQDvshefSEyoNKgjVaoHgoE8C5bgWHD//PQG6X\n5x0MWG13epykwWFq6gnEYiVYlp97Ij/HZ0oQRYOGtLrKEBLyKudLGvCzUrHl2lF487sSYMjwMd5D\nelu5d6SSwtdlX06uDfmRz5JeTwm+5WHJ+UuDR7PZ1Ictfxhmxb0rvVlSUSF95OHCNTFNE6urB1Gt\n5tBs+tZR7gHuYX5X5g1aloVmM4GtrUE9x04nhNXV4YDno1QawAsv3KU/E4n4oc3BNfRppYoS+Qow\nFZydY5eK6cZGHtdd95K+x6FDM9izZwFLS8OaryQAlTxCo9za2h7svAYGiojH/ZA3CcoZXcJm0rJH\nrYqaiGNzU3mwJibm4Hl+VIX8UXvJC/C3UkYZZeCHHmWz83jDG/4Gw8NzAIDBwTUkk2UYBgI8ZVkW\nFhf3aC8MAKTTJTiOja2toUDIpVwH8k8ut4Z8fhmeB8zP39TfHz4I9bxgSoeMNuAPjTHp9Aqkx9xx\n/JBDPpdySK47/04kSvq7tVoSpVJS77lkMqlpXiis6+c8/vjNcF1Pt0jZ2BjSh3s8rpSIRiPZH48j\n5KAa0wsvXIdWS3kO6P3b2Bjrh1WV+2NJoNn0887IU51OEIQ+9dSNol/oqKYXQ3yr1VQAwJDPM5kK\nYrEWPE+1LxkaUtWfW604Wq2CVrqUwmhie1vxGgsZxeN17NnzCgqFMsLhLlRfznxAXisF3QehnueH\niEnjBHNLedm2i+eeuxq9XkyvNz2h7Esr5Q/5odeLodFIYHb2RgwOlhEOt+G6BorFUZimicFBtV7F\n4tAV0Ry8Z7GYh+uGAgYPgKkbBra2/POy0UgEzoxXi1zZaTwkL+9c15dfvgaVyiBCoS5uuOFxXH/9\nYxgeXgzIVc7Tsizce+9DyOVmdLqCZXk4cuR5RCI1/R06BZhfyJA8/i/PKMoI/k+5xfFJw6v8n6Am\nl9vAvn3ntWGPspCyQKYYSDkL+OGalUoF5XI5kCpBIxzPccWTl5HL+c4DxwljY+NuXLz4e6hU3oFu\nN6LPr3a7HTC49novoVL5KEyzh9XV96DVehIAEI3ux5EjjwPwHSmkoeu6SKVSeq3p/QyHw5iYmMEt\ntzwMy3KxsjKB7373Ds3nEmjzjGH9FI6L3QdIr3g8rp+fSCQCZyW/S8PATpBPOknvJwsTRaNRncPL\ntSAI4/lLDycBrCwomslkdDQL9UJ+hx5K6l0DAwMB+pFn6YWWxhFZTIk1Q5j3SJ2IBZgI/hgWHY/H\ndVEpfp5eRyVHbE0Pz/P0WUqPtATGsVgM1WpVG9H81id+njS92KmUhXDY1pV/k8lkf63D+PM/z6DZ\nNDA97eCtb93SYFjKgu98J4W1NROlkpI7Q0MmDMNEuay8u+QPWWSKuahSX2TE2tjYmPaAkl+4ltLo\nwL8HB7+JgYGvAwC2t9+E5eW3YGlpGRsbG2i329jc9GX2q12vGQglsKzXVa8iWg4YkyytVs1mUy9w\nJpNBMplEKpVCrVbTIZEkIBlWKlBk9nQ6rTcTQSs3NcMBSFzpPSJYoBAeGRnBLbfcgkOHDsEwDIyN\n/Rz27ft0f2YOZmY+guefvxe93rrelFSaKRwouDudy1hf/zi6Xb8YCC0SphmHZb0DicTXYFm/A8PY\nB8CB634bwM8iHP5d9Hqn0e36Fjw/BNe3HlJpdhx1OG9u3o6VlfchHN7Q4ZLqMlCp7MHly+/B00//\nF8zOvgX1eg6m6WJo6DyuueYLOHHiT7B792MIhcoBxXR7ezfOn/8pdLvR/rPYg2tSe3doQZKeNR5A\n+/Y9iHR6OcAjvV5cW5uYt8JQGP7PA49XKNTGkSN/qz2gvNrt6YDlSh7qFGC2bSMer2B6WrWIsaxO\n4JAD/LBaCkXp2ZO0lEou7++6Dtrtlv4s4FcdpLDiM2QMvlT6CP4Ijglo5fNosZNhFDRQkL93zkkq\nPuSder0eiCzYOWYJhjkWVuwjKKUCwfXis8g3pJ9cD9JjpwJmGBYuXjyBRsOv+Cd5ia9JA4FUThYW\n/ByshYVxdLvBlijhcBjz84cwP391n5c6+n4cq7qfz1crKyOBZ1ARVuP1i0GRXzzPw9zcqM6h5FUs\nplCr+Z4dOZ+d87AsC9vbuUBvRccxYdsOCoXlgIJI+RaPx5HJZDA4OKgPfmm0ME0TS0tTAFRILsdP\nxY9rL0OvJZhzXeZh+6G6GxuqknImE8wJ4RylUrq1lUevF8ztXV8fBwu4yz0ulS3DMLB37zMAgLW1\n/Wi1hvpeThbPcWHb3QDtpLLMi/SW+aCKBn5REyq3VCK4hwhwPa+LeLwieGMXbNsv4iDD7wqFBQAq\nF3R9PQ/LsjQI3dwc7p8Vnm5Z02zGA94gZeW3USwO4OzZw32Fs6HDgTc3VSXibJZ9O/OBsEtFGxO9\nnu+JW1rahc3NaRF2OqHXKZms9sebDIA10o7f2d4eRLcb1mHUW1sTME1fhvG83txU4CuXU5E9nU4U\nu3bN4u67v9OfbxRHjlzAyZPPwHF8L2I+7/OS64a1wVrK2mYzGljDej2GF1/cFzDiJRLM2bIC+4v7\nVEVqRXD27OthGDEUCsoLWqkMA4jBth0kk6yUO6T3xasZSfneTuCkDNATepyOEwnQVP6W4ECCNnoz\nqBCq+zjo9QycOnUbAGDXrjkkk1UMDS3o/Sxlc6+nctTf+MaH9Vje/OZvYdeuy2i3k4Fwc+Z/ySgv\nCZx5f16cq4z44es7DbXyHBgcXMPU1MvwPKXHyQg28rBcK0bZVKtVdDodHYkj9UCOm9Foah+3MTHx\nz326hbCwcAuefvrXMDt7NxoNWxfTYd4qwyZ9MPFpuO4aisWfQKej0iPC4X04dOhRhEIpDb54zsjc\nP57T+XwesVgMExOXcN11D8A0XSwt7cJjj90L204E1pzz5W/qktwDpBHHJ0GPGltYe2GlN458Q/lI\nZ5Di77IeP3m60+noXEFpQOCc+EyuL89/8ih5tlarwXUVWJLRNZlMJmDcNgxD504yAjASiaBUKmkn\nFKB0E+bw27atCwSxWjF1eal3cF22tra0xzudTuv0Jqbh0cNbrVZ10SsaIxzHweDgINLptDYQSeMZ\naU6dlfhHnQU23vUuZeQbGBjQodm2bWNxsYfPfU6dZe96Vw9XX20FQpJ92eFge9vs084v2EV9kAZQ\n6gYMAZaGasdxMDk5iXQ6rcfHdWVetnS4tFotDA4+iJERFca+tnY7Ll68E5VKFY1GA6VSCaurq1eM\ndef1mnpCeWhIpY0WRQmm+DkyrvIWNq9QzPh5hnhKJYebhwqUrIgrvVJkPDIYlQ1u+mw2i6mpKdx9\n990BJWZi4pexZ88f6v9Lpe/imWeuxfb2Q3pjyZAJQHkoL1/+OXheC5FIPKDoU4FUSruNaPQ+2Pbf\nIBT6FAzjeJ9eP0Is9lFkMr8Ny/oRer2OtnKRFkpwmVhb+ylsbSkvTyy2ikrlGlQqU5oGOz1e3W4c\ni4s348knfx6nTv0MVlePwXFsxGJl7N37CE6c+O84duzLyOcvwnUVKBkYOI90ehaeZ+Dll/8z2u0c\narWJQAgY/+a6KgXmIjKZZdTrfs6fWouoDnNlAQVZyVYeaGqzNXHttZ+/Asx2OhnU65ErPBjcePL1\ngwf/FewRaNu+pVkemFwXbmA//HAnaJIetAoOHXoMgKHpTb7n/zLvRgJDCXx5IEmlhhc9ZbFYTFcz\nk+Efcq130k4qCNKDycOfCgsVYWlAkIKWhiSGvvAQ5xrK3B9pLOFYuEd3AgT+LC7uw9ralD44uH5y\nTTzPCxSy4hjn5vyQ3Lm58cD45Zo899xtKJezMIxgGIlvEFB0qlQSKJVyAUOBVBYok+S+UvIthKWl\n8cC9l5dH9FgBP/RXKiA+LxnwPGBlZUq/ViyqvaOq5FpacSRgC4fDyOVyyOfz2oLLQ4jPWFycBgAU\nChuIRuuatvLw4bpIj6+aE1/3ZRgAnDt3uzYa+OP3QbZ4Fa1WEDwsL48H1lgqDaRlOl3ByMhFAMDs\n7E36rGi1fA9fKFQP8AL3M2kqFf5cbi0wBtcNtmiS35NjUspKA6bpz2tpaUw/V5a29zwP+bwCoRcu\nsFduB4ODyou6tTXSB5Wq3QsAVKvRKxR8x7Hwox/dAsdR/DI6qryKlUoKvZ7y+mcyCgxubGQDBg7f\nQBLT93r22ZMoFEoIhTpwHBNra3m9J3ZWxpUyzjAM4T0dAgAMDS335zIRUHT4fFbIzeVWYFkmHCcG\nz4MufpRINHHjjc9jdXUMpklZ4AU8oc2mX/uA66E8ocEigc88cxT01CvZ4+iWNL2eL1dlZIZpmlhf\n34O1tav7e0fNp1gc71fsVO1fHMdGtaq8HDtlanCtfCMOZSPpwK3dbgfDeSVv7TSGSmMbgahvkGzi\n9tv/Gbfd9kCADqlUBeHwljYESJm/s1KvaXpYWDgUqIwrzxHmNNIYxfnLe3JfEfCxG8HOz9Moy71u\nGAay2Q1Eo22Mj88EjD+vFoWw8xzl+UNAKiMpaCxl27tU6lkkk/NYXj6Jp5/+MC5fvgPtdlTTiOGM\nfL6sKtzr/QCu+2z/2Wo/2/ZuTE19G5aV1OeaTBuj3kEPIeX0wMBp7Nv3JZimh7W1PXjyyfvgeX6B\nRdY74Vi4f1k7Rf4wyozAlH9Tl+IlwSMvpqS5rh/eytBNaVzhvQm2AOgxEgRK/uV5o/i8rcGe1Gvi\ncWWEpYfVdV2tv3D9GE4qo4W4ngwrBaC9iizSJA0dMiUrl8tpI0EsFtOeY7UHfMMPDRdqH6XQaDT0\nfqNeKo17rAjMM7ZYLOp70RBBDLK5CfzkTzZwyy1tbVigkTUajeLhh0N45hkTlgV86ENFmGZPe7Gl\nk25rS4336FEXv/ALTbzjHQ2cPFnDVVc1kc02EYlc2Z6JsiUUCmF4eFg72mjU4T5jGLpMF5iefgJ7\n9qjc5/n5m3Dhwl1otdqoVCrY3NxEuVzWUXA/7nrN+oSypDH76HBjbm9vB7yQ9FLKUtG07DOvlBeB\nIok7ODio701FVVqTgGAFXC4+NxCtRvRKZbNZTE9P47777sPIyMgVc5qc/A30ehXMz38cANDtruPF\nF9+C0dEPY/fuPwDgt8YwTROrq59Go6Gs+K1WR+cKSAaQY1PzPY5w+EZUq89A9eH5IUKhC8jlLsBx\nxlGrvRW93o1wXV8prlTuguNE4HnnMTT0LcRil2AYTfR6PqCipY+MTWEGGKjVduPChT2Ym3sbBgae\nwtjYc0il1pHPX0A+fwHtdgpra9cjnz8DAFhbux6VyjhmZn4ajUYOrZYSCFwvChZe5fIRPPvsVdi3\n7ytIJLZQq2WRSGyj2QzG3xNgky9kHyi1ri4uXnwz8vmLmJ72c1Or1YlA9TcJKnmfXq+HbPYVjIy8\nrL9n234/UVlWXFrUpRUR8Jsky4MynV7CiRMPYWbmSMDyKBUVGb7JMBH5WYISCc5kCBgt1Qz9SCaT\nqFQq+h4EsjxYpLWT95WGHPIOxyi9izIEmge8tIDSQi8tbFx/0nPndyVIpiFJKmP+QWlgfv4YAL9A\nktprfqgP94s8BC3LQqk0inY7DNvuYWlp4gp54e+1CJ588l5EIttaBkhPJj2hly9PwXGAUChoyZdg\ncudFerzyym5MTy/o11dW/B6apK1ci6DXUdFsbW039uw5B9c1MDe3H/n8BkZHF3H2rG/tpKJI3szn\n84HcF8D38FYqGZTLGWQyZYyPz+PChQOvOg8pk33FPdJ/z/f6qOgHC88990bccsvX9fcNw6cDeVet\nfbBIDiv2SsUb8JUd0zSxZ88pGAZQLO5CuTwB2wZSqWVsbRXQ7YYQCnWRSHQwPf0clpbGUankAx4X\n7iGl2PnhobxEFK+erwTlMrUilSrrz7qugc3NyUCoPxXgSKSni9qwHUk+vwHT9NDpRNBuD8Oy2joU\nt9MJodMJwTSDRcsuXz6KjY1hhEKK59maZXNzvL+3HWSzynO4tpbVtCQvKb5SIPSVV46j0ylgakrl\n1haLo/C8sOZBhuPWaqlASgJlxPAww4BHEQp1MDCw1f9/TMszqdSUSmPwPJU7m0qVUCym0OlEEIn4\nBThWV4cwN7cLoZCSFwMDVUQi/nkP+JXBpeyq130QWiymcenSXv05FVpWBVsA9Xp2QI57nqe9AMXi\nPs2b2exSf/67Yds2MhlF60plCIAF03SuMPJJ2SnpLvdxtTqOZjOOeLyhvdI8Xyij/fMtGPXjOE6g\ntQf5udez8eijt+POO/9FV1vmNTKyhAsXDmhe4D7a2AjqM55nYG3tah2OKAGmYRi6uwDBnPRO8nXA\njyLb6dH1jd0+WPLlXg/ZrOKfPXvO4uJFlYMrQ02lEZQyRNbGkF5Ajon850f0tJHNbuGJJ34J3W4G\nruviwIHvolIZx/b2Nfr+jM6T1ctjsRBc9/9B8DJg2/tQKj2KVOpdek403ErjcjQa1RF/5fJXUSj8\nBQzDw/b2YZw79xMIhVpot5WXMBwOI5lM6ggontuymBHrqHiepz13HC91iWazicHBQW24IZ/RacMQ\nW1kYtNFoaD2dOaXRaFS3/iAAZPqcYRhapyf9E4kElpeXkUwmUS6Xkc+r9lOFQiEgE+R5x2cS4AEK\n/FWrVdRqNcTjcT1m0oIhrwyZ5UXQzn0NQBtPeG/qXdRL+WwaT5rNpu6rSV2UxVT5va2tLe0h5Vqx\nsNLQ0JDeOzQK0/ACRFCrGfjFX6yjWIxjeTmie6lStv3FX6Rx6FAZu3Y5+Nmf9fC5z4W0cZYGIeVw\nrCES8XDnndKATplaQ6lkoFg0ceaMjS9+UUWVttttjI6OIpPJaJnFaCkAgdxqhkPv3v0UDh78IQBg\nbu4GXL58NxxHRVfU63Wtb8qz9t+7XjNPKBmWVhsyBN370iNqGIZ2ZzPBmooUE6wB6NfI0LRw8GJh\nG3UIlrRgZNy4rIwlFR6GYUQiERw9ehQnTpz4d+e1e/fvI5m8LvDaysqn8dxzt6LVuqiFaLX6ApaX\nP97/hKGb8EplmL2bKHApPBuNBkzzEJrN/4Je76/Qbt8DzwvBspaQyfw5xsb+NwwMPATTbPUBgdUP\nRZhEt5uEaTqIRs/qTS97blGAy3xZCvRuN4LFxRvx9NMfwunTH8TKyrVwnBAikSomJx9BPL4FzzNQ\nr0/BMBwUiyNoNjtX3JP3lYpgONxBoaB61b300p04c+YN6HTiWrjKQ4drZFkWksmkDq1utxMol0eR\ny10AAGxsTMNxbJRKw7qqnfSqkM6qwEAXBw8+DHkpxcK3OEtFRVqoJTjmGqmxupiePo077vga4vEa\n5ub2au+gBGES9PF9/sixkid3Wpwl4KXFjt/nwUfhSUWBz+MlvUsECDst0HIv7bR0SoG+c8xce1mW\nnEJaAkwJuqXXRI5b8Uo0oHRKg4I0TnAuPtjysLQ0iuXlYbTbtgYFct1I/2IxjdXVXQGg5XunFb2b\nzYy+/05DBWkmrcwcl23bWF2d0h4Q1/Xz77gWEvDLvU/aOo6DlZUxqJ6Mo5ifV17RTKaERMK3CEvl\njpZJwzB0vgd5hqBxaUmBosnJBT03HkYE+PwOFQ8VGup7QiVfua6L1dUJzMxcHZif9CL6a68/glot\njUZjUK+xBF//L3NvHmXXedWJ/s5w53m+NasklWbJskZbcuIpnuIkTnCSl/Gl4cELNITQSffrtdIN\nNIsAjwc09KM70ECHQBozdICO4ySeHRzZli3L1ixZQ6lKNd6qurfuPJ7h/fHd/Z19rhSg//I7a9WS\n6tY953zD/vbevz2SfPD7WxgePgMAuHJlX5+mDGzY8AMcPfqnUBSxwHff/TT27HkTlUrUZVjh9Cks\n8WX4/axsMUQIOD9vPH+ajJo0Np4Puroqis6Qwuk8T0EutwxVtdFq+VEui558+bxQukulPAIBYY2n\nRvKNRlCuG61dr9fDpUtbXEbUXE54PdfWhJc9GCzB6+3CtkWvTP4MR8Z60WyGcfnyIaiqinRa5NEX\ni2Py+4ApC/k0GhGXkU1VVYRCLQlSl5czSKdFXm277cf6elTKZdpn4WXRUa2mAQDR6I0+cHF7wk+c\nOAhVdYAXtZqhq9dzgB2XkbWaY+B8/fU9MAw376TiUWI8TkgpPYtHY9i2jUCgBr+fikgN98csQGil\nkpM81gE3jiylM0SKLOk7JANaLQv1eqR/n1PFknubOO8d5P2DspHubbV8+N733ocbN8Zca5bLzUu6\n58bu1dWMNFwDQKEwhm43chO98KqiBIJIqeb8atBYyc8agU9SyAd1rkBgBbouxpXPLyMcXpd/J7nB\naw5QmOVg5AnJGVor8pBSYcBez8Ts7CF0OmL9DcPAwsJu7Njxt9iz54+h6+9IEESRPEQfwJMAnJoT\n4lIABOHxbEaz2ZR5pDRHWmsCN8J48H1o2m9BUWyUy7tx4cJH0e265TnxbtJBuJ5IHjzyrPJIOKI9\nKiYTiURcYdjcKAIAtVpN6uS1Wk3WDRDFrurSOEzhleVyWdIpl8Wkk9O+1+t1xGIxAEAqlZK0XywW\nJf1wHYtCnuv1uks+J4rO7wAAIABJREFUEPDl1d0JeFOUFc2LjF68ois5vgDHa06yjYwl9XrdFZpL\nNOzz+WStCzp3wrBdlnoNFYqiNSYASqB/x46OlLu2bUtPtvCs6vD5bHz5y+uYmIhgZGQEmUwGiUQC\ngUAAjUYQf/Znou3YI4/UMTZW6cscA5OT63jwwSruu6/a52X4kVezqSKft/DSS36oqjCo5vN5maPM\nZTdvBUPnyjAMTE6ewM6dAoDOzx/CtWsPodlsuaLnms0m6vW6LBb7j13vGggla1mr1ZKuc8uyZBIz\nV74Mw0CYdWONRCKuEMV0Os2K8DgJ1VwQECGRksmb3JNrfTD0lhRZyqfavHkzHn74YddYbjWvjRsH\nLWRApzOLmZmvoN1eRrvdwPT0T8G2KZfTYZ48FCAcDruUDvqXwgmE92sC3e7Polz+Q7Raj8OyQtC0\ndcRif4WRkX+FZPJb0DTqXQfUatsBALHYpVt6XrjyysOoCNiLQ62jUhnBpUsfwquvfhlXrjwMKvCg\nKDY2bfo73H77b2Js7Bn4fCWp+BFDIa8Zb36bzZ6BphlotaIoFjfgxo3bsbDglPMmhZ6DBq4I037l\ncmcRiazANHWcPv0gLl++B+vrOReYJ0bFvWxjY2/KHB9+aVpHCjLuQeVzInDCfzStg4MHv4+9e38I\nVbVQLOZRq4VdApLoddAzy72FitKBx+NYuQfBJ/dq0JmhnBhixCQcODOhtePWa1oPDuiIFvn/+Xw5\n/QwyMa7o0ziIvuk+Dkjph8Ah93RypZeH9vB9pL9z2qV/6X1zcyO4cWNM8g+6bq3kaRLA67qOyclr\n8Pl6oBBJ21YQi1UQjy/JsdKcaNzc6ELnSDBzjzwz5XIMvZ7XNR7O9Hm4NjfE9Ho6VlZGsLg4AcNI\noFIR3q5sdvamOZHit7a2JvNwiHZpfKqqolAQ4aH5/CKCQacyM6cROsO8IIOi+PvzNaGqirSc0pzP\nnj2KRoNCOd05006Ok+PlIi8o0SNXLgEhKyYm3oammajXk1ha2iB5xNzcLkSja1KR9fm6KJVSsCwn\nrI0rTfTsVIramzjNyRXF3c5h0JPFnxEKrcv7lpZGXfPje5rLLfTnKEIxbdupLFsuj0rjWiIhxt9s\nBl106RjDnOJe0WgP0ajwxBaLAoTG48uSvrpdxzLN196ybJw8+R70ejp0HUinRe5jqTQu3xcMNiTN\nV6tBuQY0LyqGVK1G0GwGkMuJZ6ysDME0naJQ/Izati1DctPp5b6R0/FeXLu2EevrWdfZHgShhuE2\nRJG+UK97+nuQwszMsIuOTNOUlX4FHbkL9NDcNE3r56t2EIuJ89RoJNHphPpAlnJE83JONC+iZ25g\n5GOk3x0PpvhOr+cuOAK4w95pXDzVQMzBAaE8rcCyPHjxxbtx8eIW+byhoUVQJVxOm5blQanktIyZ\nm9vu4qWDETuAuzgY/U78YtBoyv9O/6f9GjQGUcVkurZtu+Yy6hEv5EZSwKmHQQZPGr9YF7HW3HlB\n9/J9KpdTWFnZiWh0Dvv2fR1TU38JXV+TMqrRaMA0K9C0P3eNUdfvRjr9JMLhr8KynAJzXHdRFEVG\n87VaLTQaf4ta7StQFAvd7jBmZj4HRfFK2uH7y42SNC9usKDfuZGO6qeQ94o8VGK8ujQ+mqbpKtpI\nfN0wDJlTSWOmZ9m2jVgsJgEoD2Un7yfVNqHv+/3+myry8jxRTmdUeZc7isgJRfmlZOAjHYKiIwG4\n8nbJOyfOa1WuFUUKkY5Peg2BYgL13Avo8XgkWCeAz6O+qOgR7R13Kt19dxvbtzehqqosEhiNRjE0\nNIRuVxgJ4/EevvCFVbznPYexZ88ebNq0CSMjI0ino1hY8OH6dR2qCnz1qx187WsFfOMbZfzO7wA/\n8RMt3Hkn6e646bpxQ0G1qmB42MQbb/iwuChyuzOZjMQzluUUhOUGIn7Wd+y4gL17X+s/cz9mZj4A\nQAF52vl5pjPAo1Vvdb1r4bgERFRVlXHexDDoX+5ZqFariEQiUpmmGGtyRzebTUSjURk+yxk+xUyT\ntYMfvk7HicMGbrYUk2s/nU7j3nvvxY4dO/7JuUUi+xAI7EardVZ+Fos9gE2bvg7LsrCw8BtoNk/L\nvymKYDrUv4cOM4W5CAHtgEMCxxxcGEYCjcYnUKt9AD7fCwiFvgddLyGReBqx2POoVA6jVHofGo1d\nSCZPIBK5CIAXLwIbj1OIhQ4UjYmXaxdM3A9dFx5Dw/CjVNqJVOosvN4axsZextjYyyiVNmJ5eR9W\nVrZCVR2rIP2rKArS6TcAAAsLuwGI5vPCu+L2DtNecWOFqlL7FhObNv0DAGBmZh+63Rjm5w/Csjow\nza5ktPw5Yi1VdDpRHDv2E9i7938iHC6hVssgElmFx9ODaYakpZs8itxKxkGa2P9V7Nv3JMJhRym9\ncWOzBGnEKHklaGKkZFwQhhkbBw8+ixMnHoCiOMYAol2uiHAhx59Jxh6uHBBT5es6CNY4KCUBwxkK\nheJwQM3DFWld6J10ljmY4goTrQlX7rlVnUAuHwsXcIPeXa6A0JwFfQ1LSyFnsHSmuHGBg0bTNJFM\nFrF//zHYtljz3bvPIxJ5Fd/73kdcihiNwwEL7iJLFL4k2lR0USymJF3RWGi/eAgeX2ui4eXlCays\nTEJRFBQKE4jFSsjn57C0dEC+m4c4k+cEcKoKuyNEhtFuB+D3t5DNzmJ+fqPr+0TrVEmcBDd5QhVF\n9CPs9RwQLaJJvDh58j68971PQlXdFZJpfz0ep8BaoeC09aD94/ut6z1s2CDysaanD0K0DRHrtbi4\nAbt3++H1OhbY1dWMpBtuKOAgMpcToYulUhKxWLU/Hx28NQ0PY6b1pbMTiTieUAKhfF9pH/L5pT4t\nZvtz0WTBnXJ5RAJ8Kp7TbIZctM15D/GLXI4KHUXQbEZhWV3EYuI9a2sZuc+3UlgLhY3w+VREowt9\nfqdhbS0LoN1X0MRatFp+9Ho6NM0p5qGqqixKtLKS7YNsAX6Xl/M3nWP+s7KSxaZNIi9UeFyoqJ2G\nU6f2u/bfsqyBokQKbNsxjvLzZpoaOh0dx4/vAeA2+qmqiljMKZRh2zdXEKezFo0uYdu2Z9FuizA/\n0ZoF8HorCIfFWKrVnJRDRMt0nmjsdI45b6G5iXBUMqz6XLyMGy+Ixojv0Zw4n6fPOQ80TRvHjx9G\nsxnG/v1vwefrIpUqo1hMucC32L8c0ukV9HoeFAqiCCJ5eWgcRH9csaTx0hz5meWRG5SuQeOl9h8c\nfNi2LfvE0rVp0xWcPLkXiuLodVzJ58CWG2kNw+g7G1QMDZ3C/PwelwGGg2YCG7ZtY2bmHmQyF6Ao\nNtLps0gmL2Jt7W4Uiw9DVQOIRL4OVaU8txB0/f9GOHwXAoGIDKPkOYL0f5KXIgT3L1EofKk/ZwWF\nws/C4/HDNBsukEwglhtyaL3ouaFQSMp4kq+K4ng0CVRRX1DLslCr1aQzg6LwaLxcP65WqxKgeb1e\n1Go1Wb2VjMWcznVdR6PRcH1GRmOaB+01FfGxbVuGAdOeUng1IDy05FWs1WrQdV22d4lGo/B6vahU\nKi6eSLmePp8P4XBYnh2q9EtykOgPAEqlEpLJpHwOAVxehbrb7WJ4eFjeryiinyjJQQLtFD1pWZbM\nswwEOviJn6jh1389g0Aghlwuh3w+33ei1QAIY14isYiHH34ZprkHllWEYVxGMFgEpRAAgM9nox+I\ngGpVwY0bOmZmNDzwQFt+DgA3bmgIBIDxcdLRgL//+zgSiTgymYykAZ6qSDTKz7zH48H27Rdw4ICo\n/jw3tw8XLtyPSESVf6d5E/+js0/840dd7xoI5Z4Vagrr9XqlJYEOEzXdDYfDqNfrsootlUYm1y95\ngMhySEnw5EUlwUtVuIioeNsXCi/hn/v9fsTjcezduxePPfbYP2tuuq4jl/vfMTPzb+DxDKHXW0Kp\n9DcIhbYjFLofy8u/Nbga0DRNVgomLx/PseN5RRRWOrjRQsnyotN5EPX6++D3v4pI5LvweheQSLyC\nePxV1Go7YNsKPJ51eL2LaLeHXMLR5/PJcAtS+rlQ48JU/L2JsTHhml9YeADLy0cxO/shpFJnkM2+\ngXB4DsnkNJLJaWzeHEShsBcrK4fQ6TgFi0KhRYTDS7BtYGFhjzwUjhXTUby55Zvup++MjJxAIFBF\nt+vH9PQdfWZtwbI0KbA5qCBGadvA6upOKEoV4bAQgKdPfxSp1Hl4PCZ6PU2+g3voCFzQ+iiKgqGh\nM9i9+3lQcSMxZgXz81MuLwTgtK2hxsE8T9a2bezadQyp1BJT8BU2ZncFWQ66aG0IOHNLL31GAJhb\n8Pm55JZvGg83fnDGBcClAHGBxhVJvp+8KjC3iNO7Ofii73GLMgd4XMGke7miwpW+bjfUt1o6n9P4\nOX1zwEt/X17egK1bHeNRNFpBrRbG+noCuu7kG5NiSODbtp1qebSGAoz64PN1sb4ek+OkveT8jANb\n/ruqqpid3QbDEC1XVlc3YMuWt5HJ3ICm2TBNpxcyXaQ80B5xyzitZ6EwiYmJCxgZmcXCwiZXVAn3\nrvJ1UxTHw61pJizLCeOnPVldHcf09E7YtlOgw1G4NamMt9sBLC/n5TwdoOuE8G7YcAFebwftdgiz\ns1MSBBAgnp2dwtSUYwQslXKu/ebAhD6j/LlSKY3JyZn+/NwFYmgujrHEQjRaR6+XQSwmeEev50Wl\nkoXS75NKYZhCxjWQSAjj1OKi8KJFIuvw+bqwbQW12gh0XesrLYIPNxrBW54jOmOqqiKdFt7V1VXh\n+TMMA6mUmM/KStLF42n+fP86nQ7i8dn+/IfQ6TiGwkhEVMat1cK3NAjm85R3moPfb8p8vuXlnARl\nRNN8HsXikDxHqlqR4bjvvLMbrVYULDAAHo+FZNIx6olcTuqT6jyf9unixY1YWkqDimBxg2U0WpPP\ncSJ43Ln9hmGg3dYQja4gGhXKYTw+g7vv/j3Mzh6GqgojabWagKa5jUMclJEizQ1pzpkhY7sDQnmo\nHgeft+LVtP6cT3Ia5/Lh/Pnb0G6HcOedx5DPz6NYTMn1oO8WCjns2HEWi4tT6HQU6Lop+QfJDQI7\ntzIWEr1wIw83bA7uP4E/LssA3OQJ9fs72LBhDnNzVMTLSR+gc8/lh2OoEl6ukZELSKWuo1DYL4ET\nrTHpksQLxbiGUSjsQT5/ur+fBrLZF5BMvo5a7XaEQsf7+zUMVf0aPB6HV/Ex8cglogOPx4O5uX+P\n+fnfZjT4GILBrSgW51xGXLFWJvL5NZRKPjSbAbneBJJI9yOQRyk8BEI5/yWATMCT9oT2hdajXC5L\nBxHvpQpAAi6id5KR1WoVsVhMjoP0Z8436XN6FxnoACAUCqHVaknvKQ99jkQiaLfbCAaDMucSgAwL\np+9ygyadF+G5NqWHjwzp/HwRyBys9EvGYnJEEail3qZcRycDJ9E6FQWk+Yt2L1Xk80186lNeLC3d\ngVjMi3h8HZHIeYTD7loEun4aun7a9ZlpKlhe9qPZBKamRPTo7/5uFK+9JqITAWDfvjUMDxsoFFR0\nuyrGx93tGV96KQogh3w+4dInSZ8jGhg0PG/del4C0JmZPTh16i6oaq+fGuguAEmAnxxqPB3lVte7\nBkLpsixRJSudTqNaraLT6chS2tRnh4iNFqbRaMhePUTIVMXLNE2sr6+DiuCEQiFYliXLK5OViIiG\nGCxZ9olp0ufJZBKbN2/Go48++o+G4Q5emcwnUSx+G9u3P4W33pqCYaxibu5X4Pf/JYLB29FqnYYT\njut4dkhJ5CE9xNTIy8W9Lpzp0OETTEVBt3sPFhYOIRA4g1js+wgEriAadfoTDg0dw/XrH5WMip7H\ngRGtM1k4iJnQ+ycmfghdb6PdTmBt7Uj/yQGsrBzA2toheDyzyOdPIp0+Ba+3ibGxVzE29ioqlQ1Y\nXNyP1dVtyGSEF7RYnESjEYbH4+Tg8QI9xNTJqsgr7alqExs2vAIAuHLlEDodD2zb6alE68qVAa6Y\nAEAqJXI8Wq0IWq04pqcPQdNU6LrjFeOFFhyhJYRvLncRW7e+4gKgALC6OgbDiEDXHaWc1k9RFMnI\nOJjduPE8tmx5G2treTlHei9dXBATMyUAxL2dYn3cTBJwlG8uOPl3ODCNRhf6rQgUKWhoHzgg4c+n\nd9A8eQ4orRn9nRd94EYCWiv6G7WOofPCLfIcnPO58PlwYw69h4cScWDCLYO9Xg+l0ogsdkPX3Nw4\nbNtdKZUrmVxxpPnTRYVIGo2wHCsXANyowEMpSTCI/Q1C15W+Uj8M0/RA17tIJBaxsuL0eeTKBq01\n/Z+eTwrHysoUJiYuYHh4FpoGqKpTUIor6/SZALSOKPF6gW7XvX407zNnjmDTpgtyXLQ+fr9D1xcv\nHoBh+F20xEGmYbSxaZNohzA9fTsMQ4VtG9K4oes6rl/f7gKhhULapRjT8xwDUE+Cw/V1p5+spnkk\n7yEZwXmgqmo4evR7mJ29HX6/CPlaWxtCPr+AWi2Net2t2IyPiyqrtVoIlUoQmqZgaEiA10olBcBp\nHebzCQ9ks+l4MGhNeB66YRgyl3NlZagPFJziLsViRu4FBwCcNi3LQjYrgOziYlaGDQoDsANCaS0A\nSp8xEY+L8ZdKI8hmRf/TdtuHcjkOoCfPMQcoiqKgVgui2QwhGGwglVpCt+tHux3AhQu3S/qg+abT\nZaiqDcPQ+uDIkdPco017fPz4dtf9JENSqSLicZ4TqsKyTMTj66jV8vJ8CSXU3UM1GCyjVBpFt+vr\nr0cWtq0BcCpOEj8fDEPj3gFaO0E/qgxD73TcbYTIUMiNOfQzKMf4OnA+xsN4r1/fgnrdh23b3nEZ\nIUiWkVFgdnaLBAKkg9B46dzTc7nhkfNq2mMODukZHIjS3BwPtIFkch3tthd+fxe9no5SKYktWy7L\nmgpcByJaHHwPPdvr7WJy8hnU6yOSB9PZJ15AER28uNHy8t3I5c6A8srF2HqIx49BUYBudxSdzm8g\nEAhJkEZ7z4Et6ZG2baNafQuLiz+HVusCo6oIDONTEpAHAgYikXn4fJcRjy8glSqgWo3gW996WD6P\ne0VpLl6vV+om5MyhfSUjE31OOaQkP0nm0P1UdIcXXaM9JUCoaRrW19elNzMej6PRaLj0Dm68oL0h\nfmsYBhqNBqLRqHx+u92WxZE6nQ5yuZyrGisZZUk3qNfrsvdlKBRyzblarSKTyUgDINV9Ic8k0TA3\neFMOLOV/ApAeWvKSEoAmWUC0SOvIvaJEUx6Phh074hgeFhEjhw+fQ6czK/PM/7HL43kQun43ms08\n3nhjASdPnsb8/Dwef/wcDh5s4DOfqeOll4BIJA/TNFEs2hgeBrJZC4rirkDfaik4cWILUqmodMjQ\n+Sa65dWuicY2bz6HQ4dEAdXp6R04c+YeKIoTGUl0RDyO9okiev6pFi3vGgglhkXAipTZUCgkmVcy\nmewXjXEUGk3TkEgkpHWD7qNqWWTtIaLq9XqIxWJYX1+X+YdEqBQqwL0UgFMpKxgMYnx8HA8++CB2\n7979z5oXCXi/P4/Nm/8cXm8Ie/a8hrff3gnb7qDdvozx8T/AjRs/AwAIhx9Bs3lMMtderycPOh2Y\narXqOrxCoW9D05xwZWJCXCCJ76qo13ej1doLj+cywuHvIh4Xylky+Tr8/lksL9+D5eXt0hPMrZeU\nt0nhDhy4eL0lDA8LAHnjxgN9xdOCaYr3GoaBTiePS5cegqLci1TqLEZG3kYyuYhYbAax2Aw2bfJL\nITw/v1sKYPqXQqm5t4x7hAjMbNv2KrzeNlqtKGZnb5fPIAHAQQ0HK0QPvV4PiYToj1guj4PCuBTF\nnQNGFwkxrlwtLW1FoTCFI0f+QlZPBIDFxW3yGUTD3GpM4AgQykoudwO33fYDAKIQCGcW9MOVcno2\nMUXHQ2kjGi0jGl2AogBLS3th205IIX2XV7LjAI1oQNM0DA3NYvv24zh16jEYhuOtIyWIBBOtKwdL\ndN65UkaglMbOwe+gFZ0Ds16vO0DfjoWdn10OXkKhBhqNkAscBwIBaUGle0kR4OCP3iEAm42lpRGM\nj8/I58zNjbsAIs2Bg2Hebop7OagvpsfjhLyQwsC/x2mE1pW+T4YrcR6CKJXGkclcQyYzg5WVIZf3\nhZ9fWhtuJCDaLJU2wjB0+HwdpFLLKJVGXUov8Tm3d9SJAfJ6IY0hpulUkBU/fly7thea5lThFjTs\nhM5ev77VRUukzBDdTk5OIxiswTA8uH7dqTjNlfViMY5SKY1kcg3NZgD1ehCq6gbkPNw5maTqtF5Z\nKEaskTvHj9aMK1mdTgR79rwo78lk5hEOl/H005+AokAq6IqiYGhIhKouLeUxNTWDublNsj/o+vqI\nHL+oW0BhsCG5nnTeuEIfDvcQjQoAvbo6DEVREI+XoGkWTFNFqRST60zrxNdX8BJb5oOurY26lH3K\noWw0ojcZp1KpeSiKCNWtVCKYnBTF5QqFPEShlpujFXikwepqHhMT15BMLqHV8uHcuQMwTR+AnpT5\nAGS/02o1imRyHYbhhM0SD+TzAvxQVXdfSnFm2kgknCrGkUgdH/rQUygUhnD2rFMcTIAwd99a2wYu\nXrwf4+OiGFatlnPxL9q7wVQBej+P0tA0YO/et3Hhwi5QWxrL8iGVWkenE0CnE5H8iQM2oj2uPA8a\nKek73GBA61QojKHZDMEwelK20f2tlgeLi2NYWsrBtt2RKXQGBuUW/53PWeyJ4qIBblQcpCP6Tjxe\nx+nTt2N5eQjvf/9TUBQbzzzzfiSTdYhwe92159ygSnKc88nNm1+E19uAbbdlQRyiFR4eLEI2u8hm\nryAYfBPR6EUXABXj7EJRbHQ6oygWv4JYTBROa7VaCIfDkv+QEYLmXK9fxMrKb2J9/e8weIVCn4Jp\nnkQ0+hbi8fPw+RZv+s7y8hDGxlbRaqmo14FyOQjbdpR9kqUEJHiXA9oT0nN5VwnaCwIP9C95DUkW\n0dw0TZPGKRFhGHBFW9G7Q6EQarWabGVCtAPAVcFWFHyqIRyOybHxaMVqtQqPx4NGoyH7LFMFWgI4\ng1VkSeeIRCJS3yDZSYCUPHPkAKN2Ks1mA61WC5FIRFbgJb2a7iHc4QaZHlkYKhr1YGrKwtBQC5lM\nDalUAbHYOqg+gaB9WwJQy/Ki3R6GZQUQDl907bui5OD3fwKh0J0Ih03ce28NiiLe/eyzFrZufQuZ\njIkvfMGHb3xD3FOpeAG08OKLARw92obf79Dwa6+NQddFMTgue3krv0E+vXPnVRw9KgDoO+9sxmuv\nHYDH05TPoEJPhFcoAhWATCvjUSK3ut61wkQAZKUrCrHlROvz+TAxAfzN39Tx2GNtl+JNSjIPDSHF\nDXBiyoUL3Itf//Vl/OqvOvlq5CofdDsT6CMP4PDwMI4ePYpHH30Ufr8f09P/Hleu/Dy63dWb5sIF\nAf0eCIz0ge4opqb+DsSQb9z4AgDA79+BfP6PEIv9lEsR5vlWgFMExPHSlBAMfhaa9tvQtDfQ7dZR\nr9elos8TvZ3qlSbq9QksLHwe16//eP85QDC4jI0b/wr79v1HpFI/gNfrMGliHsTQuLJqWRYikSXY\ntop6fQTF4p6+IF5DOHzZVSFQKPAqlpdvw+uvfwbHjv0kZmYOoNsNwOttQ1XFvMbH30Q+fxq23ZbC\nhQ7HYOgnPR8QidjBoFBSLl68E6bpWGk5M+ZKOBkkaO+FUtSCbSsolcZd3iFuNaJn8ovvk6iwWYdh\n6H1lTkOhsEU+ixgXgXueG03vbLfDKBQ2oNv1odmMuuYyCPDo/8TkSQB7PB5EIk0cPvzHGB8/ifX1\nnfD5/FLIcA+fWEN3aAb/fXLyBHK5q8hkZnDnnX+BWKzlCn3hyiIPYaXfxdw78HhqrubqdA2GUnFD\nAdGB16vgoYf+FAcOPOMyRvAzT0YHCqGxbRsbN76DnTvPQFVVDA0t4t57X4DPp0kAT/cSHdDFveZc\noVhcHJff6XS8KBSyUvmg8XIvAbdakzAcH7+CYLAG06RQ1B42b76O0dFZOQdSMGk+/PyRABRzVhGP\nr8DrVftCWrSjSKWmXXvMPWA0b5qXZZnwelvw+ynU1I+1NVFtd2RkBgAQDLZdAH2Q/v1+nf1uynXg\n4XZ0WZbqommRWkG8TbTI4QYDWj9B7wq2bqVc0F1ot/UBIWcjmVyBoli4cmUzAKr86a7CzJV7AMjl\nRMuUtbUMdJ1CsIWnk++JjyXc0Gf1egL80nUTV67cjmi0DL/fqRJpmibyeQFCFxfzGB1dwiOPPC1z\nRNfX8/D7C/D7i7BtEz5fvT8OBZZ1c29kKr2fTgvFtdEIo9WK9T+jarsp2LaOTKYCj8eJiiDaTqWW\nEY0WEYksQtcNGIaGQiEp6QyA7BHabAahaV2oqsMjqD/o6uoQVFWTvxeLTmEp7qETl4lYrATDMLC6\nKvpTZrPLWFsbwvT0drk3nNayWbE/9Tp5TjSoqmirw6M9yIPIjZn83bVaApy0IpEqkskS5uYmpTJN\ngKrTcbcMmp3dhVIpJYsSVSo5hMMl6HpV0vhgNAgHhO7Qdw253CI+/OFvQdPE3h458jLuvfcpmRsr\n9t4pyMMNKNyoRe/zeERdBFoT/l4HnAP1esoVucDX7/TpA1CUnove+BhobfizSXbR84PBNj73uW/h\n4MFTLqMDXwuuxHO9ol7P4Ny5PWg0Qn2DqQ6Px0SlEoeiOIXBBA24Pa/cMCN+Wmi3Q+h2/TAMVTo8\nuPHF4+khkzmD8fE/wfbtX8HIyH9DInEamubkp4tnUn9jHUtLPw3bjrpom3uCST8lr2W3W0KrdQmD\nl8czBk3zQtP+AoHAc7cEoACwffslPPzwi/jIR57HZz/7PJLJlssoSXoD1yui0ajkVY4M9ULTgE9+\nsoZk0jGmkUFocF3JKGuapqugoNfrxYYNGr75zQYee0yAtVar5apyS7oOtQ+hZ5ZKJZd+8Hu/18Uv\n/VJZRj8SMKQTJr1SAAAgAElEQVSOB6Sjke5PLYPo81arhU9/uo4//MNFaFrZJd84wKJzTWHITr0Z\nYO/eLn75lyu4/36vHBu9n+Q314OpHcz4+DgmJyexZcsWbN26FTt27MCBA0F89KOv4OjRt7BlyxWk\nUqvQdQO2DVAvbbquX/8Yzpz5DVy9+q9QKHwQhhEboLkCms2vAqggFAphcnIS999/Pw4ePIhsdgrf\n/e5WAMADD3Swe7dw1qRSYp3vvFMAUPKbNBpenDq1ReIBj8cDn88nQ5xp/7kOo+sKNm0SjpmrV6dw\n7NhhGIbw+jcaDVkpmetr5LEmnsGj0X7U9a6G4xLjaLVa0opCiyAqkZmoVlXUaiJxORaLSQ9BsViU\ncdoUL06eAQAyiVlRgEpFQbOpSABqmk4vG/qhDSABFg6HsXPnTnz6059GMBhEp7OIubnfhm13sLz8\nDYyN/RuMjX0JmiaKRpDAJGs1WZqIAcfj92B8/I+wuvoHaLVEKJnff1vfCvcv5bxpfIN9tsjCJz4/\nBkWpwON5AR7PCwgEfGi3b0OzeQDl8haoalgyGFpb3my4VNqBWu0r6PVs5PPHkMu9Ab+/grGxb8Mw\nnsPy8mHMzx9Cp5PoK/Tn4POZaLXGJDMAgEJhK2q1L0LTGmi3xd5NTX0Xa2s7XIn5gGP5UlUVjUYa\nV68+hOvX34fh4WuYnPw+vN46kslFJJOL6PVexNLSTszN3dYXmO6iJMQMuNJw/PiHkM0uolDIS48H\nNzLQHgHuypxknfV4PLh48SO4dOlhGIbT85PADH2PW92JXmh+gtGO48SJzyMQmEetFsXWrS/DMPzQ\nNHdFSR7Wy70TvV4PlUoSb775YVhWBeFwXZ4Veg+3+PJqygQ4yFCjaSlcufIoSqVd8PlS0ptOz+NA\nk+dxktVeVEczMTFxQuanhcNrOHDg6zh16qNYXk5Kpk3hPsR8BsH68PAlRKOLeOON+1whRTycl9aa\nezHpPHm9onBJu+2X7+CeOcCdLywU5EUcPvwKVlZyuOOOH2LzZtG6Z+vWM7h06Xb5Hvo+0dngHpOg\nNk0TlUpavm9lJQ9d98n14kqz47ntyRxM4jORSA1Hj74Mqji6f/9JeDwGvv3tj7hCjuj7/IcUSkEz\nJh544JsIh8s4fvzjKJcnsbo6iW3bgGh0GV5vA4bhc9EP0RjRjGVZuPPO72BoaAaXLz+CxcVDsG0b\ny8sbkc9fw/DwdczPb8bu3a/i2LGPSoPD4P5OTLwg/+/xOJWciea48kpz4N49r5c8JMCddz6NV155\nSN5Dl2VZyGbnEY+vwbJUXL6826V4WpaFRKKI++77H2g2g3jqqQ9i//43sLKSlnvDFXfO7ykftFjM\nIRSqyLFEo010Ogm5dnyfiQ81Gknwq90OYnZ2G44ceQqZzAKOHz+IS5e2IhJpIhYToa1LS3lkMqtI\np9fkfXv2vAjbVvDKKz8DXV+X4OSBB55DrRbC3/7tR13v2b37FEqlLNJppzWLoqjQNAWJBBULSsHn\n6+GDH/wuDEPHk08+hnrdiQrQ9RbuvffpvucSWFnJoNczEQjUpOeT2q+Mji7gjjuO48KFnThx4iAU\nRUE2u9y/Lwuv10AqJeazsJCWZ4loRVVVhEIlfOhD34Gi2HjiiU9ieVlUZI3H11AqZWHboigd3Ud7\nRUWJ6vVw//sVfO5zT+Cv//rH0G5H5bnhNQJoj7kcCodvbpze7XqwspKGZfWk7BYy01GPej0vLly4\nA5bVRSRCtJLCtm0vIZu9htOn34NLl3a4wDs3SHG6ob8XCnnZXxUAEokirlzZCtvWYZpOMSPi7Vze\n0dkguWFZFj7+8W8jEOjge997BIVCxmU04qCU9KDBEF7LsrB9+yls2HAdZ87sx7lz+2DbtixCR7yD\nohLo/HBgLM6jjXY7gFbLc1MKCAekvFgdl9VCfkXwxBM/Dl33wbZN6LoDCEg20b7yglv0DCEjgUuX\nDuDSpb0IBBy+7ES3dDA2dhb5/HVEo/NQVXf4Ir8URdR2UFUD+fyfoFD4v6AocWkAJplMY6HaJj6f\nD+XyE2i3L9z0zFTqKzDN90BRHkejcQKm+T0EAseh6y3X98rlODStB4+nC5+vh27XMY5w7yvpexQB\nyPdVfLeHL36xgbvu6mL//ja+/OUobFuRNVJ0XUc4HMb8/Lx0fFAUnDCOt2X7lErFQLOpwjAEjVHK\nHEVWAaISLe2nbdsy4or2sdPpoFQSfbe5hzwUCqFcLiMajcp2PNzITV01qDhlrdbs6/hdUDEty7Jk\nESWeekD0Eg4HsG9fBx/4gIXJScHfPB4Tzz7rRB9Vq1Ukk0mX7I5GoxgbG0MkEpGFmihqUgDcTeh2\n/SiXU2i1hlCrZdBs5tBq5XHo0B8hEHCKbg0NvYByeT9sW4NhpFAsfgnZ7H8A98Cb5gzW1v5PZLN/\nhkgkgsnJSQQCAQSDQZw9G8a5c+vYtWsJn/98Ff/u34URiYi1DQZFrZMXXtiJe+65hNdfn4KqhmQE\nAOA4YujsDcp0VfXg+efvx7Ztl3HmzDZZBZi34uNREhS2zPN9SV/9x653DYQSYd2qfC8Bp7k5A5//\nfKQv/KsyPtuyLFkVq9lsSm8VMUxScmOxGEzTxK/9mrcvpFQX4yYlghhqIBCAz+dDJBLB7t278WM/\n9mOIRERoltc7hO3bv4nr17+CVusqZmZ+CYuLX8PExC9haOgnoaoelwCiZxP4UxQFicTjCAQO4J13\nRM5LpfIkwuHPQNd3uNaDWz1JeNE4xfMfQK8Xg22/DF0/AVVtIBB4A4HAG0gmNTSb21Gp7Ea3ewCm\nGXTF/Yu5As2mKPh0/fqDWFy8D6nUKxgdfR1ebw2joy9haOiHWF7eh7W1e2BZLUxN/SmuXfsEOp0p\nl2Bvt0MAQjBNA6nUZeTzl1EqbZVCAXCqcAKQQFQooz6sr+/Fxo3fw/Xr98I0axgbOw+fr4Xx8bcw\nPv4WyuUh3LixB0tL29DrOYUYuFIthJiGQmFYKrmGYSAen8X6uuO54mMiZkcGCVojwNe3JPNcECfU\nj55DNMQ9TQRETTOEdnsK7XYbp07dI79H4wXczZK54CSQKCpyRtFoxAA4gG0w9JMrJRwgkAWwXL4L\nfr9X9rBqNBqSiZNyRHPiII6Yja4rKBbHMDrqhIp4vQ3s3//fcerUw5id3SiZDad7+j/9OzOzF5Y1\njG63AUVxCm5xgHcri7ljVNLxzDM/1h+vEy7MPbHE8CzLQihUwl13PQtVtfqeJuG9mJ2dwvy8E1rP\nDRL0XjpnPDyXzuDmzY5Fe3p6kytXctBDwQESzzudn9+CvXvfks/xeAw0mwFUq3EAbm8lKYz0L9Ee\n8YVqNYFwuIx0+hpKpQnUalE0m3EEg2Vks7O4fn3KNVdOO0Tb4gwDPt8KFKWO0dHz8rNwuIK77/77\nPh3efBYczxMvzOL0hOQ5JtzYBzjKpKAZJxy30UjIc01nioDsjh0iFPLGjSk0myFomkM7Imx8BgBQ\nq0XRbgcxNzeBlZW0yzjB91vsmSVBaDxelC1UxFxs7N79Q5w/fxSiAq97/QCg2Uy5fr927TYEgxXk\nciJPc3lZVMF1PJ5R1Ou+m/pi6noP584dRavlQyKx1l8jBZpmo9EIudZOKHIK3vOe52AYQqnodLyY\nmjqN9fWkbDdTLucxNCT6kpqmjkZD7Ktj7FXh9fYwNiaq6yYS6/jUp/4Sb755Oy5ejEDXTQQCrf5Y\nqNiYWBddt5FMinGOjs6h1YpCVW10Oj6Uy0lQriRdlmWh2YzDshR4vSay2RIKhQy6XQ+83h4SiQKW\nlrKusEJAeNacPqVOGxdxeeQZdHtbCcw4Ri5FUaQRgF8CgGvQdefsi7E6zzp/fj8aDS9SqRJE4S0V\njUYQ6fQMFEUUs+LnnRuy6IzQZ35/A+12CMVi6qaxzMxsduWrEz/jxkpaS/qM5A+dQdN0KqlzQxbV\nxeCRA3x/xHkk47dXnhPiNRy0cs/Z4BjrdR+eeOJhUKQGj64h3sUNy5z3OmdTKMG8XgIVtXGHNWvy\nh9ZtkBZU1Yt224ZhOGBV7JMH164dwPz8UYRCCtLpBcTjVxGLXYHP56TTiDlqWFj43zAy8rfw+2eQ\ny/0e6vVfhKqmJK2RLkG6JwAsLf0C6vVvyeeEQgfRaJxAMHgAkcgHZS/MZnMDLOuncfXqQwgGTyOR\neAPp9DRU1caZM3vwzjsUIk9750TY8GgdkVcakK1oSG9UVQtf/GINd91lwLKAJ58MotdToCiOU4EA\nLHlQKZzS4fEaqtUq4vE4KhUNn/xkC7lcEIbRknou6SdkuAgGgxK8UjFR0tlDoRB+53eC/fF35H3C\no5eSRW+oMi5FUJF+QS3dvvOdKL7zHaDbrQEQRk/qpkFrRJ5anw944IEuPvjBMrJZ0i2AY8cC+Na3\nVFAeJb1XVVUJ+vL5vPQcEk1SmxpHLkfx8stfQrfbk3ThGOLc3nW/v4Rs9gWsrT0K0wyjWAwjmczA\n41lh3/nvCIV2wesVua/RaBThcBi5XA4HDhzACy8kUK3+LhKJLj73uRKyWa63Anv2zME0NUxPD0se\nRHtJYJHmwuvlOGus4cKF3bCsrou3Er0RPyEDLbWQpBo9PDLzR13vqieUCJaq1/p8PhnjTQogVfMC\nIInatkUD3HA47LKI8ZAQj8cjy0vT303TRDQalZ4JGgP/fygUwqFDh/D444/jwIEDLu9QNvsxpNMf\nxtLSn2Bm5lfQ7S7jypV/ifn538Pk5K8hlfqIa35cqabNbbff6P9Vh203sLj4GaTT34THswXdbhft\ntshdoIJAtKEOOLFg2wEYxh1otW6DaXagaefg9R5HIPAWNK2MUOgcQqFzsO2/QrO5EdXqHtRqe2EY\nCcnEuVXWMHy4ceMolpaOIpU6ifHx1xAMFjEy8gaGh0+g0RiBqhrYvPkv4PE8irm5Q1I4OeC4jW3b\nnumvo7v9gqj0KMIyKpWKnIfI+52Hx9NAOLyIkyc/jEuXjiKfv4bx8dPIZucQjy8hHl/Cjh0vYn5+\nG27c2INKxcnFof3m3hkRBrKCLVtexfHjYy4PKo2LmCLPu+F7Rv8nwUkAkF8cWPI9BsCATBiqaro8\n7nzduNd8EEjS/wc9lYMeP66c0Fy8Xq8E2cFgEIlEQjIM7m3jIHQwdl/TNOTzl+H1NtBoJBAIVEGh\n05pmYv/+78LnuwPvvLPfZW3k4Rm0biLiIdT3NjiFKYgeuQeRe83oe4PeT1o3DvBpzB5PE3fd9V2p\nUNH1+usPYHFxe3+PnKgL7hnj76SL+mUFg+uYnLzU5yUqFhZGblr3wfkTeCXDACD6KbZaAancAyLv\nRxgeuPKkypC1H1WVeWlpHMPD15HLXcfFi1SFdhITE28jmbyG6enNCAYbaLcj8pn8/AmLsVCYAoF1\ntFo6Eok5DA87BcxEiN9gNVwHxAnlg1fgdUL5STHka8HBMAlwTXPWolSacOVq0xWLrSKfFwDx0qU9\nA8JSGLcIhC4sjAEA3nlnC1ZXE8x77Bgg6Z5YrAa/X4DgbHYJPp+gG0UB3ve+b2J5eTNELo5TxIkb\nGbpdB0wYho75+X3YvPmH/X3NoVxOAHBA6NJSrg8AWS19iJzLK1d2Q1E6sKyVPp3p0LQe1tfj8n0E\nyg1DGMyotc2WLWfRbIbw/POPIxYr99cyg61bRQ2AxcVhqKrmMmZRcSy6AoEOSqUE3nlnK2zbRjxO\nPbwVUGsiXTdw330v4vLlbdA0C72ehnx+EZmMUNybzTD27LkAyzJw4cLtrvNpWRZWVzMYGVlCNruM\nlZUhFItZDA0tIJNZxtJS1nWuLctCJiOAbqvlh227VZZUqoheb8KV7wfgprNHfCUavblIxvz8Bpdh\nhZ5DUQTVahRXruyCbduIRITnt1JJ9qtQm2i1QlhaSkJV3Z5OHkJP9JxMLmJq6h0cP34EO3acd42j\n0QihUMhJGiNFj4fS0jg5sBZ0Z0i5a9seFw/h4I5C8TgvIVlAaRMA0Ov55X0ky+gsk8JKPJgbLgfz\n+bnHluQjT1HgURI0PoqO4PKWjFkchHPdiut4g8CaZAyvD0FrSrK13fahUNiIlZVNiMcfxbZtvwJd\ndwxjqmpibOwJlMtHEY2+Ab//MlT1/0G3+8tQlJB0ftCadbtdVCr/Fs3mt+UzotEHsXnzE7h06T6M\njPya9EQR7dbrdbTbForFjbh6dQTAOvL588hmC7h0aUQa27n+QCCd9prWgbyEIldUwZe+1MChQwKA\n/vEfx/HUUx34/R4XbVFkIU/DIsBCrQxTqZTURaLRqIsOSMdoNpsyt9IwDAkAuR7GQ2op75NAC9ER\nr+1AjgUCtx6PR/ZCj0QiMm+TaIzyPOkMxWIKPvjBFh56qIlolHKggWef9eKZZ6IoFASNBgKimmur\n1ZK5nsPDw4hEIhJ7kNHd4/FIgMy98tTrlXtexbx7MAwvdL0Ly9Jw+fLjiERKsO02TJMKcY7Csg5C\n1xegaadgGH8Kv/+/AHCnkPn9fkSjUaysrOD119/EAw+8gMOHnf7HdOVyVXz/+wfRakXg9eoyBZIb\n6LiMJnBKxZuoEweP/FEUxVWEivaDzn2tVpOtcLhn/Edd7xoIJaBJPYp4zqOiiPLTVKGKPuNeCrqf\nkDz3PAKCsAmkGoboD0TWFO4eJsIOh8PIZDI4fPgw3v/+9+PIkSO41aWqHoyM/Axyuc9ifv4/Ym7u\nt9BqXcaFCx9DJHIYExO/jljsPS5BT9XGFEVBufwUACAe/zgajTfQ613F2tq/QCbzBAwjLw8nHXra\n2FtZdUX/PcAwbkOrtQOVyr+Aql6Gz/c6wuHT8HpXEApdQyh0DUNDf49WaxTF4g6sr+9Es5mVllJi\nJD7fIubnd2NubhcymcvYsOE44vFFhMPz/Xfa2LDhKej6Oq5cuc/lldu48RUEAiL8QtNMaZ0Uv2ty\nDeh9xFzicRGmkkhMw7LasCwVS0tbMD+/CZFIDePj5zA2dg5+fxMbNpzFhg1nUalkMTd3GxYXt8O2\nRUEqLtA0TcHevc/Ctm9ua8K9IFTxF3B7FEloUugHPYMrNZqm9de/K8Ed7REvZMLBL82bKxH8YJPS\nTlY17g3gQp3ACVc0iKYJ6CYSCUQikX6/UcizxBVZfh+NgysTiqJgeXkrlpe39hUEHaFQFz5fCcFg\nDX5/GeHwOkZGruDq1TFJk4P5S1wB4MKfK5v0Q3s5qDwRjfLzToKN5iH2zMaRI99HJHJz5bnbbjsG\nTVNx48YWqQiRAOFKDV8nGkMgEMC2bU9DVS2Uywk0GiGYphe8+AkpZzx/huZElbXJ6FGrRW8CoTQX\nUizo3NA55coa0fLKyiSAf0AkUoLXW4RhZLCysgETE28jnZ5BJrOIHTt+gJdf/rRca57fpWlOTmMo\nVILX68WlSw8gmZyR1V7FPNzhhQ4daohElqEoDghVVQPR6CoMw8L6elzuG6d5WhuilUBgtb/3QLk8\n6jpvNN7t20XJ+qWlCdRqGdi22wOgaRUZtjk/Pw5d17GyIvrC0rN4LjONK5cT+ZOVSlwq4c5cbKyu\nbnWdTaJFMpLyfsALC3thGDbGx0XkwMWL2/pzMDA8TPmgQ/1IA7cn9MyZO2HbHpimAZ+vItdDjC3p\nOg+Cj94svk+fPoJgsAhFQb/IUhxDQwv9NRm6CSRZlvemZ7z22iEAoo0RheI2GmEJcno9HSMjc9Ig\n0G4H4PHUpScukSgiHi/iuec+Is8rBxCFQq4PQguwbRsrKzkMDS0gnS7IfeJeNypKFAi0sWPHOddY\nh4ZWMT8/IteGAyt6Hwc3BEI7HR0+n6DZGzfG5JniwMYwFBiGhpMnD0Pkb1uIxcQerq9nMDJyBQAw\nNzcJwFHiSAbQOnOPw65d55HPz8Hr7SKXW+nLKDGX2dlNEMWCHMWQK4B8XoNyBLDl/hiGo7jTRfyU\nG1AIMFIuoSiG5faE0hm5VboBjY/WnIMwoi96N/1OhnW3R9LN73mKCQefnPdzGUnnnwAmjY/Wi4+F\nG4w5rfF9j8WedwFQQf+jWFr6MCxrNxqNAxge/i/wes9C034TivKrcp/pPaXSF9HpPCPvTyY/hMnJ\nb8A0FYyP/ydEo4dkVBKXX1RsR/zNhwsXdvTn4XQmINnJATjxZQIZzrxM/Ot/3cD+/R2YJvC7v+vD\nmTMRhEKObknyOBAIyOeT3qHrOprNJsLhcD98toR0Oi3HTDRBrRQpF1SA8AqSySTi8bj0rq6trSGR\nEM4QanWiqqosfmQYBsrlMjwej6y8S/scjUZRqVSQTqfRaDQQiURQrVZhmiYCgYAsYsmjCoeGFHzk\nIxruuacC6hRSqSh4+ukQnnsuiHpd0GA0Gka1WpW0Rx7PqakppNNpqedxY46qigq9JKe5zkMVeTmN\nNxpJnD37GI4c+WNomol2O4Fa7UCfQsy+l/gueL3vhdc7D+AXYBjPwzSvIhze63oeIDDUrl27cPbs\nAbTbr8Dvb7v4CQBcvjyGubnN8PsV6SVXVVUWmKIqzpZlIRQKSSzGDWDckEO6GJ0xHv3Be8fzoln/\nv23RQoTVbrel9xMAksmkZJBer1f2BuXlk2s1EVJDTJYrZwAk4OTvoVBeXkaYvGGapiGXy+G2227D\nJz/5SWzZsuWfHL+uh7Fhwy9hePinMTv7q1hc/EPUaq/j3Ln7EY8/gomJr8Ln2yYPuABhFdRqoopi\nKPQhRCI/j8XFj8E057C6+llEIl+HYaRd5Z+JuXNFlBRZAkKOgNegKLuwvr4BlconoKqzCAbfQjj8\nNgKBBQQC8xgdncfo6LNot9MolXaiVNqBSmWoH756GVNTV3Hu3AdQKGzB+vpOTE09h9HR4665j46+\nAq+3grNnH4Wm+REKFTA+/rr8u6I4PQhJmWg0hEJLuShiz0wkEuf769lDIjGH1dUJuWb1ehQXLhzB\nxYuHkctNY3LyAjKZ64jFVhCLPYft23+AxcVtmJvbg1ptVDLlsbHXEY8volwelQfMsixXsScyRgwm\nsnNhxC13/Dvc4u7M2amMSIyKgzHuKeSHlNOo41V2lG8aEwdFHNiRECHjBQdVXGlpNpsyfIV7PDmw\nHvQIcoYHAKZpoV73otEYQqk0JCMKxLud1gDcWETvIDqgORE909x5mA0XPDQWah/CPaX8u+J7Cg4d\n+gdkMsuucbdaQSwtjaNQ2IC1tQmXsYsDOjFHd4EL+l40WsTwsDCYnDx5BzTNyekdVBDpXi6wuMIm\nrMVB1xgLhRH5HL7v5LXnRTW4p6BeD6JcTiEeL2Jk5CoCgXNoNkXxFp+vhTvu+B9oNuMuY8egJ6BW\nE98PBiuwrC6AEC5ffhR79vwNoxOnEA89S5wBBcPDzyMcnpHf3bDhBUQiS3j55Z+9SQHlvJrTVzgs\n9swwfNC0MEQlTMcCHwxWMTp6FQBw+fLtcl+I1gzDwNiYKKJQq0VdeZrcUzJIj5ZlIZ0mD15IehDp\nsiwVhcKkS+nmURcCJE339xy4enUfRkYuwOPpodkMYmZmFLZtIhqtIBRqwbaFdxQQij5dxeIQ5uc3\nAhA8xOcjGSdotVx2+roR3VEYrkNDQ7h+fQLbt5/pPzODcLgm+3wuLw+76FLQvltBuHp1I4pFAdxF\nFIUw5tTrYQkyez2qoi5onYAqv6ant6FUEr1SubfFtm2srQ0DOCXbuVBrEJHbaruqZovPhWHBNFWZ\nI0/X3NzUTQY/bpjihkUAMhy3Xo/B5yvCshT0en7XPXQubNvG9PQGzM+PglrNJBKOwWJi4o3+GDa6\n9oaH3nP+GgyuYXR0BgAwNnYDtg3MzU1gfFz0Z52ddfQOLnv4med6jtCRTGzbdgmXLm2S9xqGiqGh\nOVSreZhmRM6JeCiP2uCXAIDt/jOCLhk4aOwj7xcPXx70znJwCbgNvZz/0zVoLKax8nfzsdIPvYPT\nGI3xR8lq+pc/W/SBrGN4+FX53VYricXF96NavR2qqsHvt9Fq7cLa2s8hnf59aNoJ2PZXoSi/Kh0e\n1eovwDR/IJ+RTD6OTZu+DtMEfD4PPJ6DspCm3+9HKBSSXi7uaeNVRvlng/KRwCT9GwwG+20KLfz8\nz9ewb18Xpgn85/8cw/HjOrxed7EYVRX9NDnoIB1UVVWZAkfOHA4+SBZUq1VJXyTnQqGQ1HMIlPHo\nGOqEQfo4ILx95F0cNGpQpVUqfEShws1mUxY1jUZF+5FksoyPf9zGe9/bA7H+QkHDt7/tx0svifBs\nrxewLKfLBp1bn8+HWCyGXC6HXC6Hw4cP4/jx45KG6V9yfHC65eHuwqhDLbosvP76xwEEUK2OIZGY\nQTw+jfX1rXI+AtjeDa83CNPcCa93PyzrJKrVryEa/a+41ZXPh3HkyN9DUW4GoI2GF6++ekjqvYSh\naPy0LwQUyVhGBjs63zQvbkjkEXrcAKgoTrs9y7JkheF/7HpXw3E5IKAY4mKxKHsHAaKJLbl7Acj+\nRcSoyI0fDAZlMjhfKHLXA+5cDQJJAJBKpXD33XfjkUcewd69e/+X5uD1ZjE19fsYGvo5zM7+MlZX\n/xrl8vdRLj+NbPazmJj4D+h0UlAUBfX6y7CsBlQ1Br//EJrNLpLJb6BY/AwsawnV6k/B4/kaFCXj\nYqiKorhi88lDxr1Dtm3LFi0EVnV9K6rVcRQKD0HTVhGLnUEkchrh8Az8/jUMD/8Dhof/Ad1uFGtr\nW9Hr6YjF5nDHHX+Cy5fvg9/fugmA0pXNnsO+fTWcPfsxbN36FHgOpa7bMv6fwgip6JSmiaJPQtGY\nQzDoeBEymWmsrIgcTmI8ZJlZXNyEYnEHIpEmRkZOY3j4NPz+GsbGzmJs7CxqtQwWF29HuTyMjRt/\nIJ8RjdbQbhtotaIuLyAxdlrnQCAgvZ50LzFLwTCL6HbzLiBAz6J9osPI83q55ZhboAlo0Fg4+KDP\nOOjiQpbGR+CN6ICsqJZl3cSwuXVz0ILFPVSD1mNaI64c8PnQd8noQ2PjYVUc9A16G7lXjY+DQA5Z\nwAlc0yEGPCQAACAASURBVPrQ/QBk9bvt29/ExMRl2DZQLGaxtLQBKysb+hVCed9N08VQ+XhoT+ld\npGSNjT0PRQGWl0ewvDyCXq8Lnj/Cc6+45Z7WkVdzFoLAUYzq9Qi63SRUtefab3oGRYmQN5srfYqi\nYHFxHPF4Een0PJrNHHbvfkk+W1VtiF6ITkECEtx0NZtx2LYCRbERidTR6WRRLG7D6urtyGTe7t8D\n1/xo3TRNw/r6bUgmncIb0egSGo0kWq0wbNsxLtB8SOkgQ4oQVgJodDphuaekqHa7XUxNnYaq2iiV\nciiXJ6CqplRs6OwNyVDccWiakz9O+0Ohb7w3qq7ryGRE6Gsstt6flyPMS6VxmGYAluUoRYNgOpm8\nBgCoVIbQaoUxOSk8tteubYeu+/oWeaoam0Cn44Oi2K5w3PPn3wvbFi2IACAQqPVpx+o/O+4C8oDw\nSNJlWQrefPMILMtGKkUtX3LSC1oqJdDphKAobuVbVR1jSLfrwVtvHZS/K4oiAWy9Hpb9QgmE/qir\n2/Xi9OmDco0HjUxra2mYpgqPx0AiUcLKSgoiT7SLUGgVtVqa8ShTVvotFhPIZovyPbYNNBo5aJo7\nFPdWUR70fgLMlUocqVQR7bYfqqpBVSH5I91j2zbefvsQbBuwbQuqastcXV03IEJxg1hfH4WiGC5D\nhdtQI9Zy+3anb60YpwZdF8ascjmBcjmJXq8jz5nH40Gz2XQZuHh0ldh3HRs3XseuXc75e+ihZ6Bp\nFp588pNQVXdUklg3JycbADStB59P9OSkFAbDCMizSbKbgznuIRk0bHAdjBv5iKeS95WUeL5fnMcP\ngmAaOxmenKKBCoaHT6NSiWBhIemaI/8/vYPrJQTsiH4mJ1+BpvXQ7QYxM/NemGYEsdgsFCWEen0T\nLMvb1ztvg8fzBcRi/wmKcgym+VW0Wr8I4Bdhmj+U7w4GP4xI5DdRr7dk1J9YX8FLyDNFsrbZbEr5\nT/RIjhMCrrSGqVQF1WoIomCSCtM0EIuZqFS8CIe9+OmfLmLXri4MA/j934/hlVecooS8D6hti5Q4\nqhMBQKbImaYpU8KoCCilFtHamqZocVOr1eSetFotWXWVG8bJgcJbqFBHDMo31TQN5XJZ3k/tZSil\nq1gsyjaNpmlKvb/TaWNyEvjYxwzs3+/oI1euKPjWt3ScPBmCopDhW0G9XofP55PpYqFQqM8jIti6\nVUS/+P1+XLx4UerdJJvJEcY90zyiivaIjJ3iTAtPY7E4jkRiBonEDJaW2jLMl+iAzo2u/x/odk+i\n2fwuVHUOqpoa4P9lXLz4ASjKZdh2ABcu3ImdO51WYWfP7oRh+JFIOG3+iBeS19yyLOmI0zRN6hi9\nXk96luneVqsl5TalTvJoC+7w4c4Rrhve6nrXQCgdMsMwEAqJZtyVSsVl7apUKtLyQt5MCmujTQ4E\nAmg0Gn0rnqhWxQErWXm4YCDi5/lw0Wj0n+UB/VFXOLwV27c/gbGxL+PatX+LSuUlrKz8OVZX/xq5\n3M8gn/8S1te/AwAIhe4HoEPkGGUQDP4BGo2fhG0votv9AlT1/4VhOMyUM3/qx8MrUHW7XXQ6HRdx\nEcMgj59lpbC8/B7Mz98Jj6eOWOwckslziEan4fVWMTx8Qr5D03rYvv0ZFIuTeOONH4fPZyIcriAY\nLMHnW4XPV0QgUEIiMYtDh/4Qfr/bOu31CiYTDodRr9dlj1FSKgkkp9PTrvvy+eu4cOFelwJBYJH2\nrttN4OrV92B29m6k09PI5U4gk7mGSGQVW7dSCC49UYGmtXHXXX+Jkyffj2p1yiXMxFwdiw6BJ2Ie\nxBASiQvIZq/hnXc+KMEV4C4OAUAK60GQx5VXMiZw4U1GFgqJGvS4cGAyCNqIedi2LRP5iZnQs2iu\nFE7IPXJcWbjVeGmNuMeSxkcMmHu1uOWeA3buDRm0nA96JjkTo/WhsfH3cCtpLncDsVgZx4/fh1Jp\nMxoN/aZ1Bpzm9oNrQ+/hAoS+7/dfRz4vQu9OndrfXwN3uxyubNFnBLJ4KI9D106uI3lB6XxwoMOB\n362UM03TsLQ0jh073kYmM4+nn34AudwlhEJOOLJtu3MguXFArL2KRiOCcLiKYLAIwxiCoihYWPgI\n4vFr8HiqEoRyIUl0sbS0ARs3uq2wa2sbXOeMrzXn8WJdbAQCwgPZbsfknInuA4EexsaEd296+mB/\n7Q1XuLxhNDE0JFocLC1NSrolIUml+en9ZGDQ9S7i8fX+d5owDB2VSgqpFFWX3eKiIZ6/LCJRaohE\nBIi9cuUoIpFpxGLrsCwFFy9uktZkCsVdWhqS9NtqCTk1M7MZy8tJV2pAIOCEQjebAbRaXui6u1Iw\nz+e8fHk71tYiUBTLVZRobEyAk4WFYde9Dm9xrNSnT+9Ds+mHpjm0TMCzVosgFhMhwr2eBlH8xpS/\ni7Y89Jz9fXCnupQROt+mqaNYTCObXUE2u4z19QzW11NIpdaQz6+hXE5IHhqPl+H19mBZCmZnR10g\n1LJUmKbjmSPeS0oh0Zwje1rw+wXoq9dFv0IquMW9SWQoVBQF7bYPliXOSzi8Dl03YVlO9eH5+Y0w\nDGduBGw4/xS6SRUTE++AX7puQtMUWBYwPb3RZdC0LMvVdo4+J17KjVBLS0PYtcspHBeL1XD+/E5Y\nlg1FcWQbnVnuPTNNE92uggcf/BtXEbNkcg0jI6/jzTffC0VxQtj5Ot3KyEgX5xOc7jg/u5VMoHM/\nmN5C+8HHYBgGkslF7N17DKpq4LnnPgFVdYo5Ef/kBmXSJ+idBEAVRUEwWMbIyEVMTx/B7OwRWJYf\nHo+OdHoGw8P/FZalodnciFZrB9rtneh0DqH5/xH35mGWnPV976eqzr519+l9nZ6eRbMvWpiRBGiE\nhATGgMU1Mc5jQ+IYbF98rx8nIWBfL2Abx47tGN84wXG48QK2ibENCDDCZhGSEEgaaRbNSLPPdM/0\nfvr02fequn/U+b311ukxifM8fqjn6ae3U1Xv8tu+v+2t/SSJxB9gGF+j0zmDYfjdrsPhHyAW+zCd\njrOl74OMUfS0fJe1lIiaRJwlAir3evMI8WM/9g2uXRvh5ZenSKeL9Pc3eeaZSX78x6+xc2eNTgd+\n93f7eOGFCPV6lUQigWmaJBIJdRSKpLOK7SM9SBzHoVQqKUAqkVtxYrqul1KbTCapVCpkMpkuPXln\nhQp4lZMtWq0WAwMDyv6TbERpMCr2rH7aheAE0zSV01G65speJpNx7r23w2OPmezZ46dRnzkT4gtf\nSHH6tEm1WiMWg3rdO79U5iI6fHJykvvuu48XXniBbDareKVSCdq2QkO63ejJwHYgy0AijDoPSIOm\njY0Zdu6kGwyyFKiT54ijFg5jWXdh2y+ysvJbDAz8mRpHp1Pk7NlHKZdfwDSTDAz8Ibad66blSl23\nX8Ync5X1lQwr0Yu1Wk0FMPSmVrpdKM4fsTV1nSjBDgG6Un7Y6XQCQcXbXd8zEGrbNn19fRQKBdWV\nSzwq4AkxyQnXkbQQqjyjNzVAWkXLAun1Vbq3VAy+ZNI7CHxoaEh1EP3fvTwPz90cPvxV8vmvcP36\nh6hWz7Ky8jHW1v4I8IyMePzhrsG7SCiUodmcJBr9TzQaPwncxHH+NYbxMTqdISVs9ciSbkCK0tOj\nAr1KQZjVj6KmWF8/xq1bR4jFOqTTrzA4eJ6RkeBZVoOD18lklrhy5c3cvHkYw/BBCDikUsscPfqn\nW9YhEjEYHx9XZy2J10gaS4ngGR6+FLgvlSrS11em3R5VOeu6Ega/hg8sisV95HK7MM08k5NnmZl5\nXqUTec9bYnT0ApFInePH/4aLF1/HrVuvVcBNBzx+PalviJimycjIOfbt+xyXLr0ZIKD8exssQLD7\nr15PqoNSHbT1AjE9/ai32Yb+fn2PdQNP1lkHqOJRFRrQ5yAKWDe0xYkjilDnJclakDHJXGUOurIF\n/0gZWQPdgO+N6OmRVdkL+bk3qqV7yF3XZWVlilxuuzIAYzFD1cOK4tbTo/VLN15lHvqc9u79NuCl\nzq2vD2HbwTQhHVzpc3IcJ5DFIf/3wIvQDqytTSp5JJcOmHTArzsC5L253AjNZpRotEl//wonT76e\nBx74ojY//1l69F+fc6XSTypVIh7foFgUIzjG4uK7mJ39Q7yaMz86ra9RpxOh04kRDvu8l89vV+PU\nozg6rYsR2N+/pgBNozGgnis0sm3baSyrTb0+QKFwENNsBXgKYHx8lXC4Q7sdoVicIRaLKIdjOBxW\nqWFCk/L34eElDMNVzqtr1+6k3Q4pELq4uH2LjtF5eWjoBgC1Wh8rKzMcPvxZAObnZ6nXE7huB3BV\nJHRlZVzxarMZ6dYcHg3IEtd1SSb9SHWxmN1CG97ayVl5MU6dOoLjOGQyHZJJD8CWSmOMjv494DUl\n0mWRRNocx6OPYrGfixf3EgoF66Ml/bVSSavUYMcJ0WqFice938+dO8T+/eeIRNpsbg5w+fJejfaC\nZ1nK2q2tjTIyssbw8AoXLhxgbW2UwcFctwnLLiUTBHTm833cujXBPfecUc+2bWlq5TcX7M0Y0WV5\nf3+tS68hlaJXr6eUjNLBmg6K5PdsVlJx+1SE+ebNuYBs0vdIl+U7dpxRUW3ZsxdfPMaNGzt485u/\nyPXrcwFekbnoDhkZi56p4oHQyQAIBbhxYzYAWGQtRG6IHBCwVygMsH//aXX/sWN/x9LSLLadBJoB\nOS/7qgNQ8BsRyrjkXbJHIm/E4SprLmPTMybk0vlNdLTruiQSFfbvf4bpac85+Nxzb8Zxgue09jo1\n9VIC3SErn08kNnnyyXfjOINdoGFiWSFu3nwn0WiVTOYVUqnLpFKXgc/jOHFctw/bfj2h0DcDANQ0\nHyMa/Tm8ZnMocCfBA4lsShqkGPjS6EXWRneK9oL3arWPZ57Zx5vedKrbBdWgXg8xN5djaqpIp2Pw\nB38wxqlTYBi2qhWVKJdE/gA2NjbIZrMKsAgviL0mQEmP0hcKBdX4M5VK0W63aTabpFIpBUB1ewoI\nNNkT4CX8G4vFVOpvsVhU7/VBWfC87WazwlveYvC2t9WZnpZ1hm9/O8Jf/3WY+Xk5NaNNMpkM8JIe\nbIhGo8zOzvKTP/mT1Go1Njc3A70YxJEoKbO1Wk3R8O1sCwm06E175LJtm1JpAtuOYFktMplF6vVd\nau7SFEjoIR7/CarV91Eo/A2l0jn6+w9hGDXOnHmUcvl5TDPJoUNfxnUPsHfvSdrtNK7bxDBg//7L\nXLmyV53+IDwkX9L9t16vq7FKTx2RDXr5nNi8ukzX7UtxlgjAlc/p87/dZX7X//4TXq7rks/n8TqZ\nxlU0UjZCDDgvTz/aFTyJLvNVA8ImlUoh7aT7+/uJx7027nKfLIh4cfS/iVBaXV1lY+MrtNsb323Y\n/9NLlE9//xs5cuQF7rjjT4lGZ3GcIo4jSjBHp9Oi0TjH5ub7cN0qhrGdaPQ/AWngOq77AVy3rIhb\niL43eiPEKiBVj27pDCJMIZ5UAXONRojV1f3U6wO3nU843GTv3s+xb99fYpolBTRc18C2w7z44o9y\n7dr3A9Bu92HbMaJRby8F4MtYRIl4Y8yRTt/a8r7JyZukUqnAYcty6YfgBg2pLLncQfQOnQCW1WF2\n9tnuWrns2fMUBw78NZbVVEymC3kx/CUVcHz8DPv3fxbTdCkWvcPXe6M0Mga965jsgwBE+V3fJz0a\nqXt5deVpWVYgVUI3AmQcehMM3VDRAYa8Q/ZOpw/Y2mJfT7cROhPaE/6Uuevesl6vt55C6u2HpehA\nB596qlhvF1hd4OnAXO4TxRwKhdWYReHLvX7amV/LJ2upy4Be8GOaJmNjK4yN3cJ1vUiRPF+fkx5d\n1L3Vsq/6HvuGnye4S6UBVlcnAv+XdRRDpdFoBGpqddDsGXEWKysefY6OXmNxcZwbN/SsDv9Q8979\nlr9Lh9xodF3tQb1eZ3l5ltXVI4D/7l7ngUdbfkTNdQ3W1yfUHsn6Cw3qa+84DoODN9W9rVZc7Ylp\nmkQiMD7u1ZuvrZ0gFPLApX50jmEYTE569aCrq9uwLP/sVuFLXd7Ll5eKu96lXWg2Y1y4cJT1dS+S\nms+PdYFk0BEmtG4YBqOjXj3fysosodCmqvm7dGmvet/ISJlYrInjGCwvD2ve4zjnz++jUkmq8Xi8\n4JJI+CBUIoO6MvdAqEfvp07dRbsd7QIlbz61WopQKE8k0qbTsVhbGw04dMXwDYXCdDphTp16AMPw\nj93weD6sIqG1WgbpjG3bFu22t9/VaooLFw6pqOzzzx/HMPxeDULTupMPYHl5uEuva5imwfq6Vyc7\nPLyqHGG2bav9WVsbIp/vD9TR6o2Z9LWRddT5CKC/3wPnlUqGWKzepbe04n89S0f4WM+YGBz0bINm\nM4qXihtX45a56tkCILKiyo4dfifcy5f38Pjj/wfXrs1hmhZnzx6i0ejbwvv6s3S+E34S0JfLjeM1\nTqI7vyS53FBAvouRKVkZ8neRyRsbY/Re167tUcar7kDQ56fPWWjKoxE74KzSM9Fs21bRFl1mimzU\nZYS8T8BMJOKwb9/zPPzwJxUALRQGWVraGRjT7Wivd7wyRqGV9fVZGo10QPd4vArz8/+CWm1bYH1M\ns45lrWBZzxK8dhOLfajr2PL3TGwCyV4DLxVVj3SKbJB96nVES+Mf2b9z58Z55ZXx7jq5pFJtpqaK\nOA48/fQEr7ySUvslgR4p8ZBne06vZADgCs2JDtJtN1nH0dFRFUGVmlaJmupZYXpwR9JWdTppNBoK\nJErEOp1OKztfxiDrlE6bfP/3V/jv/73B+99fY3rapdWCv/u7OD/7s0N87GMZlpZS6h0ydmlUKnaa\nOCcjkQilUonPfvazCjhLdqFujwgmcV1XAVNZD73hnfy91wEEdAFmhGLRo6W+vqukUinS6TR9fX0M\nDAwom9I7MvIYkcg9gMvy8m9h22XOnn0T5fJzmGaSffseJxq9m1AoxK5du4jF4lQq3rOz2SJzc162\nodggkUhEYaRKpaKaYwl96tkYcp/urNKbFsn+eU7/WIDn5bN6BtI/dH3PQKigcxFIoiCFoPUoSKfT\nUSm1Ek3zIwqeUpLozObmJoVCIUAkuuHvGTYR9XeviDnLwYMHSSQmef75vays/OltDY9/zOUJNpPB\nwR/i6NGzpNOvV//L53+JtbW3Ua0+Sav1Eo3Gz2DbZWx7O6HQfwQSwCVarZ+l1Soqg1CMbyECESJe\n4XFeNVrqBTci2CB4WLMIt1RqnVCoxeLiEZaXD7GycoD19QOsr+8ll7uDjY05YrESR458iiNHPs3g\noBfBrNWGqden6e+/AUCxeBc3bvwshuGF3yVyJkwlXpdGo4FlXeT69Qe5ePEN3TWZ5vTpHyCRKCtB\nK/fpClnoRPbRoxWDPXs+vwWE1ut99G7j2NhF7r77j4jFcgHDRfc2RyIRpqZOsnfv4xiGF+mpVofV\neHQhLYLMLywPpmfqRp0X/fABcC8Y1I0fPVKoC2wdIAlg1BWmDiaFRkQ4iuIVYa6DcFlbGZueAts7\nPj2qqTs+dA+7jE0HimIQyLrJmsiz5dLHIQJfaFdPsZT7/Iic76XTC+nFANPXXMahe1llLbx0Fhfb\n7nDkyIsAXL8+x+bmgPJ06kJaF9Typa+pDvZkfpbV7j53F/V6XL1bj+TIc/QouaynbqB2Oh11JMn4\n+ALgcurUcZrNWPc5/jrrY5VnG4ahHdOyQa1WU/Kj1Wpx8eLDNJtpta56swK/UYa/f8XiGJ2O3y5f\nxqmDAx3IivzwxhoNrNnIyCnC4Qq2naJQOK4MUj3abhgoELq2tkO9Q0CFeHP1SLWs4dCQfyboxYuv\nwXXjlErDNBpJlpd3BMap04+3di2GhjwQuro6w+zsOUzTZXMzy/r6mJrvxIQXBc3lhrHtiBpbq2Vz\n5szBLcAnHncIh31ZViwOqDnrDo5Gw2B9fZBLl/ymNNLEJ58fYXRUgPkY4J/7qPOvYRhcubKXpaUh\nRZt+nW1VpY1Xq2n8cyhDCoSePHkPth2i0wlz48Yc6+sT6tl65F2XEa7rsr4+iut6HW9TqQJrayOA\n1+QoHq9pAH6ju69ZHMdgaWlUzdVxrACvCG8IXejyNxQKkUqVunPpIx73QL7uZNAjNrpcEZ4WECp1\nkwsLs9g2W/i1t4nH3Nx5wuEWm5sD/P3fv52TJ1+PbScUna6t7Qzsvy5v5bteX97rZLTtiFo/gBs3\ntuG6fmmFTjc6iNXl0vq6fz94DpmVFf+MbZFnwlO9zlgdsMv/DMPQGrMEjxUTOSdrpDtKe3WBZ6/A\nxMQrnDjxR+zb9wKhkM8f587dqaKgMk5dF0v9qO4E1J3OvQ5RifgJPXlO0wjXrv0rms0hei/D6D0H\n8RLN5scDMlIMfXm3BFoEhNVqNQUIBOzIpa+NnrLrfTd46qldW+wc04QHH1zkox+9wa5dhnKO67pE\nZLk4iuXZvZF3mUO73aZUKingValUlK0g56PK3/X6UimL04MK1WpVpYDKaRB6SnK73VaRWt8JvcmP\n/EiN//yfc7z73XUGB10qFfjsZ1P8xE/08bu/67K2FgqAed0ZLM2XXNfrWTI6Osr4+DgzMzNEo1Ge\nf/757tEyVfr6KnQ6TeXQFlkmzpNOp6MyrXrtCwGvQms639i2l/pcq3lO4nT6CoODg/T39yt7Vrqu\nS0OhwcF/DUA+/xlefvkhSqXvYJoJdu36K0KhOymXywoXDQ7+FPH4a9U6Hz/+ApmMt8bpdFp1wK3X\n61SrVYrFIrlcjlqtplJoZd8Fm+lBAbFze/lVTxfXnZ2JRLAB4+2u71k6rqTNCjP09fUFmLRYLCov\nhTCkF572akRLpZJC3zqh6sXNEiWSdFX9uBYdwU9OTnLXXXeRyQyRSt3JhQvvYWXlj9i16+Mkk3v+\nt+com2NZYdptL+qXTj9MpfIMnc5lOh3Pk2fbZ3Ccf0M4/DsYxn5s+zdw3Q9gGK/iOD9Hq/XrhMNp\nVYDtRTAbAeUXi32ZZvMgrdZB5YmSAny5JAWiFwjVamNcvfq2rnAMkUhs0t+/TCJxg2RygURiGdP0\nlMXNmwdZW9tBJCLK0iGT8bpWlst3UC6PYJo7GBgoUqlUyOfzgbQMX2jtpNOZZXzcq0V1XZNi8Qit\nVgzD6ASUgu4h1hWGKJJotMr168exLINDhz6DRGkty0tL6L1SqRx33fUJLl58B+vruwL/cxyHTObL\nTE9/Sf2tVJqi03EIhRxVkytj0NM7ms2mUnry9976Sm+uLqbZYWBghWx2jZWVw7RaPiAW5acfdyK0\nKwBVj7zJPWJ06eASgh11JcVCuhULsNMbFUjaEAQ9fLrx0zsnPYqre72FD3SDR/dyi2Gge9cEoOrP\nlHHKPHRwK2uqg1CpaxEakvvlHskEEKAgXmfLspidXcA0W5RKfYyMrOE4BmfOHFVrKx5FPTqgA0zd\nMSAGmecdtEilipTLfcjZjpub493Pd7CsiDISRHaI/NOzF2RPxePYarVYWZnBdSGZrDAwUKJUynL6\n9H0cO/Z1HCdYSyUNzHS+qlblmJZNXNel0WhoaVlxXnnlYSDYgErm6+2pHx1eW5sO8KgYrb2RD288\nMDjoA8FWy0/fDoVMJiefAaBWexOuG8Fx6oo3hJ7S6XWSyQqua7CxsVMpRjFEZQ3l82IMgMvwsHd2\nZ6ORYGHhsFAlq6vbWF3dpfZC1knfn4GBDaJR74y3fH6Co0e/BsDVqwdxu+m9kUhE1YOurk4GZIb3\n3TsgPRQKUa/Xu2lSre7aes+o1UYUMNS/6nWTb33rLgzD73jog9BhxsevA96RMLpzSi4xJM6fvztg\npIoTOJ3e6H4uRL0eUyDUcUxarQirq2PdCJRDvR7n5Mm7VTqfGK9C/+IIlve3WhE2NwfIZjcZHl7h\nypXdlMsp0ukKo6PrzM/PYppNBgaK3bUbxDRNVlbG2b79ZncvfJkntC3GkB7tE5mUyUiTpQwjI179\ncLud6dmPIBD1v7tks3kAVRs7Pz+r3qFH12TunnxxmZt7ldOnj3PhwgHAotNpKz7QASFsPa9ZT1HV\ngYHueLRtm6WlMcbHPTqTVFzdPtDpVt4hDj7LstjcHFP0BrCwcAeGEcF1fSemOPx1uQMoQCWXzuN6\nbZnuSPHo2w3QiH6/vgeWZbJnz9Ps3v3SFn2+uZllfn4G72xdv1me7vyVd8n/9LHJ+umpxAJa9eMr\nvHVKcPnyj7Nnz+8TCm3tCN1uvxbL2o5pfhLb/mM6nQSh0L9SzxeZJADAcbyzQdfW1gJNEHVHUO8R\ncuLM0aObd9997rZ2Tqtl8jd/s5OVFchkXFZXV1VDOgGFEsiRxoyyPyKzi8UirutlIUajUXV/q9Wi\nWq2q41Z04C69QGQf5dxNea7oWS8YYanf5RmS/Si0MTnp8sY3lnjoIUeVfOTzJo8/HuNzn2sTjXpA\np9ksqfHrNozQnqQJZ7NZlfYq9aGSdttutymXTd7whm8zNrZGoZAhn0+zsZGhWOynUOhjczMO+M5g\nXY/q9CW8oQdMZM0bjX3Al4hErpJOJwmHvXNIBdMIn3vjfAPl8nEqle9QrZ7GNBPs3/84odDdKqgj\nujqd/iGazT+iVvOchdFoi/vv/w5PPvmoGmer1VKBOt2ek5RjwQc+3ftn0goti9NAMozkuSLrZe4e\n4Pazem53fc9AqDBau91Wh+T2AgzxrujptoA6SFbu1xVcX1+fMmJF6NXrdQYHB5UhIkQfj8cZHBxk\nfHycoSHPwzUz80E2N79CofAkJ08eYmbmg8zM/DyWFf9HzU+IMhwOUyyeodG4BhhMTv4e4HD9+o/S\nbPo1GK57lnb73xKJ/EfC4btot38dx/kQpnkG2/5F2u2P0umYyiMqHcN8w3+S/v7fIZf7ALBTKQY9\nTVfWtZfQPEHQZG7uKcbHnyMcvj3RXL78MAsLdwG+ITQwsE4o1MBxQmxuTmPbbTY3i1QqNfUeeYfu\ntR4SJgAAIABJREFUiZQ18o1qAQShgKAVo1H3oIqwEEDY6URxnF1s3/4tAIrFaRYWjrJt27PMz99F\nJFIlFKoSi9WJRKpEo3UikQYHDvwF16+/lmvXXo/rWjiOzejoN5ie/kZg3oXC1JaonYCharWqBCYQ\nmKc3L7NLB02GhlYZGlpiaGiZbHYNw3B57rk30Wh43TKFefVUsl7Ap6+DPF/oujdNqtfjKopdNwTk\nmTrY18GmHpUSo1V+FyWpe/z0fZUxipDXjStdGfVGZsQI0EGjGE76HPWIgW749K6ZRBJ00BiPxwPd\npPXo5eDgBnNzl6nVvDSiK1d2USymkHREPcIpz9edEvq66OM3DJNjx/6OXG5cRZiGhpbZv/8kJ0++\njlptMGAk6uBd9lqPxMq4Pf4NsbExytDQKhMT85RKWW7c2MX27ZdxXVMZgyJ3Ze5ihJXL/d11qQAN\nwKfpcDhMuTwOBOuHhRa8+fnOro2N2S0RNz0SI88wTZNMZplwuKUMYMeJK7odGDhPJLKO40QolR4E\n/PQxkQ0AExM3ANjcnKDdjmOafqdqUZx6ypvsWTZ7UwGr8+eP0+mYypi7fv1Oms0RLMv7vF4rI3s6\nNuZFGvP5SYaGrhOL1Wi1IszP78I0hfdtRkc9cLCyMq6MPZ0f9A6SHvhrdsfojaVcHgzst9zX6cTJ\n56OEQgL2LZWOWyj0ceCA9/PS0uRtjXBZi07HwnX9VGtx3vpnhKaxrBDBdNwY584dwTvXEl5++TjN\nZoZw2L3tHokxo49hbW2UbHaTsbE1btzYRy43Rjp9hZGRVebnZxkbK2GaLq1WmEIhg2F4YKtYTNPX\nV0ZSUPUoocg6vYdCOOxg2yF1Rmil0sfMjOcArtX89G/5fK/sAOjvrxAOt3Fdr2NxvR5jdXUEwwg6\n14S+RX4lkwWeeuptlMuJLv13Ajyuy0hd1uoyRXS2ru/lHvl5aWmcu+46TaWSZH19UMkLPQNMDEXd\ngePL3AjFonfUE8C1a3eoverNmtB1h+4c0w1y+epNi9aj5KJTIOhcFv1k23ZXt9qcOnUPN29u4w1v\n+HzA4XX27FG8uku/YZPQgH4kjbxf1g2CTQ9lz8SI1msCxfD2dO0Ia2uvZWLiCXqvUOiZ7v6+E9f9\nDK3Wf8F1I6TT/1LZKwJ2xCYrFArUajUcx3Nw69E73WnU65QUGZBKFTl6dGHLWAAiEYd77lnh4sVx\nqlUvKp1MJlVzRF1GCki0LItqtUoqlVLgUrcTpbGRpLXK//QjWCQtNxqNqiioTrNS7uSdi1lT9pM8\nSxwE+/ZZPPZYmde8poX4KG7eNPn85+M880wU1w3RapUxTc/+6e/vD4B2aYgTjUZJJBIMDAwoGpGz\nS6vVaqABkocz4Mtffh0nTjzLrl2LDA0Fj+3qdEyKxRTr6wOcPHmMet0/OkcPnOgZfVLnKTXBtr0d\nx0lgmjWi0Utks4+SSqWUPSf74u1TA8cpq/fv3v1xBgcfolarUSqVAo2tvDGMdNc6g+tuMjFxk23b\nznP9+j71OTnfVPhNLv3oQC/AE1X8KKBTdwLrjj8p1YrH44rHKpXKFsf1Fr75rv/9J7wkMuk4Xqpp\nIpFQQk5nFvBbp4snTkLCYqyI0SpAVRSJbKYIYj2VDbzjX/r7+5mamlLj6u8/QTp9N+XySVy3zfz8\nr7G6+hfs3v1fyGYf+UfNUYRysehF1RKJ12AYSZaWfjkAQOVy3TO0Wv+aWOxj2PY9tNu/iGV9BMt6\niXb7l2m3f55OJ6wKzPWzE1stz3M8NPQ7rK9/kGp1WgkxIRS9a7AeJfOeFWNt7REikTZjY89sGduN\nGw9z8+a9WFawGVR/v6fMS6UZ6nUH8BSlNJuS3Hod6OgeUMMQhWYGzjHSmVmPwul1Ffr/bNtmeNgb\ny+rqTpaW9rC0NI3rJpSQ1IFIKASJRJtIpAZUaLcN5ua+yrZtz9F7FYvTSjiC34BHX0M9XcZ7fp3R\n0RsMDy+Tzd6ir29ji7fyhRceYnV1N9L0RQdvItD0RkLQoq+vQCazSSqVI5XawLZDvPzyCVqtSACg\nSkRDjD8IKnrdCBblI+sotNILfiRtR/day3MFzMneyB7q79WNKlHsvR504VvdqJPn6gpZjCM9RVt+\nv120TtZAlJCuhMGP+AJksxtYlqOOpwCDQ4fOcf36HNVqKkB38nyhCx106qBL1jqXG2X3bv+ohoMH\nnyefH6JSGQCC6dm9kV69YZTuNZd3rKzMMjS0yvj4Apcu3YXjOLz44us5ePA5xX+9jh2h22o1gW2b\nWJZDPJ6nUhml3W4RiUTV+/WojR6l9ubtrXmrFSWfH8M0g1573XDVjU2pB3Ucr9tqqyXGXovx8W8C\nUK+foNWK02iUFL3oxu7oqFf3sro6p4wQ8fCL8aanictYDhx4rrtvFteu3UE0aip+q1RGEcNW9I9O\nz6FQiPHxW909nWXnTm9PFxb24TW+8YyQVGqecLhDp2NRKEwE1kP2V3cAeWfUNdVa1Wp9WFYa06yr\nv+m8oe9LLFYgGhVAX8c0XWq1OPl8BssKGoLyDN0h1ZthIPWg1Wqmu6Z+Y6ILFw6wuZlFuhTncqOE\nw2Yg7Vn2QQcyOvhaXx9nz54LKhqdy42zffsVRkbWcF1XRXXX1rLKSVEu97O0NE5fX7lLM35mgHyX\n54tuPHHiG5w7d4RUyotgVippVRNaq8UD/KkbZLqjSY5m8Y4x6TA/vw3XNfHS9u1AlE/WLxQKUS5n\nunuLGp8OtHSa7HUM6s51Mfx02aY7qnK5LM1mmBs3tgF+FFp3GMoa6Q4p3R7K58fp79+gUBihXB7e\nMia5V3cU6nVkvfqn17GpO/x6HSFyv0RW9Pe5rks8XuH48a9img6djteNOZ/PcvPmtq4BXMdxQkA8\ncK+uS28ng3odDsLbkgoZdLSZRKMuo6NfDayJ41g4TpZQaB3L+g6uewXTvBfH+Tbt9sdoNJLEYv9M\n2bqizyS11XXdQEma6D/RxbodpzdXcxyH1772gnKU5XKe03RoqMpLL01y9Ogihw5t8oEP1PiDPxin\nWPRPhuil9Wq1Sn9//xbni3yXz+ugVGxHiaoK4JD040gkosCp8GS1WlWdb8vlstLXrut1XI3HYxw4\nUOOd77Q5dMgf3/nzJl/4QpKvf71GOOzS3x9T6bV6ozmdxlOpFNlsNnDOqefkS6tIs8hjoetKpaLW\n+ktfupOHH45w4MD1wH6HQg6hUIfTp3dSKNgYhk/3AsJ1B4yMT+pwPZozaLX2EYudpFb7Fn19D2MY\nhlovfx5l5uffRa12Hq960mFz82uMjb1bAUFpLCR0ZFn93XFW2dh4hMHBr3DPPSe5cWOIUimuAKVe\nEiV6RICy/nfRn8I3ulNH5yvXdRXfCE3J577b9T0DobpnTiKdIpx0ASeptWIAC9GLN1lfCDHa5Xep\nSdQN0N7aimQyyb59+9S4DMNgevqDvPLKO9XfGo2rnD37KEND72DXrt8nGh3/X5qjEOLmptepcmDg\n+wGLbPZdRKO7KZdfoN0+R6dzFZCN9ICoYfwmhnEf7faHCIf/PeHw88Bv4zg/p46q0YW+ac7huiam\nWWd4+LeAn6Nen1SCRoSHREB0D6Gn3OqMjHyLoaEXt8xjYeFBFhdPAE3FVPV6nVgsRn+/d0ZeqTQW\nMG69ufjEqXfNkrXxgJwPQnWjUYScDsJ0BQgo5vC8alX6+z1jZnV1R1d5RDAMP3olil3mX6vFaTZT\nXVprsrCwn42NHRw9+pdIfanXOXJiS/2oLpz1w9XFEWJZMfr6cszOnkU/Q1WuM2dez61b+/E68Pne\nYlnDRKJMKnWDRGKdVCpHMrlOPL4ZeFYuN8PLLz9Gq2WodwvoFAElX7JOuvdZ5iL7IUaBeOvEWNIj\nfmL46EaF/F8EutyrG0GyrwI+9XphIBDl0Y1lHUDLvunP740K6Aa6Tt9yCU/qilEMZ+8eVx3ZIdfu\n3Rc5f/4AnU4Wqf+R9+trJ4aozE0uPRNgfX2S3bvPB56/sLA74KDRjVQd3Eu9SLlcDrxb9nF1dRsH\nDjzH0NAKllXHdWNUKn1cvnxvQHGIwpG16HRqWFYf1WofmcwmyeQGY2M3KZezVCoHlaGmGyji/BMD\nW/jl6tU7sW1L8bXshU5vuhNraOhmd/+ks7NHw8PDy6RSN3Fdg1LpUSqVSiASJPwcidQYGJDjT7ar\n5/qRC78Zi95kZWAgz+Cgd9/a2iSW5Tf7EP0jtK3XBHn8ZxGJtMhmvfsbjX4GBz3Zc+3aIaVjDMPQ\nzgcdByKEQn7Trl7lLHSpd8atVocV/QhN9DpjRA9I/WSh0MfIiHT3Hccw/DXX6/n0LAR5vhd1M2m3\ndRDa1/28yNI4m5t9RCK+XPH2MJiCrssF3XElvLe56dUxp9MVEolad41gYGCDSMRW89nYGFbjNQyT\nfN5LHbftYCqc7JcOAr2fTR599EsKCB48+Jyiz3o9qXSk/w6/fnpmJsfy8og6q1Q6BM/PzwYMcd1J\nKXsjGSoil3RnnA5We512Qgv6s+TS5bmsubd3sLw8xo0bs4H9FH4Re0qXm7pBCV4mAZzj5s39ARrT\nP6frdNlbAce6vhEjX2hMX1Nv73xwrY9BZLLuvIvHmzz00JdJpcrUagmeeur7eeihz/Lyy3d1nRMG\nrVaYN77x7+h0Qiwvz7G8PIfrZpXdIdHx3rHr0UBdxur6yqeLFnfc8RvovSfq9b2srv4EkcgQmcxJ\nksk/xjByOE4OGAVWqdU+iutGMM13qGiizK1Wqyn5Ivx/O92kO1cNw6DRaDA5WWTXrkUKhTjPPnsH\n58+PkUrV+eEf/g5PPLGXV14Z4h3veIXh4SYf/OA8f/zHWb76VTMQvJB3JZNJtR5SGicOJJH3+pFB\niUQiEOWUjEaZgwBQSc2X/Uwmk0rPx+NxpZtdt8Mb32jy2GNlZmf99T15MsLf/E2U69eTGIZBJhNR\nWECCMQKCPbspoVKHpTGmpBlLJ1+91lRoV6dPHew/8cReKhWL48evoF+JRJM9e+Z58cUwrVZG8ZjQ\ntdRC9tpKwvteSdodxGInabdfIJfLUa/XSaVSSv/Uahvk8++jVvsOphljdvYjXLv2QVZXP8W2bb9A\nPL6TWCxGMpkkl8spmmm3+7qjbJJI/Cjl8inS6TUeeOA5Hn/89ciRUsJ3epdmHX/J2HXbUPhc9L9E\n523bO9lEznL1g2Mt/mfX97QmVIRypVIhnU4HlL9hGCplTiJ5klctB+NKitXm5qbqnKuDF91LB6hw\neyqVUh6RyclJDh8+HBjb8PBjxOM7qdd9wotEJikUvsHGxheZmHjv//I8q9UbVKsesOvrewuOE8I0\n9xOP34Hrvh2AZnOTev0shnER234V2z6PYfw7LOvXse3XY9ttLOu3CIefod3+HSKRD6j0MF/JhXGc\nCSzrFqZZZWjoP7C+/vM0m2NKiIlS1L3olmWSybzIxMSXiEbz3XXqIxLxvMZraw9z69YJxaS6UA6F\nWvT1ST2XGSBaiQrqURshYN0QdhyJxqGipzI2AVSSJy9GVy9Y8Yw9r0FIpTJAqZQB/Pb0uqGiK2IZ\nh2ecmlSrg0xMPI1ldWi1kt0zC21cNw4E64xEQfTWTEpqQqsFKyu7mZi4RiaTD9DEuXP3cPnyQUwz\neO6XLvRtO8L4+HkGBy/flq5WVnZy+vRbuwa/7/nXPckiOPQUWjFEZS76mWB67Z4OImXdxYjXjRsd\n2OpRmV6A2GvESOqIGAe9RpxurOlKQtYffEAl79M91rrw1Mej04KeLig/Z7NFZWzLdeHCfs6evZdQ\nyMI07UB9of4OfY31dwo/AKyujgae7bpw65bfyVY3bHX6FvoQw07qafS9rlTGu173KuPjiywszJFI\nOFQqw4RCPhAR+ShG1vHjzxONNpVhfuedTxKJtHjyyR9V4/dBWDCa4s3TUQb+4uK+QPq8jF9vXOCv\nWYfBwaXuZ7x3t9sev05Oege+12r3UC6naDSKAWeB7PXo6HUMw6vz29xMYxj+/oszS+hH59M9e55W\nY751a0cAmOu0o3dZNgyDycnL3b0JY5oujUZSNSdaW9tGszmEaXYUHY6M3Or+bypAizrPyGfFABXZ\nC1CpDKtx67QvP7uuyx13XObWrRmGhrxo3cbGkDozdXFxXO25rIu8S2p79Ewh13U5fPhpVlZmSCQk\ncpgiHG4rB1ij4af19/KlDij0KJgAc4kKeM9JUi5nSKdLDA8vs7i4m2YzQjTaIptdZXg41127QcUP\nnpyi+34rMDeRaTIG2f9isY/pab8Dczab69JwiFYreISEOAhkr7ZtW+DgwTPqSCVvz6PUan6TFV0+\n6Q4wPQKpP1+XCfIZca7p2Sk6SJJnC2/pNCH7cOHCHKurA+p/uqNZdzzqulXm6TnLJ3Eck6WlPQEd\nrPfUkPHpPK3XmIu81p+rO1z0yKSsgc6fvU3fEgmHBx/8WzKZAo1GjK997c2Uy32cPn03CwtTmrPO\n4qmnTvCWtzzO5OQi8DT5/AiLi9tZXt5OuTyoxinj0L90HSVy0bbb2LZDOBwhFrvK/v1/gnQ1B1hd\nfTu12tu7+xKm0bgfy7qPWOzPMIzHgVUkelWvfwSIAN8fsB10/dlsNhU/9joiZd1lz0Ihi7vvvsaT\nTx7m9OkpHMdL/S+XE3z604cBg2vXsnz840d45ztfZWamwvvet8HcXJxPfrKPZtPX17LeoovF5rZt\nm3K5rGrE9ayqarWqfhYQLQ5+cfxFo1FKpZI6rcIwDHbsaFOpGCwseIA2Hjc5caLG297WZHRUmlTB\nU09F+PSnHVZXpRtrUdntiURCleRJRqCAT6mr1LMoxYaUfZe1FvtUl1kC9nXH+9NP76ZWs3jDGy52\nedggHLY5cuQKBw5c49VXt3PmzL5uR/KQoiFJwdVLi3QnULE4x+AgGMYl1taukUqNUSwWSafTQJ1K\n5f+i3T6JYUTZseN/MDr6feRyn6NU+jbz8x9l794/VinRuq4yzRRgATb9/SYXL/44yeRvMDW1xoED\nVzl1ahuO46iMSN3u1O113ZYTe0Hkh9wnskY60Iu9XalUVCak7MU/dH3PuuOKF0UWUYgJfELRWweL\nRyOTyTA1NUUikaDT8TtUiRCTMyl7Uw31NtIe8ccZGhriwQcfDBCh9yyL6el/G/hbp1PGsvq4dOl9\nvPLKj9BqrQcMgn/oyue9KGgisY94fGcASEn6aTjcRzT6GhKJf0kk8qtEIp/BNH8Nx/HytpvN19Pp\n/N8AhMNfx7J+H2luoBu8nY7fQtyySgwP/ybh8LoiKomQiUcoHr/Cnj2/z/btnyQazdPpxLl5821c\nuPBzAGxsPMzS0vcRDnveKnECiGDs77+BaTo4jkUkUgp4D2X/dMDnj82vIxHj03F8BaV7eWVv5d29\nzWZk7qOjnsNgZWVOMZTuadWNLzGKepV7JFJgbu4kAFeuPMDlyz9IoTAX2GcdaIkXT5hYBE0s1uDo\n0a/xwAN/vgWAXrp0hEuXjilni0QO4/F4tyV3tBvFzLCychjb3nrG0uLiIc6efQeuGw5EHqXWQmje\nE4g1stlrzM4+i+vmA15JHeh4e+Bs2a9eMKfvS6vVUopJB9F6NoIoOT2tSX+fDub0/dCzInSa6jWm\ndBoBP61WDKHelDAdXOsAVGhC0u7kunJlH6dO3UckEg2sjW50yb29ho0uqOVznU6KYtE/Dml9fUod\nEyFrIpfsoRgBAhxkjWQvxRMciURZW5sDvKOOtm1bYO/eZwOgWx+3rNvlyweZmrpOOl3o0rVnaNXr\nWTWWXnrRlZfUCnp74vOEzLk3/U6+vHryNrZtKeDfaoVIJtcZGvKcL8vLD1AqlVTdlA50HMdhZMTL\nxFha2oacySf72263VSmAJ/O9bo7Z7EK3i7B36cdT6BEYMVZ0QyUUCnH//V/n4MHnuvdOMTHhRbav\nXTus9sxbm46KkOZy00re63JJ1lDf+3DYB6HVqtT3uFoqlxvgmb6+Em996xeZmbnV3beoqn9cXZ0K\nGPg62JWxCo3J89rtGK973VcYHfXGvm3bZd761j/BvyJbgK3MQXSDnqEktCBrKDTkOA5ra3I0ywqO\n46ourZOTt1REeH19uAc8iDMw2PhM3tVrTBWLwcPShcW8zrg+mJfvAt5M06RejzMxsaoioQDRaBPb\n9jMU9KiB7mjojfYJ/+n2hvxf1l/0mq5P5HP6mur0Kt9v3ZoKzEf2Q/9d5PDt9qdcTrG4eIRmMxaQ\nj7KW+hFpYqjroFF3+N/Oqag7wGXP9P/LfSIvIhGbEyeeIJvN02qF+frX30Sl4tW7Xrq0H4nwy9rW\nanGefPJhbNuji2x2jYMHn+P48SdIp1fU+/TacFl7PQtLvkZGXiKZXGJy8gkOHfpvCoC6Lly79oPk\ncm8M0I4H1KLY9k8D/wXYhZRYeED0/6HR+HsMw1CAyra9DqRi48jzBJDqTjd9fQyjwxNPHOHFF6fp\ndAjs4+Zmv+LtWi3NJz5xgGef9fjs4Yfr/PIvb5BKVVTwR56tH6chY0kkEoEO+7qe9niorux46Qor\nZ15KZFJo/OjRJh/5SJlo1CCbDfHud7t8/OMbvPe9dUZHHep1ePzxKO9//wC///tJlpdjCtwmEglC\noRClUgnocOKER0+pVIrp6WkmJydVYEvotNlsMjAwQCaTUfWg4liRxjrCA7qtoTvhZd4nT87xt397\nAMeB55+f4QtfOEIulyYUcjh48Co//MNf4sSJF+nv9+smhY7FRopGoyoy7On0OWw707WBz1CpVGg0\nGlQqOYrF99NunwQiDA7+AbZ9hHK5zPT0LwKwuvop6vWruK6reudIx+FqtY7rZru8u0IotJerV+8F\n4N57z5JOlxQOEgek0Jh++oPQmnTrTafTCliLjozH4ySTSTKZDOl0WtUB69lnuhy43fU9A6HRaDSQ\nx60XNcs1OprgF36hw7FjIRXBLJfLXL58WUUCUqkUo6OjavGGhoYCXmbpwnv//R0SCd/rnEwmmZqa\nYseOHbcd3+jouwmHRxgYeJhk8hCOU0K6EK6t/RnPP7+XtbVP/YMLLESdzz8OeFHQRqNBo3GGXO7f\n02pdCwhq8XAK0AqHB4lGJxTxuu73Ydv/JwCW9SUikReVIBemg+BcLGuTkZHfwLI2FAAXYyGTucah\nQ58glVrAcSxWVl7HuXM/x+rq62i3Q6yunuDWrbcAPgAUxSXPkgiAYdik00vKu6enjfV6++XvfmRM\nUndRXeP0VCJJsxDDrtf48X7vMDjojWV9fbcyIkQQ6gakGFy6p1aUz9zcGSyrQ7k8wvLyEUqlfhYW\nHg4YQHqqqnTQk3rkUChEMpngta/9S2ZmXsYwvOjIq6++BoDr1/dx/vzrcF0C98fjcVUnIQp1Zubv\n2L//r5CjPORaWDjOpUtvx3GCjR96DUqARGKVBx/8PY4c+TTVahbbzmxJPZFLB6e6F8zb7zZSU6Yb\nEzrIAraApF7Dq7c5kG64ynMljUU3kjx6qZFIVLYoDT1FSZ4nRrbQjNC9aRpkMnmlWPT/yzMGB32n\nwfXrezl79g1EIlFFu97nfYCrz0P3csp33TiQueZyk+odN2/eEXAmCb3qThJRAuKkkHfpRncqtcbo\n6Cs0m975ixMTlzl27MtI9EoH3zIO2Z9qdZSVldkAndXrKQzDUzi3M0J8ORVWKYre5TtCIGiY6nsH\nMDLi1doUCn50uNMJs2OH5wgqFneQy2Wp1+uB58izwmGXkRGP75eXZ7tjskgmNwKRIFGyO3acYmbm\nKocOfVs9p9mMUixmlJzyZUVBGYH6utm2tycC2CcmLmJZNs1mgvX1uQDoyGZXsCybdjtCoTCC6wZT\n3YVGPFlgEY97exmLldT4Njf7lCwUw1B4XcbWbCZIJusKeB48+Er33n6azYSSNTI/+V131ulzL5el\nsY0352x2nWLRP5oinfY7X+oGqdCDDjpFLwv/gJ92HA6Hyee9fgzDwyt0Oh117qZEcsvlJK1WUt3n\n8YbwUjggYyTKKs5W+Xu1OhignXzem0utllC6So98yFoZhkG9vvWIgaWlGeWg0Xlf/647LvQIgnxG\nl6HS6M/bez8tTud/fYy6zaHrUvCdPboTXt8jvd5MB73e813OnTsWuPd27xOHBrDFMeLJ4zr33fd1\npqauKSNX5LXQr+yXrgv0un6A/fvPMDKyTqdj8dWvPsTGhrfmei2sjF94YW0ty3e+4x9RAd4xWBsb\ng0qv9aYKyzt1vQdNtm37OsPDrxCNrqMtIYuL38fm5nHl6NKdnH5UaS+m+V8xzZ/Br1N1qFQ+QLP5\ntJq76KFGo0G1Wt1iV+jOWy9wUO3uQRjvBIBguYrYXHqWQigU5ytfuYNPfnIbzabB3FybX/kVm/7+\nDLVajVAotOUkhVKppOYlZ3iKPQWQTLr8zM8UOX7c73grdqLuAJKsq0ce6fChD1WIx+Gd72zwh39Y\n5Id+qE4mA42GwV/8RYL3vjfDZz4zTD7v2X+ZTIZYLKbApWEYjI8n+PCHq9x/v83MzAz33DPAW996\nXTmmxHY0TZPBQa+hW71ep1AoYNvecTjFYjFQd+vVj5Z4xzteYmSkFHBk6zbsuXPTfO5zR2m3Da5c\nmeFTn3qQJ564l1yuH8ty2L37Em9962dIpRoBR7esmdjHiUSim1Xg0GrtByASOd/lozrt9ntwnJeA\nMKHQb9BsHqRSqbC8vIzj3EkyeQ9gMz//a4q/BFRLBmK77dWFVio3GBgYoFp9jHx+iHDY5pFHTtNs\n+s2ppMOu8Jbv9GiQThfV2OXzksItQQ8JahmGQblcVrpKdw5+t8v68Ic//F0/8E9xfeQjH/mw5I+L\n0aV72UVpbd/e5j3vqVEomLz0ku9ZkAipPklR7NIwxjT9xkR33mnz0z+9yvHjDa5fT2PbfczMzPDQ\nQw9x9913BzyTcplmGNdtMzT0GNPT/4Za7SJ79/4Zq6t/juPUcZx6NzT+LH199xMOD6ixS+ThJcUV\nAAAgAElEQVSm1cpz/frPAA4TE79KODzO+vpvk8//N6rVT9FsfrvLqLMYRtADoXsL/bSdPbhuGDiA\n675lSyqF69aIRp9Sc+h0hqjV7sY0q7Ra25XA9Tq1ZUinz1OpzHLlynvI5Q7RbPotyqvVPThO8CgU\nPUpgmial0nai0SKp1CrhcJ1bt44jdTreGvoRCx1EijLyaiLS5HJ72NjYSbudVHPRDd7eFCQxDmW9\nXddkaWkfjcYQq6u7cF2/wY8OHnoNePlZhPf6+iStVoLFxQM0m9nu/4NHIwSNh2C9oVeHkKLVgnh8\nndOn38SFC8e7QNLhpZfeiGX5Rd9isMmBz2I8GIZBs9nHyMhLLC3dRShUJxyuc/nyAywsPARs7caq\nR1VEIbXbMZLJVW7ceC2rq3sDBoo+f93YkfX3jSqbe+/9a9ptKBSygT3t9YqKYSFjEJq5444XOHTo\nO4BLPj8YMFrke280QvbI+5/NiRNPcfjwSTY2BiiVUoHxS5qYHunTvf1CK9u2neO++76A6xrkchNb\nDE7Hcdi37xTJZJmFhTs4ffqNOI5vWHrGtcOb3/xXTE/fJJcbptEI1t7K+/XUQD264tFii5mZ67iu\nB7pu3ZoLGLE6EBXDXn4XL7nruiSTbY4f/ytmZi5w69YRjh79EmNjr3bf66XIFgqjrK5uDxieOqDz\nPNRfI5PZJBr1axGLxVGWlg6q+3SwL2P0nSYVtm9/CfBq7IrFcUWTQos6AJL92b37eVKpEs1mTJ3b\nuG3by/T3L2MYcPHimykUkltoQ8aUyVxl27bztNsRTp8+gWFYzM6e59ixz+O6FhsbEz3r73DvvV8m\nHq9299WrBxVHgMwvHK7x8MOfJJtdZmVlgkbDl2WpVJHZ2WtqnYT8r169n3x+UinmTqdDrZZicXGW\n9fUJSqVBZYzIuoti9/g2xLFjn6NeH2Bq6iSW5eC6BoXCGMeOPU4qVWRpaSagI4TO+vvLbNt2i97r\nypWdLC9PAC6PPfZZJieXyOcnsKyMMtb0NfX3y2XHjlcCzzp9+ijT0170eGNjhM3NYaVzbwd6dHrW\nHSajo0vcc88TDA6usbIyR6NhsHv3OWKxOhcv7qfVgl27rhKNtjBNl8XFSRYXdwbkzcTEEqOjK8Ri\ndZaW7qDZDAdkYS+g7HRC7Nt3Rs1laWmGbDaHaTpMTMxTKKSo1ZK3lR2xWFUd+O7ND5588i202x7I\n3b79Cnff/S2SyTJraxNqb0S+y8+949L5YmpqiTe84cskk3VWVqa4nWzWZZkOnH2nV4N//s8/z9BQ\nnsXFMfRO+jro1fVEb5bI5ORVstllDhx4mmYzTCTSplpNKECt72mvPtQNzXS6yn33fZtOJ8Ti4mxg\n3mL063pIf67QYKfTYW1thL6+MidP3sXKylhA1wAB+tV1Tj4/QCjUYWRkjZWVCS5cOEy97utdHfjK\nXsuzZP+mp7/F6Ohl+vpuqqOKXNc7Lunq1XcFUqcFXPSurWWFsO3dWNb34brLQAEvzfJvyWZfS6WS\nplgssrm5qRo4Slq2fgJAMpmk3W4zPr7Cu971DaLRNgsLI2oP9Gi0fmyObtdalsWtW2HOnEkzO1vi\nE59Ikcv5WVR6iZPIJOk/IMEi3fabmrJ53/uaVKsWL70UVmm70ntE3t1sNnjXu5r8i39RRYYzPW0T\nCsHKiolpuhSLFh/7WD+1mn8MiBzRKHvu4QGXX/qlItu2tTGMKHffneOhh+aZmiqzthbj5s1wj17y\nylZkLXWnmR4VT6VSzM2tc/z4VfL5PlZW+nucKn5kuFTqZ3V1kFAohmWFKJUGuHx5D5ubI2QyZQqF\nIRYWDgVsMlkLOZ5FaNALkFWJx0/huk1s+yEikQ9jmldwXXCcXwFe07WTayqCG4lMUqs9TqXyMqb5\nCPl8W53NKkC71RqnWn2Aen0XnY4JmFy/nmBy8gz9/TWazRCLi31qXeQSDDU0tMYP/MBLDAxUuXp1\nfIvDUZwOYjMKMNUdQ7Ztq6OI5ufn+fCHP/wRbnN9TxsTbWxs0N/vIfZ6va7OtvS8u03m5zO8970t\nCgWTfN6LUIyOjirvfKlUYnBwkFwux8jISKC2QBf8tg3VqsXISJsPfegmX/pSlEYjy/HjxwOGQe81\nOfnTWFYSw7A4dOiLuK7L5ORPMT//a+ozm5t/zwsvHGB29iNMTf0spul3CF1f/yKu2yEcHiedvhvH\ncUkm76NWe4VG4ySt1ou0Wi9iGB8lEnmESOTtOM7+QBRIQKN0+LLtf0a77RkKerqGYRi0Wp5XudMZ\nIhTKYZpFisVHqdUSqqYlEolQLpfpdGwuXPhJHCfSvceLdshZpCLY9S57IqhA0nxC9PV5holhuGQy\nKxSLcwHlot8LwciI9/x+CoWBLtC0A94nvVmVXo+oKx2hpXq9j2vXDnUdG0GvpHy2N0ddhL14AW3b\n4Nq1w13j36/TEfAuz9TTtfRUGWHgjY3XcOvWfhqNDo7TpFSa4MUXpzGM4L16jZu8S/a8Uhng+ec/\nQLsdIZP5r7z66puYnz9MJBIE+KZpKgGpCztvfwzOnXsbjhPGtttbanJlH0WRyXz0mr522+Wllx5k\nauoChjGDbUcDkSHdYBKjWOp6bdszNgYG1hkaWmVpaUZ9FlB1Iz49+XWHej3M3r3nmJ5ewHEMbNtP\n75RLOsrdLkIwO/sy167tI5NZ59Chb+LVDPqNpGTNvH0x6OvLcfPmTk6efEgJVP0aG7tJJlMkmazQ\nbEYCSk1XmPKzno4sY1xdHeuOETKZnPqfpKiLc851XaW4JL1dT02GJtnscpd/w7z88qMcP/7pwHht\n268P0z2Y4sF3HIf+/nUymRzlcr+K8NVqgwFDUTfy9C9vHn6dVDRaVfsnjgGhFdlbb586qjHQwMC6\nul/OTy2Vhllb24am9xQPirKTrrhra9uwrCjJ5Cb79z+JaTqEw37Nm4xnc3MSt9tl1bZDmGaHjY2x\ngCHtgeNniUSa9PXlaTZ9L7ZHp1s7/dm2xfz8PjVGv/mKS6Ewwvr6ANGov34iG/3GOeJsMbj77j9R\nc3Zdg/37v0Yo1CGdLgRksT6vej0WGI/McWlpAtd1GRpqkMkUSaeLPPdclGhUrz33jV6h91KpTz0D\nvI60ErEEuHx5J64bTL0UuSJ0pRtfHo0YXVBX6TZ0crtGXYp6PU48XmdwcJlbt0aQLs0A6+uDgfpj\njzecLq01iEZbdJswbpHRvgyL02hEicWaLC9PKDkRjTYYG6sBR5R+0aPTHr8G97tQGKRez2Ca3pxT\nqSojI6vUavHu2vsySHhV+FdfBxlnp9NhdHSRVKpMMllUjvPeeejgTNenoVCFZjPO3NwKsViTsbE1\nms0QhuF3ltUb3chzRVYLf3rRrDD33fcVAIaHl/nsZ/+ZGrOfCeBnyOjz1T+zuZniL//y7d0Itt+M\nSQegcr/8rkdFZf7tNjz99IMBGSr3ip3QCyyEl1966U76+go8++wjeH04/AwMqXOVfgj1ep1kMqlA\nYCLRYvv273TH4vPiyy+/g0ZjKGAHNRoNVRqmO1OFpzyQN4Lj/AquW8IwfgnXPc2lS+8kFvt/se3M\nFt23a9cuXn75ZcWPXl0j3H//aSzLJZVqYtu+/hXgqY9Lanj1Jo+mabK+nuRXf3WGcrmKbTcVaKnV\naoyOelkIUvomGTDy7Eajofq0XLli8P73Z1hZcQGXTCaj0jB9GnH46Z9u8vDDfrdvuf78z2P8yZ+0\nyWQipNNxCoWCmq9lWapTr/QDed3rDN7znkWiUW/e4+P+kSWXLvWzuRnpRjS9JqelUknRUb1eV+OO\nxWI0Gg1SqZSaVyQS4fz5MRYWjlEu9ynZJu/Xedej5WDJievC/PwEy8vbiMfBtj1aECeUvEfqU2We\n3vmZdzAwAOHwAqb5y1jWK7huiErlp6jVdpJMVgLPqtfrpNMHiUYP02yeIZf7PUqlH1OpvEIDpjnd\n5ZEOfX0en8diezl37h4OH36OEyeucOFCHxsbyW5AqURfX5+qtV1a6ucTnziG67pEIg2FQ0SWiD0i\nckkc45JubBhep+Hebte3u76nNaESRZKmQ0IY1WpVnV2UzycxTS9dMZPJBEBXf38/9XqdbDZLp9MJ\npIyKEonFYpw7F+EXf3GUq1fjhMMuP/ADl3n00dOMj2e/2xAJhTIYRrBL3cTE+zGMSOBzicQ+2u0K\n1ep16vU6tVoN27Ypl78MeKm4rVa7O8bvY2bm84yOPkEq9V4saxjXrdFsfo5y+V9Sr/8gjcb/R7u9\nrIzrZDKpiqh76yWlhtA7M3OAdnuG9fWP0GpNYZptMpkvKgHebDYplUpdgoxhGF56nzzDV7yu8szp\nxq/uMfGM1yvEYv4ZSun0ojJAxBslERwBaCJsde+spKhFIh0Sic2AgSvAWHL1RakLs+n1h15dWUu9\nT09Vle+SrqorZqldlUsMQ93DqEei9LHp4FrOYGq3bVzXb8jQaiUQf4+stRwzdLtoraxRq+UJnosX\n38zi4l0BMKwztj5W+RIB6TjhLWPWvdh69FCe05syWCpleeWV+3DdmJqzDpbkzDDhNxFM+/d/g1is\nRDpd6vJ1f7cuIqRSd3SwYhiGigpLCurIyBr33HMKgNOnD7OyMhYYt+4M2BpNbHDw4DeZnJzn2LEv\nY1k2GxvjvPrqcfU5+TJNk3S6yvr6FC+++Chep+lg2rFpmuzceRaA+fkdtFrxQG2d/n7dkaQ7CAA6\nnYw6gzQU8kG3vqaylpL2Kka4njYqnZ+9fTVZX59gfj7YZE1KCARwiAEn4/PG7T1b6kllr4TP9ein\n7LNeBxeJ+LzT6XgyXPavNwIjYxkYWCUU6uA11Nh6WZbN0aOfYXT0TMAQ9/fLYGzMS+fN5XYSDhvc\ndddXCIU6FAojXL58f8A4jUajTE5eUEZlOOzJ0XJ5MMBPqVSOuTmvxvPUqWO4rh+V9qKcW52WKyt7\n6XSSgf3RI4D6Wom80BtzCW0Ui0MB0G2aDo1GojvHMbWeumHoOeCi6JcHQCzW10cJhUIMDq52n5/F\nNFMB55muT2V9222LajWtnnfhwgFct9VdSxPXDdY26jyoy0x9HXxZ3+6uk3RJN1WzrtHRJdptl1yu\nX717dXVwi6NLPyfSsloBnS86TC/hME2TcnmgO5dDJBL17r1Od10ygWwbeUan0+HYMT91G+DixWMq\nVVJ/BvhlHzJffR30LAAZr/Dh2Nhid67TAXmjN0gR3aeDSdd1ec1rzjI3d52ZGc8ZPD8/0XUg+BFU\nAUO9eyM6QnRhLjeKnL26vj5CqZTYUj+p76Wsre7UlPnXav3Ytl/jqEeVZD46OJJLXyudX/Q11R2g\n+r2gg+QQTz31ILbt1+TL/3VdKI6CWq2mPrNjx7eUM8yfk8vs7NM0m5FulkNNZeSJnST2jZzDKCDZ\nT3FM4rq/jmHsx3Xr1Go/Q7t9ToFrATyvvvqqmofYOnv2XGNkpEy7bfHNb+5RTgTdVpJyDaEfcWhI\nPxS/JjyqbDSh49HRUeWIEbAUCoUYGhoinU4r+QcoO3t1NYzjWIHSOHGuR6MuH/pQ5bYAFODtb29y\nzz0ujUaEWi1GKpViYGCARCJBMplkdnaWoaEhxsfH+JEfcXnf+24qACrXwkKS3/zNg3ziE7u4eDGq\n+stIja3Qi2maKt1UbL1KpaLsay89t0OxOIDj+NFsce6LHJHUYOF/kRW+DPfO29U7HAutAyqyLTTR\n6XQol1N0OpLa7wHQzc2fpVK5txvQ2CCXy7G2tsbm5ib1ep1yuUw0+hMANJtfoFa7GiizchxHYRCJ\nKnc6HZLJJCsrr2d9fYhQyOEd77hINBpSgQzpu6AHJHwHqe8gEnry3u+lAUvwQehSjmfpDQ7c7vqe\ngVApNpaIl+M4FAqFgMGse7qGhoYUkwro0tMfhCj0tAgdjOTzFr/925M89ZQXhRgYeI7Tp++jVrv0\njxp3NDrG6Og/D/zNMEymp/8t8fh2TWnUKBS+0p3rCeVZ8sHTDvr7/x3T099mdPS/k0g8CoRwnAXa\n7Y/Taj2G634IeArH8c+49IjdwbavbvFoui5sbn6QVitJPv9WANLpp4hECsrgEYLSu7PJWuvKXAxj\nYZjeiI9lWYyPB49zSaeXFCgxTVMZrLqy06OT0mJbvqamXiKTWVM0ob8zGGGwFePoynZ09Cr9/WuB\ntBKJJIlS1xWXGMWiiEQx65co7950JLkEsIuHSyL6en2FMKG+DpLOo4Nz3SCUebquS7nspXnJGISG\ndO+reKP8qLh/npj+ft0wk7noAEFP99Kj1r4X0DcC5PnyXRe+juOQSFR55JH/oaJr4+M3efjhz9DX\nVwrwqTxfutxlMnYXkNd54IFv4qXlTXD27CE1Nt1A09PK5HleytBVLMvmnnu+RCpVoNmM8dxzj+A4\nfnMWebf3FeGFF96sjGzdyPIAcp6xMc/Yu3LloHqXbmzL77KOOljWr/X1ie7YO0rYy1hEAer8YRiG\naqTgp6FJgxYD1/Xee+HC66nXU9q+mVsUiThh/HQab2yVyiilkqcQq9WBQMRNxiRz0bMEwmGfHqQG\nUfZAAJzQrtDj8LBneOu1hvqVTOYxDJelpT3qWbK2nsNgg0SiiOvCxsYudu9+noGBFWw7xNmzb8Uw\nwmrtPRpvsnfv81vec/Dgs8pJYhhw+PAzmKbL6urE/8/cm0fpcV13Yr+q+vZ96X1DY9/BBQCJhSTA\nRaJEUhJJizRlKfbEmvGxZU/mxI5zvI3HVhJHdjz28RzHjj2xLY/s2I5GFimSokSKGygBIAkQAEFi\naXSju9GN3rdvX6sqf9T3e3Xra5ix8w9T5/Tp7m+peu++++67v9+97z7MzLhFyVxCwq1ZwLV1YuIO\nzz1lRIJtdsfDu/9SOtpra969i7btROsAYGmpT91LAgmfz4dazT0bsVp1nIP5+R5Ylq+1djogdGXF\nTWmUoIB2kWlrtm1jbc0BgrVaEGNjW1T00TR1scY117VH2jfqrQRWLO7SbLoEFIsT9fTM45FHXkOp\nFFP9X1nJeKKgjg55QWg7mSRtGu1ToZDC2loWc3ODKvXb6V8A5bLPY/M4VwxDRzyeV+Nsmgaq1TR6\neq7D5+PawDnv1h2QdkVmujACIkk/54ih5daYuXvFaccZQSEBzXFy7Z2F++8/ieFhp/rv6moCmzZN\nI5FwyWHaR66bbAfHzY2u+rG05IzF+PjwLd737hWVl3T4pS7Qhki53up70smV6xVfk7/l37Qvcr65\nn3GLXrYTI/J/rqWNRgORyAqGh9/33KfZ9GNk5D6cPv0TqFRiqvor13gSBHyNQINjxpMMnEhVAJr2\newC2QdPK6On5AyQSi4jFYmpdY+XWSKTSmk813H33BwCAd9/djEIhpPorCSQCLEkky/2NXE/aQVI8\nHlf+giQoCYAlgcnPFItFJbtIJILV1VWsrq7Ctm1kswZ+8zdXsX+/I59aDZicNPDOO0F8+9tB/NEf\nBfA7vxPB9HRERWsZjIhEIuju7sb27duxaVMvfuqnJvHwwzdxq2toqIR9+1YQDHoLS1UqFbVeSn8q\nEomoOUDAyrmk6+72PemHyS0Hklimfso6F9R1Bkyov9QN6btQhy2rqtZx29YwP//zWF7eqorxFQqF\nVi2Zqtrbura2hpWVLTCM3dA0E9Hoc6rfpVJJRfQ5ZyuVijqftr9/CJcufQ7NpoG+vjwOHZrw+B8k\nUdg+qUuSTJK2wbZtFTyo1WoK9FJ/2n3q9utjA6EEIXRsAoFAawNtad0xHWSedF1X5xklEgk1yWTq\ngJxMjiMcUZuBg8EoTp26HXNzX4FhJFAqXcTZswewsPDNf1HbBwZ+EQDQ2fkMdD2KQuFdXL36k6jV\nKmrgl5d/AMsqQdfjiEaPAHBZGIa1HfZVQyh0HD09f47BwVNIJn8VhrEZgAXLOgnT/A1o2tMA/hg+\n3w0YhoFarYFw+D/A53tTLSiusUnB2eh+EPX6Buh6E6nU8x7Q4zqxbkrXrRhGyeDL9wDA788jm/UC\n+Fjsppq8rMIbi8UUEGRbZfSI7IlhNDAw8CMEg2tqoSbjRiPPNnKRb1+sBgYuIpWa8YBTjocEkVIH\n6cgB7gIoF07qUTvwpMNGAEpHgZO0PW2Jiz9/k0Rh25pNp9KzBMSWZXnALMfNLSFvehxJLuhsE5/F\nOcZxldEt6VBwjKRucNwlESD7JOXPcWU78/kkAoG6ihYMD19BtRpBPp9VspCMrANC6zh06BWEQkEc\nPXoC0WgZpVIEb755jwdQybZTr2XbLcvC0JC7PxIAVle7kMksqOIOkol3iK0YDCOo+kPwFI87fd6y\n5UNoGrC83I3V1U7PPJHOF2UjGX3JmNbrdYyMbGvJruFhHyXopMzJutfrdcVwOt+hI+VGNet1Py5e\nfEiNqWW5RIRt24opl+QKHWi/38DEhFNFr1hMeeYE5zSdE7LiDqHmOpbNZkw5RdQf6qaMlnV1OYVn\nZmc3quiLvAqFXly8+GNwiDlv5VPTNFX13LW1fsRiOWzadBIAcO3aAyiXOzykmmEY2Lz5LILBMhoN\nbxZLPJ7DsWP/N7LZGfT0TKC7ewq2Dbz33iFYlu0plOfoFfdEa9A0YG2tFysrnevS8ThPJSjiPGon\nHCiX1VUvCM3lMvD767AsDcvL3aINrjycSIybjsu/Z2b61Dzt6FhsyarP4yzLOSSdWcMwkM874z8y\nsgNONgVT/rzEjNRzSVhKApi2x9EV2iu3qMr8vFMRN51eQ1/fggJUtg0cOHAOR4++AU1zU+fc6CMQ\nCLip+bLwngR6kUgExWIao6MHYBg+hMMlIeMEhAn0ADaAziLfM3H8+N+io2MBPh99FzcSKuetBMW8\nr3Tiue50dzvzoFSKqfNYJdEowZK0y85YmLBtZ+83gfnRo+dx4MBF5PNRz7i0E2Htxy3QOZ6fd1LW\nZ2a2et6nvkowLeVMZ1PaZ0nK8T6S5KRtkAQn78W/29ct6irvS/AobZq8JFHYDlSljNmvPXscEor6\nNzu7E2+99QsYGTmIZtPdVyrBHee6XMNl0IH+AoAWIDBgWV+DaQ7BMErYtOl/h67fgK7rnroVhw+/\ni66uHA4cuIxwuI58Poxz57ap57ItkqDgj7MXuunRIaZaMhOLey4bjQYKhYKyXzwDlKSntP3MYEqn\n0+o5mqYhm822fDkTd91Vw+uvh/HVr6bwsz+bxhe/mMYv/3IGv//7CXzjGxGcOpXG1ash1OtxGIZz\n5EoymURnZyc2btyITZs2IRYr4wtfOI0dO+ZQrepYWAhhdDSOc+eyOHGiHy+9tBl/8zdbcONGGpbl\n+NWxWEz52PRlSMz7/X6Uy2WPvaUc5dwCoLIDCYplpiDHRvqXMhtPRvslOS4zDN2zq8sYGPgz+P35\n1pxMYHFxs0qPLpVKHvLGNJ09lqVSCfl8AdXqjwMAotG3UK/fQKFQQL1eV/swCUZt24kO8whEn28j\nLlw4CAC4996x1rF0bhCC81TKhySBSzz7Vb/oU3BvM+eDnMsfdX1se0KlIy7PvCSoZDoBD9bl4haP\nx9HR0YGJiQkPOOBvmYOsaZoaECpUNpvF0NAXcfvt/z0uXXoKxeJ5XLr0NHK5f4fNm38Puh64dYPF\nFYvtRSbzCLZs+QN0d38RH3zwOSwvP4tA4N+jv/9/hm3bKBadKGg4fD8AvzJEMsLINlJhdD2BYPBL\nsO3Po9n8ANXqt2FZrwDIwed7DsBz0LStCAbvh20bCIV+H5r2IarVn0a97rKjNB7z849icPBPkE6f\nRi73CDQtoZ7NSSHPpaJTI1lsCciko93TcwE8noVHNIRCa/D7i7DtlAIV3F/A9CYA6hnUA8epfBuB\nQBnh8Jp6TvuGe5neIIGxM+5r6OgYR6Phx/S0u7DxzCtNc6ODcmGXBqkd2LQDdPlZ+X25wLYzveyr\nBIvtURKyT9yrJxdbGfFrJwJ4f8lechEieGcfANcoEvSy3fxfRmfYT+lUSGAtZdCeKsqFoL0qJQBc\nvXqHZ/GSKWa2baO39zKy2Rs4dOhF9PZOwbI0vPnmcTSbUdi2G0mQIJrpZgQ4ju4so6PDy6D29NyA\nYVhYW+tDs+mOtyQD+LcbLW7izjv/Du+883kMDjps9NjYPk9kXcpJOktyjCXZYNs2qtVQq51ulIHR\nxnZnTRpzeW83EuoWuQGAxcUtmJ7ejoGBq2A6rox+S6fRkTudRRNzc3uwZcsPUatlPQ41dZi2ge1x\nnummXJlmTD0DcMkXSQYBdWQyztgsLw+jWr2MaNStCFupJHH+/I+j0fDBtk3PYk496ewcbX1/E/bs\n+Q503cbS0mZMTx9QTiT77fcXsXmzk7VBUCc/EwhUceDAD6BpjmzHx3chn++Ck3Hi2kNHt2i3DOh6\nE+PjtyvdZztvNV4yrVHaC8Cdb/l8HM2mAVYbXlvLIpVaQS7XiUbDB8D0OAW05c2mD42GD6urSXR0\nOLUTZmb6WvOhgWTSeW1hwSV/ZCSlPTIGALlcGqap49q1Pa2+8fPuMQfSNrAfHCOuKevnR7UlD7cQ\n28JCDPW6UwjHNDUYBnUH2LPnKl5++SHYai+vCXkkkGG457i275mVmS6Li4NYXU0DMFV02elnUukU\n57Rr39YftJ7LdWN09B7wfGvqjGUZao60A0fKV9pv2vbubqeg1NxcP0zTWqc7HC+2SxKqjoy9tsay\nNLz66l0tYsf0rOOSUJJjJ+3YzEw3urq6sbKiQ9fh+YwkctkeaXfkHKV+STLAGS/DA4DbdUiCXsBN\nr6W9kuuStDEcZ64Dcn7I9ULa+nZQ3dt7A72911ty1HHu3GexsLCt9SwXsNJukthnJh9tHPfKcX6x\nT9L/KZVsmOavIZn8DwgE5rFnz9fxox89BdOMtu5loqdnDvffv4JEwiFN3nprB8plSwVwpP3gs/ga\nU2SlrL0R+ACKxaLSWYLLRqOhKsmGQiGsrq4qUEZZMVDEZ8qocL3exIsvcvzrirBsNj/HwkcAACAA\nSURBVJuoVqtqvCm7UCikjvdIJpOqom2xOI+/+7vNyOeDKBbds+lpjyVB7/c7dUCcPZaOPAi4dF1X\nz5UX+yPTamX2HWVFf629YjX1h/Kkf0v7Q52QZK0kgjStgaGhv0YicRWWpUPXLQQCOdRq0zDNDLin\nGICqONzuZ2nabkSjGxEIjKOj42WsrX3WQ1zTn+RY8z2/34/Z2SOYm7uOnp4F/NiPjeDP/uw2ZXvK\n5TLi8biyh8RjDBg441z3vA9A6ZIE5JTrR10fazpuLpdTLL8ECoFAALVaTR1yy0gTnaFcLqdASalU\nUuwOga2MXtFohEIhxONxbN++Hbt370YksgV33HESvb3/GgBw8+Yf4fz5Y6hWb3xUs9W1Y8dfIxjs\nRSr1KWzZ8kcAgNnZP8LS0v8JTYMCoaHQQzBN7wH3jGTJAeKAcnH3+/fC5/tlJBKvIBj8KoD9AABd\nv4Zw+M9hGAsAgGDwJUSjv4ZQKOeJGjqs3D6Uy8PQNAvp9PNq4vGSgArwnuUlUwbIbtCIO30I4dSp\nr6BYdNKbb9x4CIuLO5BMznnuzcWDxkhGCtwz+BoYHHQiGZFI3hM9oPGR6VXtBkXTNAwMOFGqdHpW\ntZF7AySAktEY9plGRAKIdiPUfmi9BDCSGePf7Uy4BIf8Lhc13ptpODLdh4ZDRj3pBLY7sTLazWdx\nL4iMfMl28m+OEeCtTty+eBE8Um9l9E5Gjm3bRqHg7u0CnKqaS0t9ilFjEQE5Fn19FwFAOQPvvXcA\nS0vdnsWfn5XOJmXBtg8PX/M827Y1jIwcxcmTT6LZTHkijuw/97OyT5ZlIRQqIZFYxD33fAN+fw3V\nagQTExsAQIETCUAluy7JMBkRchwSRhJs+P3ePU9SJ3g/WWDCjfxyn573qAVN03Dp0gOo10MKYAJQ\njLmc684YM6UdMIwgLl/+BBjxk9ET/i0jYQDg97uHUZtmotUmb/SSMrBtG+m0c3RJs+lHqdTv2X/V\naIRw/vwX0GjEPZFPLqiapiEYrCCVckBsIrGISGQV9XoYly49Ck3T1+233rbtNHy+OqrVhJK5vGZm\ndmFsbB+i0SIaDT8+/PBuZRNk9T+n/0brUPImarUw5ua2e+aKjD5IZ59y4xyS8uT3LAsoFBKt19wI\n/vx8t5pbEtRzDDdtmkKj4cPk5CB03Ua5HMbqahK2baOjYxm6bqNeD6BQyCjboeu6cnIkqcQxzeVS\nGB/fjGIx0NJNFoZz55q0AfxuewRUOuOO0+cQFvW6TzzTh/n5TnV/ea2spLCwsMFDxBEQOzrbWEcM\nynWK31ld7YSm+REKVT3jv7YWU/KkXFxb3R458+H8+Udh2y7ZQEDMGgBSDjKTiHKSuqFpmtoPOjPT\n47HznOOAu6dMgjUXFHp1+b33dmJpKeORB3/LNYf3oL2kLi0tdWJ0dLtqL9dbGSnhWNJXkfeTa7ME\n3+yPBLztjnw7mJL+iARYlJ2byeE+k1t52vvuyM4hQaj7MlLk8+Vw5MjLAByC5OTJZzA7u1m1W/pN\n9EMkqc3P8JkkGejrsXAL0yad/qUxPv4LqNWyCAaLOHz4vyKZdFJJU6k8QqE60ukiDMNGteqHptnY\nuHEemuaSv7SRMvJEHaI8ZfYZ4GYMRCIRJVcGb2R6KWVNQMV01mg02po7TsCAkVUeNUfwGw6H0Ww2\nsbq6CsMw1JErtM+hUAjd3d3o6upCLOZk0PAZc3NhzM76Ua26hDhBIv1GaXPl+igBEsdKpshLf1Ie\nNca+ynkr+y+/R51uT7mWJDnvHw6HPXI1zQo2bvwrJBJXYFkGxsZ+EuWyQ9hHo9fWRRFZZ6ZQcIox\nsV5LoVDE8vKjAICOjnfg8y17ggum6dQpoZ5TboFAAMlkCh9++BgaDQO9vUUcPz4NTXNPGqhWqwiF\nQqpOD2XLLVPMbgyHw+tsLV+XJ0d81PWxgdBisYhUKqWUU9d1lEoltfczGo160jU5YSqVCpaXl5Wg\n4/E4CoWCYnfkxmwqDCfHwMAAjh49imQyCQAwjDC2b//P2LHj69D1MPL50zhz5k4sL3/vI9vuGIC0\nMpIDA7+Anp5fAABMTPwSFhb+GM3mAoAAIpFj6xZIMjSSRZJOm4xM1WpAtXoPdP0PUKt9HdXqj8Oy\nvIdv+3zXkEz+j/D5znkYbl03sLT0GAAgmXwHhjEj0oAtj7Gn0tNpoNwBqP1pnKyGYWBmZj8ajW4E\nAg5LVyj0YWTkS1ha6lUTs1QqqUq0nORcOORPX995BIPOGXfh8JqSlQTC0omXe0udhb2JwcEPW98v\nIBBwzjaSzK0bNXAP3pYAC/Duh5Dgrz16QKAlHS22h4acBp9GThazaAf+MmWIY9LODEuj184kS6Mj\nATyjaqlUygMo2T7OF36HhoSG2xtZ9CmQRnnKcZJnSfJ3Pp/06Om1a/sBsEqmM8cpF13XkUgsIZVa\n8Hxnz56LOH78BwiF1hc4kABQysm2LQwPu6nilUoUJ09+HiMjh+D3BxW4YD/5W2YEcG9zPO5ETUKh\nYkunLDz88LPYt+8kdN09EooOhmxHe8SBbXZINdfZZuSL/WEqV7FY9OzTk86c4zAzsqKvc0Lq9Qg+\n+OB+aJo7ByT7z/Y6fxNEoEXy7VSgSwJJXXdTcqTeBQJyj11QfZb9l+SHruvIZJx0y5WVPiST0wgE\nHBlblob3338atVq3R+8cO1hT/ejoGIOmOftPu7quAACuXn0MzWZSOR+UZySyisFB53iO6elD63QI\nAPr6LmP3bqca5sjIIVSrYQ85yCiB06cAWFH8xo09CjRJZ1w6o5xzUmclMJGfd4ioUEtnI+jocAg9\nHicEuNEeaXN03UI4XMXmzRMAgJs3exGNltDRsYLOzsWWrLvBo53kWtOe6cGxKxazGB29Xekkyex2\nkEg9kYQb9Z/ATkYAuSe00XCroQLA3FznLcdmbS2pIvCuPso96W5RORk1a49gu+taodUW5/tOJWB3\n7KQzJSOuAHDp0n3I51Mqxc+RPcdZ99gO2nTaYa49ElhFIjnEYsVW//s8uiBtvmwX57hrY9z2LS0l\ncfbsTs9ckyBPAqp2wEcbZZrAxMQWhMNhzzrFZ8sx5jP4HnWAa6zMxpFEh/y+rFEg9UG2D4BHnvI9\nuXbx/u0ELX9bloZ9+87iyJEfYGhoCsGg891wuIRPfvKFFrEUxBtvfA6Lix0qxVaCTQJYZncRjFMn\narXaOvJ4ffTa3btYqyVw5cq/QbWaQDhcwOHD/xWJRB19fcse2YdCDTz88AWEQhpkZVznmA9vQT7q\npiQyZRaLWwgyoM6sJLijnKPRqMcfYqQvl8spOTA6yD7xc/TLSR7Svyew8fl86OzsxI4dO5BOp5U/\nVqlUMDExgZmZGbWfk379rSKa7C91r93W8DWSLbLGAnWPfZRZSFKeci5RD2+VDdTuSzB63K7TmtbE\nrl1/j3R6BLatY3r6y1hZ2YFcbiMAIJkcU+nRtVrNUwCLvl+9Xkcul0Mul0O1egeq1SFomoWBgRNK\n7+hHmKaJYrGogCur6Dr+3CZcvHgUAHDvvTcwOFj1bGtkei99bvp/EqdwPGSAi7aOr/+/XR8bCCWg\nkcafE0dGU6gcVEDJttFwSeedyiaZB8eZjGNoaAiHDx9e15aenp/CnXe+jXB4G5rNZVy8+AjGx38T\nsgy9vDgJqWCNRgPDw7+LdPoxABbm5v4XAEAkchTRaJenz+0spHQIaajkOUeSBdX1PljWFmhaFe2X\nrheQyfwe0unn4PO5TkGttheVylZomo3Ozu+qHG4aK/aHRqqdvZcgSVZYc1jNBvz+UksGsVa/gsoo\nNxoNlMtlxcBwofOCyCY2bPiR6kcwuAZd1zxjTUMkQR8NkGEY6Oi4iUhEVumd9jgm7Qwtx4JGCnDT\nC2SkqX2cAW/UkAZaRhpphAn22h0SR44VZLOTnntSjxl1lg6I3GcgwZ90HiX4JaPFtnOjPj/X7oQw\nk4B9kntkJcBj3+XVzt7L9llWFNWqk81QLCYwNbXBA6ZN0/TsVx0c9J5NCDjO+Hvv7Ue97nWKyEa2\nR1o0TUM2u6iKIc3Pb8SJE/8NVlYGPUwnbYSUGWUkF6lwuOhpjwOYDFy9ehia5j3agzLzpvTBo/Mc\nT+nMa1pNfY/2TzqO7ZFQFwDS6LtEiIyyzc7uwsLCFuVwSJ3gQuGMlxsJbdd9SZDQFkh9cBaosmqH\nYQQ8bDHHhpdt2+jocEDo0tIghobcIiBXrz6MtbUhj77LRZ736ugYbY2P4xzOzt6OhYXtHjDEn82b\nnSNbcrl+LC7u8oxls+nH8vIGaJoNn6+JYjGBsbF9yjZI0o3/BwJ1xGIrsG0N4+N7ha5bijCQNko6\nzdQFZofwu/J1HgmyspJBJOLY1sXFbg/DLfXJGU/nSI5MxtH5zZvH8dRT30I43EA2u9C6X/c68Eu5\nSpKPbTLNIFZWUgLAuXtCJeEmIwoSbEuCTBIohkEQ6vcAh7m5rtaYetfcVCoPXbfVOZ9Oe9198kzH\npY5Rd7zzxHUmWRmXVy7nErrSj3Da5T5nbm4Io6O7PdsjHALKnYPSIZb2UjrpjgydOd3XN9samzTy\nedepde7n2n9pq6VtkCDYsjS89trdsCzvGc3SP+Kz2Vc5h6Ve2jYUuSbvJR3QdsJFAmcpS7b7n7qk\nI98OcGnPJHiT6xHv3Q5M2iNW8vPnzx9EPJ7D8eM/wOOP/w3uuecNfOpTzyEeL6BaDeG11x7D2lqX\nR/7y+2wL17B6ve4pRMSsqXY/lvaBPoeUfaWSxJUrP4NaLYZoNIcHHngBvb0zHjk1mzqeffYAJieH\nlU7xnoC3QrXzee9ROHIc5Frn8/lU3RSmgMqoIEEuf6LRqCLoent7162XBNxM+5T+QjQaRTQaxdDQ\nkDpqkW1kNJHfJ1HMe0lfQa75Mk2VYIn/yz4ahqGi0ewrC/NJvZN+MS+5nshLFt40DAPRaBThcFhF\nPqnDbhCjil27/gHp9AgsS8fU1JdRLN4Gy7KwtuZUpk+nJ1Aul5RuUY9kBWb6xqZpIhKJolB4AgDQ\n3f0efL4VD1FC8MksOwJbknS53DHMzPTAMGw88cRl+P2unyqDLSQJvP6dpTJU5XE+ci0B3IyZf+r6\nWEEoc+dLpZKanKurq07DdB2rq6ueyqHc9C0nGvPYKSBN05TTTfRu2zYymQwOHz6sUnzbr1hsL/bv\nfxednU8DsDE5+T/hwoWHUa+7kRnLcic8B4CRzEbDxNatf41w+HZw8YrFjqrJK/cCcvF2mG+mJ9XV\nOT/O/lBdpZYQIFhWAYYxgmbzGGq1g6jVtqPR6IdpJuEUJ7GRTD6Lrq4/gGE4zrOm6VhcdKKh8fgZ\nxGKLnpQptkcuUmT0pLNkGG46LQ2b32/CMJy+FovOeVs0ftKo8P4SODL9oq/vfcVOO89pIBisqM9S\n3jQe0oByQejvdw8iB4BkckYtBjJVg5d0jiSj2x7dk8CKiwn7087M8recgNKZd35q2LbtFI4f/0vU\nanHBPrsMNZ9BY0PHVkaFOU58jaCHfeAiJZ1F+Zz2MW9n/KRc2FepH2S9ZNsksOT3TNNUKbmXLu2F\naXojwDI9FGhiaOiqZxyvXNmFF154BPl82tMHycBJZ4h9GRq6DMvS8f77R3Hy5GOo1cIeh1ACUWks\nZfSSv0OhgqdNtVoM7777Odh2UBlo2ifeo93x5P9sr8Ogu4bZ7/cWx+CYUqby3jJrQu5H472lftg2\nsLo64CGWpM7wx7LcPaGy/3Qw2okp1yHjXpDKunZ4HXUp0xpSKcfByue70dvrRKxzuS5MTt7mId/k\nosZx0zQT2exo6/UmKpUUrl17eN242baNSOQGenqc4lSjow+h0Yh4xnJs7DCuX78b9GFzuT6YpuHp\nu2T8LcvChg3OcUELC5tRq6U8KY10NqScZXsod8oFcPe6uw4VC+v5Wm1KIp/3kkckq1w75iWGdN3G\n2NhG3LzZg44OZ/1aXu5Wz253JCRBRd2S7bQsCyx8Y1nu8VgyCsXxks44U8GkHSVxUK/7PN9ZXu6A\naeoKVLFYVTq9ioceehkbN15TNkdGKHW9rtoiU6HZR/aTMmZlXE1Da35EPHadNtfpv9PWajWIt98+\nhkbDe1avM6aUqTdlk7ogCa726JhMxW23/3KsZYRXznGnjY68zp7djaWlpNAJF1DThkhAxNfasyzk\nZ9kHuaZTjrJPUr+lnZb3kaDOGbf15K4EZpKE41yRgFMC9nY/Rjrusj3OFcCbb96Pet2PYLCGjRuv\nIxIpw7aBmZkhNJsNmKYbcZLFAumbSRlyfWQhH3lkBfWI33fmkePDlEol5cA7drgbFy/+FOr1MKLR\nFfT3TyjZ1Os+fOc792B0NOuJEDYaDU811Hayg0COz6WMADfDRNd1JS/6CzzKr16vI5/Pq6w4gsD5\n+XlUq1VMTk56Cv/Yto1SqYRisaiKIGmapjKustksent71b5Peb4p28ajVHgRFNKP4udkBF2SJHLb\nG4Ec/Vl55jZ1S66H1FNJIMv5yjZIH5htSCaTKpLKvkmipFrNY+/eb6Gj4xosS8fKyi9gbW0P1tYc\n4nB5eRAAEA7nEQqtqjElMSDXYPpd7HejcRDl8gB03cTw8Ek1r6rVqieaTzDKiLazpgZw/vzDqNd9\n6Ooq45OfvKn0hfOd/p7cKsZ5IOXCeSrXM4Lfj7o+1sJEAFTah207B95KRzObzSoHJJHgfh7XAWU6\nRDabVc4eJ5Os5sVU3AMHDnxkm3y+BHbt+nvcvHkPxsZ+CWtrr+LMmTuwa9c/IJW6B/Pz30AoNIx0\n+gGPA+ouEn50df02Jic/BwDI5b6JWOyL8Pni6nOSgaQyE2zyPjISKg+EDQYzqNW+jHrdmUSsGKzr\nOsrlEvz+JgyjhHp9CeFwFabpbzEf21AqbUc0ehWp1HOo1X5ObXamTKWBJ4CXQK09HcIxYm7KSKkU\nAAul8PuOTLyFRfi+bduIxYIYGHhr3ThEowU0m3H1XRpx6g1lb9s2gsEmuru94CWZnPaAKvavHRzy\nb/4vGV7ZZk4yRoKdfjUQieSgaU7RAmfS1qFpNkyzCWevjt2K6lpIJG5i48YfIhAo48aN21GpdMLn\n8+4TbY8eUe7UeVl4QdOAdHoJ/f0TKBbTmJvbrRx1nmVlGIbYf+KCYcnGkr2X+saLRo/vUTZeB9h1\ndljtulQqKecln08iHl/F9PQeT9oVDTtf6+ubRijkgJlaLYRTp+7FzIyzn9myXOBJvWQ/+Hx3z0cT\nmcwCXnvtCayt9cDvNzz9lAUG5Os0uHyN92dqtzPmBs6dexLlctTj+LaTCRxDsrA0ypI40TQdLELj\n85lq/ksAI6M5XFzl64zC8ExTyoOOh2SCeWma5nHOnPtzQfVGydpBCseODkA6/T4SiQklI9s20NV1\nFsHgKsbG7vOk4rHf2Sz3gwaQyaxA1y1UKgmcOfMlDyFE2yHHqVaroatrCj4f09E1XL78BEwzCBat\ncskqYMuW1wAAS0vbUCptai2avhZ4TWBi4k4cOPBtMFjQ03MN8fgBVCpdaj5K0svvLyrQPDnpPZZF\n2gyZUSDBnRx/znXqB3Wa0U+CtcVF91iVdgKOetGeIlurBfDuuweRSFQQDldaMuhUuunaMC/pwP5y\nDGSUgSmwEqRL4MD70XGSNloCIDcd15mvLlDSsbiYRU/PYuv5JDyAvr45zM93qba3FyYC4JmHwHr2\nnW0JhdzKuMViFLbtB+BWe+VnnTFw7N3p00dRLofV+ibT+EgEmaZ33tNmyrkmScpms4G+Pifd+ubN\nnnXOb7ts+VwJ5Jz3bSwupnHu3E6VMsl7SAddEkN8T649cp3nRTst9Vquw5xr7eSd1CHprLeTWXKc\nJOnZTgi3R7UpC0kMSzlJO8lnSeBYr8dx9uwdOHzYPbJJ04BNm0awadMI5uf7cOLEAzDNkKevhmF4\nbCufybWUn/X5vIQ807Hl+k47wMBDsVgE0IE33/wMjh17FoEACRA/XnzxfszNJeDzVT2+jNz7Ku15\nKBRSa4kshslx4Ljx+wzkOHrsgP5YLIZm0zn7kUEigqtsNotyuazOzTQMA6VSSQVLuI+Q4xSLxdDV\n1aVSdKWOyrRNSbxWKhW1p5T+JIstSb+7PfuCexrbi/nIbDUpf85lGcWVOk0AJuc078E9j7JqrOw3\nwffq6iL2738e3d3XYVkaJid/Etu2PY3r13+kjrqp123kclkkk8tIp8dRLqdUO2QQJp1OI5/Pq74U\nCgVEIhHUak8jEvkD9Pefx9jY3SiXYx7MwXvQd2PdnVAoBE3rxttvH8C9957GkSNT+OCDNGZm/CpK\nXqlUlNxZsZfEhFzbKRuCXpnp+lHXxwZC2eh8Po9IJKIExT1qANRE03Udy8vLamDbIyEyOkLDRyYi\nHA4jnU7jtttuQ0fHrc+kk5emaRgY+LeIxw/i0qWnUatN4fz549i8+XdRqYxhfPzf48CBC/D7swoI\nSmayVOLh1jpqtauYn/95DA19A7btMlKs2CsHjUC0VCqpjd/yLCO5Z61UKikj4rJYPmhaEM1mGJaV\nak0w11FYXX0c0ejvIhY7i+XlSdj2kMc4yfx1AmMZ+ZQLBx2HWIypuEE0m06lQC9LC5WHLxlUn8+H\naDSKePwENE1DtdqDUGhO3T8cXkMu16dYILmIsh0c8+7uD2AYbvoeACQSc9B1C7IoS3ukhK9Jh046\n3fI77eWonWdr6O4+i6GhH36kPlUqSei6qfa8Npt+XL9+r4fV414M+XwJjqkjoZCOTGYSPT3X0dNz\nHZFIEQsLm3Dlyl3w+zVlfOnsyMIRXEQlIKU8JPABoICoNIAyLVymlUoAT2MeDAZRr9dbup7F6Ggc\ntu0UVpCLN79vWZba07u42I/Tpx9sHZfijrt04GVaO+B1toLBBt5663E0m0EYhjctVKbayCiMBKa8\nFxnrYNCt2nr58mNYWuqEZXnTrGQ7ZHva20ed4tVs+uDzmQgELJimu+C0R9F4D8qecvD76fjoHpvI\nBVjeh23jPZiBEQqFwIQYh1DxVnKUAEU6paZpIpfbiO3bv6P64/dXsWPHd/D++4+r73Ge8rk8H3Rt\nbRD9/ecBOICOh3zzWdRZtpky6Ov7QD1vaupelMuboGlesGtZFjKZ60ilxmHbGsbGHlAES6MRgmEU\nMTp6Pzo6JpHNTsK2gXy+E8nkIu6883WcPv0FGIbrrLAN/f0XoOsmSqUMlpeHYVnu3i+po7Lv0kGU\n0ROpP+6cqCibGo87EXiCLykXqRvOuHgTms6c2Y9GI4aBgXEAzr7HctkHn89r86R+cazlmEvZs0gP\nAS/bRKeG95IRqnZ7C0ARCE7lY9szN2dnO9HTswhZIZdXvR5Qc0PX5TEIbmVOuU5Vq1VPZILtkSA0\nl/PuIZZzxLlfAyMjWzA5OQRdd6tkSrtHsGya3v2R7VHL9jUmlVpCKORUamYq8q0yVdgnSU56yTwn\nDdc0Ndi2mz4sAZ8E2NKGyCiLBHoSdElyWuo5bYBcX/iddpJQAie5pmia5iHX2uUl5SzbTb9FPlf6\ngNJutP/dbDaRTOZw223es0B5TUwM4dSpYzDNAHRdU21sB+q3IgkIolyiwYmCSnJHRtFpD/g5Z+tS\nClev3oG9e98GABSLEczN+TwgkbZF+ioyg6RYLCogKsdZjo8k+MPhMCqViscHl/pSrVaRyWRUBA6A\nqtnCZ9Bv9/l8yOfzSCaT8Pv9SCQSGBz0o1YLK8Caz+fVGiSPLpEROBaikz6MHAMCaAlG2Tf6xWyP\nTOuWc4FjJqPE8nP84f+BQACdnZ0qA7Kd8OI8jUScjBsny6WG229/Fj09E7AsDSdPPtg6j/sMlpeX\nVVQRAObn+5BMLqOzcxo3b96Bzs5OdTYo4JIFjDrmcjlEo1F0dHTAMO5DtfpNhEJTGB4+hfffv1+1\nh3OOqdbyNBLA8QEWFvZjcnISGzbM4qmnRvGf/tMe2HYAq6ur6+rIGIaBQqGgSAcSB5SjJMso04+6\nPrZ03GaziUKhoDYmO86Qc8lQO8+3yWQySmHL5bJSPioIjUM0WsORI2X4fLo636e3txcHDx78Z1dr\nAoBk8hD2738P6fTDAEyMjf0PmJn5c9TrM7h69afVxGhva6n0CgAglXoGgA+l0mu4efNXlMFgyWTA\nzWkn2K5UKoo1A6CiWJwM3NfFXHTmnsu0Y37WMdRN6LpT5c+yhlGp7AQAZDLPeu4rN6oDbjU1ORZM\neWb6mLMgOwt6vR71GGPAu+dEsrcyjcvnuxczM7+PatVJRVhcPIbFxQcQiRQ8hUHanXHpLMTjs7hy\n5dMoFp3qYjdv7kKjEUI0Oucx/pLBkuc6yT0B7ZEmPks6BzQCPp8fi4v3olTquaX+WJaGej2CcDin\nACgATE0dhmWllKwlEJOAhq+FQnX09n6Igwe/i4cf/jMcOfIsNm16H5FIEfl8Bu+++zA0zVsyngsc\njYMEFPzNRYiLPXVROi3SeWyPhMr9LpQbdYiRWKcCdhdu3LjDAyzadSUYrKG7exKXLh3CiROfQ6US\nVW2mLraPvxwjsoIO+I2i2QwqveWcaI+GyxQp7l+WQI5/h0IOCB0dvRtTU9vVeEnnSLLt1HHpxHGR\nlouh8zkyqu1RUm+1YjkPqBuO3nJ83PNW5Z5k6SRJ2fN9HlXBdFzLclLRfL5VT1sI+mWk1klBy6Bc\n9lZANk0fFhc3K7tEp4L3y2Sc6uOVShzR6Cosy8D8/B3KiZB2R6aMOeythu5uZ99wtZrC9PSDqn0y\nSqPrwPCwU518fv521Gq9YiGOIJfrw+LiTuzY8ToA4MaNfTh37lGYpoFM5iYGB9/zLKLOd20MDr4H\nwAHNluVNyadc2GbqnIyESqdRjiffy2R4XpyBZNIBoTMzWfUMaTvl1XCxB+bnuzA25lTsZVGipaWu\nW4Ih/rCd1AvaDo6hM8fcSCj1iFE+/sj9aZL4kPrn9/MAe3evlN/vR6PRUGDMMwjvLAAAIABJREFU\nsgyMj2/w9LFWc4ugyEioz+empbUDDs5DVv40TXPdGaG3yjqgrKrVME6fPuBx+OU2CWd+uNVx5T4u\nR1auLZYpk7ZtY2DASZNeWOhsAR7vecPtxJW0sQRTtm3j3LldWF1loUVvtJH66WZquRF4tpWykzat\nnSTkj6zLIO/J8W0nWfjjBe3rK95L8oDfof2U+sOrHYARvEhSg/egrHilUit45JHvIxKpolCIYnk5\n7dGzDRtuYM+e96Hr7nYRGX3juLeDSbmGU7Yk0KvVqlozAdf/kI47Aayu6wgEiiiXQ2g2DXR05PD4\n429D192MOAmW5PMoe84n3pfzjLZYBntI1BB4EjxLsj+RSKj+dnR0qPe4bYzPobzT6TRisRgGBgbQ\n0dGBjRsLeOaZ80gmZz1ppJRvpVJRvoNsN4taEkDJ9VPOAc4R6qKmOYWRuNeVusbonUzTpSyDwSBi\nsZjSx2zW3TcqQaiUMbfKEURzzPP5PFZWVlAq5bB79zfR3+8A0LfeOobr1wdRqVSwurrqmauOLegH\nAHR23oSua8qHou6RAGOaLQHqxMQEGo0m1tY+CwAYHLwIv39N6SttH0lD6iSxlW3biEZjePvte1Gt\n+pHNlvHpT8941ns5p8vlstLl9oCAnOeSAPio62OLhLLML3PAdV33MDKW5eb2E6BJAybRNyOFtm2j\nUgnjrrvW8Pjjs3jrrd1YWhrEbbfdhp07d/6L2xgIdGDfvu9iYuK3MTn5VQCOki8vP4/Z2T9Fb+/P\nQdd1kcK4hErFOY+uq+u/Qzh8ALOzv4h8/hswjEEkEv/aM6F4sb/SAeMiJBcCLtiW5ZzVBAB+vw/B\n4Nfh978BZ3+KBU1rAnAXSACwrDAKhU8hHL6MePwiVlauo9EY9KQnWJalJppMk+G5o+2ORiDggKtG\nI6rA863Yb8lOyv9rtSgMo4FQaB4AUK0OYG3tblhWzsNctiu5jIaNjHwGzaapIpKzs3tx7dqj0PWC\nmghcJCQrK51AR45+D+PJz9KJcca5hkRiFZ2dI8hkLiEWm76l3tTrMfj9JU/VUACo1aKYmblH9eGf\nAjFcNLq7J3HXXd9V0QPvvYI4ffozMM2Q5z5sMxc0yXy1P0MufGTJgPXFK5wxbni+K1lCCdykrmqa\nhnx+E0zTglP8xVsMi21NJqdx+vTnMT/fCcPQwb3XbIsEj7d6DvUWcI2iZK1lNJR9k22RDqaUgXPf\nPObmNuPKlaNoNmvrdFwC+/a+S72l7aI+O4QB5ztJHbcQg9Rzyl+CGse4c0xdR0aC3Pbogwt+nftv\n3fo2IpGyIkkSiWncdddfYXr6IGZm9nqcewlC5ditrAwjEjmv+rm0tBVA2AOi3cW2gmTSiYSyCvbi\n4g7UamH4/T4lO0kwyJTeLVu+B1139rqOjDwFwwiuA3iapqGz8yJisXmYpg83bjzoGZ9mM4Tr1x/A\n4OAZRKNraDQCGBk5ino9itHRQ9i+/UfYufMtLC5uRa2WVG3v7BxDKFRAs+nH9PRutcC3R5vptEpw\nJp1UqbPSHlmWhUTC2d5QLkeQTBZQKoVRKrmFc/h9GY127svopIZ33jkKXXeen83Ot8ak06OfUl5y\njOQ9KXfqMNNx3Wfduvoz9UTOcWlnactM08144jxcXOyCbQN+fxOXL2/B4OA0WKioXnfJWXl0is/n\n2iWZeibT2+VPKOTa5FwucUuwTHnkcrHWWuwSMtK2Ot/1puNSzi5I9Z47yPaxKNHMTK/Hrsq5K+3v\nrdZPXdexuJhZBwSlvOUYSpDJ3wRwMs1WEifSjsmUZ6lP1BtJEEoSi/rT2zuDubkeNJs+jyzZNo5D\nO3iU4yttIskSaTMlAcJ5wvun00v41Kd+gFCojlwujpdeeggA8PjjL8LnMzE93Y/h4RvYu/cCurtn\n8NZbx1CpJD1+GOerBM507iXZIe09QRDfk1XUASj/lmAmECjjhRceQzS6gocffgP9/cv47GffxbPP\nHlwnazmOUpaSPJQ6Qd+SPgHJBRK9sn4GQVixWEQ0GlW+Lp8fiUQ8kUoGQ7LZLKLRqNLhCxc6cfjw\nHP7Vv3obly9ncPLkNgX+6ddTv3g/XddVNJfrHXVN2lK5zktCmnpCv0CSazI6LSsEy/TpHTs+RC4X\nxujosIfErtVq8Pl8CIfDHuAJeIt5WVYDx469gd7eG7AsDW+8cRTj4wPQNMfnisVisG0bhUJBYZl8\nfiNsW0MoVEY4vAC/fysSiQTm5ubQbDZV1iWfQVkVCgXMzMyg2dyIWKwbsdg8tm8/h7ffvsuzDtGm\ncy5xe52bYdqJU6cO4P77T+Huu6dx4UIck5Mppbdyn6j0p5k2LfVa+iHSvt7q+ljPCQWgHPxyuazS\nVMkSmKapkDvgOs6SgaADSmFaloXnn+9Cb28VX/jCWXzhC+/hgQcG14Xh/zmXbZuYmfkzzM19fd17\no6O/hFLpA0+6WbH4cqtPW2FZ/UilfgKZzL8FAKyu/q8olb6njhrgwHJSSEPCiSAjPID37ErKwzQt\nVCpfRLM5CF0vQtfL0LS6B4DWaruxuPg15PNPoFp1zhvt6HhBvc9nSUAkGRCmsrFtNFQEWfW6kz7M\nsXEXHkMxwLyorNVqtVWlq4FAwFmQq9Xu1r2j65x8CV4oD2f8WT232rpHALWagVot44lEyaivZFo1\nzXuYLg2OCxSbiEZHsWnT93H33X+M/fv/GENDLysAWq12wrK4N0PHwsKncfXqb+Py5a8oh43X+Pgx\n1GpuRFE60BJ0U06Lixtx6tQXIIvYOLLQce7c4yiVkkov2BeSBlzUeFGeck+l1EEuMNRByYzzksZE\nApz29CIJWDVtfREhsmNcpBcWNmFpqUfJXd6T81ouNPJenCvtDmL7c+TiRAaWxlJGGXhPZ4GpoFYL\n48yZT6Jed51K3kM6g0yF4nvUV7KuLCghnQWOq6a5DgHnzj8FcnlfZzw4Nt6IKceCz+ci6TzTTVub\nm9uM7u7L6szNzs5rSCbnsLS00QNYpR1gO5jutLzsjVjNz+9UcmUklO3PZGah6xYajYCKiM7M3OkB\nbXwWx4xVjOPxG+jrOwPAiYIWi8Me2+ua9zo2bPgBAGB29jCazbSSuWmamJk5gGIxheFhZy/62NhR\nZb9GRw8in++Az9fAnj2vIBBwI/ADA2da7d2DRsNde+QiT9AjK1y3L84yZY9yIZhNp9daMjdasuyC\nZXlBtuwz5cV03A8+2INcLqNSVtNpB9QuLrr7QUnsyqgc7wusL/7iRuiaqm3UTY5Ve8aF1HMpJ103\nFZitVDSPfByGXVPOaTxewAcfuMRxterz3IeXz+c9woif4V679j6xMBEA5HJxT0RPjiEv6RS3j6Hj\nyFMuXnsuMy0oa9fWNtHT40RCb97sVq/L50qdkmBMbpVod8YpTwnu5X5FvibJQ/60A9SPKjxCeUoi\nsx0gOHK10dExj3vvPYOf+Il/REdHDvW67pGzBHbthU3k82V7aV/l2N3qR4LnVGoOn/70KwiF6lhd\nTeD55x9CuRxDpRLHW2/dg7W1JN544zhOnToE09TR1bWIz3zmOQwMXPfY0EbDPY6FqZSyrfK5tJMs\n5iIjsvT7yuUyKpWKKmbUbDZw8uRBlMtRLCwM4KWXDsM0NQwPL+HRR8/Ajbx7M/G4BsqAjEx1JoCi\nreF3OGYs2MkIG9d3Ao/l5WVs2NBEIuGSVNInjEajiEQi6OrqUhFN1/ZpePHFYQDAzp0r+PKXT+PR\nR99BMrmi1gn6xcwYkn6fZbkBGtkHrruUh2FY2LJlHqZpKnApSR2ZTixBK8eS2YT1eh1jYykcO/ZD\n7N9/AZrmJdf6+vqUzeI9LcspnOoUsqri3ntfx4YNDgB9882juH59g2cuyfRm6k2ppGF11TmqKp2e\naGVWllptXsLq6hIWFhZQKBRQLpdRLBZVVHJ1dRWVSg0TE/cBADZsuAifb1XpmfQzqcOyWm6z2UQ2\nm8X8/F6MjHRD04CnnrqOUMitMcEsTmkDZRFY6pjTl5IiGKRdu9X1sYHQWq2GQCCgUkJkGkosFlPG\nluFoTliZ304GB4AHcNy8qeH8+V4AQEfHBJaWnsSlS19CtTr1L2qjphlIpY6hq+vHEQh40y5tu4ZL\nl56BbVfVhM3lXgQARKOfVBOks/NXEIt9BoCN5eVfRLP5gXK+5cJjWTcBrHjC/ryHrJwrFyzbnkQ4\n/C3EYr+CQODiuvbbdgCFwk9jZeVXYVmdrTY+0WrjhwiHxzxpoTJ6wQlD4ylT4whkWEim0XDSGDiJ\nJQNFUNru8FD5G41p8CD0arVbPVs6Dpy4gAsUpBExDBNusZKEIjYoSwlcJFBuT+9wF48qenpGcPvt\n38MnPvF/4PDhf8Dw8DuIRFZh2xry+SFMTT2CK1d+FWNjvwFNs1CvD2B+/rdQq30B8XgFW7b8LXTd\nVA5iqZTFzZv7FEMrwTH7J51TAOjsHMfBg/8IViDmdfHicczN9XgAs0ytpXPIRQIAOjquKDnIPQx8\njY6zjOTwvvycBKzy+/yRTKMkCzimHBM5nk5aiztGZClDoZDHqSVA4z1kijrnENPVJUMPeItMcby5\nOMnoYfuCDVTxzjuPoV53HWCZmiIBARdKtol94WfpiFiWhWiUxtnfkoGJUKiCbHZZESW6rntKyEtG\nn7+pKrrunnsqIxFSZhIksA9ra4Oo173VwtfWelCphFV/ZUaEnEfUt3x+s/quZRlYXNysGGYWrmDb\nOjunW7qWgK5bKJezKBQ2e8aM/ZX9MIw6du58FvSll5fv9py76/P5sGHDy4hELAwMnEUolEOjEcbs\n7P3KEaO+LC3txdatP4TfX0OplMLExJ1q3liWjvPnH4RtA11d15HJXIBpmgiHF9DR4RypdP36Xo/j\nIcEWZUMbJ50OflZu3ZCOt67rSKdzLT12XltY6PbYA6m7MsJo234UCnFcuLBPPS+bXYFhWGg2DRQK\nnR5yUNpjuQa1EysSSPv9bjouL2kbpL61Ry1c8snNyOARLey7rjvOLc8LHRqaRTa7jHrd19KZAHbu\nvApdb0KeExoM1hCLFdetF5zHjjNOIttUhZocXY+rNrbb0XYH91agzxlLrt+u/yJJVxk15b2y2Xn4\nfCbqdR+WljrV+3J85TzwytCNhMnMHY6rtIft85e6KUkpyon+CG2cJDWl3Ze2m+uvtKWO3S/hwIGL\neOaZ5/HEE69i9+4xLC5m8N57O1S7qF8SxDqyq2Pbtgm1N1pGbiTZKqN79EnkesrP2LaNvr5VPPro\n6wgGG1hZSeKFFx5AtRpRn5ma6sfp04dg28Dly1vx/POPYXU1iUCggePHX8fBg2/BMNztJ+3rLIkC\nSULJ/YySjGgn2dgfAkddN1CrObU4kskkJia68dJLB2FZGrZuXcSjj56DYXiJHvm3z+dTIJJjRz2h\njChrFo+hjoRCIUQiEWQyGSVzRu36+vqQy+n42tfy+J3fyePJJ2vo7a0jGAwgmUxiYGBAHbvCMQiF\nQgpkjY9HceFCVunc7t3L+PmfP4ennrqCrq6KAuz0H+lvkshkP2WmEvU+EAigv7+Br3zlIjKZENLp\ntMIJhmF4zkKXR7hQB0OhEFKplMeWrax0oVIJ4fbbL+L48Tfh87n6d+PGDZTLZQXeGo2GKtgDmDh2\n7AQ2bpwCj00aHR1aB1oLhYKH1CfxMzPj+MAdHVMYGxvDxMQE6vU67rzzXeh6TZ31WS6XW3bUSf9d\nW1tDPp/HxMQg1tYyMAwTe/d+qGQm50Q0ugzAVmCUJIhlWQiHIzh16hDKZT8ymRo++clxzzpAuyft\nZLVaRT6fV3bGsiwPwfH/20gomRrJqHHyUlGi0WjLqXNAWDweVxOW+d2SFQHcaOEPftAP7rkCgFTq\n+Dog+c+5otFd2Lz593Do0BS2bv1zZDKfgaY5E6FSuYzx8V9uGc88CoUTAIB0+jMA0GIbGujs/I8I\nhQ7AtqtYW/sKarVZtYDTaAEJFAr/BpY1pwaOQIKK5DI5byMQ+BlEo19BKPS38PnGWjJ1HYR6fQuW\nl7+GavVTIBHhLGAbUSrdCQDo7najoYC3Qp00boCXQXUBnjMRms2Y+r50hOn8cpxlSgudnWBwttXe\nDCwr6Fk8qPCyfZK9ZbtCIVnRNa7aIMGsBGzt+4C4IPj9Fu6445t46KE/xv7938Hg4CUEAhU4+9y2\n4erVz+Ls2V/BpUs/h8XFB9Fs9iEUWkOh8BgqlT9EMnkAiYSJwcH/iEBgDbVaEu+//9/CtoHR0Qdg\nWW60UUZHaAylo7Bnz2kcOfIcQqEiarUYlpaGAQDj47dhYmKfRxbSiZH79xwjvADTbGLbthfQ1XVF\nyYnGXbKOlLEEK7Kd0jHh+zJi5joSrPJc9pAPchGnDnEuE1TIvS60A44zpSEYrCh9kJWK5R4b9p3t\n4mLG+xuG96BljgXZdRlNqVR0FAru/lT207JqypGT4yBlIIE5HT/Opd2738U997ygovdDQ5dw7Nh/\nhq7XPHOQgFTOLcMwkEoV4fNZKiLkHM+kIRp1i6RJ55T/U08oe8vSsLDggkgAWF7epJ4jI8ryPnzN\n6V9COeBrawMwjIhyGuTzACCdnlR6AThRUE2TZ/4653VK3TAMAxs3fhfh8ArYnXx+r6eNPp8PHR2X\nsGXLt9Df/wYAYHr6mCpmI+UQicyjt9fZMnHt2kPQ9YDSJ13XUSwO4fp1p/Ltrl2vwu+vYGjofEs2\n/SgUOpTeUJc5F/gcOm+aZnrspwQLfE2mwDISGok48lla6oWmAbrutavrQZKBM2eOwrLc/cA8H3R5\nuROW5QXF7ZEv2X7OXbbV1WWmHgY885T9lcBCzgMJiAIBdx41Gn71vm3b2LBhBk8//V10dS0BADZs\nmMLg4Cymppx9UvV6EENDU/j8559T+0oBIBYrotmMriNfKF/naIYajhx5GbHYvCIyGg0DoVAFgYA3\nIkfdbgfU7IPsl/M9F4RKmXGcJZDlT3+/U4RvdrYLmubz2Av2gbrB+0iASvnL1+hAt9toSTRKIlm2\nSeqyXE+kDCT4lDZPAkHKpVoNQtcbSCQcIFkqhfDKKwdg225Gk8y2kZESy9JQKgXxzDPP48knX0Jn\n56rHvkod5lh5CWTX/vr9fmSzq/jUp15FINDA0lIKL774EGq16DpZLS52qPUkl8vghRcew9WrWwEA\n27eP4DOf+S78/qZHZ28V6ZZrCtcVrsUOIeYtlkjSgGMjCc6VlRXYto3r1/vx/e/fCdsGtm+fw4MP\nfqBITXkEiZSBJA+4/nDNot4Yhkt8095K4lNGa30+HwoFP/7wDzPYuNHEl75Uxq//eh579qTQ3d2t\nzg9llVtn/XS30AWDQbz22hY0GjJVHNizZwE/+7Nv46GHbkDT4NFrRkXpK7s+jaEKXhqGge3bK/iZ\nnzmPZLKGmzc3q7ZTT6V+c01hW+PxOBKJBDKZAHbsuIpw2G4VXfJjenoAADA8PImHH/4uwmEnWzOf\nz6tsM3kElWVZuOeeU9i0aQqWBbz66l0YHd2gns2fYrGIyclJz5GMbCP3hXZ1zaBSKaJWqyGbncPG\njWMwjKpHl0hqUA+c9tRx6dJBAMDWrVcRjbpH+rAdiUQZ9913ErruEqb1el2dtqFpGbz22m0AgEOH\n5jE0tKR0WuqW1DdmLElb4VTedY9a/Keujw2Eci8oFT+VSiEWiyESiShjVyqVcOhQBX/yJzkcOBBR\nZ4ESuFG5ATeSQ4FoWidyuYfg83UhHj+IbPbT0PWPPjT1oy5NMzA//1fI53+E4eHfwsaN/xsikduw\nuPgXWFn5DlZXvwfbbsDn64bfv1ex+06aQwC9vX8Bn28DwuHPw7ZTyuml8bGsMHTdiVyWStc8aUry\n7CnHIY5C16da/d6GQuFLWFj4Q5jmEGzbQKHwNFZWfguGMaw2j0sGtFi8vSXfnWg03DSRdpAgCQIJ\nLmzbRio1hfn57ZicPIKVlUHPQgl4nTK5yDDCQ+BRq2WxsPBp5HL3eVhfmZpzK5ZYLjZAEOPjxzE1\ndTc0LexhYTghJJvNPnChogG27QDC4TUYholaLYKpqT04e/YJvPbav8OFC09hbu5OVKsRz70tqwem\n+VNIJjtahbC60GweRaORxcjIV1AsDmNq6h4sLm5VcmZ0huMrnQsuyouLTiR/amoXTpz4aczN7cDS\n0hA++OCYh0WVMiOJ47LZJdx++1/gjjv+GoFACdu3P4tAYE6NgwRj0iFwFq86/H4NqdQ8du06jVBo\nAf39VzxMp+wDn8l9BqZpoqPjLDZtOokNGy5gx47TiMVW1Jzn3OVCIwGbo2dVbNnyoSIZ7r33BRw/\n/l34fN7qonwWdYb2oX3MNU1DLDaGI0f+FOHwuCclsR0oSwdCRodM00QwWMFjj30LO3ZcVXokf2S7\nAG+GBh3XmZnt6OmZRDzuyCObnYGmWcjl+j1jQV1x7I+rt+HwCh544C/R0+OclxkOz2Lfvr/Dhg0n\nPM6RA97dys7tTnogEMDy8g6PnVtaGvY4L9QVPrvdWXcqSBLk+RGNFjzPIdMeDmuIx2+2nluGEzW9\nUz3D79ewc+c/Ytu2v4Su15SD0dl5FV1d77ZkANRqKZTLXar9jj2pIBRaRSZzCX6/c+ZfrZZCILAE\n05SVU01s2fI9aJqN5eVhLC5uVbaJDkWtVsOHHx5CPp/F1asHYJpQlZuvX79NpYO1kxeSrXdsnokj\nR17BwYMnwFRWNzLnnmXnRinKiERYiMNGve5HLpfB8PAkHnnk+0gm80qeBK68Xz4fxvR0n4rCO3Jj\nUaJO+HxVPPjgt9HfPwrb9u6R5LwlEy+dGzpIzpg7fUgkFpBILCtdb9cPkiftIMVZQ2otm65h06Yx\nz3oyMTGISiWErq4Vjz7OzHRjcTGLSsXAzEwPYrEy3DR056zPctk77yR5qmkaymU/OjqW8OijL6nv\naRrw0EM/xK5dl9DZuerRdTmP2T4JsGU2BLOBotGiGmN5L35eypxHs8zM9LaiDwXceec5bN9+Rc07\n6gZlJ/vG58hom2HouO++d7Fz5zX4/Q1PdoeUs5SNdCLZt/7+aWzcOAbATRPkJSO6MvOmnfjTNB9u\n3uxGuRyEZWl45ZVDKJXcCK10YNkXF9RrmJnpw6lTt8EwTCwtBT1tpD/SDjDkb5mNs7wcw+xsNxYW\nMi0AGvLcx9UHN5W12WyiVgPeeusunDhxH0xTRy6XRLXqkolyXZH9kls9OO5uZsASUqm/hGV5Mycs\ny0KxWFRtl8EJ+oFXrvTjpZf2olLx48MPBz3zzetHercfsW/hcFi8XsP991/DE0+MqrZFIhGVkqtp\nmqpuz9cYXb15M4yvf70HzSYwPZ1BqZRRNgSA8lO9/XZA49paECdOdHvmt20D1aqBN94Yhqa5e04J\njKhfsvgcX9d1vbX3dC8uXRrGpUuDKJcd+clCgHJvrGVZiMViCIfDqopttVpFInEOR468g127rils\ncvPmkGpnNruET3ziW4hEplXkk+sFgahlWbh0aQj1ug8vv7wfH3zQrfRBzpN6vY61tTUsLCygWq16\nfLn5+S5MTm7EhQv7YVkNNJsN7N9/sjXnakpvCYJZ9Ir/1+t1TE4OYW6uD+fP34Fq1c0k4ByZm8ti\n8+bruP/+EwAaanscs1KDwSBmZ7fh8uU+nD/fg5mZmJrzLBbF9U6ejds+JxhQlHP9VtfHVpjI7/cj\nEomoweFiTOUHAMMAnnyygXjcxm/8Rh5f/WoMU1MBz+ckk8MfphX4fE9iYOAebNjwa8pA/n+9arWb\nqNVuotlcwfj4ryMc3oZNm34XhtGH5eXnUShcAADEYg9D01wmhv1qNmPo6fkOLCvUMjbOmU8Eic4A\n7oVtfwtraz+JSORPYRibUK1WlfHn5Gw2t8CyvoJ6/U6YZqpl1E3Ytg/5/NdQrQ7CMFxHUab2OgzF\nSmsM1uD3e6u08jsStLqLi/M7FNKxdev3cPbsz2B5eU/LCbGUMSRbxfZKtp/toBHI54ewtNTXcrA0\nZbxlJTNOXhoTFkqi89NshjE1dT8AeIgJtoffYd46v8cJHQwGFQgcGXkQzWYAKys9sG3JZLt7JHgP\nB8S6i6uu66jXG6hUfgLF4v1wDlwvYmzsfjgFo7xVACXDJ4G/rutYWBjG669/EcWik+KytNSDGzeG\n4US9sO47cu8P7xGLjcPvdwvP+Hx17Nv3TZw582WYpjedsR04NRom7rvv2/D760illrF9+/u4enWf\naj/bLtOjJPvIa/fu0zBNA07KdA2FQgdqtT5UqxtVKixl6jzX0Z19+84gk1nA/Hwv7r33e4jH8zBN\nHanULFZXh9X92x0r6hvbxHsHAjns2fMtBINlbNnyDt57b8AjK7ZfAuz2faOWVcM997yMeDyP3bvP\nY3JyC8plL48nHT8uwNIhdlJCB1CvB9RZcACQzw9C14MAqh7Q2x6dAYDl5QEEAhWEwxMAHFDX0TGK\ns2ef9owhdVdWg+Z7tJ2rq1vU+ADA5s2n8P77g9A0N4WHRV7cjAE3lTIe1xUIzWRGsbw81zqf1d17\nbBgG4vEb0HULlmVA102srOwBkITf70TZNm/+v5DJfADb1pBOT6FevwM+Xx79/X8HAKjVMggGV5DL\n7QIL7xDwRKPeAmGaBuzY8fe4ceM+jI0dg6Y5862jYwTp9ARsW8PIyCdQr7sF4uTcaTZ9eP31Z2Ca\nOjZteh9+fwOVShRTUxvWEWoyKsLLNE3s2nURg4OTsCwNY2Obsbo6oJ5DXaMd0DRNVcbl2bGLi90I\nBGq4665TCIWq2L79Cq5ceUiBRI6n3PPM9ntBaDd27bqIzs4FHDhQwvT0IEzT8OyFkgUn2H7q3YYN\nk1hc7FX60d09h+7uGei6hZWV7DqHvJ2QkX1kJNQwbOzYcRUjI5uUPDTNwMmTd+LJJ7/vAZn1uh8n\nT94Jn8/EzZsJAG4RLI61pnkLndGGsC/OnEljwwa3Mq7PZ6LZNHDgwPvXK0EwAAAgAElEQVSo1YJq\nL1a7DZXj7H7XPTqMFaZTqRUPMJLgT5KhwWADnZ3O+js93Q1N05BKFXHHHR+iVIrgww+3eEhJ2iQJ\nmNy+u1HKVKqA3bvHYVkTGBkZUim1ju0LeMZDZjlIEk/XdQwMzCKZLGBsbFA9h+9JvWt3LOX9bdvG\njRs9eO6549i8eQYzM53g8W1c37l+sn8cK7b5/fe3YmxsAM2mcwYw+yv1jN+hLlPX5Hqm6wG8+uq9\n0LQmGg332BV5PzlOHDv+ff36Rvj9Jg4f/hGOH38NFy/egZWVjOq3JBgBeEgiWffA0SHANDOIRC6g\nUrlDzVvpj8gMORkUAIBLl4Zw/XoPSiUDgHvONwMwsVhM7cmTOgdA7eczTRO9vXkcPersyX/vvV5M\nTsZUJJX2nYVDy+UyYrGY6tfdd9+Nqamb+Na3Yvjww15FdLaTUlw3vMQy8NprPbjrrhXE4/WWzJ3K\n152dfiwsuHtoqUdsu/T3CJp5QsTS0jK+970tCARMaJqFaDSKcrnsWfdIzvE7bA+P3Bsf3wigjMnJ\nTWqtnZ3th2nqYPp/NFrBo4++jFdfvQtjY/3rsn0sy8LcXA/+y3/5FCqVAJz6Bw1PoIA6xyAa4Pje\nHBsggDffPK76uXXrVXR0OHv7QyETudz6qtH1et1TJ0XXdbz55mdbNsMN2NE+mmYIKytpbNhwAw88\n8P8Q995Bdh3XnfDvhpfzmzzAJIQBQOREQqRAiAEkwSRSskTJslZxS9KWvXbZn8uWvV5767O1drlq\nvZZdDp8sy5JsyrKltWmKIkWRBAEGACRyToMBOJgc3puXww3fH/1O39N3IEr+vt3irZqaeW/u7dt9\n+vQJv3P69Et4+eU9aDa9kzAojfrHP96BxcVSa469LUfEp8S/5LySvU/yhq/pd7ves0goORmAt0eF\nKwBBLOD3fz+Fa9cMxGLA7/5uGf39gij8XCIyZulcS9MUh7r29a3DwMCX/387oAAQDi/Htm1nMTj4\nBzCMBKrVyzh37kncuPGbaGt7CKXSqwCEE8oNY0IIhHGQkEaC3wERimB9a/xzKJf/I6rVM9IRI7RF\nOFMhGMbjCAZ7ZCTZMHQsLv43OM5KaZBwgc0R1nBYIPuJxAkYhodUcXSTFikJdFJ4uq4jEplFIjGF\nbPYGE/aeIQ94aTLCMWsoApUcj3A4rJxnRWhcOByW7ZGiosXG967QxSOC9BwJU1p80WhUEez0Q+mO\n5HDkcquxuNgHTfP25tHiI4QVUPdQcqBApLkGACQlzQD1zD26uEInOtNYAoEACoUOeU8+n4LrxqUg\n4YYe39zOU2iLxeWYn+9X3hmLzWPdumekYqfINL/EPOm4fn0Y6fR8iw8sFAoZRZhSvwFIRUSIIADG\nC+L36tWnsGbNURnJqtVqqNVqKJfLCo+2t9/E6tVnkMnMYu/ef0EiUUCtFsHBg09gbq5Prhe+z5Ij\nyN4YqK8W1q//J4RCFZTLKZw8+YDkI87f/HnugIp51LF166vo6JiCbRt48819qNW8KtZ8Lmneic9J\nVnlpTuI8VH4tLq5QlBQfB98HLf4fQS7XpzxvWUHkckOS/jzKz9POqKgbrT8ghIWFVa13aWhvH8WW\nLd+DrlsyY8E0xaHVZJjwFOpIxNvnZ9tBlMubZGl5QqNDoZBMxaXCGnNzu1pRUmDVKs8Bfeedn0ep\ntB6u66Cr61swzTLq9TaYpnAgCoUNUlnSWonFlu71Hxu7Gzdu3AeAdIuFFSvEsS3j41uxuJhVjAOu\niwBgy5Yfw3VtrFgh9tpfv74Rtq0eY0EAGdcvlmWho2McW7eKQkanTm3F/HyvwpPcYCADJ53OtWgo\nFPb8fC9uv/0wwuEayuUkLl68S46XjBdeEZoUvaBHVUbmqtU01qw5K/ti24bMYOAyhDuSoh9iPcVi\ni3j00X9EV9ekHOOmTW8hGi0pkTi6eNuctmK+avI+vieU+H1+Po0LF1Yo89hoBDA/342pqQ7Mz2dQ\nrYaU/2uacGpJfpDBT+uA+hYKNZTnLEtHpUL7oT1whq9nLg+47vAq+Nug6r35fFoaXAS8kA7kfLVs\n2Sx03UWlEsHiojjeKBajKFJIzi9P4yW6cnCMG/y6rqOnZ7bFNyk0m2qmEN8DSvqM04b6J3RsEC++\neCcs69bnxRJf0Pe8+ijXTbquI59P4PjxdfI9nBdojH6bz3M2NBSLYYUneX+4zcjBUOoj3St4Qke1\nqmaBcJlN9gKtaaIPjfXChSGMj/dgcHAMjz32b7jnnpeRycwqoB71m36To8OdQtvOYnZ2H8rlzRIc\n4EY9Oa98frmTa1kWKhW16ijpmlAoJKNU5ETQfFD/KMI3OprGhQvtAIB9+0agaa7UCxQx9ZwiyDbT\n6TSKxSKi0SguXeqTziGl7JIzRDQgm5V+RBTQxI9+JAC5555bgWrVRDpdw1NPHUI67RXdoh8CfMjO\nJdoSvSqVihxXpbK04CPp4UQiIY9tIYeU1qcAeQI4f349KpWI/N6yApiaUrfwBQI27r77OAYHp6Rt\nS30mAKxWE74NP8KGzoLna414jGQXRUlpzk2zjq1bj7F3q4W7OJ9Se3wdkU3Pa6SQbUB775ctm8QD\nD7yMYLAh/QzXdZFKpRCLJaW+p4wmskX8tUNc15V2O9ksXEe+2/WeOaEAlIqRVKSIzsKhCcvlLPze\n78Vx9aqOaNTFf/2vJaxc6YWiqWwxTXoikUAqlcLQ0BC2bt0KTfvfN8RQKIG+vt/Atm0X0N39BQA6\nFhf34/Tp98NxitD1GGKx90tmbDQacqJs25bpxKVSSSoGx3Hk96a5hb0tj2bzl9BsnpIoKBl/JNQ4\nsthsiigDOQKEtnAkRhhAFoLBkVZ7RYRCF2VfAfWsMRJ+HihAldBE6f/e3sNKNIDuASBLgBNgQAa9\n67rS+cjlciiVSlLokpFMwpjo423a9/aPkZHNES5erIT6ytvjyDHNEVUJ4xXsaMHy9DouHOh7mtNq\ntYr5+Xnk83ksLCwoewVo7jyHFHJcXInRZxJa9AzNJxkT/vRQ+uFzIJ4tYs2aZ9Hefn0JH3d2XkJ/\n/5ty7fEoOOCdWTY6ugq1mnd+r3CE1aNW/Ol7qmBcuoaOHbsHtZrWqiLn0d87V62M7dtfBgDouoNA\noIlcrg0vvfRzmJvrlsKW5oHowgWxbdsIh2fR3n4DlmVh9eofIpWagG2bOHr0cdRqXmSA0oyIrvx8\nNz6ewcG3MTQk9tQeOXIPZmezCkDCnUZuYNBck2Im/pycVPdizs31S37hUW36zQ1ax3EwNzekPL+w\nMADHUQt38IgWRya5Q2wYBubnRRXS8fE74Dg6stkRbN78PYTDOssqMeUaox/hmHoGbrm8BZFIWp7P\nTOBWMBhEIjHSGg9Qr3eh0VgH03SxYsXfI5MRDujExKdQLO4CAGSzbyAeF98vLNwDw6jDtoOoVoel\nwUt0TqXU6NjY2B68885e0H5TTdOwbNkRRKM5NJsidZ/LNlLMngFdw8DAZbz//c8imVyA4+i4cmVY\n0p7WCE95pLUaiVSwZ88B6LqLmzf7cO7cFiU9jcsEANi06TSGhq7J/aBkaLiuhYGBawCAt9/+ACwr\noABfFMWkfotnhTzMZoV8LpViGBw8h0DAQj6fwtWrKyRoRRc3cOl/XJZMTPQiGGzKfaqib8D16x3y\nXuJZ2p9EfEZrg2RYIOCNu9HwCsIBnpN19Ogm1OvetplmM9jqF2DbDiYmltZ1oDRfPh4+n7Zto1xW\nnddKJYL2dkr9VUE97hyL8XrnWwKQIEIqVZJR24WFhHwXRTCpDRo/ACxbJuZmfLwTAFUsFwBLrRZS\nZBHJDX9KP3dCqL89PQIsnJpql7KYgwHcqaEx+Z1DwWtrYFne2b63cgK5fUAOAI+meiCpBtt2lD5w\nucrTajmfcEDED+xxGc/Hwx1P6i/RnBwNku+cL+hdnOb0jMdTOg4d2gE6T7m/fwyPPvos9ux5Ecnk\nlAKO0/qms+xpnGTg07zQOwFvWwE32MlW4HKfxsvpSBffvkR7MYkmJKv49dJLq2BZGnp7C9i8eaal\nC3QEAoYsJici92LfZE9PD1KplNTbtA6443Sr6Dq3oaha7bFj7bh0KYtDh7rwzW9uRrkcQEdHDZ/5\nzEl0dnpHkWmaOIuYnCkCTv3FNImmJBPp2BMqfskjqMQDnLd4wIVHdRuNhtyTTlcuF8PXvvYQrl3r\nlOuLB1kMw5A2BE8fprXit9W86KSt/HYcB5s2nUQk4gF3gUBDsdM4eEg0ILuT1gIBwvR/Gt/0dIds\np7t7Fg8++COYZln2LRwOIx6Py32dPNhBzjytX5p7at8PTPqDL/7rPXNC/cLQP5EAEIuJ0vnFoobf\n/d0YRkYMRKMuvvzlPIaHmzJqRk4OORzt7e246667/o/0WyAM3Vi16s+xadPbSKX2sjHVMDf3pzDN\nptxwzo+YoXHziq082uI4nQDa2NuKcN1fA3BSLhruZJEgowVKTEz3kvIixFoIvzOgYgoAEI8fXeIg\nAR4qTIKIK75oVOxpaWu7jEBg5icKHcDb/0djJLCgXC6jWCzKTdn0HI2F04fmloxm+k17FqLRqBRU\nvHoaT4niewO4YiMhzcfLjSOuvKnvHMmiSmeTk5OYmppCsVhEsViUffCjUxwlp8/+CqgcNKB3Uztc\nmfM+cuVsWRaq1QDeeusJPP/853Dq1D2Yn1+uOIWrVr2KVOqqYmBRO97e3iCuXKHoPFAuZ+W8+OeC\n6M1BDK4kAWBkRJzbyxU2d2IBYP36NxCPF5XnIpEKBgcvIBSqKc4D7wuPFLiui/7+MxgaOoSBgTNY\nvlykyp869QAKhQ5FeHPjkiuAYLACXRf07O4exYYN4hzas2e3Y3R0cAlYQAKfK2JqnxsXdO/MjGdM\nW1YAi4tdCgpPfEdrgXib+NvvhOZy3lEpxEdkLHNeormldjVNQz6/Do5j4ObND+DSpY/DcQyk05ex\nZs23EQppivKPRCJKJJU7J7Z9NxKJBOLxeAtJjbWipzYikRvyvmJxD0IhEytWfBvptHA0Jyc/g2Lx\nDui6jng8h/b2f26N6xGEwyJKWCqtBaCmvyeTLyMS8aJ04+P3Ynz8QdDRTWLMJQwMHGzx4F2o1cJS\n1nBZRXMXi4kxdXWJCGutFsH69Sdw221HYRge33NjUMy1i7vv3o9IpIZiMY7XX98NXVeLPJEsoDXf\nbIZx990HsXLl1VYfXLgucNttIgJ77doGzM31KWATl4kkuznAQU5oLpfG6tVi7/Lx41vhOGplXZ6y\nzR0cLnfy+TYFiAKAsTGR0stlDudZboDQZ9u2lYJCjYbnaHLZVq0GcezYJvm/Ws1UZPXkZC/8l0jD\n8xe48folkP825Zlksgyv2JI3/5yefvlK95AR3tk5K9trNsNyrGR0+uW067ryfNDx8W5mKNLxYvzo\nMRXU4u/36NqQKf09PaKg09RUp1IJmcvJWzmTAHy6X81s4WPgQBaPIpGc51kY/qg914H+vtDl5z3A\nk39+h4HT4lYONl/ffh7lbXGdzB1d7oA7joPFxRTOn18Dfi1f/g727ftX3H33C8hmZ5boI9u2EY1O\noa3tkvJewzCkI0p2DLcpuP1G88DXAP2PnDG6j68jv53B9xcDwPx8CG++KRysvXuvIxBoYtu2BQwM\nNGTbkUgE7e3tGBgYkO+i93uFlvQldKV6KDQnZAdbltXaY6rjO99ZDUDH1FQcX//6RiwuBpDJ1PH5\nz59FZ2dVAVHJRiKQza+vecVbPq9UoZ2e4YAO0YlHWClzh+yRRqOB69dFbY7r1zvgukAmU8bw8DvK\nkTs8Q47mkN7H+Y+eoWijX36SU2fbNpLJHNatO6/wWzisHl3HAQsekLBtWx79QwEM4g8hhwMyO4eu\n9vYcHnroeYRCRdlHkekkAAlySiORCCKRiLSnacwcLPHvA+Uy61bXe+aECmdOCG5RoKaOQqGgFBxq\nNpsyfD4/38B//+9tGB0NIBp18Tu/U8KqVWr+Oy2+zs5ObNmy5af0wLvq9Uk0mws//cbWRRMdDq/F\n6tXfh2Fk6D+Yn/8fuHx5F/L578Iw9CVGn23byiZiQnu88zQ3+uhUA/AbcN3DcgERYsOjGhSlIKVD\naaLEeN6zp5T24/HjqNcrcnMzzQdfzBRmJzrHYjOtvrno6zumKDMS3KSEKJJCC52jTJVKRdnYzTdb\nc4QI8ApYUR8oNYALZRJSdPHUXU5jLuhpgfDKcdRHHu0IBFyEw0WJaHFF5TgiokbnN1WrVVmym889\ngBZN6nBdNYXI79RxhcNpwaPg3EHhjih3Auv1GK5d24iDBz+EF174PE6fvreVoutiw4Z/QSRSUAAO\nAjboPZcvr4NlGSiVEmg2PcEKQBG2dHHDhX9fqcRx5sydivDliL3jOGhrewfDw6rgBYBqNYZaLQ7X\nDcr1x9/jj+QGg6LibHv7O1i7VqRg3rhxOyYnb5P38Pmg39xYW7nyDJYtu4p4fBa33/4iNA24eXMl\nzp/fqRhWxIfEN/Q8VxT+6KSYr7jsSz7fC8fx9qByUICPlfN+udyBWi0p2ygUehh4AMVI5PxCY+WG\njGFkMDW1G6bZhlJpM27c+DRcV0cicRFDQ3+LaNRELBZDOp1GNBpFMplEKpVq/U2VuXWEQu9HJpNB\nR0eHBAhFpHIMtG/UdU3U63ehr+/rSCbPQERAP4NabXvLCAC6u78OXW+gVhtCLvcIYrHTAIBSaZPk\nU13Xkc0eRE/PP0saTE09gKmpfQDUozZWrNgP06yjUsnixo1tStSAywAyXMPhksJ/0WgZ/f2XMDa2\nGpRZQ04kp/m2bW+jq2sGtm3g1VfvgWVFFL3EQUR6f7EogFZK6xQ0EhHRclmsGb9zSHPoX2OEwGcy\nk61+12AYDmZn23Dz5qAC4HCD2w9u8TYty8bUlGqwjI4OKCAOrQVuVJH84RXwTbPB+hqQ9/FMF13X\ncfHiGuRy4gzkZtMzaGKxJt55p1O2QT6nrntbXvwOMfVndtbbx0dXsRiXtCR60jNcntL46HviP6rk\nK+aS7ym2lEgIXbFYBZmMANgmJrrlveEwpRMGFV6kvt1qfoRO0vHkky+ju3sWqZSIpk5OtksDnOsB\nbtRzulCbfL1wENTvTJDMp4g3N4SJt0km83fz9Ec/kMh5kPMUGeTcoeTP0hmFgv628tv/t1+GNptN\nWcnVD4L/JH126tSWJengtVoEc3M9qFZjjFccRCJXsXHj09iy5e+Qz3crADE5b+SM8LXIgXOyg2l9\nkONKUT6SY+QQ0r2UlUDZXdSe/8i0/fuXoVgMIpFoYN++UTz00FUMDhakw7Fs2TIkk0llrmhNE73o\n3XybB3euedYUL34DhOXewZmZCL72tY1YWAgimWzgC1+4gJ6eMgzDkPtRCdzh7yZbhewI7mjS+qPP\nRE9aG6T7SC/SkXAU6SW6FQoxTE1lsXz5nASrPvCBM4hEqoqtS9kPFKSgOSA+5rLBcRzF5qW59Pb7\nAzt3vg2+N170v6qsSa5X/HKc1h7ff835ulqNS/lHVzq9iL17n0UwOCczGenYOwAoFotwHAflclmu\n81vpNKI1yUrukN7qes+cUMuy5Fk5hJD4CxXRgae2bSMWi2F8vICvfCWLkRET0aiL3/iNeQwPNxXm\n6urqwqZNm2RVr5/lCgSyOHnyXuRy+3/qvZyJTdNEsfg2bDsHTQugp+cPYBgdsKwpTE39CiYmHkOj\ncURhCDog1u/8EEriOOt8b7wHwPfhONukAcoFKkduiOm5cc+dGl3XEYlcUFo3zRIikcvK5mJKWSEH\nl9KASdBEozPy+Z6eE9IIoFQkaserjOlFT7iQ544g8UOpVJIKTvRvadoWjYWEBwlHjnxyAUmIEFeY\nfsSVH1nCUURB5xq2bv0nxaAEoMwrVRijSmE8LYLvsU0mxzE8/DIMQy3NT+mbxFv8ovkmQcPnmRtK\nZCBwXuXP1esxXL++GYcPfxSvvfbLuHZtD3p6jgDw1hy1Se3U6xGMjq6W+0FpDqh9GpufpuIeT+gd\nO7ZHGpTEK5xXDaOOnTu99ec4Om7cWIUXX3wML774YYyMrEW97iHE9H6/86jrOnp7r8nogq47sKwg\n8vllCAQWpaNHCpILZs+QsrBy5Xncdtsp3H33i62U4A68/fZ9cBwVaSY+pGf5mZf+fnFD27KCINlc\nKHQrGQHEe3wtkVD3EEcN8/MrWN9V8IeuW2Um0Hqm9jVNw9TUXmn0NBo7MTv7i3BdA9HoWfT0/AUi\nEQ8dp/M/k8kkTPNia4wdSKc75N7RVCqFVCqFZDKJSMQ7GqhWux3t7d9CNHoCrqtjbu6LaDZ3o7v7\n69A0Gx0dzyMSeQeOE0Qu90WEwzkEg7NwXQ212mYW7TuInp5/ku1OTz+I8fEH4LoeoAMA0egEentP\nAAAuX74PhhGS0WRuBBNfO46DaNQrYCPu03D48EMolzNyPomW9NzAwHVs2CBk69tv34lCoUtR/PQO\nWrs0J5WKagiI9tBq527U617EkdanPyLKDWXXtZDNzrZoJFI0jx3bBsvyADHidZJnnEd53+j78XEe\ntTcwMeFVcebOGgFXxHf+TAh/JJRoQvKC3ttsOnjzze0AgHrdM2I2bjyHzZvPodEwWs+J/vb1Td9y\nLjkolM8nlL6UShGUy5HW3KiOGB8/9Y+3RZ+7ulQnlGQz0cCfLk2puPl8EoVCWMrlUKjeGmt4SaSD\nO8H0ftI71aqDVKqEJ5440HqfiQ0bRnDPPYfgOA05R/Tbv62FRyv9kQu/HvFnKBFdaKxkf3Cjn9oi\np4DGwgMH3NbwaOnxEdGaH4VB46d9i47jIByuI5UqKs9wMIGPhcbnTyUmHUht0EWgv2WFceLEdoU3\ngsEayuUIKpUoABcdHZexY8e3cMcd/4COjhFcv34vms2EwuvEJzRmyqAhO4ZkNDlw5LjQZxoDBwX8\nupiig7THk+xBbgvadgBvvCG2hezYMY1o1MLQUBmRSATxeFz2jwMK9JvGIuRldMlZnBRFC4fDErAD\noKwxPs8zMwb+7M9WYXY2jHjcwpe+dBkrV9YVW4ye5WAtOZNkZ9L3qVRK2p+cfhy4J/uOAiLi3Ho1\norlu3UV0dS3ANF1MTyeQy0URiVi4775zsi+cj3lghO9Lp3u5I006n/pAMrO39ybC4SomJz3ATfBh\nQ3H0iQf4FgqiLf2mtUg8TPzUbDYxPa22f/r0Bjz//AOoViNyTVIklGwbDm7QWvcfI0d9owxKbmPd\n6nrPnNBAIIBkMqkYTTysTgMi4aNpGmKxGBYWmvjDP2zH1asGIhEXX/5yDqtW1VrOURTLly/Hpk2b\nlhRbebdL10NIpz+AU6fuw8jIb8K26z/1GWKYfF6ctRmN3oX29i9g5co30db2SwCCaDTOYWrq5zE3\n90U0GiMMtflT2HZNWdCeA7K59YbHW78PAJiDppkKsxOTc+FGjMcrjPEy17qeRyBwE3Sup21H0GzG\nkMmcUtojRIgcrHK5zPaIlBEOFyQdTLOB7u6TS5wzjtRTgROedkoLhlKHuOLgBjvRmac+cEfMcRyl\nChpHO2nRc2PIj/RzIUZ72Wgcwslt4o47/hmRyCLq9aQiUEiY8CM9iPY0156DaKOv7wR27Pg2CoU+\n6ax40ShDCmziXe5Q86iFHynmSBdXppw3OO0Mw0ClEsb4+A7cuPEQKAWLAxs0j4ZhYGRkKwqFrGzf\nH7Glyy8EyQkdHR3G1JSXLsoNA3LiNm06hFisiEolhnPnbscPfvBJHDmyF/n8cui6h7Jzh44EKo/s\nua6LgYHTylo1zQY2bHgWvb3XEAx6e4QJZCEDjca3bNlVRCJVpNPziMcLqNWiOHz4UViWB1LQsxTl\np6gfL3rAQQECkIhehmHCsgQyXSq1KcYRn2c+Xo7sapqGhQVvX2kgoBZAId7mhgEHWYjuJHN1PSrX\ngNjXcTsKhV+F6xoIhU4hk/kTxONBuec+k8kgHjehaTdaNF4jnU+KlMbjccTjcQSD3nwEgwsIhY7B\ndXUUi78My9qNeHwe0ehxdHR8G5nMcwCAfP7nYdu9iMfFs43GEFxXFHLp7HwD3d3fBQDUasswO7sP\nMzOPSIXn8amO1atFFHthYQXy+XWSR/kcccVpGIaSYgwAZ8/uRi63UtFVfI7i8QXs2vUaAODq1WFc\nvTqszBufF1412HVdVCpJ3OoaGVmDycnlcr3wKAgH07ixbFkWYrFpiGOMRJrpxEQPpqeXybVB4+Vp\njjQeLhu5ET8x4Rkrk5NdsCw11YzGR/qMvifZPTg4imx2AabJnVAN3d05xdHiDuDUVC+uXVsOy/Ii\npvPzaaxffxXBIBU8E/e2QHsFrPQ76MLB88ydU6fWwnVVB9wva4n2/Dvqn2k2kckssvHYUqZw0JDT\nlM4HHR/vUviDIqHValABBnhGDOc7r88GGo2AjJgEgxa2bTuHd97phm2rIJj/h+sLP0/7nTYOctJ9\n9AzpVi6fOJ38DgTnfT+ASj987nhxNdJL3AkyjDq2bz+HD33oFZRKQaWP/ovzOrVDPEsOHAdPuPNO\n/b96dRXm5kRUfWKiF7ru4s47X8WOHS/innu+jZ07n0EmI46iKhR6MTGxY0mfaY0Q+Exbykj+kC6h\nMZOtoOu6vJdkEckT6iO1x20iapOPP5ut41d/9W089JAalOjvX4RpepE9Pj8UueNRx1AopJzZSfYT\nOX+8ABrpHC7HKOjhOA5KpSj++q9vw9RUBJGIjU9/+hwGBnJKNg/JLh4hJudSZBWEZboozwYQYE9I\n4X+yzyhowB1+w9Bx113nsHv3CZBKHRvrwgsviK0Ca9ZMYdWqm3KdEz388pj4iWSIYRiSLpzf6bJt\nG2NjXXjmmUcwMyOKR73zTi8uXRqCYdSUY/j88oADTrQ+vcizV8COnP/p6S44jobr10WRw9WrR2BZ\nYViWB/xFo1Gk02lJV7poLDzdmUAAehfXs+92vWdOqGEYqNVqKPQKc/wAACAASURBVBQKyOVyqNVq\nMAxDFgppNptIpVJIJBLK4AKBACoVHV/5ShZXr5qIRFz8+q/PYeXKKkKhELLZLFavXv3v7k9Pz+cA\nuBgb+yOcOHEXKpXL73o/Meziojh7LJl8uCWwkmhv/zJWrHgdsdgHAQDV6kuYnX0MhcIfQNOKsO39\naDT+C5rNqlLkQwiWNQAeh23/EhxnEwAHrvvnaDTq0vHigpOjYTz1iUdCvVLZk5ic/AImJj4GAGg2\n0zh79r+gXF6joPaU2kFRW87IVJSIX319b8Nx1PMbqZ9UuIc++yOZ3Pgnh5GEGQkRf9SM2qHx+g00\nv/HOnX0uLHkkiPeHBFggUMS2bd9EKjWOfH65FOiEBFH6ME+Z9KeLCKFUx6ZNL2DduhcgzoPcKIW3\nP0LsB2Goz5QazFMfSEHyqmXckeepu9xIpPnkhiRHVOlv+ry4mMLIyAYAXvTHj7ABaml2onetFsWJ\nE++TffGnawBAW9t1JBI5vPXWw3jppc/i0qU7UK1GpFKmZ7hgI772O8SJxCLa2tRqqYVCDw4d+gzG\nxraDCmXwysmEMNOYVq8+ozxvGBa2bHkVAwM3FfAkkUhIAIM7KBxk4YqT00ukTYVbNAopCLe/eh93\nsDlv5HJDIFtL0xpKepGXRh6QP9Smf38NB4po3YmCBO9Ho/FluK4B0zyGYPD/RjisS3llmm8DEHMT\niWyQDmg0GpWHgIfDFoCRFiVDMIyLAAw4zm8jGHygdTb0Wy3ZchCa5qJa3Yxq9T4YhoFQSEQxq9Wt\n0DQNbW0H0d7+NAAgl7sT09M/h5mZRxTaEr0ymXNIpUbhuhquXn0AgBo5p/s47wqnwEvHvXFjPUZH\nty1R7t48NHH33a8gGGxiYaENx4+/f4nDx41vvvaEDgyg2VTPr65UojhyZLvsIwdcaC0QEEbylmRO\ne/ts6/+irVOndi5xHuhZGjd3wknOc7kYCnkFhS5dWqk4n1z2UT84rajtj3zkxxge9vYFb99+EZnM\ngnwPT6kjmf7aa1tbzrSQG3NzGfCLxlivxxVQiztT3rrUUCpFWustiEuXVsGrWu7t3ec05g4/L/AH\niHMDaf+uuLxtHDQXBOoKQ9mQkdCJCXG0RTy+AMdxZIVp2ntLc+MvRMdBP6Ix31sLiMJEly4tV/iG\ng4Ocp7gzyeU9zS+P9HNHgPMKl6H+iCoHjnm/ic7kQBC/caeZ8zz9phRBADBNF5s3X8WnP/1j7Np1\nAadODaPZDCj95H3hNKA2NU2TADJdt3LISQeJzzqOHLkds7NteOWVPZifF3uNBwevIJlcYO/TcOXK\noyATm/QxHx/JetM0laqtZM/wVEayEfjao/XG5QnRlv+f20r0uViM4+//fivyeXW/dyzWQE/PUhCC\n+kQ/vIYLvUuAPZ4zRzo2Go0usdmI9gQikz1kWQl84xubMT4eRyhk4xOfOIPVq3OShpxnyQkiGzqV\nSiEcDiv2FOlBKqJE77NtW6YHk6NIY3TdJu699zC2b1d9gNHRLG7cSOH4cXHiwP33n4dplhXbhkeN\naU3ouo5KpaLMDQ9ccIdUOPlizXR2Cnlx82Y39u/ficuXVyg2vj8CSjYVyU9vrovSruZbh2ZmOnH2\n7HocPHgnKpUIIpEqNm06q9hmsVgMqVRKAh9UqIg7zmRP0dj9NtlPCwi+p4WJCNEAPKQ4FotJxiHn\nhQbN06iazRC++tU+XLsWRCTi4ld/dQqbNmnYunUrMpnMrV/6Llc8vhGJhECtSqVjOHp0KyYnv74E\nUSMBYpomarUrqNVEqlki8aAck4jOLUd7+58gk/kOAoGtACw4zvdQq/0cgAUAr0PTvgLHEYzvpW/q\ncN1fgusClvUFuK4GTTsG2z6kMCCPAHHHwd9X7hgVCv1YWNgIxyHB34RhRFEsbpcGKjE2CXxSyrS/\nNBabbc2f3qJVOwKBKtrariiRR44C0WLnURiaR2Jaoh0pN7/hToaK38kBvIgAPUvChytK4i8aJ093\noc980SSTFdxxx98jHhfjXVwcVFIt/KlxPCWa5sR1XQSDC9ix41vo6RF7cfP5QThOSjpRpHhoXBTJ\n5s4XN0A4wk5zzIUyGQR+BJouepbew5E7vwNPgsQ0TTQaGSWVhTtK1A/uzAsHx8CJE3vguglJO3qG\nv6dSWYbDh5/C9PRaAF4hK+7w+p1p6oufZ1asOM/Go+H69d04fvyzqFZFNTh6hitvGlOz2UQ6PY1s\ndkpZR6bZRKnUjpmZAalYyWkj1JnoRE4pzS1HA3kkVCjhkGyf04R4noMk1Hc+z4FAFo2GSDMMBLyj\nfjgf8GincOpC8rPjODLFlu8rD4VCUg4bxh7o+n8DYAB4C7b924hEjJbB8GNJo0ikB7FYTPkRjup5\n0BEYQB2A0XJmH5TOaiTylkLvcPgSurp+D8HgCYRCwhCo17chk9mPrq7vttbj+zE9/QnU67dJegJ8\nn7KFwcEXAACTkztRq/VIniaZTvPBDXDTNBGJiHTchYVlOHPmXtAeU27Eiec03H77a0inc2g0gnjz\nzb0A1CJ5fH2QzFb/1lEuqym5b721G64bVRwCbnByecMdHsdx0Nbm8e7oaD+mptI/0SDnhimvyMz1\niuu6aGubb9FWw/h4n0JrP8rNDWUa58REOzQNiMW8So+maePGjQFo2tLtEUS3SiWi9HthIQbLWoqq\nG0ZDyjUOUvmNpXxeRJ3PnFmDRkNnAI4HKnNwjoxGTm/qD0/FbY1IoS/NOV3pdB6xWA2Oo2FsrA26\nrmPPnmPYvfsEolFBl3C4ijvvPCrPBaS54ACifw55JWEAOHRoGwzD22ZA/H2rPnFZzO/lDg29i6dA\ncl3K2+T6itYUzQl3Hsjx4sYu6VXeHud/T0drWLv2Bn7hF36Eu+8+jUikjoWFOM6fH5TtcMOc3s3H\nzeeIywTuVPkjWnSPZVmYmenEG2/cAcsK4MSJ7SiVlqbUj4/vxOJilwIGcJ3Of5O8oKNHeHFFbnMQ\n/ThgybcD8VRcsi/4RXNN9CiVUnj66TswPx9T7qPjfrg84BkcHByntUu2Hjkc9B0FlkSfRISRnqVt\nWrSFg3jCtmP41re24J13UggEHHzsY2ewb981aBoQiUQUHiXglJxR7lNQPzgoSP2kDEHOu0Jn1vHo\no69j7Vr17GnL0jA+Lgoz7t+/GouLYcRiDTz00BV5j3+bBLfVyOYg/uLgJH1Hdp+QM3V0dgrne3Ky\nHa4LzM2lFFnA+YDrCe4I0ruJd7ltks8ncerUFjhOGMePC9Bz3bqziMcL0vYAsKSuC61Fap8XyOIg\nAK/b8m7Xe+aELi4uKqgJdZZQFnI0SBjkcjlFCDcaDSwsNPCVr2QwMhJAKOTgwx9+C3ff/e93QOnq\n7v6s/NtxKrh06fM4d+4jStEicupEnygVdzvC4eXQdbHPgBhQGCIbkEj8HYLBr0DTegEUQdED192P\nZvMP0Gw2FMVp22JCG41+WNb9AIBA4G/guk1lvyH9kENEziPfK8idQeq/bRPCqRoe/OKLiH82zTwu\nXHgSMzMibXhubhX27/9FFAopacgQysOP3igUCvJollqtptxDfab3UBt8nxwtIN5X13XlOwgp5cgp\n7YHgCpwrUlIMXMAHAgHEYvO47ba/QjjszfvcXK902mjPKo2NxsGjis1mE8nkZdxxx98imfQMw/n5\nDQoix6NmtIeIK18ar9+A5hcZ3rSJn6eacseS3kPAAKXW+KMQ3Pigi39PF9/rwQUv9XlmZiWmplbL\nOaS+Es95Dn1EMQK40c2db38fST54qHUDy5eLM3DL5TSOHPkFjIzsgeOoQpobFTSftKb7+48pYywW\n23DgwEdx7tydaDa9g6+Jvv7UJ0IFOXLII++cFpYVbtGxphgqXLnziChHdgGhHBoNIe8MQ80CIGeY\ngwnUX7qHl+HnWyEodYuUeiz2ICKRPwJgwrbfRLn8awgESqjXD0g6RaPLpGMei8XkvqJa7V8ZNQ1k\nMv8T6fQHWeXcaWja9SU83Wg8iXC4AU1zYdttiEQuIpv9BwBAobAbc3P/AZrmOS/ckQkEAujqeh3h\n8AIsK4ybN+9f4mBxJ4UbvWL8JVSrCRw79jhcV61OyVO6Vqw4i4EBYYQcOvQBLC7GJZ9xh9Mf4SG+\npu/EfjJxLS6mMDa2TClUcatIEn3H0XXHcdDdPdG6Dzh2bLOCmpODyOUhN4z4AerUrmVZyGbnWmsh\nhnpdLXRDRTWoDS6nab2WSiE0m6rzmMslsHPnCXR3z7KCHB5oyrN8PKfZwcJCSrZBxYACAQudndPo\n7Z1QHEfqDz0/N5dCo2Hi7NnVcox0eTJEdfbIcSBad3aKegjd3fOt+SN+Veedg8O2baO7WxSLmp3N\noNEItpyZNDZsuIJwWAC+u3cfx8DAJGZm0op8I/nOMyNovnkk9OLFQUxPe/uWaS55pIZHTfwOF/+/\n34kl3ufynejD1wcHIPyymgrx8L1wXK/RD3f8qS+W1cTKlZN46qkX8dBDJ5FMVuW4Dx3agHrdBoHD\n1G9uv/Bok3+e+Rj4O/2OC+eDhYU2uC6wsNCBalWtP2JZJkZGdis8Rn0jx5Hbkby4HfWdHAkCFvkz\nnDfIaRHgfxWdnQtyrkIhYM+eMZhmVZE9XO6VSlE8/fTtmJ729kx3dc2gXC4rdhTnD9d1pV7jQQay\nf/nZ3Zw3DAN46KERhELe8THciSXQVrw3iKef3oJr17IwDBe33z6G//yfD2FwcAaAKx0hrreazabM\nTuIZdkQ/0vOVSkU6oNx5F0fbNHH8+DBOnFCrz4+PZ1CruS157eK55wT4uWHDNFatmpZt8/eSvOXb\n3Hi0WmRDeYElXfeKE3Z0zMIwHNTrJqanE8o+Uq9+jDc/ZD/SHHO/gDu8AGRBWNMMwHWFvXjlyhDm\n5tphGA62bTsi548ydxKJxJKAIfEer/YLYEl1ZD8A5L/eMydUpGoJgyiRSMBxmrCshhIB44f5ptNi\nPxBHQcT/ovjLv1yB8fEkAgEL1659BPn8a/+f+tTZ+XHoupqeMDf3fRw9uhm5nCjxT4ag4zhYXBT7\nl1KphxUUkDMBICYiHL4fhvHwkne67o/QaPyRVPiEflFEsVb7BFw3DMO4CcP4oTQeqYItMSIxJUfs\n/EY69YfGKCKhHmLCFRB3hnga5NjYvZid3YJ6XcxHOJyHaUbQaHQB8FJwOMJEFce4UUV0qtVqUnFz\nx5WjbVwhEOpCiBj1jRQMtc8jT4SO8bQAGiM36jVNQzj8DoaH/xzBIN/vE0O1mm397Z39yhEojswB\nLoaGDmHbtn9EMOih/66rYXp6jbyf5/dTW9wx5EqJV+PkgA3NGwkEGi9F6wiZ4ogsnx9SzpwGRHsy\nfHiUiJwiapsjXvx+oZAyUlGQ48bRXPofj0T5o6CkRPh76F382VAohOXLryMUqmJsbDNef/1TWFxc\nJvmMO+XCqPE22FN/dL2AZcsutz5ruHx5Jw4e/AQWFjrlHJFC86dHUT+4AKb+c7qQfBP9irTWECGU\nnpHADSQeeaY2DMNoGXOEQtoKUknvpWgtT1WltUDzQveGw2HpVPO0dF3XEY0+gFTqfwAwUasdwPT0\nJ+G6DZAKicV6EY1GZRRURFcdlEpetHTZsq+ho+NDcs9oIpFAIPCGTyIuh21/FZp2r0zFdZwOJJPf\nBgCUSnuQy30GphmUgAvJYxq7puXR2yvOmh0buw+2HVdkmj9Lgujs8VUdR48+iWYzLuUPn3td19HW\nNoMtW8SxPRcubMPs7GoJPBDtiD+40qY55MZgLOYVQjp/fpN8F93rP9LLv8aTyRpWrryCSKSOWEwY\n56Oj/SgWM7LvPHuEp5+RLKZ3cnlGz7a1CTDu5s0exXmndjlIQoYdd3YMw1hSGKitrYiBgUlMTmYV\nHeTPrOCXaZqYnU3Lz7Yt7t2y5RyeeOIVmVngB+xoTIVCEufPr0S97qVtijXq6T5uqNP65cbs+953\nCtu3H0dHhxoJJdXCnQ6vFoOOvr6ZFg275DPT00sr9l64MARN8/aA+yOKHJgSQLV4caNh4vDhDXK8\n3CgkecIjj3SfGtm/dWV2710NZXzUNrcVuONLz9O9xCv+Anyk/6kdmkPS36GQjSeeOIxHHjmMtjb1\n+K7x8SyuXeuRBjLZi7wvgHoMDXfCyLHjssA/Ru6w8nHH4yU8+OAP0NExC8syUa0KMMk0Laxb90No\n2k8+e5ToTE4F13PcxiRaEp34uiAnwTR1bNs2g1/8xbehabo8j9NxhH78lV85ip07xxAKCT2SyWSw\nbNkyKVcWF3V8+9vbMDYmMgUGB70CT34nkWQ78QVFIKloDa0dqphLYxa6KoBstoZPfvIsUinPjide\nIJuAeMa2A/je97bi8uUOaBqQStXw0Y8ew6c+dRIrVtSUojnxeBzJZFLKRIoqk6yl7VO3co5pbkRh\n1CTGxzvQ1yfWdz4vosTXr7dJADIUCuHGjXacOiX2Uu7dexaBQF2xj3iWDV+79C5y2Gnc9D3pmN5e\n8f7JySwcx1urdL9f5nJ7kfpAdgbJY8MwkEql0N3drRRXFfMXwvHjdwIAli+/jp6eSfn/cDiMZDKJ\nZDLJMpzMJXYCvZfzN9H/3a73zAkFPENUEAv4T/+phuHhqkR2iHiWZaFUKqFSqSjRNa/4ThA/+tF9\nANbBcco4fXof8vmD/+7+mGYKmcwTynfp9L3YuPE5pFLvA+At/Hp9AuXy2617HpNCgysyANJYt+1n\nYNsv/IQ3PwvH+VPQ3pRSqQTLslqb1dvRaHy01dY/IBisKUKdo9IcKeM/vDiRcFYpEqoeoszTSek7\nEtTeRWm7QoFGo6UljitHgMjYAbw8eI6ac8eRnqFqZX7klkefSCDwNimq5TdkeP/9jhs39qLRK1i5\n8s9hmmp1zFxuOQzDXGK8ceXLnbds9joymZuo19U0l4WFftTrEYlo8QgkpwUJKTFHugQl+B4wGhtX\nujxFA4Cyb4PTmPiEv4/TiN7vN0a4UufGO3da6Tu/AOJzQu8g4cmjvn701f9+jpbz70W0YQRHj34I\np07dD8fxDtKm+aI+chCEO+cDA2dhGDYWF9tw4MBTuHDhLtTrS8fO6cuzErgBT2MmYU1jMQwDvb2n\nkcnckEZzKLSIlStfwsDAcQQCgSXnDFJ7/qI2Yj4JqGgovEH95ekwrutKlJjvY+XFLujiiow+R6MP\noKfnLwGYaDSo4q1oOxLpVfae6rqFixcfBSBAqe7uX0Jv70cRj8cRCoWQTCaRyWTQaLwk3xkK3YN0\n+jvIZLYhGg3BMI61xi3eVavtRT7/WZhmUM4l0YLvb1227AUYRh21Wgfm5u5U5oyeIfDJ/7dhAJcu\n3YPFxQ6FHnxthEI17Nz5Q+i6g9nZ5bhwYZfCG5xXOA9zp4r0RXf3TaRSefn9zMzAEqeV8zo3rj0g\nKYBduw7gwQefb70POHt2NQYHr8C2G0vWF1+DXKbQRTJVfG8hmxVpYZcuDS2JJvGUfloHfMz0Pn60\nCl1XrvTBcTRFLvn759cVc3OeExoMinclEhU0Gibm57OSLlzuUztzcwmcPbtWyhjHIYdCLZbG6cIr\ntQNAvR7E1q0X5D5OumxbPVLFcRyEQnWIyvEN9PTQ/q5O2Z/xcbUoleOIaCa1w8fAeYoDzhQJPXZs\nHWq1mJxj0SdPvvFsKD/YzN/H5YsfqLzVc/S939FSnQ8vysMdKtI/3O7gz9P/y2UXP/zhXThyZC38\n14EDotjYqlWjSKfFOuLGN/WP2wl0XBunKdGH7B6uS3k7xKOp1AweeeR5pFKLqNVC2L//MZw//z4U\nClm4LtDZeQEbN/4jgJpix5BNRU4Et0HIyePj5+/lukvYwXUMDU3iS186hiefvIzx8SSmplKSZzVN\nw+uvd8F1NezbdxVf+tJbWL9+AY5jI5fLyWqwmqahWjXwjW/chpGRFNrba4jFvGg1zaNpmkv2MPJ9\ngABatmFTsTlpPLZt49KlNIaG8vjMZ44hk6lKW5FvS+LgtG0b+P73N+Ly5eVyrpYtm8OTT76EBx54\nDZlMQc4jBRnIR/DWucN4qazQlHgegNRfW7ZcRXt7EY2GgWee2YPR0XaMjrbJdon/DxxYh2IxjESi\ngfvuuwTXdVGpVGRghR9jROOnoxm5zUB2iuM4EpSglOibN9uUtUOOtH/fLwf+uE3GwaF4PI7t27cj\nk8koABc9Vyz248aNYQDApk0HAXiR11AohM7OTpmWS84pr0fCZbdfB77b9TPdqWmaoWnaCU3Tnm19\nzmqa9mNN0y5rmvaipmlpdu+XNU27omnaRU3THvhJbfINvPl8Hrpu4ujRMH7/90v4rd+qYGDA2wNI\nVRfT6bT04rkXHg6H0d4+iBUrvo9E4o6WI/rwv9sR1TQNXV2fFoTRRZ5/Pv8qms056LoQ9jTBc3PP\nAnARDK5EMLhKLlaOVhKzC7Tqw4jF/gXB4HMwzT+Epn0CwBYAlL/+v+A4/w8sq6kY1oIGH4HrdkHT\nStD1v2/1z0vR5P2iPtDfxBjUF4G00H1NAK4SUudKjxAOStejClmxWAyOIyp3iUgoL+YTkIgNMSsJ\nFVq84XCjdQyDqtj8CpcUwa32ToZCtVuilzza5V+QtPAokhyPx+U82baNSqUTFy/+MvJ5Vdnlcn2K\noOWoFm+TIk7l8lqcPv0RNBrqXpG5ufWyb54T4UWyefELEhzkqHH024+o8ZQcoh85t5y3ScjSM9QG\nGQacR+gZjnLxsZNgJ2VKbXHladveMT28P67rKvzgpyl3DIhefsVBPOFFtx2cPXsPpqaGpFInPvRH\nczna6gEBLgYGzuDSpTtw8ODHUSh0y375HTtStJTSTHxH7yFeobni1Q6Fwglj167voqfnLACgv/8E\nVq58G4VCr1TINLe0dvi+U+qXoLMHKBH9qK88fZ3kJP+eeIHWCf1P13VZYZBHvSORCNrankB//1cZ\nV9O662AIfQVnzz6OYvFQ6x4dw8P/E+FwGLFYDNlstpU2NYNG4wIADZ2dv4mVK7+DTKavJWOuQdM8\nMMiy9qFe/xLC4aicR13X5R5WGnc0OoFs9ggAYHLySZhmRPIKR6ppzNzBBwDTDCGXWy8LxdGeJS+i\nb2Lr1h8iGi2iWo3h6NGHoWnqOcA0/xzM8a8fwRcO7rjDy9oplRKoVmOyP7dyFPh+L5L/zWYQjiPO\neRPvAB5//GVkswUYhrdHy7+WiJdpTXInt719AWvWjCCdzsM0Hdi2jnw+qxguFHXgzjzvN12O4+DS\nJTW9DQCuXBlS6MMNc8FH3pFfNHfz8yLdtNEwlbYmJzvgOEvPUqWxA6JAWbEYYnKR1ou3l9VPIy7f\nLMtCrXbrIhv1elh5VkSJavjQhw5gaGgCwaAFy9IxOZmVjkilkkCl4u1fe+edbnlsDLcnaH7oM48+\nNxoBLC7GcPbsGtkOdyb5uuY8yEFUaoto7BVocRXZx3/zHx5BpYvaIZAU8NJOOZ0JQKLn/TqB+Kq7\nu4AtW64qNL98uRfT020ANMzOpvCxj+3Hhz/8Etatu4hQqKb0iWc6EJ9SP7ghTrKXLp5pQfbo8uXT\nePTRlxCNVlEsxvH8848gl+vG5ORyHD36BE6e/CAcR0d7+yi2bfsOgkEPyCD7hOjN+0NFYIjfuU1k\nGIaskdJsNrFiRRlf/OJ5fPKTF9HVVYFta3jllSEl+03o4CDeeGMQAJDNVvDhD5/Ck08eQCYz1ZId\nTZaiGsDTT2/E+fNZrFhRkfwSCoWQTqelbCAa8egcj9JyG0GAdsLWMk0To6MCjGpvr+BznzuGvr5F\nBINBaeeRPDcMQz6XTrfjwIG7MDrar8z/wMAYnnjiWdx11+uIxUrSmeNOKK1b3nfqL/0Qv1mWhUik\ngJ07RV2Jw4fXoVSKYv/+rZifz0o97LpuKxqcwKuvbgUAbNo0jv7+aWWdAJ7uJV1FFWaJx/h8eY6k\njd5eAfyNj2clYMLHw8GRW6Vyc+Cd9FgymUSlUsHMzMwScJueP3fuTliWiWRyHoODZ6UDHA6HZcV7\nGhMH9mm+aKxEf26z/KTrZ3VXfxkArzDxmwB+7LruMICXW5+hadptAJ4CcBuAhwD8hUane/suMt6o\nEqtlWTh+PICLFw3s2FHHH//xPL7whSqi0YZyLEmhUFCiOKZpIpvNYuXKlWhvH8DmzT9ijug+5PMH\nbvX6n3glErsRCg1h3bq/Q1vbBwE4OH/+Y6jXRdltIiyl4sbjD8pFTE6AbdtYXFyE4ziK4BB7XTtg\nmnug618A8Cdw3WdRq/0pGo0vwnEmYdvPK8pMCEATjvMfAQCm+QNEIrNKBI8UOAkE6gMtPGJ4z/gg\no82FbdeXKDpAdXJ5ehIxb6MhUOdgsARNayrRGZ5mQ4zKF0UkksfQ0BtSWJFA444zpXrEYjFpIFL/\nLctCJvOPrTF4Cpejc1yhkQHOFz5XmPR3sxmF69pIpURK5vy8QIVyub4l0QISMiQ4uYPiui6Ghl5F\nMjkN2w5ifv4euK6GXG6DYqTxSCSlX/MUOT4v3KClcdFzNAZyyLghR//jCpkbkX6DlJQfGbkcmPDP\nAe8/j4ZyRI7u8Y+DnuPt8sg7fy//nsbA03XFdzoqlYB0xkm+cMec2uSON7URi+Xw1luP4tKlO2Hb\nnuHJjW7Ob2TI+VPeuQFBaTl8HnRdx/z8StTrUeg6p6uOSqVfoaMfCDJNUyleIcah7u+m5ykyyPce\nc2Oe2uf86HfS/I6FZ8iq0SHBO3TsUwVnzjyOXM6LcMbjmxU5RUpxcfEZmGYaGzb8G9as+X0kEiLl\nJx6Po9H4GqPbB2EYv4ZQSDiU0ah3nAzRR6zxEHp6vg9Nc1EqrUWptF5JYye6kdLVNE0aPNwR52uZ\nGxUi4vIGOjtvwHF0HDv2GJrNmHIPd/L9a5XPq6Zp2LTpMGKxEqjYzuxsj7yH+JJ/5pEtal98J/ah\n8atWC+H06Q1yDfmjgnwtcdlO/2s2Q9iz5y3ce++bAIBiBNd7sAAAIABJREFUMY6+vgls3nwOtm0p\n69TvsHBep74WCmnwI1IWFpKYm0sp/eO6wC/Tac3OzibgOMDVq73KeCcnu+S9/Bku53nxJaIbvdsf\ngeV6lNPtJzmhdE6o63rRl2ZTR3t7Hnv3ChqWShHs2HEJu3adRqNRh+O4Skru+fNDyrxzucv1MMkc\nMaYQjhzZKsEooj2nP6cHHwvdx/f8kXNKa4J0MdkS1C+yyficcceZ2iHAkd7pl730Ht4nPm7XFeex\nPvroAYRCFmZmUnjjjXWwbQ1vvrlOPpfLpXHw4GZ0deWwZ88pfPazP8S+fYcwOHgTrqtGMukZv67l\ndOK04lHaFStG8MADLyMYtDA3l8UPfrAPpVK6Rb8MCoUEJieHceLEz8G2TaTTN7Flyzeh64vQNK8q\ntR/YpOhtpVJRQBz/eujsLOFjHzuFz33uFAYGvNTko0d7MD3t1Rwg59I0TZw40YdCwdtm1teXw6c+\ndQQf/OBpZLMiok9Oeb3u4p//+TYUCl6VccHL6vmZAKTNwrO0aN45GEf1PUQkL43ZWQG0RaNNPPXU\nW1i7dlzKaNLfpmnKbRsCEAziwIEPYH7ey4QQ68LFwMA1bNx4BLa9qMwzrylC88gdJG6H0Nzfeecx\nBAI2ZmaSOHq0H7VaDbOzBmxbnQeSD2Njy3H+vIjSPvzweWhaVRlDrVaTc80zvHitFtq7Sc91dOQR\nCNiwLB0TEwm5PmjtUVvUf79cI3lBNKXMI9M0cenSJczNzSlrjGffWVYGV67sBACsWfMmTLMixxEI\nBJDJZKRNzvUnB7ho3mlN8WDIra6f6oRqmrYcwMMA/gaQp88/DuCbrb+/CYByWD8I4Duu6zZd170O\n4CqA22/VbrValYZPIpFAoVCArht4+mmRV28YwL59DXz1qwt47LFFaFoD1WoVpVJJGstkTESjUaxe\nvbqFWKewefOPkEzuguNUWhHRn90RjUSiWLXqj9He/iTWrv07hMMr0WzO4ty5j8BxhPFVr+dQKLwK\nAEgk9iloEAAZAarX63IREuNyoSKETQCatgb1+sOwrN+A64agaQ3ZBhmT9fouuO4GADY07a8lOhcI\nBCQTc+XJU7n8RiZFQgFR6pwrAR6BI1SDPvPFTMYvAMRilSVOAwDlOe6kBgLzyGbPI5GYURA1oiMV\n0YjFYmhra1OUmBAgdWSzbyMYvKi8gyLH1Ady4rnBRIuX9spRv4RwcNHf/yw0zUGhsAJXrnwKCwur\nUastU5wmvteUK3oSJLHYVQwNHQYAjI4+gomJRzE7uwOum5ZzxNOoaY4ANRWWRw+5k0bChaPY1A8e\nmfDGBWU+uBDlvOh3fjkQwftG88idHO7IkvFOBgw30DlowFPE6PILW3rWb5jwDfc0H0RXrlj4WDny\nzy/LsrC4mEY+3yHnh4/DHwUgBJkrad4PADJVJRwOKwaamLcApqc3KH0oFnug6170kd7Do5VEB5oP\nsQ+HEFf1jELiC67AuLPBD0intshJ40qDnDy+xyaX+18AgFTqA/K+8+efQrOZw5kzjyGffxma5jnf\nXV2fxK2uSuUytm8/ivb2R2EYolpiMplEo/EPaDTear1/O2Kx30Yg4BU8oowLUoLUv0TiJCKRy3Bd\nHfPzH0c4HJFZHLz6InfoaezcAedjp+9EsaPrWL1aRHcvXboHxWK/Ev2mtcd5heQWtUWfOzvHsHq1\nQNxrNdGP+fleBTnnhh3NH5eXtBYMw4Jpquvo+PFNsCyvUi+BNv50QDJ+eV8Nw0C5LIBKOgsznS5g\n796DKJfD0HWPt/ga4Y7GrSJ5i4teZsjFi/2yHT42/gNAKcQiDF4do6PdOHxYPYbt5s12BXChcXJH\n3g8k8otkpd+R5bpHzNWtndB0eg57974JTfMKEzabXqRV3FPGjh3nce1aN0IhAYpOTQkntFwO4fp1\nL/uC+I/4gBudXB5fv96La9d6Jb/x/ZVcZ/Fxk7zyO6YcQCTe404h5xO/LKJ+860OXFf4QQH+2/9O\nwANEe3vn8fjjryMYFIWcvve9XTh3rh9nzqxEqZRW9Nzp0324fLm39byLlSsn8PDDh/DZzz6P9etH\npeHPnQGuu3i/SJ974wa2br2Ie+89DF13MTbWg+eeux+1WkT2nWivaRry+WGcOPHzsKwQEolpbN/+\nLYRCefk+HkniACF9TymdtC0JcLF79wg+//nDGB72CiYCQL2u4+WXe2WfuYMtZIWB114bXMKzt902\nhQ996Cyy2bqyv75crmNsLHlL4IKcHg8Eacq+cj1IwCk5Y1RhFQBGRtplH0zTwSOPnMBdd12F6zry\nSEaiI60DMTc6Dhx4VAGzAODs2fU4cOD9KJUgjwQkx4zPuR/cI4CE5r2/fwwrVkzCdYFXX90Ky1Kz\nxChj0J9m/PrrW1AqBZFK1bF37zUpO3ggiNYFAQM8Ek/vp4Bcf79IK5+cTKFateVJFaRD+BYZLuP4\nHDmOI/VaMpnEihUrUK1WZToy0ZbkNy/mNDq6E9VqEsFgFcPDh+Tc1ut1JBIJRKNRpaI+b4/bqLey\ntW51/SyR0D8B8OsA+MbALtd16cDIaQC0274XAK9tfBPAsls12tbWBscRhVjK5TLa29vRbDYxOprC\nqVOeAWPbQD4fhm03JIIOeGhlPB5HR0cHBgcH5TOmmcKmTaojurCw/2cYqrg6Oj4MTdMRCKSxYcP3\noethFAqHcPXq/wXXdbGw8AJctwHT7EQyeYecwGAwKJEs0Q9TGic0GfX6BBxnBLpeVVBaAGg0mggE\njiIc/hRCoW8BmJYMZRgm6vXPt+48BMd5W4n6EU2I6endHMkipywW8yoIG4ZXZIWMXp66QgYctU/M\n1d39Iur1eGucc3K8ZHjzlGkqokSLJRQSQrS//6Ai9Lnip/A+7f0EwBAjUZmwr+8HqNUqLb7wim4Q\n+gRASZcEvDRGjkTRokmnzyGZvAzX1TA5+SHouomLFz8GQHXGLMtSKrlx1FzXK9iw4VloGjA9PYyb\nNzeiVKrj6tVHFF4g2vijTjQP8XgVum4p/eMOKc0lnzMeDRffNxCJeGkRt3KseCqHv/iNcFQ0hMOL\n8hl6twBG6oqRxw0U7ihwRc+FJgeSOODBUTzOx7x9nlbMjRt/hNTvZPsNPBKUfieEG0ec/pyGNG4C\nM+h/sVhMIoS8H7z/U1OblLVfqQwpkTru+HFjnxuCQkFSYSIPbCJgiveJxkDtRqNRuU7p7C/Ol5xG\n9CPW8RyKxddactLbP7+w8EMcObIa+fwr0LQgYrEt8n9tbY/Cf7mug+Hhv0AkslL5fmLiT3Hz5m/J\nz729f4l0OoNsNisr79I5paQINU1DOKwjnRbZEeXyfQgGV0uHlZ4hVJ0cUPrNtxzwyCpfk4lEGevX\nPwMAmJlZj4mJXXL+iQf4Z7r4vAFoza2Nbdv2t9rqRSwmziWdm+tRMhZ4FJ0u7hCQYbVq1RnoumdI\nLy4mceXKWsXZ5PPLgRO+JlQjLbzkDMpcLoWrVwel8cb7yh0Jvl45746Pd7XuBUZH++T/6D4/aAJ4\nPMgN9dde24RSKSkduEbDxMJCVjqM/swEohsH3rxxArquOtN+B4vTp1730mf59cQTr8E0m7Bt7/+u\nuzQN7dy5QczMdEoQjarZXrjQDzrmxR+15rKPg8yapmF+vg1UyMg0LSSTnoPAacdpyHmS7qUxi6BA\nWcpEv3ynAii0NlRA3ZvPRKIOw1ABPZKDPD2P+kDf88hre/s4Hn30IIJBC9PTaTzzzG64bgKNRhyv\nvbZ2iQNtGCYOHtyJQkGtxXDx4hDOnRuUY4hEPHCKA3x+wNIDFW3cddcJ7Np1GgBw+fIgXnjhbjhO\nWNKSDHhejDKf78PJk59CoxFDNDqPTZv+BuHwrKQrpyPJYZJr3AkWdQ0sHDo0jG99ayMcRxkeDh5c\nhlKJByzq0gkheXfx4iByObWK79mzvfjGN3aiVBLRtmQyKeUk9YmcDM479CPAPK/QFNGAA32Uwsm3\nq9y40aP04+rVXhSLacTjXrYCbZWitUcyGsjgwoUdyvNbtpzG2rXHpX1IvM8zKMgRdBxHOc7FW29V\nfOADp1t0GcTYWEKuN5ojaheAjOy6rotiEfjxj0W13G3bbmJgYEHyNed1sm2pjzwNneRBvV6XRYnG\nxrKSrhxc98uBW2VFhkIhJBJlhMNhZLNZrF27Vu7nJL4nG4WcfmrXdYO4ePEeAMDy5ccQj89LPWGa\nJtrb26Vtxtcr/Z/WD7eX3+16VydU07RHAcy4rnsCXhRUuVwhCd7tIJhb/q9SqaBcLku0hxZNtVrF\nd78rnJtmEygWNZw8GUIgkJKTxoVPKBTC0NAQVq1apbRvmsmWI/q+liN6P65d+513G+4tr3h8M4aH\n/woA4DgNWFYTudyzAMTZoK7r5WATYsENTl59VDhEL8Cy/gMs6yE4zkMAPo1g8LcRifwZwuHvAAhA\n14swzX9CKPRZBIN/ANM8C00DNG0tLOt+uG4GjcbikugfoCKMXHCo5ZVDqNeXo1odRCDgnUVIi42E\nCjErj0oJFLGOtraTqNUyKBT6YNuuNHD8FWgBT4GRoRYOi3z39vZziEZnEY3OYdmyc0o/xB7NikQC\nicHFIqu05uYmBgZ+gOHhP8fq1X+jGM0ect5QNtOToFpYWJDHBJHhpGkWLCuGhYU70WwOtBZ4XIli\n0Lg4TTjy5boFNJth1OthnDx5H5pNC9VqFfW6oyCIHInyo0Wx2Dz27PlrbNq0X1HS3JGnhc8RbH4f\n4OLOO7+J97//23Bdewl6xx0T+s2jPsTHt932Cu69928Ri03Jtv1Vjv2IKSlQ6k8wWEQmM4NIJCfv\n4WPh884/u64X/e3oGMWaNUegad65sVyJ+BF2HtUllNo0a1i37mWEQt7RPfQufnGD1y/kHcdBIjGB\nbHYekYin7OjigADxId8+4K0NB9Wql1pULA5K2tE7qW/kLPjTlcUYqD1xaHYwGJRAhN8JuNVvARK9\nhUBgBoahng17q6hRLvevAFyYZhq2LbYaRCJiP5oAhzQMD/8VSiVRVMg02xCJrFrSjqbpMAzVWLx0\n6QsYGfk1tg62I5NZJSvuJhIJWcGXnGjaqxqJPAfDmIHjhBAOjyAUcpWjYsi4i8fjCppLjrhaRRhY\nu/bfkEgswDAMhMM61q79RwQCVVQqHbh27cMwDG+vLke1PZmrY+PG19Dff0GOhxzHDRsOIx4vwnWB\njo4JaJpIxx4cvIBdu56Dpnkl75PJWWzYcFw6mdxRFKBWAxs2nFboePz4DriuF0lwnCa2bj2GSMQ7\nd5vWPf/h7QNApaJWih8b60VHx6LCg7SGOHDEgRzAW4uXL6+Qbd1++1kFoPEDY0RHHomgvpVKcfT0\nLGJiQkRUxDl6OpPBapooB8J4hCWbLbb4rKy8h8sDP8j7kyKhADA6ulyRa/5jaarVIA4d2iD7FgrV\n0NGRh+OI429Ms3bLOeb0VAEoNYX6vvvexMc//kNEozUl+4Joy9ez3xGnz8PD5/HUU/+K/v4byl46\nogXdy50k3o7rukilivj0p5/H7t3HFOAMwBK5y6O1PIon9EYTuu5gejqDZ57ZjVotwOYmqETfiB71\negAvvbQLdHyP6JMGwNNxt8r44XTh9KfPVMH6+PF1eOWV2yW/cf1CvMLTpRcXO3Hy5GdQq6VgGDUY\nhshyo0wUst+IBuLYKvE/Tn/hpFRx//3XoPus9nXrFnDnnZOIx730U4q4eSBBAG+8Mdyisxj3hg0T\n2L37KlzXbRXP9IpGkazif3N+Ek5rCV/60jl0d6tFnrh88IqHNuT6m5jIol43kcvFYFk6xseXY3R0\nCI1GSAKMfvCOg8vnzt2GajWCK1c8AHPNmusAmsr4uc61LEuCjH77w3VdRKM2SqUIKpUgXnvNK17G\nwWayoXkNj0KhgEajgbNnszh3rgPlsolg0Ntixe0hetZxvHR22xaRTm73FotBFItBTEy0KzKMwD+y\n0Uku+O1/XdexZcspfPCD30V39zQ0TcPp06dRKBRk4MCf4UHP0hqdmVmLhYU+1GopmGZF2h90treo\nbO/ZiRTtpranpqZw6tQpnDhxAqdPq/rJf737jlHgTgCPa/8vc+8ZHdl1nQt+N1TOVcipgW50Nxqd\nI6OYKdKUqEhRpkiKkjWSbdny88yTLaexZvwsW/bz6Dk8eyzbT9KzZMqSRZkURVLMpJqkmkSzc0An\nAI2cCiigctUN78epfe6+F6DsWWvWku9aWACq7j33nH322eHb++yjKPcACAKIK4ryTQBziqK02bY9\nqyhKO4D5xv1TALrZ812Nz9ZcFDHI5/MyXxkQzDYyArz5pg8vvhjG5GQAS0t1mS5A6VeWZSEUCiGd\nTmNwcNC1COTg9Dh27foRhoZ2olodx/j4H6JUOovBwX+Gqr6zMvFebW2PIBTagkBgL0yziuVlUeU2\nlboXqqqiVCrJaJ+maa59aNwZDAaDqFbLEAe/mwDKAK5CUa5C1wHdMxuKYkFRXoOqvgagD6Z5L+r1\nh1Gv/xLqdR+q1SJzAvLQtISM8JEAImSMM129bmNq6v9mUVtTIjSEEPLKXnxPrmVZCIez0PUq6vUk\nLl/+WANpWluCnAtBmjPBrLnG+ID+/ueQyVyBZalYWuqHbTtHeRiGcOC4E2qaJiIRZy9EW9sb8u9Q\naBG1mqg4yB0Dqu5FqV3lchl+v98VMRXzeA3Gx/dDUSrSAa9UKjJ1nNBRbjxxgSty+hM4cuRjuOaa\nb6NSCUDTqpI3eJEG7ngRQkaCs1SKYWFhI+bmRBIBORf0HPE6FQjgglpV1YajbWJ2djMUxYaq6lAU\n29VfjjASgktoHHdMc7kehMM5VKsxV4SA0EX6n0cwSHnQfPX0nMHWra9jcnILhobulv3n0Qdqj6dJ\nbds2hOHhPQiHCzh48Bn4fDUYhg8TE9dKwasoTuSPG2fOmXa2jFwPDLyIzs7TSCancOTIx6HrumtP\nLRlI3Ljmf9MaHhx8BanUBIaH78Hk5F7pMNJ9pOgI9KCxEl+qqoqeniMIhZyqqIuLbbIdWnecVyg9\n35EN4r7mZnEuaiQyK5FUv9+Per3uAoToGf6Z6GcBfv+XoSgWgK9B07bIsfJCVvRZNvs9AIBh5DA6\n+tsAgHL5EnuLjfHxL4MSZ1Kpu9Y4+etdY2NfwszM3zVoFYNp5tHcLM4T1XVd7q0n5LZYLEp+q9Vm\noWnfbfBNFao6gkTiWdj2wxJZ54ANP9OXQC7H2Kqjre1xpFJvI5W6gOHh30d7+5OIRCZhmn6Mjj4C\nny8O265J/icDx0mbBXbseBUbNx6HbQPLyy3I5zNQFAXp9CQ2bz4NAKhWQwgGy41+WxgYOIG3374F\npumDbVvQNBvXXvtqA/Ao4803r3M5fbZtY2DgJAKBGup1HT6fgbm5Nly92uW6Z/v2i9i58xQ2bbqM\n73//PtRqa9Pqae3xtV8uh5BMClm7sJDB1q1XsGvXeTz77E2YmOiW9OQp+dSmpjlbQYj3l5bSWFqK\nwzA0TE21S77m64x4n/iVRwHpt6qa+MhHXgIgKsrOzrbJd4rP3Gn4FL3jYI6maSiX/UilhONCupv4\ngoOyPAW2XBZKeny8BT09ZPaI6O7ISIdsR4xdfE7sf/jwIAoFDX6/0qCbDzfccAalUgC33noCg4NX\n8fzzBxGPVzAz07FmWwHnY6IN/25ysh2GoaFcDrj0hANY2a55oudpXRmGgYWFNCYn25HPJ10gKz1L\nF33uTbsluo6NdWBqqsUFvHH5yA1zsjF4hokYTw+efFLH/HwK1arjhNCcUuYZ6WX6fHo6iZ/8ZBD7\n91/CCy9cg6mpVui629jmMo3zncNjvBaGihdeuBa9vbMYH++Dojjp8TR+LzBNtBV9zODMmc80HNkt\niMcDLp1NdPP7/ahWq64jtShAEwoZeOihE2hvL8I0FWga1bcA6nUd4bCJdLqC1VUdui6y0fiWFcMw\ncPZsGw4duoKrV+PYtGkJ6XQFN910Faap4s03t0DXxd4/oicFAnRddznY1OcPfWgEPT0FfOYzJ/Gd\n7wxgbKxZ1neh95LNQ8e5kQ4aG+vEW2/tgKJoKJUi0DTBF9FoVDqvImhBdPJJ8LtSAYaGDuDKlQ7M\nzqZx441DSKXyuPvuI3juuetgWU7kkNsafK8mDyoI2aTjscduQSJRRLXqh6I4x6FQNh5FmMlpJH4p\nl8vQdR3PPLMVtm2hVPJDVSFtXs7zqiqyZihlmNqntaBpGh5/fCP8/q0NPqpL3ub2Hc8IpfcAzmkc\nS0sdmJ9fhKZ1wjAMjI+Pu/pNP175JnSR+PvcuQ+iVgtBVYPQddVVKTcWi8nqyhwwpLXV2tqKlpYW\nCcicOXMG73T9VCfUtu3fAfA7jQV3M4DP27b9sKIofwrgEQB/0vhNJ5L/AMCjiqJ8BSINdzOAt9Zr\nm4yLdDqNQqEgjXQy/L/xjTAWFlQEgz6oqjvUS86SpmlIp9M4cODAeq9oTFwc+/cfxdDQTtTrc1hc\n/FccPboPu3c/i0Bg3Uzhda9Y7BoAQDb7MkxzBaoaRSx2E+p1seDozB+aCG440kQJ5v8cVPVzAJZR\nrU7AMGZgWXMQ2c2LEPWfZtfpwSg07S+hqlHUah9GvX63ZEhdLyEW+xFyuftdKBwXKopShGX5XCmU\nJDgBSAOEUmCDwaAspsSjhaZpIhicAACk02fh8+WhaUk5L+RocsSZUjtI8XDjO50eQbmcRCiUQ3v7\nSczO3iKFuLdCZDC4gObmw0inj7gos7rahcuXP4JKJQPAfbQHjZHScmm83PihuRERkSRisX/CxMR7\n1i0SxBU3jZWEPDkdzc2TSCTmEAgUUa/HUKlUZPoC36PL+8mdZsvy4ciR9zb6Z7kUIk99IKHGjT+u\nQIeHb3YZVDTn5CSREc2Rdu4IWZaFubkBTE31N/riCEr+LhoPj0y6QSGKUjp8x6O3RAee2qFpVWzc\n+BZqNR96ek7B56thdbUJV6/uhKo6qe58bgg8IUdD0zT09b2FK1cOIp2+iM5OYfyPjLwLfn+gUSjM\n51JGpKDIMOBjobGGw4J/q9W0pB3xEdGUZyiQc0jfAVU0NV1q0AqoVNIwzThU1alOTIqYlBehp9QG\n0Suf70QmM4xQaBEC1Aq6UFVSVmSU074TmgdNO99wQJNQlD7XOLwRmFptHIXCkQadUjCMZeJY11yX\nyxflf+n0bfi3rvHxP8PY2O81+hmEaYr01Ezmva70dZ/PJ/e1hMNhSQvL+u8AKqzFDyIQ+AQ0LShp\n5U3VpP090WjUlTERCj2FSEQAWysrH0N7+0U0NYn/Fxc/AaAXwaATXeJnDIo1aWJg4GX09oozTs+f\nvwHFYjNs24SuG9i/X5xfOjnZh0hkVTqhALC83ISRkQHJT1u3HkM6nYVh6Bge3uVaw8LAy2NgQCj3\n+fk2dHZO4u23D8K2RYopAAQCJezaJfoyPLwdtq2Dzi/0OiU8YiaMrbDs28xMM5qbsyiXg5icdAoo\nccOb+kb9J7o4fK9gYqIDx47tQK2mQ1Hc+5rWexZYK3NV1XFspqebMDGRkf3mgBg5QN4oIBle4lzH\nJZim7pJXXP5xJ1rokQAMQ8Urr+zDRz7yEkIhAWKVSgFUKgFXP4S+0+DzmZiezuDixY3w+Zz97aap\nwrIUhMMig6q1dRkPPfQcfvSj61xOH5cxnEbcARQRos04fXqTa7x8XrgOcwAT91mG2WwLnnnmVhfd\n6B6SH5xO1CbNswC9/Xj22RsbOss535vPCecfmhPuHBMPjo83SV3HP6f1zIuMkewEgFOntsGygLGx\nZui6CsB02WZkQzo85aYZ12fi/X6MjW2Q4+F05+uH5oavC+HQhVCptCMQcM7c9Dq8RAefz4dQKIR8\nPt9wTiv46EdPoq2tgEpFw/nzzVhdDaCzcxWPPbYThYIlnZlgUHfpdQLIAMAwbBw+vAUTE0E89VQ/\nbr31Cm6+eQq33joK01Tx2mtdUtdwIMc7XtJrjz3Wj0ceuYi2tiIefvgsnn9+M44e7ZE6i8bCbThy\nQt9661pUKuSoOluviH78ua1bj+Lcud3SHjMMA5cubQAAnDu3CfW6hltueRN9fTO4557X8fTTwhGl\n95H9Tfzh6A0nsits+CoqFR2a5uwVJZuVgzUcyCWH2zRNFIvkaKKxvk35Pr5mONBO9iCP9Iq14ARy\n6L1e3qe2udyjPmezvTh2bBuam5tdIDq9A4CrHeoPXQL4jcr5oaAfvZ+ykMrlsisYQXNPIAAPeLzT\n9W9FQr0XSfIvA/iuoiifAjAG4P7G4M4pivJdCE/KAPBZm0t/dtFEUGlqnurh8/mQz/ug64YUYOTU\nEYGoiMWGDRvQ1NS03ivk5fc345prLuHo0X2oVC6jVDqLoaEd2L79+0ilbv13DVwgw2UsLAh/Ox6/\nA4ahwjCcPQDk4JnmLBSlRRrqFGXkET4gDVWNQ9e3SSRQVWuwrE+wt2pQlB7Y9ibU6z2o1bphmhtQ\nr8dQrxsSYU2nHwXg3i9GqcHEnB0d38fExAMAIB3mxpytSTni++1o0XB0KxababRtoa3tGLLZn2sY\nqU5VUlImPC1QKHRFRkIB4ZjU62GEQjl0dLyNxcXbIPalxBpVMHXo+in4/T9AMHhi3bkJhxdQrequ\n4gDUB1pk5ADyBUsCmkdtFeUqotHnUavdAsNQXOPmBiehhdQmF9zt7SL9IJmcxOzsFsm7FK2jtAVu\nIHCUWFEU16Z+OpuKGxFep48+I7RuvXRK7rjyiD19xwUmd+ABuMZJF1faJHA5faivIh1KzDU3Lmmt\nc2VAdNyw4QJ0vY4dO14BANRqARw58h5YVgC2bbrGwR15mlvhuNjYuvUt2LYP/f1HAQDT07uwtLQF\n5DhxRcDHxZUQnyddNxEIiOhQqZR0GXBEP55qQ+PhRmMqdRmaVketFsLqagfq9ahrzgjl5/TmRgBf\nT4VCHzKZYaiqiZaWt7CwcIsL4eRGH60Dor/oz7HsNV55AAAgAElEQVTGt3vh9wdcSoneS2PM5URB\nokhkLwKBViwt/Yi13QTDWISmJWCazvqOx6/DT7vGx/8rRkZ+U/7f1vYZTE//JQKBLkSjeyQPES/S\n+iVZWyr9JQA65iQMv/+L8Ptvc0Vwuazjc0EywNlL9BYM4x8btPl5xON74PP9OgCgXL4Htn0r0mlb\nFuOgeXf222vYvPkFdHcLmp4//y5cvnwAgHjv4OARRKMrqNWCOHHiFhw8+KyLFsePXw/LAjRNQTK5\nhO3bRUrziROHUKmkoaruStS7d5+CrhvI5ZKYm2tDrebH8nIrxJEqgtf27z8Gv7+OlZU4zp1zqokS\nXbkjw3Ws4C2Rjjs11YHubgGMXriwGYril2MiPvTKBqI3N9AVRcGJE4OwrKAEXLzrjssPknu8equq\nqvD7HWPpwoU+zM3FoSiWBE8IQKKx0HiJr5uaFpDNZsDFo67XkEwWMT+fkM9w+tA4q9UATp7cjFwu\nhKmpVvT3C0CWDrXn9BV90aCqFl55ZS/orGlHb4j9rMGg49hNTbVgZKRTGrJcL3NZQ9955TR32Dn9\n+ZYPDsDSeuDpj0RDbk9wh8kL/vF55yA4dz682yNI3tHz1BY9z8E3WsPUB28El97jjugoOHt2OxTF\nKZRENgDZlDwLgHQoOW58TXhpwHUxpyd3BPjxNKSnKM2WaOBNOSV9TPv2dV1HOFzHBz84hNbWPKpV\nDRcvZvDss/0olRSIopI6VFW0RdFGqoxLfSD55vf7cfp0rEELFS+80Au/X8F1103ijjuuoFIxceRI\np0tGUv/JYSH7Ttd15HIBfPWrO3D//ZexbVsWd911CS0tJbz44g7Ytq+xVv2uLSsO7SLw+535DQaD\nMspGtg/p9lhsEQcOPIdXX70eluXwPtHr8uU+mKYPt932Orq753DvvYfx9NM3oVh0+JVsKe5UenmI\n/qcoMgCEQiFXWi238+hznrIsigUaUteSQ8ZBFNI5tH2N85yu69JpDgQCUpZ57Sq+t98N+Ds2DVWQ\nLxaLkl58ix23Ob38ze1eHvQol8sIBoPIZDIolUrI5/OuwArZuXS9g/vn7u+/eYfT2Ku2bb+v8feS\nbdt32La9xbbtd9u2nWP3/ZFt2/22bQ/Ytv3sO7VHhCdEmghKCp1SJTkKQ3sKyZBKp9PYsmWLy2h6\np0vXYzhw4JgsmGEYOZw8eQfGx//03yQUMY5hGMjlxNEssdjdLsOcoog+nw+VygsolR53RRPoHp4a\nRO8lFEtR3oSqvgu6/nvw+78Bn+952PbXYFm/jUrlAzDNfahWo6BDtgVDnEA0+hNQxIxo5d3PEQ6P\nIp1+WTI7d0jIYKWxkDNZqVRQKpVQLpfl4q3VaohEnAzrlpa3EA4H5aZnrrC5kUI/gUDRhWQLWs7A\nslSEQstIJC43iiFpyGR+gkzmNxCP/4F0QGu1AayuXuOZ2yo2bHhFKisezRNzbciN5Bwx5eitbdsN\nwfAcVNWAql5t7OWsyupvdC8pD76Hhd6n61W0t48AAJqahLNOQojvB6C/udLm/AZgzRwBWNNn+oza\npec4T3Na0L1eQ4RoxqO/3IgjPubKmbfPjS96xufLwjQNkJhRFPETjWblczxi6BgqwIYN7n0E+Xwr\nMpkl6PqqfA/xOU8NBpxKwqnUmHRkg8ECKpUYLl68U/bXG83l+zDp4gWtVFVFKLTSeLeCej3lSgum\nNiuViixfz41zarujQ0RBFxcHMDe3F/l8r4uGpIgIUKjX63INcsNR0MwphNLW9mNQlVy6OChDc8uN\nWFUV60rXD0oaEDjAo2KKomB5+TEAQFPTB1AsnnPNTyjU2+hPzvX5qVPvgWlWsN7ldUCbmj6Iel2k\nOGYy713Dt6S0RYn4Ksrl30Kp9PeNscSQSHwf8fg9iEQirr2fhNrS57Svhc6fzmQyiMWWYJpfBGAh\nELgDyeQvIhD4IyhKDcB2BAK/Jo+PEXtQBQhK+05DoSAGBp5Dd/cQAGB4+GaMjV0nFXlz8xw2bRIR\nyRMn3oVaLQrDcPZcTkz0Y3GR0u+rOHToJaiqhfn5dly6tB2Ak74u6J1Df7/Yb3ry5AFUKnEcP37A\nZSRnMgvo7xe8NjR0CJblBgSJriRf+HcC2Re8NTrajVQqB8tScOHCVhef0t/cqfc6noATuavXQy5D\njs8v8RvJBG5w0fjFOnH2QI2MtMG2HcCUrzneT+7Abdgwi49+9GlkMmIt9/ZO4aGHnkY0WnT13Utz\nUb8igOPHt0FVVYyPt8p+5HLubSDUB8NQcerUFiwvJ6Wc5XvA6nVeuETBa6/tA+AALjytkBt76zmi\nXF/wdcudQG5z0PP0HN+Cwx09Pn9cd3hBXe6cctuHAxs0Lop0UX+5YQzABXxTf/kPb4/X4yAaUT+p\n7w7470TCebv0t/e8dBoPpwcfB6eR1znma4t4mBf/I7uEA5XEr36/H7GYhQ9/+A20tuZhmgoCARNX\nr2Yk4F6tOpkzsZjYLkN6gtscPCOGeFDoJwtPPtmFn/xE8PF73zuGa66ZcfWHzz8vbukAA2E89thu\nvPFGLwBg794p3H//EILBmiuLhe+7J/lJ+z+j0agrVZTeQSDQ1FQKfX0juO22V2FZVelg01wAwOXL\n7XjqqetgGCo6OrK4996X4fc7epjzLre5iEbkqJqmiUKh4KrvYtu23BbGbS7iU0WhaLdzXAptdeP3\n833DPJ2WHyVDGVOU9UP3EkDCbXda37ROeKEjclLpPSRDqI9cNtD64GAt91G4TDUMQwIRyWTSVa2e\nxsfXXq1Ww9wc1bBd//p3O6H/f180YIoO0eD4pNHAKV2qUBBpWkRkUc64Zw0S8E6Xrsewd++PEY9f\n2/jEwsjIF3D27IdgGCvv+BwJ6lLpOGq1KQA64vF3r4l6kJMG9GBl5XdRqbwsmZMEHAlNvpCIyVX1\nNijKr8K23416vReG4T4Lkp8nJJi1gmTya3IsAOT+Q953QUsVHR1PIxJZdDlBxMSAEODlchmrq6so\nlUqoVCqoVqtyYQnlA0SjM7J9n28J8fh5KTR4lI7+54zs8wkHxDTF4igUWpDNbkOlIiodtrYeRlPT\n42hu/hXo+l/AtkehKD5kMg+gvf0HsO0/h2071X0BoFzOoLX1BILBOZcDxx0u/lk4HHYhnKqqNhzu\nHJLJtxp0HEO1WmXRbdPlpPH9LBzx7ey8DE0T32Uy0y4FyBUNCQMSityYIH7mCC3xPK84SxdHs7mR\nwQ3A9QwX7tBy8IB4kxsuPLWNFBA3HsScus+mTSbn8K53fQ3p9DgAIBLJ4cYb/wXd3adl36l9asMw\nDMTjs0gmF1xznMmMo6fnFBig73JGCTHk4Et7+6irDdtWMDDwHJqbL0oBzWnNeYQbVtyYolTySiUB\n03RHdfma4kqS0962q2huFoeuLy4OYmlpAKur/QiFQi6l5TXuuYIW/5Mx5JNj8/tX0dx8ZM37vc4w\nKSFNW4WijDTGf4AZFu6oo6IoqFQuoVw+1ej3E6hWxyVdA4FuKMr6VUOr1TGcPXsfLKvq+nx8/E9d\nDqiuJ7Fp01/I/fbrVdR19kkdxdjYnSgWn2p8oyCT+SckEpulU0gGD/32+/3yJxgMIhqNynuDwSry\n+c9B7I8dRHPzV1Cv/xFsexKKkkIo9GWEwwlXgSOqMBwKhRCJhNHf/zQ6OoTsuHz5dkxM3IB0egaK\nYsLns7B//4tQFGBmpg8TE1sa8+Br8JWGkyevleMcHDwh03CHhm4DoLiMKMuysGvX21BVG4uLTZia\n6sX4+EZUKk4UT1UVHDokjpOZmOjG1FSXy4jy8gV3cIjHyuUQRkd70dUl5P3Y2AYUiyHJy9woct7r\nlkv8b6/c4s9ywJIDbF6AS8hBpw3bdp+LTf3iDoP3GhvrQCJRQColMhpaW5fh9xuYnGxZcz/JZ9u2\nG3utFVk1eHTUycAqlZxUQi7Hc7kYjh4dlDKFInLUT+IBADh9uh9LS3HZb++65yl5ROv1HAZ6N8+G\nccsgd0TSC3pyOeN1RHgb9Hu9uQWc7Tnc+KdnuHPtBsUcXcnbof56dSPRkdrh4AEfN9+GRPPJo8Pc\n+eEXd755FJju53TimS90cfuD/gecTEAOkFO/BdBWxnvf+wM0N682PrcxMpLE8eOt0umgaBsV8qEt\nTwSak91Mx5aQrUrbPAStFDz5ZC/efFPw8r33juCWW8YlnajPvNo6lyNiLjS8+uoWPP30bhiGgp6e\nJTz88BtIp/Ouo8Boz2c8Ls6DTiaTaG5udu0X5bxL/V5cFOn/PT0TuPvuH0NVa9LWJtvUtm1cuZLB\nE0/cgFpNQ2trDvfd9zqCwZLkaQ4ME5/QnNF4yIYgYIP6QDKS5o1sJOIFXnuAQNxSqSTtRMrq4GuY\nv58XGiKac76m75yKzc7aID6gOSWnkO7lmQdkT5Bs8Nrs1A+eucCBLA4+hcNhpNNpl93Fs8rq9Tqm\np6cxPT2Nn3b9zJxQMhp53j3Pi+aL3jRNV0llTdMQj8eRyWSQTqff8R3rXboew65dzyEev0F+trj4\nON5++yAKhdPrPkP9oaq4kcj1AKIypM6dOLFHoR+AiXz+88jn35AMQtEFwCk5zYUmGf7k/NCioe+J\nCQgtSaX+Bbou9mWpqiKPLKDD3HkBJ3HMiIGenn+Cpglnle4PhULSsaIoDlUuJtSSFmkgsASq4kdX\nOPyCKyLEGZf/rtVq8PtXMDl5D8bH723QVselSw9haup6AEAyeQktLc9DVQuw7QRSqf+EQ4dGsHPn\no+jouAWZTAZ+fwX5/G4Ui+KQ4NnZa/HWW78D0xQGEhmftCBJsZEQpY3/fLEJnjoFn0/s0YrHp1yL\n/50MJkKqaJxdXWclXRKJBWhaXfI68RKBCSSICHXjRgD1i++T4AKJ05U7iISiEpJF46Tn6H9SDCQc\nuQHBU1y97yRhRgKK+ssdU2dd9SEcXkFLy2iDpovIZKaxsLDRZcxwA9u2bWzc6F6Hpqnj9OnbMDT0\nEdTrTsEMep4uPse2baG19YqrnVBIKPTV1S3S6SO6EZ/z1G1Oh3h8DD5fFcGgAFEINPE6iVxR0XdE\nM7/fj9bWCeh6DfV6ECsrG6EoAZhms8vA4SX2+V4W4hHBWxfR1/cEfL7VxthF+f329qdgWfU1RiLx\nLEVqxbyebFCmDT5fr2yb+krPK4qCQuHJBq2iKBaPQVWdcv9tbb8A2sfJr0zmgwA0LC095XJEx8f/\nBCMjX2jcJd65adN/Q7U6AsPIQVVDSCbX20tqY2Liizh//g7UauMg9ZVOfwrp9H4X0k5rkhuj3GAm\nJe/3q5ib+yUYxjh0vQUbN/4zqtV/QaXyPAAVmcyfI5ncLOWlcyZprOGAhtDR8S9oanoNAHD16j2Y\nmnoXdF1Hb+/b6Os7hS1b3kA0uoxaLYBTp24HnY9Zr4u1feHCPpTLcdi2jXR6GYODIp335MlrUSol\nXCi4rutIJrPo7b3cuOdQI80TLtmxceMlNDdnYZoqhoYOShnHDS6vA0DzTe8ql6M4d64fPT0i5XR4\neJu8VwATzkHsXjCLX5y36R6KDNF65WsacIp60JrifeTH0ZgmpK7zRgD5u3lfstk0CgX3cRXT080w\nDCdFkwxM6q94l9uBrFZjsmCOabplMvHd4cN7Ua2691e7AT/xfKkUwNtv71gDJgJuZ55f3FD10o2/\nwwsueJ186hvfskIGLL+P+IODo3yrFOcl3mdezI876Vw/UZ8URXGtX+oX6VCuf7x7CImvSKdx4JiO\n0eLzyQFlntW2HqhC64r+584qN855RgEHnXl1fq9T5NbheXR2PoVDh76CcNiRqfW6iuee2wG/PyBt\nx0gkIo/Po/odFHnkoCbNJQ8I0CX+t/HEE5tw7FgzAOCuu2bwyCPDCIXcYDXRnmxZ+iE+OH++G9/9\n7vUolQJIJku4776XsGHDjJznYDCIeDzu2s9fLpfXAE6GYaBQKMj5WVyMSuCnq2sW9977Y/h8VWm/\nUM0SRVEwPp7Cd75zEJWKjubmPB544E2kUk69E5o7bncQ7WjeaQ2RDW5ZlkwXprmkPhNvc1CFdDjd\nQ0EkDprQmiMHnMYvQDaHrt61apqmzOwhYIx4kkBVekZkbpSk3UdygexeKvIq+I5vn3J0haZpcj3y\nLT6UvRqPx11FT+m5crmM0dFRzM7OolQq4addPzMnlPbVOMLYOeOHLlIGhHqUy2VZkMjv96Ovrw89\nPT3/n98tHNEfIZG4UX5WLl/CsWPXYm7un+RnHHU0TRO53A8BAPH4PdLQ9DKYcBCboShRAFUUCr+G\nSuWcjCjSeGhPEU+78xrmNGaKSFqWkzKj62cRi73k6isxLe8zMSIhxqHQODo6xBl1HPVxUp1smYpL\nFby4QR4Ory12HImcRaUyKjcpk1HAFwQt0IWFbZifvx3Vakfj2Xns2PE32Lz5BwBEuma9HsP8/CdR\nrf4jEolfh6I0uZDtQuF6jI5+AisrGxttjMOyfKhUIi7UmBtu5PSRs88jWORwt7YOyTHFYtOSfrSg\nSWGQs8KdOVVVEYsVkE47x+Sqqo1UakYKAM5P5BiQ48R5n/MCfc+RMlrwPP2Bo7NcoHL0mV8k0Egg\n8fu4wcD3QxDPkGLi1Vq5EUEKz7KCyGa7Xe81DB+Wl7tdRhLn2UDAQGenU9gml2vHj3/8MKanhbHN\n582rvKj/lmUhkZhDKFRk6wO4cuU2nD//Aeh6RApVThuaE1K2JLRFBHQZhw79LZqazjfGEUZb2wl0\ndR13RYw58k/042BMc7NIY81mt8K23WcgehUBR9VpjognV1f7kMm8jQ0bxI4Hn6/UeLaGROKkHA/9\n5uAWrXtKxVXVAy6DlsbMkdSlpe822ipAVUPYufOpxtErCtrbfwGG4U7DBYD+/q9g+/bvANCQzf4Q\nZ8/eh6tXv4SRkd8CII5vAWykUnehre0RZLNCvqZSd0LT3E5CrbaA06ffi8nJPwFgwedrA2BB01Jo\nb/9tF8jH0e31QB/uCExPfwGFwutQlAA2bXoUhnEVCwtfAgBkMr+BSORdLmVPRp7IxPEhkfiGlMOL\nix/B6urdDcPCQiZzBZs3H8bGjWI/8vnzt6JYDDXGrqNe96NUiuLChb2NubNx4MCL0DQL8/MduHJl\nh1ynHJjdvfsoFAWYne1ENrvBNc+KoiAQMLBvn3jn2bM7sLISlXzOnRJudBOt+M/kZDM6O6chIq5p\nzM01rVl7nNfp4jKAeJdkhjf7w5sax+eMr01ujHEnVFHc2wi87+cgGWWfqKqGsbEOF39dvdounyfe\n53LQK08Bq2FsCSOuXndnUtAzS0vxNU6lW1YLGXrkyA7Uak7KJN3H+8SjsvQ9T63j9OKyY72IHZ9n\nHsUgWUTGNw8OcJCAxkT6kc8ltUV6yKt7+HaZ9dK3SYdRO/Q99YEih/QdjZvsKV6JnwP33OngspTL\nebKzeLt8vjjN6KJ+0jYKb+YVtyHoh+tVsrOi0SFs2fJ7aGl5EaJYnHMNDQ2iXm+R2wCi0agcJ/Uf\ngMsh8NoJ3FYlu8IBbxR873sbcepUBooCDA6u4gtfOI49e4quM1XJDiIe4HaD3+/H6moXHn/8bmSz\nKfj9Bm6++Tns3HkBfr8IjtTrdRSLxTVbkviaobl3+qtgdtbJOmhvz+L9738VmpZ3zSM5h/PzTfjW\ntw6gVPIhnS7i/vtfRzJZlDQvFovScSV60Dqq1Wqy6iv1h7bDcGDLu7WK7G+essxlG/E6BXnoPnqW\nnHvyb+g91AcHXHeqQ3OHkWQE2dzUR9L5lUpFBs3ofRQ153KBA+bkIHttGeqDpmnS8eXyYGlpCSMj\nI1haWpK0/WnXzzQSSigOHZYeDAZRKBRciCZfAHTMhqZpCIfDaGlpkftEvYLu37p0PYqdO59BIvGu\nxicKLKuE8+cfwsWLvwrLciJEpmkinz+PSmUYAOD33+oSijQeYhTRx42NfuWRz/8yVHVWCgVaAPzA\nW47eUXvErLVazVVExjAKaGr6ums8isJTXn2SyRxU0gn1t7Q8i0wmCzrM2ItUEz1pYfNFGo/PYGlp\nE1ZWhPM/OXk9xsbuhc93WdKEUkT4XhxH8anQtCKiUWHMq6qBWGwStq2gVGprvFtFoXAdqlWRpry8\nvIxCoYBcLtfYDL0JpmljdVXsoYrHJ1y0ILryIyZIYJNByhWbEGJXkUqNyTai0UX4/eYaBUz04cKD\nPmtvX1uGuqlp1vU8/c0NQFrA/GgfmgsexSSDgCPffN8MPbNe5IE7b969jzQ/gLvQAzdayemkdciF\nERdKvFqhaZqYm3OfEbmwsAGq6ndFHfna7eo6D1GQTMWFCzfg6NFHYBjtkkacBtQ3juzS5x0dzlwa\nhh9nz34MY2PXQ9N02T9uoHKEmxt0pKhKpSYEg3kkk1cBAM3NZ7Bt2w+wutrimg/eHo8MiKimhaYm\n4WBnszvlPXxLAs0HHwunMbVnWT4sL29bw28A0NLyHGzbXVyCFDC1Jfp5vPHEXlf/iS+r1VMASqjV\njqFep7TdEAYHn0QqdStisUNIp+9CMNgDyyq7+hAIbEAo1ItU6i6XIzo6KqrgxmKHYBhZaFoUvb2/\nD0VRsLgooq3eVNzl5Vdw9OgeLC09A4qc1uuzjbF+GoqiQVUdFJ2Pm6dMcUfIsixks1/F8vI3AQB9\nfX8Dv78bY2OfAmAhGr0T8fgvSdDJG42ybROBwN8iGHwOAJDPP4xy+V5p1KXTU9D1KnS9BlF8LQhF\nsdDcPAldJ+AniLNnb4Bti/W0fftJpFKLjTTcW6GqawtPpNPT6OwU6XInTx50AZi0RnbvPoFQqIJi\nMYyTJ7e7eMj7N4+QcfBSzLWBgQERcT19uh+W5fCoN5pCfMnPTOU04/qIdAIHPrjDxEEb3t9otIBD\nh84gFHJSu32+GvbsOQ2fz3a1zcdB/eXyYmys3TWf9D/JP+4kcweExnDjjcexbdtVmYarKAq2bbuM\nnp5JeS/XpXxN03eCP3XMz6cxPNznAsG4E0/Pc2Od+JvmjQMsXL6TjvI6nHRxevF3eYFQR2a4q+ly\nHuD8xT+ne/mcEp/wOeGAGz3L5T4HCL36jRc58tKHwFb6nNrSNA3d3VkoiinlI18HXnCE/82/p0gT\nzQ9F6DhosFb2OsAJyedcrhf1egLea2kpheHhXVK20Fi5s8udZwIPKRhAgDk5TGQPEW9QARzbVvCv\n/zqI6Wlhl0ciBj72sXN44IEzSCarkmYUbSaaUdEfclCLxQieeuoujI+LasJ79ryOAwdeRb1elmP2\nZgESYEQ2J/WV5m562p3x2Nq6ivvvfwOxWM3Fz2TfZbNJPProtcjnA0gmK3jggTeRTueljUVri/MU\n0ZRHC3mBT9IdlO5MtOeV1+lesj/pHXzt05zTWAOBAOLxuNwuQm3SeiE68TXtXWMiM0PYvZFIREb+\nub1H/SG+ID6k57nsWM8e5D/kLGuahkQiIYMkuVwO4+Pj0tnmRVDf6fqZOaFkhK6ursoz4GzblpPB\nFzovTODkzEewZ88e2V6tNovJyb+Cba9f5GW9SziiTyORuAmi8K8g1vT0X+P48ZtQLo/LyVhaEgZS\nMLgb4fAGlxPpRd5FXzeyN2VRKv0qarVZF5JJUQYAUhDxlBNiQAqZ0wJrbn4aPt88+GVZpmvxemlA\nVcXEe02kUn+LQEBxISrcQeZKgaOd8/N7cP78J1AskhKvYXb2Wiwt7ZHzRcKJ76e0bRuh0Dw2bXoC\nO3b8F3R1vSD7s7S0DadO/QbOn/8sTNMPv38FicSFBqo1j4mJCUxNTWFmZgbZbFZujC6V+hpzkkM4\nXJZCmqdIeFEk6hePSpumiY6O4+CXothIp7Ou9D6+eG3bRqlUkpEl27bQ1nYShuE+m7GpacaFbPMF\n6VXoxBfUX+5weiMWJDC80UhS8mTckTClPvCoLDdcSfnyzfPEi2QY0u/1zo/0pgjT/wsLm130mJvr\nk/NDKfYkeBUF2LjxDPL5FF577ecxOnojVNXnogPfi8sjHV6nj4pDlcsJHD/+KczPb3IZMtxg4IYJ\nKXGSNTRf+bx7HzIALC93Y2mp1WXs0vupLzwin0qNQtcrMIwAcjnnoG1C0Pl6pwqBNHc0Vs432exu\n13sNIwjL0hAKzSCRGJY8wo1HZ37nAUw33n/QBTqQQq5Wj2Nm5iHMzHyaOAwDA08glboFABCPH0J7\n+6cb/Flz9cWyKhga2okrVz6P5uYPo6Xlo/I7v78ThYJYbxs2fBHnzn0Ui4s/RLl8AQCQybynMccm\nRke/iJMnb0OtNo1AoBuBgDvzZWbmTzE8fBCVynmXIUDrnOQz3yPj9/tRLL6Eubn/CwDQ1vZ5JBLv\nx8jIJ2AY8/D7N6Cz879D152zB4km4rcNTftL6PrTAIBK5RdgGB90FU4isIEun6+CwcGXITBTocQX\nFjZgfLy/QctFbN0q9pSeOnUdVlcj0gBzEG8Vu3aJeyYm+rC83OpyVgRIuIyBARFtf+utfbDtIOuD\nU2SLzzc3dLjztHnzBILBGiqVAEZGeiUfUhtc35EuIx1G/eEAAP/M62CR8UPrkTt+9FyhEMHWrWN4\n//tflmP6+MefRnv7Aup1d6VWboxz5xcQcnJ2tl2mwi4txbG6GpX6Y70fLucAIJeL4vbbj6KjQ2yH\nuf7607j55mPIZtOST/h7udwm2Q4AtZoPr7++HwSucLrwrRLcueKOJb+4Y8gdeZ6O532OO+dcbnGe\noPnl/3Me4A4mgT4EMHL+pXGRA8adN3KGiDfoeXqG5DXXk9xGpGgL6TDAKRpDPMXHQXTw+2v45Cdf\nwt69k1CUtYXb6H/ql5euNE80bm/0i/iP+kNRO+7ACRtsBVu2/A0CgayLxratYGjoFiiKk5nDAXDa\nskEF2Mi5p5RcmkuiKR2vQU4JfU5F2zTNj3/8x30wDMde3Lo1i89+9k3ccss0VNU505TmjBxKki9i\nXoI4fPgOnD8vjk/s6zuH669/DLadkzYV+YgWx1AAACAASURBVAAc5CN6cDu0XC67IqEAUK3qWF6O\nYMeOUdTrTiVdsl1UVUWxmME///N1yOWCiMWqePDBt9DamnfJFc4zxIecT/jccYeU7EEuvzgQwoFu\nko1cttJ9VFuAaAE4WQacthxQov7RvdQ/4o1IJIK2tjYkEok1oBC36ziYTzzC76F1zXmKxktbMVKp\nFJqbm+H3+7G0tITZ2VlZV6ZSqSCXy/3HdUJJcFDYlwyx5eVl1x45ElIc2aQSwb29vbK9QKAd2eyT\nOHny3ahUJlzvAd7ZGRWO6FMNR9QEoENRAsjn38Tbb+/H8vKLjfS3ZwAA0ehdUojw3HAAro3Smtbn\neo9tT8I0Pw/TXIWiOMeZcMOS0mALhQJWVlZQr9flYeq0cAKBWQQCl1Eq7YX7WpsW5bxblPLml883\nhWDwUYn28DQLbqgTckbMWKt1IByOQFGaGnNRdNGD2sjlco3FXUM8Poxt276BvXv/Am1tQ9C0OiqV\nFEol0cbychfy+RjKZQULC7sAAKHQ86jX61haWsLc3ByuXLmCiYkJrKysyHeVSiFUq8nGvIxLRcVT\nZzVNk4cNc6eFeEz010Bnp7saKwDE49NSEMTjcTQ3NyORSLiqABuG0TisOIdLl67FkSMfa9AcOHz4\nIViWClW1XUqLjEuOcJGAIsXqdR54iqYzp+5zPelz7lgSTWheucNG31OaGjdI+fsBB4gAHIHH7+ep\nXFQIRtM0lMsRLC+3yf4tLGyUPEVjJ3qk03OYn+/GSy89gJWVtjWONvWFlDFfF3xs4fAqEolFZLNd\n+MlPHsHKStplxFHVZ4qIEd155J7o6uzLiKBajbr4Y2zskEQEad7WIofOmY2ZjIiULy1tg23rrowF\nbvyQo0jzQNkVHKEEgJWVzTAMpyBQPr8Z2ex+AEBT07MA3AWleNTciYL2Asi4DFDHiFpBrXYCprnY\nWGM3IZ8fwvKyAJDS6Z9DJkN7u90pN/X6HKrVKfT1/SGuXv1jzM8/Kr+r1aZg23UkEjeire2TqFYn\nceaMaMfv78TCwvdx+fLnceLE7bh69Q8A2Mhk3ofdu19CtXrV9R6frwv9/U/B7x+Q88+3dpDjROMT\nRzOMYHr6lwFYSCbvRXv772Jy8osoFn8CRQmgp+frUJS4nH/i50gkAr/fB1X9cwA/bMzVL8KyPiwj\nBGI/uh+p1LCrn+VyAm+88THMzW2U/SoUWqAoKhTFxMGDL0JUw+3EyMhOadQImS7WcHPzGFpaZmBZ\nCk6edPZ5OqCjjUOHjkBVbczOtmJ0tNdlcK23XvheOMEXZOTb2L5djGF4uB+mqUne5JEq7mR5DRnu\nLHDjnNYKl0P0OeCuLMpBOsuyMT7eBl3n+w0NjIw4531zucR5n8sHYXsomJgQVUHHxtrWpLlymvC+\n0d9TU05lXPEOYGamCcVi2GV8cgeN6AI4hWnOnt2E2dmU7Cd32r2gI3fmeYobB/44wMgNaB4V5GOk\nH9IDvM/0DMko6r93TXnnlLK46OLzQG1w0IP6xeUg9Yl4m+/j43Tgc0X9Wi8Cze+hdhVFwdhYJ5aW\norjtthP41KdexN69IzDNorzX+671MgCob9Q25zkeTaU54lka4vNlbN/+VYRCC412gVJJgG3j44dQ\nLHa51gSv88DnhNoj8IV0P68TQTwGOHqGO4KWZaFa1fHGGzyIAvh8Ft797qv4zGeGEYtZLgCZbCRe\nDE4Uhwvi0qV34a237oRpamhunsEddzyGYHDGle5N/EIpo2SPcvBibi4F01RgmkqjPyZeeWUzXnml\nF7YNaUvTPNB4ZmYUfOMbe5HNhhEO1/Hxj59AZ+eKK+OQHDtvEVFe24HsA+oz7UXl640DycQLnO+8\nfED7eqPRqORz8oVofmj8NG9crhKAQO2RPqDtewQy8PNwaTx8HfH2yM7nAAcHgLitQ+udAAWyqYgW\nHBj6adfPzAnVdV2eW0MRPADyzE8iHEezNc3ZJNvd3Y1Ewp260NHxS8jlXsTQ0E7Mzn5LTgqwfpU8\npy9R7NpFEVEDtm3B7++AYSzizJmfw9TUH6BYfBOA2A/KGYwQPR4pEpO1yfUORWmGpnUA+KEUtCQs\nKOWY9gYQiksGBpV7FkqmGwsL/ydqNREFqdU6UCpdA7/fJ2lDKA1HJi3LPdXZ7E2wrCzq9UnJTNzx\n4EYbj9BEIhGk02lEIj2NeSq6FK4Tfawhk3kNg4P/FTt3fgvptEjrWl3dhMuXP4FTp34T2aygUTi8\nIJl2ZkYgZ6HQaSjKXKM62iIWFxexuroqy2cT3QuFnsa8TMrFSxc5L1Q9jtKESWiTAEqnxzE/P4Ar\nV0RxpEoliaWlLYjHp+QCSiQSaG1tlXNN80+oXaEQwsTEdigKVb0LoFzuxpEj74Ou+10KjaNn3oXN\nkTKv0vEWQ/Ciy5wPucAh45AEGTdMefsk/EnBcIFIz3LAgfeTG1v8/CsAmJ0V85zLNaNYDEoFRM4v\nGQUrKxmcPHmjNHhpnuh+ryFEf1Mf6P+2thGMjAzijTc+hGJRlwUGSMbwfRDcyacfUtZc0QOQoAkA\nFItpzM1tcskmohUVDRDywEBPz4swjArSaRGhWlnZ7SroQXNB7+JG33rAkoO46lheHpSfr6z0Y2Hh\ndti2gmh0DNHoqAsw4YpK0+jM3X1rFJL4voRi8buu9xYKr2B+/muIxcQRSeHwFqgqod/u7AsA6Ov7\nEmZm/g6jo78DAOjs/DW0tDwkv1cU3xrntVabwuXLn8PMzN9jZeVVKIof/f1/gR07HkepdN51byCw\nEVu2PA2/f9Oa9UAKnGQhGdOqmsfVqw/CsvIIhXZi06Z/QD7/FBYW/hoA0NLyJWjagCuq5EQQAqhU\nvgTDEGdFq+qvwed7wJUloSgKIpGsK6KRy3Xj2LFPo1brWmOA+/1+DAwcQzK5AMPQceLEnVAUlY3R\nxq5drwOwsWeP2LM+NrYFq6uJhrxQ4PeLfnZ3j6G9XTipb711DTTNfQg5Gd7cySDnmfqjKOJ3R0cW\nmYw4luX8+c0uZ5Bf/DOuB4hu3AjjkQWvs+WNHvBsHC4HJybaXO+3bWB0tGONcUS8wI1Erts0TcPV\nq6Kw3fh4h5TpxEccGCRAgI8tm43JVFy6Ll/uXiPjqV1vmr8jG1MuB4zbEBzk459x2e3Mmzu6TdF/\n6j/RgtOTy04e5aB2vI4rvYvPI38/t1u88oQb8HwMPEJE64FXPCUe4rUR+Dj4PNG7ySGjFFR6p3cO\nhe6u4eWXt8M0FUSjVdx661l8+tMvYO/eYQQC7noKXIfT+7mRTvPBARfiNcC9X5P4PBAoYM+ev0Mo\ntAQAqNdDWF6+FuHwOGxbgaYFEAq5t6VxGcIvog3RgOw3ej8BpmRz0rF6PJuPopsnT25CreZ+x6lT\nbfj2t69BrRaSwHxnZyfS6bQE6qhoW1NTk0zRnZjYitdeuw/lchiRyCpuuOFRhMMnUavVsLq6iuXl\nZZTLZZdtQfswaS+mafowP5/ACy/sxMRECqpq47bbhmHblozMkd6u1+soFAoyWpfNavjWtw5gdjaM\nUMjAww+fQnv7nLQj+bwRn9C6oGwkbwFSLsPoWQ4OcH+AzzngrtxMdV/4KRSWZUnnnq8XL/9wu49X\nxCX60dhoLyfpMeoT8S3pR95vXgWYAGzqM21tI/stFAohmUy62iY/JJlM/sfdE8qFIwC5h5ALCwpX\nE4FJkCWTSezfv39Nm5nMvfD722CaKxgefhjnzt2PWk2g+F5DzntpWqThiN4MoI5abbFx0LqFyckv\nA7Dh929AKDToSpXlufA8OqMovQAARUk33l+B3/9FqKowWvgeBD6ZhiEq7NKGYmI2MsSJCQMBEckw\njEMwjC9AVX8OsVgMyWRSHiXADTBAw+LiTahURAW0fL4Jly7dh0Ih4kqbFX1WXEgIHUnA0zl0XbTj\n84ky9zQGXc+iq+sp7Nv3ZWzY8K8IhxdhWRpmZnbjxIlfwejo51Ao7IbfH0St1tGYe0IAbayutqFQ\n6IKi2AgEnpeH4fLztAR9hZAvFjc02hiT/adFSXNCtKaN1tzpUBQFKyubceHCPajXYwCAcjmNs2cf\nxNjYQVfUjhwi71zwfWeBQK0xL0FYloVgMATLclcY5gqEp8lwtJM7lfQ/N/jof/rM63ySIiLBwI0O\nMjy5scFRPDIcOPLMjQX+Lm6QcBSWDAhN06QTOj/fJ2lOaTdEX/G+gBSkPCrpRQM5HfgaovuXljpw\n5sy7AaxFFLmxS/3kioOUPTfU6X2lUrOct7Gxg9A0XfaflARVmqb2dN1CT8+r2L79Ueh6GaYZQC63\nGaoqoqSkkMjYonmi8fPPqa880re0tEv2KZ/fjHI5g9VVsU2hqenZNXMp6FGHpp1u0GO3pAsZMKaZ\nw8LCI7Asd8o/oGPTpq9DVSPwXt5CQtHoPtTrixgd/V0AQGfnf0JHx2exuPi9xh0KcrmXMTz8yTVt\nAYBpriIU6se+fT9BV9evNdbp6/L7UGgQmzc/DUVpd6XV80IjtC/GiWKqGB39OGq1Mfh8rdi+/XFY\n1jxGR38ZAJBKPYhM5mEXOOEg+0EsL/8eKhVxVmok8luIRD4u1y3JRXH0y0nZz8XF/Thz5pOo1cJy\nTdP9mqYhGp2Tabhnz96Icjnpcj4SiUVs3XoaBw68ilQqC9PUcObMfvl9MLiEwcGj0DQDBw6Idi5e\n3IpsVmSIcOOHOzIEgpLRRjS77rpj8PsVDAwIh//q1W7k86E1Dia1R3zplVHed5FuXM+Z4hEMHqmh\ne+g70zQxM9MOvrVkdjaDUinkAvC8RpoX5KF+Xr3ahkrFj9nZjOs77qhynuL9URTVFQ21LGBkpMvV\nB+4MkJzgTgIAOQdcBon15C5Cx50+HtGjeeByksbhredA7XHZTe0RQMFBSm708ovGtB4oyIu0cH29\n3vyQfOOyXNgQzv5KPj4OSHKAnfMlt10IHOTRGQAuhysYDGJpKYITJ5xtI6FQHddffwYPPvgDHDhw\nFoGAA4JyR4NkKgdxuA7m+pP4nzuSur6KnTv/GsGgOB6wXE7i3LnPYXr6gzCMGBTFRlfXj3H77V/H\ntm3nEQo5x3AQzXk2HjlCPJpMNCEdQMdK8Tml/lE6r6qqqFZ9OHmyV/I2AOzcOYs9e2bQ0tKCtrY2\n9Pb2IpFIoKmpCclkErFYTKb6FgoF6dyqqopcrh2vvfYglpeboOt1HDz4ODo6DqNQyEtdxkFfzqNk\nvw0NDeL8+V68+OI22DawceMi+vuzkq6FQkE6QFxva5qGpSXgH/5hO6amYggETDzyyDls3pxzyR0K\nhhH9aL51XXdtGaQ+ckCEyyhef4F4IRwOwzRNWcTHbdtV5Lmq5HTzuePZYBxscWx7tz+laRqKxSJy\nuZwrqMDXJ7cp6D3cHqJUbspQpfVKfMRtVEVR0NzcjLa2NunH8ZR67/ZA7/Uzc0ILhYKriASlBfA0\nKu6kEkITi8XQ3t6Orq6uNW2qqg9tbZ+S/y8sfA9Hj+5ENvu0S3m+0yUc0aeQTN4CoIbV1bfR3Pxx\n+b1hLKNUOiNTOblwoT7TZIbDfVCUHoTD34SiNAPIo1b7ngulJAYjg50XIeKby8l5chi+jGDwXGPM\n1yMUiiIUukOWbk4kEkgmk9Kg9vl8WFy8GdPTH8Ly8g4AQCJxSqIl6ykZHq3lOeskWCoVYYj6/XlY\nloFodAxbtnwbBw/+OTo7D0PXy6jVohgbuxWHD/8Khoffj3y+Fao6D7/fbAg6gWpHIguwLKfowvy8\niLQEgy+jXi9JZ5yUZb1eRyQyglBoCuVyX6ONCWiaLY1ObvgQKkr05U4VH28wKARNvR6FZdnI5Tqk\ngVur1bCysuKqGMyVqKP8KBIalDxHpbD5oufoOvVBPGesiY7xe3hhCW48cIOEaMWdNjJ+vI6V4Ht3\nBNW2nf10XOB4jSFeYZZ4iVJquJFTKjWjWExgbq7PtQ65wOcGGHfSucHD26SoLfWHp74sLTXBNC1X\n/0mekDAnQ4QbUrwfxCPc0S4Wmxr9DmFmZqdct3zd876KHwFKpFKXGjJDxeDg32LjxkddyoD64P2f\n6MMLAXCFI1Jyg6jVkqjXW6DrOhYX7wIAxGLn4fdflXPvOLxTUNVl2LYKYI/LYDfNHHK5/w2GcQ7k\nxNPV3v67iMcPNsbhLY7gTrmJxQ5gbOz3AQgHdNOm/wcXL34allVBLHYQ27Y9CkCT54J6r5aWj2H/\n/rcRi+2Tn62siGNQotF92LbtR9C0Ftcc8n4RDQlR1nUdk5O/gdXVw1CUAHbseByhUCsuXPh5mGYe\n4fAudHX9qWseiV/8fh/m5n4TKyuPNvr2h2hq+ozr0HV6hwAijsG2FczPfxCTkw/Ctp1K2u51ZGDP\nnuegqhYWF7swNrbblbkgAFcBBGzaJFJjZ2a6oWlVhMMFWJaF1tY5DA6exDXX/BjRaBGVSgAnT+53\njYHowRH/9Zwb27axceMobr31VfT2ii0tZ85scaH5XrCSnuNgDrXL0XO6SNbyaJD3x7sG+VoslzXM\nzmZke6OjXesaU951zZ0rurdcDuDo0V2gyvH0HNkjvI+8TdIrExMOKDU93YxiMeCSUd7+8CgGl+m8\nj5ymtGY5+MfXHaev9x18DfA55u/hxrPXKQGwxnn1yieaYz4u4g+aY/rbywecRtyAp6iLe3+h0zce\nzaF58NKN67z1nAZaF6RDVFXFG29sQj7v7J8GgGDQwO7dF7F9+xVQ1ylzh2jDaU52AfEqOc18qxK9\nU9dz2Lv3rxAICBB/ZaUdJ078MkqlJCwriKWl98h++P0l7Nr1Ku6993vYsmUcmuYAOTyCzYEM7iSQ\n40pzQPLFad+JlnKb4OjRXpimgieeOIRaTYOiAHfeeRrbts1K+q2urkobko+fHH5h54lMpOVlHT/6\n0T0YHe2BogAHD76NG254HXR0F4/I0jridtyFC0nUanXMzydw8qRIwb/zzktQFKcgJ6+LQtFFWs/l\nsg//8A8DGB2Nweez8eCD57Bt26IrPZr3g3iR5po7p7Ztu1KAeXFBy7JcZ78qiigcRbzLbQZBGxX3\n3HMMXV2Lrr2hfCsczS/NLZ9Pyhql7w3DQD6fl2fDZjIZmQ1I/fUWl+Rb6WgdxWIxmaJM/aEx0v/i\n2EUR8WxtbZXZczRGXk/hna6fmRNKxXY40blQ1DRNpk5yIdTe3o4bbrhhXScUADo6Pg3a5A+IgkWn\nT78HFy58Boax9iw776VpEezc+UMkk7cCqGFh4Z9BxphlrWJs7B5UKk9IwtPipd/EBICKROKr8Pk6\n4PM9DAAwzW8DqMp7uKKhtBEeAYnFYvJcpVgsJhkyGByGotRhWVGUSr0Np7AiaUcOLTmPlmWhUtkN\nw6hjcVFU1EwkRqBplOrgVhSc0cmh45uk8/k8lpfnG+M1sG/f3+PAgf+JtrZhqKqN1dVWXLjwIRw9\n+nmMjNwI00ww9HEGqdTzDadQREJ1vYZotCzpNze3HYYRgM+XRyx2Si4QyjkXiFIePT0vIZ9vg2Vp\nUFUD4fCM5C2KgtDFHXyOoNI7Bc/lGzwTbsyXU7mO9ulyZ2Y94e/zCYFqGAGJVvE0BcBJF+SLmxQD\nVxDedFCe3sbTRwnx5VEJr4PrRUg5qkX9oft5CXHeF7qXxk7v4YKyXC6jUCjIVBohlG2Mj+/EykqH\n5HEaC7XLjSNN02TVa9M0pTAlBceFICkAmmOvU88NFaI98TzR3WtI0X30PCn8fF5kNYyP74Nl+eSc\ncFpz1E8oMnfRIl0vIxBYxsTE+8DTLnl0wGtIEDhHgp34VaD7wPLydqys9MO2RX+LxXYUCtsBAE1N\nz7mcHwDw+c403tkPIMpos4JC4ZdgmuehKBH4/dfL/kUiN6Kz8/9wgQb8sizn7OBodC9mZv4OANDV\n9evo7/9vmJn5KlZWDkNRfNi69Wtobf15DA5+G1xW07Vx45exbdu3oOtxRssK8vkhJBI3Yvv2Z+Hz\nNbmyGXhkBHCcTwKAFhe/irm5/wEAGBj4H4jHr8GFC59BqXQWup7EwMB34PNFJd35/s7JyV/H4uL/\nBAD09PwZ2ts/K9PZCPgjPtC0PDRtAisr/xmrq/dA05wzV4lfiH79/UNIJudhGD6cPPluAM4WDRoH\nOaF0dXWN4c47n0Q4LORlS8sMVNVGb684E/fixUGIfVPutFQvyMMjbWRgATWEQlVs2DAFVbVRr+to\nb5/D3r2noKrufUDcKPMCVPSbv4P6QJ97HU8uH7lh5zWeFUXB+LgTgRwZ6XQBB/RDcoWDbV5ZoCgK\nzp3b6JJzNP98DyLPdKJ+in44zvDFi50u5476KnjXnWHkBU74WudOqtdp5UAAn1suc9ZzJr16hGhL\neoE7ol5AbT3aeWnIDVnO43SvkFPuqCXRnDvYXv3HHUoOStCc0Ps4eMidZpLtiqLI+znAQemO4j4f\nDh/eAe8VCBjYseMytm0bhao6uoP0LhnaPKBCc8LrJJBTBAA+3yJ27Pgz0LFai4tbcOzYJ1GpOEdi\n5fO3wDCaXX2JRvO44YbDuOaaU9A0t51A/bFt25VRyPduxuNxabtw0IzsFHJGaYyFQhCvvjqIkZFm\nfPe7d8IwVCgKcO21z6Ozc1pWQKW6JZwXefFHcsqKxSJWVqp45plDePttoZ+2bh3F3Xe/AEXJoVKp\nyONbvNFcnjmoaRpeeqkP1aqGpqYy9u0bl/NAPGDbtiwiSTwQiURQrer4+tcHcOlSArpu46GHrmD7\n9pnG0YrO0SscRPPabUQf4j2+FcdrQ9D3IhPH7/qe1oVpWpiYaMV9972Bm24ahqbZEmAAnC1V3Hai\n7+lv0jGKorgKGlI/KEsrFotB13WUSiUYhiHT32nstP7IaSWeoq1MFECjTE3KTAiFQmhqakIqlXIB\nPMB/4D2hZIDy/WH8yBBFUeSh6mQUxGIxDAwM4O6770YksjYlDACCwQ1Ip3/O9ZnP1wTTzCOXe2nd\nZ7yXpkWwY8eT0hEFDKhqDIHAHth2BbOzv47l5d+HbdfkQufRJIAUT1tDkL4HQApADpb1A5k2QegL\nMTQ3ZklAkDFEOdaqqiISEal01eouaJpf0pKEKyE0/KytarWKpqY3sLrahmo1DlW1kEoNS2b1Oiak\n/KltEiS1Wg3F4hSSyadB+i6RmINtK5id3YyhoQdx5MgnMTOzE6bpKG16h89XQkvLywgEilDVBGo1\nYWjGYktSIAJBLC6KCEgm8wbq9TpWV1dRKpVQqVQaSiCLdPo8fL4JFAqdjTYmJL+Qw8xpzI0KoguN\nS9M0BAJCKdRqEViW2IdB81mtVmVKBkUAucND49R1oWjEkQzuyrFc6JOApT54I3OU0sAL35Di9hqq\nHBWm3w69nX0yXiOAO21eg9GL/ov3OEYUrU/nO8cwpU37PC11YuIaqKr+jjzGjRFaP/zdBJTwKA6N\nlZQCzS83ArnQp3uo+AE3xqjv/Bwv/qxlWSiVmmCaOiYm9sm+0vPUFo+iCONgrQAeG/swqtWIpKPX\nCeeIJOchorMXcMhmd6FQ2CLb0DQNCwvvBgBEo8fg883KORYK63SDHrtl3w1jCZXKr8CyhgFEkEz+\nPRQl3HhnAh0dfwXTXNs/ACiVrsC2a43++mXl266u/x2bNn0F1eo4Rka+AADYsOH3EI3uaLQbgKhK\n7qXPf8Ho6O9KhBwACoW3kUzejJ07n4GmxV0yhRsHiqK4tnCoqopc7llcufKfAQDd3V9Aa+uDmJ7+\nf2WxpIGBf0QwuFHS1lmnKsbGfgXz898AAPT3/xW6uj4nQS4y3MjRFdsAZlCv/xkqFScayR0Y4s1o\ndA5bthwBAJw9ewMKhbiUSZyHU6kFF23qdR9eeundWFxshoiEzri+37XrOD7wgceQSq3KOefygy6a\nQ6KfAD0rrrZ8PgP79p3B/HwGlqW41hHxohc8IV7lkXe+TrlM4TKJrwUvuOd13q5eFRk0i4tJFItx\nl1FH8otnJ/G/vY6uYTg8zWUL8RStJy5jqB+rqxGsrIRhWQouXWp3jY07g15H3Rt55I4NnyuuO706\nmtOK30dj57LeKwe5TCNHyevAcZrRfTQ+bwSQ/ibZR/qUg5Q8GsKdZ9J/ZDhTdIXWANGFxkntkS3E\n+8j7TBcH7mjsJLNpfun+4eE2CSyw6UE0WsHttx/HAw+8gN7eKaiq4pI3nG5cvxAtSKeI/o1hx46v\nSDthZuYQTp/+KAAH9BCywo9i8QHXerRtBc89dxeGhvYCcFcw5fNKNCMnJZlMoru7G62trYhGozIl\nlL73ylK+Fevs2a0IBkMoFpN4/PE7GnIAuO66H6C1dUGufX4OK3dAi8UiisWiLJYj2vfh6NGdeO65\na2EYKjo6FvHhD7+AVGrONT/lctlVRNAwnHM2K5UQXn1VnEF+yy3j0PWipB3ZHxywBiBThCsV4Jvf\nHMDZs0loGnD//Vewf/+0yy702hjcXuFADckJKs7D7Up6N/GsbTsZZpSZp+uiNs6FCxtgWQr277+I\n++57GU1NZdeebh7RJn+IHFIObBJfcpllWRbi8Ti6u7vR2dkpnU/bFmemUoCH1hAFsebn55HP5yVP\n8EJDPMOGxtvc3CwDh5S9SXLgp10/0z2hPD2QcomTSbGXhTxu8vIJydm6dassXvROV0fHL7r+t20b\nfX1/jKam9/27+6frEWzb9jh8vhYAgGUVEYnw1LBvYnz8gwiH8wz5W5KLks4SEnsZfdD1jzXaeRSK\nYrgEB0f/OHMTw5GiEMyoIhgUe46KxZ1SeHAhTimjlMYqnjPR0fEMdL2CpSVRzKSpadhlzHIEm5fv\nJuNcUcbQ0fFP2LPnj5HJnAeBq3NzAzh8+Bdx9uxHsbLyv5h77zBLrvJM/K2qm0P37Zx7Zrona5JG\no4QQEkhCAgQSEgo2GZs1mAUbLw6LWZtdR2zD/sBgYww2XmwhYZCQZEBWAqQZhdHkoMma6Zxvd998\nb92q2j/qvqe+qh4k/Ht2H/Y8Tz+326R5wgAAIABJREFUb6iqE774ft/5zmoYRkg5QNwjQAYKh0sw\njBq6un7YIGz3qJfW1nzDiIs0UgqvBgCkUqcRjc76KvhaloVYzI1a9vc/iXzejYqn06MqiiaRMwAq\n0hxEfykUWltHEIkUAQCmmVRKjmiQ3KBOpqQhGo/HFcNrmnuPej2ixh1cT2kIyU3bEjkjGsUji4LK\nlPcjIiYVIfvMZwTRbGn0SRSZ8y8FrjQm1607AF339jhVq1UfCiozGqTh4/bHKwtOQScNE9Ic+8mx\ncFzSWeb/QSQ8mK4aNHjZZ4ngUfEHndEgnbgOZxqjo7tQqyV9zj37GoyYuP30b8pfWNiFxcUtvlRm\njlnKADl3VDrByB/pK5cbRj6/0SdTTXMjSqVhaJqDtrYnALDwgo1Q6Hijz7EG3WZhWb8J2z4NIIlU\n6m8QjV4Kx6k05MTnEAr1qHHKdanVZnDs2G2ChmsNvvwkhoc/DwA4deo/wbIKSCa3YnDw9wAAlcoI\nTp78AIItFGrB0NCfIRodxOysVxjJMFLYuvVRhEIpn/FFWiD9cb4YoTTNczh9+r0AbMTjG5BIbEQu\n9yLOnv1NAMDg4KfR3v52H/2499Fw/vxHMTPzTQDAunVfQX//f1bObfCYAa9uwWXQtLVKGct+kQ51\n3cb27Y+BabhjYzt9POpFhCyk01k1PtMM4Zln3opstge2bSOVKiKZ9Gf35PNpPPbY27C0lPE5PvK+\nssl5TCaLK9bjpZd2YmKiz+eckfZonJEPpOETdHykwxoEuuR7CbBIvrZtW8mmhYUWlEpRnD/fr64j\nbUpjGvAyruTn0gkK9lFGUqRc5f2lA67rOsbHOzE21g7TTKhrZF+kYyudOSlzOYe8juvC+ZFR1eCa\nSV6UjvrFHG/p+PKeEjzkb4JOOPWdjGxIoI//y4impAuuq9RfcowXk6GMTEle53zQsZP0xkhnMFLF\nscpoEscNePUjXBkbwbPPXgrb1nD2rFdxmW12thWOY8C2/RE3jkXaUNKZYb9SqRFs3/5lGIYJxwFG\nRt6Ms2dvhabpvrRFyqB6/fWwLFbTNqBpDq677ifo6Cj6MpCkfOE9aBckEglcdtlluOWWW9Df34+W\nlhbfHkEGOCivGFShXcOKt5FIBLlcFx577AY4DuAWBnoU7e1LijYlAETbhmsqAW/aD2fO9OOBB65B\noRBFU1MZ9967B2vWTPqADzqd5FMZXX3uuV4sLMQQj9dx441j6jtpH6TTafU8Dxg2UCjU8E//NISD\nBzPQdeDOO0dw7bXTPlCN/MRxka6D4H0qlVJApCwEmEqlfOMnuEnfQM7H3JyJV15xMzw6O5fwrnc9\ngZ6eqRV2EmmbzyBfyai8lAu0tQzDwODgoJKj9CvIaxKUZ/9khVtZNEk6wTKlnTVpmBnEIA6z2n5W\n+4Wm4wbTOqrVKmZnZ1WnK5UKEgngrruyaG6OoKurC9u2bXu12wIAWlvfikikD83N1yEe34B6fQEz\nM9/6D/fRFThE421ks//Q6GszNC2OcvkAXn759SiXd8MwDOTz/x21mns+H8+88gzdW+E4aTjOMhzn\nuE+I02hKp9O+yJeMvHmKaBaGsQzH0eA4l6sIXaFQwMLCApaXlxWqIY3xSCSPUKiCVaueU/tCU6kJ\nJVBJNHLvovtMB7HYQQwN/Q0uueTz6OraD12vQ1bbnZ1dj0rFLTMvmYZK2+9w5xvPfgaRyCRs2y0s\nlEwuqaqigFs4qVBw93t2dLzgS79xHAfR6BIAoK3tDKpVNyc+kZiD4zgqYsp9x8G9SZVKJZAuamPt\n2scRDhca38fVAcxSiFDZAR4aFIvFfOhwJOIWGajVokox8BlBw1kKVgINriDLY8eOv0FLy49RKBRg\nmqZSChLRJW3Je7Px2eFwRRkSFFoAIA0bGglepMwf6U0mZ9DWNoK1a19EZ+dRJbAk0ibnRjpPAJWS\nhUhkUaV1UHAFCxFxzmWhJH8kqbpivHwvnWHeTzp2Li/NKrkjjVDOo9zvu3LfD/DKK9egrW0EgFtx\njild0qGVRpWmeUhstdqCqal3IRaLKZrQ9ZIar3S46ayzSUOPNK1pdYRCi9C0COr1pA/sAIBs1s0I\nSaefRySy1ODx0cYzDRjG06jXFwD8FwBnASQQjX4JodC2Bq9VkEzeg3T6rT5jkf0BgJGRP0apdByy\n9ff/FoaHPw9N0zA9/U9YXHwcgI4NG/4Buh6Bbddw/Pg9qNcX1TVuxV0N9foiFhefxMLCozh//r8p\n+ZtKbYeuR1c4Apxnz3GzUSo91ZBhyzh16g5YVg7J5HZYVgGjo3+C48fvguOYyGTehDVr/oePPtxm\n4eWX34iZGTcFd926v0Ff36+rbyV9ycwGCRhomoampglEIsuKl/jd6tXPoalpBvV6GEeO3Azb9mcB\ncExNTXPQdTpMIezefSvm53vUczo7p33zns224PHHb1XRQemAtrRMwra9aF/QgHYcB8lkyXe/kyeH\nceTIesUjvb1zuPfeH6K3d8435+QXmQ7I+0qj3/2uhDvvfBzbt7+sfiP5JbifnLLFlQ0m2trcCO/k\nZIdKxZVOVlDGUibJVE/KQ5lSJ6OIlCU04IKOMn9n2zbGx9tw5ky/L+0zKN8lbXAepHwMhRzceutT\nuOaagz4AK2hgEmwmj0sZ7TgOduw4hNtvfwKhUM2nc/kq+UVmoMn5GhiYwb33/hDt7Qs+x5EyXzrz\nBGZpq3D/WCxWwbvf/WPs2HFO8YfcVycdZ/Ix/6Tuufnml3DrrS/4fku9LJ3nIHggDfAtW87jPe/5\nMdLpim8dycPBqH4224Q9ey7BT36yDbWa/3zDer2O06czcBzvGCjqHul0SYeelUnD4UVs23YfdN2G\n4wBnztyBiYnrfHpPprS6862hXv8QAODs2U+gVGpBPF7Bpk3HFOglwQvqThklSyQSKBQKOHr0KOr1\neiOQM4977/0R+vpqil5ZhyToxMr9orquY2FhEHv3vrnhiNq47rqHkU4v+MBfrhdtpqCDTnoulUqY\nmEjh8OFBLC3FYBgObr99P6688hWfrOJ6kvY5x44TwhNPuEUP162bh+OU1G/ZHzpPHIN0YgED9903\nhH373LTnN71pCum0vy6GBEB433jcLdTGvZgcZyhk4mMfO4abb56CpmmqUBLlGreEUT9ImwsADh7s\nUbR26NBlmJ11j+aRMsW2veKPUt9L+Vav1xEOFxEK6WhublaBk/Pnz2N8fFxtsZOygTyqaZoqamQY\n83jd676G9vb9PplB2pd1QJj9MDAwgNbWVgVeMCD3au3Vd4z+X2yuIxFVwot7GrlgrBT7wQ8u4Ior\niti5s4rJyTdhx44dr3lfXQ+hp+dXkclch0ikG4uLT6Gv72P/4T6WSs/DspYRPErAcZYRj1+Oen0e\npnkek5PvRmvrp1Cr7Ue9/ntIpf4ZpulVlqtWq4hE4nCc34dlDUDXu1CrVRWDU3gA3tE1Mk0GcB0n\nF5kdwNzcN6DrZxEKtULTLEUIRGFJdIlEovHsCBzHLTTR2bkHMzPX4OjRD2JxcQCG4Z3BGIlEFMGH\nQjV0dr6I9vZnEYvNq7EvL6/FzMwlWL/+YfVZPu8iOBRCBBgAT2l7Qq3ceO+gq+shLC9/GLZ9D7JZ\nwLJco5SGw8zMlUilzqOj4wBefvlqAFHFaLFYTj0/kzmPvXs/inK5A4ZhKka0bRvFYtHnMMn0DArG\nUKiI5uY5HDt2I+bm1gNwz4MkysMD2KVhJxF0+To/34N8vh+zs1sRCnmOHpFO6VhJVN6fbqkhHs8i\nHM76UEA6J0S85Bj4P8fpruccrrzyfjz77H9CKJRQBoU0qHi9NFLYP8uy0Nw8h8svfwDhcA2a5mDd\nur2Ynt4K2gVyfUnLABQKVqvVkE6PYefOR2DbOp566kPqGZIuaPBIx5DC313vPK666n7E43n82799\ntLE/xb/PifPIeQqHw42N84sol5uQSs3g+uv/GQsLPdiz5w5Ylj8tmP1iOfag8qzX62huXsbOnQ+g\nXG7FkSPvR6WS9BlAkkbc/tDA1nDhwr2o16Oo16tIJMYwPPy/oGk29u//XZ+xy3uRJjhPEonUNA0t\nLUexdu2/YHFxK0ZGPuAzwA3DQLF4CarVQUSjo2hq+nfkcu9FOHy0cUcDhjEBTfsNaBrTde8EsEnQ\najcymd/30Yuk2XL5HCYnvwrZ2truwPDwXzVAxSmcO/dJAMDAwKfQ1OQev/TKK59GpXIefX2/gba2\nd2B8/H9i69ZHcPTorchmf4iFhUfU/SYm/hYDA7/pmweJUEsnp16vY2npr5DNfhnV6q+gUjmLSuUV\nhMNdGBj4FE6efK+6TyTSg82bvw1N81cOdhwTL798BapVd4/l2rVfRl/fR31jpAziH+mFxo07/0W0\ntPxPtLRUce7cryKXG2jovHEMDblVfk+fvh7VahsMY2VxJU3TkMlMNt4D585twcJCH2zbVHTe3e05\noXNznXjqqRtRr8fBIlGcm/b2Kdx8848wM9OFxx+/CUDI9zw+k/vyAWBqqhN79uyCpnmAZCxWQypV\nRCxW98mxoPyQjpEHZvKYASCVKqpnkb+ljA5GIDznoY477vgJnn9+C9auHUc6XcLDD9/oex7XRxqv\nfE+Hhe2d73wRnZ2L2LNnB44f7/FFx3gdDTNGAoMZS+Wyhje+8RRGRztQrUZ9vCLBKWkwBsE/IITm\n5jzq9bDKtrnYvNLBkHMs5W9zcxEtLXn1uZwHrpXc6x+UW5ZlIR4vI5MpIBarqbRBggxSrlG2yvlh\ntCcWqyGdLiOZdI1PjolNAtNBnSPlcUtLBYZR9/WffQhGVQlaMmuJ/U2lqmhqKiMcrqNS8VfapYxl\n4UI+5/Dh9QA07N+/FldffQpLSwlkMiVs2TIBywrh6ae3KRsrSMMy6ssWCmVx9dUPIRyuwrJCOHny\nXszPrwWnROoZ6dC7R/NtRL1+F4CNOHr0V9DV9RQOHdqlwCnqT9M0fYEdOqGmaWJmZgbJZBKJRAKp\nVAqtrQ6am5eRyRhYXPSOxJF/3DcqnXzKu7GxdQiHS9i48SASiSKuu+5RPP30O5DNJtR80P5iI3DK\n6Bn5YePGUVxzzRn1O00D3vjGM2htzeMHP9gIXXcrxtJxYmaD47h7Po8fz+DBB4dw5Eg7ajUToZB3\n/rFheNv9JG8TyKCs+d731iCfN3DoUAalUhiA228+U9It+UnaCNzHmkzWkclU0dxcUzzM60mfwewp\n2paWZeHcuTaMjXXi+PFtmJjoQLVa9hUEpW0tbTgp80jXlmVh166nEQ47qFQ+g8HBQZw7dw5TU1Pq\nSBg2zif5nEECTdOQSJQRjy8hHi8pe5PzKiOski9bWlqQSqUQCoVQKBRQLBZ/5tZJxR+v+u3/xeYK\n8LIqXcywbbHopgTxs5deasKWLRV0dJTQ0fF3mJ/fhu7uDwaQa/99bdtGX98nEA63wLZt9Pdv+v/V\nx/l59zw4LrRs5fJL0PVmRCLrUaudRjb7lwAA215EufxFJJO/qxACLnS9fmnDOKsqJIipDnKzMBWC\nruu+ks2M3BlGBJHIZYjH440zKgtKYYXDYWQyGeVAUUCFw26ETtdN9Pb+FGfOvAWAt3GeqIWmTWNg\n4Hm0t+8F9y3YdggLC5chm70O+XwHMpkXfXPR0/Myzp9/k0pNoEDO5/PKuPOEvJc+lkodRz4/jnx+\nO0yz5Ft3x3EwN7cJg4MJhMMldHWdxPT0NpUnH416Tmhr6wXYdg6W1Q7Hqfv2Y1BoBJ1I9seyLHR0\nuE52f/9RTE1d0TAMPCOG60EUSEYtKEQ4xu7uKYTDdczNXdNYcy9FUwp7dy10pegl8l+tNmH37t+G\nu//C8kVbKCSCDqd0TigYTLMTR47ci+bmRRQKCZ8xw1fSDOfIMAxVQEHXHcTjFRiGBU1zGmu2iK6u\n0xgfH1brJI2BaDSqlA2FZz7fjGi0BF230do6hVxuUEV3ORcylVZWqaPjXq26xah03UYyuYRcrs1n\n9MooB/fpca3WrduPXK4D6fRcY01CsCwvzYt9YT94P7kHwv3cwubNj0LXbdRqSVQqCZ+RR3qSmQCh\nkDtvU1PXIp8fgqZZjTnOqGh+LJaHbber+6TTaeTzeWVEBKNLpKu2tv3QNAf1ety3R8OjBwOFwjsQ\njX4Z6fRPUC7foZxQTSMdTcNxQtC0OhzHO9zctm2kUp+CpsV9BrSk/Vde+X0EzweNRgdQLB5FIrEF\nZ878Our1JcTj67F69WcBAKa5iNbWmzA09OfQ9RAsq4Rk8quo1xextPQTBNvIyB+jp+eDCIWafTQb\nNOxdwOMFZLPueZ/l8inkcrvhVsJ9COPjX/Tdt1abwoEDV6G//7fQ0/PRBr1VcOzYTtRqIwCAjo53\nob//Z4OXNMRJowBUoYdY7K+h64uo11tQqXQ0+NTCpk2PQNdtZLOrMDKyQ62ZjCi6RpyJdesON+jP\nwOjoBh/q7cotdz/o5GQ/nnnmBlhWGLbtRWHczIwwdu505XWpFIdlGdB1z7GRBlEi4crmXC6FJ5+8\nFkAYVLOO4+DChQF861t3w3HC0DRv3yplB3mB9ErZRrrVdR3FYgz33XcbTFP38Q1lmTTepKPrrrWB\naNTE9de7e46bmop43ev2IxRy8NOfXu6TbxKcCGZc9fdPY2ysA7GYW4jJPRdcQ3NzDUtLEWWoAh44\nKOWrlFmaZmBsrAOlUhqG4UWkZL/lnjD2jXzG/t5//+2N30I9jzLRpU3LB1ZTL3FMtm3jySd3wT0b\nVoOm+bOQCCrKqL10qtm/06dX4/TpQeh6CICtxkPZRp6Tx57JLCUAyOdT+OY3b0W9rgPwaIG6W+7F\n5P1k6i4N6fvvvxqa5j/Sh/0knwTXhGPhd3v2rMOLLw6hVtPgRiG9NGvOKd974LlLiwcODGPz5jE8\n8MBN2Lz5PK699gi2bx+Bpul45plLwcJyEiyVfXEcB8lkAdde+wMkkzlUKkns2/du6PoqJBJhX1qn\nBO0ZiCiXyw1dcRtiMQuRSC/Gx+9AODwPXXfXgnZOS0tLw3ao+vhRpoezjY/vxMjINpTLFUQii2qu\nCMBStsnotLRJTdPEqVObMTU1jDe84UGk03m88Y2P4LHHbsHiomfPUzbK/xkxI/1MTaVQqxmIRPx1\nBrZvn0ZrawkPPrgDmpZQtgYjgQSFIpEojhwZQLVaVTqf6yDBeglqyeP7XF4I4emn1zacYy8VXdp1\nUpZwzckbBDKyWQt/+qfblIzlvEvwi2vLTEnej1mADz64DfV6DJGIV13XMAxV44R9IGgtU9L5Z9sm\nWltncP78XbjqqkvR3d2NU6dONfbSVlSEm9tJyuWyT0bSfltcbMOTT34ShhGFaVYVKME9pbR9SbMu\nUBlDS0uL4sNYLObL6LpY+4Wl42qapgxWWaWJnj7RksOHU/jKV7ajUBgAUMGpU7+Ckyffj1erdOsK\nc3dvaXCvxc/bHMdRiPzAwOfQ1vYRaFrE9xvbXkatdhpBX75avQ+12m5lDJOog0VoAKhFtSwLxWJR\nHVxLwc5N3txs7Qqu8yoUToNERvrK5bIPhXKJZFm9b2t7HvH4slIumgbE46cxOPh1bN/+l+jufhah\nUBW1WhMmJ9+Cw4c/jbGxu1EsdqFeryOdfsU33q6u49B1/15GmSIjx8yKcGyZzP0oFvM+BIYMXqnY\nmJra3liDQyrSFo1aYBVatrVrn1W57ZVKxRdZl6gx6YBM50YcZhp9mUEyOakMf26u5u+CUT+mI3H/\niqYB7e0jaGs7D6Do26xPAS+RMJleDPhp1bI0mGZd9ZUp10z9IApN4UZHkrRGRZ3LdSKf7/Whv2w0\nhLhW0pl1HBuDgy9gx47vwDD8jsbw8PNwnJXRYKn8ZXGiajWK2Vk3tbqv77h4hqOMtOCeR2nYu+Mx\nUCy6PJ1OL6h5ko4Rr5MGlltEpoJt257C4KCbNnrhwhZEIjZCIdOHrlKIM7Mg6FQODXlplCdPvgOA\nl2YoowT+uTZRKHRjZOQGHypaqcRQLrtFMJqaxtRaRCIRVQyARQM4D6QlNxWojEzmFAAgm73cp5w5\nD6FQCPn8pajXu6FpNSQSP0AkcgorGw2ggz5ZpWmZFUgr+5DL7cPc3AMr7rS09O8ol89hbu5fGyCe\nhg0bvgGeIxoOt6C19eaGkQsYRgLRaB/On/8sbLu04n71+gLGxv5KvQ8CLl6EeBHT058A4CCR2Ipc\nzj3OZePGbyCRWI/5+YcCdzbQ0/Or6O39SANcKuDw4a3KAe3s/GVccsm/XmSuvH5IAIa05vbtB9D1\n5+A4GhYWPgLDaEEkEkFv70+QTk836Oft0DQv40A6F7Zt45JLnkcymYfjAM8/fzOWl9sVaGNZFpLJ\nCtLpZYyMDOGZZ94Mx4n65oXOal/fWXR0zMOydOzbd6miPxmVo9GaSpVRq4Xx+OPXwzQTPnnn7bEO\nKb6VDoE0tiS4JsfF/03T28tOWSodC6kDSHsuf/mB53i8ii1bzuH06WGEQl6kjbwoASLpIKxfP4q7\n734SqZRLb+vWjeN97/sRIpGCon9pxEq+lq+WZaFSacLu3TvU5wS1ZJprUPZSZ/Nzd45DcBwvSiod\nVOmsyXkJZibU6zZse+URKXJMtDXkPekYeoasVw1TygMJNgYznUgnnmPkP1Oaz5CpeUGal8CB67hq\nsG1N6TvKH/aV18r9oOyP1C+1mpeOKfW4rHAv99PyvpWKjoceugKmGcK+fatV9dxt287juusOKh0o\n54Z9dKPKy7jhhkeRSuVQLifx4ov3olbraqyVfz5lpJnBi1Kp1DgCxR1XPB5XJx7QiQuHw2hpaUF3\nd7fSfbJ6PR1Tbteam5trBDtc+mQRN/7R4eFrcI+zBBDm5zU8/vgtKBSSSCRKePOb/x3pdMkHvNMW\n4/8E8gFg/fpRvOc9B1Y4oO78aBgYyOH9738R7e3LPhrhnkUeByf5hfwn15Kyi3ap5E1pY8u1oEyS\nGVH8Tso90pznjHrFipiuS57g2GWmIGUw5yyXs32FEYM2kpRlXBc+j/ZoU1MZhw7djnD4GvT19aFY\nLKrjdGjX0ralb8H14lg4v+WyJ8s4/zKgQjupVCpB13Ukk0kkk0lViVkWEPtZ7RdaHZeLSaSMkyCR\nf8dxsLgYxYULn0R/v1vhcGbmWzhw4HIUCkd/5v2DkdKfFTm9WKvX68jl9qNaHQNgoLPzHrS3/wGG\nhnYjnX4XvGMFdLgO6MrDWEulP4Cu51YgdGQgMjOdmHw+rxZU7pfzHEUasFWk0/+o+lkoFNQ8maaJ\nUqmExcVFZLNZVZXMvdeS6IeF/v6noesWOjsPYcuWv8aGDX+LTOYoNM1BodCP06fvxuHDv4uxsetQ\nr6d8KGxT03nfWBOJJbS1zSiERTIKhSIZPhTyF7+Ix8cRjT6rom903DmmsTFXwWcy40gmZxqO18KK\n+W5vH0VLy4hvXmWEkUwnhRVpsKVlRt2nr2+/z7HjGKRDJBEyKkzDMNDZuYxIpNyY17M+Y40VNbnv\nVgoY9kvujZSOL50iAg8y/YGv8n/2jTQnhaZ0Oilo6fxR+LjzZ+OVV67Enj0fwtzcKt9cNzfPoavr\nvM/YpaCU0UNpXI+ObmzM7xk4jnfOLg0UOZ/SIaUC0TQNhUJb4/lLSsBJ/pLRE+5x1nUd0WgZmuYg\nFHL5dNeuJ3DDDf+gnFDOHY1DKgw5r4nEBIaGngcAnDx5HSqVFhURkMYg//cQUx2nT78LoVB8hbNa\nKAwCAJLJ86r/8rnsBxUU59IFTtwiUZVKO8rlNaoYAJ1q0pVhhFEo3NJ4zuPQNH+hJLcRRCuptZN7\nai8WNRsZ+fRF7hPBrl1H0dx8Lc6e/XhjvT+GTOb1F/mt1yyrohzarq73Ihod9H0/NvYFVKv+KrCk\nCdLJ1NQnUa/PIBRqR6nkHkEzOPhf0dX1bszM3AcWTAKAWGwYO3c+h1WrPg1NM2CaORw+vAWmOQEA\n6Oz8ADZv/pdX7bOcG8nHhjEGy/oSAMA074Ztb208cwL9/T8GAJw7dwPKZQ8kpSzi+vb3H8P69fsA\nAEePXov5+XU+OtA0De3tkzh7djNefPFGaFrkorpT0+rYuXM/AODEifUoFpsUnUtjnGNIJMr4yU/e\ngMXFJh+9uWMxfbQQlDtSnpAHJbAoeVzynHSygi0ISMk6BGzHj6/F7GynL+onxySdCs7L+Hgn2tuX\nVbro6tVTsCwN09PNvrVk32VaPD+jXF5YyMCywj4jVRqI0oDj3FA2yDmWMp334bOCUUCpWyUfSEBQ\n3kdG5zgH1I/BtF8J6MnrpQzgZ7LPlLcAlPzm2OTeVTmHkq44RukQyvEE54LzG5x36lrSjxyzBEjI\nJ6RbNul0aJqGpaVm9bwDB9Zi926Xn7duPY93vOM5WJY/munpixxuueUxpFIFlEpJ/PSnt6NQaPE5\n2xIcl3NJm5B6nycCSNrhfViwk0WEGN3iKx2aarWK5eVlLC8vo1arIZfLif2qYTVvrHFA3SkjbY7j\nqH5xnMViCj/60ZtRKMSRShVxyy2P+/aWc40oC2jH1Go1HD7chocf3oyzZ9vhBGJElqUjnw8jk6ni\nfe/bi+HhKeWskW75J50cKS+kc0f7WOpowDvpgLJM0r5hGMpulHvLaSNJnpTPl/adtEfYyJv0A5ix\nyL4RDJBRXNKAlD0ym08CVOVyC+r1jRgcHERbWxt6e3vV2jY1NamaOwQoeB1pq1wuo1gsKltOFgXl\nGPmeY5X7kXt6enwRYie4uIH2C3NCidyzkivgbTpno8B1kZkYVq/+c2zZ8ghCoRaUSidx4MAVmJr6\nxopBSoVO4gtGgV6t6bqObNaNgjY3XwvbTjWcq160tv4F+vsfQzz+JgA2YrEbEY+/DcFoqG0vIJ//\nfYU8uAVYLvgiazRil5aWUCwWlfCTiAeRQxoZ0egFxOOnoevjqny13DdIwiqXyyiVSigUCo3Ktllf\n/9rb92Hnzj/H2rX/imRyEo4DJh1lAAAgAElEQVSjI5vdhmPHPoKjRz+KhYUdqNX8e2pcBl9EPL4I\n03QJuV6PwzST6O4+imQy6auuRUErkVkZCXUcHbOzl6K19TlYVlk5Ypwb0zSRzzdhYWE1AKC390Dj\nHouwbU3tRZ2bW4VDh96CRGIGtu2mOZOpXCfEVY7JZFIJVwqrUCjkO4uvr+8kbLuolAHgbWYn48kK\nqy7S6r52dIyq+3R1nVSpZQCQSCTQ0tKikEwZ6buYI0WmliivNF74W84raVsaCNJpoCEQNC6l4peG\nJOAK3Hy+Bfv23Y0DB96Bcjmtrlu/fi8cx6sgKx1a6SzzdXp6NWq1CCKRKjo6zvuQeHmcC8clAQz2\nM593ndB0OutTyBw/11vOhatc/RE2TbOxd+/bUC7HlUIBoNLd+ZnnjNawdesPoOs2FhZW48KFbSvQ\nQzoJLk94ae7z84MoFjuV0SeN4uVlt8R8KjWi5oPPpkyUxrQ03Lu6DgEAstldCIcjima4Hu51NcTj\nLyASeRmOY0DX/dkDjhOCad4K2/7jxidTqNdN35gkfXF98vmnsbz848Y1ngoJhdLQ9RDOnv1NmOYc\notFVWLPmz/BabWbmf8E0ZxEKtWH9+q/iiitOYXj48wiFWhtzVcLIyB+p30uDW9d1zM19HYWCW/zI\njaY6aG+/HWvWuOOanv4HdW1X1/uxa9dBNDVdAQAwzSwOHNgE03T3V3Z2fhgbN37jNfsM+OnU7U8N\npdKnAVQBbAbwvgZPAatWfRu6bmNpaTXGxy9TgCMb+bWlZQSXXuoeJXbu3BacOrVlxRrYto3FxQz2\n7n0dbNvv0MlIwIYNp9DUVECtFsaRI9tWACvBdvz4JoyP965wQKSxRfqk80++k8i+NNJkZEheD/hT\nqyV9US5SJnjRF3+fi8UYnn9+i++eXBPpWMl5A4Dx8S4E25kzfWB6JfvMtZXvJchH0E0agUHnWvJS\nEFCSPCYBBGkQ83PpfPEzGb1hNo6MGDFVkwasLA7E92yU2eyXjIwGwTXqd+pC6hVmYNFoZV/kcyRw\nw/8pc7l+wain1G8yiiUBQ2lIUx9LHW/b9grDXkbrg/wjnVvez3EcHDq0HgcPrgUArFo1gw9/+HF0\nd0+r+wLueZ5vfesTSKWKKBYTeOqptyGfb1bpizTQAc8RIQ2wGiztmHw+rzLk5HYtbp+q1WpYWFjA\nzMwMHMdRThXngg4o1800TRQKBWUjMuAhzzKmQyQLzzDDjjQk6aNQSOORR65HsRhDU1MBt932UxjG\nki/gwrUjLRWLRdg2cPJkE+67byu+9KUr8NxzAyiXWVPCwuxsEpOTaUQiNn7pl17G1Ve/gmg04tsz\nTbqTNhrnkKm/pEFvm5HMsHJ8mYOkJda0CAJbpNGgE+xVRw/5tlVQLsozPyUvAhAZNLoqeuTOgVf0\nUDr/pO1gVhzpV9d1JBIJbN26VdEbi1Rxe16hUEA+n/dFaC3LQj6fVxl3tHHlkUmlUkmliXOs9Nk4\nn+l02pcO/v9sJFTT3A298bibpkUhIZVHIpFQwmdxcRGFQgHt7W9vGBFXwbYrOHXqV3HixHt96bkk\nEi4gCeViaGuwuYrSVPtBm5vfpgQ6hammDaO5+Svo6LgPljWLVOrD6OjYi3D4gwDi6l62/Tws67/C\ntgsNAfQZhEKHfXtGZIouiZBOk2VZKoUAYDnokwAAXd+jcrll+pAkWApP93t/9FDTgEikhHo9hsnJ\nN2D//v+CkyfvQaGwCvW6l/7CflCAJJNLeOWVe3DhwjsBAPV6K86d+1PUajvU+VM8wBjwmM9VYjZs\n28CBA/c2+mDj7NmrceDA+1Gr2eq4DzkfoVBIRUN7eo7AsgpwHBsHDrwPFy64+y7j8TwmJi7B6Ohl\nvmgf00kikQiSySTi8bjag+uVIS+rvVAAEAqZ6O8/Cdu2kc1mfWlJ7BuFHZ1/AiUtLV6ackvLWaRS\nXhpFOp1GR0cHMplMwFHwEFmpiCk4pCFIISPf/6yIQjCi6tKM7psfb138KVwSDXbBkwiy2a3Ys+fD\nOHv2Cti2jtbWaXR3Tyu+JZ3IVBgKJbe/YUxOrgMADA6eXGHo8hoWREgkEuroGyrtfN51SlKprHKY\nKfh5nTQYPbTT74QeO3adcgDJh1JeuArWxMDAQdi2jTVrnkU6PYd6PYyjR29BJBL1IfdS3nDuqVTo\nIEqHnDSTy7l9SCanAFSUUSBBBmk48rN4fBrJpBu1W1q6XFUY5h8VgG0bMIxFJBJ7oWn+lKd6fRVM\n8xOw7f8My1rX+LQGTZtXayrTw0kLgIORkc9A06Joa7sNgA1N437aOObn/w2zs24UccOGv0colMKr\nNcexVLptf//HYRgJGEYMAwO/hSuvPIfBwf8KXY9jcvJrKJVOr7i+UjmBmZnPNtayCbZdQjK5HRs3\nfguapiOfP4hC4RAMoxmbN9+PTZu+iVDIBVOq1Vns3bsB9bq7V7i7+2NYu/bLr9rfYJORsnz+C7As\n95ibUOgPYRiujOnsfAKJxCQsK4JTp24Dz/gLIuXp9DKuuOLfoOs2ZmYGcOTIdWBhIInOA8DSUga6\n7ulLyhH2KRo1sX27u6f08OGtMM2EL8Ij5QNlwLlzQz5DRkY9+Rrcg+TRhQcOkI9khCmYVSKjQRxb\n0HlbGeUyYFmeybJ792VwnISSBRKAkveUet8wDJTLCWSzTb51PHu23zd/8i+YkSFll9xCIOlBjlGC\nYnyV/ZJ0INc4SF/B8cjsJNl36UDL6B/tK0kDst8y+0zKZTlu0qqmab6iKaTnUCgk6kt48y6BPQla\nyrUD/JHW4LwEgRM5x+wDDXr+SXCVzhv7LlNLeT/5bJnWyveapuGZZ7Zgetrdo55MVnHXXc/h1luf\nRVvbEpqaCnj7259GOl1EsRjHY4/djFyuSa2bBDmpdzlPEnSRZ13SYSgWiypqJp1Z9pevkl7J2zwx\ngTpFgiG0NYLHhtm2d9a8nHsJjNAuzuWa8Oij16FcjiKTKeDuu19EPF5Z4YAQuOFc0j5bXk7iiSeG\n8YUvXI0f/WgLpqfTGB5ewr593ThyxK1ee9NNI3jHO47BcbxaH3LeSPN0CKXM4dgkLREwl2nMUndL\nPuA9eZxNMpn0ZZWx6i0DHTzCixlKpDHKSt5H8ork86A9QrueZ6Zy/g3DrdbLdWM0PB6Po63NBe1n\nZtzgDINEPBmCDixPi1haWlphgxDAkIAiC6dSZrBvlmWpeZf2K8f+s9ovzAmVYXQa99IrJ2NSqMzO\nziKXc4vRxGKrsGPHMxgY+BQAYHb2X7B//y7kcm50gMRND56bgS+G/l6sXbjwOygW3VTfVOrNPmIk\n8QJANHo52tr+BY7TDE2LIhT6NSQSjyMU+iQAV8nZ9rOo1W5HJPIdOE4R0ehnEY3ubXxn+xRYIpFQ\nDqh0TDgWd+zHGq8vKgFB5yWRSCjhTkIyzSqSyYOIx0d8Y6xWm7C0tB5HjnwC587diEqlyedoSyVC\nhK5cLiOXG8L8/E5YVqzxuwpisSZY1pWqz0RPiEqRWcJhA/v3fxBzc6tVamU8PgLLslGvexHccrns\nE9Kzs+tQqSQRCtXQ1XUcy8sbkM32olJxz/JKJhcRClkiau4K4aamJrS2tiqHJp1Oqz0Q/Ky1dR7B\n1t9/EOVyacXZpH5U3tsP4o7PRCJxTt1D1+tobn5ZoWoUdEy1kJFDggbeXjxvvxSFTRBRksYNBUEw\nmimNId6PwopCQkY+OTY+K2hwOU4MZ8++Ebt3fxBzc6uwfv1e33ioyDg/VHy8/8jIBgBAV9cFhELl\nFekxHEMqlUJzc7MCYKg8K5WuBk9m4ThexUaOQaZ+eHsdTF/0fWxsM86d26JSkQAvsiyNpNbWaWzY\n8DS6us5ieNgt7HLy5BtRrWYU+qfrui/qy3UB/IYkW9C5rNV6Ua9HoWk2wuFzPhogTwfLqTuOg/b2\nAwCAQmEtgG6FmMp14NoXCm9BtXrJir4Yxiyq1Z0N+dgMx2lpfDPuAzmkYVqv17G4+BBSqUuxa9cJ\nVCoXAAAtLTc3xhXG6dMfAQB0d38Ira03rXhusM3PP4xy+Qx0PY7eXn8RoHA4g6GhP8WVV55BT88H\nceHCZ9V37tpVce7cB+A4Feh6Gra9hHC4C1u3PqKc3+npf0Bz8+tx+eWH0dl5j7q+UpnESy+5x3cB\nwMDAb2Pt2v/v59rDwiZpt1z+CYpF90iXWOx34Tg9jbUYQUvLowCAkZGbUa22+gwo6jxdL+DKK7+P\nSKSKXK4V+/bdCl33CnexSTSchjd1CPnBcRxs2XIE0WgVxWISJ05sVPKLv5EyTV4nZRONMdJyUCZI\n2mCKV7DSpjT6pFEsaYy0Srpluh3g33Po9sl99vnz/Rgd9bYJSOcF8Kfm8150wmzbxtiYFw3N5RJY\nWGj3ZVKwfx7wrCnakAe7y8ga4N+3Le0NaYzxcwkgStks9S6vC6bgSudQzhELj8h+SICfayn3FTJy\nQ9knnTbSGWWcdGQ5rxwfx8LfsgqnpFP2h/YMM5OCQCrXjt/TqZJ0IvUU+0gHR/IxM1PoeHLsMvp8\nMUCXNoykWaZB/vu/Xw3L8nhz9epZ3H33E7j33ieQTpdQKMTxox/djFwurXS6tHMlMCGBW/KPzFiS\nhr8EvTk/UncGjw1xHC+FVu5/lPwv9Sb7J4+voz6S8yOdc65rNtuERx55A8rlMNraCrjnnpeU7qVM\n4d5B0h1tTvJ8oWDihRda8aUvXYK/+7st6O4u4KGHevH00y6vb906g/e//6Dav02ekJFMCWhIeiVt\nJRIJH92StqQcJR/JjCfSDOnaBYTjvmMVOT7SNrMReH/uCSUtBvmZ+p7vmRIsgX0pD8irLAiUyWTQ\n1NSEaDSK8+fdbT4sgKppmoqoA1B7RfP5vCqWKtdcBigkfZC+2A/aQrRD6Sswo+D/2UgoO5/PuyXF\nJToCuIKDG7OXlpYwPz+PsbExdb2uhzE8/JfYsuVRhEKtKJdP4dChqzE5+XW1YO7vvIIfP0/TNA1L\nS08CAJLJHYjFVitCosAjQ3ORwuEeoUxjAO5ANPooQqFPAWgDUIRt/z00rQJNqyMS+TPo+pOKkUOh\nkEIziCJQuPiVUBmxmOvouOf9TSsGq9VqWF5eRqFQaCiHEjo6nsGGDX+Evr6vQte5V89VQufO3YFT\npz6EWq3FJ+DZpHEvnUqPOVKNdXRTHKRCpoKSjOQKzTDq9Wbouo5crhcA0No6rYiWiIo0xN211DE+\n7p4P299/QKHvxWIGlhWCpjlIp+fV+vHMVTr1jERSAZOBo9EompunG/1nNKMdqdQCWlvnfYKLylVG\nzuT9Uqnz0HX/3uBM5ogPVZPorEQwPaRfh2FUYdsVn/EQjJhSSXG8UthKZFUqC/IbP5fr6dKFp2iZ\n3kHjREYdNU1DqdSO/fvvwcTELqTTnkAmHcg9ORIxzWb7GlUkrcbeUMf3R6OHkWvpiNfrdSwvp+E4\nbpXDVGrZR6/ScKZB4mYC5EE7PpfrxOHDN0DXveMJqNhJvxS4HR2nEArVcdllD0HXHczPr8bo6Db1\nLBkFlxGPIIIqxxc0Ci3LQT7vRkObmtxUbhosXCdZoMDtYw3t7W510KWlK9UzKC+kMUVerFZfFxRz\nsKxdiEY71NoAfQ06GF8RfZBIbUvLmzE8/FUUCodQLB6GpoXR3v72Rt+XUKtNIBLpwfDw51c8M9gc\nx8Ho6OcAuE5rJNJ+0d9Fo33YsOHvsWrVH8CyKurakZFPo1I5AU0Lw7bz0LQINm/+LmKxwcZY6kgk\nNmL79h8jFvMclnL5Al56aSPqdXef/ODgpzE8/Be+KMDP0zhPjrOA+fnfBgBEIm+Frt/ckBNVJJN/\nDU2zUSisw8LCNWptJH0AdVx++aNIpZZQrcbx4ou3oVYLr+BNGeHnegRTFjVNQzJZxKZN7jmc+/df\nCtv29lgHnV9pYPhBNe/IpCASHkyt1TSv4rukeekcSd0g5RLll9QfF/sOoKzTUauFsGfPZSvWgjqH\ncyazhGT/AWBsrENde+ZMH+p1y7c2fB5BcPKibdsK7JXyWEYx+Xuuj5Th7IdMV5URDz5HyiUpO+Q6\ny1ROzpuM8AV1C+UixxSMjNJxk3KVz+VnsugSZSgdWDpA7Kc8MoSvjJTQ2GbxNSm3ZEE/CcySLiUw\nzN8xE4bOvHyVtTUYuZV2JtOVJY/RxvB43E3b5P+Li1EcOTLso0FNA8JhC6Zp4LHHrsXCglcZVDqX\njD4x3VHyFABfcCH4G/5JumY/qdeD/MR1ks6qBKv5P+08AgQSfAjyPnnesiwVaNA0DfPzzfj+91+P\nSiWMjo48fvmXD4FnlZM/yBsAVGViPoe0CWh45ZUEvv/91ahW49i9ewjf/e5W1Go6+vvz+NjHjqO/\n3ys+aRgeiEO7hY2ZVaTTUqmkIpIEAQCo9F3yNmmb92XRHWZo0hcI6g2C1MVi0RcRpJ6WQJkEGvgZ\nANVf8oO07yRQwzGw3ggjr9VqFRMTE9i3bx9GR0dhGAbm5+dVSrabDm37Um5lSjnXJyibJB3Ia6UT\nPjIyohxs0v6rtV+YE8oBR6NRdHUBXV1eBSkSKSNilUoFi4uLOHTo0IqDT9vbb22k514N267g9OkP\n4+TJ98KyCoo5JWL38zTLYvEcDYCHCEsjIBwOo1AooFwuq4UlUbpCLw7DuAORyPdgGB/33V/TbKTT\nX0Yy+YTPuWDKAMsnM7TPxYzHT0DTPMUei+1VIXq+hkIz6Or6V2zf/sfo6fkeIpEF2HYYCwuvw8mT\nv4d8fggAkExO+xx1iWrJVAAKZhI/BWK9HmmMxTsOJZ/PKweGa0yhxY3yLMzDVMRMZtKH/LJPQYfp\nwoVL4DhAc/MMmpunGykpYRQKrjGRSs360PdYLKYcGVmMQSog27YRiTg4dOgDyOXcfR7z85djz55P\nwrY9hcy1oVNEBUfn2rIsNDef9a2xm7J6FrpeVfNGxpeGjlQsuq4jnV5Cb+9+JUiDUQUKSRo20rGR\naBmNFOlAc+28PnrOCo1K0rFEttx19u/XCoXCyGa3oFbL+BxqrjuFtDSYNU3H+DgLFJ0Q4IfmG5eM\nHPtBAB3FItOgFpSy4Pry9xL11XW3KnStFsOhQ3cA8M4Z41xI5ep+XkdXl389AQubNu1BPL6g1o88\nQR7mHNGYI6gk6YbCms9eXu5v0O+ozzGQjqiMtqTTpxGJ5GFZYSwvb1sBYAWdUHfuogg22475QCI6\nocC4ei7XW/Zb09KwbRvj438KwHUeCUjV6+45v+vX/y3C4cyKZwbb8vKzyOf3AtAxMPBbr/n7ZHIj\nDMONuM3PP4zZ2b9r9NWVN0NDf4umpqvV73U9hL6+j4GVeAGgWDyNl17aAstywc9Vqz6LoaE/ec1n\nX6y5vOBgfPzjsO0FGEY/UqnPqHXQtG/DMM7DtqOYnn4vAN0na10acLBt2xNoaxuHZRl44YVbkc+7\n8xlcR0lH7ri9IwIor0OhEHbs2A/DsLCw0Irz54eVrJC8L+XYxZxCPlf+Ngh+8VXqRWn8SZkgM36k\nkxs0qi7WBwnyOI6G55/filIp4aNRGcHk3LDJ5/D+U1OdKpJ15kyv4AN/k0Y6nxPc4yidSTk3fB6d\nV+nISWdS6lmpM6mPL5bhwPEyNTPo1HJdJNjB9aajQnqRcyUNW77yWumASL0QXNtgmi/1lAQvqKfk\nfs0gOMNnymi/BGZlJIb9oVMjHQNJv/yNzJ6hsyVBE+oEjkX2h7T04ovrUKn4HRDL0vDAAzdhfr5F\nraHcEykdPbkO1M9yfqV9Jn9LQDg473LrhgQ3uAbSvpZbwmhjsY/sT3C/IOdBRmbJI9S5mqYhm23D\ngw9ehWo1hK6uZdxzzwEYRnmF/JA1M+RzgvOgae5pGYcPN+PrX9+G5eUIMpkqfu3XjmHLlkVomobV\nq3NYv35B2Q/BSLF0yIP8zTmUNidpkYWJZEBCOlgcO7PrCMTwGBba9DJaSBubz5HBJ9u2VTqt5B3Z\nr+bmZh9dSxkh6emVV17BmTNnkMlkcOHCBRX5ZEou9xrT7pPyR6495Y3cLibtMs5FqVTCxMQETpw4\noY6N5Ny9WvuFOaEAnYAIFhc1fOYzS7j6ahdR4dlTnGBugK1WqwrBkC0WG8SOHT/FwICLRs/O3ocD\nBy5HLnfQJ3z4CsDn9ctWq801quICxeJBXLjw6wD8abPSMGtqalqBRBMlcBd3Apb1o4s+K5n8OhKJ\nB+E4/tLj3LfY3NyMpqYmxViRiL8acCZzuFH22kI4fAyrV38dl1zyOfT2Pg/DqMI0M5idvR3nz/8F\nFhbeD8cZRKXCYijTPkdBEhsViVQeFHCugCigWqWSMlEq5dVmcBYFkn9EuLgxOhqNolh0oxXp9AyS\nSQ/FlFE7OiO6rqNUSmNuzkUee3v3KyQ1n+9o3GdOCRsKOKlo6ASyPxTA4+NvQam0Do6TadBSGdFo\nOyyr34cw8cBdCidGV7001zKOHn0fyuVOAMCJE7fh1KnrkUhMqQJS3PRNWqSgJEO787SMgYFnYFlF\nnwEk0WMKHEmLEunkern07KWTSGUcNEJlypBULhK953fsE9eTvCwjLdJhlrw3Nuae2dvWNoFEYhkD\nA4eRSo370rPIPywkwL7puo58vqXBO/OKX4jESUOYtB0OF+E4wOHDb1cVSWW0Us4xlWgymUUq5VWT\nBoD29jGYZghLS0mfAcZ+yXXhfEsUNQgasK/cm9rcPA7b9kcY2DcqAF3XVUGixcUtcPceeqlkQWXl\nfe5lgdDe1LQJX8Rb0/ob34+p/spItpyr5eUnkM/vA2DANOdQKBxT929qej2Wl/fg52mjo38BAOjo\nuAvx+NDPdQ0AVKuTOHv213yfdXT8Jlpa7vYZksFWKBzD/v07YNsuyLhmzZ9gzZo//Lmfe7E2N/dV\nFApPAzDQ2voFGEZTw5A7A037ZwBANvsuFAppX0SB9Do8vBcDA+7RQQcO3ISlpT5Fi4BXWVTynoxS\n84+tuXkOQ0PnGve7HJrmyXBJr3LrRNDYkTpAOnX8Hd8DK/dP8nfMQCHdS/3JFnRcAPh4K+iUapqG\nyckOnDixzuf0SZ6SfZcAWHDOTDOMmZlW5HIJzM+3XRSslnqQvKRpXvVL+TvpcEvwD/AfvSUdADqm\n0iiVILzc08brg2tEngzuZ6VtJeeZ/CzXhrpWOjFyXTgHjDZKWSCBAjrCUhbxf+nQ0vkksMvPpaMm\n54p9kEUrea1cB6YbSkdB2n5yfeUccw7pvEr5LedAynjeo1g0cPz4ah/NGIaDm256Cbqu+eiS4yZ9\n0F5i2iL7SyeBc1ev19XYOS4ZuZWOpOscLcA0K0ovBsEVzpt0VoJghNT/XD+uOT9nhJr2FftGGTc3\n14ZHHrkGtZqBvr4c7rrrAKJRr3hZUB44jqPWk/IuSEemaWJiIoFvfGMXJiaaEYnYeM97TuPGG6ew\nZk0Bd9xxAakUlP3AtFsJZvC9BO2lfGVAic6gBFxisZiSy6QV3s8DHr1sLtKMDC7J7APSmqxQS7pk\nhDXIR5lMxgeEkW85f1wnplTruo7HHnsMExMTWFxcRKVSUadmcJzMYuE4JegTdG5lYIZABItXFYtF\nnDhxAjMz7mkTlUpFHTf3au0XWpjIC+NHcPBgHJ/8ZB4f/egSLCuHet09O5SELvcWXqzpehhDQ5/D\nJZc83EjPPY3Dh6/B5OTXfIr0Yq+yLSw8CsAzZLLZ+zA6+nE4jscUjIpFo1FUq1WfwuNCeWk8Ndj2\nO2Hbd8I0t8O2W3zPi8X+BfH4txAOhxQTy3QcqYSj0SO+a5PJMXR1/RQbN34emzd/Ha2tJ+AesTKI\n0dEPYHz8L5DP34pwuFWhNLbtGnuJxKQvtUUayGQOjkUiyLquY2DgSdRqHhhgWXlfalDQQADcVAcy\nIQDkcm1wS9vbaGmZ9zEQFR6VJZ3BmRm3omV7+2HYtnvmUT7vOn10QmlwUcjTAV1eXkaxWGycu2Wq\n70olbtB2ncx4vOzbf+k4brUvuTGdgoKpD4Zh4NixWzA7OwgWzqjXbZw9uxVzc10q/YGp0kGlRCHo\nCpJlRCJF9PS8qOYU8BeeAOATcjRspDPq8oS3J0oqYI6LfeArBZtMKZOomDT0AK+iIp8j7+3ShZeK\nxmtyuQyWltz9WNu2PYbNmx+DYVQac1ZXApGHbkuAx7ZtUZxo3meUUTFzjJyXSKSEU6dej7m51ep7\njlPSOHnAcRz09Hh7e91+hbFv3+04e/YqhMOeAufzZVqeNG44V6R7/oZ9dJ3QXjiOhnC4jHh8vgH0\nlNQ8Sp4CimhtPQEAyGYvU4gx09llBT2Z3mXbHlpvmjfDsnphGBMKgXX38/U2njnhMwpl5JZrPD7u\nRg47O+/F/PxDGBvzKuDmcrsRjfbjtVqxeBzZ7A8AAIODv/2av2dzHBsnTrwP7l5Ol6aamt6Krq5P\nqzm7WMvl9mP//l2wbTd9fGjoc1i16mLHzPz8rVA4hLGx/wYAaG39JEIhHZY1B9s24Th/Bk2zYJpb\nsLh4rU8Hkd56e09j0yb3PNMTJ67CxMQGtXYEdyRYKvUL4BX7kX87drwITQMmJvowOdmj9JJ08qQR\nKXldOqPSKAnKFSnfAQ/U4W9pAEuZIfWZlBWck4tlK0m+J28988ylcBzvrE0JpDqOIzJ1Vu5pCiLy\nY2OdOHduALbt+MYq+8J+A/ABPjK7hn1lk86RnDdp0NJwlaCEXAd+Lo0+9p/fydQ+qaO5JtIJk3JY\nZqrIdF55XrKkOf5WOke8l3Q+ZSSJ9+H3gJfKy/95bqR0wPkcmTJKm0T2m3KOmSaSvjh+CYpKW0qu\nLccn01jlWKUzzH7zXi0tRWzY4IJ2pVIEMzOubdfVtYB3vOMJaNrKtHDKcurboCMkbQPSLr+T+plj\ntCy3eGUkksfllz+HbdsOw7I80IhjkYAKn0kngrqWqcpBuqejKR1qaYtHIhEFGMv7jo8343vfuwym\nqWNgYBnvetcBxOOaL8jGICoAACAASURBVJ1dRpYliCFlGvUpf7u4qOOHP7wJp0+7AO4NN4zg+uvH\n0dxs4uabzyi6rdVqSCQSaG5u9ulpCa5K/uSzGUnlerMf3DJGHmYElDzF+8niPHyeBNR4WgaDGSyU\nyUAN+ZDFg7jWPT09iMfjak8nv5NZEnSG+f3o6CjGxsZUxVuemFEul9U6BcHGi8lP0o/UQfy/Wq1i\naWkJR44cwalTp5DP57GwsIBCoQBmtL5a+4U5oVwAEsOzz7oVC6+7rorPfz6HTZtsFQnjZMgNxRdr\nmqahre1W7Nx5AE1Nr4NtV3DmzEdw4sS7YZo5n1ErJ142VsU1jGb1WT7/r5iY+AQMQ1NEYhiGSpkl\nUbGoimHIo1WGYFk3oVL5EAqFP0Sh8E04zkOwrL9CrfZrqNVuhqYdA/A1FIt5H8pVKBRUyLxWG0E4\nPAvHIbG4r4ODP2ik1uqYn9+GY8c+iuPHfx3Z7HY4jqGQL1brMs3VAIBYbA6OU26M1dtbJNMuKJyl\nEA6Hi+jrewmxmGcc6XrFZyhQuclrg0rHtjUsL3cDADKZKWV0kYHI/NKIyuc3o1pthmGYaG3dj0ql\ngqUl1ylpapoFI0lEl6Qjykik4/jPuuLejErFpa1IpOiLYjFaKfcN0MgCoMao63ToyVI1NX+yAhnL\no1Noc8xe4SI3fXTNmhcQCrnFc1h1mKga50oWYKCQlcKEDpEEFaSxJB0n8o+MuATTQmXRKioEORdS\nYfJ3EvUcGjqIN7zhewiF3LG3t49D04Bo1Ku05jheyXQKQtlyOXe90+lsI/U95wMMguMvFLpx+vQu\npRxpCNFwDu4R0jQNPT1eleNSqRm7d9+L+fkN6p5s8j4cLxsFtaxkKOeYv6nXIygUOhs0PIbu7r3o\n7j6u1kVGDjo6XoZhmKjVmrC8vLbRv9KKgkZy/VxeovHaglrtQ6hW/wiAgXDY289tWXRC3YhsMDXJ\n48Efo1BgCu1vIx5fD3/T0NFxJ16rsSJuJnMD0unLXuPX8rq/xNLSU5xlxONbsXr11xAKhVesD9vS\n0nM4ePBq8Hza4eEvYHDwd37uZ16sWVYJJ0++G45TQyJxNdrbfwP5/PdRKn0F9fo34Thn4DgxlEof\nQyjkFe9yr7WQyUxh27YfAgDGxzfh9OkrVzh60mGR6Yo07qXjaBgG+vom0NMzAccB9u/fpa6VNMc5\nksa6vL98Hr/ndYBX3TEI7EpHiUaX3JslnTbyHeWTfKaMQMn+sFUqLljIwmLSMZT3kGOU0SsJHk1M\ndOPs2f4VqaAyEiAzdNgX3l86XnL8/DwY8eG1UmZwDmX0Sa6NdLL5KiPMuq4hFKqjqamCjo4cBgYW\nMDw8ic2bzyMez/tkm5RH5GfaLXI96SDL93Iswcgu33PemGZJ2SplGNdBRkPl3HHOSWt0QKXtJh1G\nrqXMkOPvJVgi508eCSbtDNmC9E1dxDloaSng7rufRypVRakUxne/ey2+853rMTHhFlzs7l7AO9/5\nFDTNAzu97DhPXpMmpYPOvsrxUXfJtGE3IFLBhg0/xdve9m0MDZ3G4cPb1XcS/OG6SXBDRgdN01SV\nVeV15NkggCFpl7Ql+85CkDMzPfj+9y9Hva5j1aol/NIvHYeum8pGI69I3pSADIv7SJvdBaOreOSR\nrfjpT1c3aMXtx65dC1i3bkH1N5lMKhuNBZCkQxoEkdgvzg0BDqatBu0/prayMBuDE/RVWP22qanJ\nV6FX2uUyvZrjlgAFADWfuVxO2dFS3jHQIek6EongwoULK45yDPIIgX8pS4M8SRtSRuQZ7CmVSjh9\n+jT279+PhYUFZY+mUilYloVU6tUr5P/HKjH8H2xEHMgUFy4AJ04Y2LTJQmenhT/4gwV8//tVPPZY\nh3JAX8sJZYvFBrBly5MYHf1DjI//JWZnv41cbh8uueQ7iMe3XNRQAdy9oIuLTwAA0uldwtgB8vnv\nAbDR2fkF1GpeZImLGYlE1MHCXDQ6YgB8gsBxUrDtbajXNylnpFqtACjDND00TAoN4BgWF9+EWOw0\n4vFxaBqZJoyZmddjdvZqVCpppVxkVU0qEBdZ6Ya737GGaHQC+fyAL81LGv3suyxV3tSUhabZ6O7e\nB8fRoWk2dN07N0yiQiRWwzCUU2gYBkqlEjRNw9JSD1pbx5BMjgC4xocmSQCCjBYKRbCwcDV6ex9D\nb+9+nDq1CZblCv1IpIpIJIdazcuX5zlIdDql4JUV4mzbRqkUbVyX9ZWp1jRNOZASPatUKlhYWFAK\nxV0LC6ZJ5eUVrpHKhI1zIucJAKLRXGM8Faxa9RLGxt6IarWKaDTqS8GgcJQov5z3oLMkDREpqGjo\ncE74fRDZlg4X6YXGgAQtpDMsDd56vY6JiV0YHDy9ItVV1yu++xL19Rx8HbqeRzhsqkhoMplFd/cp\nbNiwD08/fa/PUOTc6LqOpaV0Q7D7C68EjRD2OxzOobXVLVY1P9+Hl166FaaZgK7XFe2QL3kfqRwl\nUshxUxbw95zHrq79AKqoVlNIp2ewbt2PEYmUcOjQnSJKbiIUcumqo8MtSDQ3twOW5SAS8afLuyBG\nRBl5Xv9c2i4U3gfHiULTkqhW/wccZwa6vrqx/gPketj2DIA1PtkBuIbY5OSfN9Ysgenpf4RpzvnW\nsrn59YhG+/BqrVIZx8yMe4zLf8QZzOVewvnzn1HvQ6FODA3dByDu4y8JRmSzT+Po0ZvhOO58rl37\nJfT3f3zFvf+j7ezZT6JUOgnDyGDNmr9HvW6gXH4KljUNYru2/aswzXYYRkkpe1eX5XHppd+FYdSx\nsNCL/fvfCJ6BSdogfZKe3Pt5aVzkC4/mTOzY4VZdP3duHZaX2wD4D2CX8oify4h5EESRji6N72DE\nTUYz+Az2SzpRpCXqTaYYkh8oA6X8CqLzbNRxNN7ZyMv8jbw2CL7Zto2ZmVYQzOXvZeQ5mA7HMcn/\n5ZpRLsv+y7Xje3ktmwRQZNYB33P8mUwW119/GNFoBbGYiWi0BsPwA3W1moHHH9+C5eUo+BgJbvCV\n8kzqC66J1DUSSKYsC9YLkPqS88BtEkHaIuBK+4jXyH5KIIBzJ9dDzlcoFPI5k5L25HqzvzIDTOo2\nPsOyLFVUSabC8jdNTUu4664XkEpVsLycwLe/fQWKxTgMw8ZDD12HO+54Br298+juzuKOO57Cgw/e\noHhP8pOX4eI/DYG/Y9+oY2Tfdb2M9esPYu3aAwiHXTvt5MnLUa02wTC8lFEJnvCV99R1XRXcZGQu\nmJZLPRYOh1VkToJa4XBY1UGRmVu0i0zTxIULbXj44V247baXMDS0iFtvfQnf+c5WdQ/OrwSkpFyh\nrZFIJNR9s9kZvOlNc9i1awrBduedI/jiFzPI502Mjo6qOZbBGMtyqzfLdPsgvZqmiVQqpQCver2u\ngH9pN4TD4UY9lpByQjVNQyaTUd8bhoHm5maUy2VftJKADVNnDcNQtUMkvVcqFZw7dw71el0FRug7\ncO1ojzFQNjo6ioWFBbVmssiVBB55vcy64xpImkgkEj57nDw1MjKCo0ePYnFxUTm0tN8WFxfVHtaf\n1X6he0Ip7Pj6xBMSzQLuvLOA3/mdcfT1uYhCa2vra97TE1ohDA39ObZs+TeEQm2oVM7gwIGrMDX1\nNZ/iki2bfRy2XUEo1IbW1rf4vjOMVpjmKygUHlDFguT5aHSceO6p/FwyAT8DgHrdhG0XGyhXHbbt\nbdAmsmGaFRjGHqTTj6Ol5WnE4+ONuQtjdPRuHD783zE9fSssq9VnoFAguMeq5NQZQIVCCeWyG/VI\nJieVMqJAiMViPuHNAj8UgsnkLACgtfUFWJabNmDbJd99KFxlWgU/KxaLKjq4vMwjVkYVU/NV5sVL\nZCibvQq2rSGVmkNr6yTK5TDKZRdpyWQWVD+q1apKOwiiSlQI8pyzajXRWDMvGk3G5HVkSDJgPp/3\nndXqMjhZyvQpLo5fRsGkwcW1SyRYFAtYtWovDKOkIutS+VJBs08UGpw7uR9IIlrSuONnHKcUOuwj\nBZYcO5u8l4zicG7lZnsXFAnj8OHbYJr+QjmhkP/cL86ldEItK4zrrvs2du58qnFNHVdd9RhM00tJ\n45hk39lPrmMQaOEccI16ei4AAM6f34rdu29HreZ3cGSkOBiJ4XwDXvELwEtblpUGbdvG0lI/1q9/\nEu3tbvovzzM1zagwTvLYvv1+xOPTyGTcY5ZmZrYpXqFzw+eSbjlu19CKoFLZDNN8vZCPw7DtfhGZ\nSQDwjmmRa0yDsFR6Dvn8cwB02HYBExNfRL2e9a1lR8fdeK02MfFFOI6JZHI7Wlpe+xgXAKjX83j5\n5V9SziQQxrp19yMSGfAZsJIm5+d/iCNH3iwc0L/5P+KAzs09iKmprwEAhoa+glCoF9XqMVjWFAAH\ngAUgAl3PIRZ7FjxOyFXeFezY8QCi0RKKxWbs3ft22Lb/3GA2joPzL41TNvLd6tVn0NKSRb1u4MiR\nXepzGanjPYN/EvUO/k46Wpzj4Kv8XdAJlA5GcExBR5Pjl3Ja6iJ5H7mVgfMgr7/YHElHzL3OUOAU\nr5XyINh3XktZycb7SvkqZa68Bw04GSENjk/Orbw3ACwvt+Ho0bXIZApIJCorHNBstgnf/vYbcOrU\ngG+e5D2DQIJcp2D0UMo9qV84BunESidP07x9wVK+8nfS6ZBAaHC+g6CL1E9yPdjk8TTBeZUOOMcc\nfCb7KO0Q6RC4DujzSKUqWFpK4P77r0IuF1fjNs06HnzwDZiYcCt9d3Yu4I47ngKL7xFcD857sH8X\nA3fdsZhYvXovbrzxH/83cW8eZ8lV3Pl+M/Pu99a+dK29qKurF3W3eqO1ISGMxWKkARtsg40Bj8d4\nvL15eGwGvMx4nufZ8+bZz/ZjbI+xWW3MAINACIMACSQki9bW3epuVfVS+75vd98y3x9ZkRmZ1QLe\nX8rPpz5VdW/myXPixImIX0ScOBw+fM4DoKVSkmvXTgboCz6gkDUQdsiE9Zrul/CAADQBIHruNH+K\nzpW9lWKzRCIRZmd7+cpXTlCvGwwOrvMzPzNEIuHaCRLZky1YuiiP1N0IZydYVoLh4V1cudJJqRTc\notfUVOGtb53yxieRR4kmipMkEol4gFFH82Wutf0ndNPbVOTSgFIfWSd8qANCUqRIp5HLfAvYFLCr\nnSOy51L6IDQTW0n6ZZome/fuZWFhgampKbLZrLf/U5xOYZkeDo5IH4Uu0lffVvDl6PT0NC+99BLL\ny8veZzdzGP6g61UDocIAMrBYLMbFi80UgufKc+BAld/5nRH27NnwQt6vdInBrEPtjY33c/LkCzQ2\n3o3jlBkd/XVGR99HrbblPVepuBtpV1YeBqC9/UGSyVPb30pKTxN79nyVjo5f8iZKLhGMcn4Y+IJE\nJl3OpxRGBbdISDr9CVpbf5uWlr8nnf4OpjmGa8TkyGT+mY6OD9Le/lFSKTdFUABksdjN8vJZDCMR\nSJESwRVOz5PUXtu2yeW6AbcokFYIssdRUmTk7KGGhgZvrlKppe35K+BWDwbT9A+0FUEnQkXa1Gk/\nolTW19103ERiA1jDtm2vKJMG8C0tc1iW620tFJKsrLjnTe7Zc2m70q4r8HWFXAHg0i/JuY/H42Qy\nGdLptJcS4QpCV5FEozlqNT96HdyT56ejaaEui9z9X0qP+xFLuV9fwkMiZGSs8XjWuycaLdPb+4wX\nkXbpHtlRpVd+ixAXhS08Kh66sGGoI5bCp4bhb6TXgkee18BdGy4arMg7BKBpAzWfb2R4+K0hWpS8\nORNhqgGw21aasbEzNDUFz3UtFBoDYF+uVCrlPXszwaqNbOEBy7Lo6prk4sX7ePHFezEM3ykm9AwD\nbD0++VvWisyp5iFtXOTzbUxNnSR8VSoJj/csq0hz8wxnznwGgGy2h1qtg0RizeM/bQSGwYFr/CVY\nX38vjhM0dMKebylOZBhzAf6U7+fn3eNU0unjO/os1w9Lxa1WN5ibc6va7t79oR1G587711ha+jw3\nbvwmpZK/V/fAgY+RTr/Go73QYWXliwAsLX2JK1cexJWlMDj4Mfr6fvUHvutHuUqlGa5d+zcAdHX9\nEu3t78A0TbLZb4burAD/C2jENCW1scbRo1+moWGFajXO88//1HaU3c9CET4WR6den3pOdOqWYZQ5\netSNgl6/fpxSKbMjcqnnUa99Hxz78iJsaOh1LmtAr2lpf+/eae9zcYRpneQ4TsA5Ju1owKZT1vSa\n1v/LGpR2Xdo6O/ouRpf0I9ym7r9+ViI/AkbkEtmm6wLI59pJJ2tPy3e5xCjX8idsAGs5Le25eqvG\n0aNXOXVqCNPcmc119Wo/X/jC68lmW722pMijrHMtr4R/hPdulloshrCMRVfRFDqLszidTnvPSD2P\nm22rETqI417mXctW0WMyfwLedIqu3C/yW/RSWK+KUaz5UOtA165JBQBcWD86jkNz85aXgruxkeIL\nX7iLYrEhwI/ufEZ49NE3MTfnFk3s7FzlgQceJRaLBCrUa1tIA+2bOW5s26a1dZw3vOETHDv2NPF4\n8JSIoaHbKZWCFaIhuO9VA3PRL9o5oMFD+KrX6wHAprNu5HvTNAMg27Is74SHUqnEyEgnX/3qcWzb\nYHBwhXe+8yqWhQc6RYZL1pnwhBTnlP6JjFhejvPoo/v5m795Pd/85mGWlvwA0OnTixw9WvR4JpFI\n0NXV5e2NhOD56mFekiNScrmct2Z1kEVHEEVeC8/InlL5kbUoBS7De7k1T+rjdnTEXn7rAqGSGizr\nUtbklStXWFxc9FJw5aQAyUaUjDfpt9Bfr2FZc7J/V2MeAecjIyNcuHDBA8eyNUjat22b5ubmH8hX\n8CqCUNt2Uxq1R61Wi/L97ycD912+nOD3f3+QmZk2WlpaXqE19xJG1cUJXIXSw/Hjj9Pf/x8AWF7+\nAi++eJps1k1vGxp6F4XCyHZRImhpeZBM5hSmmWRw8CFMs5FKZZytrc8GFJ8QWrwXIni1F1CYWitt\nf1+aQbX6LiKRJTKZ79HU9HHa2z/Crl3vpbv739LS8nkikRXcI1bu4caNP2Bx8ce32wnurQl7pETo\nCPOKEexGCF3wl8ks7IgIam+yCEYN6tNpP/3ONCvb7yx6NBda6PQcVwBMkMn4JaxdYZOmVGrY7su0\nx+iZTMYT6vV6nVRqmQMHHgVcwTk5eQKAnp7rRCJ5trZcYS8ARXtkxaBwzwRtIpVKkU5HPcEDcgxM\nw3a/HKLRgrcQhQYiTETJ6f0dwQingLBaYF+N0FRHxCB4REu5XCIW850jAHv2vEA06p+lJvMlbYrw\nCh8Log0O7SCQfgg/hMGLCD4N1LSnLlwcQkdKtWGlaSK8Dy6IX14+wszMGe+zSMQ/p0r2WEhah1aO\nMzMnqVSCjqhisSmgdGVOJYqq14AufKDp4a+POjdunGF8/Li3DvQ92qCSZ7QxJA4XGb/MtbxX/xa6\njo7evWNMtVrCmx/Zey37NzOZec6e/U80Nr4c8NJqkKvTbdw11Ea12h04b05ooBWZYbjRk2p1ImC0\nOI5DLvd9stnvAQaGcXPPZmPj3cTj3Tf9Tq75+b+lXs8Sj++mo+Onf+C97v0fZ3T0Qywuftr7bPfu\nj9De/u4dc1SpTDE6+stMT/8FQ0M/jRSYO3jw4/T0/PIPfdcPuxynztWrv0Cttk4yOcjAwF94vJDL\nPRq41zD6cJyPUqud9mi5b9/XaW8fwbZNzp9/G5ubTTui8rJm9TYO7bzQgFXW2+DgFVKpPKVSguHh\n2wLzK23W63VPpkp70o68Wz7XhpkGDUBgDWldA3D69Euk0+4xPSIrRX5KnzSoCzvLdN/0O7XOBT9q\nk0gUMc2y16cwiJD2dORSG/ia9hooyXPaQJf3an7TfdLgTkesddRNAz79o2mro4Xu53X6+6e4997H\neNe7vsRrX/sS7e2bAV6r102++92TfPvbZ7BtH/zp6JboKb2vUOgg8kLSDrWhbVlWoGKrtgWkPZ0O\nKJdsS9LnrGpa6bRTzc/yv95Dqo1vbXRr3hb6aceNnhORldoA1/yri85IX0ReugB0g3e96xzpdJmN\njTSf+9ztbG3FAzJX6OjaWRUefvg+5ufd/f4dHcvce+8XcJy6Vx9DdJ4GYHruJaVR+GJ+vpunn36A\nbDZ4/NXWVisjI4MB3SyX5oWb8ZzQT7YtSfRS+qJ5UrYpyTY6XVlbAzLhG+EJAXKGYTA01ME///Nt\n2LbB4cPLvO1tL1Otlj17QrYsCE0KhQKbm5teZpwbRMl5drcboU1w8eIe/vzPj/Pxjx9maKgF24a3\nv/0G8XjNG9vGxoaX5Sb2gc7u0pFFsT/EBtSyTHhJ865EucXhJWeda+AmQFQAn3Ze6BRdV5e5J01I\nzRKd+SE0kmizfC+O/LW1Nc+GkrFKcSCR6XreZd1r8CtBM33MjMxLsVhkbGzMO4qlWCx6p2IIrWRM\nIgt+0PWqgVAxFmUBCyG/9S234+vr7uQdO1biwAHbQ+g/yiWgSnvX1ta+yZ49v8+xY18nEmmjWBzh\n/Pk7mZn572xu/gtXrvwrarU1TDNJa+sbicUyDAx8mubm++nuds+wW17+f3DTdSOe90AYShY7BAW+\nVkJuLvcjGMa/JR5/L5nMT9PQ8CsYRiXQf8OwkT2fAMXiXjY3b6NQaMNxRJn6ClEurbS1gaFTOU3T\npFBw02BTqQUiEX8fiGVZXtoFBPcSugLO9tJxAUxTcvp9wCCMqgGe4zhkMvP09j4e8LJaluWdk9jc\nPOd91tjYSEtLi7dpu1zupL//RXbvfoZarcbW1n7y+RZMs05f3xVV2GUlkCqUSCQ8b6ucvZROp2lu\nXqej4yWPXq5gTmHbYkRkvb5LZCudTpPJZLy9Ij5NggZErSZe7FogVUIUqXimwo4DV5CXsKwa+XzL\nNr/tZXT0Lhobx3eAQZ0eJd5h8Pc9RKNRenrO09f3/A5HRRiEaUEsgFv61dq6yIEDj2Pb/tEy2tjT\nAjn8OxxFdpySd/+NGz/uVTaWSKimoygBl79kM3yU0dFgEZtczo+EaiNQj0eioKZp0tc3xuHD57Ft\nfz+Uz5MWy8sdOwxSDfTDkUQtk+Q9uiqzOGT0enTnIQvUqVaTjI7eFRhToeCnRUciQQFuGA6rq4dZ\nWLgrYKhpwO2uzWChCG14ydz4tBWA0789tulAVMe2bZaW/gyAlpYHyOUuBPrU1PQ6AHbtejc/6LLt\nMjMzfwFAf/9vIRFCuer1EratQUqdmZm/oFye8j5rb387/f1/GJgfGdv8/B/jZrt8EDctFg4e/BTd\n3f/6B/brZle1urrjs6mp/8bGxhMYRpQjRz4HuM6CYnGCcvll7z7LOkM0+nfU6wmq1RylUom2tu/R\n3X0OgJdfvp+Vld0BgBk2DGUNmqZBLBYEYhoUJZNlDh8+D8CVK6eoVGKB+0RWiYwO0ts3rPRa06nk\nN6OzjtRpnopGq7z2tc9jGMEUV3ccwSJo8pn0Q9aHHpt+p77k/9bWTd75zsdoa9vaIZf0ug+n/oph\n2NGxxt13v4Rl1QNyQKLMN/Pg32wMAtr1mLUc1DTU7WhwcOLEMAcOTHv3tbdvcccd5/n5n/8Kb3rT\nU+zbN4NlOWxsZDh37ihf/rK75jY30zz88P1cubKP/v45zpy5jGH4aXxal4vOkEiudtTL/ZnMBnff\nfZFUKh9waGlDXUeOxYiW79y5rHDPPUP09Kx47Wt9o3lGF1mRd8kzhw+Pc+utbvaD6DjtqBEHn6ar\ndsA4jkNX1wp33nmJaNQIfC79l7ZEZwjfCOhxbZk673jHc6TTFdbXU3z+83eQzSa8MWswq3keDL76\n1dd7EdGOjhXuvfcblMslr+9iF2h9rteC8JE7LoeGhhUaGoI1FS5duhNhVaGTdjJAcB03NW1y993n\nSST8QjVa74adOWEdI4Ddpbd/7Iw4sPX60JFYodPVqz18+9tulevjx1e4++5xbw4kEi62m4AscYTI\nnAiwqdVqtLVNc/vtl4Aq165l+NSnBvjTPz3BpUvtvO51Mx6fLS8vezpZsgJlXJlMkXe+c4Fdu/z6\nHpblH0MnQFN+9ByJ8zmZjHHnndcYHFzz7DJZV/V63TsaRQCwpjP4aewDA5OcPn3dA3Vyry5oqSOc\nEjl2ZXCUPXv2sH+/yRvfeINk0s9Sk7GG16/OEJMxuzKhxq23PkFT04L3/lwux8jICMPDw16lXam9\nIunF8p5EIkEmk/mhtXxetcJEuVzO65wIl3K5zOhohOnpCJ/7XBsnT+bI5xNMTDSxf38wZz18CUMJ\nEhchG4vFyOevMDz8DmKxbg4c+ChnzlxkePjdbG4+zciIu0eoUHCPPmhtfROm6e4Da219EIC+vn9H\nPv8S7e2/SiyWUYrdD9HLu2Xh6tLN2nNYr69hWSM/lD71eoqNjXtYX7+bcrl1W9GZlEr9jI+/i3o9\n7XlMRHDL2LU3U1ID5f2x2AjFYg/j4/eTy3UHPFfi1dSLTIPpeDxPNBo0ivP5TjY2dnsb1CXFQebE\nLwAUp6vrYebn2ymV+r1FPTt7grW1Aba29gXKVDc1NSkPqBtd2b37UfL5FLOzh5mdPcng4HfYu/cK\nL7zwLoaHf5ytrc7AwhXvv/aCW5ZFsVjn0KGHWV/vpVRKbi9Kg2vX3kqxaFAuN3qLSqeNixdOPEeW\nZZHJLJPLJTFNl5dHR29lcXEP+fwulaIbrHonBR40jd1FW+DFF99INttDR8c86+u9FItu1DoWC5Yp\nF+ElZ1dpo0ves2fPdzHNGlNTp3cIH+ETl9eC56KJ4ohEIvT0vEh390UWFg6RzaY85a8jFjpyoPde\nSn8tK8/hw8/Q1jbJU0/9IrZtUi47XL78Ds6e/XsikYo3Jr3PWvrlAv8C+/Y9TVfXMJVKjFissr1u\n/UJUGoy7NIsF6B+NRhkYOE9r6wI3btwKxAJ9D3vHZU1pcG2aJj09l+nomGB19QCLi8c8WSCCXta9\nVjRBz32NU6e+O/q3MAAAIABJREFUgmFUuHDhrYyP30Z//wUymfVtR0jcaycMQkulZq5ffzuVSpVE\nwqK39yFSqVWmpn4Bx2n0+EzmWPhNlLrMkdDYtrPE47+Gbb8Bw7hle91OBWRauXyBbPY7ADQ23sX6\n+iPbNI8yOPi3pNPHOH/+NaytPU48vof29gcCfV5dfZS2tjezuPiPVCoLRCItdHX90g6ZNzn5n1ld\n/WcGB/+WpqY7WV7+CpXKnPe9YcTp7v4VDKOGZUUDBk65PMTa2v8MtHfo0Kfp6nrvjvf8sKtUmuGF\nF26jq+t97Nv3x1hWgq2tZxkfd49jueWWP6Gh4ZTnsNvc9KOgyeS7iEY/SKm0SCTyOzQ1NVGt3kN3\n90MATEzcztTUMU9uy6U9yBoc7NkzxMGDz3Phwt0sLu4PnIlrmiaHDj2/XbCriZGRQ54c0JGm5uZ1\n3vSmr3H58m1cuXI44JTSoEKDBJcPgkcyDAxcp7t7gampHkZH93r3+c40h97eRQYGxhgbOxAwyGVd\n3nLLJIOD44yO7mZs7IAnkwXI6YiQXOFIpjvGGm9+81NEo3Xe8Y7H+d73TnHt2l6vP3oM2mCU512Q\nM8WxYyNMTvYyM9N+U7CoZYrQQsuEjo5VBgenuHp1H1tbHYF1r0GszKuOZPtbHOrcfvsQGxtpEoky\nBw9O0Nm57j1bqUQYHd3NtWt7mZtrBQy6u5cZGdnFk0/eQbkcw3FqnDo1yu7dK1y8uIds1gcjOq1U\n6+hwtCsSibBv3ywnToywsJDh+vV9AYeG6ETAi3JpXpIxd3YWec1rRmlsLLG01BVwZmvDXxvH+juX\nD2qcPTtEJGJz6dJuHMfwnOSapmFHjqwluQ4eHOXw4QmGhtqZn2/26K4dwNr5IRE+vSXIsmJ861uH\neN3rRvjiF19DLufrFZGzYjdVKpXQlh2DRx75MR588Dv09CzT0zPDqVPP8eyzJzFNv8Cd1sVhHhb6\nGYbB9PQt7N59g83NVnbvHiGXa2ZxcS+GUSORSHjFH8M6SAPBAwdmOH58hJmZVkZH+7w1Vi6XvWf1\nnEmlVaGtAKEjR+Zoairy/PPBo6XCmTmyH7NYLGIYbsHIJ56IUa0e4vjxOZ5/fjeW5Z8hK+8UGopj\nV+SJyH2Zn5Mnp7jttnUuXGhjbs5dX0tLFl//+m4SCYN6vQwY29kTCY/v5F3JZJIDB+a56655VldN\nlpf7PSeyu/4qgTVfq9U8oKYd3s3NcPLkJRYWVpmf3+NtB9MOCl3ZWYCutqds2+aOO8Zobc3x/PN7\nqFbtwFh1NWm9FuS7dDrN7bffzuLit2lpGWV4OM2NG62Uy2UvqCPj1yBU7CyJflarVfr61ujvf5Z6\nvcrS0uvIZrNMTk4yPz+/Xa+m6skU0zTJZrOBdOJqtcra2hqNjY38oOtVA6F6v4gWPqZp8vGPZ7h6\n1eGllxrJZBpobPRTNF7p0hEJWdSyCCuVeSKRVsrlaa5ceTvt7W/n4MFPc/36L7Ox8Z1AO4nELV5b\n/gHJKQ4e/GzAy6Orusn7xDuhPQJaOLmGweswjBZs+xLwHIbhF6JxHCgWD7Cy8gbW1w8QjSa2hYd/\njhjsYmurZXvM1QCw0Ia/VjyaJi0tI5RKG8zO3rv9Todo1H8mvGdDFojjOKRSizvonk4vYZoV7136\nRy73iBQLw3A4fPjLrK//IpbVTCQSYWNjgFJJjrjxU2ClzHUymaRSManX41hWmYMHv0KhEGdx8SQD\nA0+STq+TyWwwO3v7tsFR95SseNYkVQIktcckEikzOPi/uHDhfZim6/2fnz8RODhYUopECGvPlV/x\nrMyBAy9z4cJ9OI7D+nof65794Ke6aZqKcBdhKnNTKLSSz7cQjUaZmenaFhZBHhcFIbwF/vl1WiDa\nts3LL/8StZrPI2KY6mf0/bIWNf+PjNzP7OxhtrZ6ME0jsAa1YNZRFRmrz9cOXV1XicXK7Nv3PKOj\nd2IYBpubDbz88pvo6Rny+E8fA6MNtnrdoqdniFRqk4WFfXR1jQOQzzfuANM38zDK9eKLbyEWKxCJ\nNHl0DCt7oYs2FkUZ2rZNU9McPT3DVKsplpaOB0CqtCOGnaTZRCJ5otEi+Xwre/c+Q2vrOLZtEovl\nKZebuXbtPk6f/jLVahLw162k4bpzZDI09DNUqwkMw/2/vf08kUiJeHyRQiETiPyIkSugRKr6OY5/\nMLhlfR1YBB7DNP+Yeh3q9WkiEYtIxI1yrKz8OQDNzQ9QKFzZ5p9Wjh59iObm1+E4daLRTlZXv0xz\n8z2Er/Hx36dUmvCioL29v04kEizbns8PMT39pzhOjULhGk1NdzI6+tuBexynzOXLP8Hu3R+ht/cP\nMAyfTyYnd0Y7x8Z+l0LhOnv3/qcdUddXuhzH5urV91OrrbG6+nX27fsvuEWRfg6o09JyP319Hwzw\nTT7/LcCiufkPiEbfST4/T6XyPgxjnUhki66uTyER7OvX7wPqHugU/tKARfg5Gq1w5MgzJBJF2tqW\nmZ93KxZ3d19jfb0Hw6hy4MAQAJcuncUwYkA9AM4jEYM77niaWKxKb+80Q0PHsO1gxopeL1qPCv9L\nW52dKwwMTJDPJxkd3Rswbl3Z4/L/2bMvMjPTR7WaCjiFXMfYHLt3z5PLNTA1FTQ/NEDRAFafXynG\nYzRao1iME40WiEbrvOENz9PTs8xTT53EPX/aL7qmncZ63OfPH2Nyso+5uU7AH6dEW3R0Tj8n8sCV\nlwZHj17n6lX/CCct+3QkIwz23T4Z9PauMD/fTnf3Cvfc42cZzMx0MDy8l4mJfqpV38Fl2zZra818\n4xt3EYlEAbftRx89TWtrmUolQyTib4UIZ83I/9rukn5dujTI2lozY2OtgBOQFXKP5lU52kMc7+Vy\nmZWVJr74xbtYWWna4di4mYNA21FCs0qlzpe/fAexWATTjHiBBbHrwmm3Wmbrdz311BGGh3tZWGj2\n+EGMfS3jhd80z+ho5NRUP5/+dBeGEUH24+otRzIe+VvbXrbt8PDD93H69BBnz77M0aOuvnv++dPY\nthnQWZpGui2f3vAv//JmajUH07SZnDyEbQdTmDXA0lE8Sc+8eHGAxcVWJiY6cBxfZ8m7NBCWz/R6\nkGthoZvu7itYVpl4vDFQPVc7cSXAFLYxXnhhFxcvdlGvg67DoZ01kvorW93C6eCGYfDlL+/j+ed7\nmJtz9zA2NjaysrKy3VYUxynjOC4NSqWSV11WR+AvXtzF+rrJ2Fizt771yQdiS1YqlcB+fWmrsbGR\nUinG44+/jc3NjBdA0etFO4CFtgJGhb/d8ZwhlapSLvsgXmxQvb9bIsX5fH47w6+ZaDTK4uIi587d\nQql0JyMjrq0ga1zGIoBT6KyPbpIgSTZ7gPPn383iokvPyclJFhcXvdTefD7vzY/IFeFVseUymUyA\nf292vWogNIzkZeKTySRDQ3VqtSqxWPAYCQESP0rb4Cud1tY3cvbsVcbGPsz8/MdYWfkKKytfRUCC\nvhYWPk1//78nHu8hHo97ZZzDXl/AA5bCaLFYLLAfVfrsH9z9MobxEI7zBIYhCz2N40A2ex9LS3dT\nqzVvM5gbeg97LUWBiEIW4SCfaa+tBhzi4ctkVmhru8b6+klKpXJg/6B4omRuRHjI/+3tS+RyHdRq\nKZqbJ5mbO8nGRj/p9Cy5XIcnXGRBidfVbcdltXg8z223PcJLL/2CB3ojkQgNDQ3eog1HjqLRGJVK\nO8nkLKZpc9ttX+Ly5V9mbe047e0X6Ou7wMrKnoCXVis7mSsRzpWKO4fNzdPs2fMvrKy8GcPw98SI\nQJdFrvsjzgffQIJ9+64wNXWY1dVdAY+7RA21MgmXuZdLvHQCfF0D0t/grz3HblQ6vkMgS5tSca5S\nad+mp793UHhYlLX2YIf3TdXrdUqlKLlcP9Go6aWW6rWgo6rynIzRTztOcP36azl69HH27z/HxMRB\nyuVGotEoU1ODOE45EAnVgNrnyzozMwcZHHyOaLRAtRrFMBwKhTj1esErWiaCPmxci/KrVBrI5TJY\n1s6UJW0k6qiHD/pXqFSat4EiRCIlTHOF9vYplpdPe30X40T4DqCnZ5jm5mmmpk5x4MDTAFy//jry\n+X4cp87c3F527+4nkch7c++uaz8SOjr6RvL5PvxUYpNSqYNMZppYbJFS6YC3/uPxuNcHvabT6bRy\nGtSxrIe2x/6zGMYeWS3UavPEYnsply+Tyz0GQGfnbzE29tMkkwc5duxrpFID2zS3MAxX1qRSh7Q4\nxXEcisURbtz41e1743R3f4BabRPTTGOaroy+fv3XcJwaTU330NX1PubnP0W5PBFoK5U6xODg39PQ\ncAdLSw8RibTS2Phabtx4P5XKKMHLor39bfT2/saPDEABZmb+go2NxzGMCEeOfBbLSjE8/D5KpTGi\n0XYOHfo0huEDtXp9k1JpiO7uz+A4pyiV1iiVfg1Yx3ES2LZFJFKhUOjj2rV3Ypo2juPv3RKHZdjA\nsyyLwcFzJBJFCoU0V6+e2qafQXf3DAMDV6lUopimw/JyJ9PT+6jVfFkj6/3Qoet0dCxTq5k888yd\n1OtBoCcGuV4v2oiVtlzZLqlqwQinv7fPbTuRKHP27PN85zt3ePe5usihp8c9/mh2dlcADIX7oy/t\nrBP9mkjU+c53zhKLVYjFKsTjVRKJKgMDUwwP+1FaHUXSYKVWq1Esxpib6waCexbDz2maih6V9bm5\nmWZ0tI/V1RSW5QRkhwavem4dx6GlZYtDhyY5dGiKdNpf45ubKa5d28fLL/eSzzcowBvcS1kqRZAt\nO9KnUilCpZLxonGGYXj6RD4TmaznWOSNq7cjjI93YFn+2diiw6LRaGCvnOhIOV5C88vERPM2iPCB\nnp5roZEY4HpPnDiCV1cbt5/zI7Vh2iYSicB+t/AWkGIR8vk2b461k1X6JSBbgwbtyBMauLSqeoDO\nl9F+NVXRhZLWKuOybZsXXjiCbcMdd7zMbbddAwyefdatGKsdQmFgLvzqb+tw+33x4gnq9Tim+coO\nYJEZMj4XSEWZmupCH+Gk15x8prfa6OPkhI9WV+Gpp05TrZYpl/MemJGtdWJP6D2JWqe7AQ4rEA0U\nUKPBV39/P9lsltXVVVKpFG1tbczOznp9y+UMhoZiWJav98R2l/2josfFoSV2bSwWo1BwTyC4fr15\n+7uCx0vJZDLQN+EHfZatnONeKpWYmGjYpnchAGQ1LwnvSP0UqTEiDuT5eYdoNIltuzJDbFDtqPDP\nt3fbkAy91dVVYrEY2WyW9fUMkYh7lrgATpkD2Z96sy1dQpdKpcLMTBdLS0tcu3aN+fl5b27Exltc\nXAxkG4q9s7i4SDqdpr29nXzeD7Td7HrVQKjedyL/S46zGKBCHMdxvD19P+zS3hshukuwJg4c+Bu6\nut7LtWu/QqHg7uExzRS27ZfkrdVWGRp6D8eOPYphWF6VNmGAcDjdMPyNwlqByyLO57ew7SeAL2EY\nQ6qn+4lEfpZi8ThbWyalUoVotIpl2Z7XQ5hCe7O0x0QmXgMMLejFSwl4lc1SqRWSyXmamiap1/s9\nGokQFLppb68IkGy2n3PnTnPLLc/R3DxJJFJkdvaoJ0R0+ocIYGmzUol5I29tnWRg4Bnm598UiNK5\n8+Eqv2w2GwCx1eouksnZ7TFWOHLkM0xP/yTt7Rfo6LhOOl2iVPIjnrJYZFw6Slar+Xy3d++T5POH\nqFT2ezwnzgu9L9E0Tc/TJ4vYXawGhgEnTz7Bk0++m2o1eDC2BjZCZ+mf8InQXIwbEeYiULXHWnvv\nZJ/q1taWJ2CFF5LJpGe0SHqFBlS6b7pfGmCKcNRGnPYeC5/J/WEl7xs2DqOjR9i9+yUaG1e49dZ/\n4eLFt3pzPjNzDOmKvFfa1YJzdvYwg4PP0da2yOjorXR0zGMYJpYV9IiHU070JQatjp5K+9oDq508\n0lZz8wrHj3+JYtEtYtXWNsG9915jdPS1nmDWRq420Lu6rtDSMkdr6xSm6bC0tI+xsdPI8SGGYXL1\n6us5cuTxgFEgkdClpUPMzd2O4/j85zgOhUI7mcw0yeQK2axfXVR7+vV5vzrFOBZ7EsNYx3EaMYwH\nsKwGDKMNx1mlVpugVutjfd3dC9rY+CZM0yadPs6RI18kHm9TNM1SqbjntYVBaLW6Qr3uF1JxnDLn\nzu2mre1Bbr3VBcCLi//I5uaTGEaEAwf+mlptnRs3fkO1YtDf/yH27v1DLCtBtVpgYuLDtLQ8wPLy\nQ6yvfzHwztbWNzMw8FEPJP+oVy73EmNjHwFg797/g4aG0ywu/hOLi25l4oMHPxkovOTKtSn27XsE\n2+6mVNoin/8tbPvG9h1lIpES1WozIyO/iG3HqFS2PL7X4CocLUoml9m//yUALl++i1rNPyS8rW2J\n5mY/XfPChdux7eAB9wCZTJ6TJ18E4NKlE2SzzViWHxkDAnwejlBp2efyskRNzMD6ET4XEAowMDDO\nyMgtzMx0efe1tmZJp0vYtsH8/K4dDlYNEoU+YRkq8rFQsCiVMjsM7rDzUUfGpJ8yVlkHGhhJX2Xv\nv17DWjf6zrE4zz13PKBHw2MSnRKJlBgYmObw4Ql27fKPNqpWLUZG+rh2bR+zs23U63K8juHRQDvC\n5V1S60GPU0eLxSGptwT5+rjiPadlt07h97OvgoWmhEZaDkmbooPkfv2M0EfTRfdXPk8mkx6Y1DaJ\njEM7KiX9VM+J8IwEAcQW0o5XLQs1+NTyW/OJfCdjkWiSX2TSpFQqeTpPFyWUvpTLZV544RCG4XD7\n7UPcdttVHMfh3LnbiESiAV72ZUGNRGKLfL4xoINdWzRCJBLcj6r1s4xNj0NSquVdQgfNJ/p7mSNN\nO9lXLDUvHMef03K5HEhH1tmDYkMBXtRc3i191PUTxB6am5sLyKRsNuv1R3hUgL8EG2Q82hENLngs\nFArenOTzeW9tSfsChMV+kHkGSKfTnl0qqauytsKVoLVc0Vljrt72jzWUcQrYFLtPj03WmgBOoZ3m\nrVwuF7BvZP2l02mPF5NJd/tZY2NjYN07juPZDrKG19bWWF5eZn5+no2NjdD2FxentbW1EYvF2Nzc\n9OY9Go3S3t5OtVplZWXFA/6vdL1qhYkEuIlC1hEgmTQNHm5mUMolTC5MoCOUAmSFyZua7ubMmfPs\n2/fHmGYiAEBN0zUuNze/y8zM/xUQwO73rnDSudASGZN+SlnmanWNev0fcZyfwTD+CMMYwnEMbPtO\nLOsvMc1PEIk8SCTSSTQa97wgkjqqxyx/6/C53CeKRkehRGDqVFT3+QjxuFvdtqvryYAxLotUg0kN\neAFWVjqpVqFYdHO8E4lNj4llsQhjiwKXNmw7uDm5r++7tLZOeGkBeuEWi0WKxaKnKF2g3x54Ph7P\n0tPzKLlcG6Zp09190TNqwgtXFIMfadVHb9gMDHwB2/Y9ecKXIkSrVffMVl1BT3jOslwQ09TkG41h\nL6b+Db6XXfhKK2URoI2NjYFS3tpgEr4QYSmX9Fn6rQWr/kw+Dxtw4BctEiUgn8na0uMJR2j15zJO\n/7K4fPm+7bm/SnPzNJZVp7//MqYZLBAkvCs0kCubbWV93S3yUKkk2Nxspa1t1uNh6YOsFS30tddb\ngJnmb6GrKCxpU9N7fn4vplmjtXV+m//zWFaNtbVuTx7o33KlUpu0ts5hGO4ztm0wMXECy/IdI5FI\nhK2tTsbGTm/zpUvHSKREsdjC8PCD2LavzAVIlMtucadYzI0wCa/rPeLyjMhCd00YxGJf2ea/t2Hb\n45imjWXtBqBcvsDi4nvI593tCt3d/4FotJkjR75GNBqsUl4oXNt+R4JEYk/gu2Jx5/73hoazHDny\nOUwzQrW67qXd9vV9kHT6Vq5efR+27XpPk8lBTp06x/79/xXLcqPds7MfpVweY2Hhr1ha+utA2319\nH+L48W/8/wag9XqJoaGfx3EqNDW9lt27P0SxOM71624Et7f3N3fsdTUMg+bmMzQ0HCISgfX1D1Kt\nPqu+d+crlzuNadZxHP/MOi0jNPh0/3Y4fvwpTNNmZaWbqakBFTGq0tS0HujHG97wde6//6tYVlGt\na4e77nqWaLTG2loLV64c9fg87BHXEaawU8lxHI4du8yuXUtIIbp63aKzc46enhlPZrrtBeXJ3Xc/\ni2GUPVr19ro8urraSrWa8NalXvuaJjczyt014R85FdZRmpZy6TGFQak8KwawtiXCMkHbIBpoSvqd\n/GgZ6jh1enpmecMbvs/73/817rvvvAdA5+baeeyxU3zykw/wxBO3MzvbjmEEzx+W/mp7JswvWkbJ\nvGqQJ3SRPgkg0zLBMPxjUsKyXXSHngutdzQ9dHRV2xbC8zJ3+jvRH+FonAYPMvdh/tTzqG2esPNX\nF1DS9prwj/RBH0umwYVcmsZ+dDRY6A38VF35W3/3/POHefbZWwE4ceIad9zxEvV6LaAvHcemu3ua\nBx74ZwzDP6tcbCvNwzI/Ivelf5pnw9lKMj5ND3musbExYAfJO8FPH9XHj8gcCvhOJpMBB7Tuq9i2\n+gxwvVY178ol4EzO+ZRtbwKC/aiqX3179+7dZDIZz2kl7UlkVNNAbGip/6FtWKF1JpPxvpPCSXKK\ngwbo8oxEf7UdXK/7BRelHXlXeF+ozInmsUKhQD6f945ekXts2y+MJlVxC9tnXeoAloBMSZEVG0KO\nYRFZXiwWWVxcZGRkhBs3brC6uuo5D+QS7LG5uentkU2lUt5YGxoaVIGjHwwzX7VIqDBopVKhoaHB\nY0zxCAiDi0cjLPT0JUSWSZWoqkbgWqmZZow9ez5CZ+fPMjz8i2xtfQ+ASCRNd/dvUSqNMT39pzQ1\n3Utj42u9hahTJsXjogGibduUy9cplT5Lvf41wFXAblrWmymV3kIksge3gqqbgiOLSAxRWViSfy6L\nUlJAhOn0WZ7hFEmdnqnPZYvFVpGUqpaWq2Qya+Tzbd47wt5tEV46L94w3LMewT3fU0fqwikDWknU\n68FjKAzDYe/ef2R8/PcoFpOBlMHwnLkgsIWODv/5bLaHbHY/hpElk1mlt/cCU1OvxU0N9JWMXOJ5\nc+c/mNadTK7S3/8wV68+6M21BhJ6Y7rmX1eg+wrq4MFnWFg4SC6XCtBPgwE9TzKvWuiKkao9mxr4\n6pLhIlBv9rzMV1jo6oiwbld7DEXASUEAMVI1X2haaNroORdjRRTf6mo/s7MD9PaOcPToEywv76Gj\nY5rp6WM7jHKt2KU9y7KYmztCS8uT9PaOMTe3h1tvfZannurbASB1P6UtGZumeRiIa3ljGIbnlXTv\njzI9fZCBgZdUv0w2NnYBfgRBG6gAXV0vB95hmg5nz36Z6eljvPzyG73xOY7D4uIBolEdyaly5co7\nqNXiWNbO4yMEhCYSy95n4ngSXk6n057n0jfWnsU053CcOKb5DuCr5PO/g5yNurX1514fMpnXk0qd\n2jaiggeDAxQKV7fX0UF0qirsBKGJxH6OHXsEy3K9s+Pjv0e1ukQ83s+ePf+R+fm/Z3X1awB0dv4c\nhw59IrBeK5Vlpqf/ePs/Mdpc4NbS8q/Ys+e/7Ojfj3KNjX2YQuFlLKuRQ4f+AcdxGB7+eer1LdLp\no9xyy3/b8YzwVb1eY37+gxSLj3l90VdLy+OY5ixbWw/gOOa2nigHDC5tKHV1TdDVNYXjwMWL9yDR\nfsuyaGycRtlnAGSzDXzve2+gVIogKaH79o3T1zeLbRs888yd1GoOUjXVTWd1C1WFq2mG5ZNLc4MH\nH/w2tZo7tydPvkw8XuVLX3qLJzdcYy+ooxsacpw5M8S5c+65sr29bk0BNwU2eE5lGCCFHWVyrwZ6\non/1PToqFgZt4WgE+BE9kXciJ8SJoyM74SwSMbgEXOhxtLTkGRwc4+DBSTIZ34DLZpNcu7aXq1f3\nsLGR9p6zbf/oEZHv2ngX3au33Yicl+0XGszpbBDtmIWgDpJomYA00X3yvfQvzBdi9Ar9hH+EhmKH\nCc3EMSkRWrFxJFVQZwVJQELPj45GyqXltJaJYZkuz8s7dN0BDZbk0uBXHNvhondh8CQgRiKz2rEh\nbeh9uN///gCGAWfPvsyJE25q7nPPndh2bK1w9ux5ensXuH59YPsoJx/Qad7Qjn/N29oODEcNpQ8i\nC0TPaYCvaSL0kLWpo3DyvbxDgzC9BgVQiS2h9aN87q8Fe8eYAJqbm70ouaSA60CR6L1EIuHhB72e\nhd91hFGAWXt7O7Zts7q6GqBHKpUKFKIUOkrbEv3WDg1pWwpaynErgk+k79IvbTtJGqyWi0JPoa0c\nbSl86debsTyZJf0TWmh5KUBTghzSjvRhaWmJ69eve0evSLBNcJXGG5lMxnOA6KJ5y8vL3vGUP+x6\nVfeEitdKKuWKAJaOy3k9EkK+GaIWxpJLh4x1emOY8Q3DIJm8hY6On9wGoREqlQUmJ/8zbW1v49Sp\nZymXZwLMIkJTp9+6iwpyue+SzX6KSuVp1btubNvEcc5QLv8yjmMHUgHCRziIALcsv8qa3pMJfvEG\nySGXZzVThvcZiQBPJOYDtNu163uMjf1kwNupBblOpdGCoVBwI8axWBHDKFGt+qlCMrdhb1O9Hkyl\nrtdj1OsNdHd/nomJ92Pb/oIUYQe+R7pYbAVgc7OHpqY5YrEsU1P3Y5pVOjuvkEhs0tY2wtrawYBw\n0saG0NUwTGw74gFygK6u8ywu7mV2dv8O4Sf90N5331PtK6ZIpMqtt36X5557ANMMFtLSwFjooiPd\n2tOovahhoKpThuRzve80Fot5AkYcHNIX/Y5wu2GDWN6taSlrSIyWcORE0zncloz96tX76Ooap7l5\niebmJWzbIBqtYRi+Ny7sQXb5Okdv7zDVqiuyGhvXaWxcZ329Y0cfNfDU0eZwFEj6qCMecq/0XXuW\nHcdhcvJwAIRubnZi21Ecxz8jTvrs/l+nr284xPsRrlz5cWZmju4wmML7zycm7mJrqxMRfWG6CgiN\nx1cxDF/DGXIvAAAgAElEQVQha1AhvOsDb5tU6ivb/XwLltWEaf4U9fo/4ThZwldb228FnB3hPgsI\nDafiQhCERqPtHD/+DWIxt89bW88zN/c/ABgY+EvK5WlGRv4dAF1d7+fQoU/uaG98/A+o17dCnzoY\nRoy+vj8I6IIf9Vpb+xazs38JwIEDf0UyuZfx8f/I1tb3Mc0Ehw9/zovCyqUdbnNzHyabdVOLDaMR\nx9lU92VYXPxp5udvpVrNAQXPiJd2wDf8LMvhttue3h7rEdbX25HiIdVqlfb2JfS1vt7CY4+9hVIp\ngRy1k0pVuf325wAYGjrE8nI7UrwG/COMNMjRelHWveiW2VkXNEYist+4yuZmhtVVtzK12259Ww+m\nyGQKlMsxvvrVN9LSskkk4sqt7m43Erqw0OuNWdaMNpjD393MYSd/a+NPp+DpezQY1X/Lj5YdAlLC\njllpT2eTyOdiB0QiFQYGZjh4cJyeHv+In1rNZHS0lxs39jM+3oJlSSGg+g45pI30UqkUOApO6KSB\nh8g5nU6p02/l0iAkTI9EIhHY46jb1049DcLkndK2vEvr/bBu0TpL1o7+Xz+v7xfbRACTfCdzpWsr\naN0ttp9eqwIEdVRVeFjrCKF32ObUfZIfWU/hVEgZj/RBwK/wzrPPHgQczp4d4sSJq8RidSyryuDg\nBIbhpr1fuHDUe6/ut3bU6ndovhQngAY0UjBG2wSa58DPKBSe0TawdhLJ+OU9+v3SJ+mj7rOWNfp5\n7SAQh4bwXK1WY3Nzk3K5zNaWeySTOC/K5bIHGiuVCtlsFsMwyOVyAf2uM9DE3hbcAe7eSa17xe6W\n6L3emiefy7orFosBR5HmKZkDOUtTHBO5XM5L+4/FYt6xMxJdlfkRp6Ve/+J4kvRZbcPL+6UarrRv\nWZYXrQzrAtt265+Mj48zOztLNpsNOBOEb4Qu0WiUra0t7x0CQAHW19e9M1KlTz/oetXScYvFYqBS\nI/ipZLZte6Fu+V4LOn1pj1mpNA3452GFla3cr/9fXX0YgP7+f09Pz7/1PnvxxTPk81dwKz+6XkIB\njfK/aVbIZj/LzMz9rK7+Gw+AWtYpotH/iuN8BtvuwjS/Sq32ghfJlD7cbAO3voTRbdv2CopoYCAR\nWV3uX4RzKpXyhIso8EhkLtB+R8cFIpHcDtAmAkd7tkQwudGXDHKmZjqdC3gp9SIXgem2ndqe967t\nebCZnf0QMzMfwLb9BSSLVlIKBISWSm0sLx/n4sX3UK3GicezdHS8RLUaZ2nJFdS9vecDfCTzJDTX\nY7RtP0pu2xbT07fT0XED0/SFoPZsiQDQQtZty69eCtDVdYPu7nHPKNL3ipDS86S9uNp7KYcqg783\nSnu5xSMldJPPRSiLo0Ta1CBYUvDk0tFs7YDw+cY/+iU8Lum3tCeOEeFf4fVYLMrRo0/wmtc8FKCX\naTp0di57BoM/P77xWa1WqVYzNDcvceLE44Hn5XgXPWeyJnShJbmEt7UnW3txtRGlDVWhfTbbyeam\nnxq+tubvEdSGofzf2LhEJuPv/8rl2nj66fewuHjSa1fu1etVfheLvYGUHz13lmWRzzfjOAaGYRON\nLgcMP3HoyRoWUB6LXcayRnEcC9t+x/YzTUQibyN8pVL3kMncHjAmw5ccb5VOH97xnYBQ00xw9Ogj\npFIHtsdb3051dWht/QlaW9/C0NC7se0iDQ1nGBz82I62crkrzM//3Y7PwWBg4LNkMscCc/2jXNXq\nKlevvh+Ajo6fZdeun2dj43tMTv6fAOzf/2dkMkd3vnF73c7M/CErK38PQEPDz4QA6OtZWfkz8vm7\nkFRqvbbkf/dee/t9F8hkNqlUYly5cjYAQEzTpL192Wt/ba2Vb33rzVQqqYARffr0syQSZbLZDOfP\n3xZ4j/BQNBoN7HuEYMq/bOsA2NxsIp8POhHHx3djmnqLTJ2pqT4efvit1Osm8XiFZNJmYmI3phml\nq2uDWKxGrWaxuNi+Y/yyDrR8DDuNwjJcyx2hq7QhmUkyXu30lrbEthBjU9NIbBLdB+0YFDpFIhb9\n/Sv82I89y/vf/wivf/0LHgCdn2/lsceO87GPvZlvfOMUExNtnq4TuSYGpgaGok8zmWAFaQ245ZLo\nh4AOrXclOie/xUEocy80FyNVOyO0A0/rd+mnTvOTfmv6SztaBkvfpCiK5nsNijUYljGHndo6Mqkd\nFAI0wzaJ9EU7f2UOJWtE2pL79R45aVOnSWuwIHpV+is2q/RL5K8GeqZp8v3vD/LCCwcBOHLkBgcP\nugAU4OrVA2Sz6cC49J5JmRtpU/6WcQkfax4JO4lFl+vU0XDKtHas6nUmAQ/TNL1jWPS6A7+Aj2EY\nAWAi61KcLLIOLcvy0l7DclL3X9eK0ZF06bfsYTRN02tPB7JkTfT19W3rdd/5mkwmvbElEglaWlro\n7OwM6F2hYTabDeyFFnnR1NREIpHwsIgOPMlv4ZWgIyviPVcqlQI2vrb9gUDqcBhsaqeFRDz1/YlE\nwqOdvGtycpJr1655W8+y2WwA/K6tre1wHEkmptCgVCp526gqlQpra2s/VCe/aiBUCCCL3DWOYh6D\nbWxsBKqzaa9k+PIntMDQ0E9hmi4w0N477W2VnPJqdZWNDTcVt7PzXQwO/g0nT/4L6fRRbDvP6OgH\nOX/+LKurz3ghaTfSNMHq6p8wO3s36+v/kXp9DIgSjT5IPP4ZYrG/pl6/E7ecdxzDcMhkPoph5D2G\nk4IvlUrF21AcBhWakcTjp6tegg9Q3Lzs8zhOJaA85B63SNFCgG6mWWPXru8HKrYKbWTBizfGB5NQ\nr0O57EZDE4nNmwouHVlyBbLFxsYRrl79TSqVFkyzRjr9/Dbg9BeZvEd7Ydx03BjDww9Qq8WYnnb3\nzfX0fA/LMlhYuB2A1tbrpFJZL1JXq9XIZCap1ysBXnAVSZTV1R/DLZFeZ37+MJcvv5V63Tdq9GLT\nez2CwjnoOAC49dbHkYp+egEKD2twIwJZKwr5TBSjfCbrQaLjev+vOAqkrzrCrpWLXgdhA0A7aHQG\nQVghaKNYe4aFPmGPoDuWOsPDd1AuJ5B9tHK1tEzvSHmT8YnjplqtcunSfWSzwf2I0Wg1wDfa6ST0\nkR9/zoLphtq7Lu/WClcrDceBqSkfbG1u9gfAvqwBabunx0/FnZm5lWee+QWq1d6AEaONRA2AdVRP\njB/puz8HCSoVlybxuH+EkkTBxcklRRRcJS97QV+PZfV47zHNnwqzMq2t/3tgzm8OQn9YJNTkyJH/\nSVPTHd7nc3P/g1zuRUwzwYEDH2V8/CPk8y9hWRkOH/4c4Yq2juMwOvpB/IrmMUR9dXd/mIYGN635\nZo7KV7ocx+HatQ9QqcwTj/cxOPg31GobDA+/B7Bpa3uQnp5fvemztm0zN/dnLCy4hZs6Oj5MtToG\ngGF0Eov93zjO7wHNHl+KkSEGg3uvb7DH4wWOHHELCb388mmKxURgjQK0trqR0LW1Nh577C1Uqync\nSKnLv27lXLcfzzxzO/W6n9ovckX4Tr9fAyvhL5/nDC8aKtfYWH9AhtVqBk888WNUKkkWF3cB0NMz\n671XquIuLnZQqwX3f0o/dEqY1tv6M+1cEfAocihsH2j9J3pfty3rWhzLQh/D8FMPg45UPwW7sbHA\n7bcP8+53P8Lb3/49Dh6cJBqtk8slOX/+EJ/97Bv5/OfvYWhoP/W6fz6flnOS4SWH3ct4JaoQTmXV\nNJJ50/tYRc5pp5mAUJEzMtciH3Q2ja7kKsBMbAKdUqplkWtHVT1+Efkl/ZY+yTvFqNY8pnWejqrp\nOdPGuuM43tYaPT/SptBEdJ/Mozho5bfwjDgjtLzVOkF+dJBEv1PooNeU7KETG0p4V6cq12oVbrtt\ngiNHJghf1arJxYu+80v0ocyrtmW1s7per3vAL8y3GuyF177mIXGKyD360pl2khaaTqe9faS6krJ2\nfMicaWDU3NxMQ0MDra2tARmUy+U8nonFYh54yufzHh/I/AtPyhx1dHR4cynAN51Oe3tRZYzixL9x\n44bHwxoUh23oUqkU2IcqwE2cVdqZKPtiZT4kmKKzBxKJhPe3DtrUam7hoWKxGMhsEKwkcyi8KQUo\nDcPwClBKf+QZmQuZB/msXq97e0jHx8eZmpqiUqmQz+c9h4leh01NTcRiMW9fqo6qNjY2evwphYoA\nurq6fmhK7qsGQrWBLMaiEF4Ui97PqH+HLz9iegvF4jAXL76eUmkuoCRBn7/mCmV375FNPL6HTMb1\nGDc13cXp0+fZt+9PMM0kudwFrly5l5mZD1MoPMXk5L9mZuZestmP4ThbGEYbqdSv0dr6LWKxPwAG\nAgLStsXAWyGT+buAQhEFKIJTFqimz80uWWAinCuVEu3tD9Pa+gzgR6nCij4eX/T6A7CxsZ9du14g\nGvUNdW3E67lxHMfbjG4YBoVC43ab64FojoxNAxjp58jIe4AkW1suaGxsPOcJVJ0uqr3DIiCq1Rr1\nuqv8ZmZeg21HSCaXaW29Ri7XQzbbjWHArl0veP13eWKF3t6HcBxfcNfrdebn38L8/NvJZgcB2LVr\naEdftOc3vD/RF9zVbVq5dJ+YOM3Y2BlaWpYC/ZB2RHhoz3MYkMoz4inXbWhlIXTVnk8Zgx6rPBfe\nf6AVqfasyloJgw7thdMgVXupxVjRgNvvW5Knn/5XLCzsC/Bzc/N0ABRrmmgvr23HeO65t1Cva3BW\nCfCsjqaGaaa99fKu8N/ybNgg0eOYmTmMZAKsrfUE+qwNJssy6O29Sr0e4dKlN3PlygPYdjzw3vAz\nGgjIPXp+pT9aoZZK7mbpWGwx4LAQAB8E6TeIRi9tt/PuwDxGo0E6GIa7Vz+ffy4QjdBy2LZrFItu\nNdhU6uaR0AMH/l/a2/0oa7m8wNjY7wKwe/fvUShc884QPXDgr25aVGh19Z9ZX38Mw4iza9evEI/3\nATbp9J10dv7WDoP8R7kWFj7FyspDgMGhQ58hEmnm+vUPUC5PE4t1c/DgJ15R58zP/y2Tk78HQEfH\nb5BM3kOp9AKp1M/S1PQQtdrZHetN856OxMh8Hzt2jmi0ytZWM9ev3+rRWp5LJnOkUgVWVzv47ncf\npFJxvdC7di3S2zuJZVW4885nABgZuYXZ2Z6ADhG+0etenF/hlDz5W3TN7GyX187WVoa1tTaP5wEs\nK4LjuIbg3JybbtvbO+e1JUWJZme7AoA3KEt3VhGXz8Shoh1D0nehqV5DutaCBvJhcBt29sgldNJ0\nsO0CBw9O8M53PsN73/sNXvOaIRobC9TrJjdu9PLII/fwD//wVs6dO8baWsYzILVMFv2iI71aXup0\nfO3UDUeltLwL6w7pswbm8rd8LlFhrT9E12u9DTevESF9FlCi3y3j1Qax1g8aOGo+lOduNj4gYBjr\ne7T9oemg+UfLBhmfvE/rLQjqNr0lRPdNA0Gd5qx5ScvxsIx3Ab7N5GQbFy/uJaSCWF1toVCIBfSD\nBvV6jNphAX7V5DAolx8Zbxhkiz2qq7xqkK0zJQRoplIpGhoavONCbubYBr9Ajjzr23XVgK2rI7ti\ncwpwdu3Ogsd3Mq96Pa2trbG5uenVlWlpaaGtrc0DR9K22JgSqdTgMB6Pk0wmyWQyXqqpnNYgY5D5\nkKCNZK7ZtpvFNj8/Tzab9ZwuwleyDmS9CU3L5TL5fJ6trS1vHoSOAqB1poPIJFlj0l48HvfWpPCm\naZqBYqfyWb1eZ319nWvXrjE7O0upVPJAqbSp+TmXy1EoFLy6OCLfNKaRo/Iki2NjY8NLM36l61UD\nobKYisWit1AikQjZbJaGhgbvO8DzjrzSYGRhm6ZJc/P95PPnuXz5deTzbpqYVrzC+JZlsbLiRgTa\n298WWNSmGaW//0OcOHGehoY3ADbLy/+DqamfIZt9BNcbb5BO/zqZzNewrH8NtHrgWYS0yzS+0RmL\nPU00+oxXFEIfqSELvlwue15JnboiTKgNCZcRSvT3/x2dnd9ia+uo510Vb5G/2CvUanFu3PgQtu16\nXcfH38ylSx+kVisF0m9FAIW9wrLg3Xe7+4HS6WzA06eZXISUrwBdz8zWlhsRSSZHicXc9DIRdgIA\n5UdSOrVAr1QyLC+75+Z1dz9JNBpjbu7M9v/nsSy/ZHwul6a7+zna2p4IGILLy2eIRmNsbJwEYNeu\nYUzT9zTLmOTdOlKp+c6yDF566U3MzblOjGg0z9jYCZaXezxBoVNNpQ2JhGsvkY6Ehvk2bKQJSNX0\n0pE/mUO9qV4MAG2kaMUdNvx0X3QaW3D8wfM8NY/qlF9fycd47rkHmJ31o2aNjTM4jj/PWgGKUpT2\nt7bauXTpXtVujWjU91qGlaCec/ECas+2pqeOfGsDUeZCBHutlmFp6RaKxUbK5Yz3rNBB6NTaOkGt\nluDpp3+e6emjAaNQ5t4HgH5VRu1kMgzDS5mR9nV0wTRNSiXZF7roGTjhlCsZeyz2v7b5+yy1Wn/A\neK9Wb6Avx8kyNfVTVKtzAQNWA71SaQzHqQIGyeSBwPPV6hrd3b9Mb++vBz4fHf1t6vUtkslBurre\n66XDdnb+HLt2/QLhy7arjI//Lt3dv8rJk0M4TplyeQzLamb//k9gGJGA4+VHuYrFUUZG/jcA+vt/\nm5aW17Ow8EmWl136HDr0GWKx9ps+u7j4T4yMuEfItLe/n97eP6JY/A67dn2WxsY/xHFS2/RzaR6u\n1i5GlFyWZdHausS+fW5E+cKFuzFN//gH4cWWlgVWVjr59rffSLXq6pVIJEJ39zRnzpzjzJkXyWTy\nlEpxXnzx9oCh6dIxWAhI+qiBDASjQPJbR0LHx/sxDDNgVGnZMj/fD0BHxwqxWJlIpEpn5woA8/M9\n3vu04SxGkQYz2pDWqaPu7yqRSB7HCTrK5G8NdPSz2jkq60Toe7N9urValV27Fnnd657jAx/4Jvff\n/yJ9fcvbfNDCk0+e5B/+4W18+9t3MTPTjWlGAtE7bcgDXlRD+qD7fTMwKbLFMIwAQNUOAC27wjJF\n3qGNWE0nwHMui9EPeAV2dAQwHBUWmmpgKzyp6RimqYxFbBz5POyMkAIrMp9iJ4ou03MrvCrFYLQT\nT0evdMRb+irrTIx3XfND6zbpB+AFSLS9J0As3D8t92X8kpWytZWhrS1LON7Q1bXK6dMXqVZ9/a0z\n0jQo1vpN+qijj2FHjNZB0rZED7WzR+sjvb71nEvUS2+9EV7QqbcyNxq4C62z2SzRaJR0Ou0VsxHg\nVK/X2dpyawBUKhUSiQQdHR1eO729vTQ0NHhj1dlI9XqdjY0NFhYWAtuJxPaWdyWTSdLptAegWltb\nveMgpfCP0Fnzjtin8r1sg9rc3KRQKHhVbIWHxGaT+ZPjXiSyKLaOzLPwk55znV0m92kZrNeB2GLC\n1zIe23bTj6enpxkeHmZ62g8CaBtX2xCmaQaq34YdPfIeob/gFqmi+4OuV/WcUDFapeMAbW1tgYqc\n4AoK2SP6SpcsgJaW+1lY+DvK5QkuX76PI0ceoqXl3sACcQ2uHGtr3wSgvf3tgbZcgbLEysoXKBZf\n3vEu02zDtlcpFD5HJvNmKpW2gPdIBJQLojcCzyaTf0OxeCuRSCawcVqDHfH+iKdFC1XTNL1N0LHY\nGvv3f5JUyi04tLV1FMOoeJ4jvWhsu8bo6L+hXodSqYVUaplUaoP19T4gjmnWAspeBL5WJDI2N2Tv\npuOmUlsBpRfej6H3YYgRVCy2UyzuJZmcoLHxHOvrP+a1r4GBNhpkPOAqgOXl19PZ+TwNDZOk02Os\nrBxn//5vEYvlaG+/zvy8axDncm4FwltueZRcron19UMBoVwun8G2v0AikaW1dZ6VlS5PAIY34WuD\nQGh048YZIAOM0d//Au3tU0QiFrYdrJYG/qLWilMWdBgE6rQqzeNhUCU/+j4dcdECUxse8n6hubQv\ngk6UsgAxbRBpftUROQH+4X6Af9i39PPixZ+gWo2zd+9LWFadTGaWtbWeHd436Y/u++TkMTo6pujr\nG91uswz4aSnamBFe1Pwj/dcCU5Sv0ERSjuQ7Laccx2Fu7hiOcy3A63qNun2Bp592o/9SNEjoJSnT\net610BfaCk31Z9qb7XpeJRK65BnXMgZ53uXbWSKRc9tz87PEYr7H3x3HBOGro+NPaGn5Sa/vWlaD\nn4qbSOzFsoL7Bk0zxS23/HHgs/X177C09FkADhz471y79gGq1SUSiX0MDv71DuUGUC7PcOzY14hE\nelhc/BxLS58CYO/ev8ayugO8oef1lS7brjE8/B7q9RyJxH727fsjCoVr3LjxmwD09/8Ora0/ftNn\nV1YeYXj4vYBDW9s76e39U2q1Gg0Nv0a16u/5cd9je7Ja/tfbDvy5sjlxwt0WMju7h9nZHiIRZwc/\n1Ovw+ONvol6PE436hmRPzwyZTI6DB925ePbZs1QqSRxnJwAzTdOr+KodRvK99DNs3FeraVZXW2hr\nW2dycm9ArmkZYds2m5st5PMp0ukCvb0LVCpRLMumVIqxseFHULUxLDytPevaeNNySv6/++5LDAxM\nUizGKRYTFApx8vk4xWKSUilBsZikUEhQKCRZX89gmsFzL/V7NWCwLItUKsfhw1McPjxFc7N/2Hqh\nEOf69T0MD+9hY6PF64++NHDSY5H3CK1kfBqIyZqWe2TMWp/rduQdYlhLSp/Mo9ZVIs9EDurIstBF\nnDlyn5Zrmoe0g05kWKVS8cCsTv2T92knmpYlOkqp5bWczyh9kPdKpXv9DnmnOHe1A0MDdl1oRWiu\nAbLWexL1DYNw8EG60E6nVkr/df9kLuT7UqlENGpx//0vcfDgHI4DL700wIkTI8zMdNDXt8ypU8M4\njsP58ydxnGBa9s0cL3rOZbw3W9uiGzTokHvke62bfJu56vGG9EP2/Akd4vG4B3xNM3h6gxTSEbsy\nn88HdFoymfQiiiILwvMnqaLymZwhKrQVR0oikWBjY4NiseilCQvolPmS/spWFalaK2m/kk0hdNDR\nVwgeZ7i5ubnDVtD0l/5qJ4dUnxXe0raXdozJs5qvNc87juMFezTotCwrAEZlfvP5PAsLCywuLnp7\ngdfX170UfCn0JCm3Yvdvbm7S2NgY2Hon45Fxy/xrPCO890rXqwZCheji3ZCOVqtVksmkp7wFeYun\n4Ie119p6P26A16ZeX+fKlTcxOPhJdu16V0DArqx8E9suEom00NR0j9dOLneF6ek/Z3n5n7BtN/Jq\nmg1kMj+JbW+Ryz2MbbuFBxxnjVzu14nH/45aLeV5TUQgm+YLGMb5QD9NM0cs9pcUix8JhLVlwup1\nd6+InkBhfh39aGgYY8+eTxCJuAqyUOinWm0iHg/uKRTj2l3EbmVMAaHJ5Dqbm37Kbhh0CkO6Y/WN\nWzdv3QV38fiGR1NhdOmzLv0OeBEdx3FYXT1DX98Era0vcOPGXdi2X3lOGFjv+xFA7iuCPvL5U2Qy\nL9Lb+zSbmz/H8vIJurufpbPzHFNTewF376ptG5imw623PsT58+/n/2PuPaMjyY4z0S8zy1ehClXw\nQANog/a+e3ocxxsuZzjiSCMacYeiqKVIidIupbei+CRxRa2ORB3ZlV0t+ahdSUOR80iK3okcjtGY\nHtfT0x7djW54U/CFQvmqzHw/sr6bkQnM6Oe8PKdPA6jKzHsj4kbEFxE3bqWyRUR0olhb24V0ehjd\n3cMKCMkFLp0tCQIAwLJisG0Ti4tbYFkawuESUqll5PMdiobSmXTu8UYlJSgiHaUjLY2k3ymTMs33\n8R6OUyoxrjEGKmjkOUYaYTlmjlOuP5nN8Ds7HCt/lwbcddA1XLx4H0wzgh07XkYqNYHFxa4NET7/\n/Pmu06fvQTq9gHh8HbpeQb0e9si9BN+UJ16Sf4xO+gE2gz98DmWf81hY2A5dtzxrxw/YFxYGVdZD\nlrBJB0iOSfKYzpl/TQBuAI+fl8vtzbU4r+6lLpER4GTym9A0G6a5H6bpBmMITDTtukdXJZO/hHT6\nZz1y4HeA2JRos1LcjR1la7h69RcBAJ2d70exeAGrqz8EYGDv3i8hEEhteAYARKPbYJomisVrGB1l\nBvIXkEi8w6MTye9/z+hNTn4G+fxL0PUI6vVFlMtjGB5+FJZVQiJxDNu2bX7My+rq07h48T0ATLS2\nvgNbtvwdTJPZend/IdcEI9nFYnHDuW4OPZz/+/svo61tAaap49SpG2HbtgrmUOfU63VMTw829ZYr\n35FIAZnMimecR4+exdatUzh58lbU62HPWpT7/0knfxmzP8BEuZ2Z6UEoVMPCQlrJtAwuuoDXwsxM\nL3btuoYtW+ZQqTgOejbbA+eomI0VN1Kv+R1pGYzm8R2apuOVVw6iv38OiUQFicTmVVLj4z148cUD\nsCwbtu09Lgvwlv7bdhU7dsxg9+4xDAwsgfEQ09QxPt6Ny5e3YXy8A4FApEk/F7RJUEuaWJaFSCSi\nMiLM/vlBA0GBP1sm9ZgEfbxH2iYCVtmk0A/EpA8hLwncyMPNOqAbhqGC7f4xuEFd79FDBBUSuDC4\nSxBAm8NKN/lOPp96l7LKDCZliffJLB0BpAwmSoDjDwpzHqZpepIA3C9I2vlBvJRTP+CW+lLyUNc1\n3H//WezZMwkAeOKJw7h0aRBdXSv4/vffhqNHr+DEiWEcP34Zuq7h1KkjHrmVtlHyWV5vtIWI35Xg\nkj9zvNLm8n7Ogd+RR7nJIK+kMX18XrSrBPEcC3uucMwcJ9cNg9iVSgXVahWxWExV5knfolKpqL9z\n3CzN5TylzBG0Ugakvyv1FO0tK844L645ygppSB3AZ3Ftc180m/iwK7UEotQHcn5SPmWzJ+pyBqEk\nbyWAde4vYn5+DXNzWeTzedi2W3lJH6BYLCIej8M0TXX8CucbjUZRrVaxvLyMZNLZjlculxVIbTQa\nCIfDWF9fV0nDer2+4YxR//WWglCCLMuylNID4OkMSoFlWam8NjNgmpZAInEjCoWXmt+p4cqVR1Gt\nTsifUFMAACAASURBVKOv7/9SWUp2xW1r+wlomo6lpe9ievovkcu53TfD4e3IZD6Clpb3wDASWFt7\nAeXyqzDNGTGGSVSrvwHD+AuUyw2h4F6GZf0umAHhVa+/DfV6GLp+CY3GbpVZZNRPCr6muecV8egN\n27aRTr+Arq7HPc9eXd2vSn38pV8S4Dv0dY47CYWWPBk3Ot+yzlxGL6Vxq9XaAACx2LpylMhXmfoH\n3KYqNEaNRgOLiwfQ2/sNhMOrSCYnsbKyRSkj6YT09IxhcbEf5bJbwsb3FYs/gUTiNWQyw4jHF5HN\nnkBPz8tobb2OSGQJ6+upZnS0BdFoHoFAHYcOfRmnT/8CTNPNuC8uHkA6PYzOzmEMD9+jZFLW5TNj\nxt/9pZymGUEu14NMZhaZzCjK5V4FKKWzLx0NCTKoXGgw+S46OSzd5vwZhZOlvlLh8GcZdecao4yQ\nN7yk4yfbfsvsnZQNma0jzWSW1m+I5b6b5hsxMnIXGo0I0ulJADf6AL6bEZAA1gGOYbzyyjtw551f\nQyBQQ7XqOs9UzJL+HIuM+EujLQEk+SvpKJ0Jx+gZmJvbBdt2nVAaDz/dpKGUgQzJH86XOpEyx0vK\nj6S7Y0g6m/wpIhgso9GIeSLbTulRHpHIs0098G4FjqUzWKuNqfcZRjfS6d/wADrJA15v1pTIf01N\n/RnK5WvQ9Si6uz+E8+cfAgBs2/Z7nqZFm12aZmFk5INwyngPYMuWP4Cue40zafpmWdC1tZcwPv77\nABwgnM3+A15//TY0GsvQ9Tj27Xscuh7acF8+/wouXHgXbLuKVOoO7Nr1JdRqGkyzquwV/zGwwRJA\njk92nKU+NIwqjh51jlMZHt6P9fUkNM3NaFBHbPazpmno7p7chFY2zp49jlotBF33OqZ++ZG0k5lH\nXtKhdM73dBoV+deOBEu6rmNmpg+7dl1Db+8MKhWHnjMzXZ715I7X1ZH+wBs/C4fraGubR0fHKjo6\nltHRsYpUys1Q+q9stg0nTx5ANtvZHJ/7bNpcADAMHW1tC9izZxxDQ5MIh13HfWEhhUuXBjA6ug21\nWlTZVXmEC8GjXM8ctwSF3IJDQCODTX4w6dc5tIt8PnWTPzjVaDQ8wFE+n88mT3nRrpHPnBM/8wNP\njp22gPbLNE2VnZT+i8zU0reRGWB5DqvMzlGWpI3zZ1boaMv5SBrKDrWyEkf6NZI2cu5SLxMMSf3L\n9SIBsJ+m/JvM9jrvtXDvvWexf/8UAODpp49iZGQHAgEb//qvb0O9HsCrr+6HYeg4duwijh4dBqDj\n1KlDALxVYZIWnIfMWEvQKccj75GZe/5dJhMow5JW0mbJ5wYCAcTjcRVQ0DRtA1/l3l7pWxLMEYDJ\ntSF5ykvaWsDdcxmJRNT6lracTYdkt1jqacAFoDKTKf0RjtVfOSArHmRJrJQl4hd/V9xYLOYJFkv9\n52yfCSm/jfOgLMfjcQV+mVTQdadZEbOVznqsYXDwMuLxaZw82ar6RchgEN9FvjCDncvl0NbWpuZZ\nqVTQ2tqKUqkEJoo4plQqhVwuh0Qi4QnUxONxFItvrKvfMhAqI23SIEqhY0aQyrxQKHie4Xe4ueBS\nqXsVCOU1Pv7bABro7f0ENM1CLvf95jNCeOWVPaq5BgCkUvegs/NjSCbfjkbDKcmoVK4hl/srWNbS\nhrnY9jmY5h8A+J3mM1+Abf8eNI1RHaBeP4JQ6AxMM4Zi8SNNQXLrvKVR9hsTt6yzjs7OLyOZ/PGG\nMeTzBzxRXql8uWj4f7ncCgCIRFY9wEgqdYIwf4aHi6dcTjafUUIgYAJwla6maSoiGo/nUKtlALjG\nzonchLGysgvt7cNob38d2WynAl98n9NGuoY9e76CixffB01zzz+1bRvl8iAqlb2IRIbR2/scRkff\ng3x+AMnkJAYHz2N4+E4AQKmURDSab443j4MH/1+cOfMhFIuMDm/D0FAA4XABmcwMZmc7PEreL2dU\nfqQ36by0NIhMZhbt7ROYmrrVExEjnelASj7RMQHcplky0vZG0XA+iwpPGgoAHmeA75JRZmmw+Hyp\n+Al85XhlOQ2f5y+vkk6LNNzMwviV7fXrN6KvLwVnmN4gDP/RiMnqiOXlTly4cBMMw1s2w7lIvSIv\nuU7k/P2Ra3n5P3Mjl14aS974gbPMYJJfdFBYYiYdRekMyPdKB9UJLiRhmmEYRhXB4BwajR0emXWc\n+O9C0xowzUEAN3kCdw5PqrDt6eYaeQSJxM8DcBtzyHnIubogdGMmVF7l8hgmJn6/yZswRkY+Dtuu\nI5W6EwMDv/mm9wLO+aDr669A16PYseMfoOtutYjfYXyjq9EoNDvfmkin/wPq9dXm353Klra2B2Ca\n6zDNIgwjru4rFC7g3LkHYJoFJBLHsXfvN9BoBNFouPt1qCvpaFBGGTnnvjTSnHw8cOAsotEyyuUo\nzp8/ouYg146f5/zfNE309k575riw0Imnn74XlUq4SWtvCaS8WAEAuOWakreULzqa2WwHKpXIhkoF\nfwUHAMzOdsOyNMTjJcTjJQDA3FyPBxBwbP5ov2HU0d2dQ3v7Mjo6VtDZuYrW1o3n1zpzMBAMuiBk\nZaUFL754AOPjvbBtB5D713qtVkM0WsKuXePYt28S6bT77HI5hMuX+3H58iCWllqFHvRmocgfaRc5\nfgZ3pINM3SeDAARZMuhGB1zyQPJc2nG/vZd6lX+TsiPBKfWXDFbxuXRI5bNlIJNj5ftkIMMvn1JP\n+YGopBVlT1Zx+O0HwQGfK6tw6KxLefXrQH9Aza+zZTCBPJN6nM+V2Se5JrlW/UBbZlANQ8fdd1/E\n4cMEoAdw+nQfNM0B8IVCEIDDg1de2Q/LsnDDDcM4evQibNvGqVOHYJobgwoyiMTghL8iyD9XCaQI\nmhmgoS9GfstkhZRzGRgIh8OIx+NYWlpSMkP9R5rJJIMEj7J3BefAtQq4AFnKDgEYZYSyKKuOeFQI\nacJ5EmSRx2yqxHlL20If2g/G+X25hpkwINBLJBKq4ao/yyp5R/5wnFJ2CVC5Bvg3wNGhsZhzxjrL\njeV6bWubwokTr6Crax2f/nSv2l/rBK+r6nnr6+tIJpMolUpq/rZtI5FIKLmXvl5LS4sC1hyfLGfm\nnlrK2ptdb2kmVLaxzmQyKBQKSkDD4TBaWlrUxl92bZKT2iz6aJomksl7MDPzGfWucHgbjh07i1DI\naSIyN/cl5Xhks3/fvDeMrq4PoK/v44hG9ynHu9GoNlP327Br17dQKCyjVjuFlZUfolR6DpZ1rTmW\np6HrnQD2NwGojM5tg2n+BwBnEAq9DMv6eei6rjJSzHJKJ5URIVk+YxhrKJf7YNs3I5VyQXa1mkah\n0AGeWUkaUZiks2GaJkqlVJMuqxuipTQIrN/3R6Ko7IrFGJzzCW1EInmsr7eqjd3SGBjGPLZseQFj\nY+/0gIFGo4G5uUNobx9GV9clXLhwF6pV06PYIpEIUqllRCIXsGtXFBcuPKgWR7lcRjgcxurqO9DT\nM4yOjrOYnLwPc3MnkExOoqfnLObnH8Lycl4BZl4tLbPYvfvrOHfuEViWDdMEFhe3o6vrKjo6LmJu\n7m5PQMRPHwkApVJaWBjArl0vIpOZhm1XUa+7SlUCUsqq5BUAj/Hn51TedBokKKbi8u+VlkpRGlrS\nlmOWzh9/pyFliYos0abi4rhkRFj+TToedKgkDWUpMIHu7OwejwGXDoF0oqj0OM5r144jGCy/IV/8\nGU/5PNKQdPWDfPJE6hm/4+J3ZvygWc5HOizSgJFudOSlTJAncl+R1JGOYQqhVutENDqFcHgB9Xoa\nsVgOjcaBZuBnDbHYEwCAWu0RD79orIBxABaCwfsQi/0OAgG3hbx0kiUfbdtWzd/eLBNq2zauXfs4\nuL2h0cih0cjBOY7lMWjaG2cuAWBl5ceYmvoTAMDg4J8iGt2r6MrxyyCFnye8rl37NVQq1xEItGHn\nzr/Cq68e9ny+uPgvKBTOY+/eLyIQSCEWG0K5fB3nzt2PRmMFsdg+HDz4fRhGEtVqUQWKZNRcyhbl\nSmasZEAhkVjDnj3nAQDnzt2MWs2AYXibh0idKQM8ji5uoK9vTn0+NrYVL754JxoNHcDGhmZSXrlO\n6FzI9SPHK/W+aQawtNQKTXN1o3S+pCybZhiLi+3o6nKa+Kyvx5DPt0DXXTDtBGNsZDKr6OxcbYLO\nZbS2rkPXNwYTKpUglpYyWFhIN/+1oq9vHvfeexqFQhSvvLIPFy70wbI0BALejI3juNno7x/Hvn0T\n6O/Pgr6RZWmYnOzBpUsDGBvrRr3OMy7dLI4/EEi+Sp7wom5jNoI0p8PM8TAYJQMBcsuJX+dImacD\nLrfqUJ9IWeTPlCU6yf5AlvQZGFCR76ZvJeWJWUraBCnjBBB09qUd43YruS9e6mrZnCUajarATjwe\n92RGZYCF7/fPidVFcvwMhnOdyX2MpL0EBZJXtGkEBJKm3qCet0zXGY+JO+64gCNHnIqTZ57Zi7Nn\nd8Cy6qr5pBy/AzoPQtc1HDt2CceOXYKu63j55f2wbe8+YQlMZHaZMiPnJXWQH0gxqO34vG5gm+XS\n0i7znTJYRpBDICaDw7IyRNLG74fwkvpIBiwk4Jf2iGuR9KP+TSQSqgSX/nY8HkepVFJHqRB4RyIR\nFQymj8kyYZmQIW0oW/RlCLoDgQBKpRIWFhaUjEg6Uw8wGyszrNyjKgMfBJqkG0Ee58j9mCyJTSbX\nceLEa9i2zanafPnlCEZGnLVZKpU8NCQ/6/U6ksmkajRF/abrTna1UCgglUqpaslyuay2Uuq6rioh\n+N1EIoFQKKRk4o2utzQTahiG2gC7vr7ucXaDwSAKhQIMw0BXV0h1ZvI7fPJndqcKhw/DMFJobb0b\nudxTqFbHMDv7F0in78bU1F9gefkb6r5QqAd9fb+Cnp6PIhTqUAqHFzdLW5aFtbVLMIw2aNqNCIf3\nAfhlmOYCqtWTsKyXYVnfhW1/BZrmNaCmuQe12hFEIiHoeh6RyFWY5kG1ULjPRXYBpYMjI0qWlUGp\ndCsSCacNv2UFoOsNrKzsRaPhKBcqCtKYC5/PACBA6Arq9WqTDiFPbTo3HDvjNz2KBmjAMCKoVBKI\nRteRTJZQLrd7zh6j8BaLLTh48EUUi2nMzJzwRAsLhS3YvTuKUKiMzs5ryGb3esoonYX1PAAgk3kV\nQ0MRDA/fqaJjlmVhZaULLS1dSCTm0dPzPEZH78aOHTEEAkX094/BNHeoTr681tac/Zup1BUsLm4H\nAGSze9HVdRXd3Vdw5sxtSsHIVvaSF1L+SJ+1tR7U6yEEgzW0tc1hcbFf0ZP8kI0nKOsbnU4bra2j\nWFnJoFz2NgGSxoNKye8Y0Bi2tCzDti2Uy+7xClSi/A7H73fcZcTZcSiqsCxvRF7OgcpVPnczcCad\nDWmI+D+BlX8s/L4fqDnANKacVhogOXYZQAgGlxEOl7G62rUhykiaAvAYbf5Mp4MX502DwbFy/fjX\nrww8yOCO5KUfxMv3+LMctm2js/MlaFoc9XoK0egUkskX0NHxVSwtfUg508nk09C0CkyzA7Z9l3qm\nfA4wCsO4EbHYZxQo5FqURl5etdo8TNM5D+zNQOjy8rebx2FpcMo5ydcCXnllL3p7fwk7dvwpNG1j\nxLRWW8Tlyz8LpxHQI+jo+HmPzJMfskxPOjK8Fhe/gWz2fwMAdu/+e+TzL6ugHa+Ojvdh9+7PI5v9\nJ5RKIxgc/CTOnr0PtVoWkcg2HD78I4TDnRs6TvqbTMlgnVwvUtZ0XcexYy/DMCwsLXVgdHQIuu7N\nyrs/O93Y/XsEu7qWEQo5mYrz5w/j9dedBiZcOjI7KYGxX/Y4bplF8q9T2ippG2VQTQbHOL/Z2T4F\nQmdne2CaFkzTQmvrMg4cGEFHxwrS6TUYxkZ+1WoBLC62YnExg6WlNmSzrcjn49A0Zz23tuYRDjfQ\n3b2GkycP4fz5oaY9NKFpUk+Z6Opaw54949i1awqRiLulZ2WlBbOz7Th16iDK5Uhz/CZsu6Z4JQN6\ncm5S5/b3ZzE11Yp63e1Iys/o50jZALwlyLZto6NjGY1GDKWSU6VE2vNzmYHiRV1DRz0eX0cyWcPs\nrHvuonwPv0dwQPmgXnXmZmHbtkWMjmag6wHPGOW7eB8BD30XykBf3yKWl+Mol91On/QLuCdOBvzY\nGIZyHwgEkEqtIBxuYHk55QmcyVJgzoO6ljrLzQ6WMDCwhpGRFgSD3lJOZv24L6/RaKBUKqkgqbs2\ngF27cpiZyTQDPF47ymSBtOEMDkjbfvPNl3HsmHOG73PP7cHZs7sRCLgZPsoWAaBzaXjttcPQNA1H\nj17EkSMX0GjYOHXqgJIx0oTP4Vrk8yQAd8ZSR3//IiYnu6Dr3sZQfr9A8kgGS50qjDnMz2dQr7uB\nFOoP8geAAkd8PwMUuq6jo6MATTOwsBD1+Jncx0nZorxpmqYCEwS2qRTQ2VnE+HirBzgzqB+LxVRG\nlwBPbqFw1oGN7dsXMTvbDl0PqP2a9MMpM3IeUh8y8DQwkMfqagzr6wFPgJIAX1b6MfhBEMnxZTIV\nxONVzMzEPYFVBrVkqS3XouzWXC6X0N09gvb2bJMnwNe+1tKsAIl6EgiU3VQqpQA0y3nr9Tr27Stj\nejqKtTWn66+UL8o258b1V61WkUqllL8rt3xtdr2l54TKzcIkNAlTLpdRq9UwNJTH7/7uMI4du4h6\nvbSpgyGVooPQa8hkfhpbt/4t+vs/jUCgDfPzj+HMmTs8ALS7+8O4+eZxDA5+CqGQ00iGCpoCygys\nruuYn/9NXL9+BEtLn0CjcbrJzDQCgQcBfAq2/U00Gn8Dy7rFM756fQj1egDV6ttQqdwOTWvxKGwa\nmGAwqA6uJgjjJSOmxeJBmGYEo6P/BdVqCmtrB5TSIW0Z9ZERFiqjSiWNpaUhzM0db5bSegGVBBgS\nUHIBbd06jGCwjIWFXZidPQzbTnqMdrVaRblcRr1eR6nknBc0NPQDtLQMeyJ3tm1gamofstldqFZT\nyvGh8nQWlgnbdujT2/scBgZOqux4rVZDPr+O0dGbUCh0YmWlB42GgaWl4wCA1tZnm5Ebp4vh2lpb\nkx9BvPbaO5HNDirZy2a3Ip9vw8TEXhhGw+OUSUUinUP/3lvL0jEzswvT0/vRaEQVXamspKInzyVQ\nsiwnCx6NZnHDDY9j//4nPc4u+cP7pQMpM6yk45EjX8Tx418AG5nIMUgnR2ZypLw4+waqaG9/FYOD\npzzjADY2O+AzXNDnHKHQ0pLDli3DSKdnoWkW4vFVD+CTzrBUslRgTuTeQmfnKLZvP4twuIgdO055\n3ufPNJKv/uumm36Ee+75FwQCVQ+o5XzkeCTPpQO5desp9PRcga57y6V5L9eZzBJJx9UxfKvo6bmE\njo5hzzj94FMesi3XoAPYs0gmhzEw8AUkkxcAALHYdRhGGaaZatKmikTC6QJeqbwLgUBkgzNsWc/C\nsq4gEvkkDCOi+EA5kLpE8p1NiYLBdkxP/w/Mzf0f2LZ3f5ZpFjEy4hyFEgi0buDHli0fx/btfwxN\n07G6+iTGxv47qtW55vwtXL78IdRqWYTDA9ix4+88gQ7ptJBG5fI1XLjwEyiX3SZL1eosrlz5CACg\np+cX0NHxk1hYeFzwLIihob/Gvn2PQ9OCmJj4Q8zN/R1On74Flco4QqEeHD78Y4TDfYp/HIPUlZQD\n7t9JJL6Ojo4nYRje8ild19HdPY2+vnEAwLlzd8A5Z9P9HrNV27Zdw333PYFQqO5xOjRNQ1/fDCxL\nwwsvvA2vv34Mcq+mNyBk4/jx19DTMwPADUjKCgB5Uf6Z+aF87tp1GTt3jiMc9ja34fxl4AoAZmZ6\n1XcWFrqU3EUiNezdO4r29hwMw0ajYSCbbcf58zvx5JM34vHH34HPf/5hfPvb9+Cll47i2rUBrK+3\ngPvhAODBB5/HI488hZMnD+H113fBsgIeOxeJlHHkyFW8//0/xnvf+xQOHRpFJFJHpRLEuXPb8ZWv\n3IPp6XYcODCG1tY1D1DjOyRw9NOVf+/vn8ZDDz2LG2645AmeEdTJfWtyL6fUk+Gwhfe853k88AD7\nWHg75kodL8EPZYHO4913v4aHH34K8XjFA2hkkI/Ou2wSKOd+9Oh1/NRPvYT9+2fVOyQwdAN/9U3f\noes62tvX8L73vYR7772i5iB1H/9JZ546xw0m2fiZnzmN97znRRiGN8sss3WA2+xG6nM+8667hvGe\n97yMgYGSsiu8j8/jxfn6dcyuXbN497tfxfHjoxvWC30eqU+lrZWZ4cXFDExTw8mTu3Hq1C6P/pAB\nXc6Jn5umhdOnj+D06X0wTR3Ly20eOeN4pX6gnJHm0rYfP34ZDz74b9ixY0a9j8+RgW3SU/rnnHtv\nbw4PP/wcbrvtrHqfXBcS+NLHj8ViquFTJBKBpgG//MtX8OEPX1H+HvcTUv/xKBUZDGGVHr/38MPj\n+OhHh9HdXVbPicViag8oacsgcqVSUed30r4dODCLd7/7FA4cGFM+rGmanmoDPlv6hVL3JxJV/NIv\nXcQjjwyrqk7yRgazCIhl4JKVZ5Zl4YMfvIaPfewCYjFnf204HFaZUPpFHAt9JNK9Wq1iYmIS3/te\nA+PjAeRyOl58MYrJSbfTvmmaWF9fV/qIXYpJb3bs3bOnjM98poqf+ZmKArmRSET9THtFnUJfhcdE\n8vmskHyj6y3LhMbjcQXuuB+KUTVGFyzLwh13FBAM2rj11stoNH4ZuVwCmcy9AFwFABRRr+dgGD3K\nAejv/03Mz38O2exn0WgsN8tvdaTT92F19UcAdAwO/j78TShkSp37Vh1hzKNavQ7brqBY/DqAr0PX\nB2AYD0HXH4BpRmEYAQQCOjTtRQBAvf5eBINfgabta5YzfBymaaKlpQXcA0BBZRkAo2AyykKl6QC9\nMFZW7kcu9zbk8xaA9yCfH1T0ks10qAi4ePkdIIQzZ97XVDIGdN2t7eY9vChc0lClUvOIxWq4du0B\nRCKRZuanosoaeB/fWanEEImUcOjQN3Hq1M8hn29TSvrq1XtAf4a+vBdAWJClzTt3PoVKJYps9jCq\n1SpqtRomJnZgfn4/qtUawmETi4s3obv7OYTDVwCMoVxOYXj4JszMbMV9930Z7e1jCIVmUSi0KyVR\nq1n40Y9+xjNvjkGCApnpoIKTzsalSw9sAPQSqJHHfieWIN40TayuxnHt2o3IZvsVWONnXB/S4ZEO\noSyLGxm5DZpWh2XZnqZeMppFBcK1R3l0G5+cx96930ex2I7Llw+o+6ThBTaWBNu2jZaWddx++w9R\nLLait3cUq6udCAQauHr1BMrltg2ZZkZIpUK2LBNbtz6PQiGKo0efhKZZ2LXrFLLZQU8UUmYKGdWW\nQJvPGxk5jkRiGaYZ9sg6jYwE2nSwHBmxoGkGIhEbe/e+AMNo4IUXHsHiYr8nag54O+nKoIA05KlU\nFvv3fwOFQhsWF/cqXUbnlbyW3S65vtlYoa/vSaTTw2g0IggEvN1BI5GzCASKCIXWoetrMM0WVCr3\noFYrbji027Y/D8sah2WdgGXtUEaGY5fOifPPmSv3g4bD/Zic/CMANiKRbUin71bjGB//fVSrkwgE\n0mg0VtXfDSOFvXsfQ3v7u9TfJif/GKurT2B5+du44YbTmJ7+a6ysfB+Agd27H4NhtHqyc1LHOPOw\ncO3ax7C+/iwuX/55HD36bBPI/jwajWVEIjuwY8dfoFZbwsrKE82xb8G+fV9FMnkTAGB29vOo1x0Q\nXK1OwTDSOHz4CUSj29V7JECg7FmW253Q4d0UDOOriEZN5HIRlMtDYq02cOjQcwCAsbFdWFzsgG27\n5X18T3v7LG655XkYhoU9ey7gwoXjnqBVR8cinnji7VhY6FO6U9KD67S9PYcDB85j374L+MpX3odq\n1SmhYkZX6jSp52VVhaZZOHbsDCKRKmq1t2FsbMATIJPVIbSZjUZM8VbT3CDq4mIrLlzYgcXFDFZW\n2rGykoRluWV5zve8ZcJSB9q2jddeO4BwuArbjkDXWWYJDAxksXfvOAYHs2B1hGUBExOdzSZD3Sqb\n1WgMwjQDWF72HrUig1hSV/srOHRdRzabxpkzO3HlSr8HGMkslN8pl+DNcdKd/X/sOA9s3I/I78py\nXeo/Ontnzw5hZqYNxWIETvDW2xzOH3iUgT+O+erVTsRi2zEx0eYpH2RQUpY/Sp5LoL66msTLL2/H\n9eudqguonK/Uu9Kp92edn39+J4JBHfW66aG/bdtqrUkfSepr2rvXX+9GqRRANhtHo1FVPo60D/RZ\n/Hxmw5eJiRROnRrExYvdGwC0DHpKulB+ZMDh2rUefOELd2F1NaHoLTvTMkstEw60kfV6A6++ehBX\nrgwgn2/1BD4lgOU/f4Bc6qqRkX4EgzXMzDgNKiVwlRUNhmGoBjT8jPRZWmrB66/vxthYnwLZbHbD\nd8pAZiQSQSwWw/z8vOr1ks+beOqpQZhmUNm6YDCIRCKhjjzhWpCNniTPLMvCiy92Y3U1jEIh6Sn/\nJp9kiboMDMus7chICi0tPbhwIaPklfIou/aSJ9RJEthZVgPf+14bpqYSnvdZlttZ1p84IK2k3/7M\nM31Ip2sIBuNNP6pFyZP0M6S/0Wg0sLCwgGw2q4D2H/1RK44fL+H6dWBtbQ3RaFSNKZPJoFQqqS2R\nxWJR+fkc27VrOr72NR1PPNFAuVxGOp1GuVyGpmnNI4YcPV8qlRSeMwyn2Vg+n1dl921tbXiz6y0D\nobbt7OtLJpMKUTuOTUkdaqvrOj772QwmJlrwkz+5hEhkFufO3YfOzkcxNPTnCAY7US6PYnj4pzA0\n9FnEYl2oVC5gaelzWFn5KmzbEdRAoBXd3R9GZ+dHsbz8OFZXf4Rk8lYEgx0eoQDcfRNyX4KTvrcx\nMPA81tefRqHwFVQqT8KyJmFZfwfgczCMm6BpDwL4SnOGt8Aw5mHbD0LXBxEM2kp5WpZT4x0Msuul\nQAAAIABJREFUBlUnsfX1dU+Ujk4r4NbXU5k4gKUFkUgVpdJB6HoNluVG3qSjJJ1qqSxlmZ3fAZEK\nmhENCS7j8VW0tFzD3NxtymFlxkpmkbnASqUWRCIlBIM1HDnyZZw8+QGYZrz5PjcSx0XGxe0c1GtC\n6FsAwP7934dlJbCyslst3lKprHiZz7difX0ILS3XkEo9h5mZ2zA93YlarY6FhV50ds5ix44zOHv2\nPhXRldFaSQ+/QZAlaKSvVLrSMZaXDAhIAyIVihvtC+Dq1TubBsp1XuQeYclf8oCGh/IyNXWwKduu\nYyqVqXRKOD7pEASDQUxP70FLywwGB19DOFxFoxFT75eGTgJC/m1lpR2BQB29vU4JUjq9AABYXnbP\nGSRNJECjQXacNQOlUhrHj39HjTsaLaJajXqyAvKSUXp56bqOmZntsO1tngi+5hMwaYh5DQyMoFhs\nRzS6CsNooFqNYnl5i8cBozH2AxW/k+A46I7DGQqV1VqXUXgpR/JvfG4stoB0+iwAYH7+PvT1fVeN\ntdFIIhRaQWvr52FZTka+XH4ApukEyWTk1OEjAxRuVN3v+JNXhmFgZuZPkEjsVSC0Xl+EU0J+L1pb\n71LjKBYvYnr6zwEAyeStWFn5HgAgkTiG/fu/qoCd891LWF11gGGh8Dqy2S9gdPSTAIDBwd9FS8ut\nnrXmX2eWZWF19TGsrz8LTQtgaOhvAAAzM3/bDDoa2LfviwgEEpid/SKc5kT3Y+/eL6oqGNOsYGzs\ntz181zSnq29394fQ2nqn4rFhGMoRZnSawah6vQbb/nNomolKZTeKxRug63m1ZnbsOI9UahX1ehDn\nzt3k2aNGxyceX8Xddz8Fw7AwN9eDCxeOeOQ9ELDx0ku3oFhsA8XcD3z4+8DAWFNOulCtRjzgwV/d\nIOkrdVVf31wTgAYwNdXnkR/ppEqQ0N/vNvFrb1+Epm1pymcEL7xwQtghZwuC39Ekf2mraF8sy8KV\nKwNN+bTQ3r6G3btHsXPnJKJRt8R6dTWB4eGtuHy5H+VyvDlGIBBwnrG0lMbJk+0K9FK/yrJp/i4z\nmRKAVCoRPP/8IVV2SyBBfSCzlv6S7UAgoMoNX3llezPzbG3QF1IXyYYx/qDF6GgXxsa6oeuuHuWa\n5bvl+ibPuB/OMAzk80k8++yh5ufuvdI34c8SkNJpB4BgMIwXXtjfnLeXnlJOKO98jgx0maaJCxcG\nNtXh0lZTJ/qzUqRZNtuO5eWe5lzc7J4EJpyj1Pvc42fbNtbXQ3jmmQPNObiVBPy+7OYqAR3nJyvb\ncjmn+zXXu0xEMPDI58rAlsNjewMAleCSl/Qd+R1Jq7W1FJ5//nBTHtzPZdmnUzFX2eDT0C40Gjpe\ne+0GMEDF97C6kXRlkIHb6/z+5Usv9TQzfW6XVXl8C2VT13W1P9ORsaCSg2y2A9lsBwzDeMNeFgRY\n9E39Qa18PoTvfGcQzp51NyHDjLSkp5Q54hiO/Yc/7G0G5N0GXhy31CP+ICptvwP++qFpGsJhx65w\nTpQJueaq1SpWV1eRy+WQy+U8lZyBQAAvvRRGo2EiHg+p3jNy32wikUCtVlPnjNLvc2SjBV/6UrSZ\nvXbONDUMZ8+n7K7PbO3KyoraY5tOpxXA///tES2lUgnpdFoJFZUg66Tr9XoTXdfx9NMpTEwM4sMf\nrqG9/QwWFr6I5eXvorf3I5ib+0c0GktYW3se4+P/Devrz6l3RCK70N39K+joeBSa5jhjy8vfBgBk\nMu9SxkKmi7kIZMcnF7DpaG19O8Lh21EqzaJU+hbq9W/Dsq4DOAnbPtl8igbgXdC0b0DTXoRhHIBt\n36OMDhU/U9uyNTIXHqMjFP5IJKLOTpUbvmUzI2lkpEMPuA1uAG+TChnBk0ZSRoL85YTx+CpCoRL6\n+s5hcfE2TyaPvJX3lUpJZDLzAIBoNI/jx7+BV155vzpWgwuMgFcaVsDrJAGArts4cODrOHv2A6hU\nOpRi4eKr1WqYn78RLS3X0NHxOkzzJtTrDmAaGTmMzs5ZDA5ewfnzN8OyEsJ5dJSPbC/ughkbAwMX\nMDV1EJbllmbIfVrkmWxmQ8UinXjJA76n0Wh4mu4wCMJnkB6kNXlJx4z0lkEVOg1SYUslJqOVcvyc\nN6sBLly4C7VaBJnMDObnh5QTxHtk1k7KlaZpmJkZwq5dryvera21o1AIIRLxRsb9Slk6yjMzO7F1\naxfS6Xn1nGo1tiFTIWVOzlnuSZANCrz8deSfRlN2JtY0DdFoCQcOfBWFglNSOju7A5alwbbd98mo\nM3kro5fkndMt1ckSBQJlaJrrTEjAyXv8TqllWejr+zE0zUY+P4SFhbuRybyOaHSmqcM6EQzOQ9cr\n0PVK8z1TSCb/H9Tr74dl9apsqkNn6gX3zDMJRvxgVNdbcenS+6Dr8SYvnA6tqdStnrVw9eovw7Yb\nSKVuR7F4EQDQ0/NRDA39FfxniE5P/3VTnvtQq83g8uUPAgBaW+/Cli2f3JD9pyPjGuc5TE873cl7\nez+JePwgisWLuH7dAbJbt35aZTsXFr6MwcFPY+vWT0M2RRoZ+RVYlrcDu2muIxBoQyJxRP2NDSxs\n260wcDP3Fmq1rwO4CNsOYGHhAzBNt5FNLFbHnj1O2eXw8A0ol2MIhbxl8aFQBXfd9a8Ih6vI5Vrx\nzDN3w7I0ALIDaQiFQgaNRl05wX5gThkaHJwAAExObvU4sDITxrUvAT7XhWEYGBriM/oBhKHrtmf9\nSvtNR7Wnx22a1Ns7DU07pvSCdDT9gSypN/k7bRz5HQ5XsHv3NPbsGUN7e069p1oN4urVPly9uh3T\n0y0wDLe6hzx4o4ChDMpJXktaSIDOe6T9kAEomTHjP/6d+oLZAwlwpQ2hjLmOoas3adPJN+5zlIAM\ngLJnmx3fIrtbyoygPOqNf2P5I8fsl6F4PK74JIMGrt7wdq4l2GHGke/hvHiOuhyPBMT0UWSpO+nL\njBjpLptC8f2xWAzFYlHpZGftuufWc+4EVpwDeeqAxAaKRdfGUCfxmQzOc4sSP2PWj+tL6k0pq5v5\nANLP4zv5Ge/jupEZYmmL5PqS8+LeXP7dL/vyvfI7MkDoDygwQMPKR1mVxTXA57CTOMfM71BWAShZ\nYdCINhuA8lnk/AzDUNlMVhyyIk3ynvMhBpHrSa4F+kbMEstAg79xo9z7THmnrEo9YVmWyhA7+i3s\n+U40GlX+FWmytLSEhYUFrK6uKh+YAJNbGkulEmKxmALUmqYhHo97GimlUilUq1X1fv5MXU0aZTIZ\nVKtVrK+vIx6PKx4wgUYcxT3AADzH5bzR9ZbtCQVchc79n1wMuq43a8Y1ZezX1gxcu/Y+HDr0BKLR\nnTDNNUxN/RkaDSfaOjn5KQVAE4m7MTT0Lzh48DV0d38UlsXSjRkUCqcBAG1t71KKQypsCp6M0pVK\nJfUzAWI43IVQ6FFEo48jFvtHaNpDcMAn4DTf+C1o2hkANRjGnyAU+p8wDFdZJJNJpUTJaNKDi8gR\nwqtKMfFeAhV5cdHJDKTMnFAZke4u8KwjnR5R98pSaAJCCV4CgToiEcdR6+l5DpblLWVhly7AdR78\n3WlbW+dw4MB3EQgYavO53GzNjeeO8dwIQvP5Hly8+NPQNHcDPxUrFcHc3A7UanEEAhV0dl5S9Jub\n24pCIQnDMLF9+8UNzpbMSpEOjqIxkcks4qabvodgsKYMGy86BrKslo6yVMwSVEjDI98vnS25v5eK\nlN3JpMEn3/ld6ZTKcfjfLY2zDAhIGXDO87wVa2u9HrmTc5YyK5276Wk32wUA8/NbPE6EBJ/SYZNr\nQtcNXLp0m+c5tVrM4wxw7jLII2Wa35FAmWuEF+WVjcIkr4A6QqEKMhlns39b2xzuvfcL2LJl0rMf\nmg6pdFIBt8st+VIq0XGyoWklRW8aZMDtMk3HhXSJxebR1uZ0Vc1m3wFnP+UDah71ejsCARewA0Ak\n8iIajX4AnUrm3Oh5vTn/kKdLI8ckg162bSMa3dH8zD37S9ejGBhws4jz81/A2pqTlezt/Rjq9Xns\n2fNP2L37cxsAaL2+ivn5x5r08oJAIICpqT9BpTLmiWRLfpmmifHxj8Oy1hGN7kNv7ydhmhVcuvQo\nbLuKZPIWNTbTLGJg4DexbdvvKQDq2JeXkM3+g+fNmcyDOHHiAoaG/gyBgNvcjLJJMMootsPfedTr\n/7PJ8/dC17d65Hvnzn9DMFhDoZDCyMghRWPaIk1r4M47f4yWljzK5QiefPJe1Othj66Q4JdOob8R\nCmU8lcohlXKaR01MDHgCijJbRtvL9chxOWOvYGDAOVLi+vWtnkCWtA/sYg8A4XAI7e1TimbJZB7J\nZFHZN7mXWjre/vUodRZgYsuWSdx//3P40Ie+h9tuex3t7TnYNjA11YUf//gm/NM/PYRnn70B2WwG\n3Gcr7Zcs35SOpz9Ax4v3b6Y7/U4pZYBzkXOkXZH6UR53IvUSdRY/l3a4Wq0qPSOPp+B7uCZYIkg+\nU05loJGfO7LqBuU4JsqX1McSIBNwEwzwPHfaTtlo0Q8qaNtk4J3v5N9ZFikBjPycY6LdksFF8qNS\nqaiGR9QVHEexWPToZAb1pa8laS4D9HxnOl3GQw9dRjTqdmd15D+s1qRsDkm6yHlQvmTWUwaROXbe\nJ8coZVHae9ouGYiVAWoZ2JRyLtehtI8S4Es/UsqsH5xqmrPHkKWolAfaMrm30X/Uim07ZaixWEwF\ntriflNlB/k6+00+XPhQAJVuBQADlslsxxzUofQjpy3DMEtzzPdzKwGQB6Skr5/h/LBZDIuGU6MqE\niwTqXA8cA7/LADcDSQCQz+cxNjaGyclJrKysoFQqKVngeZymaaJYLCoMxQZcUsdxnsQ0srFopVLB\n8vKyekYgEMDy8jJs20ZbWxvW19c9QF/Kr8zMM7P6ZtdbBkLj8TgKhQIqlYraQMz9Try48CjkuVwO\nmnYcHR3v2fSZmcz7sH//q9i58xuIx+9Bvd5Q6N8phfh+890HEQpt9Rh0vks6xXJztMz+SKPhKOWD\nCIcPwgGfQQDsFOmCFE37DoBfhWEsIR6Pe0Aio3YAlFLnAkokfoxw+JxSZDKlL5krI1y85J4eaQw4\nR9M00d5+De3twx7lCsAjUNIQJRJr6vmRSA7p9FkVVaKw8rtUMNWqtyFJudyCeHwN/f3nVclGJBJp\nngsaVeN0okobQWhLyxzW1lJYXR1U7+D/pGm1amF62nHyBgfPinkbuH7dyWoMDV2ArnsPwJZKWAZF\nLMvCzMxO9PWN4Z57vopYbF7RnXyThkACfRoESX8JcCSQpKGUYMT/XBpSGht/i2+5ZuT/MppKxcM5\n+yOafLZ8brEYVs6RpA0BtjTwHPfSUodqTgUACwv96jsS8G7mFMp5LC8PYH5+UD2nUol45NJZY16H\nmuPiZzJrLTPS/F8GI/zOqK57G+4kk8vI5ToxM7NVgX7pvHBO5JtU2ABQr0fVz8FgyRMh5TP8EXKC\njf7+pwAA+fxOlErOmaD5/FHUamyuloJheEtg1tcfRKn0gKesiICdIFTX3cO1ZeBLRr8dh9YbWACA\n/v7fUOCyXl/F9eufAABs2fJf0WjkcOzYy+ju/uCG+wBgbu7vYVllhELdYLddXrncU7CsBkKhAUUH\nSWPLsrCy8jjW158EoGPr1v8FwwhjfPx3UCyehXMMzBeg6zTscWQyb1fPd5zMeZw//yDYuTccHsK+\nfd/GgQPfQSy2e9Mx04mg/iJdK5U/A1AA0I96/b0evRKPz6K//xwA4OzZ22BZrgw6sgLccsvz6OzM\nwjQNPP30PSgWk551L/UK5++vgJBOVn8/S3E7UCh490ED8FTH+PUBadzfP41QqIFKJYy5uT6PEytl\nQzpUyeQiQqESLEtXDeGcRkpenSYBvKStDKxlMnnccstZfPCD38UDDzyP7dtnYBgW1tYSeOml/fjn\nf34nvv3t23H16gBqNS/YkfqZNmmzIK6kiczU+KsCJC+kfSUvpJ6nf8CxSLmhUy1BN7NAEgxInSy3\njmwWwCQ/qW9kxtS/nQdw95JKOeLPtOn+7LSkCwEg/SZm/Tg/fk8CUI5BPkvKmt9O0hYyy8M5EhD4\neSHLGlnN4n8PacrMjQxmSbmUcs25+se9sJBEZ2cBP/dzz6G7e8mTEeOcpX2WmU2+S5Z+kma0J/Rf\nGdzkZzLQK/nPi3PcLNHi/5l09gd9pN/IucjnEdBtJh+kofQ1NM3pbCsBJN9JX5ZglMFQgjBWDfJ+\nWeLMDKOkh1/GGbj3y/cbBWUkWKPPUygUFDCV/JWyyoaZ0seRR65IO8q/RyIRlfyiTZYNSjn2QqGA\niYkJjI2NYWpqCsvLyyiXy1hZWVH+Dctqbds53oiZXwDqHE/qDlbQFItFhWcKhYIC/Rwz939y7ATg\nxWLRM59qtYpKpaKAsAyUvtn1loFQ0zSRTCbR2trqiSzT+WZWQxqqUimHiYmPYHLyDzd95urq17G2\n9qLH+eYzarUalpe/BQBIpx8C4DZRkJkZR1EtwrJKno3EjP7JclgqXV2voFr9XPOZH0Ao9LfQtP2b\njPAy6vX/hHL5WQU+mfFjGYGMojoRrxYkk3+FUGhJ0U2m7f0OMAVZLlQZcZHZO8PQsW3bs4hEchuc\nGxm5o5KIRCKIx3OQV1/fvwHw7qeUEVIHYLcDAKpVJ4VfqSRx8uTPYX7+Bg8PZISRUXV53I1lGbAs\np2X61q0nPUaVho3tpZ3siHOeVjo9j1RqXtFgdHQX6vUQotEienrcLDB5SgXExUyjt7TUh0olipaW\nHO6551/Q33/Fs8AYqJAGYDNgKo2mVICkO+/3GwNpyCSfOH4ZOJClbpRrtiXnePznu/GSfJBBCJcP\n3j20MjItn8Us6vT0juZYdayu9nv2JPqz8xJAck3wfRcvvg0U0UYj4blXlhUz6+B/rjT+fA/nL2kp\naeDKlheElkotuHDhXo8SptElz/0RZzkWy9JQrzsBt1CovEFWJMDnswAgHp9He7tT2jo7+3bBPyCX\nc7KhhhH1jfVtKBT+oxqf39iyHNcJoLkywHH7HWJd74Fb9QFoWhQDA59Uv4+N/Tbq9UWEw/0YHPwd\n9Pb+IhKJg9jssqwGZmb+tkmHLZ7PgsFO7N37PfT0fBK27TqREiSZ5iJmZz8FAOjo+BVEIoeRyz2F\nmZm/AAAMDf21ytxudtl2HZcuvRtO0yQNW7Z8CocOnUIyef+/azyl4+fo4udRrf6wOfb/G7oehm3X\nmmtJx549T0DTgGx2ALOzA0297OrM/ftfw7ZtzrnTzz13GxYXOz0BDakXpO7g+ylvLFcDgIGBcQDA\n+LgL4mVGTD6PuoGBYMrhjh0TzWcMwrK0TeTBDWxyzfT0zAIA1tZ6kM067+7vz3rsBNe4IwfedRON\nmjh8eAyPPPJjvPe9P8CRI1cQi1VQqwUwPLwVX/vanfjiF9+B06f3oVhMeOhAe8K5Ur9yzDLrKNcb\n6ScdbanX5Dj9OlFeMhPA79AP8Zd1sgLID44lWJI6RgbeJICRQWTqIs5D2hrKLYGSDDbJfYV++ye/\nx/9ZpSbnQlvD90u7JUGOHyz7gVG9XleAhHzkxS0VsryUfOe9gJvplIBZBgP9cuDX+ZQFmZmSAV3e\nc/ZsP9LpMh599GXcdddVaFpdyTbn75c1/i7nzUyzvzqJtKW/R1mWNJHPkZcMNpOv/gCsn68yYEMa\nSBspwZffTklZ58XvE8jwc4JSyn4gEPAcD0IaynJXmeSQtozfoQ/IwAiBEoEnKzWY+OBz/HwinQmq\n5H5W6RsFg0EPTpFbEkhL8oFzZNKENGAChjyVVZK1Wg3FYhHj4+MYHh7G1NQUCoWC4o3kXTgcRj6f\nV/Pge3gkTSLh6MlyuYxcLodSqaT0MMuGk8mkOhFEZvYZBOJ2nWQyqXzllpYW5HI5NV/uEQWgQPGb\nXW8ZCGWEZGlpqclA10mTURQ6oqFQEXfc8U3kcl9Tz9C0AEKhQYTDu6FpEdh2HdPTH8f4+PtQLjvG\nnGUchlHC2tqzAID29oeVYSLBGdlwOq5WMDr6IQQCbkaQTOEeBS5UZw/hP8G2VwC0A3g36vU/hW1P\nQzpq7rWGRuPXUSp9DsViQTGXykkqcmchpKDrRbS2/hlsu+Qx3JVKxRMB9O8x4IZmCj+jaYCjgNra\nriGZnEMksqYEmgLMCJOMNjkRbm+mIpFYRDI5rIC0jDC5GYIurK4O4cyZn2uCwhm0ts6pRSwdXllG\n6RwtYmNlpb/5OXD69DsBAH19FxCLOR29EomEWmAE5U7kqAULC1sBAENDw0ruTDOMiQknSLBr11nY\ntqvMpJGQxsl5v47ZWafLZSDQwIkTP8KhQ89A171lRBI0ci7+KKOMjPv/7geugBsUkACCv1NWWDpB\n54l85/j5v99Bko4kZU8aSM5BRtHILzoDMpvK+bDcY3Z2JwBgebkH9bqhZJ5OGZ9FuZPvkQGlfL4D\nU1N7AQC1WtyT8ZB803W3xEQ6DG9kHKUT5ne8XKdTOmjAmTMPoFp195vJjLHkpeQj3+0aJmdfaChU\n8WQh/IENyY/eXqd5Ty43hEJhq5IFwzCQy51Ao5GGPCalUtmHXO6jsKyNWQZ3PxV54G2cwPdKZ8/R\nNWEYhlue2t//6zAMJ8CUz7+C2VknIDc09NcIBBLY7PxPXsvL30K1Ogldj6tGRwCQSt2BY8deQ0vL\nHR55kw6VZVmYnv4ETDOHUGg7Ojs/Cctaw+joRwHYaG//aXR3f+gN3w0AIyMfRz7/AgADBw58H1u3\n/neEQjG1DuT75CX57YytjJWV3wUAhEIPw7YPQ9d1tLR8DaHQEjo7LyKdnoZl6Th37nbYNlCtFrBv\nn3P0UX//FRw+7OydPnXqKEZHBzzOES8JiMgPSRsG8DRNQ0tLHpnMCgBgfLxffUfubyIIIJ9l0MH5\nvYAtW5y9xtevD3qcZ6k/ZBDXtm2k08zAbsHMjHO0TXf3LAKBjd1ECVoMA9iyZRb33PM8PvCBb+D2\n20+jq8sZ/8xMB5566kY89ti78PTTJzA31w5Nc8+cliBYAhPOSQYq/XpA6hrp/MsKGf5N0mszcMVL\n6n/SnOuNfSAkMOL3ZQNA2m6Ol+CaOlLaKWkzGOT0AxjJX/oC/rJoP2+knNHfIXCWmUZN09R2EfKA\n56tLGyF1JG0E6ey3gxyvv5yPNJKBBf6d72o0GmqPKmVMOtwSfEieyefJjKQEzjIgYZomLl7sQqUS\ngKYBN988hg984CQymZwKhlPXSr9Ayp88s5LvkeWMpJNfN5NefpvDdS0D+3J+/FzKOnkst14A8FTl\nyTUggztS1vxbUfynJdCX5nekLyJljECGGVC/byXLbslTvy50jwkseQJ2zNhJsCX5yjFwDkwOyblI\nOsnAEBNEvIgpZHKC9GZGmHNllpd8qFarmJmZwfj4OKamprC+vu6hG59NWazVakgmkwoo5nI5lcyx\nLEvdb9u2AuDUD+Qns6odHR0qSEWcwTWh6zrK5bI65qZaraqqAmkHdF3H+vr6v9uY6C0DoaxrZ2nq\nsWNlHD7slnXISFSjUcGxYwsYG+tGLPaHOHTo33DixBhuvbWA48ev4ODBUzh8eATt7R8BoCGf/zGu\nXbsTy8t/iWCQZYHfA2AiFOpDLHZUKXbuO6DD7ESRO5DPP4vJyV9Vio0ZS9m+2VGs86hUnP1M4fAv\nIhpth65/CoHAdxEIPANN+xYs6x9hmn8JTfsMbPsTAD6Cen0NlcoT6pkAFMilQndokGrSaxrt7f8b\nmuaW7QDe0ikJIqnspHIjyHUWHLBt27PNcefArm/SeEuAyLKCWGxlAy8HBk4qJUFHngDY6QzWgWvX\n/iMqlU4sLjqAZHDwlAdwy0iLjFBOTt6M06cfRa0WgWGY0LQI1tY6oOs2+vtfVNn0lpYWT/kHnzc+\nfrA5xhFEo27Hz5GRg7BtDen0PDo7lzyKF3CVtD9zND290zP37dvP4tZbv4pweN0DCkkLwNudjnLt\nzyTQueH3JfiVz5ROhNy/y3vIO/5d8l8aGxmYkKDEb4ilkuXYpNNHA+lX4NJ5W13tQakURzbbr5S7\nnC9lB4DnSBK5L4rzuXr1bTDNAGq1qEdepTMlac37pFMjjaqc72bNRTgumQkdGTmGxcVejwMqwa7k\nh4yUynE5hszJWIZCZcUTeTwKaUiHtbV1Ge3tlwAAs7P3e0CZ884gVlfvh6Y5Sr9a7cfy8q9B09xK\nA5klpt5jJlTXQx66yUCg5H29noVp5pvjjKC//9ebn5u4evVjAGxkMu9Ee/vD+Peu6em/AgCkUreB\nTYEGBn4Lhw49gWCw2+NkkY80wLncN5HPOx13+/r+ErYdwsTEr6FWm0Ew2IPduz/nkQn/NTPzWczN\nOYB5z55/RHv7O9Q8pcPgv+gEUVYsy8LKyp/DNGegaWmEw7+q9Gwkcg79/Y9jcPAHAIDr1w+jWGyD\naZrYunUMe/eeRVfXKG65xelnMDKyE+fO7VfvkQ6d1EUyoyZ55vDEkcHBwUkAwOJiG0ql5IZgjdQ/\n0lmXTu2OHbMIBCwUizHMz3epcXFM8nfXYa+irc0BrrOzvVhY6ES9HkAw2EBHx4LHeXZ4n8eJE2fw\n6KPfwUMPPYehoSkEAhbW12N49dV9+Od/fgDf+959GBnZjlrNlV2/U+cv75f0kOBdOuNSv9H5J38l\n0KbjKYEo9QTXrvy+XzfQb5BOPP83TdNTNirfRyBDnSLLUDlfGSDidyXolh0z/eCf46POlv0D+L8E\ny3KspLkEVaSdBGqUV5klpV2SgQyZQWJ5ogyKkF4yIymzdxyTDJj696VK3krwznsBN0PKdxKE8Pv8\n3aVBHBcvumfidnau49FHn8MNN1wHYHnkiuBd+mySbtJWM7sl16Q/E+v3FSS/JJ9lIFOWWHPOlGMp\nZ3yHrJ6TfoZ8N7Occu8sM7qy3wfBFdeStDVMWlDOKDNc77rulnzyMwZSKJP005kMkWB5LLOlAAAg\nAElEQVRLVoJJ39i2nf2n1GHc90lflDIhE0+xWMzjy0h/kfNndlH6MLwvHo8r+kg/gQ0eFxcXcf36\ndaysrGBpaUnRlscS0k8wDEMdgVKpVFR1gtzayOwox8ZeBuVyGZFIRB3Vks/nPY1hNU1DMplEpVJB\nLBZDKpVCJBLB6uoqotGoquZ0EnEVj7xomoaWlhZUKhVPZc5m11sGQovFIoLBoGL+2FgEv/Vbedxx\nh1siqGkaUqkUotEW/OAHrXj55SHo+v1oabkF0egAALeDq2GksHXr/8CuXU8iGj0C265gdvYPcO7c\njcjlnlaluMFgD2q1olr8iUTCUxJJVB+J7MTa2pcxP/8HALxNWBhFdM7A+iyACjRtOxqN+z1GrF43\nUatF0Wj0oNHYg0bjJljWO2BZ70Mw+J+haXcqoaDgB4NBldECgHq9RdEsHj+FWOxbqkZcKjNpTPl+\nKgkZmWHkMZO5hlTK6V5oGCYMI++JREnlLh2gaHQFq6t9sCxHdC5dejvy+U5EIssb9iZSOUQiSei6\nU2IwMXEDAKC7+wrC4bxapFIhSIU7MnIvGg0bS0vbAADt7dcxNnYrAKCn5zUYRh7xeByJRGIDEAmF\nQshmt6JcTiAQqGP79utKriqVVszPO1nNHTvOqGirVCIcjwRcS0s9qFTc8+8Ap0nNnXd+Ea2tE8px\nl0bRb+T8ykpG9WRU0b8HSBpXaYSo6P1AkAqaxpufkbbS2NG5kI6ddDakMywDHHRE/I6QBHumaWF2\ndieWlgY3ZBjl9+XfZBmRCwR1lEotGB29HbbtGif/0TWcBz93szobj/YAvEDUvxeIczAMZwxra+24\ndOlmRR9psCUN+L88Y4xyHYvlYNuWAqGBQAnpdBaZzLDisYx4W5ZTSrRly5MAgFxuJ/L5ATU/CXzX\n1+9GMLiKer0NS0u/AV1PeNYEHTPX2ZCZgIBHRiUNeRmGgamp3wf3avf1/Wewac/MzP9CoXAauh7B\nzp1/86YAEADW11/H2tpzzXebCATSOHjwu9i+/Q+h68ENfCINnfmuIpv9LQBAOv2fEA6fwPr615DL\nfQMAsGPH56HrrRvu55XLPYtr1/4LAKC//xPo7v6AB7iQVptd/ixopXIBa2v/BwCQSHwSut7aHGcR\nweAUEonrCIfzMM0gZmcPQtcr0DQbe/ZcQCDQwN13PwHnKJZuvPjiTdA0L8CSTr5fnjcDgpRJluJO\nTg6qsW4GWDcLnvA927Y5Gc3R0UEwoy2bwfkvTdOQyWQRCDRQrwextNQOIIhstgeAk+k0TRPBYBV7\n917Hww8/gfe//wc4enQY8XgZ9bqBK1cG8Z3v3IMvfekncOrUAZRKrZ5AjwTQMlslHXRpCzkfCT4B\n1/GW2RTSgg7nZnsi+S7qHTpe0ob4j0/hs+k/8P2cgwSTMuAoTw+QGVAJJsh3jkXe22g0lHMvaSFt\nGu+XepOgQT5P2hw3kObt3EvQR1mlnuQePxlk4994ya67pJuURQmiOH4JvngPLwYWST9N0xQokVuU\n/PfITr0S7MusonxmrVbD+fNuvwLnMxt33jmM9773JbS2Vjy0lHZDgndJe86RyQ7ph0gQ7p+D3zZv\nFpyV9JTvlxf1Cv0SGTSSdJH0l/Mhffg/x8VAKzOcTHbQ95GlrfRdCOIoa35em6bbFEsGDGRyiaCK\n32V3eK5H+hsyQyp1LgGd9FW4Jvkdzp/ZTX+pfSwWU/O1bdtThssA0OLiIq5cuYKZmRkUi0XVM4c6\nKhgMYnV1FVNTU+q5y8vLAJwy9dXVVfVu9ppJpVKqyZP06zKZDGq1GqLRKILBIFpbWxEOh9HS0gLL\nslRH3paWFrUuiI8IYBkYoC4IBAIoFJwKz0KhgEwm41lfm11vGQhNpVIq2hEIBLC+HsXCgo5f/dUi\n3vWuIsJhntG0rtLCtVoNMzMzHoXEqAkVczB4ADt2/BC9vX8MXW9BtTqCq1cfQi7nRMxrtTmMjX0U\njcbGen0Ke6lUQijkAJRc7u+wuvr3SiGylMBxiC+iVnPAbSTyccRiCY+ilpFRuSCoSLm4yTS5UOl4\nlsve/V1tbd9ENHrOU24olRLgljj4G7G4jqWN7duf8zw3kXD3T3C8pDGNpW3bmJs7hFdeeRSlknPA\nd7UaxaVL96BYbPUsfgmyOC9N05DPb0c+3wldt9DZeVIpDv/mfWcOGqpVZ56Li04zlM7OUWSzO1Es\ntsEw6ujufsHjPMporyP8BiYmnGzoli1noOuu0h0dPQYA6Oq6gkgkr5QBP5cG0Y0MGpid3eWh3fz8\nAJ555qewtNTlyVDzOfJ/GdV2+F9HOOxkrqTB5+/ykgBUPt8fkaQSlw6b5IV0ZlhuI50gvldG86m4\n5M/SCPH90mBzHoFAAKOje5DLdajnSZmVDjeVsVRcnA+/OzJyRNFDOuWy/FjuoZFjk8ZXGnBpYAFv\nEwvnfhOmaeDMmXciGIyp90tnhj/LsfpLonRdx5YtF3D77V9ANOrso9i69TXceOM/Agh5nD9d1xGL\nOdsVUqlFtLU5WdDp6fs87+O7nLGGoesFZLP/Fbad3qAjuJ5dWXejtLoeUnyXzjzpAQCl0gUsLT3W\n5EsIicQhLC19E9XqHMbGnL2Zg4P/DdHoNvx7F7Og6fR9sO0abrjhdbS1vdNDf/l+mZ2Ym/sUTHMZ\nwWA/Ojp+G7XaFGZmnH2pXV2/gkzmjfd0VioTuHjx3bDtBtLpt2P79j9ScibpKeXBf7mVGxXMz/8G\nnCqbmxEKvVPQ/DLknnbDqOPOOx/DoUPPoatrDun0kueZk5ODCIcrnnfKOUs+yPHyZwnSIpF1dHQ4\nzx8b6/c47P57+TvgDT5EImX09jrdoEdHt3rWqn/dS1p1dztZ0MXFHjQajh2annYyRdu2TeK++17G\nz/7st3HnnafQ3e04UHNz7XjmmRN47LGH8fTTN2Nurgu67j1zUa53uZ6pj6Re899DvSUdcIcnhgcY\nySoPv6PO71DPUHdIm6PruspGcEyy3E2CEFmiKR1vuT69a9UdA51ZqQckHegMy/2tUl9JgCBt/Gag\nRdLADSy6wTJ/hk7eR59K6lne580mGsrRp5NOf0nTNM82Iv8WE/JNZk83s+O6rquMDX/ntZktI92k\nnqVvI7OYmqZhbi6KmRlv0GtyMoNTpwZhmt6mUX5fgLTyA07aQrlNRI5XXn6Z3mytS/9OBnYlrfxZ\nV2nPpH0lTwzDUCCG64j85Xf9PgiDNASiXLcsRZVAVQZJ+JxAIKCSDqZpejKKpBf3U/Li+wjO6Gez\nBJbZU9p8/9Y26S/JEx2k/Mp/bKIk94HK5kqcMwMOy8vLmJycxMTEBMrlsvKB/IGhSqWC1tZW1W1X\n13VVdq5pGlpbHRkkwGdvGK5rBn5isZjKFvP3eDzukT/DMFTPHtKWNGxra4Nt24jFYohEImo8zpmv\nMdURmbR/s+st3RP6/xH35mGWXWW5+Lv3PvM5dWoeuqu7unpMOoQkJB0MCQQEAjEQBBxQSAARRURQ\nEC+DXgcQvKIgV1RUFL25FxVknlQIQwiYSEjSSTrdnXSnuru6ax7OPJ+99++PXe/a797V4F+/J+t5\n6qmqc/Zew7e++fvWtxKJ8I6eTqeDBx4IiOhVr2rgtttKsCzfRPx830ez2cTc3BwajYbx3NF70u/3\nzd1jiUQKQ0Ovxb59dyOfv3VrxMCo6fVWsbHxaczN/WYkakkGQ8ZCIxQASqX3olz+bCQtDQAajQ8B\n8GBZ16DTeRqAMM2QSEHvDcPjJF6uu9Vqmdx1LQXO3xoJBQDL8rF79x1IJFYM04inR6qQ0jOWnN/Q\n0GkUiwuRfrPZimG03B8KDEYrW60W5uevgOMkjRGay21GBDIQngXgujQFotVqY24ugNX09AMA2qLQ\ndSOeX9cNi+2sr++F7wfzzOVKOH8+uLJjaOjbcJxWRBB6Xpja47ouzpw5DM+zMDCwiuHhJbM/q6uT\nqFQmYds+9u17OAIPVSrI3AkTpuSy6uvExHmkUi30eqETQH84L54nVqbc7/u4+urvYteuecOUVDDp\n2NrU8I5HAlToMldfmZl6P3XPVTiSLphaoR5u3WeNXrJv7jWFZ4DnU7CssBw+cUsdJeyPkX4VxlxX\ngIthZJjzpoDgZ+oBjxsyIexDuo8rr2qYBnPo49FHr0e1OmpgrX3yzi2FA+etMO73+1hYuALF4ioK\nhY0t2gtSW6vVaYNv5G0HDvwbisXHMTPzLQBAuXwI1eouo7AqzNn/+vor4HnTEd7muuEVEbo2nmcO\n3g2dGtw7VSJ838fCwu8C8JDLXY4dO96AWu0HOHXqzTh16k1w3Sqy2Uuwe/fb8d+1bncFq6v/DACY\nmno9rrzy68hk9pj91B867YgbGxtfRqUS1AaYmPgAfD+FpaVfg+fVkckcxs6dvxc5V6XNdZs4duyl\n6PXWkM0exGWX/Qt4VYvumTpI4o24GzjHPoZO52EAaRQKvxuJdNn2I9vePX36ajz44PNw6NCxbd9d\ne+33cfnlJ7YcHtHKi+qYia9L8Zo4zLtBS6VhVKvFyDMaKeH7Cmv+7N07D9v2UakMoFQa34YPalix\nj16vh8nJoCjR+fPjCC5CL6NYDBwuxWIdBw+eQzLpol7P4YEHLsM///Mt+OIXn48TJ/ai1Qr7oxxT\nOHCO3Bc1rFRpI55r5XbdU/IS8hzyG1XCFC5aDZ//q/LL8fRqlHhUhvTKVG410JgqyBaPksUjvQoX\n8h8gNEDZF+WoVhFVXAocFplIarka4JQBhJHOm/CgUq78nn3ncrmIIaW8R41k1XnihpLiZZwmNXrG\nNcfP8HGPOQfikfJMTZlV+Cve6NpI58SFRCKBo0d3R+hycrKC9fUCqtUwEsjotPJm1iTR6z5UfnIN\nhAXpMG7UKhwVbzhfwtS2LUxNbRhdVWGnWR66D4zsq8NVHRaqL3JO7Is6hNJWt9s1hXHi8+O79Xo9\nsmf6E+iSLZOiygim64bnJLU/xQvSom3bWFtbM0V6lB8or+U7enUj58i5qO6gcOG51rjOFRT5zGNt\nbQ3Hjh3DhQsXsLS0ZPCDkVtW5GWjAU2cJ41x/1ZXVw1saLAnk8mtwFrKFFlqNBomNTiVSqHX66FW\nq6FWq0UcCgwAOk5wxpTwbDabYHq1OsPq9brhwdlsFoVCYZvuGm9PmhFaqVTQ7XZRrVbRaDTgeR5O\nnMib72++uYVf//UybDsktFarhfX1dYMkBAAvluUFqqGiOYa9ez+OgYHnb/Xqg57/1dWPYm3tL41y\nBkS9LalU9BqCVut30Wx+xyBpo3E3+v3vAQBs+40GORmaVobLz2gos1iSKqmqlGtKZiIxAqYeBmtz\n0O0OY8+ez8Hz2oYoSRRqNKqQ4/ee526LggIwFXIJB2Ug6sXi541GYITm86WIkavnLVqtFmq1GqrV\nqjkc7nke5ucPoNPJIZlsY2zsASO46Vhg1Ma2wzSKTieLcnkKADA2dhpLS09BpzMEx2kjkfhShIlQ\nMAAB0dfrGSwuzgIAZmaOGqO333fxxBNXAgBmZ4/BtruR9C4lHlVg1tcn0WgM4O67fxJLSzOwLB9P\nf/qdSCZ7hmgJK57f1YgG4UqYnTu3Gzfc8FVcc823ADQN/OJeUE2LUQGiSg5hwPMFceeKGql63kjx\nKMS9MD2Xc1DFQP8n3XHv+AzXokqyClaNGpJWVJGjZ1HTcFRB1PlodoB6lTXdWfeStKLRd3U8qHG8\nvr4TZ89eE1kH4UJmrM9rn3yHRmC5nMXGxkyE/ur1UfT7Uc+vZVnI55dx6aWfxMhIEAWdn3+ugTFx\nLf7T789uMzr4XdzL77ph0QDLSkVwQQWwZVmoVr+JavVOABZ27nwXdu36TZRK30C3u4D19SAN9uDB\nP4dtp/HftcXFv4Hvd5HLXYqJiZ8Fo7BshJuefQwUyTKWl4OIZyp1ENnsM7Gx8Rdotb4Py0phevqv\n0O+HipA23/dx8uTrUK8fheMM4PLLv4BkctjAQo0NPs891Ub66HYvYHPzTwAAAwO/CseZMUZPAPOo\nY+v06Rtx/PiNyOfL2LnzbOS7zc1hfPWrL8K99z4N/X5UYYlnDPA7zoVzJL90XddczTI3tyvCSy6G\nF/xMlXDLskwq7pkze+G6oYHCFjcGA8XDMxHYRKKPm2/+d7z85Z/BU57ymHlveXkEX/rSs/BP//Ri\n/Nd/XY5SKR+hJeKnFv8gzJU/qeFLfOU7xF02wkUVSHU4cD0cj+tSA5Vwp1Kt/FejLppaqP2pQ52K\nM/kdYU665jq0aGHciOM6KbM4Nh3dXK86C4EwDZjvcwx+rwav8gKV/+TVlG969hIIz1VSLnPd8XRb\n7jvnxTVyDZy38jrl/TTgyRNd1404++N6Fp+hTFSdic5Wrifu3Oca1NBRvnH8+ARarQS+/vVDWFkp\nIJ128VM/9SBsu2XwQeWcOu7pSCCe6BlL4gb3hnOJN41oEucoA1V+j4yUcPjwKdM35xB3TFE2xuGn\n+jflidIScU4dKSoTdRwgMKzUWFPHhxrjjIyyYm273TZnN1Vu6/lQ1Un4N2muUqmYtWiEl7Dk2olH\n6jAnnDl/6l/pdNoUHKLhyqik4zjI5XLGiFtcXMT58+fRbrfNdZXNZhPlctkYhKyOy6JCxDdeg+I4\njjnz2ev1kM1mTV2ZUqlkCgMxIEVcqlQqKJfLqFar5hwt4cbquQBMvZp6vY7BwcEIX+J8eZ6U9Mti\nUN1uF+fOnYucib1Ye9KMUIak6RXwPA+PPpqAyA1cd10Xv/M7VQwPB5fMdrtd1Ot1rK8HQo7IwSiE\neu9DQdZBs/ngRedw7tw7Ual8zhwgVoGUTh+MPd1Hs/l2+P4J9HpdtFp/tvX5TWi1dpsqUZ7nGQ8N\nEBUUXCvvBeJhZ/U0qTIbRIpduO4A+v0RAEGBlPn51+Dxx38Jtp2JeGDYl3oxlSHZto3h4XPwPAeL\ni0GVUddNwPMsZDKViwoeZThqHDcawXzy+dI2BUkVb41w0rABUpibC1Jk9+y5H54X7h3hT+bJ8T3P\nw8pKkOI3Pj6HXs/HuXPPAACMjHwL7XZpm4eRAs/3fZw+fRkAYNeu08hmw8qs8/MH0G7nkEp1sGfP\nycjYWj2Q8A3gbeGee16IRmME9933XLTbWRQKNVx11V3bol/K1PUzTZe9cGEv2u0M9u07gRe96POY\nmFg1+6UKhjJIvsv5sqmHkj8sEkUmTIGn3l72qwqYKiacP59R41MVUZ45vlikTmlMHQY6lgp/jsn5\ncwxdtxreKhAVTor/nA/70BS9+HeKj6dPPxVa5VUN6dDpZUXG0jQu7TuRSODCheiVJdXqrm3ry2bb\nSKUaSCTaW3uQwO7dd2F29vOwrLBsvSrnKnDV2FYPOZ8LYBpG1RwnExHK7D+ArY/l5d8HAIyOvhJj\nYy+HZTloNh+NrOPhh2/GAw9cj16vhB/WPK+LxcWPAgCmp9+yzdCLe04V71ZX34N+fxm2PYJu9xTK\n5b/C5uaHAADDw/8DicQlERxTQ3R+/n9hbe2TACwcPvwJ5POHI2Oq0fLDPgNCJW95+d3w/QaSyUPI\n53/BPBvArAnLety8c+bMrZibuwGOk8D+/Q+BS3ZdBw88cA2+8pWXYHNz/IemX3LPlI6UPvV3NtvC\n1NQagOBqFiqEGrVTmtTffK5YDPs4fXrPNr4ARPlFsViGZfk4fPgkbNuH7wPXXPMQpqaC+5RXVkax\nsBDcY1ur5XHhwg54nnVR2gvlRJR3KL+6GF3H56YKpF7bEjfkqUNwTO49ZTezEpS/kC/pWAAMr9J5\nqlNR90//5lpZ7Z26AulQ8UJ5N+lYeR7HJf3Gz7rG5TyAbTyb/JbOTJVrKpPoyFRDR3kO+4yn5Pl+\nWD2fslblk/IETTfUlGW+q05V1f/UsNBnOUf2QYNVjXB11LFvrlXluOKs5yVxzz0zuP/+aXz2s09D\ns5nA2FgTL3vZCaRSyYgRQ1jFU1YJAy3co3rAdqdU1+w3n+W+87dGIC3Lwp49i9izZwlUG7hGnYfu\nk8JLjVnHCa7jYGaf4iN1JzoEFL+Ydqv4RvzXtZEmmc3FzDrNlFKepHTOlFjufz6fN4akOjY1MEC5\nx2KpTNXNZDIROuP6kskkstmsoVulfQBG12caLmGxuLho7vpklVnVFXO5nEn75dicP89l8hnLsjA8\nPGyea7VayGaz8P0gQso02WQyaQxK4jbPinIc0hpTbLkG4mi5XDYp8q1WC/l83hjZpBvySt5Ryqtc\nflR7UqvjAgEgSCztdhJzc9EJX3ZZD+985yIGBztbEbiGsfw11YZNPVRBGPoHcN0NXPy6FODs2Teg\nXP6mib50u1202yuw7ZnYOwmkUs9Cr/cF+P6/wfMeA5BEp3ObCdOz0i1TVzudDprNppk3CYapt563\nhG53wQg7IpmmkgaG6AxWVt6FZjO47254+D+3GYr8W72lHE89eOvru3D//behWg2iiqXSLvzgB7eb\ntbI/Gs6JRMJ4pXS8SiVIE87lNiOGrzJCEi4Jv9FomNSTM2eeCte1MTCwifHxMwbKZCyaskSYLi4G\n6S6jowuwrBYuXHgqOp08kskmpqbuiygOjErTqFld3Y1GYxCO42LfvtNmnu22awzi/fuPoteLpsso\nTNVDXC5Pbu1zBvfeG1wjsXfvKczMnDZeqXjT6LQay0ASZ84E50wLhSp+/Me/gKc85R44ThgFIPMD\nwnRnCgOdF5k7jWx6XUkXGmHk/6oM6W8yHD6vRqQaVEC0xDqbGj3arzJ/Gp6EsZ495Ria0qye2LiR\nQHxT77Iq7PSwcl814h5fv8Im+AmrUqqRpMY+50jDWJ02xAnCfXHxAHhPKBAYoep8siwLhcJaBH9s\nu49CYR4rK8+AZaUicNE5q/OGTT3aWixJq/5qFV3lA4EA+iQ6neMIquEGV5Fsbn5jG44PDByJRBgv\n1lZXP4VudxmJxBCmpl697fu444M40mh8B+XyJwAA2WzggFpf/yMAfWSzN6BYfJ15TzMQgue+bM6s\n7t37hxgbuzUypnrylfbjjX2urn4Gtdq/AwCGht4D206b4yUBvTwOy+rD920sLLwai4s/tgXjOmZn\ng+uiVlam8KUvvRSPPPJUuG40IqH8lL/jRjXXGo9kzMzMw7KAcnkAGxsDEXrmnvK90MkQOsv6/T72\n7JkDAGxsDKNSGYzgsD4XGKAt3HDD/Xjd6z6Dpz/9ka11As1mBg89dBif/exL8MUvvhAPPXQpAGDX\nrhV4XpSWqLwoDmiEKq6gqgNLjSr2p8W3yB+DeUWruLJpRXY+x7FYMEczG4gLqphTPip/pJ6jFWpV\nseeznB+jo8R54ibnpnhKXqh8if3EjWZ+xmtTuIeEBftRPst56diU59ls1sCefcTXRhpUnqsOYuVb\n1Bl03/g3I53q3I7jvc5PZYuujft8MXzhc3QsqJziGP1+P+IAiK+/2+3iu9+dQb9vY20tgU9/+jJ4\nHnDo0DpuuOEJg1dq/DMiGncSkl45LqNYYVZPF1dccQr795+PwJV6Uzz7R/nGzMwiMpkuJiZWtzkA\nlUb4LterET1G2rk/fI8OLxqBNIYJp/h5Xr7f6XRQqVQu6mym/qeBHtKGOte0kjBpjnhUq9WM/mXb\ntgkAqT7E9TabzYhDnQa3Gvcc03Vd46Shwcw5EZ+Jc/Pz83jwwQdx4cIFlEols6csSEr8ZpEzfuY4\njknXbzabBtb9fh+bm5tmrXT2UAfRFH/P8zA8PBw5pkSaAWAMTGalEjeJT2wM2AW2xDparRYajYZZ\nN9e7sbGBdruNWq0WCZJcrD1pRqh6Tmj1W5aFRx+NpnIdP57EF79YwNBQUIWJIWpFIFW+md8MMBUz\nUBSKxZtw2WUPY3b2rzA6+rNIJse3nunh9OlXotX6LlZX/xbz8z+FUumfkUjkkUzuguNMIABTH8nk\nz6BYfBe63b/dmt1Po1AIDENlnNxYpgn3ej2TakFmUa/X0Wp5GBh4M8bH347BwTuQSt2PbrccSQv0\nfR9ra29AtzuKSiUwdkZH74Nl9QyyqDczriCTGEJBEsCNCm6jMYFKZRdOn745IqxIDJoOqgZeqxVE\nQtPpFlKp7jZE0yiQeqApmFutDM6fvwQAsHfvA3Bd13iELia0XNdFuTyBdjsL2/YwNnYOrpvA/Px1\nAIDdu++F44RKgioeAJBKpXH+fFDQZv/+R2HboWF06tSlWwZxGZOT5yIebMLkYgoqx1lZ2YvHHw8i\nrUeO3I1crh4RbhdToIBo8ae5uTAqY9s+LrvsQbzgBZ/D4GB4JY7utxo3apDxMxXYqjgpE9W90bnq\n77hyo3hFD6JGMlQ5UoUgHpVUQ4OwVjqKR3vUkORcge3VehVfVfBqWhrnz7mrQque6njkietU7z+b\n7jPXpPSuzqGg/yyWli4z71cqO81Y3K9cbjlCU/1+GidPvg6dzg4zR4WZjq2KcTw1ivgTKHlM60pE\njPZodKmF9fUPAAAmJn4NjjMF13VRqXwrMr+RkVtw1VXfQio1jh/WfN/HwkJQkGjHjteD94vq96ok\nct9ct46FhbcBAPL5l6DbPR6DzTLW1t6GVuuRbfjQaJzAiROvBOBjfPwVmJl517Z5xRXTeDSSzbIs\ndDqbWFh4JwBgYOBVyOWebnAqrPj5EIIrc34d6+tXm7Xt2fMIfN/G97//TNx554tQqw1u4xGqGHId\ncbq5GP6RbmZng6tZzpzZDc+LFhOK98+9VkPUsizs338WQHA3KHFF9yeR6OPQoXN48Yu/idtu+zJ2\n715FMhnyiLW1YSwujmN9fRhrazl4noeFhXG4ro1stovx8VLEiNIMCAARPFQ+qbAiTPg8565OOT3P\nqJlBfJbrUR7GSEvcGUAeSFriO1R2da84Jz2XSPhRkWb/cedxPHrHuSsfZ1/qXIgX+YsbWHFnMYBI\nlDWeGaO8NM67aXjofFSXU9wkXBlVViOVcGg2m5GUWyrfXIvukfII6pHkcXG84dcSb2gAACAASURB\nVBw1WkqHB/dN16lHOhSH+D8Vc+6b4mGAo+HZz7NnR/GNbwT64Y03zuHSSzfN/PlbYa5OV36vdQ74\nXbG4ile84m4cOXICZ85MR2ASl9PqwAKAZLKBiYmgFsHs7KJ5Nu7kUAOfsI3zSMuyTNbfxfaIuoZG\n6gGY4jyKI8T3gLckTNoqjXQ9JqFOG3WSxO8fpbHJVNf4VTOq/2jkHAidImyh0zZMHWfRH41cJpNJ\n8z/TVZeXlzE3N4fl5WVz5ybpUavNJpNJcw6Wa+HZ2Ww2a+7bLBaL6HQ6KJfLGBgYwPLysqGh0dFR\n9Ho9rK+vI5fLmXf6/T7W19fNHqXTaZOqy/ds28bAwIBxYCnPqdfrBvaMMPMsaiqVMhFYLcikFYd/\nVHvSjFBGZg4cOIDbbrsN119/PSzLwoMPBlNaXw8Y4exsHw88AJw9GzCPVquFpaUl1Go1g6gEBBED\nCJljvR7cz1Yo3Ix8fh/Gx1+Ngwf/D6699jwuueSLKBZ/AoCNc+d+Zqvk/yDGxt4Ez/OQSFyK0dGP\nIpu9BQDQan0MpdLfw/dXAAzCtm8zjI+RT/XeahWu8PD0Inq9k7Csk+j3z6DdvhyJxCJyuX/H6OgH\nsWfPWzAy8vsoFj8P2z4Bz+uh3w9C/vX6Nej3c0gkmhgbOx5hthcTFJqWqYI+gEeQ0lyrjW4xlajx\nEU9H4f/0znQ6A+j3AyItFivb0oMu1kjk/M3zmJOT8ygWQwZNIzRu/Ni2g5WVWQDAxMQZWJaFxcVr\n0OtlkU7XMDv7mPEGqaeHzG119Wp4noNCoYQdO1YMk2k208YgPnjw4YiHi/Djnqq3kp93u10cPXod\nKpUhpFJdXH/9t+E40Tsh1dDi+6ocVipFrKyEd435PnD+/CySyW4EBnEjioxcveWMtHc6bQDh+SUt\nPqEKixp5KvBSqca2zzl3jVwygq/7H18rjR3SpxqaKqBUIY4bn+xf8UJxXRUPxUE10oCoQKGXUg01\n4ozunfajd5mq8qrPqUJKQUl84/8LC1dszSeJZnNym1GRzS6Z/103iZMnX4tOZ+aikQx1cqgxSXxR\nxZMwDPgGBXMysg/6bKn0N+j3l+E44xgff7Mx7srlMBI6NfVaXH7557cZlfFWrd6DWu0HAGxMT//a\ntu/VqaDK99LSe9Hvn4fjjKJQeAV6vTOR93q9c0gknopE4lJ4nodS6Q50uxV0uxs4duwn4bo1FApX\n4dJL//6i3n/uoa5dHTmEd1Ch/b3o95fgOOMYGvofZp+p7AZ/n0K7/XtoNq8WPPeQydTwla/8DE6f\nPgzAiuC08hk2xeO40qZKI1sy2cKOHUEK7NzcLnnPA+BG8EKNAXW4DA1VMToapFOfObM3gm/j42t4\n9rPvw+23fx7Pfe69mJ5eBQDUatFrq8bHSxgZqeDcuRmDL+02sLg4BgDYs2fFyCvFO1UudZ3ECxqt\niUQYxSJ+x98lHWoarBp/vu/BskLHEDOrVKGnnkLjRWEeVmIN+YkqrspPKDsU7pYVVn0F3Eh6vfah\nUS4aQYSFGmOu24frRseIG540CFQOaCQxWEMYtVI+qAa2Rtm0KqrjOFtBgmh19Hh6adzJqM4f5bvp\ndNSRCcCkJgKBPFEnwHYj20EyGfStTm4aiuqoVaOJe9Hv97fO+EXv8eRaAUSCInqcyvd93HXXJI4d\nmwAA3HrrIxgaqhrc4liMYsXTi1UOBfTTwnXXncTtt38PU1MlPPTQLJpNL5LlpPSk+0wa2bdvDWQv\ns7ML8DzXGHDKFxT/1GjWKsWu24XnRWtK6PhMp7XtME2WdBniUQeWFZ4BLhQKKBaLEXxlASPtq1Ao\nROBl26HBRH5Keua+kVfQWcI+w5Rxx+gymoKuEU5Nu+VZVn4fpKaGWSKrq6s4c+YMlpaWsLm5aWwC\nOiqXl5cjPKLZbGJiYgK5XArpdArr6+twHAeDg8EVaL1eD7lczsghdXLR8bO0tIR+v791p6dlDEue\nIa1UKuj1eqjX68hkMhgaGkIul8Pq6mpEvwkdhG3YtoXR0VEMDQ2h0+lgfX0do6Oj8LzwWNfg4CD6\n/T4KhQIymQwGBgaQz+dhWZap1fPD2pN6JtSyLNRqNXPotdvt4sQJB2trNt7xjiLOnbPgecDhw1nY\ntm0K3dRqNQCB0CBiMmXB8zxjhHS7j6PXOwfAwubmHVhY+AAajWNYXv5zPPLIjXjssZegWv03uG5w\nCDeV2o9duz4C3w8ODk9N/RGGh5+BbPYXt2Zdg+f9XwBAOv16pNOjxmPBcUMhGTJeVWzT6a8im30z\nhobejYmJP0Qu94MIXCzLRTr9OIaHP48dO96HPXt+A8XiF+F5Hbiug83Np8PzErDtDUNsFEZU2tQw\nZSNhkekDNjzPRrM5GTGW+Fu9fCRSNTx8H2g0RtBuF+D79UhhAmXmythUWUgkEqjXp7C6Oo1uN41C\nYTNSiICKgaY2BFHHWQDA6OhpWBbQ7SawsPBj8P3gHJOeYdE7nGzbRrudwfp6EHHcu/eYwAI4eTK4\nID6Z7MLzWhHBRMamgodEGnp+U7jnnufBdW1kMk1ksy0zfzJcVTJUgSJs5uaestW3g34/ieXlWayv\nT0WEEhB6UPmjShph5Xkebrjhn3HddXds855TuVLhoR5ZrvOaa76D3btPIJFomWcIS/UuqzDQfWYb\nGjqHl770b7Bnz6PbjHs15tWTS4WCeOw4LrLZOmw72BNmTqiAVONcI+iqPGUyNWQyffh+WMCJQklh\noXunypJt28jnK0ilOhEBEjdYSQMU3Byfz+Tza/D9NGq1CdRq07CsMK2IFevy+UDB9zwHx4//PKrV\nmYjSlkjYSCTqcJwaLCtKX8QNjXpzrcG6V2BZxxHeE8oKjg/CskJ4et46KpW/AQBMTPwWHGdga58v\noNu9AACYmXk3du9+J3q9Dfx3jdeyjI291FTDZatWH8DGxr8bnkb8rNfvQaXyjwCA0dE/QLv9vch7\ntj2B0dE7MDDwanheC5XKHVhb+zA2N/8fTp9+DVqtU0gmx3H55V+4qJGsOEQ6Wl39OHq99YgB6vs+\n6vX7sLpKeLwXyeSQ2WfCNqC3X4BlNeA4jxmc9Dzg2LEfR683GEnZVoWcOBDyhTZGRkrw/X6ErhTv\nlCZnZxdg2z6q1TzW14fNMzfe+AB+4Rc+h0zm4tEApZl9+84CAJaXx1Cv5yO4feWVj+Pw4TmkUn20\nWmk8/PAl+NSnXoj7779iG1y/+90j6Hajkdbz56fQ79tIJrtbexcWAyHfVhrUeXIvbNvGy172Hdx+\n+7/DsqJ3O+t+xuWWyqF+v4+nP/00fuVXvoiRkaqRSXyfyhXrNwChIUoZ2O/3MTm5iTe/+es4cuR8\nZC3koVy7Gke6Ptd1kU77+OVfvgsvecl/Gjhw/v1+WNCGn3EuVIDZ9y23PIg3velryGTCNF4AkdRF\nlWs6VzoRDx9ewFvecif27980vER1Cb5LnsbaFpTPruticLCNt771a7jppseN45PRE+IuYRE/JqLZ\nT7fd9j289rX3gteqqUNZnyev0wiS7wdVf6+//jG8+c3/gWKxYdaoBg+PP6mRpAaxZVnYsWMFb33r\nt3HkyJqBu0aUmKIYd84GfSbwxS9eguXlPJJJD9PTrcj5ZJVhug+cA1Mzg7UncPz4XriuhX7fxgMP\nzBhc0jRm8gTqgtznIM0+zK4ZGmpgeLgGy7LM2UF15qg8UoM4mUxieLiF17/+M7j22mMRHqmOWF6v\nSHjQKGVAxLZtvPa19+Dnfi44Xsb7NYkPnIs6nxjM0UyFW26Zx2//9lGMjITprZqOTpiSN9P54jiO\niVoeOlTChz/8CK6+et2slZmVXD/PRzqOY+7i5LnRAJ9cvO51X8dznnMfnnjiCWxubppaNr4fXDdZ\nLpfNzRETExMGZixG1W638Vu/VcFf/3UZhULW7G2320WhUDAptoGRmTHFnGjg8kznC17QwMc/vonL\nLrMjxuHIyIjRW0jDjUbDXO3SarXgOA4KhQIuvTSFL3/Zw6231lGphLdnFAoFkwZM/kK6JS8g7HO5\n3EWLaGn70SdG/39sjCasrq7izjvvNIvIZrN43/s8rK15eP/7HfR6A2g2fTQaZThOUNlqc3Mzgvhx\nDxA9XkzFTaf3o90+isXFo1hcfB+A7cUmbLuImZlPwPczcF1ejzKIfr+JbPYpGBv7HDY3PwHgBCxr\nF5LJn0arFQCX4XQaJWQCGnEIFdXAYPH9BHw/CctyYdv1bfNpt2fRaBxBvX41Op3RLWHWwdraTVhZ\neT56vSw8LzzTomdq1CBRb6h63O+//3Vw3Q4cJ/T4aDRFBZQyZFUO77nndvTNtQ5hBVDOIZVKGSWL\nUSf10Hqeh6NHb0Knk4Pvp5FMhuc+4ooI93p5eRpBIaU6stklbG4O48yZq7G5eQTN5iAcpxpJl+G6\n6Bmbn78SExPHMD09h3S6CdcNInPl8ii+/OWfQrUapBlbFiLwo2IPICLEiXuWZWFjYxjf/e4tWFub\nRKdjgXYYlRsag3EnBftYXNyHZjOHu+66CUAalcowXDcsQKPGlAoYVXR0H5vNAujpV2bO/eH+EtaE\nl+/7GBlpYGrqNHbsOI25uafi2LHnG0U1riDyfU0vC2DIypEpNBqD6HbzFzXCdb816qIK98jIEq6/\n/jNoNvP46ldfu834JO1pShbXSCPBdV286EX/BMfx8B//8bMol0eMp1P3mPsLhOdMVSgeOXInxsaW\ncPToTbhw4QojZNUB88NwhM8cOvRdTE2dwvr6ATQakxEFOpi3h2x2Bb5v49Spn0etdomZI38nk01c\nccV7AAD33/8e9PuhgspxQqMoNOwDZ88gbPt16Pcnt3ayhnr9djhOAbncdWYe1eqfwfebSCYPYGjo\nVWbvgiiohX37/jdmZt6MRx65FRsbX8b+/R/E7t1vi9BtpXIvcrmDcN0m1taCq1V27fr1GG27ePzx\nX0G9fh927vw9TE6+dYsH17Gy8nYAPrLZFyCZfAE2N//UvJdKHcHQ0J8BGNka669QKv05AGBp6X8i\nuEIrgac85dPIZKIViYlnauT4vo9q9Zs4f/43sLT0Hlx55YNIJKa3aKyLM2feDMBHofA85HK3RK6V\nikaggXT6Q5ia6qNc/kV43hQ8D2C6nvI5jdzFDarduzfw/Od/E+XyAP71X281e6g0rAVTeDXL2bO7\n4fsBH7MsC5VKDuXygJlfPFoSNh/79wd9nD69x+ABcffEiX2wLBcnT87iwoVpuG4wz5GRWgSujz02\ni/PnR0BZSx71yCOzOHp075YhevHzqHrOXJ2SqrBvbg6g203C98OoEhBWuKdxpAo5+QBhV62mUCrl\n0GyGyil5F5UpwjZuQHGcVstGtZpDrZaMzIPPqGLOcdkn+XqnA2xu5lCpBFEOpq9Rj+GZSDoYlT8p\nvy+XcyiVBtDvb+eB6uwgz9cqv4R1rWajWs2i1QqrnOuaOabyNuJgsJYObNvBxkYO5XLazEEjsCoD\naIxwTgqfcjkLx7HBlHJ1oMZlHeepDrher4dKJb1VfTnqlFenJ41kwpzzoQOg202gWs2g2QyOeunZ\nQ420c38oUwjXXg/49KevQi7XxMLCMHw/eq6YxjSPbgGhQ0bhFfCmNP7xH38CBw6cQ7OZRjIZBmMo\np1QGqvxxHB+7d4fZNUCQklsqFQGEGTKascO50OnMuXqeg0qliGazEKFTTbHWCDYj5HyOBlC1mofn\nhXeCspoyI4OaWq46rOJOpZJAqZTExkYT7Xa02jFhzHcDmRJeK0LaqtVsrKykUa0mI7TO32pY8Xst\n/BRk62xgbc3C+fNt1OvRc7X1eh3Dw8NIJBIol8smgk848Vyo4zhYWnKQTLqwbaDRaJp5dLtdjIyM\noFarReiHf7PmSiYT4OramotGwzNGrOrvAEw679DQkIn40ynUbDaxsdHE0pKDSiWJVCphoqfxxgq+\njJT2+31jHPM+0h/VnjQjlN6jfj88XEtEXVxMI593UK8PGOIZGBgwDJjnQpl7TCQDQqU6YEBfAQAM\nD78Stl3A6uqH0O8vX2Q2FmZnP4Z8/pDx3DDVhkTdaqXheZ/bmuevoNnsGu9DrVZDPp+PCEBuBgUh\nIzfN5suRSPysKaOcSn0EhcK3AQCdzj5Uq1ejXr8avj9pmEomE15u3esNbCHu9rsI1QDUppErjTba\ndgq+Hz1PQ2Insmp6AlM2Qm+XDcpXFfJ8RxUIjh+PclSr+S2EjR6EJ8NQ71VA7FlsbExhfHwJQ0Mn\nsbJyBNWqjVbLgW3XI/0rPlDoXrgwiksuGcbAQAn79z+GY8euNHOvVIZhWVFFQQWbCgM2/k0hsLi4\nc0sYQZh/WOyF8GEKDpl+oKTZ+N73bkG1OrbF7KLpdnyee6wKjyodXO8DD9y6Bb9Q0dNIgEZS1JC0\nLAsHDvzAGNF79pzAysoMVlcPRnCJ48QNLP2dTCbRaEzhzjtv33onmjal0WZ6r1utVsRIDzzOASPr\ndsOL4LkmwoJpLhcrzR7glQvHoZGb3eYQUSeKromfExcGBoJUxXq9GHmH8I/DiN8RLslkDRMTQaGK\n8+evgeOEKU6k81yuBMfp4dSpn0Gp9BT4fvT8e5zOA4dPuBY1OOkJJm0Fe59GInEZgPAuS98/gWTy\nXbKGJ1CvfwoAMD7+O/D9MJpTrf4nDh78BCYmfhqu20elEkQn8/ntEbFK5W6cOfMuFArXAHBRKFyF\nwcFnRZ5ZWvo71Ov3wbLSGBx8CRgFWFv7U/R6c7DtIkZG3oNu91H0+2cBALncqzEw8HZYFi+3P4NS\n6a+l12CvBwaeAcCG67bgONnwWy+aIRD8tHH+fGBEDw7ehFRq0uDq0tJH0Gw+DNvOYWrqf6HTCVO5\n1Wvf7dZhWe+BZXXQbu9BtbobQM+sCYA56xV3vqgC6TgOxsYCebW5ObRNCeL/YfZLC9PTwfNzc7tM\npN91XTz00GU4evTw1v5Fi/qoDBkfL2NoqAbPs3D69K5I6icALCzswLlz48KXGCELDa12O4V77rnS\n9Kl00euFjlmuk2sBtqe3q7NJcf+uu46Yv9Pp8JwhFWXyRi2qp7yp3+/j+PHdeOihqa2IaUj3OqdW\nq2VS3dQZS/ypVodwxx3PNXupXn8qumqkcH40yrl3n/zktRE+rDAP035tUwSETlU14B588Gn4wQ9c\no5zrUQtVylU2xvnw/Pwk7rhjJ3zfRyoVVj0lbyZMqZhzb4j7gWKfwMc+9vQtPSB0bipv5XvxbBLO\nK5lM4vOfv2IL9uEcqHPp+VjCJ+5g6Xa7eOih3Th6dJc5WxjfY91P7llYXCzYh4WFPP7u727cwrXo\nURClx0wmY8ahXkrcqdfT2NxMIZFwtqLfoYGuWT2sfqpz5X20nudtneXr4oEHZuH7odOE8CeMGemj\n09h1XezatYF0Olpsbe/eRTz44KURRwt1H+I756h6YqORw5e+9NIto9kTuWIbfddxHGPU61EwNei+\n9rUbt3A+wEEGLlSPiTuPmO3G/fv2t8fx9a8PbeFwNLVbswpUL+Vn5BWLi0W8//2XbEU+w+w/Xbfq\nkjxW1G63Ua1WUS6X0Wg08Nu/PbJF98GRKK4nl8sZfkLcLRaLSCaTKJfLyOfzpq9/+IfiFs7UTfVZ\n4lq320WxWESpVEI2mzW03u/3kc/nTRHKu+9O4J57htFoNFAsWigWi9jc3IxEdoeHh+F5HlZXV1Es\nFiPn/j3Pw/p6Em9/ewEbGxvIZIJoebfbNeMwTZjnWQmnXi+4KiZwJJUxOjqKH9WeNCM0UOYGIgUJ\nMplMhGnqmQMSab/fx9raGqrVKkZGRkzETQ2eQFlfQbv9EAAgnX4+8vlLkM8fxtzca+C6m5G5DA3d\ngsHB56HXCxh4u902QCURNhofBuDCca5AMvl8wxTIaEjsrOBF4xOIVgnleb1gruvI5ZZRqbwSlcqV\n8LwJ402yLNcQUNzjBoT5+brxHEMFt7Z4dInP0CCisUWEpzGoAkKNWG1kfhS88WdU0QJCgtY1aJSN\n+6jOCgqh5eVZjI8vYXLyLI4ff9q2CC4VQ3VMFApraDSG4LoJzM1djiuvvBt79x7HyZNPg+9H58Y1\n8MykepBUaJGR6vxYGItGCNO6KKyYb084c85MIa9Wp5BMWhEBFlcYdW2chxr4und0huiehzTiRfCA\n/RYKHezcGVy9sba2B0ePPgft9ihcNzQKOS8ySDWuVeFShZrfsykcVKFWAzf0EgdV4brdjIEB91bP\nPgeOnbBatX6eyYR73O0mjYDTfVUBxfcAIJOpY2BgHeXyONLpIFLRao1vozf+z/50rnxuz57HYNse\nGo1RlMuHtsZTj7WDYnEDp0/firW1q2BZ0eyEOC3p2GxUWFTZIsyz2ezWHo5BXgFgIZ1+nsHpSuWP\nAXjIZJ6BXO55kajDxMRvYGjoKvi+j2bzBPr9EgAHxeKPId46nXmUy99GufxtAMD4+CvQbJ5AIjGI\ndHoardYyzpwJigVNTb0NyeQs+v0+ms0HUS4Hqa8jI/8TjjOOVusfYFlZDA7+IdLpn9jCr4D2arXf\nB7A99adavRuPPfZ6HD78f1EsXms+j0faPM/DhQvvQ7d7Fo4zjB07/tB83umcw9mzvw8AmJx8B2x7\nJ3w/9FIT74Nq6P8blnUWnpfF2bOvQacTFnSzbTtyjESzeOLp+p7nYXIyOLu/ujpmYK9GFd8FgJmZ\nBTiOh0Yji+XlEdh2WBk9jqNAlG/wO0ZBFxYm0WqlY/gRyrII1lgWPC+8guPee5+65bQNjSHlBXHj\nMr6OsM9oBVTuGf/ne1p1ms+0Wi2zv3rnojqm1FlGeRqXi+xXDTb2Sd4VxyeN6pG3c980yhSXoVyP\nOrNDx1XS6DrxCCt5mEaaNHqthq2OoXDU+fMd1WE0m4Tw0f0jbut4cackEOoPGrEjXlHxj8+BsCEM\nVVlWGFHmJBIJw/sp02i4KryoU8Wdu6GTPRp942dsSgucB6PnAMzVgdqPnjUlbLgH6pRWnFD6pdGh\n+K/yRh288b2dnV2G5wX1PxIJD91uApOTG8jnu2i1MkbmEYc0Y4v4r9FQlS3xbAHiohp67ENhqvDh\nnD3Pi+wX4UUDXXUuRtnIX7U2BfVyGpLqdNeIteoMNFwZsAGCM8h0dFNHcV3XpNuWSiUzvjqAlc6q\n1apJn6fBR/5SKBTMlSeackv7Jp1Om6q4xIFisWjwms532lDEJVb15lh8jgYojVzWrun3+xgYGIjg\no2VZGBkZMWvJ5XJoNptIpVJot9sYGhoyKdTxjD8A5iztj2pP2plQArZcLsPzPFMimMxUPY8s4czK\nUsvLy1hfX98q9NMyDF0PE9frXwMApFKH4Dg7sbz8Ppw69ZNw3U04zgiKxeeauZTLX8Hx49eiUvk0\nmOKqgrnXewidDvt7SyS1hc/EBQiNOjZe30Iiq9fr6HRyWFl5JzY2nodud8QQN9fNKn1M9VXGTkLQ\nucb/JqOLMzwiFz1++ox6oUg06omiEFePozIS9YqqANOoXZyxqieefalRpWdiPM/D0lJwVcvIyBJs\nO7gCR6sC0tAjPgVMz8azn/055HJtnDt3CVzXQT5fxdTUBcN49I4pEiE9fNxvNbjiDJTzV2OEMOYY\nKiz5DhkemYTCgvCjF5oGHeGpQpve8SB6njGXKMfhrQKBdKYG4czM99HtZvDQQy/B/fe/AvV6eEkx\nf7h2VWYICwoJvsMxuV72oTjFdCjFMe53MLfgYH2nkzHvKsxd1zXFwTTNhS1Q5EIDpduNptkq/RBe\nisfNpo1nPOPzuPrqgA/0eilks+s4ePC78LxuhAepoc6xQ0UB2LXrYQDYSuUN7lSMz6NU2o21tWcY\n+KnDI+wrmuYXdz4RV9SzHyo4LoBohVnHuRLJ5NSWo+w/0encBQAYGnpnZL8DwX6J+btcvhsAUChc\nhURiAPHWbp+L/H/mzLvw8MMvBMXP3Nw70O+XkE7vw9TUb2ztQxdLS29FYATfiFzu5Vupr8cxPv4p\npFI3G4deQPNfQ7f7n9h+FZeFqak346qr7osYoGzEfwBoNB7C6upfAAB27vxDJJPj8Lyg6Nxjj70R\nntdEJnM5BgZ+QQrNhZ7tQDn+JoAvbe3h69HpjGxzROj/Ogf2E+6xi/Hx4Jzt4uLotj0m/HfuXITv\n+9i79/wWPKdB+0YdWIqPanw7Tg+AD8sCDhwIKuueOrU74oSh8sV1ajpx8Fkw3vLyKB59dNZEQDge\noNdLhGmd+hM3cJSmQuesZcZXfqvOWOIqaUqdUYSzOo8os9VhF+CgZ+RJ3MGk4yk/0ggdHYtcC9en\nMpaw1b4JM4UxZbDOXflwXNYof+VaOC7TfDlnjqFyXfvn+zon8hOFJ+FEWUxcUacH8TvuzFUcoe5D\n2CjOq34Tjxjzb2bKcd4aEVb9QzNYmLXWaoX1IPiuyliV7yp/+KzSCfUQ7ofitzqD+Dn1XJUf/CkW\n6xFernxC97Df7xs9WfVRz/PQbifxL//yEyb99jvfOYI777wexWLFwEr1HH6mOo8aJ9SPqNvE6ZZ0\nyvVpFC4ODzWq9Yd7QccprwaqVqtmr+ic0fPRfJdGtOu6xlhSxwflNfEh7rjhD/Upz/NQKpUwPz+P\nhYUFLC0tRWjQ932srQU3T7DejWVZGBwcNPpGpVIxKfc06AqFguGNtVpwTnd9fR2lUimiy/BMZ6VS\nwebmpnHIkA61GGqj0djG56rVqoEHbScassxCK5VKKJfLER5lWRYqlYqhT551BQJHJ+24AM/CCsC8\npvJHtSctElqr1TA0NGQYCUs2E8m4WLXgSYTNZhNra2vodrvI5XIGKIrMTMXNZK7F4uLL0G4HaWfF\n4guxe/efI5cbwcMPX4ehoVuxtvb36HTO4Pz5NyKVOoiRkbehWHwper3+1p03wb146fTzkcs93Sjs\n6s2goMtkMsbYVMEHhF4sEnS/78KyomWn1VCMMyplaEBo/KZSKZMio/nXgouNIQAAIABJREFUFBIk\nNBKZ5sizD/Xq0hjj2KogBHBII5Fw4DgVdDqFSPoGEK1wykYP38Uic1SmOGfCgkIiTDcLYNdq7UCr\nVUA2W8eOHRdw7tw+M3dVGNQo6vV2IZtt4jnP+STuvfclWFy8FLt3P4oDB46jXD5k5hDfM/VMUjjw\nbzWs1ENGeKphzqbGKwBTsIGH23mPm+4HGSSjrLpPWuCE/XN+nDuFEM9CqGIHhJWqA0OtB9+38Y1v\n3A7HGYw4MNQAip97VGYX94ryb1UY1NhW45jKDBvfSSZbW3MNi0CokFZFVSMd7CMQSJ0tOkzCtsNM\nB85Rz+gSvsQB30+j08lhaurc1nddPPOZn8bjj18Dy4pGUNiH4hFpZHR0CYVCCZ5nY2npqeaduDce\nyMGywuIbXJ9G0JkKSXhaVkizmoqlxS64Htv+OixrBdps+2nods8jlZpGqfRBAEAu95PIZK7Ytj7S\nqeM4qFaDVNyhoWiKLVu7PR8bJ4/LL/8SUqkplMt3Y23tDgDAzMyfwLIycN0OVlf/DN3uSVhWHkND\n791au4uhoT+FbRcje+R5dTQaH9jqPQWgs/XdDKanP4Lx8echkdiexq045vt9nD37JgTpws/G4ODP\nGtwolT6LSuVrACxMT38IrhviNfc5wLl59Hp/tIVjP4FW6+lwnHIEp3RsxX9V/Mg7RkfXkUi46Pcd\nlEqj2xRTyoJnPetePPzwYczMhKm4cTmhUVbFI8uyMD29iR071jA/P4lCoYV+38aZM9MRZVsjUlQ8\nVUFxXQeeZ+Guu54G23aQyTgmjZCyUiMgjLIojahTSJV9yjbN0iE9MDIYxa9oZXfSghbR4fiEUzzj\nRw2BeIE7VZ75HSM/zAzRC9ypyHK9lMfkUwpTzovvclzumc4hrjiTVxImcSOX61dnPXkgn1Pnococ\njkk+Rp2Da9P5cp80+0WrqiovIbzI/4grhA/ll8oIGoZKPyrv2b8WSdFMKsKG/fA53/dN5IZ6WDzK\nx/WoEcv9I9yJVwEfCDPUuFY+H/CoUMYQ1prOyHdf8IJH8clPXoNEImngTnjEz/bGnS38/P77L92i\nENKtjVOndsHzPGQy4Z2UyoeU7pTvcC2Eiaa9s4UFlZxte8Kmslz/p3GkzhDHcdBoNCJ36bIvRv04\nnjpcdWzuSyKR2HYkgmsmfTIVlrhdr9extLSEtbW1iG6qGRYAMDg4iI2NDZOJ1Gw2zY0PDCYQjwuF\ngkmt5TxGR0cNb+n3+2g0GluOiKJZP41G1w1SXsfGxsweMIo8NjZm4Mb9Ir7V63Vjf8UDBUNDQ2af\nK5WKSftl+q3v+ya9uFqtmmORhDMrHDNb9WLZM9qe1EgoPUVaVZaXypKwmNJADx5/LywsGIIFopXT\n2u111OvfBQBUq59Cu/0ILCuHnTs/hAMHPoVcbhpAFpde+mXs3ftHuOqqRzEx8RZYVhbd7iksL78R\nc3PPQ6PxNbRaX0OvdwwAMDDwRgDRSBIVcgDGa9pqtWBZd8O2Wwbp9W4w3w/LIJPg6DmIp4fQKFEv\nuXr51BMcEIOHVCpK5CrolMjVo61RtzjDUQORDKhQqGF29gFjCKlgUYMFCAmVhMi+6Smh4aCGrgpQ\nNSgYAVpfD+7f2rlz3owf70NTR1zXw+rqPmSzNTzrWZ9CqxXctTg5OYeBgbCqLtdAg0aVk7iBxxY3\nMuPr555pNJH9qPHMiDdhxmfjcIobtzoev9NrbtTTroa5ClZ+3+06OH78erTbCZNWfrEqz1QYuA71\nWmpTT7oqxXyPUXJ1MmgLlTsW64hWIlTljcKJwleFaIC3Aa/o9cIrBS4GQ4WNft9oDMbW5uDMmWsM\n/ehvVRD5vuM42LMn4CWrqwfQbmcjHmz1bCu+0QnE/QuN+eh9kopXijvab9B3F47z/7beDIv1+H4W\njcbvodn8PPr9kwBSyOffYmCteK+KOI3QwcFn4mKt01Ej1MJll30CAwNXwXW7ePzxXwUADA+/BPn8\nc7eE7jFsbARVdEdH341kcnqLth34ft7QOXles/lReN4qLGsANEAHB2/Hrl3/gVTqiKE7NcTVweN5\nHpaW/hLN5lFYVga7dn3Q0HG/X8a5c78FABgf/2UUCkciZ99JA57XQbv9bgAt+P5+1GqvjvB04lrc\na84fwpg4ZFkWJieD6shrayPo97enzYf07OL66+9HIuHC8yzs3LmOG264D0D0snLFEaXTRKKPa645\ngec97z4AwNmzk+h0bKRSDSOntMUjmcEaHTzyyAGsrw+ZZwgbdSpx7uqEUvmpTjrlKZqVoEZJPCNI\nFWPKUVVk4wqvGjRx5yg/43OUCXxX50qFlmNrpos6ZNkn+9PKu+wnvj+6B2pgqzGufF2VbeIL+4xn\nJCnOEWbKn7kPaqwyvVFho/JNaYt/a8EatrijO8THcA6Ue7rfhLumQGrqMA1Mjhc/66Y8UR0yGsFT\nfKTc5dg0rti4B3FdRo067rtmaXEdhAnHj0czUykfe/du4NChVQNnGmG6No4ZpxXuFRtBTSOOOjad\nlaojUldVOiPvixud+p3KdaVBOjHYt+KJ0jHhyurU7XYblUoFjUbDBKY0e0odbKqbKe0pDdG2YM0E\nRjpp3PHKlX4/qFlz+vRpnDx50ty12el0sLGxgUajYe72pM3Cn3q9btaYz+dRr9cNL+RcecaTa6hW\nqyaSz/tBiSca/SR+sDESyT5JO81mE7Ztm8ir4zjG4OX50VKphFKpZN4n/TUajUhQkH2q/UB4NhoN\nlMtllEqlLcd0EHHd2NiIOB0u1p7Ue0JJ5CxE0ul0DIMjMZJIiDQA0Gg0sLi4GDFkiIS93jmUSp8C\nwA3qIZ1+Gvbv/yaGh28zCl+AnFNbiDOE/fs/gAMH/gtDQ78IIIVO5ziWln4R6+thFcdK5XfhuiXj\nUaTQUKZF5PX9NgYHP4BOpxJRRnTzgvOC4R1TZCxUpInYNLaVUcc96GSOgINDhz6FwcGFiCJL451I\nRo9JXFFn3wAiRgaNz1wuh2w2i+HhdezY8SDSaTsiyFTYsz9Nm9EUIyB6TQDnyc/Vm6ferVwuh1Ip\nOEs3NTUPHtDnmDSMeacT93xtLTBcE4keDh78BtrtAizLx/R0cHZYjU0yTDJlFULK7CicVcnVs0Xs\nV1OUyHBDBTbsn8TOg/3EFz37QPhoeo4yfTpDdG4qbCm06RBQjzUQpmnr3vCMhXrZlbnHDXg1FHU/\n1WDVs9wa+VBlgjBgJLTXyxmYKW7p8xqh4twDwcjrADKRCAjnx2g0mwrFgNFGjdCzZy9Hu50zY3Mf\nubeKv8Fc2tix4zEAwPnzl2/LIFB8UeeUrleF3A9zhBDOFCa6pmDNX4FlrQIYgG2/fGvMpwA4j37/\n+2g03gsAyOdfg1Rqt8FL9cxz/E5n3hiZ+fz286D9fg3BedGg7dv3AYyN/SR838fi4l+i2TwG285j\n9+4/3ppfD8vLbwXQRybzY0ilfuqiCiPn47qn0On801bvQ7DtKUxM/B9MTPwRbDt/UcWTa+BedTrz\nWFgI1jw19Q44zoz57vz530Wvt4JUahozM79vaGD7+cE/h+8/Dt/PAPhduG6IV3FHgPJVVRjZCF+e\nB11ZGd/mpFH8D6/ZAWzbx7XXHsPGxhAsKxuJwAGIGNAhvwuUlmIxSHmfmVnDG97wOezevRbhiWqE\n6Dps20a9nsZ9911u6Fe/y2azER7CNbAf7Zs0qZF84rAarkqb6sTSc/S+70euMNAojMo0vk9jgrhN\nvkp6pnIXd/iQTtWwUx6qUTs1FpW+Vc5xX+mc9zzPXEvB/5lBo/KbEQ/Ojb8pG+JRLcXfuPOZMpN7\nSFmjzmvCgroLL6tXmcNoJtceP7+vYyscdD4Xi1irU524pNEo6oo6HteqWQDxDKi4IdTv9819h2zU\n+zgXRoXizkvOm3uq7yuO8TP+T/2S68znA1g/+9mPIZWyTRSP81PHsBp8ij+kpwDmZiYRo5Eyk/1r\nlJqpt1wn9XLCmfo5n9VMK9KDZorp3PkTx0fqqa1WywSgFF6ksXw+b+bBYAL3M5/Pm6tVOF+ORfrn\nMzRGiTOlUgknT57E6dOnsbq6agw5DZB1u11zNYrrusZwHBgYwODgoFlTwM8nzRjEUfIlPpfL5cwd\nm3qcbGRkBNls1syV+5ZOpzE0NIRCIchIZCE14ibtIwDGeKfTKJ1Om7mSF/F6m1QqZQxQ0kQ2m8XI\nyIjph+nNlUoFAwMDGB0dRS6XM4a0bdvYuXPnf3tFy5MaCSVxMl2jUCig1+uh0WhgYGDAIF+j0TDG\nGIG0sLCAjY2NyL1QQfXTN2F9/Q+2RrEwNvYO7Nv3ZSSTs4ZYSXCKcK7rYmhoH/bu/SD27fseCoVX\nAtDL3IFe71HU67+EbnclIhzYL8PjAZLvRybzGEZHP4Jer45MZh253EMoFv8NExN3YGbmT7Fr1zuR\nTM5d1DOuBWyIFPR8qQKqikEwjyTK5X24+uqP45JLvoJEomWe47Pxw+165kGZadygUC9mobCEZLKB\niYmTZnw2Ir96j9XgAaKe+XiEURVFIHoJM5+tVg/A82yk0y2MjKxFFCMagmSkFMxLS1NGObQsH5lM\ncDXO9PSD6PXaxpuqHnGOTaaay22Y7+LKhCrH6ilXTyKFn3ocCQ+mjFGYqoFIOCijj3s81fDi2EDU\nAFSDgnvDeeva+QxhqEo3YcF19no9c/+VOiJUAdfzukqvarTFFQI6LACYSGizGSp0OicdFwgPyavC\nw0hot5uIwD0euVDjQGFcr4fnHT3PxhNPhGcMVcmPC7nA8OxievoUEok+2u0CNjb2RRwKcWWCa1IB\nrYqbKpFxWtE+g/V2hb5bSCY/ufXOK+E4N27R7HPgece2eiOcvo+NjTfBdS9ElBCObds2qtV7AACZ\nzAFks9OIN42CTk29Drt3/yYAoNU6j7Nng2MOO3a8E5Y1Cd/3sbr6F2i3H4JlZTA8/H5YVhgtUHwi\n/TSb7wfgwrYvg+NciYmJLyGXuzECSzpxNAKlht+ZM28Bz3uOjLzB7Huj8V9YW/t7AMDs7IdgWYUI\n3yU8ut1voN//1y2Yvg2dzkREudKIjzrsdP/5O6T1PiYng7NFq6sTEb7IfSbPsO2oE+PcuR04fnxf\nxPgmjtAQ0HHT6ej7qVQfp0/PmCtalJ4V33RO3W4WvV4ywhP4ow4M8hmtmaD9qlOIhp8a33xGHVlx\nAyEefaKByXTHeCYH4RE1zEPerrStUSV19tBItizLONj5LtdPXKCsUsch10SYxLMo2PRMoKamco+Y\nlqjv0Ono+36kwj33lPxcz/pxveoM574oTpF/UgHW6IzyUPJC5UV8RnFDdQfCRSOH/I6/aQyo4cV9\ntywrErlWHkllXNekMpPzjd8BqtFR4mR8buSPzMxRmcfxuV51SOlecE4BTKoAgNHRFq64IjgOwjPp\nNGL4vKYS1+v1yNzDSq/kRdY2nFPjj/MiDmgwRB0+fJd4oM4WIDTaCKN4lpfKKvZdr9extraGtbU1\nkw2o+h3H4tlH7r3qrcT3TqeDXC5njNVkMmmigbznU6vQVioVnDt3DmfPnjURQtJws9mE4zjm+hie\n5dzcDO+5ZxSQ82ZBJWa7sQ+2er1u+kulUmg2m+h0OhgZGTHPx/k456rnMX3fx/j4eCSDjenahE2l\nUjHXuLA/5bXB9S7h1Th81nEcbGxsmOq46pQjHrAacDqdNveYcp9+VHvSjFB67Ww7CBUnEgmTB5/L\n5dBut40HlRVGyUSazSY2NzfxxBNPGGHheVXMz/8Sms3vg3eTjY6+B4ODb4JlBQoUEVKJPa74BcQ0\nhfHx34ZtF7bNu99/HKXSa9DvL8P3fZNWTCUaCLzRicT34ftANvswZmd/FdPT78TOnX+BsbFPY2Dg\nO0il1rC09AZUq/sARO8kAmA2lUyP8+Z3NCBI6CpANzaOoNsdwPT0A7juur/Cjh0Pw/e9bcxFhaBW\ncQWinjk+r57eXC4ogjE5+V8RA0qLMZDBKbJzrtpUIdT/9Xk1vgLBlEapFKQSTk2dM4aMngWg8hF6\n5tJYXd21bU+z2Sampk5sSyWNK/vJZBLDw8t4znP+DcPD5W1CW9/RVFjiFefCv9n0GY6jFaF1L8hE\n1QNOOiI+09OlQpHKAICIoqjeZo7BPda/1VOpAoT4qfvLNakw1ca+FI9VydVozfT0E7BtC5lMeEWL\nZQGOE02R0rkTVxRfAxwKlI5+P3SYqJCOr1uFsuM4aLdHzHvz85eh3Q6MUo6jZ691LTt3nsKRI1/H\nzExQkGhh4amw7dBbq2vWeanyrXAkbPR5zkMNVlUIwqjDF2BZFfj+KHz/ZbCsSVjWLNLpZ8DzzkT6\n6/WOoVB4MTKZvZHogyph1WpQlKhYvCFiDLDxPOjg4LNx6NBHzXyeeOI34Xl1ZLOHMTb2hi2j7yTW\n1v4EADA8/HYkk7MRfKEySlx23a/C8x4CkEAy+Xbk8+8BUDCGDvFSHSvEWeLOyso/bZ33tLF794fR\naq1vGawtXLjwVgDA0NCLMTT0YrMvCn/XvYBW6w+24P8iADdFZJYaotxDvq/wVAeDZVkYGGgglwsc\nL8vLo+a7uFMieD+kr3Y7je985+mgoqlROL5H3Ar5WjTdtlwu4O67r47gtkaZ2Jd+r/yAOBqPnui7\nqrwq7ZKXqnLOtfN//Z7v8XeI54nIs+QRepZUI0BaDZ/6AXmJRldIg3Si84cRPyqd2pfK1bjBqwo5\n8UvhQh6ke89G3qu4TpjoGOr8ZIaQVgDV/eGe8T2NaMcdduxTHTNcE8dgtITziuM6+9X9Vqc7DXld\nE/FFebzCR/k/+bfyAK5Px+eP7pXCVeegac38X3UFOlv5jNIFcTCeTQTAGEZcG/UIXk8GAM985hNw\nnJbRuVTmqwOec1V84pjhMY6o4zrOn1SX0gi9ZifqZ2pYKV6orkPjqFarGRxmJiPnx7TmarVq1qkR\ndq6Le0ta5GfEazp8GLXLZrPI5XIoFApIp9PI5XImeGRZQWVzGp9ra2vmLKceywKAUqmETCaD8fFx\ng5OEhV69k8vlDB1oVtLAwICJMqpDSo17Hs3i3JkGTJrK58Msn4GBATMP7ZPfMzg2ODiI4eHhyDn6\nSqVi+Bar9DJSS/7I1N9cLmdkMPGEODowMBCBOWXgysqKiSD/sPakGaFUBDzPw8TEBACYA7jK+FSp\nVKbBc6GWZaFevwuPPXY9KpXPRcYYGAjTg9RDSAar0TuG4zlmpfJReF4V26stAp53Fu32G9DvLxgv\njOb6dzp9dLvPAOs+WVb8nNsElpbejW53ZlsaDIlOmQIVprg3mptOr4ZlBRVtXdfGwsIzAACpVBOH\nD38BV131j8hmlw2RKuNQJUANKHpA+VmIgC6y2QUAQKEwh2w2KIihaSLKXNUIUsZF5qceaVVo6IHj\n+PT8cF4rK7MAgB07zkW87fS+0xhTgbW0tCeGhwEJHD78A/h+GLGjMCWuEkYLC5cin6/jhS/8NK66\n6ptIJmvbzpBwb+KKFz8nnLl2hb0KXQo0dQBwLipg9WyDCk6NNBKWmgKqChDpQ/eff4epj+HYxEXC\nSUvlq0KhTg31dsYNP3rRNQJr2zYOHjyJm276PLLZoMLa9PQF3HzzZ5BKlU0WRJhmFD1HSaHEvlIp\nKiJp844WiyBv4Ro0fSjwgvJgvoW5uR+LOAfUWFRlMVhLEzt2PIahoeWtZ9KYmfk+MplqJJVQjVeF\nkyrsCjcV+qokqLMgarjUkEp9buu7V8GyMltweS18v4xoS2Bk5MPI52+NGB/EAyo69fq9AAIjlHPW\n1unMI5s9gMsv/wxsO1DONzb+AxsbnwYA7N79QThOGr7vYWHhN+D7HWQyT0Oh8JoIPZP2icueV0a7\n/eGtNf88XPdgJNKpuKr8Q2mo213H/Pz/AACMj78BudzVWFv7HbjuGZTLf4tO5zHYdh67dv2xgTlx\nNMC9DqrV34Lv12BZe5FM/mZEMVe+qgo88UL3KU7nU1NBKm65XASvJdJ+qUR7Xnj3LQDcddc1qNfT\n2wwE/q3KKeGjRqjrWvjGN65Dvx9evRQaq8mIIsh1xPGUz8YdPIrHalwpb6OzNR4RDPAUGB5uRJws\n2l/c6NQf5VWcH3kE9QHFX627QIcesL3oEXGJihz7Uh4fN9Tjf18s6qn4qlEeNZjoSFRjRPUk3Q81\neMjv44aw0jlhqqmN+rxm+6hBT1gQxhoZVCcA4UOa5rVFvu9v6TDR/ee5RToQqNgr3Lk/XE+hEAYR\n4jyaho3ikeqXatwQH7l+RqDVKUiDnTxCmx5V4Xz5rCr0qm8pzQ3KKZBcrofrrz9rnB7M8FC5ze+4\nL+RX3HvlASrLFUfUuFcDlnRLOFA3V1pQZ0Nw53D0toNmsxnRdzhP9jE0VEK9XhdHX8DzW60gq0+N\nLDY6/Th2Nps1enEul0MqlUKxWEQmk9lmHJbLZZw7dw6nTp0y0T41fgk/4mixWIRlhZFupthyzeyX\nKakAzJr5fa1WMzAtFotmTgxo5XI5g/+kQTrDgirxIX/iuU/LCgvIJRIJDAwMoFgsmgCc8gYWdC0W\ni0gkEhgcHESn0zHGreoY3O9arRbh6Tyal81mUavVIlkNtNFoMP+o9qQZoYrsygCBMKWNFjmJDAgr\nggYh8CWcP/8OzM29HL3eEhKJHcjnbzT9nDv3KjQa9xjAMX2DnhdNE9D0KMfZRKn0MQBANnsz0ulb\n4Dj7oODy/QV0Om+EbS9FhFuQZ52E4zwO398ehm63d2Np6d3odEYja1fDS5WHYD6OzC00GpV4qdyw\nn6WlI+j1MqaPoaF5HDnyN9i//+tIp71I1JLIqV4mVV7UiAyY1TqSyYbpe3r6gUg6kjJzNbCBaIEC\nrpPRLDUWOR9+z5Q6poQ0m00sLgZXtQwPryKX62xTuvTOVhpgGxsHI/vh+wEeDg5WkM/XDF5yTsqM\nA4YNPPLI1bBtHwcOnMCLX/xJHD78IBwnVGIUBqpkcE7F4hpsO2R0FCA67ziMVHCowKCyQAVXlSRV\naIjnmoqtyh7xQD2a6vTQ/aCQVoGvhqDCQOemjgniApV6NagIh0QigVJpCqOjq0gkAvgcOnQCvV4C\nlUpwbYwWc+K61LvqeR527jyKiYkF8IqWXi+NZLKDsbGliCDjXigOqZOAZ0IXFg6j0RiMKJk6b/Uk\nB3TaiqztwIFvY3BwBd3uYCTaoH3EFRz1OgLbqy6Him7orFHF0XVdZDKfhWU14XlTsO0XiRPgZvT7\nj8gMkhgZ+QgymRcAQGR+UWW0hFYruOalWLw+QuchTGt46lO/jGRydAt3OnjiibcAAEZGfg71+r3o\n9/vY2Pg4Wq3vA0hhbOwDAMJ587dGkbrdvwZQBjAJ4HYA4TmheHEQpQUqTwBw/vy70e+vI5XajcnJ\nd6HTaaDR+BYW/z/m3jvcrqu6F/2tsns9XUc66t1qli1Zlm3ccAGc0DGhJJDvBUICCTe8kA7kJlzn\nJfnyuJCbciEhCdwEklBCDMbgigu2JSxbki3Zaucc6fR99tm9r/L+WPs311hLSt77532+6/vOd9pe\ns4w55ii/MeaYc7+CYvFzAIDR0d+BYYwrNLjXW0K5/Ch6vR5KpT/t0y2GSOSzcBzfUWDfcg/IvSEd\nAikjuL+Ziru4OBIAAcOPafq8d+bMBkxNrQsYseFIK/8u5XIk4hvNR47sweLiwGV8yLHKv3Nu4T3P\n7zIjhnJF0iNs/F4pssV+PZrquPPO5xCJWAH+lyCD1DNca0kL/iyL/dBI9mnqH9GRuoxzkesm11Xy\np5SVUnayXemIhqNiYdnN71InhfsM6y05Rup3qSv4HgFEwE8TlbYQ9eaVImXh1E3SjvaZTG2VdJB9\n+ACZn64uM3Qk39PGkACO5HUJ1NDek04leUMCE3L/STqF5a4EkCSgFOZRvk9Z5LpugBf5cNwSlJYp\nz5IWYf1x6NAlDA1Z6n0J4pMXSDv+LK/NoM2j68GrXThPjlVG+qUTKSvhMvJFPpB2vWEAN9xwFJoW\nPMMpHWSuF+c+NFTAHXdcUJFCAOoMJJ09RjfZLzMP6Fgmk0m1pwlERKNR5HI59Rk6VVNTU5icnFRp\nvwTDCcr7gKMPdLA/27aRTqeVg891q9VqME0TY2Nj0HUv03NoaEgFvVjwR+4z13VRq9VUVoXMOOL5\nzXa7HeCRsP0nwRQpW1zXOxtPmyiZTAaAEhl04b6gU0++isViyGQygSABHU2mF5M+TBM3Te9qwf9t\nz4SSoKygJJEVTzFGFFEMw1BnRYlITEy0cODAl9BoeOX9s9m3YNOmR9HpnFZ9uG4TCwsfRLX6VEDQ\nSqeWxXq4CJZlYW7uD+G6HUQiO5DN/ilyuT9FLvdtjI4eRSbzVaRSn0Y0+i7o+ig6nU8AmO6PHXDd\nf0Ms9gvIZv8Sun55GLrR2AkgrzYfU26B4EXcnU4nMGYyhDysDATTd+moaVobrpvA3Nx1gb41zcHE\nxNPYtu1fkEwiYPgAfrralQQrGduyLMTjlwLtrl59EobRVWvHsdC5YKRQpvFIZI1z5HwoFEkHzosI\nEMtUl8sZ1OsZaBqwatXMZUgMNxoNU0+5jKJaHcLZs/uwsjIE07TR7Xp03rTplBKm0pAkjRkJnp7e\niJUVz1CLRHq4+uqjuOeef8H69RdAf0Q6lkT3faWq401v+kccPvwg1q07A9dtqPlxDjLqQ8NFRsOl\nwvP5PYi8e8a6344EAKTil2sj/yZRb66NHIOMEIQNZMnL/JmPjKpK4EM6METNV1ZWIfycP78t4FzI\ngh1UaNK573YjOHjwa1i71itANTIyjXvu+XvE4ytqz8toNlF3Cf54tMjCsiKYnLxeyQwJ0Mg+JSod\nNiJqtVGcOvUG2La/79iPpImUC9LQMs0Wtmz5OyQS/v2byeQFbNjwP2GaVgBppwIwjBXE49/v9/EB\n2LaPMnsGBs+DRpHNfgGRyC1qzcNFJji2ev0IABeRyCiSye0BA5hY4ubLAAAgAElEQVTPmjW/hHh8\nq5rT9PQfo90+B8PIYXT0VzE39wdYXv4HLC56hYFyuY8hEtmq5JJ0Kv3fT8KyvgUAcN2PwnH8q4vC\nRq2krzSEy+VHUCh8FQAwMfFnMIw06vWjcJwaut0TcN0ODGMcicRNaLWKqNfrqNfrWFz8OorFP0G1\n+gO021/p0/YTsO21AR6k0xwE77RA2lzYUZERtNFRrzLu4uLoFUE9b+4uXLfX56kkfvSjfep/4awF\nuc+4rjQcIhHvbzMzYzh2bGvgfRrJ0smTdRiksyjHybmGHXKmRvLuOP6fNOJa83881+QZWyaSyTZu\nu+0oLKunaAUg4GzynXA0VPJG2IFmGwBU1IAGoczCkRkjVwJtwxFM7j/aMdyb0inlPg2mmvsGqgQp\nOL+wU8c5J5PJgENAnUU6M3rDe/4kP3Bt5TEfqWtodEobQRquHB+NTzm28LykvGM7PPsm9y+jnjTG\nmeYqdT2fMBjCOZIONJ4ZcZR8F95fUt5wfagnpG7gXiB9+VD3yrOjkv+4RtIZTyT8aunsz3OqeoF5\nmqaL2267oN7nGCgr5RWBnB/TKj1bhC0F97AEE6RtxnUi3SRAIcEjH9RkSnsLa9cuYfXqmYDTHS7q\nRroMD6/gne98DuWyfwyP79DhlBk/fJ/joYMKBO0ORrSlY3nx4kWcO3cOMzMzWFlZAQDMz8+r2zko\niygDCa5Uq9VAFVwP3PUq+JZKJXS7XbWOzWZTtUOnk2NsNBpIp9NKL/Hs+/LyMhKJBFhtm2sriyex\ncm6lUlFyifzG/cZ2pZwnfxO857gp81KplHLmW60W6vW6uu6FKbWkQ6FQUHwdj8dRLBYVPTKZTMA+\npG31Hz2v+ZlQy7KQTqcDQpuTptBrt9uIRCLIZrPQdRf33FPGBz94BOl0EUAasdgfYHT0f8B1L8Ky\nCghGLJtYWPgASqXHA4gYD3aTyIyolMs/QbXqpYplMr8By/KFdLPpwDB2A/gpRCKfRDz+JSQS/wJd\nT8B1vwbX/RlEIn8BwyjAdRNotS6/HH1o6IdIJu9XQo6bC/ANPG42MjEVpjQmpNNgmgYikVmsXv04\n9u37GwwMzMKyLCwu3gTbjgT6P3fubTh79oPodv1zEmEBxJ9ltEs6HqnUbKBN0+xiZOREwAiVSlfe\ntSSjg2yXQoh9y9SocGSB/OHxi6uioatWTSthwXdkHxQKnU4H58/vwMmTB3D06G1wHL9gzebNr8Jx\nOmrsbMuPMjECBZw4cW2ABul0HTfd9CjuuOPfkc/PKZ6hMqAB47ouVlbSOHLkRkxMXMD11z+Cd7zj\nq7j11h9iw4ZXYJpNNXcq/jBCKuckC3dJ5crPkg48iyDRa7kfpNKR0QkZmQinVlHZyHWRad4sdy4N\nGhnp5xilkSv3hbcfxwN0tiwTk5Mb1LgMwy85LpF8adwWCp4jy0hoKuWdR5md3RQwQjmGsJHtjxe4\ncOEAajX/jF7YOZOghacctIATalkxnDjxDrUv+b6MuMo5SAPHNyzTMIwWduz4imp3y5YvQdNs9HrB\n88QEhlKpb0LTerDtDeh0blTv+fvrJQBxZDJ/jljsdQGjnuMKG2r1+o/7vH9YAYdhJ8kw/MqSzeY5\nzMx4VXDXrPkMGo3nAQBzc5+A6zYRi+1CPv8RZexJWvq0ctBu/xG8O1IPQ9NuugxEk9f0yH1A/uv1\n6jh//mMAgIGBdyKbvROO46DVeiLAa7Y9j8nJW1Ct/pMC02q1b6HXO45q9f/sr9sb4LpvCMhmGQWX\nRpJ0IsLRG/7fk5ddDA56F8gvLg4rfpCRQtJD1z2ef+yxg2i3/Su4ZGRMgjukiQQfdb2LViuGxx67\nHvIsqXQGub/kWTe5b6TzII9akBYSRKVhKflaOolsWwI9XNdWK44tW2awf/85NQ86NdRP/B4GuyRP\nhN+TP8disYDOk448dZoE5Mhb0uHhZxi545zC8lbSTAIWXCsZjZNtkO4cM41WSbewc8A2peNA3pIO\nhTwWQ/3PdaMMkFF+rif5RtKac5NZNlL2S8dFRgrJB1Lfe4CJf2erdOZlFJC0pG0l7SsJ8JLfwgCs\njE6R78KpxrJeB8cl6cb+JeAka5JIJ5zpveEiXJqmodVqqeq4fCYnc5iYqGBsrKLWQK6tXFepn33Q\nwpdD5BeZIRW0Lf2IKNuyba9AD51JyiYZbfbWwSuodPjwS3Ac//5UWdmZvDI4uIJ77z2CeNzCyspQ\nwH7gQ3uOzjn7lGckySu82oSFh7rdLkqlEi5cuICjR49idtY7Ssf2Gg0vs09GCTVNUz6KvCtT2qid\nTgf1eh2dTkedt2TRKzql0WgUlUolYJNQn3S7XRUBBbw7RlnAqFKpKN6SMpiR12w2qxxUOomULbFY\nTPEt16taraoxA1DRcQKChuEVG6pWqypizKJHhmGoIGA0GsXAwAAajYYaXzqdRr1eR6vVUud9LcvC\n0tJSQIdf6XnNnFASlqWAiSpJJi6Xy2pzeIzaxqc+VcRb3lKAYbioVrdgaurTuHjRu65jZeX+ftub\nAn25bgvz8z+Hev1JdYZToh2Af9dNofCHAFwkEjcjErn+MuSUgsfbvGX0el9Cr/dBaNoXoWkluG4W\nrdZ7Ual8EbXaewPjsKwBnD//KdRqexWS6/3dR5nZD4UTBZhUMgBg213E469ibOyb2Lz597F7959h\n3bofoFTajUplW//zaSwtHQAA9HpeXvbGjd9FOn0xYABQOElmkedt+Hd+JpNZCNEXmJh4Hp2Of7eV\nVDRhR1oaYGFES6I30tiigpZjAaDOeK5adQmO40fEpDEgUcJOp4MLF65Gt2tieTmPU6f2qTnE422s\nWXNBtX8lpUBlODu7HisrIwE6NJtJXLy4GZ1O6orjkAbXpUvrcfLk/j6NHUxMXMKhQ4/jrW/9Km6+\n+X5s2vQy4nHfeZFGNMcmo8TyjjLp2MgiFPybv25+e3JPUOiQ/+RVCtJZksaVNBKouHjgX85bGhph\nR4/GkxS2zWYE1ap/KGZqaiMsyz+nJBUf2+Qe5bwqFQO1WvB6ldnZDbCsaIAmkjYSECLfOY6DV165\nJnBuhwpaRkAAeXF7B7JwzIkT96BazQQMOdJcKik+bI/j4JqtrGxH+KlWrwqsi28oziOReBwA0Om8\nH66rBfao616C63aRSv05NO3AZWsajjhwTI2Gfx5UrrNcCz69Xg/nzn0crttGMrkfQ0MfRLX6g0C7\ntl3D0tLH0Ww+pcYgHR3v61twHO8OU037VZhm5DL6ce3pyMq0L9d1cenSfeh0LsAwBjAx8Udq7PX6\n4yGKRjE6+pfI5T7Urz4+g16PacsdABp0fTd0/QIAP4oZBg3CIJZ0hGRmA/lseLgATQNarRhKJV+W\nkKYSNNQ0G8ePb8XMzGiA56UsD6dTcyykRyRi47HHDqJejwX2uIzWAH6hNymnJWAl5YeU1UFeDMp7\nmQkTHrfkHxq6zaYX6Th8+ARWrZoPOJSUH9J5pnyQ45KOpE9HXyeFo2PSsJdODhCsPC33P/VVuIic\ndHDowEgZGC4qEpaPAJQRL/laOqAcX9hxlH1x3vyZsl7qAzlOyjlmqxHYlNEUrhOdWgkKykyTME0k\nwELHgvNjZU4JSEjeoL1BXpI8IyN2fHq9nrI9qadkhBPAZU4rAQZekyOdf9d1Raq+XxCQ77NPab9w\nXcO6Wl7NJ/dPLNbBE09sxKVL3n2Sp04N4XOfO4DFxXhAX8t3wuATxxEEf4NXDHGcMmuEa0TepzNN\nZ55rIfcSnR7vuAQwMlLFVVfNqs+SzuxvbKyBd73rOcTjHo/Mz3tgOetcMAJI/iDoTCeR0X9po7Cg\nj6579SaWlpZw5swZXLhwAc1mU0WLORfSsVwuIxKJoNlsBqrErqysqJs5KpWKokk6nUY6nQ7wHUEs\nji8ej6Ne925iYLVZ8oamedfIcA/V63XFY+l0WvGgrKDLuXMNGo1GoNiVafoVcavVakCWMDpP+rMA\nLJ1t27bVmewwGO84jgIF5B2iBN8ymYyowOwXxft/K0z0n9fO/f/5MU3/YDUFk4ymrVq1qn+HqIHb\nbmvhZ3+2gngc6PU0PPDABC5c2Ilrrmni3nv3QtM0VKvfAwBks3ehWDwn+lmHfP4TcF0/YsO+AT91\nolZ7BLXa4wA0ZLO/oUq6SyHloVZT6PW+Acv6NgAiEMMA7kWzeTuAOBynA8sahuPE0GjcjlTqYZhm\nCfH4HMrl/dA0fxOyn1arpZhb5p2TqQzDQCZzDiMjz2Ng4FUVNeNTKBxAoXArIhG/NP3s7A0YGzuK\nkyc/gi1b/hXZ7EVs2/b3OHXql9BsDimDmo9EWincAU+ocZyJRAkvv3wHrrrqYWga8Nxz70MuNwvT\nLKPXy19mPFA58Gf2J6uJkpF9JzuY2iKdWI7Ntm0sLY3DsgzEYh0MDCygVFoTMJAIYEjnp9v1U7lO\nnTqAiYkp5POewNy27TQuXtxymQHDPv2fdZw8eRC33PKAajeRaKLbjaPVyiEaDRY0kEYkBfbx4/sx\nOLiMNWv89GZddzA2dgmAhkJhGJ3OqOJTRpRd10Um08C11z6GbHYFtm3AcXQ4jvfddU24rgHHMTA/\nvw7nzl0dGnvw/BEf8p5MqWQFOYnecr9I5FSuJ5WBNHqkIStBHa4R4Ct/27bRaDSUEVwsjiGb9SJD\n589vVWOX6d3ykan8XMdCYRyZTEV9Znp6x2Xz57hpUEuU3jfudbDQGPlDfpbt8DFN/+z0uXOHMD+/\nCUAwBY7yj44p6SAjLzQwaEgUi9uwYUPQiatUdgXGwXXJZL4BTXNgWduhaYehaX6fHj9NIR7/Akzz\n2svoSfkjDVzvnY6KZGazNyigjI90DF3XxfLyv6FcfhCAhvXrPwfb7qJWeywwfsu6iFjsbpjmwcC+\n88GcZfR6f92n3c/CccYU8MR5SwfpSmBUo3EC8/Peec+1a++DaY70jeRldDrHBS/kMDj4V0gkrldr\nwAwZ/3HR6/3fMM1fgGFshOv6jiZTrqQs4v9IVwmiSEfDPw86DC9q4RcHkQa0N68YjhzZG+An7jvp\npFwpAkUeeeWVjZiZGYfrOoGxsU2mgIWdIe5P8gX3I1OOZb+yOEvYuJXprfI9eRaLabytVqw/fuCN\nbzyCb37zLiwvB6udSkdaOn2ewx0JGHKMIjAjinOW9JFgjHTi+VlGNHWdZ/j8az1YAIjrBkDZEmG9\nRgcsHO3h7/K4knT+JRggjVFeDcH/cd4cr5TNHC+zGSjfuXbSWeFaSz0h9Yl0lpmpIp1dWW2UTiEA\ndVUG119GC2U1Vo6Nzgb/TuOadKTNJB0qtk/nVgIW3Bf8POfOefMsIaNM5DFZhDBsM3C+bE+CFHId\ndF1XUbh2ux3IZnnssQ0olzMwzR7Wrq1i/fomjh41YNsaTNN35OXY5bpQDtBRs+1gpWnJQxwb25NA\nM7+TH7kWpDXXwMsYqWHVKl/3HTx4EqdPr4JheACDH1FbwVve8jQSCd7Bq6NaHYB3HMJQZxlt2zsm\n02631Z5kpJlOaTyuIxJJqbVot9uoVqvqjk+mrHNOsm5CLqejVPIK9ABQqbLy7Cr5YGBgQBUIov0j\nMxx6vR6SyWTAYeOdoSwidKUMsWw2i2KxGKgMzSeZTKqI48qKd4yI+4WFf3g+lTzKO0tN0ytSRN6Q\nd6eapon5+XkMDg6qyDFvK2F6LuU/9zT3arPZRDabVfPlmVPuQ03TMDAwgHg8jvn5efxHz2sWCQUQ\nQJZoyMl0j3q9jlzOwa/9WhEf+pDngE5PR3Dffevxgx+kUSqVUSwW0Wq1oGkX0etNAtCQTr8PgIF4\n3Is0WdZFaNoYksmbA5V2uSjeWQQLKyt/BABIpd4B216vjH8KM12fR6Pxu2i13gXL+ho8B3QNNO2T\nsO1/gOO8HTyfFIlEkEik0G6/DY3G+9Fq3QEAGBl5ALoeLPpCRzycZiMFFoVWqzWBXi95mQNaq63D\n1NTb4Lp+2x4KlMOrr74DrdYAXnrpPWg0hhGJNLF9+9/CNMtK+EilJiN3EiH22gSee+5eTE7uQ7fr\nVfDSNBuTkwfRavk57lIYyhz1YFphEL0Np4N6bfubXyoHGiedjoalpdUAvJRcCgb5WSo0icL5BgFw\n5MgtoNweHV1APl8JCJWwscgxzs6uRqGwCu12HBcvboKmAddf/zjWrp1U45bzlMaw1wbw5JM3o1rN\nBtay243izJl9qFZHlZCTc9A0DZVKAo8+eicmJ7chmawjm60gn1/B4OAyhoYWMDw8C123MTW1W6Xj\nMFoaRrfCdOXPg4NLCvnk2WnHCUZMpbHGOXKc3DvSmOCaSnrQYZQorDwLuLTkpSRWqxnMzw+rdQlH\nAML8xceyLBSLq4XcSWJ5eZ36XUYY5bzCzjr75P6U6Lmcn4w88WqZpaW1OHXq+kCaH/viGGS0gsqR\nnwsj583mMNrtIdVPq7UKljUijFEWgJhGMvls/533wbb9C9H9MR+GaV6t9jmNIznOsGHTbp+A63ah\n6ymk0/uVAyjXlPOzrDqmp38dADA8/PNIJPajVnsKjuMbKUAEQ0N/glzu1+E4wTNZbNey/gJAHZo2\nAeDdAR7id+4Vjj0oQ21MTX0MgI1s9hYMDLxHRW6q1cfhpfgCur4WudxXEY8fEHNxUKl8M7BPNW0E\nyeRfwzA+CMPwr/QgMOH36xvgfKjMg+15Y2Vl3IWF4QAPSqeP/NjrGeh2PRnDghCSxyRvStkleerS\npVWqf0kv0jWTaWB0tAbTDBZekzKDfXCvh50sGd0JR3q4j7i/yHthIMt1XeWEAkAi0cWddz4FoKv6\nDJ8flvJIymLOjTqe8w/rJ2mIS8eL9KS9wn7oWPF30jjMp3I/y98pZ+l8kt7yaEx4rFIGyXOQMhJK\nR1gCX5LGpDPHzYe8zDHKozX8rCzyxHcAP0rJMfJdCZRJ5z4MVNMpDmejUHZJ4FryuoxU8rvMKpNy\n3HX9mxMkv0pHgDKRDrysyi7pJQEZOWYJwPB7GBwLnx8ljQFgcTHa36feVRyrV5cD0USpBzk/0oU0\nkuP3H1++Sr0r60hwXuQn/q3dbqNSqaBWq6Farapjc+SHXq+HdNrno0ymhT17zgWqzGYyZbzznU8i\nmfQL1xSLOTiODyLRMeLZYGZXyRRv27axcWMJV13l2bPlchmzs7M4f/48pqamUKvV1Jq1Wi1Fd6YU\n27aNzZubuPvuqJq/5N9Go6FA8XDmBvcp9xr5yXVd5WgStG80Guq8JH0EzpMOsyz+I7MBeUaz0Wj0\nA3O+fcqKvvV6PXB0i3PlGvKIo5RPvG6Gd8rW63U1T9d1Vf2VdruNwcFBFQ2WQF0ikQjcEiJtLwAq\nCvwfPa+ZE0olLSNx0uDnAnz0o1UcPNiD4wDf/nYCn/70CM6c6arc46WlJZTLZZWKG4/vh2muRSLx\nOgwNfQnJ5BsBALXaV1T4WV7X0mq1EIvFUK3+Czqd09C0BIaHvbL9XEgA6HSWUK+/E7b9IAAHmrYZ\npvlfEY//MyzrbgBRVXbZMAzlYJdK98B1Nays3A3XjSAanUc8fkYJcSkggSAqLIUUBWKvF4PjBKtp\ndjo5nDnzfriuGUgvaLVa/QPTe/uR1ghOnnw/Op0M4vEyJiYeUekjctPLMVCoEmGNRGJotz20qd1m\nGelqwCinUcInnCYmDd3Vqy8gkVi+TOCFo1zyZyou8tClS56DsXr1nFLU7E8qaXnOTI6xUBjBq6/u\nVr9v2vSyGgcFKoWMfM9xXLz44n5curQJzzxzO2ZmNkDXXRw8+AQMo6PQb6kkw8ZnpxPBj350B3o9\naaB2ceON30UqVVVzl49vLGg4duxaPPLIT6NWyyD8DAzMIxotKEUlS4/LSEw4SuJVkuvh+uu/g3R6\nGu12I6CUpGDjO6QL26aB5zgOkskCDCN4vi9szEmlz3Xj2Obnvfs5z5/fDF03AkaMNHBJKxk95GeW\nlvwCR5cubYXrBu85lGsr53Ilp13T/L0paSLf4/x0vYpmM41jx94EViWUziYfCZ5IvmXf0jnwxq2j\nVPJTciuVnapvx3EwNvZl2HYX+fw3+3y2D63WtoADyvYsy5cx4b0ljWjPWPHOe9RqTwMA0umDcF0d\nrdYkXDcItvhOzh+h252BaQ5jdPR3YNs2KhU/iqvreYyOfgWmeQdsux0wHrvdb8K2O7CsY7DtB/pz\n/y9wXT+lT/KDt06X1HpRv0QiERQKX0SzeQyaFsP69Z9X+9qyLDSb3nnQSGQvhob+CY7TC1wXUq//\nGL3ejBpzPP46jI5+B/H4oUC6GI0jz1ipw3H8FClpIEonUa45YGN0tAgAmJ8fhKZZME0/7U0a+xKo\no4yWjrh0dFzXxdVXv4rrr38JIyNFOI4f4ZCyXuobtl+tRnHttafxy798P2688aVAZMxbv2D1WBpX\nNMBs2xZZLz3cc88RXHXVRaUv6GiwLTk3mSZqGAaazSh6PU//Xbo0iu9/fw/icV++sh/uW5mWKAts\nOY6DzZuX8La3PYtEwuMBrrc888p35HrJqFImU8c73nEE69cX1DsyQkiaSsNWrgn/9oY3nMR1150N\n8AJpJ2U26UwdKh3LPXsm8cY3HoGm+deqSZBAOnIShJB8OT5ewjve8ay6WiO8/yUYSWM67PBFozbe\n9a7j2L17SdXaoNEsU7zp4IUzaOik3H33edx44/GAXJR2AGnHPU5+5M+apmHnziW8853HkE4HgQDb\nDp4NlcEQCXwDQC5Xwwc+8DI2bKgFDGquAfskj7ouAxsyZR24995XcdNNszAMQ0WDuS7kM+oOpotK\nmTw350XpBgfbyGaDxc/oyEi+kvYL5QIAVQMjkWireUpwgnuffwvzgXfdSAu33voDjI6+os4C8iwj\n1zybDR7juO66s0gmvTby+Qbe/vanEIsFz7sWCnkA6B9/8Kv0EoThOdFMJoNkMolkMolstomf/umj\nKBYTOHfuHCYnJzE7O4tSybvqRQJ0PPvpOF6Eb3l5ub8GGj7wgQai0bbiUdq81COkk4wqBkHoHj76\n0SLuuKOhnEUvQOb1SxvHu0EjoZw7VtNlUaW3va2BD32oFHAcZdEqx3FUlJIPeTudTsN1XUxMLOK+\n+2yMjPgZZ+y/2+2iXC4r55j9WpaFVCql+DOdbuGzn7Vw6JC3b3lX6crKiqID9182m0U2m1V9sD2O\n7T97XtN7Qolk1Ov1fpSvpZiem+vLX47j0iUDv/d7GXzta2l0u8E7OSuVCs6fP49q1TNQksm74Lou\nhoY+B03LIZ//deTzv4fx8c+r8wthRLTbrWBx8f8CAOTzH4Jl5ZFKpZTi0DQNsdgogPX939+IWOx/\nIRp9AzTNTyFkTjTTM7zNQ0dkAEtL78XU1G+j0dgaQElkmgwf6aiFGX529npUq15E1LYjOHXqvWg2\n42pjybMbVK5k4HY7hxMn3of5+T145ZU7ApEebniOi2MiUzFXnIrjxRfvxCOPvAcLCxsUesixh9N9\nKET8uTm4+uoncf3138PBgw/CdTuBiokSjb0SHQzDjxjNzGzEU0/djcce+ylomqZKerMv6fxwzeUZ\nF13XceLEQczOTgAANm06qxS5b1DY0DT/MmK2XShM4MUX9wIw8eSTt2F6egsef/wNaDb9yss0ohzH\nCYAE5K1SKYennnodAODYseswObkJp0/vQakUV2OmUpAps+SRxcURPPDA23DunO+U2LaObjeOlZVs\nACkNRya5lnLtTdPA/v0PIxZr4dZbv4Fdu55X6yANVGkMyCgNv7zUtBZuv/0B3HHHt5DNegpcItWS\nxwh4sD1WDG61xmBZOq666jR2735ZCWIKaTkOzlHysLfHh9DpePRMJCqwbT96IlFwKXvCSpiO2S23\n/Btuv/0bGBiYVXwpDVd5vikSsfCTn/wU2m2/wAIAjI6+jJtv/ip27XpUzVcaW5L/ZTRGPr2e70xW\nq7uV0RyNNpDJPI/x8f+JZNI7w9hsvk85StLh8Nbjw2i1fgGW9YoypCT9aByaponFxU+hWn1E3Q+a\nSh2G43Rx6tQ9ePHF69BovBTYZ63WaczP//f+nD8NIINOp4NazXNCI5HNGBv7FgxjP5rNr2Jp6TY0\nm/+kxtnpfA293t+j1/vT/n65Fbp+KGBISiPKcX6IYvGnUa//meInXdfRbE5icfE+AMCqVb8J09wQ\ncLqazR8hkbgDAwN/B8dpoFp9H6rVj8B1q309w1RcA4ODv4mhob+B6+ZU+9LR5DM8/I/YvfuPkcu9\nrMZI+SkjOLquY2yshA0bFjE4WEIk4lXQXl4ewoYN03j/++/HtdeeDKDPfCRafqXIuUczDZoG7Nlz\nDtdccxr33vsYPvjB7+Omm45h9ep5AMFrQORe8v4OPPTQIbz66gSmptYE+pbjkVlM0tgH/GyfWKyL\nzZvnsX79snJWKZtkJJY0kk6k67poNJJ48MHD+N73rsN3v3sA1eow6nW/YIkEU2RWgRwD9+iaNUVs\n3FhAPt+4LPJA3mHaIKt6ciyUhdlsExs2FDA6uhIAcCVfSD3PteHcvAyoHrZsWcTmzUvqf9IAD6ee\nyqhru91W89ywYQlbty5A120lC+QYOC9WG5XRMfLj6GgFGzcWMTxcEQ6Un9VDGcK/MfpFJ9mrDtrC\ntm3L2LBhJSBLDcNQ1UM5NzpIAAIOh2EY2Lx5ETt2LAX0Xlj3yHWT/MO9ODGxgq1blxGLNRT4JtN2\nSQ9p18g1tm0bw8MtbNlSwuhoUZ2Dk7KRhr8szCbrIXjnGG1s317Gpk1FMLVXBiEYoeL8WF2YOtow\nDBSLOr72tR343OcOodEI3slu2/5ZPv7Nsizk83lV7Z1n8+Jxj97JZFvscX9fyN+lriDAb9s2Eoky\nNmxYxPj4knLeZaQ0EokglQpWRY3Hezh48EzfkWzhqad2Y35+IPCZ5eUBxa+MgPIcaDweV19ynCsr\nUfzt327Ck09Oo1KpqOqxtMnJl61WK3DfrKy6Oz0dwSc+oaYyJDMAACAASURBVMNx0goUkEB9LpdT\nNvXi4qLiH1aZNU0TyWQPhw45uPZa725SFu4BoFJ4CZDVajUV2SUfMrX50CEHN9wAWFYduVxOyQIC\nNLlcTgW5wjZYo9FAr9fDNddEcPXVFgYHO2qMTLPN5XIYGBgAU4t5/Qr9MZ7HXbXKwMGDwI4dwesU\nBwYGUKlUUK1WVWRbgg/5fF4528CVs37k85qdCeVmZY6zjAxy0NlsFuWyjd/4jSR6PRuGoakoJsPm\nlUoFMzMvYutW7zxPLvemfog8i0QigU5nE4AJtNsOIhErgJ5zgy0s/AUsawG6PoRc7sPodn0ng7nP\n7fazACYBAIaxO7DZJeLruq4620mEjpu32byln+9vwDAuwDB0tFqr+m36xQRInzD6CfDergGcPPmL\n2LXry5idPYhWawKu60e3yJhMFeA4KUiq1WGcPv3WPhoXvM+SZybkOTeZRibn026PBxQcnTuOgTSW\njiwApFIl3HDDw8jnPfS4XB4CEPy87FumKHGOyWQDe/Y8j+np9VhcXIfFxWG4rgNN8/mIY2K7Mkom\nDSDPYPIikm9/+9cRj7exYcMkzp3bIgwLB9dc8zRefPEQACMwr04nhWhUAxDBk0/e0n8nWIBA0iBs\nSLqui5mZjTh5cgWFwjBOndoD0zSg6/7ZLyo2GaGVUQPbjuHo0VswN7ce1133BDqdOB566O2wbd+R\npuEiDT3AjxBQqE1MHMfo6JRYrypSqTaazcRl4ADXKOyEejzr4uDBR5FMNgHocJxUwEFl33JPAn4F\nTV85W+j1YkgkWuB9rDyXQ76WBpN8fCXqgpFI19Vh2965Mmm4cxw0oKVBQjqbZhtDQ4vQdRe9XlQV\nAAhHqHgWqFDYjk7HheP4RoKHbNaQyxXQamUC73Ic/JxcOxn1AFwMDZ0FANi2iUZjPTSNxQMu9tft\nhT491yMabcJ1L8A0dykAxjPsLACvwnUdeGeJfcdMzl/up+np90DTmM5bw6lTb+pfu5KBYQwpA8Z1\nXUxO/hoAC6nUYQwNvbefjXIGvd5FJBKvw+Dg56HrWfR6HTQaX4frrihZZlmLcN1JWNbf9KmTgGH8\nqqILowm+41VFp/Pf4QFGriqL77ouCoXfhVeB9yoMD/+ykqmu66LdfgWp1BuQTv8mHAcolT4DoA3H\nKUPTUgC6qFbvh2mOY3z8r6Bpe/p09Q019uNngxSQSh2FptlwnGgAvOE+CzptLu6883EsLnrFzgqF\nASSTTRw48DJisR54T67ctzJ6z30jjXXpeAA2nn9+OzZtmsWaNQWk0y3s3Xsee/eeR7sdwfT0apw9\nO4rJyREACeXQ+c6ggx/84Gqlm6WeCetTOb7wGCuVKP72b98AxwmCMhKEkW2zLToJ58+vA6CrlDSZ\nyk+dyd8lCCUfGu1PPrkVL764EY1GSrUls364rjIqJCPMhmHg4sUhfPGLt6FcjiGR8CPC0sHiXgqD\nEHS4LEvHl750A1w3qvhapsRJQEjWivBsAf+M2wMP7IdpOuh0TFhWTwGmfF+uKWkt56PrOo4f34Dz\n54dQKsUh1ZRlWQrUZptS3krHrVxO4c///BZ0OmbAcWXfUndx/5A2HJNt2/j7v78RsViwJoTUYXQa\nOXYJvnBcDz+8Fc88sx7Fog7D8ItQStCd6y7nwccwDJw9O4zPfe46FIsRxGLB/8vPcZ1lNV3fVtLx\nhS9cg04nDsMIZg7IM67UG9SP/Iw3bgOvvjrWp4ELXfecVd7TKGUK3+Gay/1YqSSQzzewspJV45Yy\njPtRRu2pL9jG/HwSn//8Deh2E9C0XgAQicfj6PV6yGSCwOnU1Bi2bp3HiRObMTPjBXpe//oXAQCz\nsyNYs6aA5eWByzIDNU27TBe7rnev5vLyMjqdDhqNLrrd3mWfIa/TtrVtW+0hSadaLYJCQcfQkF+P\nwbMzk+p98gh5T9O8Krzlcrkf+IjjYx+LQNOS6HarCgjgewS05NUnruuqM538/Gc+k0Ey6SIWiyjH\nTsqgZrOpHEVN885dcq7lchnDw8P45jdNPP54HFNTbWSz/vlo6ohGo6GizY1GA8lkEtGol83JANn5\n8zH8yq8kMDdnwXWD9UBYTBYAMpmM0nt0POVekv7DlZ7XzAklAcrlMoaGhtBqtfpFbxIK+aBn3+36\nYd1kMhmo8NRsNhGLeZGaaHQLNG29ijYRiaDip0Bg1Sjvf2VUKn8FAMjnPw7bjkPTHJGG24Fh1NDt\nfhosKGKaOeh6pJ/GWw2klhCxJOrCtAr+30M+XsL4+Bdx7txn1YaQQhYIRuw4h2azKdIWHZw7dzdq\ntVEAnYBjIxWCZF7Ayy2XKDEVGfug0w34zgAFlUTvZYoP10IKQGmgSKR73bozOHDgSUQiPfR6Ebzw\nwq2YnNzcf89X8jLyJxUW17BajWNxcRy33/4QWq0Epqe3Y2pqBxqN4YBSk445ESe2xS9fKOk4f34b\ndu06gS1bTuPs2c1C0WowTQuvf/338MQTd6PZ9NEdiXJLA4ZFMKQjGXYAGfHzorHXgJVUNU1HNOpX\nCaSxKp0EImRs1zRNzMysx8rKu3HgwFOwLB1AsIItgIBQo2AiLVKpCvbte1rNzbJMABEkkx20Wkk1\nHnlBs67rqggGYGF0dBZzc6uxbdsprFkzBcfRcPTonbDtJEzTL24RTn/iHGUas2EYGB5eRCLRguNo\nmJq6SvEjFYxEwElvqZBd18XAwBTi8RZcF3jppQOK96XTKqOzVMJhhTU8fBG67qLVSqJSGQDg7wfS\nhnzvjceLQvnFG1y4LlSKpWVFAwaUNKBltobMQrAsC7ncJFKpObguUK3ugKb555hisYsBWRuJTMM0\n70Oz+SklF3yDbaYv1zREIusUT8niThIFNYwsvPvlvPVfXPwfADwlu2bNb8MwhtX8Fxf/EfX6kwAM\njI7ep66cqlQeRCbzPgwMfBqua/SPCjwGx5kHkIBp3tMHH55D+LGsT8N1D8K23xMAPbwCEl+G665A\n18eRy31cyc9a7d/RbD4KQMPo6B+j1erBNH1aR6NrkM9/Co7joFb7Wr9fA9nsH8CyXLTbDyIavRa5\n3H0wzfFAVUjOlcqZvBeLPQhNs9FqjWNlZT10vRMw6shTXOt2OwJddzE+7t0POjpaxPve90C/H+DU\nqW0B45rGKteTcpyGDD/DvdHr2Th5ciNeeGEtIpEOtmxZxpYtC1i3bgHxeA/bt09j+/ZpWJaOixdH\ncfbsGM6fH4VtZ5R8y+d72LXrPI4d2w7X9QvLyAwJGbmR9JH6oNmM98cHSEeKPC/lipwjjcFez7/m\nQtLRl0Hek0wmFc9Jmcm+gAjq9Shs24+2MluFtJNZOL1eT0Uj6TwAQKORhq771UIlUCfBNMA34tiu\nz0ukiR6QTVxnOk3SIeVe5Zg7HR3ttidvOF85DqnHAfRB+o6gh/e0Wnloml8ZM+yQcI40Vgm+UE54\nWW2e/RaPR9UaSLuDID3lK3C57Nb1OBoNG7bt31uqaZpaHz7SAWPb/l2ZUVQqUcjzzH4GiH9WmHSU\ne5iPB2IZiEQMVVhGzkECobRhAQR42XEcVKtRmKZvy8gUdP7OAIbUJUCw2F4qlUKj0Qg49pZlIZlM\nBu5xpf3MaB/H5zjB635s21ap6P+RPUq5IlN7l5c16HoX8XiwkjGLc8ViNh566GocPHgG+XwTr7yy\nCadODSEeNxCLRXDw4MuIRm2USmncf//NeNObnkGpNKBkejiKzvWpVqsoFArqrCaLwEmAnbRkwU+2\nwTnRYWYlW8vyCgP5e7qBVCoF27ZVO4x4k1aevqipq1K8VFWvIj7Xw3W9CGexWMTQ0BBs20YqlVLj\n4dUtBEw9maejXHZRrZaQyWTU3qCsjMViqNVqynmVdnw2m+3vBQNLS44qaFQsFlVknGs0Njam7C7y\nUzQaVWdXDcPA/LyNRCKJbreC1atXo9vtIh6PY2FhAaOjoyrKDHiFkUqlkuJV0vZ/60hor9dT9+Iw\nF9k0zUBapowGcLPJULzjOFizxotQxuN3qI0vUx6koiMaAnjCq1T6Aly3CdPciGz2PTAMv/qcZ5Q6\nqFZ/B667rMZuWTEYhq3Sh6kggeCdW1SaXIhut4tk8nmMjX0RrdbGPvLpl24Pp+VKJ4qOihRslcow\ndN0XEFLJkFZUmNygUrjKs2H8vxSqUkjJaB6/2LbcyFLQSyMiErGxf/+T2LTpVQBAqTSM5567G5VK\nJrBmEnGm8ud8pfOhaRomJ7dgfHwGGzeex44dL2LHjhdRLI5ienonLl3agmYzGJXlJvejD7LKpEe3\nqak92LXrBEZGCsjnl1Grjan5zM+vwZYtZ3HXXd/Bj370RjQagwHDkHOgUpHGhsyPlylW8vOaZgDw\njFHyTJjW3BdS+Yfn1+ul8PTTdyjj6kqpnGyP/Xs0dXDddY/CNHuoVAYwObkHMzM7YZp5MArIeZFn\nqNwYlRwfn8Pu3U+h07kTV1/9DADglVeuxcrKWhjG5UWwpAMK+NcPUBa4rovt2z2emZvbAMvKQdN8\n51EWyggrUZ+fHOzdexQAMDu7EdXqIAzDf0fyOudFfuC6kd7j494dsIuLa+E4QV7nmCS9pSPszeUF\n9HpRsLBYrxdDMjmPVKqMxcXtat2ZxiWjSdx/pmliYsK7xqReX49y+VpFR8/w86ste3sngnr9t6Bp\nVwecWo9v5uGRfgzetSdaII1c0sYbS/oyXgJsxGIbMTT0IfX5druIuTnP6R0a+kXEYjuUfIvFDiKZ\n/HnYNuC6VIL/2F/PN0LTeIXN0VA/LThOFLb9FmUU+8bay3Dd7wAAstnfhWGk+2BGGcXi7wMAcrmf\nRzTKK5lcsfdTiESARmMa9bqX9huLfQCatrUvd9Yjnf4Cej2vcANlKPlH8q9nmNaRSDwMACgWb4Gu\n+9Wjw6AJeaTX8xFk729Ap2MiFrMwPb0G5XIcphm8aoXKnr9zDBL04iMjNb0e8Oqra3HmzDpoWg9r\n1xawdesCNm6cRzLZxaZNC9i0aQGOA8zNDWFycg0mJ70xHDjwCjZunMcjjxxEuZy7DDSkrqZDEY7C\nEIyRvCzlmgRzJEgkjXwJ2MgIMytnMupB2SblZRjkofxgVEzyvARaw2CudNzCWVHci9K5kOskx8Cx\nSQdZnvOjgUrngm3w/zIlT8oieTSGMpuRQ9KVclw+NPRllgF1JdskH3He5Ddpf8ioZ9hukPYEaStt\nKKmXgKCM59zCABBpzt8p32QEl3Tj2Fkchp9je3K9ZXq1pnmRRwlsM+pH/pEFhsjDcszkB9pGdCok\ncCT5lPNmcINgiMxYI13k+XeufSqVUjYY+5MyRp6LlVFR3/71ixFy/pS9tE/ID/LaRcdx8PDD16Ba\nTWL9+iXk802Mjq7gzJlVcF0D6XQT+/ZNAQCOHt0DwMTDD98Ax4kgFvMBLPJAo9Ho135ZQa1WU/xL\nB5oAFPdSo9FQNEsmkwF+pgPHdQ2fmdV1XTmW9XodkUgEAwMDKsU3n88rOz+TyahzlZblHX1LJBLq\nvGS73VbRVMphKfs9fe1luPEcMe81HRkZQbVaDYABfHK5nPJr2u224g2mx1MOysJTTM8nUML7PE3T\nRDrtpSG3221kMhnFTwRlZLCi2WyqCDwBa+4njieZ9OrFUCb/Z89r5oSSIbxIpr+A1WoVqVQKpVIJ\nyWRSMTjgGQ4rKysYGBgQhnwbExNeWqdtH1ZMS8aT0VPLspST5Xn8p9Fo/DMAIJf7JJhiJlPhyuUv\nwrZ/HBi7ZcUQieiXVWKV6JhM7yEDZLNPYGjoK9A0F53OzoDC5vyoWABfGEtFLNM6Zbl5IhIybYJC\nhCkifCSSyg3IsVAxSQOd68UxScOdzCodvDAyOjhYxuHDDyGX865BeeWVq3D8+HUA4qpYjhTa0hCQ\nzr0cP2n67LPXY3h4CZmMt6GGhpYwNLSEffuewszMepw/vx0LCxNq3GyHwlYqJw/NSmJubg1Wr57F\njh1n8dxz/l2gS0vr4LpAJlPDnXd+B088cSeWl1cHwIGww8c1IO3CTjAf8iQVHAWAREWl4JVGJ9df\nKnYqEalYyC802uS4XNfFli0vodlM49FH34ylpVWIRGh0+NXy5FUN0oCiMFq//hyy2TJuvfU7MAwb\ny8ur8PLL1yISCVZDloahXBNp0HgOSxdr154HAFy4sCtgOIWjy6SrNDQMw8CqVRcxPLwIx9HwwgvX\nBfaaBDvCzjGFqs87FsbHPQdvbm61GgM/w/4kH3CubLNWG8Dhw98F/YOJidPYuPE4jhx5i1pXKhz5\nnjTu0uklDAyc7Y/jTeh01ire8hBpPxLquiaq1U/CdfdD131D0k8Tmu3vqTWBNSVvhI1H08wj+HhX\niIyP/yFYGE3TNMzP/zdY1hIMYxXy+Y8HCtDFYlcHKlt2OudgWR5gEYm8S/GabQedUNu+DZ3OxxGJ\nJGFZbWGU6gC8a1ei0duQSt2l5lAs3gfbXoZprkYu92vo9XoKsffm7RlfzWYT5fIfwHVr0PUNiET+\nD7G+/nU+rJIo94CUX57sfgS6XoVtp1GpHISm1RRSLjNH+J73XI4WRyIeDx0/vkXxKHUA25PrI50z\ntk86yMgY5bNnnOuYnBzDxYurAThYtWoZGzfOYevWBeTzLUxMFDExUcTrXncChYJXuXJsrIR7730Y\nR47sxrFjm+G6vhMhHbAwyMNHRngAqJR2uV8kMBgElIL3kkqHgG1LI12CfOGoLXVXuNCSlOE0wKlz\nwuvuA4jBat38/5VkCddQylIpA0kLfob2hJTj4XlStnOO/B4GoKXO4XgJkMu50GbiunI95Thlu6S/\nBEIYDaHxTocvEokEzrKStmG6h4G9sCyVfftRct/RknpO/l06BJwjr5+TAQ6uC893yv449nCNh3B2\nDest0M7iOnEeANSVLFwDymbZLnmZDqx07qXdFAZZJBhA3c9IqOOw2JwfrSKvy30r9w2dTOn8Edwg\nv5GulUoCrutgaWkI27bNYXR0Rc35uutOwTAcFAp5XLiwtt+nB8BLG6HVamFlZQWFQkGlpnIehmGo\nirKysCF5j5FMmXXAc+H1eh0DA955VKaglstl5HK5fvZMTfkfvV5PpTyzimwymbzM7pDXTbbbbdTr\ndeVQMn2Ve1/TNJRKJZimiVqthnQ6Haj+y6JFXP9MJgNN884fLy8vq4q2mUwG7Xa7H+BKIpFIBMCs\nRqOBoaEh5Vwym7Lb7aoCSysrK0in0zAMQzmnlItsNxKJKPpQ7vCMMdcf8M/dU78zo/U/e14zJ5TC\njyhRsVhEMpnE8PAwCoUCHMdRi8NQ9crKCoaHh5VSqtVquPZaB4bhot1OIZncHhAC3DwSKSOxbNtG\no/E5ADYikWsQj98REIRemuTzsKy/vmzs0eiAMrbkOcV2u602IxnIKwpkI5m8HwMD31JtNBpbLzv/\nKaMZdM4otBh1YnRLOiAy75ztSYEtlR0NAAoXGSXmxvYjar2AwAV8pypsqEol5Rs7DrZsOY1rrnkG\npmmj243iyJHbMD29Fps2ncLk5Fboum98SESOfcmolBSOvkJP4umnb8Ndd90PXZeGjnfGrdnMqDbY\nD4VUuE0qmrNnd2L16lls3HgOx44dhGV5Aq7ViqBYHMHwcAGxWAe33/4Ann32VszMbAsoRul4Svrw\nIX9KJ5BIIu/FAnzhRppwjeR5E8A/f0T+YX9hR5V8JA0R7gkvlXcXzp/f1+fxoDMbNqzkmnM+kYiF\nsbFz/fc9Z/HSpTXIZotoNIah614xDBbKkjSgcpVrbZomNm16GYZho9nMYmFhAoycSUechg3nLMfn\nug727fPS9S9c2IpaLQvX9ddeGufS4ZM0pwLO5RpIp73iSouLXhErKhlvzn4E80q8Zts2SqWJfl/o\n06yLTieOhYV1fb69/L5RKnbSae1aDxSrVrehXt/cBwDMPi80EIkU+/0bKJV+Dd3uHvSvLEOn01FH\nIbzPzPT7XatoJp0Y9umPTUZCdQAOUqnXIZ2+W6WStVonsLLyZQDA8PBnoGlJAMFKnIAPvrXb/9of\n+z44zkbYdg+OcwnAourJdd+FbvcDsG0HltVSMs47j/wtaNoFAAlks7+n5Fir9WOUSl6EdWDgD+C6\nCXh3e/pOIHmp1foB2u2HAADJ5Kfhun76Gw0OygrqCWnM+pkgDnT92wCAev02WFYQ1ZegiTRqLcur\nlB2LeWMrl1PI5xsoFnOYmxuBrl8OSHJMMiJMMFLqJho98mcJXNGINU0T8/MjmJ0dwtNP78HISB0b\nNsxg69ZFjI5WMDLi37Nrmg5uuOEENmyYwaOPHkKlkhJrFbwyQ4I88u5G6WjItZARSWlUy0fqIMo+\n7j/KQ+pigjqMiMmiMFJv0lCVYyOtpdyV8kXORwJBHKN0QCXvy0iSdKClnJZZX/zOOUo7RgJXdErl\nGX2O5UqRR/KB5EWOMxqNqtsDJJ0JODKiwvO55GnaXK7rBgxVzktmB5F20mGWABHHIqPJci9RpjBC\nKQvPcO4yxdZ1vYIpfspoTNlBcs1lkR95H6Rt+2f7+Teus5Tz7Ic6XAKmEiTlvKRcIB+Qd0lbjtMw\njIDRz8JZYfrJKDBp7I0Xinf4Pvem1F3kfRlYkZkDdJhisVjgLCAfrtvSkufsjY6WoOsaBgfr2L59\nGgBw9OheRCLRwB5wHC+iVywWUSwWleNHGvCzhtFCMplEuVxWkUvvNoiSSicl/8lIdiaTQavVQqVS\ngWF4d5Gy8BGr5yYSCXj1C9pIJBJq7dmPdGwpC0zTRDKZxMrKCjKZjErvJZBBZ9dxHHXVCZ1Ljt11\nXXV1TKfTUQWEuOfoeLK6LR098lOlUkE+n1fnTiORCBqNBrLZrLp+hcBJrVYLHBfTNL/mTi6XU+9x\nr2YymUC0GYAaD3mfjqzcf4y4/kfPa1YdlxOj0OZEFhYWkMlk+pHDrEIKWi2P4biRuAn37fOMwsnJ\ncSwseEYLDQV+ptFoBNIhPWL/BJ2OV5lycPB31XuALBJ0HInEr0LX/TsGAUDTUqHzNj2l9KTT4DEn\nMDLyLwEH1HFMtFobL0N2qYRlJMRxHCQSdaxZ8xRWr34oELGhwCTzMmxOhgwj7xTYFIgyesn/N5tN\nsOgTx0QhRoVAoUrEg2OVQjAW6+GGGx7Gddc9BdO0USiM4cEH34mLF9fBdV0MDKzgqqtOKueDjljY\nAJf8Ig0oaVSVSqtw8uR1oTVy0Wol0Gzm1dpyk1CA+OsRRHVnZ9eh2UwiErGwadOkUhoAMDc3od4z\nDAc33vgodu58AYYRPKcjFWkYWZQOnTSwpFMkI+xcR77HCIBUshKFlDTlvKUSlkYSae317V8qTqOa\n/VEBSuEiha/jOMjnT8M0gxXx9u9/Hlu3noDr+qnBXAP2LaOWErnXNGD9+hMAgKmpXQC0wB6VUYVw\nxJnjW7v2IgYHC3AcHa+8clDtF8lfkq/CtJH8smqV57CVSkPo9dLK6JfRVMoDth9Oie92Y6hUhgM0\nmpvzztjJwkOkq0SYPSVaxfCwR5OFhVtVG1xnRkFd10Ch8DE0m3sDhublfDDXb2FNgPcAqIIict1d\nNyVG7gDQMTr6X+E4PLdqYX7+NwA4SCZvRTx+t+In7jWZUtnpVNDp/Fuf/9+haOg4P1G9WNaHYNsf\nhusGL1T3nkUYxv8CAMRivwjTXN03GFpYXPSu2kqlfgqJxG1qfpRb5G/LKqFU+v1+G+8GsEetHQCF\nNMv9KIEctuXN6QXo+iRc10ClcusV5VUYCCJvdDos9uRVkgSAl17aBsDnc8kfUv6TJjQUqQNpYMj0\nRvZJx4Qyg2Pz9AmwvJzF0aM78fWv346vfOWNKBRyCD+rV6/g3e/+Ifbtu6BkIB/p3HDsHKuUkfws\nx0eek867nF8YAGNb/Lw0WIPGd9AxDmcNSXBCovt8JN0p0+UZ0TCIJQElzos8wHlwDDTipQxne+RF\nKdcYNZNAY3is4UcCbpRRYSBRAvY0jDkf6hU6pB7P+oCizASRRza438NRRgkwkN5S10nAW6bL+rLI\nL0J0pSg25yLBWrZFZ1U61nIfUOdz3NyzMqrJdnk2lmPjvuP45P7kOVimKbJiqeRt0pztyUJFTN/l\nvHkTANeP4IB0oKWD59GR+8yvIsxosLTFCFbSWQ7rSemM8V2uEava6rpX5dtxNESjFoaHmzh06BR0\n3cXCwghmZ9cE9lO320WhUECxeBqLi4vq7kvSnGum6zpe/3obExOOOgfJOi68zoR2P/loZWVF2bYE\n3jVNU5VzPVvbjyQ6jqOipaS1lEVcWzrh3C9MbQWAfD6PbDareCIWiyEajSKbzapiQLTZPUDV2yNM\nI/b1oX8lj23bSKfTSKVSio8l3wOXV+Ptdr17RJlezIhvNptFPp9X51SpP6SPJWUNHV6CEHSivWt7\nfICFQYH/L89r5oSqAei6Qj0AqDQQRj+p+Gu1mkrb5fnRRMLE/v1e1Oj48QwuXfLPQpGhZSSDQqbZ\nbKJS8a5kSSTehGh0H+LxOLLZLACg3T6Kev0UkskPIhJ5IxxnoT/WDwMw0emYAQVIRmYomvMyDBf5\n/F8ik/lhYM7N5ibYtu8scLxUSp6w62J8/EXs2PE3uOaaP8GqVc9ibu4wXBcBZUunQRr1YUeHnyWa\nQ7pSgISNIin8pdJhygHbJmPKCLLruhgaKuCuu76B9eu9s7onT+7FQw/dg3o9pRRMJNLD7t3HEYtV\nlOKVyo40TKVq2LnzJAzDv3Q8nGYCAKdP78P8vHd9QKfjFQbYufM4br3135FINFUKHgU8hSrXSzrW\nluWq6062bDkFXfdo6kXsN13Gw3v3Podrr30Cmnb5pdNyHago5LpIJdNsNtUheAoeacBKR02uE2ni\nlUVPqXx8ySMyQicjMo7jBHhXgjXcQ+xHRlklr7RaLViWhTVrXg3QxbIMPPvszXjuuVthWabaj9IJ\nkcYP4Bunuq5jeHge6XQRjqNjcnJnYJ9IA00izNLZGnMPvAAAIABJREFUB1zs2nUEAHDhwk40Gv5F\n0aSBbE8KevKX3GOjo56DNz+/JtCXpDX3lUTX2Sd5Ynl5PECn6entipbSaOacaKBrmoaxsSeh6w4a\njdWoVDYHUvw8lP4iXFfH0tJH0GrtV/MMnyn3DRsvHdcw1io6UMnwc9xvHrDHdFxP3uTz70M8fhXa\n7Z+gXq+jVvs62u0XoGkxDAx8JjAvKc8pR3q9BwHUAQwgErldRLh/Aq8K9W+h13ub4h05Fl3XEI3+\nFTStA2ArstmfV/Qol/8cvd4UNC2LXO53UavV+kXufGeS+6pY/CwcZxm6vgrJ5K8qWSCjGpQd0pGX\n4Jy/J3gv6yHY9oB6n/SW0VNp1Htz82jeasURj3fRbkfw6quMnAfvv5XRWOnYSBCP8kNmAwG+08r2\npLzh3pAGha7r2LJlMhAJlU8kYuOmm47hzW/+EdLpunI85J4I79lwVJx/ozHHfc126OzQqOb8JTIf\nduzDcou0kOMi/WhYM6pEGksZwXdkOmU4tZu8LdsPO5B0gNkPPyvBQxqOUqZwvnLu8vwf11PKuLDO\n4NzpaPGLcyLwRX7gfGi4S+eaUVep1/g/8qLUr1wD/kz9S/0jM7b4P/l57jvplEk5zs9Lw12CCVL+\nSL3GrDbJexyX1AXhvcy+K5WK4kPOq9frKV3OwkykEyNRbIPzJo/R6JeOKKNpmuanatIe42ccx1FF\neKQjz77YD9NxDcPPoiAIIx11x3ECY5XnT+Ue5X4j78i97vFkFKWSZ1tv3jyLTZs8PXrs2LUwzYiy\n6wuFAl5++WVkMiewZ88lFaljdI6RvlarhXa7jXzexs/8TEXp7LGxMXUm0bMdU0in02i1Wioax8JG\nhmGoFFRGd4vFImzbRqlUUtFI6ppSqdQHoldheHhY7cuVlRUAHlDJ88GMqmqahqWlJZXZxv+XSiW1\nVqVSCaVSKZCuHY/HUalU0Gw21bvk4UKhEOD5druNdDqNctk76pbL5QIVdblvK5WKsmE7nQ4qlYqa\nN1P+OQ86qiy8yr1dLBYDKe08G8qoK3V0oVBQ61Yul68YJZfPa5aOa1mWCqWnUimMjIzAMNoANFiW\nx+T8XzqdVsoh3s8ri0Qi2LSpiETCRaul4dgxF8BJHD58GLlcDtFoVOVxM03MN4YehmWdBBBBNPpR\n2LatNr5XSWwdVlbeimj0H9Dp/BCAA03bANd9L0xzHVw3o66I8Kvs+s4CF9Q0H4dh1GHbORiGr8A7\nnZ0BY9k/22IhlzuDgYGjGBg4BVZKdRwDr7zyblhWHICjBAGjr6QnhRUQLDwjUUKJkFII8vMytYgC\nzOv/8iqHHAO/0+jftu1F7N37HHTdQasVx49/fAtmZsah60Ak4hv1kUgPpmnj6qufwbPP3h0QZlJJ\ntdt5DA0tY8eOf8WJEwdx6dJ2lUIjDUkA+PGPb8Y993wbJ05cD02zcc01T2N0dAF33fUNPPvs7Vhe\nXh9AK6VRRIHDMZw9uw27d7+IwcEVjIwUUSh40au5uSy63ahKNwWA55+/AcXiMDStB00LpnBJ5cNH\nIrQUFtJQp0EhaS4dCOl8hyMIUvFIg1eunTzjQfpJJF86t7Jd8poENvx5VNR5SQCoVrN44onbUa2O\nwLv+wzc6wpFDb6+YIV4CJiZYvn2DqmIZNgjkeEgbPhs3TiOfX4FtG3j55WsA+GlppKn8TgUqv7i3\nTBMYG/OihktL6wL05M/ybGjY6JW8ViiMY/Nm7/7Oej2PSmVcfSYMSvHvnqJtY3z8+T4fvg7RaEzJ\nAL4bj89icfHDaDavgab5dKFylueObbsLTZvr97da9StRVdm29/9s/z82dD2DoaFPotudx/T0z2Hd\num9jYeEPAQD5/C8hGt0onEon4IQxitJu/3OfR9+MXo/gYQfAq7Dtz8J1D8B1u8ogCtL9aZjmUbiu\nhnj8t+A4Ho07ndMolbyK5wMDv41uNw3Ad145HtM00Wo9hXrdSwdOpz8F102ClUE5ZxoHXM/wRfTc\nc647C8A729psvikgP/kueYNyXxprtu31l0p5KWStVhw33XQCxWIOJ09uDhj50tDzndjLzyOySjv1\nBXlUpmBJJ4WRHv7s0drB1NQaTE+vhmEApqnBdW1omgNd97JOPDZ3kE7XUa0mIB+2Gc4Ooc6RoCJ1\ntZyb4/hnmSWPEqwJ00U6X+QVKReYZio/y/5ksUF+l2ORchgI3gVNvqJ8Y98SBJDtSMdMymoZZeJn\nez2/Mq/UvTITKcwbpIEP/PrFhKTsZlvSUZG0C5+Z9faeFtiPkjZcL66TTNWVMp9ONiMv0iFnv9JR\np73CL0b3JaDBI1GMPNEhpPHN7zJziG2T1wiES1klHWvaCmxXnnujLKDDLjN0uA/YvgSZJQAZBrjC\n5zVl1Jjzo24mjaWTyDHzf/7jBviDqcH8DHlOghF0zkkTacOS3mF7AgCWl4cxNFTBjh3ecZ3Z2bUo\nFldD1z1HbmZmBsvLy9i5s4qPfKSAL3whq+jPiq26rquop2maSKVauP56B7t2dXHypKOiy8lkMgCc\n8PP5fF4BC91uV1VQ1nXvyIWnD1rI5z2gtV6vY3R0VNG81WqhUCgEov+MulqWpY7m0KHvdDoqsCUB\nqWw2i2g0qsbDNlzXRbVaRTqdxuDgoAI2mO5uGAYGBgYCfNnr9bC0tIR8Po9Op4N4PK6CdCyY5Dhe\nllIk4l35EolEVFYp22E1YN7N2mg0VL0e8lYymVTymbxGcKTRaGBwcFCBKNx/XIv/7HnNIqHc/Cxj\n7IXBo/jkJ+uIRj3hxYt26UmPjIyoPOt6vY5Dhzxl+eKLcbRaHpKysLCgLk5lOhkPnQOA43TQaHwe\nAJBMvheJxCa1Wfw0i9VwXQvF4s+h2/VSxWKxn+4L7dtgGJ4SI0PL/PxOp6OMi2bzZly69GG4brA6\nVLO5VSkADxGtYd26b2Hv3j/Eli1/h6Ghl5QDCgCTk3eh0VgboB3nxd8lOkKhQuEsjRPAv5Q8LEjk\nu/J/FCx8+DfpeEciTRw+fD+uvvoZ6LqD+flxfPe7b8XsrGfcSkfMU4iegbZhwxRGR2cDzrFU6I7j\n4OTJA0gkGjh8+DHcddc3MDp6SeW7S2HXaiXxzDO3oFQawtmz2/HDH74Z9XoWiUQLt976Pezc+RNo\nmh9VkDQB/GrEjuOg0Uhidtaj+ebNp4QRY2B+fg0cR0Ojke7z5RwWF4fRbvu0lMaGnI80imRKKfuX\n6yCRZPkZ6RyGoxxESdmHnCv7poEgFZqMQIYjcTJlTzrVcqzr10/DMLxxTU9vwPe//xaUy0MBEEQa\naDLKLo0A7tNotI01azyFdf78TjUGSQs5J/4vkSjDMBzYdhe7dnmFbc6d241WK6kcYGmok6bcF9wv\nfMbG5jE0VMDAwCKi0R4sy8DCwkigT2n8+YCSLHYVLIZVra5X7V+8uB2uG7zKSPIJ5YTruliz5nkY\nRhftdh6l0t6AgUN61mp3oV6/NjBHfkkDAwBMswTvnlD0wbUgMBZ2xD3wow1GQQcH/wsikRFUqz+C\nbRcxPX0PHKcM01yPwcGPBtZW8jbHYtvH4bpnAOjQtDervm17EY7zKej6ocA+kE6h49SRTn+5P5M3\nQ9NG++vhoFT6PQAW4vHrEY2+NeCkyXPutt3A8vJvAwDi8Xtgmjep/gAEHBV+UR9FIhHl3PlpVN+G\nprmw7e1otzde5rDIPct9xT3hzT0IVg0M1LB27QLOn5+4bG1IBxnJo0ElQRopI6kPOaf/h7g3jbLr\nus7Evju8eapXhaoCCijM80CAAEGAk0CCMgdZpCxZlB05K25nWY4Su+22ZdmR406yejleacftXmmv\n2GnZatlSt90JLVEjRUmkOBMECYAgiKEKQAEoFFDz9ObpDvlx3nfuvrcg9a8s3rVqVdV79557zj77\n7L2/vffZh3JAphvKNRqsMQOzs1nMz/dgaiqPqakipqdXYXp6EFNTqzE1NYSJiTW4cWM1bt/uh2GY\nmi4/S5ZJh5QEROR30lWmvEqe5L2yzShQ4PpmdVm2I8fHe2R1UYIImUopgaxczwQuvCcqL2UETvKX\nlGlyv50E6bxXVniV45D9CgMMhO7hGKWelWuRIIvvl04WRnXYRtQWkLxJ/SD3L8qtHHxP1IEngZeU\nhQSqkoekU1RGRKmzpP0DQBdYIbDknMqoHccgswl4P3lRzhUDIqSHzBJTzsCkllkSgPB9UWAr6ct5\nIH25bmifep7XPeov4HWpc6Qe4btkzYjgiJZwFkTU8SP1WiALAseM1Kdyv6+kFeXd0tIgACCbVVXh\nz58/AsuyMDc3h9HRUUxPT2PLliX89m/Pw7aB27fTobniMTMEQalUCtmsmt9f+7UmcrmMXk/MauS4\nCPKYdkp+5vxkMhnNZyzCI+nm+74+mqfRaGjbk7Ir6kyM7seWfE2eIz+mUilUq1UNhOmcZUTVMAz0\n9fXpaDrpUa/XdZXg6HrnZ5KfE4mEjv4CwfFMlmXpLFPXdXUUNRaLIZfLaV4kD8tsSuIqFZXu0fPF\nd5C+/P+nXR8qCJXhexUCzqK318cXv1hCPO6HwB0Vf7FY7C4Q4J57FMI+dUot+GaziYmJCb24ZRoM\nFW2l8nV43i0YRh7Z7Od1PjiZkJ6eROIueN48fP9Gt7+P6SiCFLgAQikDVJz0kq1a9QJsexGOk8Pk\n5K/B82KYm1ulGVcJpiLK5YNot3tX0Mn3gVisCcMISngDYVAnK03KCBlTNqQRLAUHBZYEJZwbCXZk\n+3dSen19t/D4489iaOgmPM/A2bOH8OKLj6HdzoZSjNgPJciCSOLBg2/CssJVByXALZfzGBtTKYs9\nPfP4yEe+gwcf/Db6+pZCSgMAJiaGMDOThed5mJ8v4vvffxoTExtgGMDeve/g/vu/g1isrgWC3ANC\nIULhMjqq3rlhw5guGGIYBqanh3Hlyh68+ebDAID1629geHhcf8/npVJPJltIJmuadqQn74/+z/uk\nESkNNKnIpGKXaTi8ZGROpm/JCDnnhTwpo9HyfvZVKn3DMLBp03Wo80CP4JVXjsF1k3qcss9SMEtg\nIu+1bRsbNozAslxUq3nMza0P8bGkFWlC43ndupvYv/8ktm0bRz6/DMexcenSgdD9bEOCbOm95TpT\n9Grj0Ue/h3373gMALCwMwfdtpNM1TRfZfzl38uK4lNcxhVpN7a+bmtqnaSmN8GjUzLZ9rF2rzs2c\nnn4Qnhc2orkWW63Nui/R/dZUnIFymur2rhdASvefBgjHJo0gdZSKC9veiHz+V7uy70S3Dyz5vhpL\nS3+DRuO9ULYF+8X17Tjf6H72IExztaa9aQ7C97eHIvqMKjDKkMs9C9NchO8X4Xm/hk7n36PTeQfV\n6n9Cu30WQBx9ff9byJlGY5jzvLj453CcCZhmEbnclwQ4dbUxyL/pzSUIlfunVDrTMoAXAACNxse0\n7GL0X64vKUM5ZsMw0GqF05babRs//OEx1OtBISnOM8cj1xcLKHmep1PNou+hjmIbBAmksVzbcs4o\nh2Q2hHQqBHMXBk98pwRllLdcY5LuXMuyaA8jHORPXhJ0SaeAYRgadNIQkutL7hVNJpMh8Cf1HNuR\noEZutyGtpF5lP+Q9tHEkPThmadRHncYcq1yDEhRG6WZZlj56QgIBCXalw1rqWhqebIcOCxZIYX+Y\nkSZpT9lGGco+8Z4oqJZRavIFv2NUVO6Pk84zOiQkIIyuDakT6HiSMpBjjRrwyskWjvJJmQkE++Sl\no0SOjT/Mloi2TTrJmhuUtyzoQueHlNly7ihTJMjnGuD7+Szfx8w91T75KnCAETgxus33SX4mbfmM\nfB/pLOnBuUylUro4EQDcurUVS0t9GB8fx/Xr19FoNLBtWw1f+MIiYjEf9bqBa9fqWuan02mtC5gi\napomukdoYvNmF/feW9Lr03EcHcUj/VmlWa63bDaLarWq2+UaZZCL88EsjnK5DMMwMDU1FXIosLIt\naZZKpfQxLUtLS3AcR6e4mqapj/niGuTWQ8o5noNLZwMjnJwX1sfhuaVr1qzRTqxyuayxEKP+1HlM\nsZVVgxuNBvL5fOgIqEqlonmLn3c6HWQyGd0nRlvVPORCTpZqtarXCsfxs64PDYSSqaQHsV6v4/Jl\nEwcOOPjjP64jHg8Eo23bWFhYwNWrV9FoNLBpUxvFogfHAc6ejXcjDGVcvnwZlUpFL2yZYuL7ZXQ6\nynsei/0zmKYKu0tlEqR27BK9tdHpVLXg4DmmnHjp1abCUOkA11Asqv2gc3OfxOLiQUxOfga2ndLv\nIxA3zQ4SiaUQjVzXhmEA69e/jP37/wr5/O2QkUrhKz1nFFDNZjMk8IFAWQDhXH4lTAMjmgtZpmWy\nv1L5Ah527nwHx49/H+l0HbVaBi+99HGcP38AnhcYm+ynBEPxeACSenqWsHnzB7qPvFeC57Nn98Nx\nAgOkv38cjzzyjzhy5CfI5eoh5a2OjWCKcRyvv/5zOHPmCDzPwJo1E3j88X9Cb+9UyItLYSoXzNzc\nelSrWdi2iw0bRjStb98exrlzBzE7O4grVxRQPXz4BGKxtuCfcHXHViuG++57F7/4i8/i4YdfxY4d\n59DbOwnTDIwLCeyi0QhpTFKBc77l/QSRnK9oJEoqGOl0kFEDaVBKj17UGGI/kskacrkyXnjhY7h0\naTcsK0hl4vxRobANaXxLUKmUmIHNmy8CUMeyMMWZ93NcMspAJVgsLmLnzvO4+24FjK5c2YdmM6n7\nwTUsQTjpK6N/wX7OGGzbwerVKtW4UJjDpz/9d1iz5npoDJJn2YZUNDLK7jgO5ufXYGFhCLVabgXf\nSd7hNTj4PuLxCjqdFKanD4YAfXR+ZFRIzgHbZsGJoDLuOj3fnH8pJ4KU/1FUq6rAWm/vH8F1FX/U\n629AXs3mSTQa78AwNmm6kLbBPq95dDovdvv0ydBcyNQ49V4nFAFxnItIJn8AAGi3fwOWVYDnnUS5\n/L9iefnPAQDF4m8jHt+i6S35xPM8NJtnUS5/tXvvv4Rp9mp+kj9yDXEvTbPZ1HukgqjkD2AYNfh+\nHzzvQT0Wyvg7zYMEGgBQrwdprL4PvPjifZiby4Z4lLzBdRjlqzs5sDhuyat8P/lMrntpnPPdcn4k\n6JTAWv5I2SEBM3mAfMr1yLYkjaTxLddYlJZyfz/lrVx7Ui9zziSYl21KuSmflXwYdcZKOc0+8ln+\nH+i9+Io5ieoLOQdRncu5ks5TjpnOEgkMeMntOtIRI+nKvXRyvUp9wc9l1oqkh0wblWOQ7+NYCeA4\nR5KPuF5l25IPJb9wvqQ8lO2xHzK9ljpSygWCp2h0lDwj50M6NOQ4o2tBPhPVMXfa2sIoGx1bpCNT\n1vkurhspE5Rzs6bBhsyQ4PhZ5dVxqGs8PT65H1faIgB0ZtVP264indnc0sXIG+na0xMULJyY2Irx\n8XFMT0+jXq9j3bplfOELCyDWvXHDgu8H+6IJ6DOZjO5Ho9FANhvozM9+tgHTDAo0yj2s5FvSmvtm\nZZ0GOu64BnikClN3E4kEisUibFudqUmattttVCqVEE9wL3ClUtGFjljQBwB6e5WukUWjJJ3JN8ys\npANDZlnKzI5Go6GPDmMx106ng1KppOeBcoF1EZjl0+l09J5OmXVCPCYLFjHFudlsotFoaKDP++lM\nYnq6lCk/6/pQq+PGYrHQxtVarYZz51SEbN++Dv7wD5eRyahFViqVMD4+rj3SBw4otH3unIXlZcVM\nlUoF169fx8zMjBbCjPQpT8jfwPfLMM0hxGKf0R4OTlq1WhUKcpvorYN2+zfhOFe1EGLFxGq1qss6\ny9SEZDKB3t6vwzBcNJtb0God63pT7teTpgSGgb6+Z7F585dh2zU0myoa6nkWJiae0D3IZGZx111f\nxoYN30MiEZwBGTVgowJLKmMKHCBI71Ft38a6de9qY4HPqn4EYJ6KUymVRTz00Lexb98pmKaPW7fW\n43vf+wRmZ1XaBQWgNAKlhzRaRXX//veQSNRDqSTSIKjXUxgZ2RN6xjCA4eEx7Nv3Fmy7ETKepLLy\nPB8XL+7FSy89hXo9g3S6hkcf/S527DgPIPDI0+FBpdFuu7h8WYHMLVsuotNRue61WgKNhgJu7757\nEPV6CplMHfv3nwrxAOmn+BB45ZUHsbhYxMaNN3D48Lt48snn8cu//B/x5JPfwT33vI2NG8eQTpfA\nPZRSwUhlLb3x5EfpUY0qSSAAjRyn9PRKA4GCjZ5oaciQL/jOwJPXxPe//zTm5vo1IJapTNI7K8Fy\nNA1w3bpryOUq6O2dQD6/DM8zMTa2LcQTPw3k8T3FoioUkEgoOdHTs4AjR15CMqk27jNDQhrVbFNG\nLII1Fa6QmUw2US4XMTa2K2RA3CnyLNdP9PP5+SHcvr07ZORS6Qf9W0Qudwu+72HdujcBANPT98J1\n47rvco+n5DsZpY46MQJj41a3nSBlfqUzLjBmFxb+FQAPicT9SCSOd/s6Dse5HaJRJvNp9Pb+FQwj\npZU95QYN5Xb7OQAdAOthGIdCqZocA2kRnhMPhcJXYBg+2u39cN2HYFnj8P05uO44fL8Gw+iBbd+L\nZnMyBHYC+dXE8vIfAfCQSj2CROLnNS9RfkpHHLNL6vU6FhcXUS6Xddq72v/ShmV9uzvHT8HzgsiP\nBN5SPnEOSFvTNJFO1/X3J04cwPj4mjuCL6k/SBfyYhQAct3dKTVU8oQ01KQTShajkaBOrkNpfEoH\nAiMjcq9Y2JkQFJ6RwIPzLvcSSdBMUB/dgy1BDe+n3uFFOnE8AEIRVCkD7wR+5D0yehydVykTokY7\nP2emkmEYOkolgRMjmHId8j7OHx1KHCPpLw1cqUslbWmoyzMnOQ/SmOdYpC6S88F7WFmf800gxXZo\nVHNcHCtlMo16eT4paWnbto5aSxkm5biUFxJkSPAuC5xxLTAVMRpNZ/+ot+TaimaY8T65TiTNpQ6U\nclnysOQ1zgGjV6SZzBDwfV8DT9k298WSD8JFicKFpIItaKbey0cbQvIeZZDrurrqrNQ3/J73SxvE\n81zs23da39doTGJ+fh7lchlDQyX8wR8sIpkMwNiNG7a2qePxuN6Hyf2MjPDlcoHd29fn4dOfDooz\nMXJH+rFvBMikc09PT0h3E0ApeZzW+4hZNHJxcVGfs8k15Pu+1gsyeGIYhubZZrOJcrmM5eVlbbsz\n3ZX4RhVMLWma1ut1PX+dTkefA8p5i8fjGhCTR8rlst4LS74gkJQBC/Y9l8uFsid5LihlW61W69Zu\naOroOoEnAExPT2sZ3ul09DZI8lcikdBz+dOuDxWEzs3N6dCw76ty57du5fQ9e/c6+MIX5uD7dZ06\nw2fvv18x7dmzWb2JtlarYWZmBqOjo3qik8kkms0mSqVRNBrqzLhU6p/D94NS1jycVRr1lhUtcb4I\n0/wiXHcsJEQoKFw3yKdW0c2TSKUuwPcNzM19Fp2OGxLwCgDMYWjof0d/vzoqZmHhbly69HtotXK4\ndevnMTv7IOr1ft0Dw/AxNPQWDhz4P9HXdz3kKZQClV6JqGIGgkgDPSOrVl3C4cP/CYuLxRUedSns\npAIeGLiBxx9/FoODk3BdE6dP34c333wS7XaQKy8LeUhDJEjrCoPQeLyNu+8+rd8jo30UkpcuHUCr\nFT7U/cKFfXjttYfR6STvaFhJxTk9vQrPP/8LmJ5eB9P0cPfdb+Lhh19FPN4OKTe+EwCuXt0GzzPQ\n01PC4OBMyChWtEzg7bfV0R+7do2it3daf8f3B4AgjldeeRi3bq3V/bcsD/39C9izZwTHjr2Oo0dP\nIJVqhhQFx0PlKFPbfF+lq1FQSKXAwgNSKdPQI02lQcJxUTByLXBOZFoHswBUxeAims2ggIEEVZJW\nNCzIn0zXYPuFwjzuv/872LZNKayJiU1oNpM6pUQa1gRsfFbRx0dPTzibYM2am5ibW41ms0fzhFwf\n0liQhj4zFDphNoXnGXjnnYcABHTlmpdKXhpKEiRQOc/PD2N8fFPIEyqNSwDo6ali//5/wtq17yGd\nXoDn2ZicPBqiA+eIvMa58TxPG/ErDdrb3f4Ex7NIkC+NarbfaLyIdvskABM9Pf+TNnJqtddD9Mnl\n/ntks/8KrrsSNAS87KHTYSruJ/SYWeSF/Zdgh7wbjz+PePw6PC+GWu1zUGfMnQz1wfeXMTf3GdRq\n/xRa0677o66x/LdwnCswjAxWrfqTEB/Jfsr3NhoNTRsabsGcn4Bh3Ibvx9FoPKqNBhmR5CV5kHNI\n/uN+qZGRLTh7disMw9CGIfsmI8oS2HN9EpjIVE7poOI6lDqBY6FjSIIw6eBUNAwMLJkdwzRHuc+U\ne/ZkAZA7pb5yXci0Pz4vU1XZd7nGAn0dpD3LdczPo8/I+ZBgQI5TriGCo6hulMCd8xQFcDJSxD6R\nFtE9gZxjggmubZm6zHtIW86vHCPnnkeCcG7Zfwm2aKTLzBgpi+TxG9IRKkGadHhIB0SUh+jQlnzL\nrC3yLwGRdND5vq+P6yA/8H65LmhnkBe5hqQhLIG+5C06YqT+41i5ZYuOJ/mMdGxKm4PjJR1oJ0on\nkQTN7LcMMJDnGUjhdgR5jIaUs5xP/iY9qUOVDOAaC44GkQ6fqIyJOlrYT/kd5QCBDPc0WpaFbdtu\noVhcgOepNorFGTSbTaxatYQvfWkJ6XTY1r52LdjO5DiOPk6E9gr5M5sNP/fJTzbR12fotFFG+8rl\nsk6tdV0X1WpVtycj0rVaTa+nVquFpaUlzWdMi+X+YvJPLpdDKpVCoVBAIpFAo9HQtGYRpVqthmKx\nCNM0MTAwoCOxLGzqOOoMzlwuh0wmg1w3z7i3t1f3U7ZN24mBM56jynYZoUwkEqhUKpieVjbp/Py8\npuHw8LCOdlLOymwH4gOCXcoW6dBLp9Po7+/XZ7lKJ1o6nUYmk9Ep0D/r+tCPaGFYt15XUbDR0Qa6\nx/0AAHbvdvDHf1yB46hSwY7jYGCgheFhJdipLMz9AAAgAElEQVROngwUKj2qN2/exOzsrA7lqwn7\nawAdWNZuAMd1hVUuPgpGz/NQKpXgum/eobclGMa/BKAmVe7/JEOrSWiiUFBn15XLx9BqrQ+BCNu2\nkcudwsaNf4p0ehyeF8eNG7+EGzc+C89L4tat45ievh+e5+P27aOhHvi+gYWFLTDNGmT1Swp6KQSl\nYpXKSQk3D1u2vINDh77TBcprQu1IL25grLRx110ncOzY80gmm6hU8vjxjz+B0dG9cN1wNT+5/yIa\nlQNUddz5+VXdd1n4xjeewa1b68BKmFIBsR/Npo2LF+8CAJ1iedddZ7F7t0rl5fulguW8ctyNRgIv\nv/w43n//AHwfGB6+hsceew7F4oIW6rK/zWYKN29uBABs3z4SAmqk7/j4BkxMrINhAA88cAKAjMJ6\nEWUJvPzyw5iaCh/TAQBLS0W89toxNBop3V8ajnxvX99tbN9+Dnv3nsbBg2/j6NHXcOzYy/joR1/A\nxz72XTz99D/hmWf+EY899n1YVtjo4bzeKaLI/2W0+k7CQ3p/6WGVxg8Vp/RCc/5k0R7ZHoVXKlVH\nPl/C0JBKfW23LezadRo9PbOh/kTBLtsvFEpgcSRep04dxdWru3TWg1Sa9HjKdqVhomgVLio2MrIP\nCws9KyI3pBkQpOfJtqXR7XkeqtUcOp3kCvpy3pUDbQGJRBU7dnwfADA3txumaSKZDCpyypRFqUCk\n155zys8s629gWV+GYdzs9m0tgPfhOKMhgzEApk0sL/8pACCd/gxMc4su3d9svsVeo1D4n5FK/Zae\n504nOHaI/yuP6evw/RkASXjez2kvquy/pGcQ+V9ET48Cr+Xy03CcgS4vhEEoEENPz58jm/3vxDhG\nAfwFXPddtNtfAQBks78LYDAUBeT9EuCRz6XBKPnQNL/V5YFHYJpFfY90FMjnorJY8ZmLbLaOqakB\nvPHGIcgzcWmwRLMSeMmoknRESOch+0PjkuuXn0V5V2YfSH6QAIVyWtYMIL/JLQBcZ9JZwrUof1Pe\nkW9lm5LmyoEbFGPhegWCyt9yHUWjTNLhRuezfCfvle+UcpigWoLCKB057mgkVjpZaPzJ/pHGAHRK\nINeAlIGcZylfCeLJp9RRpBntI86vjDTyOY6XF+klt/RIwMQ5Zv/4bhr30lkqgbKkk+RNSXOuQUZu\n5OfSqSmfl3SUcyeBH+lHvuM7ZJ8kXUnLVCpIlyddeMk9uGybMoztEsRIsM22AIR4moa/5Fl5TJF0\nbJAOEkhG9eOdPvf9gN+lY0Jmj0SzhjhG6cCS442uA9sGdu16GwAwMTEAAFizpgTH6WD7dgff/W4M\ny8vh9P/Ll329D5Q6hNmS1CfxuA958kezCbgu8MwzVU0n6XhgqitpSvlXKpVC2S50WEgbxTAMffQd\njyQhzRh4AtT6icfj+mxRZgb09fWhVqtpUKj0ZlO3T5oC0FWAY7GY7j+xEQEn5wcIV/3m//l8Xjuy\nTFMVXmq1WqGj++bm5jTvEGDX63W9vzOdTqPZbOp5iMfjqFar+niccrmsQX4mk4Ft26EoKHU93/2z\nrg8NhDJc7jiqtDE386ZSWVy7Fj45ZtcuB3/6py4KBRtLS0s4ckQJy6tXbVQqCWSzWS0cy+UyJicn\nMTs7q1OmOp3zaLfVHiLf/zx8HyGhJj2FClB20GyGz/ZU1x+g1foKfH9QCypWtgICr2o+/z3Y9gJc\nN4tO57/RQluFsoG+vr/H+vV/B8tqotlcgytXvoCFhcPghvHl5YfAfY3Ly4fR6QTMYxg+HCeP2dk9\ncF2EFHk0PYTCXhpE6l4PBw68iJ07X4NhAPPzG6D2vXZCCj0wWjqIxRbwyCPfws6d6tiMGze24Pnn\nP4HFxVX6XtKRAl2mdUjPqmV5GBnZhxde+Bg6HQu27SKdruL27c0wjHhIScmN7gAwMrIH9XoKJ048\nqNNz77nnFPbsuaCFqwTQ0gjjHPu+iXPnDuInP3kCzWYSuVwJDz/8LDZuvBh6FxUCCxStXz+OWKy6\nAhjG4wm8/fYRdDo2isVl7N17QRsZUeWoeCWBl19+FLOzq0PcVSwu4VOf+gZ27jyPWCyIeMr0hpmZ\nXti2h717L2DPnovYuvUKNm26ibVrp9Hfv4BCoQzLcvHaaw+Ae2iDcYejImxTKmrTNLFq1SSGhq6u\nMN6AcEEOCWKlgS6VEd9LA4hzK1Oj2FYy2QzRY9u2yxgcnEKlMrBiPjkuabzm87Oh58+cOYTR0b0h\nI4PGm4wUyQgFxxgYzoGmq9WyuHjxcChNKuoRljSSF5U7087Yf17ywHOu52w2fC7j4OA5HDr0Z8hk\nZleABV6cazkmjlEB2CSAdTCMZwHc7LbxZ2g0fgeWtXrFvh/btlEqfRWuOwHDyCGb/W1hSLpoNk9A\ngb5/i2Tyl/W7mGoIIJQOpub9/+329qMAsiHDUBqfNOJoMOdyfw/TbKLdHsLy8hNd2e3A988JOveg\nWPwK0umntNxTtDoJw2jANP9HAA5Mcz8Sic9oACXlXgAMg3N/OaYAmDNl7iZM8wwAwHGe1uuJ38s2\no/PE36ZpIp3uoFZL4cc/fkg7PqSzhbpJHn0R1TsSeFL28nuOj2uNa/5OwJgOGumkkUBR8q0El1IP\ncZ2RB/kcZZr8W6blS/3BdklPvpcp6LJ4DRCkQxJ48TtZ6Za/ZQSTaaJ8D7+jbUC5xfakzOHFMZFv\nKRukg0C2Lx2lss/SgI86+AgUSAuuc+pYINjDzYiN7JN0THFu5BqRDhNWA+X8EzhFIyKcb46f2WoS\n7ErnH6P00iaSlwSjkh7cK8lnJL1oNMsUUEmPKG0IHinDo4WW5Frn3HJMlKcydTda3Io8wr6w34VC\nIdQfGuqcX7knVzoxKINklFcWCjMMA+l0Ws8NgyLSCSFlLM1+3sP+yvMi6VDgPEi6MjLHv9m2lDeA\nCjBt2HAJuVwJ7baNEye2AwAGBprwvBpeeaWAs2fT6OlRz09Nmeh0gNnZlG7PslTaKvm0UCig0+mg\nWDTRagE/+hHPujTwq79awMsv5xGP2zp66vs+stmsPoWjXq/rebBtW0fsGM2kfOF3nOP5+fmQMz+V\nSqFUKmm+i8Viurpto9HQeIbRaxZUTSaT+jgYtkm7mzxCvcHUYILAQqGg+5vP5zWfFgoFnfHJ41K4\npslLTIs1DAOVSgWrVq3S4y2Xy7r9Wq2GfD4Pz/P0Plby59DQkI6y53LqzHVZVZjRZsocw1Bpxozs\n/rTrQ62OyzOWWEiIh/6OjYUF07/7d1n8yZ/ksbzcwtq1a3H4sAKQp0+ntVLhZlvHcbC4uIgPPvgA\n9Xq9C0z/DABgmg8gHj8cMpKBQBhUq9WuB+oNADUASRjGJiQSn+325D8gFgu8flJQBcboJLLZ7wEA\nlpaeQbMZ04zmeW0MD/9r9PWp6MHCwgMYHf0XqNVW6YmW0QtluNqYmTkMzzNx69Z9AIANG17G4ODV\nFVE7Lv7o/h+pSNSiXIBhBF71mZnNIaaVCiqXm8Px48/jySe/iVWrZuE4Ft5++0GcPXsPNmwYQzIZ\nVLmVnkEZFZWgRxllMbz33r3wPAtzcwpgDAxMa8UvlaLcY6TGYOHUqXsxPT2MU6eOYGRkJwDg0KF3\nsGnTFU1HKsGo4USaGIaBqam1eOGFT2FubgCW5eLw4VewZ8/JEBBQ9FmNUikPy/KwY8d1bSSTh9QB\nyCmcPn0AAHDgwFkUCvVQBCQKCoAUXn31CT3+iYkNqFYzSCTauOeek3j88X9EMhlUSSOP+b6Nc+f2\n4pvf/CTGxuS+5eCKxzv45Ce/jccffwGpVClkDEslScOBkYt2u4Fdu97Go49+H54H2HYTmzdfBhCk\nHwLQ+yHkvqOo8OH72u0WBgYmUShUQ8aYTJHjnCSTjdA4qtUsXnvtWNfZ4sOygii/aZqhNBEA6O8P\nQNv77+/HxYsHQk4YrokgyhkYVNLDK5V2O2BvnDnzEDodC+l0FVu3vgfHaYRSBuU8RT2V0rAHsGK9\n03CQVfpSqcUVc3v16qewvLwpZECQ/vwtow00HuW+PGA40moTlvUUDKOg2wl4Yhr1+v8NAMhkPg9A\nKS6lAC/C9zvo6fkybPtR7VGWETIa953O1a4xdR3AKQCA4zylAar63YTjBI4wzpcy3N5FJqOem539\nFRhGrMtvp8BjZkxzGKtW/Wckk/eGwKya6xNdujPaYaBS+Qu02yMhwz+IOAURB45L8lBwfbM7vwfQ\n6QyH+u26QTobLzk3ki9tu40f/OAh1OvBeqfRzov8Tj4h/1BeyTQ6Ps/2qW+lYS2dc9JRKNcJ25GO\nPc4/5zmavsf3SpnBMcvxy2fJ//wbCFdl5/vYz82bF7Fly6SWO3IPOkFg1FEmHaNqP1UV+/ZdhmUF\nOoFzxN+MArIfrA7LdZtIGLjnnhvIZqshI7zTCc7vJV1kmiejTKTr7t2T2LChHJobCVJJE9KX6biS\nPsXiHPbvvw3PCyJrHAfpxvkgjdhfgJU9Ozh8+DqKRSuUVi6deDJCKeVOLBbrAikf99xzGwMD9RBN\nfd/XWz9oa8hzYtkOeWP79iVs3z6vZQTbCdZ04EiR+oi62TRNDAw0cODAdfh+sO+R/eaYJH9IHiIP\nttsVHDkyjnS6FuJ/6jrpqOLzUg6yvV27bmHt2iVNRwKcKDBlX2T2Bfu+evU87r57LrTHnbYo1zef\npfxlajuAbkYF+dtZkSkWjXTKvlHG8NkjRyZRKJRCGRVS7/h+C3v2qK017723BePjaTQaFkwT2LBB\nbR/6zGdURfV33rHxxS/6GB2NoV5v6z2grGrLOVtYWOgCMxd/8AcJfO1ryumRz/soFBo4fbqEVquj\ngZXEBsQbpGu9XtdFdiyrjcceK2H16rjmcTqMOKdMd00mkzqNtdFooFQq6Xc88EAFO3Z4gtZqD+3U\n1BTK5bIuskR+ZiQeCPZq79hRx4MPBlma3LdqWZZ27tZqNZ2iPT8/rysv01lRKDTx1FMtZLOB3uf6\nTKfTmJub01FXpvayTwEPdvDooyWsWaO2LJbLZc0vXEdcI5RLruvqaGm73dZOg5912T/z2/8fr2az\niUqlEop0caFdvpzA4iLw0ksGUqk4zpyx0WwaqNUa6O+PYds2NWknT8ZEqpYSlPROTExMYHJyEuvX\nr4dtfw6+34Zt/6ZeLJxUTl48Hkc6ne4y6PMAgFjsfiQSn0On0wvgfQDPwPdt2LYRWriJRKKbZ24i\nk/l7GIaDVmsLarWHYBhB2l+zCdRqBxGLzWNi4jNYXNyPVCoVShugZ00WIJicvBeJRBljY4/BtpuI\nxWool7foRc8fCQSkQgz2AjAVcBBjYw/A8wz09k5iakoZpWFA3cC+faexc+dZ0PFdq2UxM7Mau3Z9\ngKNHVUXMt95K4+bNLdrYonJme+yT9MT5fqBsLl/ejLm5AUxPh/vAflCJURi6rouJiW1dAe7hzJkH\nYVkG+vpmcfv2sKaF9BKzLfKZ7E+1msKLLz6F/ftPYvv2S7h2bW2IDmo8PkZHt+Pee09h27ZRnD+/\nV4+B47MsCyMjO7FhwwQmJtaiVsvcEYjIsTWbJl5++QkcP/48xseH8dprx7Bjx3ncddcHqFZzqNVs\n+H4zpMyokDqdPE6c+AiuXNmFQ4dOoL9/TrRtwLZdDAzModlMhYxsYGWKlO/7yGQq+MhHXsfgoGpn\n374PcOzYq7AsD41GDNPTm0MAHggXf6KiZcQvnW5hy5aL2L79CgqFMkZHd+LkyftW9EE+n0wGhVkc\nx8Irr3wUrZZSMgcOvIvVq2fxk588gk4nH+o7acKiRBcu7MEHHxwKjVl5jZt4+OGXcP36DoyPb4fn\nhQtwsT0a++pzNXcTE5sxObkBpgls3nwJ+/a9h3o9hdu3d2ha0Kih0Rc1umU0euvW8+jpWcTY2F60\nWuu00SPLsafTy5DXjRs/h4WFu2GaBBdLGB5+Ee12D5aXH4dhBGuPEU0ae4zMqL6sgxlxPxrGKrhu\nG6YZpAirTI+/hO/XYFkbEIv9UmjuXfc6isWvwTC2olpl0bcnAGzU/aAy97zvwvfTMIxKl6574Hkb\ntQJThtJ3YJrvodn8HHx/UETBaujv/zoAoFx+AK3WDgBO15hVwNSy7kJv718BqGF+/lPIZv8HxGKP\ndOdgGYZxKTRe3z8Lz9sDy9qiDcpgr1ob8fgX4fv3oVZ7TPMH0/ECmVYCoDJmOp1PaEOPh5avXv0t\n9PdXMDp6BIYRC0WbOBfUQaUSy+aHU1Atq4EjR0Zh2y7efHMP2u1AtpOfZEQzcIaaofW1b98oUqkm\nRkbW60iDlAsSZFDO0oPO/m7aNI01axZw61YBV68OhJxNlAVRmc0+mKaJrVvH0W5nsHHjLYyOrsfS\n0iAcpwMgyGiQzgBGAaLOUQD46EfPIZVq4ctfHobjrKw6LAG07IsETUeOXMPBg7cwP5/DxES/cAiE\nj7sifaUjjzTasGEWjz46gny+jddf36OjatJg51yRz6Oy17Y9PPXUOczOZvHVrz6o51FGoUhj0sT3\nVVqwbdt6T+ejj17G+vWLuH59AOVyIAt4ZqXMbJGRLups13Vx1103cfz4GBwnhTNnBvX9BLwywilB\nh2x3cLCGj33sMi5c6Mdzz931U3lUOmKYiir19Cc+MQrb9nH+/L1gsS8+S/DHeyUopWHveR6OHr2O\n/funMTWVw8REcHYki8XQHqD8lpkl5MF9+xbxxBPXkUp5ePHFYW3ME8TL8cnq63Ies1kPn/zkJdy6\nlcPf/u1BnZpL4ECjnpF3ue9Qypwnn7yG4eEaLlwowPPSuq/S6c9zGQnyGT0n+P/gg1WYnk7j1q2+\nEGiVaaFRZz5pRBtv/foannjiMt5/fwg//vFAiI5KHnawe/dVZDJ1NBoxvPXWMDzPx61bWWzbVsKm\nTU288YaDb387j1Sqhq99zcLsrIEvf3kAvl/S0WVmShJ0Mdq4vGxhYUHR+DvfSWJxMQ7PM5DLKVub\n0VPKV/JEu91GsVjU+605zw884ODXf70NywJeeqkfrutieXlZByN6enr02uMZm3J7UaVSwY4dvfj9\n36/h3LkqvvSlhAaE3F+ZSqVCxzzm83mk02ksLy9rR0G73cbnP1/FmjVN/OhHQDyeRalU0pilr68P\nS0tLoVT9fD6vZQxB8jPPVPDzP1/H+HgMIyNBLRY6oUqlkp7LZDKJRCKBdDqNWq2mqzTv3+/ht37L\nxw9+0MKlS0Fmouu6oT2yhmHoY2O4NhipLZfL/8VI6IcGQmUYOhaLoVqt6tD2tWs2/vIvPbz5pgPb\nNpHLxeF5anPwoUMtmCZw+7aJGzdcdDoBIWKxmD7zZnFxEQsLCxgcHEQ6vR+p1Fd0qNwwgk3/FIKd\nTqd7+GsJjqO85qb5KzCMbfD9Fizrr+F5HmIxQysDCl96VmKxM0gkzsL3DczPfxbttoNYLKgEGI/H\nsbj4MSwtHUGjkUMsFhiv9G7KNC622+lkMDKijMyxsaeh1jkjpcF+QyAstCg0KJypdACgVuvBBx88\niXR6Hp7XA8dpaEGyatUEDh16CZlMRbfreQYymSo2b76qP1te7tHvogCPpogBCPVD9s0wDIyPb8P1\n61S0fkjQyTb4rFTiSthbOH36IQANeF4Svh948KN7NNgH/gQRYuDUqcO4eHEnGo08DCOoosb3Xr68\nGQcPnkE+X8XQ0CRu3x4KGXlKuQE//vGT8Lxw9VZpiEWNrXY7hpdffgLJZAWOY+L8+X24fHkrEglP\nVxKksSKVLR0NMzO9+N73nsDmzddx+PAZpNN1vP76EZTLPSgUKnDdcMEcSUu2u2HDddx//wl9FioA\n9PfPAwCq1TTi8XBUSvG/D98PNrOrefGwZs1t7NhxFevXT4D7M13XhGkG0UEgSNcKIiyqyi6vEyce\nxMJCD3zfw6ZNY9i3Tx3ZMjw8ibGxnDZMA2XvolhcxMjITpw+fRiO01nhdNiy5SoGBqaQTldx8+aO\niLEfRL7DxqKNTieG9967X/PPlSt3odXKYXp6U8jo5xUFATRKA6PSwJYt7yOXW0a93ourV1eHnley\nIhaKhE5O3oOpqYfhuq5O/UomF9Hf/yZcN4mFhcd0CjfnSHr8Ofeq2t86RC/HeRa2/UvwvLgotDGK\nVktF+vL5P4RhxHS1QCV3jsPzDBiGh1brWfj+FCxrPYAh4cDh2p6HYfwEvh+DYQCe9zQ6nRoAF6aZ\ngOfNIR7/BxhGA53OCbRaT2m5mcs9h1hsAa6bwe3bHwfQ7kagTZjmKZjmcWQyfwLXzaBe/9fodC6i\nWv0b5PMf6a6ZEwDk3kYThvE7MM1nYBhB6meQNfEjxGIj8P3rMM2H0GrZ2gut0qYrAHrg+98F0Ibv\nD8EwjsLzgmhgLLaIYvFVmKaD2dn1KJU2aJlHXpPVKCVoojEJALGYhyNHRgEAJ0/uhOfZur9RJxBl\nBdukEW0YBnbtGkOxWMbUVC9mZoICfxLkkPe4TumMUXovhuHhWRw4MIZYbCOuX1+jZRtpR0eLlDUy\nJcw0gaeffhUAsHbtHJaWCnj+ebX/Vb6XzxEQqohjQvfPMAz88Id3w7I6aLUCYMjxSJrItkgT0u/U\nqa2YmenB+HgvfD84a1MCAs4Rt5rwh+2Ojw/ghz/ci8uXB3T/5LtJE7Yp6c0oq+OY+MY3DqBaTehn\nyAdcA9GtHcxukPLrpZd2o7+/jlotCcMIpzbL90p9InktHo/jvfdWo9GwcP58v5aBQGCv8TmmtUq9\nzndMT6fxrW/txPh4IeScSCaTGpiTjuw/P5fFk557bg+UEz+oCMu+812MOPNZKfs8z8Obb27GxEQR\nt2/3aBnAOSZNCQzYLwJA8u6lS3347ne3YmRkQO/pJD/KSCfTMimjZaZQsxnHP/zDdlQqOXiep9Nn\nZaTRtm3tWJDAlk4HAPjmNzeiv7+DVisG0wzrGdorElCS52WUdGSkHyMjikfT6bjuO++TmV7sl7R5\n4/E4bt/O49vf3oGJiUH9Hdeg67pIpXwcPHipK7e2oFbzAbiYmspj27YStmzpIJVK48yZFi5ezHdp\nX8GtWypSyL2gLO5DkMaxzs/P672XX/taphtMsuD7QT0LGUVmO4yAGoaBarWKnp4etFotvPVWArGY\niRdfdNDpqFR0uYeyVqvpfZIsumQYBvL5fNdhnMaNGyX8xV/kMDHhw3Haek7i8ThKpZLOmpL6ptEt\ngLO0tKSPgPmrv0qhUACSyRjq9bo+5oUyI5/Pw3FUsaxMJqOfJcisVqv45jcTuHHDw/vvGzDNjo7I\nMo22v79f7y+1LEv/TYBt2zbeeaeEv/zLBM6fz6BQUI5LRtd7enq0fshms6hUKivq6pDHZTbPna4P\nDYTSW+H7KnUhk8nonPibNz3cvh2DZfk67YiL/+hRpuImu5URA8HFc9wGBwextLSEmzdvYvPmzUgm\nk9rLwIVFjyUXORea43wfgEpZ63S2wrJcHZ2g50xFNQODWXnJTWSzfwcAKJc/AtfdCssKvLm+7+sz\nfzxvFUwz2A8gPbAEorKPqs9peJ4L3w+nlgLhc/So8KUnNUjDC6ftKU9FD9QeKROWVcf+/SewcePF\nO8yXj3Y7junptZiaGsb8/EYsLcW6npWVFT75Xkkj6WmUEVvZT7l/gwJECmS5n4QCUTF/AqYZVOuT\nXmguThpTNNRk+8qbk1/heeT/nU4SN25swtatY9i+fXQFCA3+NmCaQfRZKloJiOQ81GoWarUeGAa6\nfJJEu6323FGJS7ArjS1lABi4fn0Lbt3agD173kdv7zKuXduOmZk+AOGiGhLYm2YLR46cwvbtV+64\nRl999SO4dm0D1DmdgXG3e/c1xGIdvP/+jq5xUcf27WPYsWMM+XxVP18u5zE6ug1XrmxCu53RCkrO\nMRVuMunCthWPXriwFzdubIFlGSgUZrrFnoDLl7fjypWtsKzw/j0ASKVqmJgYxsmTR7q8HK6caxjA\ntm1KKV67thus1Cc99LK9ICJj4Pz5I6jXMzBNpl8nu+eXGvC84JgnyafSG076s/2+vtvI5dQRNBMT\nu1Y8p/YqNWHbStbNz2/D1asfg2EE3nq170tFStvtQoi2EnzynQTGymHXA9/PwzDKetyx2K/BNIMI\nmXLY/TlUEbH7YFkPaV6UaYS+78FxrsL3p7q8fwSet/KsPmC+2xceIfN/IJXKoV7/N3BdG6nUV2EY\nDTjOEKrVx2Ga3IN1E4WCijbOzv4iHCeDeJwF3qZhGI/Atn8TlpWG542h2VRbIbLZ39F0ZyqumtcU\nSqXfRSZzDLFYkKlA5em6DVjW17t0/QRct4BYzBJeZB+e9/uwrH8D4Llum78AxwmcLJ1OB7nct2Ca\nDmq1tVhY2A3Laobkn5QJkveiIMZxAoCYSBhw3WAfnQSPUZmqaCyLCDHlMjAqgXBGAmUjZbHcv6y8\n9+i+N8gcoAwiIKF8ke3ws2o1qH7b11fGq6+qOgh8Vka6mPIq9yKSLz3Pw82bPd2+B+BVAj++V4JZ\nziFB3cKCi8XFtfoZrhMp0zl+qQ84NvWZjfffZxZPJ6TzpMyO7pfjWmRbIyOrQqCP88d3E3BFU6QJ\nDl3XxeJiDxYXe+B54XM5CYrIe9FUbOksBnI4fTqOVCoRSkUmzSSYjcq3QOZY+OCDoW774Qg1Lxnx\nZlSHNgn1940bRc1LpAPHwPkgL3PvHdcYo03z8wnMz68O0V72GYCOWAHQBjh5QdHXx+nTa7vzE9hc\nvI/PR+lBBwTHdv58X1c+B5l/YWe4EypOxLFIW2pqKoupqcCBxPvZJwD6mA0ZdAAQOgFAzjn/J1Cl\ng4M8x37xnSqAE8P584rvY7FgvXCu7rprFKlUG9VqEidODGrajI8rHbN5c0eDN/aDtr60IXksC2ks\nI5iWZWF5eRm9vb06G4BtkfbZbFZXlSUt6IBIpVIol8vIZDJoNIDnnnO6KbsqBZgZBI1GQ49dAnH2\nq1arQaWyp3DihNEF89B7y1W6r1pHLOnE+SMAACAASURBVFBERzL5jVFS3/cxOkqndiBzWOGX0Uql\nY3JIJBJYXl7W/M2syqUl4OWXMzCMoDZJYMsqect0cNrQCwsLeh+qZVlIJvP44Q8dxOMKoyUSCZ01\nyrTeel1lr9EBkk6ndd9s20alUtH3/LTrQwOhrVYLw8PDWFhYCKWKSdTcbreRz+c16MtkTOzZowyz\nd99NaGFD4lqWpc/2abfbmJmZ0eCUBCToleCjVqshm812F+QPu209BsuydTUraWhyD0A8HtcMlk7/\nE2x7Hq6bxcLCL8BxlEeL1XkBVnhthkpnS/DJyDCFflTpBaCDBnYbnhcWmFzsciHzfumVlh48wwDW\nrh3F/v2vr9iXx+u99w5jZOQueF5QSCGZNPQiihou0dQjXvK90ojid7KPHC/pQwEZjWBLb6Y0hKTR\nQlpTYUuASHrxb1mynnRzHAejo9uxdesYhocnumkmWd336FxFQbMU9tKQkBEj3s97OHbpdOD30WfV\nGJI4c+ZumGZQHVUqInp5DcNAf/8yHn74dRQKARCJXnff/R7m5wdRqShFYZoujh49iR07ruL11+/F\n+vWT2LlzDOvX34ZpUqmZuHFjI65e3YGZmUE4DveIhY8VUe0Fnvl4XIHXyck1OHfuCDzPRSrVxCOP\nvAzbdjEz04+33rpHPxM1ahwnhrfeOqp5UToYfN/H6tWTyOdLcF0T16+rfcSkLQ0AIEhjDfg5gatX\n94T4iu+I8qL8nJ9xvkh3ANi4UYHhmZktaDQSXQ+uH5IJiYQCbeXyEC5e/DR834RlBeX+DcNAKqUy\nFTqdXv0u9lsaQhIcqfFZANYBuNidhyEkEp+CYVhw3QuwrH1oNn8Mtd/SRCbzxZAMkka1SvNiJfFd\n6HTS8LzgjFw+Y5qziCx3NBpfguMUEY9fQiLxGgCgUvlv4ftWdz9NBwMDX4VhuKjVtmJx8TB4ri8A\nWNYa+P7nwDTkev3/AuAjHj+CZPL+rmxw4Xknu33tx8zM78LzhpFKrdwyoOj/HZjmAnw/h3r94zpN\nN9BLZQCX4bq/DmAevp8GK/wGQOMWslm1XWFq6knYdhyWFex5lOBTOgsoF8iHCoAFFTktywELt8ls\nD/Jcs9nU58ix7WCMlAFh543jOLqYjCzWw8gv9yirvrPPQT/5nQQoNNK4J4prtt0O5OW1a0OYnOwJ\ngVbKK/Kv/JsRA0kvrlmeayedsYlEYsXZm9TXBA6yHRq5cs3yb/aF9OSeMNJR8hD5ninZpIVcOxIs\nsw2+h7oucD4HuoXbhSS9ZDRNyiS+j8/LtSir6JIO0lEtDXo+S50kQbnkFbYj7RmOVdpnEpjxXaQp\n55s8KSOS/M2jKtg3zg2Pg5DvlbpS2kXSQUKbjMVoZMSZa5AASY6FxriUDXJe+D4VFUzpQAbblXqb\ntAmyKIK9xHxX1HnLvkg7gXsIqW9kerPUm4Zh6D2SBD5MwZTyiTzAfZSM0rLID+1vgkc6BWKxOvbv\nV9kbb7yxGa5rA1B9nJhQMmDVKheFgodKRaW6zs/Ph+zFdDqNnp4eHQ1ttVpYWFiAYQSVauv1ut4v\nqZxKC/pYE8uyUKlUNE2ks4JRasoO6Yzo6enBzMwMCoUClpaWMDQ0FFqHaqtRWs8diw8x65LzXKlU\nND+zGNHS0pJOn1eBq5Seh1gshqWlpVABrvn5ef1/b2+vBs2slmua6hzPQqGgQXYymQzJEF4EnEpP\nKkzCCGqj0UCj0UAul0O9XkdfX98KzJRKpTR/sM+VSkV/ViqVUCgU9HzJWgCsCvzTrg8NhJJp5KZj\nz/N0ule1WkV/fz9YRtl1XRw6BMRiwNKSgXPn2jDNILzNhQgo4V6pVLC8vIxms4lisajBChcWJ4jM\nqJj/JoARAIDrHofnBR4D13V1pJYTTO95PD6PdFodVl6t/jJsuxdAUJGTQpMLgRFRmasuF75UUhQK\nXJy+7yOfv4ENG05ibOxR1Gp9WtHxWQovIKyA+D+FkwJvNezf/zqGhq7BNO98BAAA7NnzPqamNqBc\n7tP0IuCUBi/fx/fQSSAFp/TsRUGJVJ78nnSiEJARVCmMJYCPgjUJhiU44fvIG1SonGeZDjs93YvF\nxSJ6e5ewZctlnD9/MCS0o04CxUd3rlIaNbwAhOaNijpqTETBF+eC/VXtxMAIaDTSpzx2VWzefAM3\nbqyH48TQbpvodGy4bgyuG4Pj2Oh0bDhODK0Wz32q4pFHXkF//wIA4L77TuvIJQAsLRUwOroN165t\nRaNBnnBX9Jd0l+nsSlA3UK1mcPLkA2i3XcTjBo4dexnZbA21WhqvvPIIfD84boCGBdtutRhVaIe8\n0uSNHTvUup6Y2IR6PQHLCkewaXxIPlTzZcAwzJDskKl10jHA7+lIkQZ2EIlpYe1aFXkeH9+j5yhq\nJCWTi2g0enD+/GehUmSD9Evea1lqLjqdol4P9GJy3mU1SlmtFBgEQWg8/htwXQOxmI9G4/dg2/8e\nzea/BQAkEp+GbW/TBYY4NulAcN23urQ+AscJR/rUmDwYRrjIUq32ebTbW+B5LWQyqvBRo3EEzeZu\nmKaiQybzKpLJq/B9C9PTn4XrBgWPlIFoaSOw07mATuclAEAy+ZvCK34RwDJ8fxcWF/8FWq0YLCso\niCNlp+OUYBj/0O3Lp+D7GSQSQeEINc/TUMOa6Y7EhmH8MRKJrWg0fhWu66JY/DYMw0OjsQXV6m4A\nwVlpUdkmjTnOv5pTtZabTRe+DxgGYJoBuCfvy0IrUn5SPpO3XJcyxNN1EIDgWAjpOJFnftIwVrKI\n/Q7WMPsj5R8BqNRdnudhaYkgDXjjjR0r9B3XjqRDlC5SdrKf0fRBRbdmSNZQf/OSUSbSgfqdBhhl\narQAII8moK6Ruo26nO+S6aUEv1HwIOUNzymU88nfskoqEETjyC/RyLGMLEv6sh9SJ/LYGdIrvC8+\nXKyNdJBRPs6V1LtyzLRzfN9fYSBzbMlkMgQOaQBLRyptJ6nXaYwHRXMCxzXtDNKBNIpu6yE9CbSl\nnSL7ThAhndmkGwMVDHyQb6PFkCRAZV/lepK6g/2RGTDS3pGgnn3hulVrVbUjI7wANHggv7F98rx0\nbBC0MJ2abfPdUft7//4LiMcdLC2lcebMYEhvVKtxLC/b6OlxsGVLBydOBO1x3WUyGV3ox7ZtlMtl\nzZOO4+hoIqNunA/ysWVZqNVqes8t8QSdGHT2kA48niQej6NWq2FgYEDPH9cxHXx04PD/UqkEy7Kw\nevVqEVVtaOC2vLyMfD6PyclJfW6q2vYXZCdR7kjb03Vd5HI5nf7KY2q4V5ZHw6TTaSwuLiKXy2n8\npDIcVV+YAUpbMhaLoVgsol6v6yg0ZRLbXVpaQiaT0VHVXC6HWq2GhYUFXQyJ9FTnva7CqlWrdJp6\ntBCRXOt3uj40ENrpdLrRzYxmmnQ6rXOJi8UiFhcX9ebdSqWC++5Tg3n3XRu2ndCLanZ2Vp9vAwQR\nx6WlJYyOjiKRSKCnpweZTEYLLekpomA0jB91DYy98P01MIzgKBcyA70+VB5qs/R/gGF00G5vRrn8\nYMgTS4XveYHhIz2rMpUimkpC5ameMdDbexXr17+OYvEWxsfv1wCU/QPCCkN6HKVCkt7dViuF2dnV\nGBq61h1vHO++exzT0+vg+w7UWvUAOHDd8NEBVNBSiEkvPAUo6c33835pvFBYBl7zlcYV26VykwYd\nL+mN5iWBngTE/I40kfuFeE847dPA5cs7cPTo29ix4wrOndsHwwj2oRAgRCMRfD9BgDQQpXKXz0he\nkZd0RkiFDyCkSMgHEoiyj/V6Bu+8c3eIftKBQA8wBdOaNZM4duyV0BEqtu3CcSxcv74Rly+r1F9l\nLBvg+WMy2iPnRzoP+N5EwsXrrz+MI0fexksvPYaDB9/C4OAMXNfEyy8fR6ORgpzuqOOA4yeYdF0X\nfX0LqFYzABwMD6vjSEZGtoeM+CiPyGiINKClspceePZFtheNesgow/DwFdi2g0Yji4WFzTAMhNY6\njTfLauLcuf8anU4WTDOX4FIZG8tdXimuoHcAPoLoBeWW+p6FrDbA9z8KwwB8fwy+v4By+Z8BqMIw\ncojFfkPLSrbhuq4Ggp1OCb7/fve9RwAEe2JJC98vIxYLygw3Gk+j0fgIfN9BOv0CYrGb8P0Elpf/\nKx0xtqwKenqeBQAsLDyOVmsQvs9U3mBu+NNuKyAbjz+EdPqwlret1mswjONoNP45ms0KWq2aTv+j\nI5Fz57r/AMOowPNWodF4HK7r6MIeXLOOcwPiuEAYRhmmuYxa7RfheT6AMSSTCpQvLv4iLCu6hz2I\n8EnDWBqmal0ww8eE41iIxVxYlgPf7yAWc+A4qdAapzwmiGRbgaEYgFCZpUFDXW5XoCFEWgPcGsJU\nUoT6KtdzNMIj+1ev23BdAyMj67C4mIdt+yGDVl7SAUvjRp43F91fKAvCSKed7Kd0CEoHqVzf7Adl\nAaOCcoxsWzodCRCo16XjV4ImCZwY/ZPOSMmPUSciZYn8m7KGn0vnqZSP0nnFZ6TzU34PQKffEXRQ\nF0hdR3lHHS91nNRJUWe6zBqgDUH5Jx3Esg21toOzM/k95RsjlaSf5GfOCfmcfCAjYrwkvUhnGeVn\nu5Sl8qg/Cf5t29ZpnGxDjolg0fM8fXSGbavq6ZS37LNM3ZTzxzFE50MCDtaVIJ2l3cl+SSAt7S2O\nRVZZplNBFrqhzdTpdJDNNrB3r6ob8sYb2+C6BhynowGk7/u4cSOJAweq2LrVwRtvGMhms9ppRYcE\n54rgrNFooFAo6Gq2MsuQ2+Sy2axeC67rahzBdVUsFqEydzqh8RqGgZ6enlC2ktyrKfeT8ggTXvl8\nXmdz5nI5lEolZLNZWJaltwY2m01ks1k9v9LpwnUoQXa73UYulwtFnqWs4hEs8lxO2gblchmJRAKF\nQgE8a5SRV0lfAnjXdXU7zECgvUDAyQgy+QkACoUCbNvGwsKCBvyUAY1GQxdyKhaL/8VzQj80EAoA\nvb29mjHpkSCijsfjGBwchGEYXfBn4sgRJTxOn07pxWCaJvr7+/WCYFqrbdtYXl7G2bNnkcvlcOjQ\nIZ1fLo2qAHC4MIwfA1BRUHUepxNSQjJtKlDO7yKZfA++b2B5+VcRiyU0YCUQlMqISoJ9lZ5dCnsK\nUkB5nQcHR7F+/WvI5ZT3vdnM49q1B/QikmksbEcatWFPaBu+n+wqlTYOHfoJhoaU0JibW4133nkM\n1Wq6K4CScBz2N9Ptl2qHwkp6s6WQJW3J9FJ5y70vFJZSiEqQT3qR/lLBSyNfpmFyQUojRSpBtiEV\nMYWdBLESXFNJj41twqFDp5DJ1LF+/RQmJoZDxhKVCwU7L7Ug51Eu5+G68RBwiXquJUgmraMAiGNg\n/6RBLnk1CkzuZMhIOsjPAR87d36AQ4dOgem28rp0aSfOnTvaNb47MIzwHksZGeDnEujRkDNNE1NT\n67BjxxiGhm7hyJG3sH27ily+/fYDmJ0twrYDA0oaSzL6w7XJcfb1zeLee8cwNTUI0/SxtNSD+fk1\nUAVtAtAoaRb1sPMeGUUkP0gnkTSIZD9lRNu2bWzYcAEAcPPmHqj93WocUWN8ZuYe+H5wniINS9JR\nOcAIQntCDh/2m/uCSKcg6jUP378EwwBisc/B8wDbNtFqne5Stdqdv150Ol+BYdwF0zy+Ym4VyHkX\ngAPfL0IVcQvvrVN9XdLz1W4fQL3+K90+LiCd/n8AAMvLT3XBtLovn/+PsKwa2u1+zM5+dIXDgX1R\n/TkPx1EpwanUb2lDQ4H5HXCcz6JeXw7JSSkPlOE3Dc9TfWk2fxmGkYDvd0J8q+ZwPrQGfD+LVut/\nAZCHafrIZJ7ttrEPjcY2+H5dpxBKJ4/cesG1HOW5j3/8TYyNrYfrmojFXOzcOYNNm97Ft751P9rt\nhOY9qctoTDByofijA98nqPT1/jlpvMrqp3KvImmt9Bm6cx+kfEue5TjkOqHMVp/ZqFTSOHlyV4gG\nvh/0ie+S80tjXzqtuKVGGq3sg++Ht2dIGkmHKI1CKUPJ2wSIXPsSOAEIgRwpk9hHGb0LeCUM2prN\nZsh4I005/ig/RHUo3xF1TvHiGOXnUrdQrkiZJ/cFSj1MBwffGXXURXWWlMkSTMroPGkRdcBJY1fq\nEOnQiAJeAjm2cSfdDSD0fo5T6v1opFECMlmcijThfDEll2OU2QYMXPB7CZRY5EY66PlMNHobdfZE\nbQcp38j/UqcxO0AWyJE6mTYL5558z3VDR0vg+GtrZwr54eDB92HbHmZnc7hwYRDJZOCE4zuuXYvj\nwAFg2zYXyWRW05TRP+nIYZaDPJc0n8+j3W5r8Codz6QlCwbNz8/rz5llyaJCzWZTF/7xPE9HXHnG\nJwCdFp5Op5FOp5HL5VCpVJDJZGDbNhYXFzEwMKAjkwyGeZ6n96MahqGBpOu6GuixXwSCBKaZTEbP\nCQs0kddjsRh6enp0O3Qy0ClsGIauDCzBo2GowBjTh5lybNuqkFEmk9E2BMfLyGqn00EymQydZR4E\nx0ytZ8i75CniLVY3/mnXh3ZOqPSyUcFQEVEwKUNLLabDhxPIZHw0GgYuXEho5UGPd7vdDu0J4ORN\nTU3h8uXLuH37dujcJamAlUI+B8OYge/baDbvg++rFIZms6krYrGqVmCwtnUxonr9YbjuttA+GE4G\nJ8txHN0/qUQJnKWysSwPvb0nceTIX2PPnmc1AAWAq1cf76ZPuqEUCmkcS+VAAdLTM4EdO97rLtLb\nOH78HzE0dBW+D1y4cBAvvfRxNBqqnLIUXjKSEo3yycitFKRSqcv7KHild5R9l21LMCgViDT6ZRtR\nMCyBvDSO2Ae2LcclDS8JeiU4dJwExsY2AgC2bx8JKXfSTXoa+ZzruqjXTTz99HPYtu08ePam9MhL\nutxJqUv6SuNVKkYJOiWwkrxFoSSNL0lLpcDbOHbsdRw+/O4dAajrmti8+QY2b74UMjj4N8cl11o0\n8iC9c4CJrVsvaroCwMWLuzE2tjU0/uhznK/od8oT2kB//xzuuus8AGBqah0GBmaRyy1pmklDMeq0\nkGmYEtRHeY9G552cB0xjBYB8fgG9vbMAgImJ3SuMS75LrbfgOIqwR9pHLjfSNYoUCG21CkKOBbSu\nVqvwfV/Lr8BB8nWovYFbYZqPaBDiuu+H5tjzxtHpnINp3hOSs6Szkt9vdsd6D9ptR8tYxSNu97yw\nye7/Q6hWfxeO43cLG3wdptlAp7MalcqTmr9jsQ+Qy70NAJic/Aw8b6UHPwDiMbjulwEAsdhHkUjs\n1XOj9MpDcBxlkLZaLe0cVHRr6Xubzb8B0ITvr0en80hIXvDMPSVbF8T8Wuh0/iVMc30XAF5FIqGA\nfKn0aQArK9DKMci5j86f5/lYWsrj+PF3kEwqvjx06BJM00epFERBCY653rhnkGdmB2uQPBauoyAN\nW8oyOomkLFe/g0go6ROdFxnNk7zI/998czvK5ZROc5NAkvqRa41t0bjmmqfNQGcy+xeVl6S5jK5J\nhyjHJvlC6r1EIqHTVHk/6cV1IB0UEvTS0CcQkH1gn6VBL+UZaSbT2sjPcqxS9qmofyu09qQ8ko5L\nGvZsl/aC1KFsg/2QclveyzYMI4iUSrkqnZtMU5Q6gfdQvkmZzisKyMnj8lxQeUnayAwDjp33SJuL\ncxjV3RLUU15IGQgEzvawsz9w0NCG5Lv4m8/z7Ef2UYJr+T5J60BuNUP8KtfInWwTPiezsgj6OW65\nHYkyhXPK9R7NQuh0OshklrF79w0AwKuvboXrBqn/fF+z2cT16wqwb93qwHUdNJtNVKtVTVMe3yh5\nsd1uo1aroV6vY2lpSWdPSt4ol8vajkqn0yHnBu3idruNarWqQSP3WNKpwQgkgFDRnXw+rx1njATz\n/fKcznq9rmUa+ZLv4hmhrCRrGGpvLo+qlOnr0mlAQMe1aNs2arWaTkGXAJ3Os1qthlKpFOJT3/dR\nqVRQq9U08JZpzHyX3GNPvuB5qK6rzgylPOrv79eOD+I28r90IP2s60M9ogUIPA2pVEoTnxtl8/m8\nnsCjR9WEnjljo91WEUIgyCOv1Wro7e3VyF16EWZmZjAzM4PBwUG9oFntlsxjWT8BAHjevfC8jPZS\nVioVXcVXpl8oI+pZWNYsPC+LUukZOI5SoKysxWcItimAmfMuBRcXMwCk0xXs2fN1ZDJziF7z85sx\nP78LhhGk8VBwSuMBCKrEKiBZw733/hClUj+2bHkX+/a9A9P00Gym8M47P4epqSGYZlDgSAGRoNhB\nFOyS2YBwWosEqhTyFAJSKUovOYWF9GbzotBkOpaMLEvFJN8lDRLSg06AKIiOAjTpuY86K/gzMrIN\nO3dexdq1t1Eo1FGt5rQBI41kLk7OR62Wx82b63H06DvYs+ciTp/ej6tXN8A0w3S4E7CWgBgIp9xw\nzJL20riVilZ6d9meLAChlBKwd+8IWq0kTp++C81mCs1mEq1WGo1GAu12Bq2WBYDe6ZVRcF7su9zf\nIx1IfGbNmmUUiwuhZ/v65rF//7v44IM96HQSuo8yOkAekUo/4Jmw92337vPYuPEafvSjT64AmqZp\nrkjpkrwiAamcm2gkWl7sE+8ZHv4AADA3N4xOpx88toaOgcDREXjr+R7KCsuysGnT86jXz8K2VcQy\nmVxGX99/xsLCx+A4fdoTTnpID36ncx2JxI+6Pfx1tNsBOHXd9yL9vxuJxJ+D59FJhRasi7e77zkM\ny7JCRwwEYHERnpdGrfZHcN0UAA+WdRHptCres7DwK/D9Fkwzg06nhr6+rwEASqV7sLS0Bb4fRLro\nnAy8+acAnAFgIBb7jZBjjnMHBHt7JBgJFOVNtNvqKBrD+BwMw4bnNUMF7IIqlLOaPobxe7CsQ3p+\n43FW1T0CYAfi8TC44RqOGq3Sq8z5j8fjuHJlHQ4cuByaE55nyYsAgnKARgX5KSi4w0idF4oikSbS\nIFf3hZ0zai4ZCQwAsByTBEiMMBFs0dF85cpwKAVYGv9yzuR2BI5JAnoaX9L5JI/akO+QBjMvyk7y\nA9cb9SWNf5luyM9llFbqPeoYfi+fp3znHEugRmON0Rq2xTTVKHCQjk4JDqIVcMkf/F+eiymdaFJX\n8Dka8tIJQTAhbQ3JB9IxSpuBa08CXQYX+H5GEcnHMouM8y63NLGvEhgzqst2pQ6XFfFl9CjKd9LB\nINeUPLuZAE2OVfKc53nalpXzyHFG+YUynfqFdgNTUAmepL1E/v3/iHvPILuu60z0O+Hm2Ldzo5ET\nQYIgSIIQSQkSgynJQ4qyZQVrJAc92/XKZWtmXhrbP2ZKHo2fXrk8NfUmuMZ22WNrJFvJojSSZVkJ\nDKIFEhBJAERqdDe6Gw10vn3DufGk9+P0t886pyH51yueKlQ3+t5zzt5rr/SttfbapCPXn+W/MvgS\n6KO+svPkeWYXCYD5bJa5S96UvMP5km7MRCaTSTzyyFXouo9bt8q4dm0A7O5KPuXcZ2cDPi4UfExM\naKhWE8jn8+qYEDa9KRQK6ggS2USJjYpoAzqdjtpyB0A1/GHToVqthnK5rPQR5Yz8wb3IPIIrn89j\nfX1drS+z8+RjZv4ymYw61YN0Zpkrx9tsNmEYBjY2NlR2lmtmGIbKTBqGgXw+HylFbjQaqFQqahxc\nEyn3xEvcapjP55WsEmfQHjabTQWmV1dXI0e/mKaJSqWCxcVFxQsMXg8MDGBjYwO+H1RK8B3kZ+4v\npUwVCgXF84lEcPzmT7veMhBKdK1pQS234ziqexSFutfroVAoIJlM4MEHg6j/uXOpraxSG/l8XnWG\nyufz2zaiO46zxdjLWF1djQgwFzLYH9SGrgfdGX3/Z1TXMxKd6XAqn4BJ1pDLBc2I2u2PwveLcN2+\ncrLDaJmNXO5NNJv3KkXQarUijMSoA5nKsnJ49dVP4OjRr2N4+JqimecZuHbt3Wi3OxE6UlHwGVSQ\nVOau6+DRR3+AbLaFbLaF8fE5AMDy8k68+uqTaDZN6Hq0qyfHwjGTWYFodJGXjHrEAYZUXvL7fJY0\n7DSuEmADUEqQClRGxiWIpABKYCDnI3+SF6Si5Jj4LrkHhO+u1UawujqIkZEN7N9/Fa+9FjYoko4c\njZIEExcvHseBA9MoFCw89tjLuPfeSzh37n4sLIyBDXDiYI40koaPRoxzoNMHhACVClRG8qVTR8Mm\neSb4aeCNN+79icCSxlPOmYZURsjlxQginQXppGqahn373tx2Ty7XwtLSGLpdE2z1Tz6XdKbzJ/kK\nALLZaKdn19XxwgtPoNPJAQj3ArGcRRpwmdWQfCKdG+oYSXtJ80C/NOE4BjQthV27ggzv/Pw92wAs\nHSOCRxmc4rzJ2+32GAYH31Djn5z8azSbB9DtlqBpYdaJdKEDGOw1+Rw0zYPn3Q1NewimyXEvAQiD\nXonEo0in/xD9vg7XDYM3dEKDtZ9F0CFWh+Mch+t2laMoMy+mWYVl/St0OkNwXRuGAVQqAWBrtR5E\nq3UEo6P/DWtrv4hS6TSSyVW4bga3b/+cGo8sRwvlHdD1v9zigffANPdHeIPrwyYXMistn2VZ/y+C\nY6qOwvPeDk2zImsMyIYoq1vP/gg8793Q9evodHbDMM7DNC/A9zV0Or+osnqSX+gQM+ocz/jwe3R8\nV1bKqNezKJXCFvc3bw5HdBZ1lKyEiQfTAn2qKBlpOiMDUNTbck+aDO7ZNnkyev4zn8P3yVJCaQuC\n74bOkwRc4TuiZedS3uUxC5qmqYYe/I4EO9Kx5/tlQxw6WbI0kc+Nl0+GfGwqeaKditstWTpPutKG\n0rnnc+LVRsyiSP6UgElmOQFEGtBIPR/XxZR9GbCWfCnfSdvAbUjUb+Rn3iMD6yxdlGBWypfsNg+E\ngRPSR45V0poghxftoNwHybXmcyWwZIMsWWFA2SPQlOvGz1kiKUG6ZVkKjJAu1NVAqJ/S6XQkYE+a\nMoEhbTn5UYJzrjkDEDLbTxpI6z+umAAAIABJREFUv0bygwxQU4Ykj5KHCET5HdLCdV113IhcQ2nP\nuZ4SIGuahsHBGu666xYA4PnnD8IwTEV3rjH9p27XxO3bBiYmXOzc2UK9nlPztywLpmliZGQErVZL\nAetGo6F0lG3bqFQqWF9fV6CfpZ8Equ12G9VqVf3N8zxUq1Xouo5cLqdoXqlUVGawVAqPOsvn86oc\nmaWyBHLUFdRh5DnSqVgsqmwu9RP3dvZ6PVSrVZRKQfUS95DKHjkyM8u92Y1GQwFVWa5smiZKpZLC\nRKSDaZrq2Y4TnI1KnmEmmcesMNnWarVUco4Ak/dzrVm+XK/XFchlV1wCYu5pZRLwTnZOXm9ZOa7j\nOGoDLzstkUiGYSCXyyGXy6HX62FwcANDQz4cB7h4MejoNDAwoFr/suxMPptC5boO3vWuy5ibm8PC\nwkIk2kOh9Lx/hKZZ8LwcLOuoimQQMLJch+DI8zzkcn8JTbNh23thWY8BgIoUshQgMMYaJib+Foax\nGFH+MtMiHYDgbz527nwtAkABYG7uYbTblYjSosGkcfQ8F8XiakSJ3nXXeYyPz0eedeXK/Th9+r3o\n93PbOoMCYUZJRnb5HelY8N2yJEaWloQ0DgVXGpso+AnHwGcD0WymzB5IR4FRU2lkqRyo/CSPyewZ\njRZpKt/NOcixeJ6Hq1cPAgAOH56BpjmR5/L3O9Gt10vjwoV7FK0GB2t4z3tO45lnvofx8dswDAfB\nObXRM9Ekf5NGki4cq7zixlb+i9NRGsG4gZYOs6SdjMZJhy/uSBGYSDrw3QCQSnWxa9dMZOzXr+/D\nc889g9u3xyPjjwdayDsyc8grDkJfeeVRrK+PRNZJgnXpDHP8EmTzOwAiJer8KTOWHM/AQB2nTn0L\nu3ZNIZXqod9P4datfTEwFfKWdPr5eby8vtUaQ/yqVh8DszvyuzIAommzMM0Xtmj/q/A8XwQswlJc\nTXsXgD9Av7+dr6Sc8/xN3z8C389H+EZmlNrtt6PbvU85U+n0d5BM3oTnJbG29iH4fg/Z7HmMjv45\nKpXgiKzV1ffDcYoROkmHOdi78waCDr8GTPPXInpH3sO/86csGfa8KfR6fw8ASCZ/G7puKIebvM33\nBry3Csd5BL7/a1vv+CMAr8E0/2rreY/D83YrGsnMPfWU5CXJu+QFflfTdExPT0bWWZ6dKB1wyqAE\nYBx3YGuYHQmew/vkOMkLUh/w2cE68BlhplNWs0i5pkwFdE2qz2n34mvEdzHjJPVUXLdLXSSrdmQA\nmzwi5Zl/IwAIfYRoMxryCt8n30n5onNJHuHFMclAqcw8y7nK6ijqDAkAODe5xUfKtHR+49UYcu1l\nEFL+pIMu91/eSWY4Tq6LLBelo85ncixST/D/EiwyG8QxyoCfDGRKwBoH95RTKfe0Z7Q5vGTmk/Mj\naA39rjDI5rpupKpO7q3juEhLKYuSDnfKenOMMlgmaRXXW7zk2khdIfmW82NghXTifTIAAiCy7pxD\nMplEuVxWz5R7q6V88/gOvv/tbw981fn5ESwsDCi6xQMfpPnMTMBDR48G/2e2jAELz/NUhlHTNJRK\nJVWR6Pu+KmllpQXLY7lmuh7uVWSmkeeJEvDxmBJZNcnAVj6fR7fbVQkjy7IUICQvkm8TiQQqlYqi\nB/c/8kglAsVut4tGo6HALjGQvBgEYGaSF/U7dZq8WCZbKpXUGnKdGFiQuoJ7Yglyy+UyMpmMmjPH\nwW7BpEc+n1e4iCCdGI1Z4VKppMbNoGGhUMBPu96yTCibZhBEkSls21bn1QwMBEcPPPposKiXLpmo\nVm0VvSkWixGgBEBFwMj0xWIHDzxQw0svTWN5+V6Uy2XFzCwDNozAMev3H0Wn46BUCqNDsoNVpVLZ\nqjt/BanUOQBAo/EJmGYSuh6tAZfZPM9LYd++v8Dly58EkFNKkxkYQBpUFwcPfhc7dwZn292+fQzp\ndA2ZTB0zMw9HnF7OIWBaDWNjl3DgwI8xM3Mc1WoFiUQCpdJN3HvvK9vov3//Zdi2iWvX7kdwBmF4\n6DWAiIHlvOT5VvK8Ljl+INzjQcVHxSyjypyDBENcPwnoJOiQgIv3ULikMxY6XtHD6KXClhlYvk8a\nGc5JOmJ0ugBgfn4ver0fI5PpYteum7hxY3fECeC4JLjj3y9ePIwjR64hlwvpNz6+hqefPo3gHNbw\nzE3P0+B5uvrn+zquXNmPixfvixg+RsI5vjg44rulc8nPJU34OZ0/ggmZMZWAS2a8JOiWWbhQDqLH\nq3Ds+/Zdh2G4W7KTxssvP4z5+cnIHOR4paNMfpNOAT/LZEL6XrlyBDMzh7Zl46WT5vu+0kHhsR3R\n0lauqXRiaXzigY7A+WyjUlnBwECQQVte3o18fhOmmUCjMRRxlGVmJB4goVEHsA2E9vsVNBpHlRPO\nyKucRxAc++IWX90P170XhqGJ71zYAijvhq7/HnQ9ur9IZnjCNfgRNC3YwkDjLbMxYfBhAEEJrgFg\nE4XClwAA9fozAEaRSLwOXbeRzQbnp/Z6w6jV7obvh9UhfC8dWF0HTPOzW3z7DJLJPREelA409Zrk\n1RCQ/lcAgGm+HYnECVjWZsSB55oG9HfhOBX0+/8HEgkfrtuBad5AOv3voWldBOebfjQyTjpeceAg\nK1+k4xrn6enpnXjwwaAkd329BMsyYRi6cv4pV9zjw2dKBztYC4L36PnCfKcMEkk9K4N/QQOycE8o\n6RKXDcm7dwqeMYMnZTmeuZcBIv7j37kni3t1qbf5TMq2fBbv4Xu4VYVrxCwqaSKzXHI8nFc80CMD\nqvI4DAaGJB34uax24NEOMiBBn4g8FOcZ6gRm2aStkQE6mUnlWHgPdZdcf+oOSUtZQk59QgBL3pb7\nfEkn0lzaD2aV5N/jAFRm8mVwRepfnprA5ifcW0delKCBMkfwC4TH8rCRoATblBvJh5wb6Ue+ou2V\nJcd38kvkXGUFDXlbVgFIunNM1OXUJ/IYIs/zFCCQmSvOT5Zre15Yah4HtxL8yblyHrRzLHFOJBKY\nnKzhwIHAvj3//AGli2QFHedJWk9PGzh1CjhwINw6xk7k/J0lpo1GAwMDA0gkEqo5DstNmQWlDHH+\nPPeUa7OxsYFSqaQqsrLZLGq1GiYnJ9WWP+pR0zRRKBRQq9WQzWah67oCeq7rquwhGwmxlw3nyBM/\nqtWqWhva7kqlgmq1qsAnq3R4tqbcRkFe2tjYiKw5GyPx6BfqaTZE5ZmeQAAmg2rSJNbX1xV2YmOl\ner0Ox3FUNQOfRV4sFosqO7u5uanowxLodDod2f/OTrkE/cw+/7TrLcuEsmyBDM/o2sjIiFpcArRT\npwJBOXMmbMWtaRo2Nze3gFZJIXuWTdDxOHAgeMbddy9gdnZWpebJaJrWhGkGgNLznkQmk0Gr1VJl\nXBRoXde3Om11kE7/GQCg1XoXOp296l0y40MnBwBsu4h0eh0HDvwNeMaajLAz8uH7fdx999cUAJ2b\nexRXrrwPGxsHcfXqUzCMIAtMhg7o5mBy8iyeeOIvcOLEt+E4Kdy8eWTruRZOnvwHxBvLNJtlTE0d\nw8LCAbju9jPL5POZbaXRlpFGaTClAyojm3HHkLSk8pPGiYpdGmyOSUbuJbCVz6KiZ2T2Tk4QL2mo\n5fiksyHBo3Qkg/VNYHp6HwDgyJHrkXsk6I7PN7g/iddeO7ZtTN///qP48pd/Fqurla37PSQSLlIp\nG5lMD7lcB2trFVy4cE/EUeaYqATjIJPjko4RaRpfP+lIkp7JZDLiFPD7MiJOmkqDHc8SSDqEkV4f\nhw8HUdS5ud34xjd+XgFQuX7SEZJgWfKNzOoCrjpSZmlpDOfOnYw4BdIA8/l0RKQjJPlC8rWkORA9\nUojyHGTruAcomMeuXVN47LEvIX4mr3Q84pF1mQ0KnL2JyL3r66eg66biObl2vB+4gmTyLACg0/lo\npJwuoNslAM9C034Pmmaq6g9Zui31m6a1AASdfnu9+yLz4PfulIUvFr+AoBnRCDY33w3HcVAoRCs+\nUqk1HDnybzE4+ILiszg/pNOvQtdvAEjCND8RCS7IrGf89+jexzfgukE2N5v9pHLquN4stSKdbLsJ\ny/pddLvYii7PQNM8aBqPLkohmfxvyGQ+C9OM7huT6yudS/7jGsu/2baNtbUSNjdzAIDFxeFIgEHq\nJgkwqPsoi8F8qH+iGZq4bpVBN/4L14A86EfmIOck72cGNFjTVKSCRmb1pP6VgUXKkgTHfE882CId\nPTlu+Rz5Han/qBv5Ox04+V4+V8oh6c5/8QCZBOgywECAJIMlDOhKYMpnEOzL9ZL6j5kpGQAgXWR2\nW+oFGfyN62gZ8JI2Xs6btGVGTAafAChgyDWW35E2UmZoSBsCRVmuSn0sg1EycNBoNCL8H/djHMdR\ne1zJCzyjXoLPeGCEv3NOcj1lsEdWYwGBf5vJZFSWLg7wSBsZBCJ9yb+SvpJG9EtZUsn3x/dOE2jq\nuq72qUpwQ30oA+x8TjwZIPlErrHnuTh1KthmMjU1jpWVkir9JE0Y0PF9XyVo5uYCX3b/fge6HryD\nDXGYoaV8MdnE9ZZBIZllJ5jKZDIol8sK8DJjp2nB1r/h4WG1Lmtra6rknWdj9vt9rK2tKbq5roty\nuaxkjzQK7YKtQBnfRxvCvajLy8vQNE1lGKnHkskkBgYG1Fpz/TKZjFpzJs4KhQJ6vZ7a+8rSZWYp\nNU1TvWioX3K5nNr7y3NAyTeB7S2oLDL3r+ZyOTUGTdPQaDTUHnxWr3IbJDPYvV4P9XpdBadIq1Kp\nhH/qestAKI9gkaCPwkqiAcDgYAe7dgXM/+Mfh22wZdan2Wwq5uYikMkOHgycwAcfXMfq6jJu374d\nifx53g8QNPkZQbd7AIZhqI3KFFg+GwBSqa/BMFbgeTk0Gh8BsH3fliyj6HQ6sO0gHV0sXsX4+N9F\njCINmGH0cezYFzE2FuyNu3793ZidfRK6bmBl5SGsrOyPOBjJZAcHD76Mxx//E9x772lksw14no7z\n55+A7wOGoeOhh76PbDZgkm43g6mpY/jBDz6Eb33rI7h8+QRarVIk4kejJsGDjH4C0f2J8vu8GGmW\nQCF0hEJAISP+cl4y4ibBDI2pBJhAFExKoCvHJB0q+S75DK4f5yAVsMygykjp9euHAQATEyuoVMLN\n1zSAfK4E7HzutWt7sbkZFdATJy7AcUx8/etP4dy5exF2tAyv3bsX8bM/+wPce+91lMthlliuS3ys\nEvxRiUsAF783HpUm7SiffLbkHRpLGRCQTpF8pvz/6OgtpFI9vPDCO/DCC4+h389GxhqPoklHQ/Kj\ndJY0TUMm04Ou+2g2c3jxxcfh+3rkTC05L1lmJPmG2RMaA+mscA6kI40gn8PLNLe3Jn/zzcdRr49F\n3iXXS/KhBMccp22X4Thsi55AtXoyAgBkcIX0yeeD7GO/fxKed1jNL5CzBnz/JFz3k+h0usoJkCA0\nLNulXngVwd7SClx3T4QnQuAbzaQlElPI59mM6J8DSGw5H5cidPA8A/Pzv4LV1XdFygFp2BIJHdns\nF7a+/T7o+mgkGCOBI/eCSicuWEsbpvkXAIB0+mmkUkcVX0gZkrrGcXLo9YoCNN6IjFvT2tD1JbTb\n/wy6Hpaf8if5JJxnyMNcc5ktCZxeDdeu7QAA3Lw5otZNynScf+R+vtBRpkyF3cil4y0bujDoZBiG\nkutgnBxj9NiSeCAxLotSz0o9SOBEWUylUspB+0kBSwmapX2QwEqW/srzQ+nk+n7YEVbaBWYTZSmt\nLIWP60hZJcGsIMfNn3EQLG2ttJPxQIvkQ6mrpS2Vdo3+jCwTlEE06iZ5nng8eEB6kBZAWJ5KHpFB\nS9JA2hnSP74lR/prpLP8nDwiM6e0oXRsJd2lfQl0QlhGy/lRJ3PuBNd8p1xXGViUuoZnJVKPMrsW\nl524jLOiRoJpmS2TtkPaVY6bfjD5m4ERSQPKmgwGM2HAz8if/L7MrDPzxmAR5x4vv6bs8T7ys6Zp\n2Lt3A5OTVXge8Oqr96i5yPvkOnMf9uJiCo4DpFLA5KQTAYycL/fnlsvliCxSXxIgMrhgWZYKHPIz\nJp0I6izLigTBmIGs1+tqTQjcZLVfvV6PyKCu65HzQpnBZaY2nU5jaGhI0apYLMIwDJWVpN7kmnue\nF+kebRiGyvJzzIFfk4FhGKoREI+p6ff7qkSZskeaUj8UCoVI9QCPipHj5fEwlUpFrTGxFDuuU5dz\nL2uz2VRjo7xKfyhechy/3rJyXBkVyuVyanMsF4IlBCdPBk7Q1JSGxcU+bLulUsmM7DDKIxUOM6kE\noZWKg1zuGi5evKjKfANBPA0AsO3H4PvhMQ1kSEYQAqW1gmz2OQBAr/dxAGVomqcUtoyq0SgEG3zD\nRRgffx7t9g6srR0ViraGw4c/i2LxNjxPx5Ur78fq6r1gt9p+P4FUKvg9k9nEnj1nMTFxHsH+wfCa\nnj6JVmsQhgHs2/cqBgdvYmHhEObmDmJ5eQd8n2VcHdAXkhE0Kn+OnYIfd3pkZFYaEemgcx1kGSyN\nAA2QVFZ0GIBo0xD5OZ1ZjlOCSjk2+X4qHOmQ3wnEBDwQ7iGh4aWCl5Fa3lOtlrC8PIKxsVUcOjSF\nM2ce2OZISCeGiiT4l8C5c8fx1FMv4PnnH8bJk2+gVLLwvvf9AN/85pN4/fV7cfPmDjz22D9iYKCx\nJTNBqe7ExAomJlZw8uQrWFsbxsLCbty4MYlaLRcZo/ydhkA6gVxrrqMEP1wz6XhIkEYe4MXGJHwu\n3yvpJZ0VOiaFgoXnnnsfOp0cPM+F64bOkXRO+H7JM9IRYXkTS8VSqRZs28QPfvA4ut0UgKiTych8\nPMMbz3rIyDHlQGYJSA/pNNKQB058dF/q3NzdmJm5C4lENIhCXpFZCdngJb6W7fY4isUb2Nh4EI6T\nhev2lKMijb7neSgUppFKXUTQNOejYNfCkOdN6PqvQtOCtSNooyMlaRJ2CTwDwwBs+374fnS/mZTJ\nMIjjI5//cwBAq3UcrdZRuK4DTashnV4U9M9gbu7XUK/vhefJ45hcaFvn0OZyP4Jh3EZw3vHHIrSn\nHeA6UF/IMjXf95HNvgZdvwbAQDr9m4quYZlu6KxTTqTzGRjwucjaet4o2u1PQ9cHFX9Ix4nP42ey\nezkQBuTI4+S3qakJPPTQdSwuVpQjRNpyDbmemhY27JFR+1BUo/vMCThklpJOSjzwyNiKpsnuyGHm\niXwvAynyftKB5W8EbTLzTKc1DkLjY2FXfKnnuD5S18l50E5TpmR2TvIt14GZAzrs9Fmoh6TOYWkr\n6c65scEHAwPUNVx38gj5jWvI53OMvh82UgplJQpUOX+OXzrRMosV16tyHWSptNy3yHHJxjz8G8dB\nutIRpy6mnZBl8bJbtfzJkkyW0fO78r08hoK8zffK9SZtOW8JxshHpBWveLBL+pTkK+nL8HdWwcjs\ntgze814ZnCGvkz+kbqI8y3LzeFBe+lH017LZrCpNlUEYAjuOhc+Tvi55mQCWAVh+zvv4ruDMzQRO\nnQqqWC5dmsTycgqAq/xyrgXpQzDEJl3z8wb273dx4ICLqalgbdvtNnK5nLI1hmGgVqup0nn62OQF\n7r9Mp9MYGBhQvM59kKS7ZVkKdDGzl8/nUa1WMTw8DF0PSm550gbPnc1kMirbzI67LKelDuFakF/X\n1taQSqVU51x2k+U8uN2QTU+pc7LZIDvMjOzAwAA0TVONjjY3NzE6Oorl5WVVWcKAD0uMLctSGUwe\nMWNZFmw7OMIpm82q/Z9snMQsbq1WU/qIepF0lGeb8qhKwzAwMjKCzc1NVf7M+QOIlDL/tOsty4RK\nxUQkT0eWE7QsC488EgjemTNB5GNgYEAJCyMJlmVFojmh0etj9+5QyRw/voypqSnMzs5uLfwCdD04\nm7DbPaXe6ziO2sAsHcNi8X9A0/qw7T1ot58AEFUIUjExOhcwSTTjtWfPl5DLLW0p6XXcd9+foVi8\nDcdJ4vz5j2J19V71XRmxMwxgdPQ6BgdntgFQyypjevptW9/rotcr4e///tdx/vxj6HRKGB1dwa5d\n09iz5xweeOAsHn74NMrlDSXsssxIGikajngmUmYN6Cjc6V888sg5xY0P3y1BjgQIcRDHv8mo8p3A\nq4wcS4MjnTaptCUI4HP4NzlWfvfq1UMAgEOHbsAwnMj44plBaZQA4ObNnZie3ovp6X34xjeeRLud\nRrFo4ZlnvodCoYXV1TK+8pWncP78Ifg+cOvWCL7ylffi9dePoVoNSjKGh9fw4IPn8MEPfg0///N/\nh+PHz6NcrgLY3hhJAjgAEedBrj3vyWQ6OHx4dlukm3OicZOlPFIG5dpJ8CbXcmrqENrt7La1kOsK\n+EilouOP8wLHRp1QKPTxwx8+ilptSH2fPCsDJjITL+/n3yjP8nfKgOQJmUmQ/JhMhiC0VhvGhQuP\nQ9OiWSwpQzJDIR09OeagnGYcALCx8c7IXMhrXJ/gXNEgC9rtPop+f4eaGx13wITnhc47P2eHbzoV\nATj9c/T7XRhGsIWh17tfOYISiJIOHFc6/V2kUgvwvARWVz+s6J7Ph0eQ2HYZMzP/Eu32oUikOKBj\nHUNDP4Lr9lAo/O0W7X8OicTINrmXQQ7qLAnKfN9BpfK1rfV+P5LJvao8iXIhA2t0ZDi/sJJgWo3d\n90fQ630Gpjmh9vVQ/qVNkEELGfiRPCzXWtd1rK/ncenSTlhWqDfp/PB3mbGXfJVK9baeK49osVEq\ntSMAMs43ktfC8kvKWhCclPvtpKNLPpaBCAmUqWv5XpZuyuqRO2U7aU+SyaTadyXnKr8nZZoX11Hu\n8b6T/uPcJf9I2aJzTbpL553fZwkgHXCCDK4p/RVJazlHIAROEjjIDDazWHK7BO+XvCHtmNRRUndS\nPgCotZAVM7wkv3AMEvzJY64k3eXYuA6S1wlaWWZLUE46UV/Ifb1Sb1LW6JAD4RaJ+HFVstqA2XjK\nIv026ntJP6mX+W5Ju7h/I/mdNJXBQcoF5yWrEeQz5fykrpf6iMBcgghZoi/5T8qCpCPnLuVP13UV\n7JEBuEQigQMHbmN8vAnH0XHmzGG1hnwWfWhJR47B8zxc29qFsXdvT2WYi8WiAv8cp5QT7nvk2BOJ\n4GxPjok6iyda0I6R34Bgr3WhUIBhGBgYGIhUUDCjKfle0kXqLK5BrVZTeo/ZyXQ6jWazqZoQ8VmD\ng4MKDFLW2HeGoJSBLq4ZG6+SVwn2SCMm8aRPQl/Ttm2USiUUi0XVsbbf70cAJ7OzDHpT1hwnaJwU\nbFsMs8cs15UNXkkTWc3KbQb/VCb0LQOh7XZbZC1SW05vRgmcruvYvbuIw4d5PmhGnYfjuuEG2Fwu\nyP7QSZAK+fBhH7TxjgPcd18DjcZtzM/Pb7XBZqfIg/C8HYqYLAcm8wdg9DWkUsGeqvX1j6NWa6oD\nXFmLTuJLoQuUYrQ7VLV6H8rl88jnl3D06J8gk9mAbedw4cInYFmH1WJTMYZRXh03bz6CGzce2EbP\nCxeegOvSSU5hdfUu7Nv3Jt773v+O97znr/Gud30djzzyPTzwwI9w5Mh5ZDJtbG4WlFBJJzhe9iSB\nC68gUmygWKxHItBSsfF7XFNZdiKVWpDpi2bZ6ABQMQOIOLvS8Qyy4U0YhhXZtxoHsPKiAgOCyH4q\n1cLw8Ap45iUvvo/vokNBXpmdnUSnk0I63cf+/YswDKBcrkWceekgRyPSPl566WHouoF6vYi/+7un\n0GqlUSy28PTT30M+b8H3kzh37iS+8Y3HYRguNjbKOHfuKL761afx5S8/i7Nnj6s9pIODNZw48SY+\n9KFv44Mf/J84ceLHSKctwT/RcjjpaMpysUymhocfPoNf+IUvI5erImyUtH3PKOckHTnpKPP3fH4D\nth1G+zkWGW3nOONOxuHD1zE6uhhxXOR9MqPAZy4tjWBubo9SxhxjOu0jm21F5i/5SRpqaTBJvziA\nJV1klFlmhghC+/0UXnnln8F1w9JfGSyhw8H1oePEccmMkO/7aLfH0GjsR7s9GlmDcO9YZytyexGp\n1DR8X0e7/WE1bpYttdttZaQJNKl3mD3s9/sqGpxMfgWZzL+Drtfg+wZc9zhcdxO23VF0kBUVQXS4\ngXI5AI71+tOw7UG1Jul0sP2g05nA9PT/jl5vQujNMAubzd7GxMRzGBt7DoaxBt/Pwvc/HJFv+VMG\nPmhf+N3R0fNIpZbg+ykYxie2gSUCWMo5aUMeDwKmHWjaja1nDqLf/wyAsQhw5jlrACJBU6kj5bvj\n8kXHU9N0/OM/3h0Bi5Q9WW0hZYDr8OCDN/Hss6+iWAyqKUZG6vjYx36EvXuXIs455VU60OTnsHwX\nSl9KWeFzpG6XDrasOOC7+B2OlTIhbQ7tkPydGbBsNtgnL3W9DBTwPmanZIAklDkHAwOWei+dWMlT\npKmcC88z1HV9q3u/BSAsgWOTD2YQZJaZgW3yF4FCPt9GKhWCMxmEkfSQ/CPBUjCeHkqlrrqHMhTo\nodDJlEECCU6DOfsYGKirMXM8slxS3sP15984p4GBFjQtuk9Ulo8yQ8Y1knSh72GabSQSjcieX2ln\neEkeICBjOWUyqaNSaSvALHW51LlS/un8y3Neh4db0DRfAW32NKG9ittA+jykS7CnroFksquewTlI\nPcdyS665zMAHGXUPQ0N2RBboWxFEE6RxLPSjQlnzUS7XI2BOrhNpRZrSBkT5xsFjj80CAM6f34Vq\nNREJpADR7rt8j5S/y5eDn/v32+q8TPrS+Xxe2cGNjQ3Fbyw51bQg0xec62libMzF2tqamoOsWuI5\nrwxoFAoF9ZnMfo+P95BIhN18OSZiE+mXcL9vo9FAPp/fOurRwfCwg1RKU11kyR8sKyYt6TskEgl1\nFGVY2dlHsRh8HjRC1VCv1+F5QckxS2Opl3jETKFQwMjICJrNJgAHY2N9Beo1LdjbWSgUMDg4iE6n\ng0wmg36/j3o9lPder6dLDV+RAAAgAElEQVSqP03TxMSEg1QqbHzENSqXy+oomUAfZ7G2tqZ4nTwp\ne/v8pMv41Kc+9VO/8P/H9fu///ufojIjI5ERuECe52FkRMPIiA3X1fD5z5tw3bCMho6UruuqdlzT\nNLWPSdM07N7dxg9/mEGpBJw9m8ZnP1tAKqWh2dRRLBYwOfkF6LoFy3ofgCPKcZJle6EDeBup1FV0\nOifgus8qJUQFHN/MzU3vgUA2UCxehmXtRb9fwPz8e9HvZ3HkyH9HItFGtzuA11//JXS740ppUbEC\n0XMQPc9DubyAoaE52HYKhuHi1q0jmJ5+MFJOadsuNjd3YG7ubmiai3J5DbJBUT7fwOzsPXCcVMSJ\npqMLhIIsjZEEj8eO/QjvfOcLWFwcR7sdnvUkxy+NE4UbCBXe+PgS3v/+bwMAbt4c3AZ8qci57nEw\nBwCJhI0PfvDrmJxcwvXrhyLKks/yfQfFYgeDg+uYnFzB3r3zuOuuKdx335s4efJ1HD9+CYcOzWB6\nej/6/XAPCC/pmPH/gYIB0ukexsbWkU53kUi4ePe7X0CtVkatVo4Ye9JPgoWg+y2d2zTm5yewd+9N\n+L6Ga9f2ot8PSsFbrQKuX5+A54WOSbebxOrqKK5c2Y9r1/aj1SpA123k822k032Mjq7h/PlD8LyM\nApuSv2Tk0nVdVCoNPPTQWZw69SpGRjag6z5GRlaxujoGy4oGUmSQQhofPk8C/127buLZZ78H101g\naWkwYpDiz4nTO5tt4YknTiOftzA4uIbFxR3Q9XD/TTz6zOd4XnQPHt/zxBPfxokT53D58t1wXS0S\n5JFGknPgs6VR37fvKnTdQ79fgOOEhimeRQ0A9BtIJrv40Y/ei2ZzB3zfxtDQGnzfQKWyBMcx4PsZ\nNUb+o4NDp2k7WPbgOEWUStfRbo/CMNLCofIxOflfYFknMTr6pzDNBizrFJrNt0eARwhaXkK/b8G2\nc9A0XZU7EYRyTo7joFD4GkxzaWuVTCSTP4BpXoKmteF5LbjuSARUOI6DUul/IJOZQb8/hNu3PwHf\nZ5DJxcTEV9Bu78L167+OVKqBXO4yGo0SfD+aWR4cvIBicQrpdAD8HOdJ6PpdCEieFnzTgG3/CXz/\nALpdXxlW6h/T9LBv31/CMLqw7Q8ilXpcRc6D/fuB/i8WvwnXTcJxiqp0TjpnyeQKMpm/g+eV0en8\n3/D9HUqv0alOpy8gkbiFbncQvV5fNXsifePBMik7XKNMpoMDB26hWs1A0zIR55n8KANkAW3CrEen\nY+KJJy4rcFIqtVEodHH69D3o99ORoBjHw9JRKYeBPV3D7t3r6HQSuHLlgBpnuLc4Wk0g5TvQdy4c\nx8PERBUA9xoDjhPdh0vahCB8+xw/9rGX8Y533MCrrx7YFjiSpdN3Ah3ky6eemsMHPnAZN24MYmPD\nELIV6jLSgOsKICJD+/dv4td//TVomobbt0cUHflOyg9LTKX9IAA1DA+//ds/xL59G3j99QlFR2Yy\nZFCBukbyCEHQBz94EU89dRXnzk3CtqMOv8yqEdBJYEEb+7a33cLHP34Fy8spbGwUFF3pc0mgJQMn\ndEZ1XUelYuG3fussisUeLl8eiJQtcyycR7fbjVSYSDD5W791Fg89dBuvvLI7AuxkNRZlic9kczF+\n5+mnp/Hss9dw6VIJlpWMBDnpl0hbIjNKYRB0A7/2a+dh2zoWFkqRM1f5j/dRhmQmK8gQ9fGv//U5\n7Nxp4c03JyI8KivRqB9kwJUyZBgGPvGJS3jiiTmcOTOyZTtCn+1O90hdQJqdOnUTH/3oFayslFGr\n5SP2SlaNyFMmZCbT932k0y7Gxhool7v41rceguMk1LvIl1I/MZDJUlfDMNBq9XDiBHDjRgLf/34P\nuh40zOl2uwpsUZ8xS8hkj2wE9Ju/aeE3fsPCj3+cx+3bLVVeTh9d0ofZTmYEWYL7jnf08ZnP9NBo\n6JiaCistZSWg3K/KteNcLctCoWDjj/+4iUOHPLz0UlgRQF6JbtHrqxJYuT/T8zx85jM9fPzjPfzN\n3/gwzaQKLDBhxw641HUs23ccB5ubm0in0/ilX3LxO7/TxaVLBtbWTOVzEmNxDAz8kB4Ew8lkEocP\n2/gP/6EJ0/Rx8WJK4SLbtlUDWFbDuK6LQqGgqlKDaq2uajLb6XTwqU996vdxh+st2xPKwQFBYyEi\nZpmqXlzU8bu/CxSLYW11s9nE4OCgyoT6vq/SxexSxW5TZ8/m0el0cPZsXglxJuNjZKSKRuNVGMYy\nfF+H7z8eieJJp5gC0GrdA8v698hmk7DtfiRTIyOKZFh5aG46Xcb09P+CRmMEjqNhePgKDhz4AnTd\nRas1hvPnP4ZeLwfDCJUalRIZR143bjwEyypB0zzce+938Oab7wSAiJGj8Pd6GVy4cApTU8dwzz1n\nsXv3NWiaj6mpY2i1MjCM6Lmf8l7gzt3zqFRu3RpHPt9CrxfU4pMGVFaSLnJvKccKAPV6EXNzO3Hr\n1jhSqSR4DADfJcFrnA4cY69n4Pr1vWg0MigUqiiXW8jnGyiVLBQKlvoZ7xIcv3q9BFKpNur1nFoH\n0oMGVHY+4zyvXTuI++67grGxdVy6dBfm5iZRrQ5EnDLON14yI4GX53mo1Qr45jefBJCAZaWVIgyM\neBL8OteMY2y1crh48RBef30fCgUbe/bcRqlUQ6eTh2mGR5HQQHFegdOwgvvvv4zdu8O9ebw6nQxc\nV7sjDeTzOBcJ3kmjer2CubmdWFkZVc6CXGM5f5mp1TTg4YfPIJm0MT6+gtHRVczMHMba2kDk+XEn\nlM+Va0g+npvbjWazANuOdtyU93IsUg9wr5JhtPC2t52BYbj4/vefxdLSsPqOdPhC57OLy5dPYGlp\nFxIJD75v4MSJb6LVKmFo6DaWlw/AsspYXj4MywrPhJSOs3SyONd2exxDQ+cxNvYyisXLmJ7+pMiQ\nbCCbncLk5B8hlVqE75toNn9O8ZzMzvf7FgYG/iM0zUGr9R/R7e6MBI2k7Af00RGcYwtomg1Ns1Cr\nPYOxsT+CprlYW/tduO4R5bCnUrMolYJmRCsrHwaQhOuytG4JrdZBzM19CEAClcpXMTT0GvL5BzA9\n/WElL4HevhXhy0Ti2/D9l+F5/wmJxKBaO8f5SwBfhO+fBfCf1fpSBw0Pv4REogbXzaPX+zkUCtE9\n1EEZ1wwGB7+KSuU5zMx8Cpo2pniCDoBpzsHzCmi3P41+fwTJpBdpEGKaBnK5v0YiMQ/XfR/q9UeV\nE01bxWdKPqZD3m63YZom9u9fxpNPnsfaWh6f//yT6h46EbxHBguk87m6msPmZhYDA21Fu3o9g0aj\nCE0LM1qUbZn1lYEPXdexa1ew1yef7yr5j5fhSvmVWTPP87B37zKOHVvC/v1L2NjIw/OAv/iLR7fJ\nGTNmUj7j9vbNN8dQLPbh+x40LTyyhvOm80hwwGdTjnRdx9RUCcXiMNbXw8PredGBZOSfziflgmu5\ntpbD1avDmJ0dVIFF2it+507ZXDpqAGDbwJtvjqNazW2zm2ym1O/3lR6Qpa58tmmauHp1GO12Au22\nCza1kxkfOTeCfJnN03Udi4tDuHq1gaWlnKJ/IpGIZDO4tpTNTqcTKQev1XRcujSMqalBpctkIIHA\nk+OTVSSyo/bFi6MAos0JmUnl+lKOCEb5Pj5naqqCTMZBvZ7aBsJDnRFmFPk76dXv93H7dgpXrgxi\nZqaoxsq9lhK8SXmW2UVd19Fue3jttWGsrBQjYE6CNpnVBKDoyjHbto033xzC+noGnU5wJrxcO64X\nAY8s4aVc+76P6ekCxsYGcOtWdF2B8FxQeZyLDCCQp1stHd/4xnHkcja6XRO6HgayJF/KYAvpzrEs\nLaXxK7/Sw8jIEHTdUg1Bg+BbRs2FPwM7kNkKrnUUL77yigHTTGF62kI2W1b81ul00O12VfMhqXez\n2Sza7bY673JuDnj5ZeDHP3aVnmd1BOnCTCUrXAjWyQvdromXX3Zx5UpCYREeV9PpdNR5mdQlnKeU\ng0wmg9OnXYyPGygWy+j1bFVyTJ3ADCYxEBAEL/L5PMrlMnq9Hq5eLeCHP+xgcTGaEOAzWq2W2tfK\nbQMMrhUKBXieh9lZDy++CJw/H+oqz/PUnl3iHWIzZlTJc6lUSnXP/WnXWwZCKfCapqmFAsKyUN8P\nOlkF5a1J+H4H/X4fpVIJrusq5om3bR4aGlIEarfbKBaLymACgWA3Gg2MjCwDCI4X6HSCjGJ84zUJ\nSqPc7+tIJjPo9bqRiBwjGLLERmYOO50SEokhaJqNyclXsGvXc9A0H7XaHkxN/TIcx4BhRBsNSIcc\nCCNLwVw8rKwchK63cOnSO9DrZaHrofGKM53jOLCsHM6efQLXrh3H0aOvoFodhu+Hyp00J+iRhkaW\n3nCMhmHg9u0JLC9PqnfK7FY8wiiNHhA6/JaVwenTj+Dw4VmMjy/i9dfvjxgsCk0Yke0in2+gXG5v\ngcsmSiULxaKFXK4DTTv/U/mu1cqg0cih2SyiVsuh1SqiVsvDsgoqMyCbQcSjjJIWVBzNZhG3bo1h\nx45ljI2t4DvfObU1di9CM6nQaexkFJLPrNeLW+8LQZ+ksYyw8ZIOY6uVwptv7tn6ux9R5DJIwDVp\ntwu4cOEIbtyYRKXSRj7fQLHYRLHYQCrVQ7+fVNE2Gf2WTnM8SCCzdvV6Di+88OTWPdGsjwR7MuNn\nGAZ2757Fzp03I+t3990X8MYbx7G5WVD043pwnnx+vFOf7/u4cuWQMvY0snQ0eckyODkXAOpM02az\ngOXl4ch3OB7KEeBjc3MEly+fiMzLsgYwPBwA/rGxaVhWGdevPwbfj+75I9CQUW3SLJVyMTwcbA/Y\n2Hh7JGuUTM4DADKZOQBAvz+OVOoCXPcWHOcBNc4gWzcLTXPg+yl0uxOqCQgjr3S4SL8gQxnSplb7\nAAqF70HTXPR6+9BuH1IgE/AwNPR5AIBlHUOtdheAnuDDNGZmPgxN0wHUUKlcAAAsLx+LAGDf97eB\nUN/PQtP+CIZxUPD0LbjuV7bW/yOw7aBahk0mNK2NkZHvAgAajWeg65lItgvA1haPv90a81H0+0MA\nwmY7tA3p9CLq9X8L1x1DMmlGIszBsy4jkZiH72uo108q2ZalheQ/meWRcw74bQUAMDc3CiCUc/KC\n3HNFZ4ggh8+emZnAiRPh/tUbN4ah6+E+VfIDG1JxrOTD4eENeJ6P8JgXIJdzsHfvTVy4sDsydhlx\nl2AKAG7eHMUzz1yApgFDQxYuXtwBILo3WmZuODfSQwbuzpzZuyUTNjKZpJITmX0lSCEfU4YY4J2f\nH8bc3NDW+DzwcHZ+LkGG3AdKngn4KIm//dv7tj4LSzPjoBkI9RuBrNT93/rW4a31CO0DMwikDfUs\n15bvIH0uXpzEhQs7tugeft5qtVRgn8+QATP5c3k5hy9+8d4t4LA9KCd1KfUtG0OGdiWDL30p2FaU\nyaTUURLcI5jJZFRWhX8jwJd7O7/73V1bVXJB2S5LHPkeBhVYZiwTCdT7U1ODuHFjbIs/AvtJ+snv\n8b3Ue1I+u90BfPGLuS2ahA2BaMOZOZLrSf+Q4FjTTDz33L6tsbqKnslkUmVvacMox8yeyzV65ZXx\nLQc/2Dsrm0/JMlyuvcxyk35LSwP4wheKW/MOz++WPiblmHSRlRuyeqnXy8AwwhLWwE/uR8C1vI+V\niqVSCc1mUwRD+1hdXUWhUEAqlcL6+jrGx8fRarUwNDSkjuBZW1tTpeXJZBKbm5s4cyaLF18Mespk\nMmHgOZvNIpvNRpIzpE+j0VDl6qZpYmUlhU9/OoVCIQ/AVXutg+qfAqrVqtrfSWDFNZSNUv/wD3Vk\ns+ERLAwisTkQy3gpE9I3SyQS2NjYwPPPD8GyLHS71chRlroe7MPk+wP5yiCbzcL3fWxubir+Pnu2\nix/+MIWRkRJ8vxHRizxHtF6vq3Xg0SuWZaluw82mjz/4gyTK5Qx831ZzlQE2TdNQqQTbwUqlkspQ\nA8FeVXYN/2nXWwZC2XlOHrKdTCZVdpSp4bC0KY1cLqeYikaPRrTRaEQcUC4Gf8rDeT2vj8OHg0Ne\nNzdPKIVNAygdE/5N14MW7+yCxzFRmQHRxhL8SeDgODbGx7+NnTuDbrzr60cxM/MR9Hqh4Mt7pXEJ\nI6ZR4+44GczP3wPD2L6vLQ40+HmjUcGLLz6FVCrctwWEUSwJDmR7+/iYOE7pNEkFKAWMl1QEgfHq\n4ejR67jnnutIp/v47nffBc9zkc32UCgEQJMZzWIxAJw8d/EnXZ6nwbJyqNdzqNfzaDYLsKwiGo08\nLKuIfn/7kSHhHKNZQvlPzpFzloGCq1cPYceOZRw8eAOvvHIf+v3tjY54yUBLPGrK58p3S6G/0/0y\nI8q5xJ/9k3griExn0WqlsLY2htlZycceUqkeTNNTjgHfH+fxeOkox0o+lGPkJfk07nybZgsnT74S\n+f7KyhhmZ/ej0SiB5zBK8CjHxvffif5SriW4k/PimDzPQzLpYceOJczPT+LAgaCbwszMEeh6tByZ\n91I/+b6Ns2d/BroebWtvWYMKhALA/PxD0DQDmhZ1HmSggcaScxwZeRmG0UevV0Gtdhzcy+z7PtLp\nKHBPpW7CNL+KpaXfge9HOwIbxrWtMe8HYMA0wwPY492qA1qHjmm3uxfd7i5UKsFxKdXqL8J1wyBD\nqfQi0ul5eJ6J27c/oNaLtO732c3Zw9DQOei6g263glptHzRNHl/SRSpVFeuXRr//aaRSh1QmJ3j2\nfwXgALgbtv0O+L4ded/Q0GmYZhu2PYB2+90YHAyMpQRfhnEFuVxwZMzq6tNKxskLXJ9+/2noeg5A\n9IzDsBQs2GLQat0H2y7D9y0FPpkdkYEb8p5cd9N0sHNncAj83Ny4ul/qeGYsKPeymkfTglLAmZnx\nCAidnx+LBG/CAJ+pZIdBiiArkMYnPvFd9Ho887OPX/7lb+Py5V0RPUR5itsL/t7vA9PTI7j77sD2\nLiwMqfsoN6SjtEcEg3LMLBmW+86lPuQ7ZaCP68dLZrzoIJMODEJL4Mu50Z7yXuo76hTZYZb/KE8B\ngEhF9J2kAY8ikXOQNCQ4J/+wbFBmxdlQjAEJ7lfjnKWuloEt6fvwXgY6pD6UQQ55r+RP2jLKJxB2\ncaZdkkEDBhHoKMtS23ipK3mD/TcIRmVQVMqq7PRKOkrbzfGQn2QwyDRNtR+ec4jbNJldJ21Ja/qI\n5C3KJudHGSMQY8CD8hwvs5XvZuaYOoXrRX+XvMM5MgPNMUu+Y/DM8zwFfKhPZHaW45DjkxURpH/8\nyCce78Htduy6SnnimEmrSqWiurDKtU4mkygUCnAcJ9LtVa5jsJ2iiEajIXz+aCdq0mxgYEDRirJH\nviU/d7tdBb5ksoydfPl9AOr/5KNWq6XAImnTarUi+pIJNZa4cnyjo6Oo1Wro9/vqOBQAar8s5XFz\ncxOFQgGlUgmaFlZseJ6H9fV1RVviJ8o+j2HhvlFJP5YHS70sK33a7bY6N7Rer6tgSjabVUHsdrut\nEok/7XrLQChb+gKBo5jP51Gr1dSCA8HZPIODg6jVaigWiyolzoiA53kYGRnB5OQk/uEf/gG6rqPZ\nbKJSqUQcKbnZHAAOHNhALueg1zOwsLATBw+mVXdECjHbJDMb4fu+Sn/zwFeZkg8jeyvwvOGIYQQ8\n7Nr1VYyOvgoAWF5+BHNzz8C2w1IXmW2JKzcyHxA95ytQ+GH0lYpFGkAg2lCGPx0nqRxSAk4JmuT4\npcECEDE4FAT+TRoyuRdEOqD5fA3Hjl3D4cNzMM0QpD700Gt47LEOEokosIhfjqOjXs+j0Qj+1et5\n1Os5WFYRlpWD70edC166rgEIQVOUHo4Ssji9JMCPrivU92dnx/Hww2nkcl3s3z+HK1f2K9rE97Ly\n/aSppBuVpXQ04kaez+Dn0jBxnLyPHcz4udzvxft5SaAY8IKPVovlZOFh6bIkTToi8efJ8jFJAzp3\nNMx0fMOmOjpOnDiLTKYL19UxM7MXly8fQbXKFuwu2KETiJYmS+UuM9DSOSR9+B3+pONFmoYGchOP\nPPJ95PMPoFSqwfM0zM0djtBbgt+wHNJEv2/AdcMuha7rol4vC3lO4+bNeyLBBtJENuuQTTt8v4PR\n0ZcBAMvL74LnaZBNM1KpKAh13TyWl/8vOM4EmF0PAx/XtsZxELZto91uK50mDXFYLUGHSMf6+i9h\naOizAADLOgHL2gMePK7rFoaGgg601ep70O0OQNPCwBj1WPBsGyMjQcBhdfUhuG7QUI4OWza7pObi\neUk0Gr+HfP5YTOedBfDSln74X6HrBjqdBoAqbNuEaTYwNPQ8AGBl5b1wHE05RFIuc7mgk3C9fhzN\n5qgah1wfXdfR7epIpz1lY3g+X5BBWEe5fGZr7qeU406+4r94uZsEj5qmYceOVZimh04ngYWFAgwj\ntAXULeRbOhFybcmfi4tFWFYK+XwPrqvhxo0SgGC+skmMDH7IDMr6egIrKwWMjja3eMaHYTiYmRlS\ndpCOU3xuchyu6+LKlTEFQm/cKEcApwwoybJMZqdkdZLUPXw/L1miJoG61A90+qWtJLiSmRP+Lo9g\nCQM4hnoOxxXIgqXoymdzLLwkUKMek4EsZnH5XVkOyOACv0d6S0ApwSPLOuW8JH1lw0CuFwEL+Yzg\nmfOnL8S1oSyyxFFm5SWNJQiQji8Bo8zSyqYykr/5HN/3I0CFcyHdeLyGzHz6vq8cccoP1xlAxFZK\n+y9BLY9CifMi10HyDcscuS5xPmQX1ztVBvFZcSBMGvB5zLaRd5vNpuqYKu0ddUMQEAoDFeRrrhN9\nQSlj5EMJXANdZ6u1JA9Sf5AHKSc8a5OAkuu3uLiI4eFhZbfZT0Xuwe52u+h0OiiXy8of1/WgESgz\nqPl8Xq3j0tKSyhIzg0naOI6jaMZsoOsGzU4dx1HVQFI3MtvMi82vNjc3YZpBM6x2u41SqQTTNFGr\n1dQ9uVwOnU5HvaNQKKDRaKBcLquGQzKYJAEsj2phgyLiEvKRTPZkMhmsrq5C0zSVUeZ6ygonXQ+O\nUeERKtlsFhsbGxgaGlJytrGxoZJug4ODSicUCgVVgUrMQ1nPZrNotVqwbRvlchkbGxsRn/knXW8Z\nCCXRqcSoyEulkiqxzWQyaDabKqrCPRqe56mGRp1OB2+88YYSwkKhoMpPKBhURmTEU6eCJg3nz5cx\nM3MTpdKwaiNMRuA5Psx4Mk1NoZKGMzAKJorFb8M0N7Gy8iHhRHrYs+dzGBgIukAuLPwMlpaejETP\npVIFth/wLSOjUsnyGRJw8jvS4PBvMmrFZ9PBlYo3DmKlo813ykgayxnjQFq+R9M0jI1t4Nixy9iz\n5xbEcNVVLjfV771eAo1GAc1mAbVaDo1GQZXRdjpZ+H601IMGk2tBpS6j8tIB4UVlG3fc4uBCgvM7\nfQcwce3afjzwwCXcffc0rl7dD03TFZAJAUTohMosO3lAOhkcb3wd4kA4HoWVykk6SFxbPouGQj7n\nTmPjvzj45D2SNrKUWZYRSf6U4FwCbX5vYuIWdu5cwuuvH8O1a3eh1eLhztsbhlAOpHGU3+H/46Wy\nnCvnQnnmespMRDbbhWm6uP/+oPy1VhvE0NBtDA2ZWFzcEwGOkjdoTCTPBfskBtXY5uePw3VNaFqY\n0WOgIZ7VJT1HR3+MRKIN285jdfVBEFhy/bPZsHTVdbNYXv4/YduT6tmy1DaZDDJkjnNQAXI5DxlE\nCuYZyEm1+l6Y5i2k03PwfROrq++PlLCNjn4NhtFCvz+ItbWf2ZLp3ja+CwKQM8hm1+F5OpaW7lOG\njbzCUlzPM7G+/q+QzT6g1iyYswPgj7fW4Ak4ziH0et2tvTSfg+e9G4XCD2EYfXS7Y2g2H0Ums/1c\nYM97DZnMZfi+hrW1pyNZRpn9YqCBn0k+9DwPudwL0DQHtj2KbvduOE5bPYM05dhJA2ZAgnnpcBxg\n/35mQYehadG9hVJeea9sjicDkLpu4Pr1Udx//wJu3aqg3zeRTod78xmpD0sHQ33Isc7N7cDo6FVF\nL8fRsbw8ti1bLjOHkmc5zoWFEXS7JlqtFNrtLHTdU7abYE3KDwMrBPoSuEt9R6BBm8wutdKRJ6Ch\nLQSgysWCAEROBa1lVkQe18ZgpbSFcSddZh6lvpeZLZkxllk3OvEAVJkrO1YyeCf1saQV7YgsyyRt\nAznKREpY+e74+ONOI8ENn8dx0Bci33qep3wmPo8+QFzmySsysErayAClzLjGgTJ9QVlBJG0fAJXo\nkP0o5LjpA9HuUrZltYL0uUgLud+ZdJe2hDwjbSkDVex9ommaaspJmYvbdAZYZGWD1EMy8EMeIh34\nHcoDqzTk+OSeU9kgietJfzgMWoZZX663HBsBIhAGg3gmLMfKRA+fXywWlWz6vo90Oh3pAUM5ZtUk\n6cJsaLlcVoCWHW2ZuSQ/ttttZLNZ1dmYcioD1tQZBKUEijyVg/qbdGM5NHUFx+c4wdEmcr0mJiZU\n1psZ1H6/j5GREeWDc51kZnlgYECtZz6fh2maKBaLKghCWSSWYlaVF23DwMCA4iXJY6ZpwrIsdewK\n8Q7lplAooNfrodPpqGAAy6FJi3K5rHwneZ7o4OCgmhvPDr3T9ZaBUJ4Natu2OsxVlkUxmiCVNYWK\nBGk2m6hWwzItRhrIMFRkFL7NzU2MjGTxwAPB3196KYNebw4TExPYvXu3KkOQBsPzPLVPhF14uYjM\nnqbTLnbs+Bzy+dcxN/e/CYXaxt69f4pC4QZ8X8Ps7M+hWn0EjhNtG8/LcRzkcrehaVlYVlkpFxll\niwNBGRGj4uBzpWMtI4wyuklGkkBC/iRdqWj5mcxCSPAso5Khke7jgQcu4fDhWWSzP7k+fH5+B157\n7Sgsq4huN0z9y/EEYw8dAf4tDu4k8JJCx59xQxtmr7TIfHiRzvHyJQYbDMPAlSv7cfz4ZQwP1zA8\nXMXKygBMM8xw8rz1SSQAACAASURBVJJGn0qeRk020uB9cSMVzzBwzgzWSBAlHVU5rzi4kA4V6SDH\nLPlHrgkdKtI8Hq2VQC9OW7lukp88T8OXvvQB+D55ICxZjzu7EqhLHpFzjjtZ5Gd+V/LunbLLmUw0\nClqprOORR07j9OlnI06cfA8Qlm5JB0pmQl3XwPz8/ZEglKSfDJowgJBIaBgfDzJ+y8tvB5CMzEnT\nqjDN5tbz01hc/Jew7R0wjGjwIODZKgxjAwDQau1WjhiAiNMZ5SUdvd4YarWnsGvXvwMAVKuPwXFG\nkM1eQq93AMnkDdWMaGHhWdh2tMGYBLu+72N4OKgQ2di4C71eDp7nRtYom70FzzNw69ZvQNePRcqC\ngvF9C8D0Fi1+XdkR3/eRSk1jYmIOphnYiaWln0W3a8PzQp0eGFwfpvk5AIBlPYRudwzMFlI/ch2Z\nRZIAgE6urvtIp4N9p83m4/C80KGMywYvfsb1f8c7LuH06YNqP+js7Kiyj3S45b0y2xAPKnJNr18f\nx/33L+DGjaHI+vKdEkjEnXDbtnHlyiDe9rbwvTdvDqHTCYOgcvwSEFOvUHZd18C1ayOw7WjHZ+nk\ny2ColEeCq/BZrnL0eD8dK/K4DOik0+lt+5Nk1lcG2TRNiwBbfu55XiRTRP3NALWkOect9YIE5xwf\n58azJHmRj+nLyAAO149j5+8M7vM7soqBfpMMSJK/5VrxIr9KmaWDzLlIH4P0JDiSlT7kTwDbAh4y\nYBwPYJKnJa1p22XGTepQOtrNZhPZbFbxiAzQxCsKpC/FZ0q/h3+TFRy8+Ey51lK+pWxKfUp54X2S\nH2TggmsgfQGC8Ph2lLieZUBFyoYsG+dFvuDn0g+M+4TUVzILF/ezGAxiIqjVaqkMJ2lNMMfsOCse\nTdPE5CRQrQb7otfW1pDP59X2PYJaXpJvXTfYP0nwViqVsLq6GhlPNptFt9uNyGgikVAd0hnckE3J\n2MjH84LqsvX1dWQyGXVUCo8/If8EwessGo0GUqkU2u22OkqFIHhzcxO2bSOXy6FeryOXy6kqUFZe\nEFgXCgWFN/gd9ryRwfdWq4V0Oq22MtJWBce1ZRUfVSoVNBoNDA4OKnnhT7nmlmVFbBfpyGc1m01V\n+sytkpoWHKVDgB7PIsevt+ycUF3XUSgUUCwW1cZsMhAPb2WUJJVKodlsotlswrIsNJtNrK6uwnEc\nWJalOseRwXq9HlZWVuC6rmoZnMlkMDQ0hJMnO0gmgfV1HdeuBan8mZmZSIo7bhhpeHh+qMwSJZM3\nsWfP/4N8/nXYdhmWtWdLEdexf/9/QqFwA55nYnb2V1GrvT1ilGWk3XFs7Nx5Fvfd9xza7RCASgNI\nBqBCpCMuI6LxaCEQKkwqNenYxpUNlZEEafLQbL6D6yM/iyvXMLOWwtmzx/G5z30Af/VXH8DXvvYU\nnn/+bXjjjbswN7cDm5sFeJ6GHTuWYNsGer3QEZHzoKGSTg+wPXMMhM4Fx0l6yeyU/BcHMHH607mL\n732QdGo2M1hYCDppHjkyjUzGxsMPvx4JrPB+eR8dBwkG44Avnr2TY5TRQRkF49rHs5V0UOhA8HsS\nwJNecpySvyQQpdMQd6x5SbmSAZV4cID/X1oah+eFzmN8P490xCVNGd2Pryl/0tgzmBB3uOX4ePm+\nf8fAyRtvvBOrq8MR50qOjw4hxyFBeL+fQ7+fwu3bR8AzhGUGSu7vorGn0zA8fBHpdB2um8LKysOR\ngBMAFAoBcPG8FBYXP4lOZxeA0DmRfJBK8biTQXheWdGNTjZ1C2UuMFIalpY+hkLhB0gkNuE4edRq\nz6Db7WJ4+K+QTl/G2NgXoWk+ms270ekc3xpP6NzRAQ+MfxtDQ8EezFu3Hohk6kmvTGYFN278EprN\no9B1XRnoQBa68P0/26L+h+H7I6qUKpWyYJo1JBLr0DQPnpdCOr2KSuUldDqWykgEZY5nkEgEWdCV\nlfcqQCHXUZaVM4DKLoUhgDkHw1iF5yXRbL49Aua4vhIYyawm1/zYsWn8wi+8gkKhC8/TMD8/gnTa\nhWmG3+M9lA/+LZ5t4P9v3RpEp5PA7OxQJAAgeY58JLNX3K+1uVlBrxfK3Y0bI0r2dF1XkXEJ6mg/\npZ51HAeXL4/i5s3BiC0heGNkn7IsnW7qJz6Hdp+Hu3PfFXUL7SPlns6TfC6zU9RBnG8cBEs9IvUW\nv8MD5eXFzyTgp58is2RAeNC7BLvyHwOMtOV8LsemaZoqWyVYI4hmUJ6yw2NAZCaR8yZvSHrour6t\niyf5Jw6CZFZS2o/42kkfK+g2bSp5oPMqA+q0jRKccpyUR5aYEgBzXSnDvKQudl03ou+kXFFfxoP0\ntLUE75R9OXYAKvNGmeeYuFYcC7eWJZNJVcUm7RDXRj5b6gFJVzkH3/cjmVY+j01oKLe0hwCULEm5\nlevpuu7Wue7RYL4MsDHQI20t/ScCOwIyZhSlvRkZcfAv/sUm2u3gndlsFpubmxF7ODo6qkpnCezo\nR+VyOUXDlZUV+L6vOrrquq6aHJFfmS2ljmbpLEugNU1DqVRS88vlcopuMtPIZlKeF2Q7q9Uqcrkc\nDMNQWdXQJ/ZRqVTUGjBYUq/XI51q5SkbmqYpMG4YQYMh7jllco7lsuvr65G1AKD2yDJLzPLZTqej\n+I3NhSYmJlTZerFYVEE28gNLvgcGBqDrutobyswq14Ty89Out7Qx0fr6OvL5vOrQRKYM2/unlOGX\nG3N5USiIwlmjXSqVIvXgVCK1Wg2PPx4I24svJmBZbXgesLCwgB07dqgNzrykQaAQUUD7/T6KxTMY\nH/8b6HowrmbzAfi+BsO4hX37/hSp1CYcJ4Pr138V9fou2HZbjZvANljUJo4d+zqGh6cwP/+Iip4D\n0SwkDQSVO7s+ykwUjRx/l4aSl9z/Q0dAKjIgGsnj36QAyXI0Xnwm75HOERVSr5fCykoSKyuDisbB\nHDwUCi2wyZJUcEBYeht/lxxv3AmQ45DvknOQxpT3U9lJIEwjKJWuBF787uXLB7BnzxIOHFjAwEAD\niURoFKRBjUfHJeiUBpJ/k1k1ma2XIMcwDKU442CdP6VDzPHIaDBpIbMzMnPFecq1l2OQlywvlu/j\nPRJMclwywiwNPB0U0kuOkXSUZ87J8ivOSTpw8u/ScY2vKwCkUuHxFgAwPX0EV68eADtZSkAej7az\nhDAeOGk2K5idfVDdJ/etxd/PMdp2DxMTLwAAlpdPwnHSMIxouXk6vQjPS2Bh4TfRau2GrkdLuqU+\nSSavAwDa7b2RMh06dXE+AoDNzcdh28MYHPzPAID19Wdg2ymkUqtIpdaxc+efwDD6CDKXH0C/b0eC\nJbLaIDDEZ6HrLjqdAdRq+8DOkVxj33ewuPhOdLvHkM8nIrIUlFV+HkAVQAW+/4uKFkFEfyaybrre\nw+jot3Ht2sfhOL5yRhzHRqkU7G2t10+i3R6E4/QiQT46ya1WS+3xYlRZOtaFwncAAN3uowAKAEJw\nJ+WcOkbyhpSPPXsCJ8LzNHz84y+iVsvhy19+G4AwMCCd5bj+k01gmN24cGE3Vlfz0PVo4zO5PlK2\n5XP7fRu1Wg6jo4EDOjMzpHQvgwpS98tgHsdDXlpcHIZh2Iof6DzK8lo5bvKmzBreqRQxfsYidYds\nkiKDtjLbzyu0R9HGcrKMnXwhdUywVqHdoswyeE3drGlhiR4DBQxokHc5Ds6fvM7x03+Irx+fLwE4\nHWKCHWajAh4NM0pyD6i0KzJ4dSebTFsmZYF/kzxIkCVBH+WUxxFRtjkuWdFEOvJ3CXY5Nunr+H64\n35lBFurneKUPM+l8pgyKMGtLGxHPpssAuaQXy11l0FbKugw+EITx79LPkjTluMkfBE58h6xEos2W\nfUvIQ6woIG/wd/rdcj8vfXCZMHnyyet47rm70e+H1VycH4NBruuqyo1UKoVGo4F+v68Aiq7r2NjY\nQLFYVONNJpPYsUPHv/k3VSwsBD0pHMeJdJSlTFWrVaWTGUxkGSzHkM/nsbKyotaCpabSl2w2m3Bd\nVzXZsSwrIidhp9iwg+za2pp6DrOqBIeydBkAWq0WAKjO29Qvrhuc8JHNZtFsNtV+zaGhIWVj6vW6\nKk1mAIk83Gq1UC6X4TgOGo0GBgYG1HrzFBFmwaWc89kswU2lUpGO4AS4t2/fVvdIH1qCdu5nXl9f\nRy6XQ7FYjFQpcEvjP9Uh9y3LhDKNSyLKbnfZbFaVuAABgueG13q9jnw+j0KhoJSCpgWpb9ZLU5lQ\nudPI7d2bxT33BML/wgtBVrPdbqvN0VQ2QDTKQ4NDITRNDyMjn8eOHZ9VABQANjbuQyo1i8OH/wtS\nqU3YdglTU7+FZnOPiiYyOg0EiqlQmMdDD/0phoen/j/i3jTIkus6D/wy376/qq7qquq90Q2g0d1o\nrAIBggJJA+AykEBKoiBzRIogZXMclEIyrYkY26LHQTNCthUx3mY0I4vUQlkezoimJHIsSiRACaIo\nEBuBXoDuRqMbvda+vH1/mTk/sr6bX94qQnSEI5gRFVX1XubNe88995zznXPuuQCA+fljW7y+morB\n31SSasCoR07vUdCiRjaVhQIaO7JCIacpXkoj+34Fb7o3RPesqKKMFmwKjUYZtVrZGHmqYClI1QPI\nBUFPrh0lsI0z0oj9oofOpq96d21gpeBAFUw6Pca73vU8Dhy4gSAAUikPs7PryOd7RuipgaUpSNsp\nKAWI9nc6X7xUYfF/m19IM51rNTb5HN+rtFPvN40HnR+9OFdqWOs7ODdUBLbxwrkhbWkU2oaQglsF\nWjQC+L8NqlVJ6DzbPMd7FYSure3ESy89EFsL6unm+79fZJje+UuX7kanszOWCsfnNLqqfDA5eRH5\n/Ap8P4GFhQe2eKLDyOIirlz5JNrtQ4a/CBDUiRLybAjSBoOoiJYWANGUOfZjff1hTE19DdxfubZ2\n/2ZVvDc2+Wu4+WwZ1eq3Ua2+ZPiHPBNFlnzMzobfX79+J8JjQIKYvHKcJNbWjsboQzr6/hKC4Eub\nFP4EgiBneDN8Pg5CfT+BV199AvPze9DpdMxelyB4DsnkBQSBi5WV9xpDgimQXLs0lGjQaOQhfN8y\n0umTAIB2++EtvKb8TaWue6rIJzwKBQCSSR+53ABPP30H0umIpwlENC1TnTP23Lmui+eeO4xUKh2T\npVwT2WzW8IvKCnXM1OthGli/n0SzWTTvtdNYtwPauv4HAw/DYdqMQ+Ux6UR5rhE63qPgk+9Wfakg\nUB1MNMI1FVbXru0o0miX0lJljd6v7+bfCtBUrjCKzPlSWrHfbEed3+qIU8ccL4ITzrnqr7cqHsU1\nqvYBozx6r2bWUO/yb/3hvLAvBI/keVZj1TEoCCR9s9ms+Z5gg+O0eU5ltupUBXAEm6QrwRf1hYJK\n3ffJtjgG13VNNJP90TWnwJDOBJVd7LtmL3H90Wli22fso/ZdeZD3037QQIDSh7ytz3AeGI11Xdek\nVxYKBbN+xuMxJic7+NEfvWZ4ldFWBc+hfokcLMw4UX3pOI6Zz1QqhV27kvjVX93A9LSP11+PsjAc\nx8G+ffswOzuLZrNp0juTySSmp6cNXzJ6SKDK9FoWCsvlcgZ4kd937txpopAsREqHDW00TfUfjUYG\nqHEco9HIOICYMTAYDEx6rRYGYuGiIAiwsbEB3w+3WfDIlrW1NfMZ8QKPOikWi6b/U1NTqNVqpu9c\nK8Vi0QB7AlC2xX7ZmWnkB25P8X3fpPyy2JPneSb6zIySZrNp5r7VahleKpVKJiLNtfVW1w8NhNKT\nwEXFalMAUK/XAYRCM5fLYXJy0hCrUCgY5qKXBYgbTECYClGtVmOC5O67w31BFy+6WF8vmUWztraG\n+fl5XLp0KVatioYIgWPISDXs3v3r2LHjb2LjGQwm4LotHDr0fyKZ7KDf34lLlz6N8XjvFs9s6CEM\nsG/ft3HXXV9ENtsAADSbM+j35wDEUwgBGGGi4+F9KgBs7y0VHtuyPe422OF7NE1TvY304vLiezXK\nQaFmF0Di3PC3Rvp0HGrY2cpeQbcqdwVJKmB1nGowbGcY8NpOsdseb/aZIHY4TOLKld04evQy5LXI\nZgfgfjy2raCKhj/5Q8dJ+tqOBPZFQab+aIRRPaU6l+rF1nHZ6YE2mCddlAdtb7QCYgXaCpLV2CWf\namRax2ADcZt3bYcKjQU1+Pm9bWgpjXWe+dv3oz2hvV4e3/nOo/D9RGxcyp+cJ42ycD0pbebnbzLK\nU/ugY1LQHQQB9u79NgBgZeUueN7ElrGn02msrDyCTufWmINEx0IeGI16SKfDdNzR6HCMX+hwY19p\neIWy5Aaq1e8CAJaWPoBEIr1psFyAXul0DZXKeTSbB40hOhgMzFwCQLn8JvL5dfi+i+Xlu2KKUZ0n\nXC/kwWjf4BcQRhoPA3h/TK6EBtIbwisJnD37BBYW9hmDNjyLbRWl0v8NAGg0HkC3OxGTG0DkYKOO\n4TxRR3Dd5vPfguMEm+el7jEyUUGaGvg2P9uyldd3vnMbNjayMdmgxq6uJcdxYkVsSI8wohhFa+LO\ngLgxr2moamy126HR3WpF6YPqjGGbKqdVXihAUAeKrad0HrWfGi1UPuJvGpBsi4CIkUiOUaOJKlM5\nP5xrggQdk4Jax3GMEaj78VVGK8BlFJXtqo5h3xi9Ux5RucQ1QV7hWNQhouuc4EXlvNoUduYJ1xZT\nnfk+zZJRoEFgQVpSxrNd3d7D6DX7St5iH5Wu/JxRXK7D7eSt7QC3o4PqeFDnutJe+cbWcaSfAjWV\nr+QXOhb4PddQMpk09q0CbM3aIf3J54wW6vgIKklTzhf5kn2nvap95jvIF5rWy/eS79h/ZswxEkqe\nyeVGuPfeq6hWe7G2+azKPQAmkpfL5dBsNk2feMZloVBAtTrCZz/bxMxMONeXLiVN8Kjf72Npacns\ny6RjIpVKoV6vx9adygpGCFkwiAWQuP1PHdXkH/7PqGWr1YLvh6dwEIiXSiUzZt4HhFHEVqtlCqNy\nje7YsQNTU+FxVMymYFSV0Vu+n2u+3++j1Wqh2Wyi0WiYtFv2j7V0PM/D5OSk4RPK+iAITDR39+7d\nZk1Wq1VTwJWyhsCYFXg5nlwuZ8AxEEXIOX/VatVsgSyXy4b+zWbTOA5Zgfetrh8aCFXDUz1AGxsb\nMYNsOByi0WiY5xgW5ybhbrcbE1y68Z5thwoFePTRsI1nn82jXq8b43Q0Gpm9of1+PyaAmR7MfHbH\nmUerdRyDwVRsPL3eDA4e/B0kEkN0Ovvx+uu/gH4/qvTLMYdAr4Vjx76IAwe+BRZdAYCFhePGoFFj\n1I5gKICxvb0q3G1jw1ZuvOxFzMVogxUKZTWgNEWaz6sSIFPboFHfzUvHais1vYd94YID4qlBariz\nP+r11TYpMPk36aSKVo1jHZt6WgHgypU9eOmlozG+cJwQiCr4VWCgik/fq33kszYwU77XKBznQudp\nOzoCkbHFz8hT6uRQer9V/2hcqFPCNqrtuSfo0TZp7JBvdT51fNt5eNWgUKNM546KlWtJjXA1cNlO\nNtuD57n4m795FJ1OLubMUZ5S/tSx2r/D/sfPabOdIjboL5WuoFy+hiBwNo9liTsA2O/BYHYLkFMl\n4DgXkMudQza7ANcdwfeT6HZ3mche1E5U3Cd0sgwRBD7m5v4Y4X7PW9FqHTX3FYvROZQA0G7vw2uv\nfRL9fsnQW9f+aDTC3Nz3AAArK0cwHOZjsk/nlXPG1J7w//MAnt4c0y+AqkzlRiJxaZPuCVy69FGs\nrd2yhU9zuTeQySwiCBxsbDxg+FGjCepkIa0jWdXZlOs9FAqhk6DReKdJzWJb2jcabuoEsdcir4WF\nCZw8eTC2RlUOkK90TDrfBJQ28FPdQKcN1wLHqfeH34VtNpthcT4ac8qrfJZrWvlZo2nKW0oDGktc\nqwTAut7VKcK+OY6zhWdVFvE+1aWkm7alNI3GHckzld98j4I5OzLLdgiQVV9oCjPpz8iQyhiNMKo+\nV0cDwS6dv1pkpN1uG75WviAtFEjyO/KrOsM4t2ojuG6UdsvxKE1JH6WfFsRhHwg2Cfq57kj/aA94\nJKM13Zc8pBF+zjffbety0pBgxOZV1QX8TvcPs/9aYVadQQTdKs9s207Bon0PP1c9SnCnelPtEc4b\nbWGuI+V9mzc5V5RLqnuVLmEavItsdoxkMsAjj1yO2YC6ntiW54V7K5l1mM/nzVGM5L10uoXPfraF\nubmoP5cuuSbFtl6vGx5W4E6eYR+IBTzPM8COToDRaISFhQX0er3YOZvcI631XzhuVs9lkR/yZavV\nigFp3T7IfenkWxbwUUdkvV43Rxmx0Gm1Wo3ZDr7vo1qtGr4mf1FWcN15noder7eZ0RNVJXZd11To\nZYouU4fZPp0mrGnASCt5mIWgVGYx85TOBPIK5zgIApRKJSOHfN/fUkjKvn5oIJSHp3IRdTodrK6u\nolQqmTxs7hXwPA+lUljAY2ZmBkDkNabQZvidC0aZKggC7N7dxZ49HjwP+OY3o6JALDTU7XaxsLCA\n69evo9VqodFomL6RocKw+1E0GieQStVj46lWz8N1fTSbR3HhwifhuhPGw0fBMRgMUKls4MSJ38DE\nxJux533fwcrKcSNw1QNKAUXPCRCPlFL42Ya5egNJM2ArANnOkLZLb9seTjUwKHz4bm0TiJSDFh+w\nAZKOSw1rbZPjVSWowFUNeTUUtjOEbGWgRp7eb4MLNejs5xzHwQsvHMWVK7tic5vLdWN0Z5u2p1uj\nJBrN5WcUZpouzPaoNO0iPtpXNULUyAIiD6k9hzpHFK4UYGq46PvsvtheeuUVVbzKR1wDvNTbzv6T\nZjQCdL5sIKi8pOuF8sUGuBolymZ7ePHF+7GystO0w/XB/tr01QiIDdYVSCiv02hhPxOJyEu9b19Y\nbXZt7SiazXLsWdJNjReltRp1QRBgdvbfYGLi/wEADAZ7kU7XUCqdinnet3NqlEpnUSxeQFi85yfh\n+8Gmsm4gk4mqlNfrt+Ds2Z/HeFyIgUJ1EKTTXUxPnwMALC7eHZMNKmM0XZE8NR6PwCNZgAfhOHeb\n+YueX4Pr1hAECSwt/U8YDO4xz2ezDRQKPYxGQ8zN/fnmnATYv/8/YG7uG0in4+lKpKkCDSCURfn8\nXyOb/UsUCt9DMtmG5+WxunrcRH3JF9vtjyNvKLgJx4HN97j4i7+4F1xipAXnRHldHVFcg/pOBfMq\nEwgIKEMYqaK+o7wM1wPPwUzH1hqftx0HnA9dE7aOIo1sUMTfBGf2GrUBFT9n2pnSVGW3glA6Nfi3\nRpL4DjXGNaKo4Ja8wHdxGxHX8ng8NkU7bMcDeZKfU57xHj1/VtNIlQd0u4Hui1UbgH0mTzCjisYi\nZb6mm7I9RrfYX7UfCDaYVqpzT1nC9cLoj90GdTr3Kqpc5Xd8TvW28i7fTbDEOWFfFPCRnro+OG51\nWus8a0owgTSfIYjnXkg6E8jbvHTvHR17pKka69wfqP1nFJS8wb9Vf9syRuULo5lcC5qhwb5w3OSP\nQqEQuz/UCz1wSLfdtoSZmbWYblXbQdOKSUuml7IS9MREgH/xL9rYvTsQOjloNvNmvfLIlI2NDQMO\nq9UqfD/ck9ntdpHJZFCpVEyBKkYKyUP8jBF3yhSe55lOpzE1NWVO3SAYC4LAgE6etzsxMRHbI5vN\nZlGv15FOpw3QJm+ura3F9lP6vo+pqaltHROeF+5NnZycRKkUOm8rlQqq1aoBzmoH0yHLd43HY9Rq\nNZMm3mg0DMjl2iPNmKq7vr4ecwSyYBQBNXksCMJqvtSFqVTKPBvq1KwpEttut7G2toaVlRWzLt/q\n+qEe0eI4jjn0mEKCOcmj0QhTU1Oo1+vwvLDKLavk0tBgYQnuMQDChe77vjlji8bge98bTt6rr2bQ\nbCaRTMKUVabXsF6v4/Lly5iZmdmyWZ17Q3y/h717fw+uO0a7fQCAg2IxTGtbX/8RXL3600gmo3Mz\nKRioDBqNSbzyyq9g376vYdeulw091tdvQrebheMgxhTqEWaalSoZ9djZQEqVJBB5yFQRq3JXT796\nbhSkqpLhxT6owlbjTQVxZNDEPa18lxoatrFFmvBSRafP6btskKECkc9TyOoYaECxTxwjC1QoWIiD\neAdPPXUffuqnvoXJyfCojGy2FwMHfB//1wIGfI+CLtJI6a4Gn/6vhYBsT6ltAKlCV4eE/R4+YwNT\nnTPlHfWQ2TRXcGOD3u3AmvIW1wG/07Wl86vPa39tPrR5TN+nUaEbN/bi0qXbEASRYue+FMoJBUpK\nG9LOXp80+LUPdlR6YuJVDAaTcJwkduwIU0sXFt65xShUEM/PNB2RvBbKwwIcxzfps9nsFezb9xnM\nz/90rGAF+0gDCBhjbu5PAACrqz+CWm0CrhvKiHL5VUPXtbU7ceHCT8D3XQDjLTxGHpiZOQnX9dHp\nTGJjYz88L9rrpXNAGmkaXT7/AoBXEQQJBMHfRxBs3dedTL6JIEhgff0X0W4fw3AY7VmZnFzE3r0n\ncf36XSgWl+H7STSbh1Ctvo5du57C1NR3ce3aw1hdvReum9rS9/g6rWN6+isYjcL06FrtfoxGIQ21\nYioNepU7Ol+Uy+H8hzzw/PO3Ym0tjyAYx9IhVZ8oL2/HD7qutCAdHROks8oitsP/bXkfBI4xitUh\nSPmjxbho2GoUTdc+gG2PniEPk442qFWQpdV8achrf1SWcV8bIz7UDxqd5VYfTVUl2FOHrO9Haatq\nqBM4q3OVkVDyDvvoOI45b1CdqewL54h95rhVt6k+IZ11LeiatnWsHjekvMq0U9WxBKkq62hjKVgk\nWCMNyFsaEWEfbEee6lN+z7GorUPQpeOz7Y1I5iVNECAI4rUouA7UWFYnJQBjl/KdmurM/5V+ap8p\n3Ql82F/adFqAk/3RfYtaj8Ou5Er+Zv+2y+BwHMdUjFVbQ3Wx6kbyhZ294jgO0ul4VOvRR9/A7//+\nfcaed92otXKJQwAAIABJREFUenm3241Fx7kHP5/PIwgC5HID/PN/3osBUAB44w2g3w/PvOS4XNfF\nzp07TW2YdrsNAKZY0WAwMEfyDAYDLC0tmYq5BGock+d5Zg98tVrFcDhEq9UyPMtzL7nPczQaYW0t\nBNtaYIfvI+jjuJk6Wy6XUSwWMRwO0Ww2UalUTMprMpk0kUbyg87jYDAwRYSA6Hzabrcb0yMEzeVy\nGZ4XFmSq1WoG7BMvjUYjVCoVFItFbGxsoN/vo1AoGGcG9dNoNEKtVjNyksfA6HGX5M9sNmvsIM4P\nj5riuiDN3+r6oUVCSTQ952ZiYsJUuWW+Mz0yQRCYqlXtdhvNZlQmOp/Po9FomIHn83nDmOEC8/GO\nd4Rep2eeSZkwNL0NnU7HCIjV1VXMz88bxUhGpJCdnf0astlFeF4G43HJANClpXdjfv5nMR4HMUWr\nioGfJ5PXMTt7CgDQ64Uh9/n547FIGBBPG6WAV48o21YloAqG96ghaAvF8H8f5XIzBrxU8KvHXZWC\nbfyqcrYNbAUPqiT4vxpVCnj0fzWUtF3boNN0CApY9cBrvxRE8bKVMgDjdaKyiITAGLOz69izZ0kA\nWBrf+MaDGAxCGhSL0d4KVQwK9PWdqqTsvuu9HKOOw1bkatwpX22neHTO2L4NDvUZfkclod/zWfs5\nNWj0cx27tsXPtSCGjk35ROdVaaB95fvU0FE+tHnU88Z4+eV74PtbjxqggtLnbcOf36nhw+8jeZCM\n3UsalEqruP32P8SBA98CANRqh9Dv79syFvaLhqP2k0ZAtDZLsTkP9zDOYH39AbPe1UPO/kxPP49s\ndgWel8Hi4vtiAISpuIuLD+LixZ+G77sGAFDuKV+OxyPs3h064BYW7sZoNDZyTOeDFxVl6MkfAfit\nzTE+jvF4LiYnInByBd3ur6Dfv9fwO43HSmUNk5PXcPz4fwUALC//CK5ceR9YECidbuPw4a/ijjv+\nd5TL5+B58dRt8k9oINbhOD7S6fC81Xz+dRw+/G+QybwZA5w6v2qAKy8qLy8vV/Dyyzeb5/S3Om05\n5/b647u0z/Rq0ygg39FIVCDDueI8h/fFZac6rtiGAiLtC41vOxtH5QWdtnyfjpn8rrTiO5iVoPvj\nSAt1bHOM1KG8aOQzE4HRVNocpIlmfthAn9/r/laON9KzkYyjAakAhrTQvbGMBpNGfM92dPR93xT8\nUflN2iuA1+c4xwTpjL6qjKGcY+qx3ZbKPV2Pyifb0Z5OC1tPZ7NZU/SExqzWxbDXPGWWgjCVX7yX\nDjx9n6YyM6BBI5x2IcdI+pDn7WwgpQfnVseuZzey70xj5PO2o1bHSZ7k55SN7BMLCymoZpEdACb1\nmDQkzZgVoFFxm4+CIECxGA9s7N7dwJEjSzHbgUCUz/T7fTQaDQwGAxNFDOncxx/8QRZPPx23Q65d\ny5p9nK4bHqlC8EXwxL2GrBuTTCbNPsdCoWBSQtvttqnSyjNI+Zzv+6YyLR0ulOuUWcQKU1NTmJyc\nBBCezxkW48sb8EZHxng8NpHeWq2GIAiMQ4H6B4A5JgUIbUvyOuc2kUhgYmICyWQSlUrFzAX3X1Yq\nFeOQAKJsAGYlEHxOT08bh5vW2uHF6rvsRzIZFnelLAZCsE0QSmBKXh6Px6aAFbNHtUgTnQ5vdf3Q\nQCgAM1BWkeImX02T4dlIBJW7du1CtVpFuVzG5OSk2ZxcrVZNCJ35z8wLP3FiiIkJoNcDXnopa0Lz\nNGq50bjT6aBWq2F+fh7Ly8tot9tGgLiui0LhDHbsCI9IGA53oFo9AwC4fv1xLC9/AIPB0HgsKNT1\ncONQILVx/PhX4LoeNjZuwssvfxyDQRErK4eNYaLeKiBa2Cr01ENJsK7GMJWqClzbG+r7Hg4evIIf\n//GvwnXjB2yrkONc0bAE4qmeHK8CD00l4f8ciwo5XrxXU5aoGBRoAVFeut2P+NgioLwdcLYBuwJo\ndRxEYxwhl2vhwIEF3HXXGbznPc/iwx/+U3ziE1/BT/7kX2A8jkcX2+1JPP302xAEQD7fM+OxwbkN\n5jW9RsdMZcC+KV/Yf6vi0jFq/+zPgSjNkO2pM0ENOxtgUunr2MhDeq/23Qbd/IzP2vOu4FNBuo5X\neYl9ViNc00xtAKAOHuUH103A95Nb5kHpq31U40K/55ySXlyfpJcd4fJ9H/n8OrLZBqamwqhlu70X\nxeJpuO7KFrCvBT/0vRwfFdFolEAQxKNOS0sfhOtGZ2E6jmMd49TBrl3h0SOLi+/GcFg0ist1HZRK\nb+LKlUdx5cr/gPE4vh9XHXI7dryBVGqIycmryOdr8P0EFhdPxIxlm8a2cyCT+a9w3WUEQQme97Mx\nx4TKFs97BOPx241SJg0AoFhc2aRd+L5q9QIOHfoj1OtHYnTJ51dw221fxNGjv4tEohYDxhHoaFjP\nzKPZPIp2e6/5zI7yKVhR0J1MJjfTvFz82Z/dDt934TiRzOb3CsRIX/I2DQm+Q0EZ55b7fHR+CE7V\n+aDAMpwbjj++Z1/HoUYRnwcQ67fSgQaxLYuoawgMFKBxXDS2dU+ayh1GFNTg5ry5bpjqqgCI/dM0\nSRqYqmeUzzTVjm3TkNQtDqSh6jQ6jtVxpO1reqU63FSuqROC4yV/EjRq2iq/43sJdFm8if2wwTXn\niBFb3/dN2p4tN1WP6ZYMAjx1rpMvOF/29gE6AXQN8Dv2j+BLL+UrrfFBHtKiYvyx1wrpSkBEu4GA\n2Jb3antxzKrfVSfonHIMQGTbkH4EhpwnGv8cI50Ug8HA1EnRuVKgQp5SPlTHwng8NtvTyCOqo13X\n3QJCAeDd774Ix4mnY5PG1DtTU1OYmJgw8mAwGGBjo4TTp7O4885Q5508GerD8+ejSHIikUCpVIrZ\nhbR3gTBw1W634fu+SctVm7VcLhtgRMCvxXV4/iVlYrlcRjabRafTQaVSMbiDe/zJZ3rGKbcK6tpR\nx6/uwyQQdhwHO3bsMLw2Ho8N6Gw0GmaMfJ7g2/M8M+eMuJZKJcMXpVIJpVLJjJuniWhqNf+mjCK/\njcdjM2bSp1qtIp/Po1KpmKq7ruuaFGZGnrPZLKanp82WSMUEf9v1Q0vHVUHU7XZRKpUMA9ln7YTG\nR8YIbVZkYq52EISb76mAC4UC1tbWjAB75zvDRfvsswm021sPVyaxiPIXFhawb98+w1zhIm1h797w\nOIDxOI9cbgG+n8C1ax/G2todCIKhEWqqbDVdyfc9HDnyVWSzdQwGRZw9+0F4XhmnTv0MHCeq4KeV\n9qgMxuMRqtVVTE+/geGwiCtXbo8pJaYOq1dQjW/1Lvu+jz17ruLEiZcwMVHDG2/cgkZjaovXT40L\nCvF4n+JHmSigsOea88j/yeS2sazKQn+rAcixquGi7fA7Nfr1XhViqhBUeYbtuLj55jdwyy1XsWNH\nA9ls5EHSq14voljsYG7OR6uVQbcblrW+cmUOL7xwDIVCf8s8KS2npjZw9OgVhEMM4DgBRqMMnnvu\nGMK0xmjPh+1YULoooNoO6NtGoE1XNbLYNlNMFNwoPZXPlEe2mxcFWGr46jzRgLbnNkpV3BqJUQ+j\nDWhVzmj/bCeG7SyxQaXN+2qk6fjsPtpGidJZ54Nrj3tNACCXW4/N1969z6DZ3IezZz8BRj10PxiB\ntKZ8qWEUzhUwHheQSoWZJM3mYdTrR+D78QPZdY/Rzp1PIZnsYDCoYHHxHeYdAJBON3DjxruxtHQP\nfD/a180oAucAAKrVN7F373cxHofpS8vLt6LfzyAI4sWV2HeNxoRGUAPp9B9u0vsjcN2qkU26R9Bx\nHPR6RYxG/VipfqYbFQpLMbrmcuu4cOFBdLu3oVK5ANeNZOXq6h2Yn38vxuMqgKiwFUF6KtWKtVWv\n34GlpUeQSMRBkcq+7+dQoe54+eUjqNUmsWdPDdVqHWfO7ItFc1R+kd6kk53ayO81q0HfTXmnmTYR\n6Iyvb3vNa4oyn6NRQ97R96pBqzxEEKGAkt/RFlDeZIRCs52AKFrHdDF1gqk+Y2SN71H5RtlE+lLm\nsl11HpGGXCsATEq7Xgp81bmrfaGBy3coMFb5wznWCByNWLUfbKcgwWq3243ZOwRTKr8I3AqFQuxI\nFMoa3XerDkJdq+r80nS/7fQLDXvKeP5oxEZ1mjpe1V5Qh5TqKtUPqo90XSgYoIOC4wuL54R95P+2\n3rLPstU5Y+aWbZjrNgmOSTPvVHaqLOXf1Bd0tHA+e72e4SuCUOoV2pa2w6nX6xmgyXt0/ynXSD4f\nt59v3KhgPE7g7rsX8cILu2Pj5NEkbEudC5lMBr1eD489lsDUlId2G/jc5xz83M9lcPVqytCXfKXO\nIo5X929yXRIccT0wNZRjKhQKRhdoSqmmivO7VquFiYkJeJ5nCgkpiOYe4FarZSKvyovkl2w2i1ar\nZQoITU1NGXlDcEkQPR6PTYYm23Hd8DggVp3VcbpuGCkmDZgCXSgUDPBWJ5jrRueN6tEpvu+bVGDy\nCc/EJV81m02Uy2VTMInH3xQKBdMnpgBzDDqW73f90CKhNMbVOGC5ZSqvQqGO3/zNJh58sGbypxnF\nZN4ymdTzwk299XodzWYTiURi80yhNg4eDBXaU08Fhmj0FFBoaXSUfaKXzvd9VCpvIJFoIQhcJJNd\neF4aFy48idXVEzFDlBNNwcbDjsPzcjZQqVxBEDh47bUPwvfDDdeNxowBKOoJ9LweqtULOHbsKTz8\n8Ofx0EN/gNtuex7F4vq2Br9e6jHUyAv71u3mMDFRw2iUwpkzPxIDleoxpBGl3lsy9K23voEnnvhj\nTE52Y95AIH6GKC8VqqRVpbKBn/3Zr+Hw4SsxpcA+q5LQvvAK//fwUz/1l3jXu16KgSQKWipAVXBs\nSyMBDzxwEh/60J8jkaABDZw7dwDf+95xzM/vhO9vv5iq1TYeeeQFfPCDf4WPfvSbuOees0a4v/ji\nrVhYmIx5nkgrvr9Wm8bly3uxZ88Sjh69hNtuexPlcgtBkNyi1NWxoJ/ZytlxHDzyyF/jx37sGfh+\nvBy9GrScM40MK5g5ceINPPHE11AqRdXXlIYq4GxgzHumptbw4Q9/Ffv3X40Z4KqsARhFaoOnkBcD\nPP74n+KBB57fwldKF/IEvd+atub7Pt72thfw2GNfA9CLgXAak0o/bU9pHgK2eLEftk/ly3fqMRZK\nv0xmHdlsL2akA1G0znUd5PNRsR8A6HancOHCz2EwYArlAMlkfwu9wu/GMWDG/0M5l98cp4Pr138M\n2ezrGI0GZjx09oX9WMLsbHgc1fXr70cQxI+I6nYLuHHjDqRSGwCi1F/yBI2z0BjtYHLyKnbufB0A\n0OtNYvfuV5HNrm7O1QYKhbUtUR8CjlLpv8BxevD93fD9Hzc0DYJAzuwLMB6fwWAQlbjvdDro9/ub\ne/06yOXaMbqePfswrl8/gUYjh8XFu2PfTUycRyLRMXOjdA2jCFEktNfbhcuXn0AQhH3PZteQTHa2\nGPk0ZMkLCjqCIMArrxxCNjvCe9/7Ag4eXMbtt18z9NazHjVjhYaeGqpc56lUCvff/zqefPIZZDK9\nWLqp9kH5nbRVkFYuh4ZapTIyfVCgRD5THU4DPJLtXXzyk3+Dhx66ZNabgrrtjDiNHpEvP/jBk3ji\niedM5IhrjemvCijJQ0zbY/t33HENn/rUX6Nc7sTeqSCLgEH3QpI+mUwG1WoNv/iL38HRowsGYNC2\n4VpiNF7lFkF6KDd9/IN/cBof+MD5mDNKK1P6frziMC+lzcMPX8InP/k8kslhTA5Q9zG6xzYZWWdk\n1fM83HzzGv7RP3oOhw71jUGr9oCdst3r9QyPRHZGF7/8yy/ioYeuGZpqNJX8kUwmY8EFOiNIt49+\n9Cw+/OEzhif5jEZsVX6TBzh3nufhwQeX8cu//CLK5X7MwaX2BQtOMTLOPnHOZmdb+JVfeQG33bZm\nbER11DCVMixcGe0jHAwGUixziE996hU8/viVLYBfCwyRR6hPVSan02m8//2v4+d//kW4bvg9gYaO\niUV/giAwgIo8kEwmceutS/j0p5/D/v3RmZG6d5K00wg75VUmM8Dp0zN4/vl9AICVlRK+/OX78eKL\nu43c5lj6/b6hI2180odr++67Qxp++ctJACX85/+cw/JyuEbX19fhOA4ajUaseFe5XEYmk0G/30ex\nWMQHPtDDv//3NczOhkCXabu+75tiQu12G+Vy2TzDOXbdcDvf0aM+vvQlH/ffH64rTe1nsaBms2nW\nQqVSMXyTzWY3U1H7+MIXfDz5ZAjomanZarXM/dVqFfV63cgHglT2O5lM4pd+aYh//a/bCIKBkac8\n15rFfwjix+Mx5ubmjJxnG+985xC/93sD7N49ME4lRjl37tyJnTt3ol6vm/YLhYIp5uR54bbESqWD\nz3++jcceCyTzKXTG1Wo1U5GX9g7fD8AcLdNoNGLBqu2uH2phonq9bgQRS/6urq4imQzPVZqczKJc\n7mFyMgvPG5qNwAz1qzeVqShcuEyJGY0cfPrTFezf38KZM2HqbRAEWF9fN97A8XhsBD43PL/++uvI\n5/OYnp6G67qo1SYwPZ1HMtnFaFTA+fNPotvdi2Qy7jWm4Ae2HlnieTN45ZVPoVS6hGbzEHw/SsGj\nsFdvYCo1Qi7XQTrdRioVeWqSya1HV6hXlApHhQcVHoXa+vo0nnrqfZiaWke3mwWLruhFBgWi1CmO\nJ1ycI2QyQ/j+1sI/GvFTD7rtEU8kPKTTY6TTvplT0o3zS6OKtFGgH77PQSYzQD6fNopWwSUQbewm\n3dR4irydQ+RyQyQSPri313Vd3LgxhYWFncjn2zh27DJuu+0S8vlog/r6ehnjcQLFYhf5/ACtVs58\n57oJXL58EIAfmyfOO+l148ZOfPnL78O9957G7be/gStX5kwbNKbUsFKPrvKCznUu14fjBHAcN8ZX\nHDvn1Y566FxmsyPkcgMzxxSc+v7QGE/F5kcVjev6SKdHcN1Igaujgb81gk8ei+Z6hExmgFQqXmiE\nY1dHEBDtm9OxhUp2gGx2AMfJbKGr0sMGBwS2ruvi4Yf/DOVyC6dP34WLF2+JOVYU9Cr45P9c68eP\nfxvT01dw/vyjmJ+/awtISaXaSCajSECYOfExdLspJBLhffn8Am6//TfQ7c7g1KlfgusmYlUbCR7U\neA9lQAhC19buQhB4uPXW30S3O4Nz534Bvp+Njeemm74J1/XQbu/BysoxBEFEf93jdfPNf4xyeQHn\nzj2GlZVjZi4VYGQycfB3003fQa22Bzdu/F0AwJEjf4GZmYs4f/7duH79PsNDYTvXkcmER7IMh58A\n4MBxIsMrqkb5AkqlzyGVOoJ6/ReN9zk6tPt6rA8nT96H11+/GblceLbb5csPYm7uZbiuB89LIpkc\n4Lbbfhtnz/59jMezMYfceNxFMtndpEUBly49iSDIAgjpvX//H6NQuII33ngcS0vHY8U+lF91zYW8\n4+I97zmJcrmHcrmHw4eXsL5ewPz85BYHki0PVE6rEy6bHSKbHWI8BrrdVozX1MnHv3W/aOTAo6yJ\nKvwSlPBeTf3USBBBSqkUIJMJ5T11ngJrrhkFbLYDLjSaPeRyQwwG/ZjzinyvUTdtQwFPKuUhmx0h\nk4kcTHYWEfUYnYd0bJEu6TSQzYbjsaNavNQhoDqJNM9mHWSzYyQSUWRMs8Goy3U9qHwkP6RSQ2Sz\nY/h+eAoAwY3qfS02xB/OeQgUPWSzY6RSkVyk85QR5m63awA5I22awplOj5HJjAAMDU1pa2l6HmlN\n4MlxMxsulfKRy8WPt9BtC8o3jORpJDNMsxyhUIjOyGT7pIs9Pj5P0BzSeYx8frxpp6Rj/XHdcN8h\nz650nKjQFPkojNqNkc16yGSiyKymwIfrfuvxS+psDnllhEJhjCAYAUgZAMN1ZOtnzWgJgmDz3Mdw\njoOgj2QyZ2gf2UEhj/B0CtJ2NBrh3LlpvPjiPlQqPl566WbU6w5cd4zhcIRcLmn0JDNQOD7OLdcm\n+eYzn0nhne8s4NSpFBqNBqrVKnq9ngFnvh+msK6trWHHjh3I5XImA5L9zWZ9FIsOMpkEEgnHPEsZ\n2Wg0UCgUsLi4aOarWCwiCAIsLy8b51WpBHheF51OYIr28GgZgjja0+1226Sxc19qEPSQyXhIpRAD\nZwBMWizXUK/XQ6fTwcTEBFqtlpn/MBI6Rj7vodXqIp8vGUeD7nNltDGdTqPRaBh+jxyHQC7nI5Fw\nzPtc18Xi4qJxUlSrVbO/s1armcJJxFeOM0SlApRK4bqanp5Gp9Mx2x2HwyGmpqbQbDbRbDaNLAJg\nsiiY4v1Wl6NetW1vcJy9AH4fwE4AAYDfCoLgPziOMwng/wWwH8AVAE8EQVDffOafAPgEAA/ALwVB\n8E2rzQAI87lpIJDAzWbThMjp2crlcqbEebFYNB4AejHoRSgUCub8TwWDMzMzMdTONFsuGAp4lifO\nZrMol8s4cuQI7rrrLuzevYZDh34HiUQfg8Ekzp//OPr9aSQSCePpV6NAPckqELbzDgORMNaUKCoF\nepJcd4wdO25gZuZNtFoVXLx4IuaRU0WvRrQKTFvJhyBxDN+Pnw+pIEK92NqO3ktaqpGg/Vcj3AYG\n4Xs8BEF8H50auJxHCnnOvSolfkejwY4UKyigUaBglheVjIJFmx6OM8bNN8/jxIlLmJnZwIULe/H0\n0/dvtucjCDwEQbTvQA1XGnh29EONpdnZGnq9PBqNjFF0CiRUAZJ/1CCI7vHhOFF0j55ojlvb0jQ+\nXupUULCo6UA6p+pRV74P+z+C58ULUOn3CsK0vzaItOWV/Rw/03XEd4Rj8JBIOAiCqC0a3Ewd0zmx\nlTgAvP/938DMzBK+8Y33YmVld6y/2lfda6M8WKm08O53/y4cB3juuY+i0dhtvue6mZi4hnvu+U+b\n85vByy//HDzvoAEVyWQSO3e+iJtu+iO023tw5synYvym/bXpffjwH2Bi4jxOnvyfcdNNf4Rq9QJq\ntVvx+utPmvUWgtxLOHHiCwCAU6f+Hlqt/VvkVEjbNh588H+D6wZ4/vlPoNGYifE85+aBB76AUmnV\n9KffL+K73/04+v0cJiau4/77w+0Ozz77P6LbPYhEIrFZiKGEgwf/L2Szr2I8PoFe73NIJJIxgMts\nk0Lhf0UqdQbN5jtw9uxjqNVq6HQ6RnkeO3YOb3/7KwCA733vKE6evNvsVcvlcpic7OCBBz4P1/Wx\ntHQ7isVlFIsrGI3yOHXqSSQShw2YLBSauPPOX0cQuHjzzU+hXj9g+C+dvoY77vg/Nt/zC2i3p000\nlvKXhlmU+RIaxbff/gYeeuiUGdtolMDXv34nrl7di/E4Ah1q0HEN6/yrXgEoC6P72FeVi+R1Bafk\n54ceOo8HHriC06d34+tfPx7LitG5IK9RHitADtdTH0AorxmpoAxQQ5z8w+9URoVrwDF6Q/vCd3Pt\nqdON/Ygq8gZIJlPG+LbXOmlMOUAZpw6e0BkS0YtpkKQn36mynHvTGFEdjwcYjSIgq+nAALY4t2gg\ns41I7w2QSGSMsctoHnVrHCymY3NH+nveCL4fAWblKaWz6iXq1Aj0DuG6yViBH5VByqO2ztV2c7m0\noQtlKte7FrHiGDVNlvOnGVR8njylTnWCX6Yhqiy0ncfKZ3Q+qq6i04LfhRHJBAaD8B6tgUIg3u12\nY/wf8Xl01A+jlQScjHKq7leHuzrjSZ9QXvjwvHhhGl33pJHaVmqD8H7eR55l1JNBJgK4dDqN1dVV\nlMtlkxIeBIEpugPAVJBltHJ9fd2cu0mnEu33EHxmTZaB6/rIZArmGBxu8aNdX6lUMB6HZ3xqGqra\nnL1eG8lkxgDYTqeDUqlkjiYpl8vmvNJsNhtLQVV7utUKK8q2WmFFdga4yJfMTmA0lrzD6O2OHZOo\n10PQ2mq14HkeJicn4fs+6vW6OZaGczUxMYHRaGTOQOU7hsMuXDe9uY5yhp+5h3hqaspU7i0UCkan\nAEC9XjdjKJfL6HQ6KBaLsUrmw+HQfMa9xOQ9Bgvr9brh0YCV/6zrB4mEjgB8OgiCk47jFAF8z3Gc\npwB8HMBTQRD8uuM4/wuAfwzgHzuOcxTAzwA4CmA3gKcdx7klCIJYDt3MzIxZ0EyT8TwPe/bsMZPP\nEH4QBJiamjKCSg+iJSNxcy7PD+LCUMBBDwAXNhcOU3RZ2IjKcWlpCYnEszh8+Bm47hjd7hxef/0T\n6HZzyGQSMQFCbyANdDulzPd9dDodUwBAvYMqILVNTnTY/wTW1g5ieXnfpmCIR6zIPJqSRUGhRoAC\n3PD7JJLJCETQW6qFm1QBq7GvRgJBsBoxfKd6yxUYRkA9YaI7ajirMcLfFIr8W418jpd0sC8FtVER\nkOjgb2czoqKROs4neSh8fxYXLx7E5cuHMTW1hltuuYREwoPjJEVRR0pD05g0UrFd5Df0zk1uvjse\n4VPlr04OBX9K5yDYfj8jDQPeR6NKaa/PKPhTUK4AX48Y0DYiBR56Kfm5zq966JXOOq9awZG8bnvW\neemeEHWAhEBxa6RG1yPXDpWTOnfYRrNZQTI5xvr6XjhOEFsXyvu2s4Ay7uDB78FxgI2NXdjYmEUi\nsbViJfeD+r6LM2eeQKczh1QqMvYAoFBYAAB0OnMy51tTm9UBAgCjURaLiz+KTGYD1WpY9Oj69fcg\ndPqtwXUTGI2KOHjwzwAAq6vH0GrtNzzLPrLN6ekLcN0AvV4F7fYcgiCKiOu+1UymI2sxgdOnP4Re\nLwvfH+PIkb8AAMzP34J6ffdmhkQIrsrlc8hmX0UQOOh2nzTefzuC77pvIpU6s9nnd5ktFizr73ke\nJibCFOeTJ2/Gc8/dhnQ6KqCTSIxw4sRX4Lo+Wq1ZXL78k0gmhzh27AvI51dxxx1fxOnTH8d4PIuw\nImV7k3YfwMbGPiQSkZNx9+5nAQC12i3odmcAxPcskxfsdTs9XcODD57ZwtO33LKMWq2Kdrtq5kFB\nAsGyppkNAAAgAElEQVSELbdI+5AXo/RcrgHyHPdQasTPlht8HogXjVNAonIi5Ke0+ZxrK4zSucY4\n4jrXbArOCQEq17Xql1QqqvpJfck1q86aRCIR2+9EGch54NrndzRwgaigDu+lzmFELaSTiyDwzZpj\nBEdlvs4z2w8j1CxilIHr+lsizJpKqXKWdkEQBAZAq06k3lHHgu1U47zTmU4eSiRScN14qqs9F9oP\nja5SbqbTUZo0wYKCVOpe8hmDCVzP7Ivvbz3SimBLne7cqqXVRdkf1RFcO7pVSfWQRm51L6Vu1dCM\nKvI6QT/nSu0M6tbRKNrvazsaCGwUrKuOohxVXte0WR0X79PUc51DthsCr3BLCIG3bh9R+pHXuabo\nOKMsprxhZJB00GjzxMSEKSKqa0j7Sh7IZDKmUA8BUxCEaalACOI1Es5+E2wyKNXv97Fz506srq5i\nz549W+TdysoKisWiOSol1DdlgwnCCGnJyIxWq4WpqSkz79T9EV1T2L17dywDkXNG3mE140KhYI5s\ncRzHAEHPCzM2ufeSc0PAyT5yjhjZz2QyWF9fR7lc3nR8hPNKhwf7msvlsL6+bsAi04w1OELac95L\npRI8zzNOAvaZa4NFpyiTksmwKnmlUjFz+P2uv3VPaBAES0EQnNz8uw3gHEJw+TiAL27e9kUAH9z8\n+wMAvhQEwSgIgisALgK4z26Xm1oBGCOBYV2G8ilUdC8Oj2LhZCaT4Xmh+j+9IWRShs3JFPyMi/vg\nwYMxocTFcOLEFbzjHU/Ddceo1fbjlVeehOdVYxElKi0udjX6uCmbfVfPNwWXAkh6KXzfN2kAZqKs\nKCs/A6L9lYyIqtJXY4HGhEYnNuc15uVUpczv+Vv/5vf6m8ypQtsGMer1VqCiXk0bEPAeClB7vGyb\n46Cg53125A9AbJ8O50jb4uf8ze8o/D3Pw+JiBX/1V3fD86L+qndYlTPHq+9U8Kmecv7W79h/jV4o\nwNI5sqNivPhO5SvyPttQJcX/dT51btRgVN7kWLbzpHIuOHauBTsKr2O2U3WVpkpXtqV01n5pP5UP\nlH5KZ00TpGHXaJTx2msnAMT3esZBd/wsU/Y7leph796zAIDLl+81fdBITRAEKBZrAIDz538C9frB\nGC/w3nx+HgDQbs+aZzm2fr9v5BLpxXnvdmdw7drbsWfPNwAAq6vH0WhMbyql87jppq9gcvIVlErz\n8P0ELl9+xNCNa4bpr0EQYMeO1zbbuRWeF80h+SS8PKRSkTw7d+69qNfn4Loudu8+h2p1GZ6XwOuv\nP2TmJnSOOJia+i8AgMHg7wA4FIvuqGc3nQ7PMW21bsPqaiG2h4ZpQZOTdZw6tQ/f+tYtGA5HspbH\nOHbsmyiV1jAaZfDqqx+C5yUxGORx5szH0evtQCrVwe23/x6y2bXN9V3Hysp9WF19u5E7odNiA5OT\nJwEAN2683cgWjSYxM4drNZSZQzz66HeRSPgIAuDatWk89dS9+I//8b34+tfvRK1WMDpD16fqE3XM\ncG1QHqtc0R9dM+QhvkOdqZzK7yf7VZ5uJ8PYB8oSXfdqsPKdNORV/6se5PYblZFsS+s5kGZMj2Mf\nNcV1q6NmZAxtXTsK8jXLiADNznJRWcJnCXy3syEIJEgnglLKTMoTZr7w3aQlaay2gvaDfaRxyT2d\nKqN0ftlnldnsh0am9b0auXbd6NxIzrGuB+2r7p0lze3+83+9j/xizyXnms4oFhNTpwef04wlvktt\nNPab+wDV4co5VQc/x853q0OaoJ/9UNmvNiDnZDwem3RK7RPbU7uO/xOYKC/yWTsgoLYXZanaL3wX\nAAN41Y7jPJEumooLwKR4jsdjE9EDYGxy13XR7XbNHuR8Ph9Lr85mswZYkge4R5J9CoLAyHpN+3Xd\n6CxWpuPyOabRck55Tqiel83iSgDM3lQtltZutw320Iq1vV4v5gxrtVpmXfN5LRLGfjIiGgRB7EgV\nfsf3NJtNc7Ypo7Oe55ljY5LJ8KhKzv9wODRnevKoHGYHMeOItKTjjfiDfVVa2Nld5PtGo2Fq6gRB\nYLDZW13/TYWJHMc5AOAuAM8DmAmCYHnzq2UAM5t/7wJwQx67gRC0xi56AlhemWm4zDUmiOz3+0gk\nEpu57OGZOSow+Zl6syqVihESnU4nZlTTK0qCj0Yj3LhxI1bdajgc4PHH6/jIR1bhusDZs9P49rcf\ng+/njEJQL5WmiXIRkiFGo/Bg3Xq9Hjv2QCMfNtBQ77NGqPg+PrM5JzGFRIFOAcX2VPGrccB2VZBQ\nmNCjyncosKHQZZsU1OxbvPDC1gqLHJt62jhWVYIK7O2ol4Iagmb+T0NB04l0/Pxb6aCXKnClhQI/\nBd1sT79XJ4MqUv5Ww0QdAdo39YxuB1SV5koXTSvV8fBZBcj6fn6n49AogRp1auwq39oGnSp39o/z\nwvGoIREBl/Cy50/bsemiRiw/4+fsI9vkd/q9Gu6cD97Da3FxD27cOLAF7PPS9LZ4JMnBwYOnkUyO\n0elUsLBwU8yIVlCSz9dw8eKjWFo6atFpiFxuCZ43Qj4fVnltt+diRqpG25RmXJeLi/eiVLqGSuUq\ngsDB/Px7zPel0jVMTFzAoUNfBQDcuHEfer2JGM+qQyCRGGBq6goAYGXl1s0oSDrm/AKAVKoLTt2N\nG/fgxo0Tm7Qd4MiRvwYAXL58N9rtEhKJBMrlLlKpFGZmnkcms4QgyKLT+RkAUYpZHKgsIJN5drP9\ntxuHJg2bUC73sLhYwlNPHUcQRI4l3/dx+PAF7N8fFkw6c+YxdLtVMY5LOHPm4+j3J5FOt3H8+O8g\nnV7FYFDF1asfgOvGeXd29lm4ro9udxe63VtNKpQ6TezMg0TCxUMPvQTPS+C55+7A7//+Y/iTP3kH\nzp7dg/E4OmtSgRXnjGPgWqYh63meOaaBvM+1y/9d141FuJSndV3o5bpbjypRea7OD/Kt40SVtvlu\nZmBohFL7qPpI+6brWseh36uMUuNfAbGCSJVXumaol3ip7FS5znbpCNDvaBewf9SNum9dU/dJS84h\nZbz2n/0gzXXeqE9VhjPdnDTJZrNIpVImEh0EgVm3AGK1Nwje1YGgeoT9ZYVOAjade9XHug5Ig+1s\nFgVBfL/aE+RvBgU4jwqOlB9IK+2brcO4l5P38sdxHAPAOGaCl3A/4NZK2Jr1Rrpon6i/FWySHlyT\n2WzWnO1Jx4s6LuyxcizqVFLbmO9mOiltR9s+on1HenFPvepX0kj3gTMtk884jmOKgLLPdLQMBgM0\nm03jaCkWiyaySvlIHiAw57pgQTK1o8in2WwWxWLRrJder4dKpWK2/qXTaWxsbBiZxIspxGtrazHa\nE3PwbNJ8Pm9oyhozdPoWCgXjCKTsTafT5r3kGwJQrUSs52oSoOfzeTM/5AM6cSg3NduE72PxJRZw\nYjCPMo34xLapa7WacZLk83kDhCkzyHssYKT2XrlcNkWjCO75vre6fuDCRE6YivsVAL8cBEHLMgYD\nZ3Of5/e5tny3uroaKy5EZcgwOMEpCc+JrlarsVC/RhZXV1fhOFFZYAUO9Xod6XTaCEr1KDMXe2Ji\nAhsbq/iH/9DB+94XTthTTxXw1a9O4eabF1CpTMfACX+YtkEFAYQKWKvLUbCol88GMtquDTJ0samX\njguV92mqJYXi5vzFhCSZVo0Mfq6RRO0X+2On2Oq4tT3eq4KZn2v/6WjQ9FT1tNB4Jo21Lb5TowDq\nJNA0SxsccYwKtpW+bFvnQWnN7ykM7IsKlZ41vktBq0b+VElRwdBxoYBbjTRNBdVLIy9KRypejf7Z\nc2Xzpg3QqAjUGFSwZrerxqwNaG2eiUBLyvCYRne0fT63nRHL/moamM6nrcBsIM3nOQa2HQQBarXq\nJqCKoqt25F7Hk8/X0e/n4Lpp3HTTaQDA5cv3wHEi77vybCjLbsb8/AmEx/VE63A8dnDvvb+FhYUH\nkUiMEAQOWq0dKBYvYTDYa8AVPboK1iL6+zhwICzys7x8J2q1IpLJkGfK5eub9/FMzSXcfPMf4fLl\nh9DrVWJGk+u6qFQuIJHwMBjkUa/vMZ5V0otp/Ol0mPVSq+3GuXMPG1ru3/8Ccrk2BoMczp+/Z1Oe\n1XDs2P+HCxf+HmZmwpTgVutxAJMxucPCGf1+H+Xyn8FxPHQ6c7hxYyfa7bbJmmENAcDHn/7pzchk\n4sV3JiZWcd99zwEA3njjHiwvH4YeOxh6xCs4depjuOOO30U2W8fx47+LM2d+HuOxg/FYi8YNMD0d\ntjU//w6MRuNYxoM6/pTv0ukeTp48gvX1KnyffBSdlanAm6CFRgUQRfMpY8i/quc0yqU6QIv4qN7h\nWorkZcTTlMn6Lj5vAxWuQ5VZdvRNZawNljk2dZ5S99vylOuR+/A09VRln8orGr1cM2qPdLtdY/AS\nyFBfUWZSRmhBME3HU3nANaj6FUBs3fBdvLgPi31UMEsdRz2kNoHaJgSGpDfp4fu+2ReojjoeeafA\nnmCA/Ed9xT2KpAsAA17VORytpaEBe7w0iku6qWOcfMfxKl9x7Lr9yvf92BohT2mEj/1R3tIjyUgP\n7buuP7ZHsEXgSP5Rmqr+Y581kqy8ru/iHHO9kEbcS23bAZpyy2NEtLIpeY68r84OtcF0zGr/8XgU\nzhnnl/PC/aAErPxptVoGINVqNTP/xWLRpOU2m00Ui0U4joONjQ2kUuE5wNzGxnTlcrls+EWjkuQV\nrm/yBHUAq157nmf2lRI0ckwEbwRjxWIRzWbTRHBHoxE2NjZM+ilpPx6HZ2wOBgNzzifbc10X1Wo1\nNg8K3MlDvu9jamoK7XYbnU4HqVQqVryVBZUymYyp+E65Q1zDiL9GZnft2mVoTtqQD8lTzWbTnAmq\noDWRSJgIarfbNQC52WxiNArPV11bWwMQpei7rmuirJlMBo1G/Cxt+/qBIqGO46QQAtD/FATBn2x+\nvOw4zuzm93MAVjY/nwewVx7fs/lZ7AorhqWNwqIXQEPLQRAYT0m73TaKpdPpxDxDTOslkzEkzwpU\n3KRMhdXtdk14nJvDw8U+wK/+qmcA6Je+lMPv/E4RrVYHtVp4WDnTV1SI2emJTIUAYDxNhULBRFHV\n6KTwU8WohjsVANuhMlKFoZ5xTQFQg5p9ptBQ4aLKgH3WSIYNdLgY1ftOQW5feg8QKRK+mwqEfVdw\noh5ftmUDBAWM+hmVrhp+eqlxrjTS92qb6oHmWGnU6HdqoPM5fqYedSoe9URRKSgwZfs6B7aDRUEj\n+6/KzwZtauAo/agAFaSrscy+UjgprRXUaTSXv9WYUb7SfgEw41JjgTxhv0svbVeNB/tznVvSQudI\nPe22kaCGtu0ssteH0m/Hjnncd9+3sGfPOWSzXQyHGczP3x7rh/7t+z4WFk5seXdIBxeel8Hevc9s\nPufgbW/7dzhw4K8wHkdef013c5x4KuKOHWdRLC4iTLV9yOw3SiTayOfjZ5NOTFxBvX4A3W7Z8I3y\nx8xMGD1cXb0FjpMwhhENYtIik+mi3y/i5MmfgOfxfMAmDh16AQBw7tz9GI/DyML09ApKpSUcP/4b\nSCa7GI93YDz+4JY1RqPYdfsoFP4SQBgF7ffDQglMhYscSVFBKq7fTGaE97znWSQSHlZW5nDu3IOx\nedD3DQZVvPzyR9Dvl5HJ1HH8+G8jna6Tk+B5HnbufB6JxAD9fgUrK0eNc0xl0Xap64NBDhsbk3Cc\niJfUQan8ZW91UCcN5bYaqLZc0N9ca7o2bCcUZU/U37At3VNPntCoI+WjylnP80x6ItcYx0qjnkCQ\n39MRzftUBvO9KscVkPB9pLv2l++kHOD3asQTyGy3zYV6W51hAGKOQ80a0JQ4lcvKb2rUAzCGOOmo\n+pNFETU6Z69/zq86qdkeeVCdGcBWPaDbhfReW57rfNCw1/kBYCqRKk1UV1EWMwrLSLnaM4ywqD5l\n5EltEMo8jb5qhhDn0NZbpKtmUZFnbTAdBEGMnsqf1Pm6frnW2A/lRfadfMm0TNYyIf3VluN8KLhU\npwtlAwEbeYBghePSNW7PGftI+qnO1GgsMzD4w6qv2qaOk45CAGYPJ9cZz/PkWhoOh2g0GlhfX0e3\n2zUygetJ54XvCIKwwu/k5CR6vR4mJiZk36W37RogiGSxOq5f13WxsbGBdruNUqmEbrdrsAlThzUN\nFYDp93g8NhWlSUvOBcfAPm1sbBjZRVwDwESimZqcyWRQLBZN1JPyi7RhOjDBPWUAnQHtdtuA2Ei/\nhc4uPcKL4NZxHFPQlRlGlG+U94wGE+doBPitrr8VhDohR/82gLNBEPw7+eprAD62+ffHAPyJfP53\nHcdJO45zEMDNAF6w26Uw5ELlhmPHcdBqtUzqCKNfPIsJCKvq8izQbDaLarVqhBAQbeTNZrPYvXu3\n8Vpo+kq1WjWVslzXxexsEZ/5TBM/+qMBfB/4/Ocr+MpX8giCsE/r6+tYXFw0zEAPhCpnBZRcqLrg\nFXBxYer5Y/xJJpPGaxQZn/GUXQUipCcQbdZnxEC90br4+A4VWHyPCg0V2io0+V723TbE1QOs6V78\nrQa8zgtpY0dtFbzTc2cb8VqhzvejA9AJ4EkzVQoKdChMeY8qNM6NzrMd9bNpo2BFDU419OIAIx5h\nV2GmglU93rxowLCv2wFAPVNP50N/aDDac0qFo2BUI17bgTXlv+1AOXnfBpUKaBW8U/HScLRTjklv\nTWujUWYrVtvBosa29oO8yTGQzvoZ+0BhrDQDgFKpjV27LuHEiWcAAFev3oHhMN6GKvmQJ+MFuTRK\nMBiUTB9d10cq1cOVK38HAIzRZoNu8td4PMS+fd8CACws3IPRaNJklkxOLsV42fcdnDnzOK5fP2ra\n4/hC2T3E9PQlAMDS0s2xeSZ/01hIpwd45ZUPYDgsmvsOH/42kskxms1JzM/fadb0xERYcCmTCffF\njkZzSCT+HK57Ieag4brI559BItHDcFjGyspRE5VR447zw1ShMEXWxSOPvIhSqY1eL4fnn38PXDd+\nliGfZVtBMIvTpz+GwaCIbLaOY8d+G+n0Mg4d+ipSKWB2linB922C3vg2BBvYkR/tNa8GLPUI08E0\ngsZ2OE6uXY0W8T3kI97PMfHSYyU0nZVGsa4N5VnuP1IdxR+uCY3kcbwqb/i/7QBl5JH6lPpV5RP7\nRfDo+76xH5hWaq99ghrbMUUdSQBEmvGH/eS7mQ6qupE6mE72VCplthqpLmSfaLvodhS+g6BD9QZl\nBHWXykf2R9OweVQC+UKd5JSPpC+f0fNDybfJZNKkliuoZf/S6bRJH+QYyFOql+PFykL7i+AgnU6b\nVGHST52UiUQiVtCGul1tG6Un6cE2NOWY71PHDaO3yhdKa81408/J3/bWGy2ew/dwGxjbIY0oX+2U\n1CAITHojf9gP/Zz04DPkS9KGJ03oiQ6cN5WT/NEsPnVucF3z/SqLh8Mh6vU6er0eZmdnDV3T6bTh\nQ7U5dd8iwR3lwfT0NDKZjJF7xWIR5XLZ7FdMpVKoVqumiJgW8uG6rVQq5vgRBrkY8SXwZZEibuub\nnJxENps16biFQgHdbhezs7OYng6zIfP5PCYmJgwI5JEkvh8WFZqenkYulzPOrCgjKG0iitx/mUwm\nDTgsFAqYmJhAPp9HtVo1cw+EuIcZCkwj5tgZLSYtgyA8O5vPEk+USiUMh0MT9QTCIk+UzZ7nmXdk\ns1lzHA4ArK2tGT6uVquoVCrI5/OYnZ3F3NyckXEqA0mjt7p+kHTcBwF8BMBpx3Fe2fzsnwD4VwD+\n0HGcn8fmES2bC++s4zh/COAsgDGATwW2pb5JFHoxgEgBlstlA9p4HxAZwUT2hULBIPtisYi1tTUU\ni0VMToYpWzxDp9VqGaZmNJVpA2Ta/fuL+Gf/rI0DBzwMh8C//bclPPPMALlcXOG/9tprWF1dxaFD\nhwyIU+BpK9/RaGQ8AWoI2kanpsfwM3ol1BBVY5pCgReVjHq46ZXhu7QPGmVVLxm9F+yjCg1VhlTg\nChh0/Ju8EANgNljnM2zX9g7bUS8Fbmos8aIxzXdpepT2RftIZWgbIduBSwWSOh4uTO2/0kiNSQUd\nShcdk86NRhVVkfPie0kftkWDzjZg1OBSOlMBav/Zls4l/+altNDoqG3gKnCwfzSiospQvcs6D2p0\n2fPK5zVNkAadzg/5xnaKsE+2karzrEBC16PSXumVzzc25yocx/79p7Bv36v43vc+iFptV2w+VcnT\nCFXeDPm6DGDRPLO2dhtarV0IAi8mI6L7I0No585TKBTW4HkpXL36DjM+z/NQLF41bfq+i9OnfwJL\nS4eRTCZivMc2p6auIpkcYjTKoNE4FOMbpSsALC/fjLB4VzjWQmERe/eGBY1On34Q43EUUahW44kz\nudyrSCQGaDbfbeaWNQI8b4iJiW9svuNBdLsjk9pE8KQOQS0gc+edF7F//zx838Gzzz6MXi+PZHIY\n29Jg83To2d6BU6c+hjvv/CKy2XUcPfpF5HJ1JJN1ZDJNjMcZ3LhxJ3x/bAw+8rbytII21QvKOwoE\neR91oi2T2Gd1buiaUbmmDhWOkU5VBR7UR2E72HxXfD+2pkSyL/xbQSh5UyNe7J+tE3Qdcs7IpyrP\nqQPo7CV9qQv4m3RiCjHXruo3jl3TVtkmQamCFK4HTccnrfi58iHHqZkkGlHSiJ/qadvJwPRPzil1\nPVMX6ajlmHK5XGzuFWDwf/I6IzbKCwR9jATaep6/NapGOvA9+j/7rNtTWEySvMIUetKBwIy8r9Fd\njWhrn9Q+UDuHoFRlQzIZHcVDOc8oHx3Ynhel3trRW11v5FHSiu2wXS08pOndfAeButKafEzQ7jiO\nccarrUa6arV6AkHV/VqdmN8rL5Bm7APHo8Cb7+J663a7Zh55vAh5iQDF8zxTrZV27tzcHOr1uuk3\n6Vqv11EoFEx/GaziEY4E8+QvHnvCTEmuFwWcruuaFHs9Fofzzygh+0k688hIz4sqMXNsqVQKGxsb\nRk4Tc1AueZ5nAmM81oRrPZVKmSqyrusaTKRYYDweGzpwTVQqFXQ6HcP7TFFmFVum2HPcPEYFiPZ7\nM+1WKwG3222Uy2WDl3gSib6bDr7BYIBer4dms4lyuWzmrdVqGRBPnflW1w9SHfc7QRC4QRDcGQTB\nXZs/fx4EwUYQBI8EQXBLEATvCTbPCN185teCIDgcBMGRIAi+sV2743F0lgyJRrQ+GAwMIYIgMAfD\nUsBotTh6SZhu22w2zQJizjIQjxCwjDMAzM15+Jf/soUDBzx0Og4+97kKvv1tzxwbo8pqYWEBN27c\nwOLiohGgmk6k4I4MZu+ZoWDnWHRRcxJ5v6YIqdK1gQa/U4VKgbed0a9RKSpb28us4GU7cMn2+b8K\nf7anlwI29Wqrx1GNMlVk2m87zUedALyXhoJ63hUUUvjSOFOwr33RPlNp2QDOVsQqoDkWjTooaON9\n/IwAmIqPl/Zb72XftN/aLwX92k/7f64PjUhsNzb14PMze47tMdnjtSOFNPTssdLQIw9qdIT8Zac+\n8XmNsCj/2OuOz6lDRedc2+DckFZAPH1b6abjTyQSKBSaMTql0wO89tpDqNV2bRm30lLTpHTtDQaR\nYggCB1evPmye2W49USF63gAHDvwVgDBS1+/nYwYcwZ/nJXHq1E9jcfGQmSPtF/sxOxse77K6eghA\n5GjROaDB5XkJ4eMxjh17Bo4DLC/vx/Lyfolu+yiX4xHZfv82NBqfgeflYnMc7ov6LpLJNXheBvPz\ndxuvs2afMHrEzIhkMok9e9Zx771hBdvTp+/B0tJsDFQxtUjTy1RmdTo78MorP4vhMI9cLlR9k5Nh\nVLjXq2LfvhcwNXUq5oBiJIHGIudL5Z6uMRqj/Fu/VwOcF3WJOkI4X71eL+a8oRPVBr2MsKgDhvLS\nXvOkJ9tkO5QljGgxKsU1rU4K8qadoaB6R50JXIeaGqnrV0G/gjrqDjUOVVYp2NPvGEnTOSBdtbiL\n6gxGNwh2dCxAJPcUZNCxo/PPebLfwe+4lUjHCkSOLPZVdV0oPwbmPtKP9hLni/No86T2lwYm6a6R\ndKYh0kinnFcwroCfoI/P6VjZN/L7djYNx6GpxLa9pKm9QRAYwG07DZWfgCg9V20udSKoA1edoJp9\nwH6Q1jxKRp3MOl51ttA+VtlOG4f2lOd5sRMgKOdsMM50SXWk6Brmu2mDEIAziqf3qOOM49J16Xme\niWza86Ep1c1mE7lcDvV63RzFEgRBLFKoQZZ0Oo3JyUnDF+TtarUK13XNsSSkF8/VZJHS0OFaNCm3\nXEOlUgm5XM4A5FarFQuIcWzr6+tmDhnJnZsLiwMyMsv1zLYJmpWfXTfcO7ljx45YNF+dWlw33FbI\n+3q9HqrVKgqFgimOZAdzNNOUUU86MRqNhgGO5XLZyEfa5roGCTxZaHV9fd1UvaXDQXUcsRjXIsHv\n97v+m6rj/ve82u22YVpNu1hbW8PU1BRSqZQ5CLVQKMQYk5WlKBx5IDknUIuy1Gq1mBdfAdeBA338\n2q+1sHOnj/V1B//0nxbx/PNds0iI8uv1utl7ura2hosXL2JjY8OkEHMxqnHMzxXIkaGZtgDEizyQ\nkVgoQtOINLVCf+u71EAH4ke48Bn1rpJpgGgvHvvLv3Wh22Mi0yptFXDx2s7rrf1TAa+LyO6nLZAU\n0HJx0sBQ0EDFy0WqIIHPK28A8ZRQ7b8NxNVwVRBIr6kCKhUybEP3rem4de8HfysPqIdXDS1+pwau\nLVgUtKvC4P1MK+Flg2kaDaq49W8F63w3+6YpvbyHbeta4ftVwZNnyKv6ThoFyotq/PF5FdQKark2\naGSw70pLNR6VBgowuH4VGBcK8Y355849gOvXj8Tm3HZw6PqjMUK+13TclZXjaDYnY8/z3RrRGY/H\n2LXrFeRydYzHWVy9+oC5N6S1h3J5AeNxCi+//CGsrR3a0pY6JxzHx86db2z24dYYTbRdTYWjlxYY\nVwAAACAASURBVHd29k1MTd1AEDg4ffpBM2dBEKBcXobrRrzX651Avf6P4XlRGl00Bz5KJZ5l+iNo\ntaIqhZw3ZnVoJCiX6+Fd7/o2XDfAtWu7cerUMZPCS2Ol2+0azzWjMqPRyMgR3/fR683i5MmPwPPi\n1f9KpWXMzX0P6+u7TX9U7tHJxzkmP3Mt8nvqRAIj0pHORjUA7TRAXQNsU9+vQF15WmsKbLfulT/J\nv8qvAGLAk3KZhrumA+s653zZe9t8P4qw2k4gW3+ow0ZlDS/2n1EJBcOO4xijW2WNHqWh4xuPx7HC\nIKSRgjMFjJwPfs7iLWoPEJRRjtAI1/a3cxjweepq0oH30hhmf4Goijbvo34BYN5n60UatIyIkSb8\nnDadykZGmHTrkupZBSd8xt6TqrYF17TqNnV68X72l2uDjiTaBq7rmqI0nBPqTp1HXQPsJ3U2+2gD\nTNJXdRD5l3PBqCvXEWUW1wL7RYcAZQD7oOm3nAvajZQVur5c1zWy0Pd9EwFkZJ18zfVFXlLwynFy\nLknrIAjQarXQaDTAI0PIG2qDtlotw38K1PL5PMbj8PiWhYUFI4NVf3Nt5PN5s3bq9XqsT4uLi3Cc\nMKpeq9ViTjblRQDY2NhAr9fDxsaGcTQxcrhr1y6znYPyeWJiwgBcpSf3qHJvK+ecoI8ykOuGGRs8\nXsVxHHMsJS8COD2Jg3Tg+ajlctlEdJXejUbD7Bul3OU7VI4yxbhWq2FjY8M4GwaDATY2Nsw4qPva\n7bYp1sRUYa6fwWCAVquFIAiMY47yvNVqYWJiAm91/cDVcf97XwwHc5IpYLLZLLrdrqmOC8BMKkEr\nFSijlQBix7LQc1SrhXuKuKBpTA2HQ9x3n4PPfKaHXA64ccPFZz9bwPp6VCRpPB4bTy4NEX6+sbGB\nixcvIpVKmcNY2Q8KQDWSbaMXwBYjXr1MGg2iQaJpp0DkxVRvp6aAAIgBXTUg2E8FztpXtst+8n+O\ng4uCxozeq0BKjRT2Q5Uen1Mjm+9RoKnGtW0sUcjZ3l+b7mr8sC0uUAWZCkjUY64Gi3rgFZTxGfXq\n23NvKyv9W9tRsKmeSs6ZgvAISCA2D+rB5hyqQGN7trGpAEiVrD6jgFYNP6U/lT37ZkdvOI4oQubF\n+mwbunyPTX86J2wetvusPMfvbd5UQ1i/U95gX9Qrz/4oMAif7SGbjc7HvHbtKC5cuM+0YRv8HIem\nFrJN/j8alTfbdnDlyrti64700L6HhomPgwe/AwC4fPk+DIcZ+H6Uhl0oLCIIHLz00odQq+0BC+1o\nH9RQm5qaRzrdg+clsb5+KMZfyo80jKI+jXHkyDMAgDffPIpGYwJBEKVyT04umL63WndiY+MX4LoO\nUqkIqFDBZjIXkE6/ifCYmbcZ41BBKGXJ/8/cm/XYcWVnol9EnHnIc/LkwGRSJEVqIEWRFGdSs1RS\nlUsql6vdtsvwcA0DhgED3X5xofupf4ABNy7c96ndvreBCxhw1XXZ5QFVUtdcqtJEzaImzkMySeZw\n8szziTj3Ifjt+GJnVr1d6AaQyMxzInbsvfbaa61vrbXXvv/+BtbXF+A4CTz33KvI5fpoNvP44Q9P\nYDwexuaAhhwNc/Ko8jiNe9+fx/r6/di27VPT7/E4ibNnfxP9fhGJRHQWJudHo2DkKc4T+V33g2kk\nxeYbdeipN1vP4FMjTo1OIO58VCedAoBDh+5gPAaYSj2ZBNizZx0zM228/fa9MZlq6wKN5mvaLgG9\ngg/+reAypOfYGEnqVLMjOOQxjSjyHpUrlBfUoeQnBSPkfYIWpQ/b1XXKeeHYGTVRXUwbwc78oH2j\nBXHYtuM4xgZRo17BJo1bGp12hJVjVJlGHqI9petbL43UEYCRnxSoUo7wUpmv4JW0ZSYZ+Zjpo9qO\n6le7yBH5nfOv41awqUA0dBz1jL1Gp5jynwJDfp5KpUyKp1YA3YpfdY8seV77oc+qXaO6UmUMC83o\nONVe0OJIXBeMWmq2HueMZ3BS13D8nDO18VQGqK1I/tY+MN0z1CV5kx6ez+exvr6Ocrkccw5NJhOU\ny2VTPJTgkMe5EKQCMO2yD51OxxTJKRQKxvnBo3KIFchfCvZIy06ng0IhrE/Q7/eNE4VprlEtg5SR\nqZ7nmXdzzVEWcO21220DlCnreQ+/Zx+Jf2ZnZ82RMeRTzhvtLF3PDMSpc4rYhLIhkUgY3uGeevIu\nnY+u65qKvtSdrKBLmcgAoNrHnhemy9vrvdVqoVwum34xG4Dnjf6y63MDoQzb1mo1s/+R3ghNP8lk\nMpiensbt2+EeqHK5bDbAB0Fg0m95ng2Zihuak8mwzDE31Pd6PXzxi8Bf/MUIiQTwySfAf/kvQL8/\nRioVLhC2xXLE7J/v+wbxX7lyBfl8Hvv3799k3HqeF/MWKaDgJKqQogFOJqO3QwGIRsu0pH4oXKIq\nfirYKFSBuAGtXk1+x7ao3KK2vZhBrABTBQM/52IlvXjpvPDdXGwE2RS+GsEBIjCigtwG3wrmdR8P\nFbm2r89QsGrlYgIRGgKqkChwKNhVQANRWhQ9WQrgSHuOSS/SzlbwSn96y7mRXo0v9Zgpfdm2DYRV\nwWxl1Cq9tY+cS1W86hhQfqfhpeDXjmrSINe5UcBl/6/jUP5Qg0//3gpE8/16Lw09O3VKHVs2WFCj\nguOmIuAc5vNmlwJWV+/Be+99Aa4bRfTYR0350/eSZtr3Xi9Mx11efgSt1hRcN6pCq04UXuPxGHv2\nnEU63cZgkMONGyeNEoqMwBW88cbvoNHYjsnEN3LKjhxXKlexvr7bpOKur9+L8TiBySSIrUt7TdAL\nv3PnWygU6hiNkvj445NmLZJnmRJcqx3D6uqfIJOJ1luYYuYhk8ne9bB+DwBQrx9GpzOF0WjDrHeu\nHyrjU6eu4caNAaamRlhcXMN47OJf//UoNjbGcJxWTOap/OV2D11nHFfk4IrOmgOAfr+IIJgza1cj\nP7r2aDSSB0g70kzfo04dTaNUkKH8PhwOzdEZ6tggr7OwBw0dfs62VO7V6zn80R+dhe+Ha+rAgRUc\nOnQH3/3ukVjfbBnDcVPvKb/bBi73qDF9j6lflLcKEBUoqB61I8l8To1mO41SHQOklaYO69pWmaNz\nxT7xyCB1fnAd6b53vj/MahgYu4eFTNi+7sVUZ5dGM3lshUYHAZh2bdnlONHZiMlk0oAylecKBDkW\nGq9bZRmpw5hrTmmsDhXHccx+NfIx54c041gVOHMeeSmPcQuXgkmu32w2a/ZT6rEYtoNeeYS6n3K3\n1+tt0j2cL41ucaxKPwUTzBCg7NV9mjoWOl3IW+wr91Sqw4n2KYE855XPKsjnvPEkCnVEkC6aZaD2\nHsej+pu0YsEf7ql0XdfsEU2n05idnUUikcDGxgYKhQLW1tYMiKSMUP1HUMtsSEaymQZbLBYRBAEK\nhQIajQamp6exurpqgCgL/zDiODU1FWt3amoKlUoFGxsbsfWocom8SXwxMzODIAhMCu54PEa1WjUp\nrdwD22q1UKlUcOfOnVi7vV7PPMt9q6y/QkdFtVo1fNdsNo3Tg6CT85PL5bC6uhpzNo9GIwOi+/2+\neZ4X+5dIJAzuSqVSaDabMUeP54XVcbm/nNFmXq4bpvKS1jzXlCCe2InzxmzRX3V9biA0mUyaSCUj\njizpTKHKKri1Ws0YArVazZxh0+l0zDlI9JT2+32TttDr9QyBudi+/nXgT/80nLyzZx381V/l0e2O\n4HmhpySVShmm9X0f9XodQRCY8HoQBMYrduvWLczMzGBhYSEmAFXoa0oVGYwLG9icskAPHcegqUAK\nzEMB7eO++94HEODjjw8Z5WuDBCC+z4ECV4UL72N/FFhQWGkkgJcaIDZAUCBA5lZAxjEDUTSUfxOI\namhfgaICF41AUelTcBEIUrirAqVHnONQr72tTBSk2+PX+xQM2xE7GtwaaQAiz5UaVwom2CcW42Jf\ntjIAFTTYl4Jpfq9Gjm142byhgFSNZnW22Ia0fse54fPKp2qg8eI8alTLfr/yF8fNZ5T2HL/9v0ZT\n1HuudNWxc4zqCdc+kaZ8V7EYpso0mxW89davw3GSm3heZQF/k7e3kiv9fgFB4OHatSdNHwmi7b6H\n4xrg3ntfBwBcvfoYfD+FySTasjCZTLCy8hAmExe+H1UR13kgXz3wwKuoVJYwPx+C0NXVfYY+Og6V\ndXTIOU4b+/aFZ2h++ulxdLtpA15DI8lBuXwT6+unsLb2R8hmc6YP5KV0+j34fhael0U2G9bJW1l5\nelMUn332PA/z88B9923gnnuayGRCvvjxjx/C8nIBngdjYNNQpYGgxT1s2a30yWYjY8b3PRQKGzhy\n5Fs4e/a3MZlEBrnyj/KUglI1yHWNq7xQXlFe0+eo7zgvuj9MDWf2g+uT860y8MaNPDqdJPJ5goaw\ngvylSxXDb5TX7If9Tk011L4B8b2JTHej7KcOogwnOCOw0MgQZb3uE7OjbsqbCvT5v+o+OhH4GZ2r\n1EUKNlW2Uh8xOkJ5rvKL8p4RWR6zoFlh7A9lNAGJpk3yfxbu0YgVx1soFGIAlTxGftPIHPut/dT+\nsF3qU41KakEvpjwrDbkOOB/kFfIFnRGkpzonVL6T/nYEl/Qgf1MP0HFjO2q1T1z7pBF5SHmM64Tg\nQGlpR7DYZ+U9ALGijwqE9TgQlflqH5KeKjMU2LM/dvVdRmc1U05tC/KT8pTKGcoKri/+z6hku92K\nOXI4Bha14Rqcnp7GZDJBpRJWZKe9TZr1+31zbuhkMjFgk/+zeA7tY0YsCQZ5ZiWjf5lMBlNTUybl\nlzY16VupVAwdCQzpcJiensbGxoYpXkon2mQyMVmajHiyj7lcDjMzM2YLIR0PxDJ0PqyvrxsMk06n\nsbKygnw+bzCG4zgol8tmiyEA40zp9XqxbV4EjlpV2PM8U+iIzhvuIWV6LYsGke9GoxGKxSKq1apx\nbDBQqI6TRCKB2dlZE01lP9kXZnT0+30T/Z6fn8fKygp+2fW57QnNZrOmfK+WBS+VSkZY12o1w/SO\nE5ZbLxaLZhGzYhSjo5lMxnxPI8T3/buLIcCf/VkEQH/ykxT+6q9KGI8TBvmzJDLBKw3/6elps8eF\n3izf97G2toYbN27E8tcpjNWIUOEFxA1jNXq5eBkZVAOIypUCaWZmBc8++y0cOPAmrl17CMDWZf75\nm8KeCoX3qUdYgRS/o7BWYxmIe5TVo6+efgUpthGlXjZeOlYFBxpZpULXCBrbVuNJgelkEhVj4OW6\nLrLZrFlYnCcKKEYcFXBQ2Shw4tiUTjpuBS00ysgPquTYJ/62DRp6sJW2qhzVU6n0tmmvBpb2QY1k\n5Q97HOyffkZDRPu+FQ1+mXLV6Ia2ZUeCyA9qYCmf6/jsvmifqTBtEK3vtMdO2ujFe2ze4/+h7Gmj\n38/h1Ve/ivE4E6OzerXJf7ZH1pYBoYOugOXl4xgMSmYsdpRFjaydO99EKtVHv1/EtWuHNtEuXL+b\n95dv5Ql33Qnuv/91ZLOhw7BYrOLgwe8hne5sKVM0FfXBB99AKjVAu13EhQuHYmsubKuFtbWDuHHj\nd+B5yRjfRE6nJZRK/zvK5X+A40zQ7d6PVuseQweOTQsRHT9ehePAAND19TyWl8vo99vmOcoVTeW1\njedk0sHCwhL27/8RHKd/9/MRMpnQW37x4hm8+eZvw/cTmJ5exokT34bjDGLRcl5KK86FRk/0Hn2G\nhj9pTDChcnCrdaFpXfxc5SQ/VwdO5GBxcenSXKz/y8tldLsJ0yd1oI3HY5Oexz20KrsUoFJf8nMg\nAta8bDDL52yHJ+dfwYA6Xkk3paMNZNl/vo86Qs9qJD0VKNoyTlN9OScKTAlCVC/zfqU/+ZJAQqNc\nNCb1edKLNgjb1L/tdGCNeuuxbcpLesSZ7chTnUJHng3ittILqv9JE86lrnsdH2lAIKx8Qx7P5XLm\nnRrZo11hyzV1UOg7GRFnNoTyEve+EdgpSOb71JnH36SjfVSM8oYWUKO9SfqoDlOHlfJyt9vFaDQy\n+z75HIGFVnjWAkekL9eSZhdo6qkGKCqVHg4erJp1zjnRvZO6bhjU4TvouCBwcpwwwlapVAxAZb+o\nA9U5mEgkDKAjeORRJABM1hiLUGlFXADmOJLxOKpAOzs7i+FwaNpwXddEDAGYSCDnl5iDBVRVppOe\nuke1WCya41O4NYI2P4/RA2COj6FjgMeruG54XA2jqtls1vSV0X/2j44LbnMk7Vj5t9vtmqg4K/fS\nIcsCQ7q+KNM9zzP0YiVcOh0KhYKRP3Su/arrcwOhBAU8lJaLsNFomEpMU1NTZgGOx2MTTub5PQSw\nVMhM5xmNRmbSw4n08Bd/McJv/Ea4B+Bf/iWH//bfMuh2h4axierpOaFiUSOEArzT6ZhN/kxRYZSO\nCo7P2AoYQIzxtAgRF6SWIdcIYyiQRjh06Ad46qn/B+VyFVev7sdwmI0ZOVrdD4h7lVURqxFEoMYF\nqYKNRhQFrioPe8EpiFBjWg1pG8zofTYAIQ1IZ+0P+YLta19sQ5ybz9k/Gu4aHaOHXVNIeXF+FDio\nIGQfVMHT8FEeo5Kjt5FjU8HMy/baKgBWvrAVuhpRGjHWiIPS/Jc5L/g3aaEGgzobqPz1GR0P7yW9\ntBKczr/SW6MkCuQVaPA+NcopNG1a8DulJZ/n/co//JzzQWCjDhk1IjhWjpfrOJvt4fXXv4pebyo2\nDra5VQo921bAyn6HhkQWV68+HqOZru1w3TLa2saePW8BAC5ceBSeF53rxudIV+UF0sJ2mLBdXvfe\n+waGwyIGg/ymSLdGJ/P5Gvbu/RAA8P77pzAcRsZX9EwJt2//NpLJdIxHFSS67gpct4FMJhxTt7sN\nxeIbSKWWY2Ccc5xIeDhw4Easz7OzHfz+77+Bhx5aMweMs3AJZXPkmOtj586LOHnyZXzhC/8Hjh37\nJjwvwHicvAtSWnDdADdvHsCFC49jY+MevPnm1+D7HmZmlnHq1D/DdYeGrrouuZZo3JPekUzwY/Th\nfcr/NGY1eqGgSNeeAm22p44z13WNoUKQQ6P98uVtMRpeuDCzCSQr7wdBYOjKPV8KlhkhoiGs65Fy\nUkGm6kbbWWqn/GvqocpLpbctRzTSqTxP24T9Z9uUS7Rj2Bb3JGsbvDhW6nJ1wkXrNu7UU7mnkT3O\nPW0Ljl3XqkZQuf+MNND309k6Go1itok6k+w5VvmguljBKYEIo5M0qNlP5Un2S9+pNhdlgeoFjUDT\n5uGcqC62eYnv51yybY6fY9JtMHyO9gb32REUkbZqD+p+UNKOf2tNC65rBVxAVKCGAE91EgEQ7Qmu\nJ/aVwG6r8aujhutcHQwEf1wPCiJ0jZfLLfyH/3AB3W7W2CLkZ77b932srq6aUyroIGCUklmMnMt6\nvW7WQLVajdVyUeccaUx6lMtlrK+vGx1AWTEYDFAoFEztFhYiAkJA7Ps+NjY2kMvlTGZlr9cztmCz\n2US/30elUjF9BWDO2XQcx5w9qs6IQqGA+fl5w2u8COwYQc3n86Y6biKRQLVajW3jct2wEi6z4Hhq\nCLN1GJXmNkZWBXYcx0Q1+V5+znTi+fl5lEolTE9PG5q2220DkDkf3C+qMrXRaBgac4udRlVZ5E9r\n+/yy63MDoWTsZrNpjHLmgBOpA038+Z+PsHfv0BCYoeV2u22IQ0ZJJBKYmZlBpVLB9PS02XT7B38w\nxPPPh4T4m79J4L//9wC+H1Wxo8FSq9UMozGnmYLs6NE+/viPu8hm08ZbNTs7i71792LXrl2Ym5sz\njEXhogJuPB4jl1vFZBIVklHBRqEKROlJKrSi6GgPyeQQjhMeJn/58rFNwlXTOngpmAs9Kc1NAGMr\nRaLgURWS4zhYWFjDk0++DdeNe7ntaA4vVcykTSLRx9NPv425uVpMudlgjEpBFzqFJACcPn0e+/df\n3/SM7SXVtvkZ+W///lU89VR4vK3tMdZy2wpe1dAbDoeoVHp45pm3UCh0Y2CI92ukjZeCy1CA+3jq\nqQ9w773rm2hvRzzsOQIiZX748EUcOXLRvG8rryLHwvYUFE4mEywuruCxx94CM3ZorKiRRCGraUc6\n5lyuiyeeeAOVSsvQUlMH+bwah+pR5hiPH38P+/bdNHTnuHQu+Iym2uka2LPnCo4de9esQ03bVY+w\nOmJ4bdt2BUEQggOOT/uhRhk/v3TpMDY25mLzEwSR40R5WZ0HKrjZVhSF8dHtphAEPnw/2lNOh5bv\n+9i37/sIgg727n0TicQInc40bt58OJZhoetNDVnyihqD0XjjNG0253Hp0uNwnKg6p8oV8tj+/T+F\n6wZYW9uGGzf2GJrzCj3AOQDxlGTycxRRWI29f3b2VSwuvoF6PSve+Jbh64WFdUxPxwsj3Lo1hb/9\n25P47LNFAwxUZhaLPRw+fBEvvPBjfP3rf48zZ36AHTvOI5nk3qw1HDnyL3jkkX/CwYP/isEgi1Sq\nj+PH/xEnT34b99//FlqtaUwmwNzcTZw58z0Aw5hsJH0UNCtPue4ER49+dlfOjzbNEf/XKo62406d\ndQ88sI7nnvsMnhdFOxUM6zpim9r+J59kIeIQFy7MxN6lekMdO/b+umQywJe+dAn799eNHLGdm+Rh\nOuc0WkIdcPr0Cp5++samyBb7QqNK153SMJFI4J57GvjKVy4gn/c3yVWuY9KG64HjZNvF4ggvvvgZ\ntm9vGyChRicjqVrZnHMV3TfB009fwYEDN0XPx8/lVV5hH22dvW/fCr7whUsIgki2ca7VqaoyVZ1r\nnuehUunha1+7gHJ5EAO0QRCYgIA68dTop5PX8wJ89atXsXv3eszxwKIsCqS0Kme32zV9nkwmePTR\nZTzxxO2YY1ppp/aO7gnlXCWTSdx7bx1f+cpFpNOR7lRwxrbsYAPncTQaIZvt4zd/8woWFtrmc80E\nI1Akj2s6cSKRMPVIXnzxFg4dWovxKp+h/adA3HYMuq6Lw4fX8Pzz12OObH0v+6S6nWOivbSw0MZX\nv3oB2ewwxqsEsFpTg+2T/hxbMjnE7/3eZRSLPs6dG5iUco5Z66hks1mz1huNhgHw3W4Xv/M7Pr74\nxTANlimj3CdJQKXZAv1+34yb73rqqSz+8A9ryOXSZt32+33jUGDAyPM800cgLGbK2jH5fAvf+MYE\nO3dGzqp0Om0CYblcDoVCwThparWasREZvUynE/iDP2jj1Knwnmq1aopfZTKZWPAjdGBmDc8TxLmu\ni8cfb+F3f7eL0SjMJuH+1vF4jE6ng0ajYeQacRCdBo1GA71eD4uLbfzn/+yhUAidLXQEkA9YxZi8\nw0JQPCpnOBwikxnjG99wsX9/BDx17atdSr6hE7FSqcTONv1V1+cGQkkwLpJyuYxsNmu8G9VqFceP\nT+OFF8Z45pmxCevyfuaHk1EYCrYNuXQ6jX/+5zSuXnXx13+dw2uvLSKfz5uDazVdIoxcZJHNZs2B\nsxQgzz8/wFe+MsD0dHggbqVSwde+9jX85V/+Jd577z188MEH6HQ6MeNaDdLp6RU8+ujf4ejR7yKT\niTxOWyk8VYgKCEJlXcL584/i6tWHcfPm/Wi3i7EIjBo1mgpE4yWT8XH69Bv42tf+DZlMFCElE9vA\nUftAwU5FsHfvDTz88GXMz9cNDTl2jRKpItPqcQCwbdsaDh68hvvuu7kJ2NA7pN5GzhMXdDhnE5w4\ncRFHj16JGVWqbNlOEARmI7X2JZ1O49Chazh27CJSqYEZD5Wzpt2wXfW+ch53776Jhx++jsXF9U38\nrn1QT7SmxLiui+npLg4fvoQDB5Y2ecUVQNqedpt+R49ewLFj5+H741gfyJObo1xRmg+F0759Szh0\n6DIqlbqZSz6ncwxEe07VKxrO8Tr277+MPXtuxO5T3mZbdspyxLdDHDz4KR566EJsjOpVV361PbNc\n5w89dB6PPPIRkslJ7F2UHfzbBuxBEGD37st44olf4EtfeglPPPETTE21Yummyhtcf8NhJGfI8488\n8mPcc89nOH36nzA/fxWuO4DjRNUutQ3tA/vIq1y+gqef/hvce+87sTnz/TG2b/8ER468hF273gUA\nXLr0JIIgDpBD2gGPPvp/4+jRHyCb7cQMep3DKINCzzL18NFHX8Vw6OPYsW/h+PFvI5erbgK3s7NL\nWFy8CgB4553TYGEmzg1Tz3bseA8HDvw1Zmbei+11VPnheWuxdTUYlPHOO/8ew2HY1/vvv44//MOX\nsX//ZYzHYxw4cD12/1tv3Ye/+7vT2NjIxgBJKAOG+PKXz+NP//THeOaZj7Bz5wo8b7MXd2ZmCdu2\nfYqFhQuYnl5GOt3D/PwVLCxcw7Zt1zE/fwPl8jocB5hMgIWFJZw58xJcN3L4cL5IV5XVvu+jWOzj\nzJlzeOKJd++O52pMN9hnOdqgXYGg7/s4dGgJJ09eR6k0ivGjAhPKVkYb+VkoJ1Oo1cI9S91uAtVq\nwRg/ehQCDVm2qfwDALlcH2fOLOHEiTtG72m/lTbqyNUtLolEAo8+ehNPPbVk3kt9qnKF/EdacY3S\n4Dp4cBUnTtzCwkLP1KXgmLne7POadY06joNt25o4ceI2DhxYjRnu5Cs1OtkGnZvUA8AATzyxhDNn\nljcBRTs6yHWhRaWAUF6dOHEbjz9+E7ncMCZbCSoU8CstlVYHDtRw4sQqdu2qG7ryonxUAKZjprFf\nqXRx8uQtPPLIbTOfOjeM6rBNjlfbdhwHjz12E08+eeOu07wQi2JzzJo+bDvUgiDA0aNrOH36DmZm\n2jE9R6Ckdhfb8TzP7Dl2HAd797Zw6tQqHnhgw6wbggq+lyc1EHRy3hmhzOXGePzxW3j00TuxNHjS\nj/xCZ7fqWvJAMpnE6dO38cQTy8hkIqe4pl7zXvaDEUj2KXRWVHHs2C3s2lWLrVMWMtOKsOwbo27s\nR7s9wf/8nxX8/d9Po9+fmGgY3810ZVbKtSPgvu9jerqEr3/dx2/8Rhf5fN5EKhlBp3xKcjylhAAA\nIABJREFUJBImKERQCER202OPtfDii30cOFA0ThX2d2pqytiLeu4pMynT6TTS6TQeemiIF1+c4NCh\nHkqlUizrqdvt4tatW8jn88hmsyiVSqZuDANjyWQSxWKA3/qtEV54IXIK04YlPUajEaampkw0knsz\n1Rnw7/6dj9/+7SHy+QxKpZKhDftcKpVia4kgmIWOstksnn3WxZe/PMahQ66ZUxZ01Qq/POqGwbjB\nYGAKYO3c2ceLL47xzDMhiCZdgiAw86Ap8MQ+xWLRHKOj2yt/2eVsBTr+v74cx5nk83lDtFKphPX1\ndX4HINoXcviwhxs3Emg0Qu8Hz8UJgsAcy6LeRSp0rRwXCv4+RqPAgM98Po96vR4z3MlwmUzGKNbI\naxIgn+/g5s0wT3t6ehrPPPMMHnjgAfzjP/4jcrkcpqenMTc3d5dZBxgOXQRBCtnsbZw+/fdIJvto\nNLbh7Nnfg++nY31XjwL7o9EQ9WiGSgRIp+toNnPGk8ZL+21HypjWA3BfZSS4gHhlQY3kbdWHRGKE\nSqWGlZVZkI2ooBUUaFqU7ZkNggCLi1XUahX0+1GfbQBpp5JSmZN+MzMNjMdpNBqZmOImWNI+qOHC\ntKoQnI4xNdXH+nrZCHiCER0LlZjuC4oi6mMsLrawtDQN140AmSpKbZuKnYKe7c/NraPVKmEwiA6W\ntj36pEfcqx7xTrEYpgo2m+VYP0gXuy0dIxV+KtXH9HQbKyuzhnb6rL5Pec7e57WwsIqNjVkMBpGx\nrPxvg2qdK7ZdqdTQ6STR7+dj99rOEwJAGl3qGMpmu8hkhmg2ZwyPqgNADTTyGun1/PM/wo4dS+Y9\n779/HICDK1f2YTDIx9qxnTHkEwA4fvxl7NgRHunR7RYxHmfwyit/CMeJnic9VLbR8CTdTpz4Dubn\nL2F5+QDee+8Fc28qtYHnnvs/TT8HgxzeeecrAFJoNndgPI4M43K5imee+TsEgYOXX/4zjEZpY/jo\nWDgXTz/9t8jlQuPlwoVncfnySczMXMGpU9/GZOLgpz/9Y7Tb02IAD/Dcc/+A6el1XLt2H1599VnD\nM1SsyWRYyv/Eif8L+fwSqtWvoNH49wY0RAbOGDt2/AkchxHhDN5//0+wspK9G2W5jd/8ze8hnR7h\n3Xd346c/fQD/8T/+BKmUj3Y7jZdeOoJr12YwHo/R6/UMn9M7zLoCBw9ewwsvfALfd+D7SaRSUaor\nANy6tR+dzjx8H3flngPAQbivNkAQhMfnTCZAOt3FQw+9DdcNsLx8L1599YsYjTafoUv+pQ7bvn0Z\nv/7rPzPvXFraho8+2oNGI4Xbt8uxZzg3zCai7FMZms+Pkc+3sbJSikVhVNYT5PBS2eT7Ps6cuYVf\n+7ULePvte/Dd795veIQpiPybBqCuHdJ4MplgYaGBer2AwSAhRauijAiNfFKWqC4aj8colQbwPB/V\nataMhWd7q/zhOiL4Ur3mumPs2NHFzZsls9YYbWW0gPLE8zxT9FCjoo7jYNeuBpaXCwiCKELA+eGc\nTCbxM605DsrZcrkB30+i0ykYGZRKpUx9ChreHIOmotIZm063kM8PsbISVuwkwFTwqHqZ79csgFQq\nwI4dbVy+nIfnRRXkCUx431bAmDRMJpOYn1/H6moKvp/flP5tA0lG2NSR4rouisUO0mkXa2sZ8y5b\nLmvGCsGNRmoKhQDT0x3cvDllnlOg5jhOLGrHPlFmh/872LGjhqWlKbhuyhwZAkQnIXBc9naQZDJp\nUiYXFtpotxNoNqMCSGrnqV1iO7c597OzE2QyQ9y5k4+9m0EEBY/K6zpn6bSHHTsauHGjiMkkfma7\nRlU5FtKk1+uZTIRut2sqwPK4kEqlYtpqNBqmQBCAWBSd/Wg2m9i1K3QK3bgROfh1HhKJhCnEQ9CT\nzWZj1bKnp11s2+bjo4+ibWMcM+eWdkCv1zOp0uVyGdVq9S4gG+PwYeDTTz1MJpGDgGmv9XrdgEmu\nB5XZfOfu3SP0+3lcv94U52ZY6KdcLptzPHlSBOefke1sNov5ecB1h/j44xZKpRK4F5N7TweDgSlO\nym0CU1NTsWJtxaKLXbtGOH8+fAcLEnG/KOWS53mmarHruuY4lUqlguFwgD17OlhezqNeD/UlQTeL\nSKlTnGup2+2iVCohm83i1q1bKJfLrO+zJRr93KrjEjn7fnjsCQ9PdRzHVJaaTCZ4553+3cNOh6Yi\n1mQyMWCUnk2mYhH15/N5tNttEyH1vBQSiVBItNttNJtNTE1NIZFIoF6vx/Z0Ok546CtTgwFgfR24\neLGH6emoMu+bb76Jd999F2tra0gmk2bT9Z49e7Br12toNOZQry/g5MlvIZnso9WawZtv/hZ8PwUg\nvk9AjQrbMAE277NzHAfd7hR4nh+/oyJnuxQ+NLjY/mQC+H4EQvgu/c1+URBRmbBd33dw586sAWG8\ntC/a3yCI0rOAKD339u3Zu++IFAPnnwCUQoVjo4ee3vh6vXIXUMZLjmu0knRQ5azGSbebQL8/hUQi\n8v4q3ZQ2toEWpYWlsbSU3BRlUDBPumgE0DYQVlYqd8cfVc/VfbFbAVLSml7WRiN/1+jZPMe2d0oV\nvB7f0esl0e9X4LpbHyyu/GA7MhR43749d1fRBTFetvlOHTJ8lu+qVst3aRdPZ9ZLnR22EyUUxjl0\nu1m4blzxc66VLhpRISDX68iRd3DhwkEMhwVwPauRpM4KnZt2O2/ayOVaePfdJ+C6m6tDk29IJzW4\nstk65uYuAQCuXDkao9vsbLwSXTrdxWOP/QPOnfsS1tfnDX84joPZ2TBSWK8vYDRKx+hug/ywLyHd\nNjZ24MqVEwgCHw8++CoAYGlpP7rdGUwmUeRnz54LmJ5ex3js4f33T5n55Ji43qem1pHPhwC/2XzM\nyEAaJSHtqgaAhlHYr6NaLaLbbWI47OH5519FOj3C2loeP/zhfdi/fxmplI+LF2fx0kuH0eulMBpF\nZ1OqjARwdy9ZgGPHwn58/PGDeO+9U9i+vYbdu29j+/YbmJpag+cNcPHiaQMG1KhW45xtNxrTOHPm\n+9ix4xrOnPkhfvGLZxEEW6ei87NSqRWbw507V1CpNPCtbz1leMDeT6xFQ5SfXddFr5fCYDAL143S\n7XjpWlYHlGY6+L6PTz+dxa/92gVcvDhn1hn7rg5DLQLHdnUP3NJSDo4zgefFgbDKUxYUUd6nkQ0A\njUb6Lq30/NxRLBMKiAp18FK+BlJYXg7T2jlO0l8BL/UF6WRHeq9fn7r7TKQrFCRSFiSTyRhtCEiD\nIECtNnXX6I47TMkfBOvUabZeD9MPk+h0snDdeKq3zi8/p4yy3zUcurh8uWDuBaKAgFZFVTmpwJj7\n8G7cKNzlvWi9k484h+RhBbC8ZzKZoNnM3QUDcf1lA0adD9d1jTMiBDDA8nJ4hBTbph1Dnar2CIGt\nRojH4wkuXy7A8xz4fnSEneo80oNVWclnusf29u383Tkcx+SPzqu9V9SOYjebLtbXHUwmcV5XsKhO\nQ11b0T5sF1evFjcFYNTho3pendaeF5512Wq1TLDHdcOq1p1OxxydCCAWsaRNR/DCoztWVhIYj/sG\nRNF5xHGTjq7rotVqxZy5QRBupajXs9jYCIsMhVgBhk811Z9nYLIPBG0hDVx88EEAzwOSyRC0tlot\nuK5r5pAVdtn3IAhMtJNy49atHBqNuok86hzV6/WYXm80GmbLoEadq9Uw84TzTzBPHmi328bZE8nD\nhomqDodDNJtJvPeej0QiOtaPwLnT6cQKIPGzYrFo8BfB+8rKPLrd5iadwWNepqen0Wq1DCjmfAVB\ngHa7baK4v+r63NJxOZHD4dCgb2UYbihmigDPvuHGZobS+/0+6vW6CSEDMATmGT61Wi2Wr0xm5EG5\nJLDjOCZszsNkCZK1ohb3od65cwe3bt1Cq9VCo9FAvV7H9evX0W7fwD33vI3du9/ByZPfRDrdRadT\nxtmzX8dwmI158GyjjwJeU5L4Tnq5VHDxR8En22YEgW0qyFEG5G9V+No/BU3sK59RQUdFq4yoYEEB\nr4Js9pVeJiBS8Gp421Xx+Bz5RhWvHY3j33Q2cL5pKFDxaAoV+0EFy7Hq/h4FHGxTjTJVnBotVHrq\n/PM7tr9VYR6OVQGWrTDYf97LFCBVcNp39lFBut6n/KKeeOUl+2816timbRgpb+k49VIwT5rqu/V/\n5UcFkfb7tG/aV/udXIOhEotHxNbX5/Duu6diSpttqzLV+QGAXm/KtNFqVbC8vM/ME+eY9FKHh9Jv\n58534DhArbYdjcZCbF2Vy/GUVQD44INncPnyQ6YN8tvc3DUAwNravQDiachbOZGAAONxAufOvYjh\ncIy5ucsol28jCFycP3/m7jrq3VWOPRw4EB4Nc/78ITSbmdj8URlnMhls2xamDXc6+xAE2wy/0pgI\n6XnbjOf8+a/i1q1taDQa6HQ62LfvXWzfvo7x2MV3vnMAw6GDAwfu4KWXHsQ//dNx9Pvp2HrTdaWO\npL1769i2rQXfd/DBB/cjCBxUq4v48MPT+PGPfx//63/9Ce7cuQ/J5MA4a8g/pB+NBTpClpfvw9mz\nzyEIHOzadRWPPvpTOE68cBr5jbxULrdj8zccJvC97z2FZjPyZJM3+AzHxEsjiDaIAeJHVFGnqpzh\n56Rbp5PD9etlXL06ZfiHIII8rg4zRit4KejX6KsNiAgkSA+uJ/ZJdZZ64hnlULlpZ6xQj+jWHuUD\nu9CPpgHrfeoMtB0J/JvjVHnGqAjBo0ZbST/9mxf1j4IN6kOdb86d7bQNeWho6EAgy76q04T00XVK\nejMKpLYE+Yb6Q51M1OkEV1xrCkbVrtA+azEUtSdY/En1vUYjGeXhOziXXAMcp9YmUD2tdLGdIzTk\nbV5mGwokSRPda2nPs/K4nZqsa4OfaW0KBY50yOt8kfc5L+RZOj+Up5kuTboqXwdBYGzhbrdrjgpR\nG4GRNoI7gkoAJurX6/VMwRtmJPKUDC1eBsBgAt/3zfEmk8kEpVLJbJtTHe950bEkQRCYczkBGCcU\nI4isJMvUU/IH+0hMQp5SO5zVdDm3hULBVLFln8bj8Hxp7s+kHCIoLZVK5jkeKaMgkeCYKb+cB+7/\nLJfL5tzQqakpjMfhUSrtdhu9Xs/wL2UN57LVahmebjQa2NjYMCmzU1NTpigs+7GxsWHwUiaTMQGf\ndDptMlfVZnacsCATj2YZj8OKwwTxv+z63CKhAEzOtpYq5ibcXC5nquEyj5rMD8B4RrLZrDlbiOCx\nXq8bcMIUKy5Eeut4HAsFKpUn++F5nmFQAt5isRjbNE2vFz1eFA47drwCzxujVLoFAOj1ijh79nfR\n7WYBRGBBFYgKLRtMKUig4uWkcxGqgc37ycwU5Fy0VL5qeGtEUBWBGguqdFVok+EoXNlPBak2OFHF\no0aPggQboNMYV+8tBaF6FfU7jpeeUTXkeY/tLeTzeuA7+0/PtdJF22J7mhKixqE6EHiP0pVzT5pq\nmpvNK2p40oBSw5NGl0bb+bz9W8EGx8b5AOL7Jdln9l/BsyoFNU6pDLUN5RGdb+UDPq/rgDxk00OB\nnp0moumA6iRQA4C8rJd66blXGAAGgzR+/vNnMR6H0Ri+R41+TUlUz3qvVzTtXLhwBpNJGN1lP23g\npxG3sE8d7Nr1EQDg2rVjMbqHiikeCT137glcv34UQNRWSO8BZmdDGbWystPQbTKJ76Fmf8I14uOz\nz55Fu12C502wb99rAIAbNw6g05kCMMHBgz/B+fNHsbh4CdlsF71eBh98cDDGzzR6wmIMPubm3gcA\n1OuPCuCNaDIYDJDNhn29fv1ZXL36gClyUSrdwokTIT1++tMHcOdOAa47xA9+cD9u384glYqfiUya\nkkdVXj32WLhv+bPPtqPVysHzQuMnm83e5c8Crl07GHOeKIAk/VTOTiYTXLt2HxzHx6lTP8GePVcw\nmXj4xS8e30RjrtepqSgS6vsOXnrpUaysFOE4kQ7jPCq/cD0AMDIPQOysN46fcpN0Udmn41Fj9Ec/\n2o/JJAnXjdogDRWEkaaUEVzfdtqlLS/YX6ZLkw+1CIvSOzoz24mtH40Ka1oh+0tDi88oTdgflZvc\nf0YZpnsGddyqF9mOyicWPlQdQlnKOdA1qHOrMp92CvumuoP90OwkjoX6wa44yygtAQWdKdSd6rBk\nlITzpeeBatonwYvKRV6kI3lY+YPv1X3h5FPV0+rw1jRy0ozzbGdSMcqu868AXvUa32s7rXXu2AZp\nRsDHeVReJyjQdcV5oC2qa1LHr/aNyh3OP9NVSd/BYGDGSkc7x6K6WXWxjk1tE97HiqesJk5QwozE\nZrMZs0+TyaQ5QoUnYTCIoO0WCgV0u12zRrLZLDY2wvOXyZczMzPo9/tYX183QJJnazINnwEm0jKb\nzaLZbBpeYRS03W4jnU6jXq+buecRJalUCrVaDbOz4RakdruN8XhssjD5Ts5Lp9PB1NSUAajEMEEQ\n7hVmEaNKpYJsNouVlZXY3lDad+NxWKyJYJZp35x3YhnKkE6nY7ayMG1YI+nJZDKGh9inXq9n6qKQ\nT4IgQLFYNCA2k8kgl8uZwB+dSY1GA6PRCLOzs6jValhbWzM2MgN3g8HA7DlVp8kvuz63SCiBHytP\nZbNZkyPNHHBGK0kcAIYg7XbbbI5lgSOGqgGYc3GazaapQtVut03Z+GazGTNO2T4NDp4nRAYEolQr\nPVCb5w9xUSSTTRw7tmyNNY3t2z9DOl2LGVhchEoTBRh2ipcubhVs6q2mYKMg1HexLfXc2kBRlZiC\nTQJkFVraN323Pm9H0fQd2i9bIKvSVM+kGn40TrWaI/ukCo2eX7ZPwK0eS/Vusc80FkhPpRt5ggaE\nGmo6x0DcILFpyaizGkkUioxk8/1qII7HY2NUqoLW9B3lFfW0Ks+pAc7324CP9/HiHKjxZkew1QDX\n97AvBAHKZ8rv+jefV/rrb/WIUrkrT/K96lEnL5FWamTYPB6+ZxIDoa+//iw6nQhMakRMFbnyP2nC\nSGirVcGtWw9uAg+89DBzNaTvuedTJJMD9Pt5LC/fHxtXCGCiCrKffPI4Ll06ZtrRdT4zcxOe52M0\nSqPZXDRjVUNSZQAArK/vxvXrh+H7PrZtu4BSaRW+7+H8+dOGZrOzyzh16vvYty8Elh9+eBLDYXSk\nAD3yfM/CwhUkk134fhat1hFjzCnICZ2Ea1hdPYLz50+bCGkq5eMLX3gdrjvB1aszeP31xbtyYYKV\nlTA7hnuZaDSp/KHCdRwHCwtt7N0bGj5vvHGviVgx7Yw/pDfnVHnJNur0vkuX7sPZs08BAPbuvYhH\nH30Nk0kkL5TnSqUoEvqjH53A8vKCmR9GCXUN0FGq/SGAA+JnGuvY1UimTCUfk++Uv2/dyhtZREOf\nz9KAV9nBNik/aJDSOOH65/rTvf+Ug6rv1EC3I4kcv44DiO/r17Z0/ugQ0UwTIDpXU0GSZryo8c62\n+QxBB/tDUGRn7ajOY5+UpspP6phSR44asoxOsHgOx8htTloNl/QhqKXzjLRS5x7nQnlVHSgcg4Iv\nW/7b/EV6qFPX87yYDFDdS0NdZb7Nr6rz+KwCSwXJGrXl3Ns2kdoyalsoX2nBRtvGY1/0f3XMqK2g\nY9J1bAcubDtQv1Oa8DvNhOK869pT3iLPkWaMDDIjUCu+BkHo/GYkkzzebDbN3GqAZjwOi/Gwcmqv\n1zNpqgSbxWLRRAxZ2Ie87bqu2WKXTCZj9jfXGKOZ9XrdHMFFHmef2bepqSnMzMygXC7H1hQQZlD2\nej0DjikfCMbJK8QpjN6qQ4dzVSwWkUwmDZ4pFApoNptGN9HW5D5LHpMymUzMGaUMqvm+b6LGBN6M\nhjuOY/AR29++fbuZ52aziWKxiNFoZPDReDw2BZwKhYLRt3T08LgaOhI0Yq6OZa4LzjnTtv9/m45L\nQ359fR3VahVAPGWNxMpkMtjY2DADA8L8ZxoIzWbTHNWSSIRHtMzNRXtWmLsMwITrNe2XSo8bc6lA\nAJgQu+OEh7pubGwYZqnX62g2m6jX64ZRer0eXnihhlQqbkzmchtIJjuYTAqGGSisKZA0bYSCwPZ2\naXSCjKKCVoUo6QnEq8ZpCo+m3NiAWIEt37cVAFYBq/cq4GRbXMAKYtQLr+lbFNKcczXC1TOp4Ihj\n4LM0Uug5JnCzN/NT0OrZX0C8cA77ZPebhpMePK73awSTn5EOmqLEhcr+0XOpXlYb1KlSUcBDAUj+\n5pyoomZbdlSZik8VtRoH5Dk+w3vtyJmCDPK7AnrSYStDhX+r8aEg3Z5zBRU6RjVUtuJV3q+Gp22o\n893J5AiuG37+4YeHcf36gnme/VCa2oaMKvtOJ/Sknj9/Bp6X3EQ3tqdRLvKK74+xZ08I7q5fP4zJ\nJOIDx3GQzfaQzYZbHT777AwuXjwZm2++w3EczM+Hex9XV3dgPJ7E6GV7xEmjDz98GpNJeMzMgw+G\nUdBr1x42Y8pkmsjl2iiVNpBIjDEaJdHvJ7Bjx21MJlEKpGapbNv2DgCg2TyBRCJvZLvOQ7hGZ3Dx\n4tcwGkWg8Pjx11Aud9DtJvFv/3YAnpcw/dXsDAIUGkRMgeL6cl0XZ85cAwBculRBtVoyBhY9ugrM\n1RlGA4kAlQYVlbce3XXp0oN4883HAAAPPHABp0+/gckkkr9hn8coFkMQ+tprh3Hx4u4YD8SdI5EM\n6nQ6hu9/mbNTDV7KZspF3sfUO75TnT265kN+y8Y+V97n+6hXNatEDRfSjH2lgcWz5nQuld50tPI5\ndTJoRhGjqmyHclULwbFddUSpYa5yQedBASgQAV7yCMeu7yDI0rVN3UNZT4DG+dJtIkwvVOBIGZjN\nZmP0076zej8/D5040Ts4B0onzh/Xm8pRlRccty1r7RRPRs34P/lBnQxaB4L04tjV2amyXJ1V2i+V\nyRwjdTLbtftNHtZ1ZFdYtqOTXPNqe+m7FZAQZHA8pF10xI1naJ/P52O6VJ0QqivomCJv0aahQ4Jr\nWuUpn2Wf6ODinBDMkee5HhuNhgHHHFOhUDDRyNFoZCKb1PG0z9mH1dVVlEolADAAkpHcRqNhigFx\nLn3fR7VaNYBwPB6j3W4b+7zVapl1T1t+bm4OQRAYDMAjUAiMkskkms0mOp0OOp0OHMcxa8nzPJTL\nZQAwqbJqt7GmTbvdNp+n02lsbGwYHmRQjDJydTV0DjcaDQyHQ8zPz5sUYM4/o6mUWUCITQhOm81w\nfyYBOgATzZ1MJqZYa6FQMDzI1F3P8zA3N2faYnYn5RCBJundaDTQbrdN5JV8wuq8s7OzcBzHZIdS\nLnEbpPLkr7o+NxDKRUyCr66uGmXNMDIQLhKWB+ZnJH6v1zMHrbLIkHpVi8UiWq0Wcrkc0um02Yfa\naDQAREqz3W6bBcg0Cp7fw821jH7yOabhUsiG1cF8PPdcLzbO69d34kc/+t9w/vyzGAwSRljRIFUl\nr0JRQR8QpVNpOoXtUbMND910T4ZUI0E9umoAb+VVU+8ZmVRTRnhpREnTpKiQ+DkVl3q11fBlO1oR\nVIvNqEDW9tVjyuf5PQWneupJYz5rp2lRGWhqpb6HvKyRMAolBV0KXnWMVDwKCGlUcmwcj33pXCjI\nUKOQAlEBnqY1az8VdKihq4qA+0z4LqUj71des9+j93H9aftqENmOEbahxpIaC2oY2A4ZvnOrPmr7\n2p7SOJEI1/WdO9vxySenYsURFJTYPEVeUQeF72dQrW7H8vIDMXrYtOf7te+zs0uYmtpAELhYWjpi\n6EE+LRTCioXnzx/HJ5+cMMYI3+P7PmZnL8H3fczPh0WJVld3G/5UY5A0Yj9CgzpMNbrnnouYmqrC\n9z189tlxc2+pFM8CSSZHeOqpn6BQ6AKIos40lnK5Dkql8CzbZvNJAPEjRjgu3/exsnIE43FkzO3e\nfR37918FALz88kHUat6mdcN1prKT64L6JqRbG4cOhc7QV15ZNGDVBlVbRR44P+Qbvkd5Tel56dIB\nnD17CgDw0EMXcOrUWYzHI9NGodCG503w4YcP4P33H9z0btULAIwcJaDQPTrK81utg60iu/qbfbbX\nCu+hw0sdlKpnOH4FdwpCtL8EJUAk7whIlObUHWrkqz5SGa7zomuU+lFBo+ox3sMxEwxpGiX1iwIj\ngkiVm/q3AjrKUzXO+b3Kbo3OJJNJk+Kq+o9rxq7UqvqVW5RUR7AuBvtpO7E1kqqRU9UZfK+uawXx\n7Ie9ntgH6njKhm63G+MJygAFgARepIE6GngfdQt1lmZEKdi358jmAeoVXmq/kBZa/ZVzpjqSskbl\ngoJJ2sH8TOeTTjC1ZXjpO3V9kzcVWJAmyiN8lmuD88ixq4wgWCKIIfBwHOfudokoYFOv100BHRb4\n5Nput9smKuj7vonka1oo6cs5KRaLZi8lZQ3BHR2a2WzWrEfKDYK2qakpAzKDIDD7IXO5nOHxRCJh\n6M3+cO44rlQqhVarFeNhrg/f91Eul83zPFaIWXYcA/fD6v5N6mnumaXNq1sJ1X5NJKKjgBKJhEmh\nJ00nk+goJG7d4Lwpr9CRxYgov8tmsybqyaq8XKvkAxZ+dd3wtBE6J9im6t5fdX2u6bgUIpVKxey3\nbDQase8IDInsgVAIFotFM3HlctkwLADjgfE8z4SZfd83YJTHqdRqNSMc6/XwrMtKpWLymlm1l/dM\nT08b0MAzmLhvdDAY4KtfbYLHit24kcB//a/b8T/+x07cvq37sOICXveu0CsKIKZkuBdWlSgvMj+V\nAsPyGjFSgxqIzoRToMs2VLDqAlfa2++1gRmFsG3Ms231Kqmhqyk/akDoeaGkofZPAY8CCdJMaaUR\nVE074vt5BUF4nqgWuqCSpUKix5CKl0UJmAatAsMW+upN1bPobOOCn2lKg4Jy0lsdCnxHMpk0Al6L\nFpCGyh82D9gpZ2pEbpVyp15q5TXbSLKVMMG9ep3JDwrAbaDP8akSUOFqrzM1NJTbBfhQAAAgAElE\nQVTHdPz8Wz3p/D+TGaPbzeLnP38aw6EfW780lJTHSCPle66fZDKJc+e+CCDyrPNeNWCAKOpC2u/d\n+x4AYHn5AbRa8WMoPM9DqbSKixeP4qOPzsBx4ket8O9Tp76PAwfeQqkUgq6NjT1374k7o5RXyO/h\nnLnYv/8NAMDly4cxHBbN+pmbi+9HDQIHv/jF07h8eZ+hRTKZNNUD77nnYzjOBP3+DnQ6izHDX3kg\nNCrGJgqWy3Xw+ONh0aNz5+7FJ59UjLJXmUJ5SDlKg0KjJp7n4bHHbsHzgOXlPJaWZkw/CACUJsqf\nSiNbPrEv6vyhMfbJJw/hrbeOAwAefvg8Hn30QwRBuIaKxQYuXboHr79+DEAEomjoKk0UHHJ/lr3f\njH2dTKJMmK0iV+QjPUJEzwwlX3MO2R/u+yJ9FHDwXsoXrlE6b+mgoYxj+pfSTeUCwZRGLfm5zgX7\noQWE9Mf3fZM+R0CidOQ9nG+2w+/0yBRNeybdSWcWcLGBMulFntAsE3Wms03Ohcpt8kUymdwUkVa6\nkScoS6hPPc8zhRhVnpE3GIXT7CmCdwWtCpz4Q15jNI594nxRV7LPNLaZsaDvYL9onPPsdkavOB+h\nUysXc1QSeBBM6VqgXlGd67pujJYKnDlWtVMY1eR88D4CGI5LeVHP4+RcEuiRjuQX5QPSi+1w/QEw\nfKY0Y1/1jE+OX2UI16M6hdS50Ov1UK1WTbaX2k5Mx2T1VtZb4fmQvu+jVqshl8thOBxibm4OAEwV\nZQIyRikTiYQBe4VCwegKzZRgqmmtVkO1WjVOGRYj8n3fBKcIipgamkwmMTMzg+3btxs8QADLfY3M\ngCRfzc7OIp/Pm5Tabdu2mXtmZmaQSqXM+abr6+vGZmw2mzGbZDQaYX19HY7jmMJExDa8UqkUisWi\niZCORiNUq1W0Wi3DY8QJ5BX2m3/TuUb8Qz7kGrh7XIoBmgT3vEeBJNcMgWe32zWZRZQl7Xbb7LHN\nZDJmLSYSCYOjftX1uRUmIoMzBO04Dubm5lCtVg1iJxPn83lUq1VMJmFKCYUAw7/D4dCUHeYC4eCL\nxaIJ7wNRZJVRVHplh8Oh2UDMs3m4MDSiSIZWJh8MBti7t4AXX6yh0XDwzW/m8LOfham3U1MbWFlZ\nQTabNf2joKLiAWC8rDQsNF2HAkUNQk1/VCNIjXgbyKiBpka7ghj1HtqeRRVypKUqF17avkb/1Aih\nQlUvkg2Q7CgRx6ARVfUOqXfWjtopKNDom5Yk1wif53lmEz3v14WvdFfwy3eqsUVaUYEr+KLgUOON\n889nSAtNNdN36vzoHOgccX7Vq6v8QToDm/efkqa8KOSUH9Sjx7bYR+UH5VONLNhODrZBmvI9nG9N\nm1YQrQ4Mpb8arHbKnPaNglr7CgDJ5BCvvPIM+v0cHCdqVyNAdjt8hx0lDtNqZuB58TOC+UOFq3QL\nnSINLCyEkb8rV45sAtdBEKDRuAcrKwuxzyhTorRAFwcOnL37DhcHDvwEyeQQr776NQRBvLy/joN8\nt7h4DoVCHeNxEufPHzPfj8djVCp3zPz5votXXnkKy8v33aVh0sjnUEm5mJkJ+9FoPIZkMmXmTIut\n9Pt99Ho99Pv9u3uP+njyyR8inR6iVivgZz97GIlEtK9aizAo8FVnR2j4OBgMRsjnA5w4EaZKvf76\nbgBxx5FGOtRpwLXEsSud1DjXdaGy5+OPDwLwcfLk+zh8+FP4voN33jmCwSCHn/70UQTBJLZG1ElE\nvqSxZDvGuGbVgaG8uFWGh8pQ0k0NX41Osi+6XnTd6v5M1TWqgzRKxzHoFhOuc97DNjSqrACaslrl\ng8p4vpN9Ykod1wfBAWmnwJ2043u5F811XZPZpONgO2rYsT8sIKLgjCBT6UGjnmtH6cZ3kyZaKEnp\nxWc4H4xk2KCE7VAX0YYCoigw7yV/qJ1BGpK+vJ/1OEhT0pVtsh1Nd1cgprzNfpL2Cna5DjVlmDYG\ni1fRicI1olV+bf4kyNL0RJ0HBXFMV2SBGJ0/dVTT8Pf9KKVabRvbGcmsOQWrOmfq8Nb1wfZ0T/Vg\nMNiko1Re2c4yrkFmBQIwp1GoI4zOIBbYYfQzkUiY40cqlUpsfTHixzGwaivlnM4t5yuXy8FxHNRq\nNeTzeTO3dEq0Wi2Uy2Vzlm+/30ciEW7Pq9VqKBQKZu/pcDg0dWay2azJkNTCPMw8XFlZMUVImepK\nME4wxkDZaDTC3Nwcms2mAZbkYcq1XC5n0pwpU6kPmTZLGpJH+H46VCg/kskkSqVSDBfNzc0Zuqk8\n5j5dzhPboOzgOmm32yiVSgaTZbNZjMdjQ3POOfmg3W6jUqnA88IMBqY4z8zMAIApoPSroqGfWyRU\nNzMzVZZomxEsKhkCwlQqhVKpZAQV0T+/J1Eo7Mjo09PR4en8jlGuXC5njmlhOL/RaGzygJLRs9ms\nSRegYEin0/jyl5v4zneAP//zMn7wgwy63aik9a1bt7C6uhpTRFz8Cv5sYEjhwh81rOzwvCogVRD6\nPioKBQ36Hr1HhZSCFjU++Bl/1MhTYKGRSjVq+b16Fm0DXo0WXpxzfkb62BE6VbQKzreKFNteR45Z\n+6MeSd2rYu9lpVBRb6kNVHRuVClwTvhbeUbnRAE4Fb9NM+UHBX/Ku9q+3S9931b903ni59pnnR/y\nmV72GuCa1zWh95K+usdK32Ub37ou9Md2mLBv6ulWcDeZTLCyMofV1YXYOlPjnpfSyaYrx6HrgPf5\nvh8zdnUOObY9e87BcYCNjW2o1aJCNTqetbUdcJw439FxEfU7ivi7boDt26/i/PmTcN3MlsZJfFxj\n7Nv3JgDg0qXDGA6z5rtEIsD0dFi63fc9vPLKc7hx415DYzUwUqkUZmZuIp2uIgg81OsnYkYQ76XR\nMhgMzP6d++57B9u334bvO3j55RMYjaI99qSlygPlQ02XfPbZq1hcHOLEifA80Voti4sXtxtvLj3x\n9PASRFPB6/uUH0IjsxPjTfKBrtPJZIIPPzyId989DAA4evQTHD16DtXqDEajzetBATD5lfPM8eta\nIj1p0OplG5xaLIrtaPomIzVBEJi0OY3cKH/x3XZKPY1T1Ufsg90vPS6GzxIQ0ADT+eX37B/nm3pT\nU9ZD/vS3lDUcD3+r81Jpy3FqOjPbVEeDDT7ZD9JCAQCfpcFqg2yCGAUpagOoPuUYbWBDOWM72ci/\npBnpzoiGOpI5X4xSMbpEI1X1GSNkuv5oJKutwPfTiUCeZFQpdBqlzeccl+18JR3VrtFIrjqSyQ9q\n76jjhEY6QaA6fKhzVe8T+Cl/qK7USDZ5WdedOrd03BwXn+X4NLNMaWjTQp3i6ggk7TVLhw4m1sgg\nMOp2uyZtW+0NpTGBCNcf1yQQ1VfpdDrI5/N3nao5Q9tcLodisWjmnmtqMpmgXC6bNFM9d5LriWmr\nKp/1KB2OicCQYJiyiJViWTmX67jX65njRnQOeGnKtdo9DG4xrTyRSKDT6RhnEAApZBplUnG+SYNu\nt2syN3k/54l9IqDP5/PI5XKo1WomXdguMEa8pA4tgl/SqlwuG0DL4khME6/VauYkE9YfYJaFptNT\nnqoM+VXX5xYJTSTC6m1kWKJ5Cih6CDgYFi/iRNPbwHNsms0mpqamjBDXw1PpcajX6ygUCqhWqyiX\ny1hbWzPpANxPw0hos9lEuVzG6uoqcrmc8RaEbScxGIzNuUO9Xhff/34Ja2sR4wRBEDuD9Nq1a/A8\nD5VKxXhH6R1QI42LWj06agxzEWi6hio+0kgVga20VDHyUiHN9tm2Ru3UsFLFrcYBnydT0tGgyp7t\naVqutkUPoAImvpMCSoUV38P7AJj/FVhT4CvY0D2GFFoaGWBaHmlDLzF5xja09L1ApHw5bt1HRCOS\nc0fPIt9B5cTvaBD0ej1TrY3vVy8v51s9//TccX3pXHIuSAdda7axpopReVYVE/lZ50oNBDXe1WBT\n40uBmu34UL61eV37qECVc2Hzv0b87HUW8YED1407eNhXu58KYoHIyCa/Ks2oRMkH5GX9HY6rh927\nw2NILlw4aOZPDW3OoY6BBtN4PMLc3G1sbNyDIIj7HpeW9mF9/V4A9v7PKLpH3r/vvk+QzzcxHKbw\n2WePGL6cTCaYm7sD1w0wHnv44Q+fxcrKjhj4J+8yHXBu7m0AQLN5GONxHolEPEuByo7FEULP9U0c\nORIWMnrttf24cSODIOhvCWRoBHledFYfjY3JZIJt25r4+terSKXCZ99++14kk1E2jRo0Wzl21Mji\nGF0XePDBd+F5Q7z33pGY004j3Op0/OCDR+A4Yxw9+gmOHz+H8Rh4770DMV5XvuIaGo/HRj9w7auj\nkv3SeVTe5dzxHD/qSb6LxgjpR35XfaNbA1QGa2qtprfqc/YWAwUkBC9cB9SVbJ8GHp9VYEGZbh9Z\nQHnD9EnNRuL80mAlTdXRoMVV+Js00ewQPkdZo/OkDhKdC5Vbqku1IBDni/PEd7DQkMo8jfDyUjnI\nbAHOVZjinovxD9cK+ZyVM6m/dJ8j0wxVxjFKxTPWNfqp/KRH1uhccV6U75S2ruui0+nEHMqkIe1C\n0nUrx6HSXPWfZtkoYFQnE20/tR0JNDinnAceq6ERZa4zja4r7egooN3JdcDnSFveo0EFOkbUYUH6\n0a5kG5x/1f1Mo+z3+6jX66hWq+aoEco+AiXSlFljpVIJiUQC9XodMzMzyOfzqNfrZvsco7vMRvQ8\nD4uLi1hZWYHvh1VkWYGXUWMGcMjrAEx/XNfF+vo6MpkMCoWCqQFD0KpO3XQ6HYvUki6UR2ovadp3\nIpEw6c6OE0ZjWfRInXgbGxvo9XqYn583KahaPIl84vvh/tpWq4VMJhPLdgDCINzU1BQWFxfR7Xbh\neZ45w5OOGPKK2matVsusUerMQqFg1vF4HFbBJVbSasHdbhfFYhHNZtPIR0YwyUelUgkrKysol8to\nNpuxeZxMJpiamjKAVteR2kdbXZ9bJDQIAjSbTQRBuEnYccLiQpxQer4BmNAwhQsFQaPRgOd5hvFY\nyrjdbsdAICebG3XpVahUKmaxZrNZsxjb7baZHBKQoHnXrgBHj/aNMA6/S+LGjYER/FzoBG8ciypI\n9YirQbCVxwuIhJZ67tRzpgaKGn58XsEbx0TBpWCU4EHbVo82DRkKN84ln9X5ZX8o9PTdbIf9tT1+\nVMTsNxWSeqW170orHT/nYCsQrQpex837VUipAqWg5mfq1aWA0/Q//tYoCumvHlICVB2jAkYKMJ4H\nqh5ZTdHTudLPdC+uKi01rNWby75rOhvpqwCSdNI2VGnrj1467zbPcM3x0udt4KlGvo7LpoeuI71H\n6aTrR/mJ7Sqf284HHb8aLGokKZ+ShhrRUfnA35PJBLt2XUAqNUC/n8Pt2w/GDFeuDTuCqrRz3XC/\n6FNPfROOExmmw2EaH3zweMwoUQeB8qrn+di37y0AwIULh+H7uRg4mpm5jdEoiR/84EtYXd0Z40PS\nM5kMAV4uF2B6+kMA4dmg5COOn4Y7M2ZarRYGgyaeeeYX8LwAS0uzeO21nYaONKiByENNQ1fnh2vF\n8zzMzPRRqXRRKIQAZ2ZmiOeeu4xSKYoOkB+5n5TGGY11bTufb+GJJ76Do0fP4vr1fWbcXLeUo/a6\nGA5HeOutw/jgg/0AgNOnz+Hw4U9jMkv5SZ08bI+ywJ57romtZD2NSRrrGoHmnFMW2Cmp/Iz38V2U\nQ6wOzLlhlhPpyjFwvVGGqg7j2lMHgwI56lgCCHWs6fmIfE4jj+QDgohoPURAnrpHnREEmwpMtnJq\ncc1znBpdpdHO9nm/3T9bVvF58gTnkLLd1vscu+pA8o0dubDTsjlHUep8wtBYo4mUXQRrKj8cx4mB\nKNX3KlMVLDAKp/JHdTEdSKPRyBTRsTMR2K59dBsdtLacJO8DMAUnOQaNUPGoD0aJlGfI+zrHHCP7\nqeuZ/KsyT1P+gSgNWvUF9TFtEgZrCHDo8CdA1rWmIIt8oY40Arxer4der2eOO+Q6z2azpuqt2gfp\ndBrT09OxiCzPDGXxH913SBDG/Zc8RjGRSKBarZqsR65LbmVjWiidM0y35XhZfZa0o5OeY+IcEQjr\nXkVmN+r6Ho3CiuOkCzEH/+b+SEaNOT51oHEvLPvUaDRQLpfNvAFAq9WKVS/mWClD2+22KaAEwFTz\n5fiIozSQxsAJ59WWB+qcJf4hffisbhHo9XpoNBoGvHLPLxAFWWq1mtlfqza82nhbXZ9rYSIgUg5z\nc3NotVoGPDKnmOFeLlpW4eL3agwDITNRMOVyOROZpFHCthqNBpjvzsVTr9cxPT2NQqGAfr9vFgff\n4/sdfOMbLYzH0VmmTBHjWJjKpcqeDH3r1i1cuXIF7XZ7k6JjjjU/JxNSaKphoKCTSkEFNdtQ5UjB\nS4ZRYUzmVIGnIFE9aQo2+Jv9IN3ZXyobCnL7GSoNpYUaN7YyVoOLBpSCFgWpHD9TZVVpsy1VzmpY\n0Xhh/r2CbjXwNLJAOvEeKjwFTAp+qcxIH1X86gDQ6K72jUYU+8F3a99ozKsRa4NazrvOjT3HNMR0\n7Sqdx+OxMRw4B2yXfeG1laGpY1C+0xRAHR/v4W+2qUBco8u2watGj64PBdP8m+3ZDh0KZ6Uj+096\nqaJWJ4NmA9DQYd/JL2F79JL7uO++8FiWK1cexnjsxIq3qINH1ynpy/V0+fJBpFJ95HIdQ/ePP34S\nQVAy86Ug2eb3PXs+QS7XxnCYxsWLj5j+c40VChv4/ve/hNXVbTEjjHIllUrh/vvfR6FwC7OzH8J1\nxxiNptHtPrQJVDEVrFarmXPqTp58G9PTLfT7SXzve4cxHgdGpnMOKEvVKUBjmUAqjE54KJWic18B\n4Nixy2g2cxgM0jGDmxGOwWCAdrtttpHwyIvRaIjFxU/w/PPfxNzcMlZXF9FsFmO8p2twK1k2mQCv\nv34Y5849CAB47LEPcejQBTMO5W01vFk4j4aTOjTVKQNEFTppaGjUy9YX6hwkD9tONHXM8VIwq0Wd\naPgEQRDjXZVZdnSfa1/lvYI6ldt8huNTI49joCHHiqFM89ZzyVVW6JpgO+qgI3DUcWtmFwGtVvyl\nbGAkg2OjDlcQSWDE+9WwY0YBgQQjzirneJ+uD7UtFBwrEFNdoLJfbTZdb3Q6cEycK611oOCM4yBg\nUicieYOX6guCP41sck74NxCBTaUh54A004v9VWcW1xLt0yijJF7hnv2ybSdtm3RRnaI8QGfKVrYT\nx+e6rskmU6cPeZd8SxvZ9/1Y4SaCFLUlFcjqOiTwIYgkyANCQJPLhecvM3hEGjCyxuq33PdIWc7i\nNQTc3P62sbFhgBjTajWQo++mLC4Wi6hUKmi320ZPTCYTA6YIQrnWNS2YTttsNmsqugJx7OA4YTXc\nhYUFjMdjFItFpFIpbN++HUAEFLldpF6vGx3heZ5Ju6XeIS8Ui0X4fng+KcdKvuTFdVyr1cy8DYdD\nc7YqI5Dku8lkglarhXQ6bYqpZrPZWISVbbhuWMmWco8Yh+NWmnEemAXBPb5qOwEw0e+5ublYGjcj\n6rZD274+t3Rc7sdkYSJuFmakh/nYnueZssfdbtecj9NqtWJETiaTqFQqGAwGmJqawng8NhFU9VpN\nJmGkdH5+HvV63YToQyMqPEA2kUigXC6biXJdF5lMGv/pPyWwc+cY1erIpAJzwzQXfaFQiAkKKtJu\nt4ulpSWT0764uBhLl7A9t3YUTJWWFongfXyPeq1V4NOIoRClIOT3NrAB4lXUVDHwOyAS/LanTw1t\nBXvaLoUnvY/qlVRBq5E4VfxMdaGQoSBnW4xYsl0gnoZEYaRGvHpzKaQp2JV2QLxwjHp6NbpAGun+\nAXU+2ApHFSxpw/6RFmrAkvYUMGqs8G/yo9JPjR8Ftxy7Ano1bHTuFWhwnDr3Cq75nDoM9J382zZM\nNaVMPXUKCrW/Ou/qdbd/2F/SVffF2MYtDSS9R404dRSR39TBoyBUoyvabwUQvHdx8TJcN0CvV0Sp\nVEMQuLh69aDpg65N0kPnhMZnVKwmiY8/fhynT79k6Lu4eBG12gwajW0xmrBd8lkiMTZR0PPnj8L3\nM+Y9HM+HHx5Hq5WNzTENI2aS5PNN3Hvv38H3Q4Var5+B48T3dEbrIwSYvV4Pu3bdxMGDlwEAL798\nABsbCYzHw5jc43s1DZ4XnXz8mZ7uw7GyhN5++0F88MFuAKNY6iXnjXPFz8P9oiOcOvUqdu26ZNq5\ncuUh0wf2Tw29rQBYSC8Xr756BK7r4+GHL+OJJ97HZOLh3Lm9W645tqtGOtumEbQVmGQmBeU1eZs0\n1LVDcKPFnsgnauTrGuZ3PI+P95E/dd1oRok67zRLgPJXAb3KeV4KHDjnBMPU+0x/4/Oko8pGpnLa\na4tyloYY5QAjhUBUiIj8zIiCzoeCHl6s6kp7Q+nGKqLkGRr8Chrt+ge0C0hPBcvcb6igkjaFrhmV\n+XSacl0pD1O/KU3VYWGDSvKbFj/StG070qsp0OrIUwBoR/zVUcG1zHdz7XLuOMeZTMbQi0Y+15g6\nfG1nucpzrh3aJerMUH5SW4N6UmUEAYGuN9WntnOI7yfg4JY0W3czekYacm0wpZK1WSgjGMWlk3lm\nZsZEMgk+RqOw6isL6PAoxUqlguFwaBwHtlxeX19HoVDAzMyMSVvl2CuVSox+GhVlZV2+m1sJ6PQi\nr/LkDL47m83i1q1bmJ6eNrSen583IIwOTUYZPc8zJ2gwcsuLRU+ZNsyUWx7LwrTUXq+HSqVitk/x\n6EcG0/r9Pubn541+ok3LlFzOG7cEsh3ao8lk0uyZDYLARCrZZ9KNwJfvzuVyBn+o/B2Px2YM1NtA\nlFas9g339vKMVvI/nyOA1uJkW12fWyR0NBqh3W6jVqsZ5UFvlW5+ZZiaTNBut43iJVNQQDMtV8PP\nDPEzlcp1XZTLZZPKy1LQqVTKeGcUtNAD8sILQzz9dCj0G43A7EVgmg69VK7rmtA/q/ZSEAwGAzQa\nDSwtLWFtbc1MHJWges2oxPi5/k/hpQpbhZUCPiAeeVTARIFM5gMQeycvOzIGICa8FTyqYb/Vc7ZX\nhMJVIzh8ZxBE+3lJG/WuApGhQYFkt63GG+fE7hsXTGRwJwxtaMRrKoN6yqlMbFBlK1PSls9opEyB\nLedewSoFhX5P3lPPHcep/KCOCB0j+6HGiwJy0kjnmTRReqqBbrethoRtMGqf+Iw6LvQ75V0Fa0oL\nvV/Xr3rsFSxqWr/dnkaFdF2q91sLCpDX+H71iCtPkx/VOcDxKtjhlcu1cOzYj3H48M8BAEtLe9Hp\nxB1qbFdprPOn69NxHCwv34fRKIoEbNt2HV/4wrdw6tT3kM+vm3YVMLiuiz17PkQ220O/n8GlS4di\nMgugPI/OdlbARiDgOA7S6T6SyQ4ymdW7Y7yCnTv/GsnkUiy1Kayq+A6KxZvwvAaefJLHsSzi3LmZ\nmKGkc8Z+c/w2qKaxOjcXr9b36aeL+PGP95pjwvr9vgEcdIDyM87n/PwyXnjh2zEAOhik79I4vp/N\nnmcFUnGZ6ODnPz+OTz/dAwB48sl3sH//ldhc2HytqfmUT+rQsiM06kyhYUs5xh/SkO0pwKA84n06\nPt1DqOtKwQ3XgUYoSAM1rCl7AcTGaK97ylAFBQqw1ZhVhxZlmupY9ps8pXKZNSsUJFJ3UEeoXFQw\nrZED8qE6umhEajST/aVNwTa0ArJG9zlWrndb16qjRh1jKtvJC4wYatRQnWgKblTWc1y6h86W4/p+\nW2fa9hB5gnOjus3zoqJTvI+Gb7gWo3PndRy0OWizATARLV2TmmWmF20GXqSDOoSoX9Rxos4y1bkK\nvvlu9pfRdAVXtr1B5w2/Y3RU54PtkncIYnQNM7LaaDTM1jaNTKdSKayvr5u+djodsybz+XzMgT+Z\nTEwbSj8CPACxMzEJ3BiQUdlEAMNUV0ZV+TkrvhLgUe7wJAuOjyCREcbxeGyisJ1Ox8j4YrFoxhbq\nrLShpdYA4BYD0ohBK61ETD5k7RnHcczezvF4bMAl+ZI1EMibCiJ5LmculzPYxwZ4PC6FgTfOFT8n\nKIyyeEYGw7CSbbfbNeerOk5Y0IgRbuoWRsrZPgN4Kie4Lpkp+suuz3VPKDfN0jMBwIToE4kE8vkc\nnnrKQxA0zCbpfD6PjY0NY9w4TrhRuNvtolAoYGNjw+z9pJFy7FgGu3aNjReIkwyEBKvX67GFxtxt\nMu/u3Q5+/dcjo8X38wYM8j4yLcfActD8AYBCIYMzZwYYDuu4efMm1tfXzSJWwUrhZQuukCHjUUsy\nhRq06mFXg1BBRqVSw/z8+pb77lQxq6JUIz701P2/zL1pkB3XlR74Zebb91pRBRRQ2AFSJEiKq7hI\nJIekRFLUqFvubqsltcLu6W4v3ZLtCEf4hyOGsv/ZjpiwHRMTdoc6JsKtaDliRra61WqJbEokJQEQ\nSZAEiI1YCBRQQC2v3nv19j1zfiS+m18mij2/bHVGVFTVe5k37z333HPOd8655w6xd+9NJJPBeZVU\nUhSYfE6BgSqfeBzYv38FiUSQkgiEj92gsTEcDo3HlQKKSnjXrk3MzgZ7FfgeKi3ST+lDgUVhk8+3\nsHPnuhGKut+FFw1RRniU1j4w6ePAgRUkk95tfWF0VOeDi5h0ogducXEVxWLf8I5GJ+jJ5rjUw6i8\nMD29ifn5unlO09mUDuqEYD/ooEmne1hcXAYQjkKzT8o7fIb9COYS2Lt3GYlEL2TUKV8pbyiNlDbb\nt69jYqJpeCcK5vi8tq/fWZaFyckWtm1bCXmudZ2pN50XaUOhrBFbfVZ5ju/jPaqIea8ahTSu2XfX\ndZHJtOA4LkolHxym0z088shrmJxcDr1LDT01bsifahxZlo1Wq4jotWPHJTz99HcxN3chJCt8g2iI\nw4f980nPnbsPw2FQkVn3sUfBju4npIMvFuuG3pvNfohudx96ve2wLA9AxygRWPAAACAASURBVBga\n8/PncM89x/HEE0eRTg9Qq6Xxgx/sCRl3GqVQpwiAWw7GPnbtCo5N4NopFFqmD0tLk/jBDz6B4XCE\neHyA+fkG7rprFel0yxiUajjG48DDD7+Lz33uFWSzYQW7tHQIrushkQhknEaGKLNJJ8pKdT5Zlo3X\nXrsP588vAgCeeuoEDh68fptzgHPAtU0+ZWaJrmUFHXp2I40VZkRoVE+NYt/DbeHAgZuIxQbGOOK9\nKpvI95x/dRBaloWDBzdRLHZDzkQaceQXgkHSSp+Px+PYsaOHhYW6KXLF/lKekx4awePWCtIvlxvh\n8OENuG5Q7ZVGImmnewRJfzqgfGN/jDvuqCCdHpv1QOCgeju6NtgHzv3iYgPbtnUNUGBaH2Wzyna2\nxegN3zMx0cXBgy3DV0xl5Bg4X9Tx6tCgIRqPD3DPPZsYDjshHax2AW0rx3GMTuP8kMZ3393BxMQg\nBGL0nFu1XVR2KBCdn29icbFrDGTNLiBYYRvqjKJzw7IsFAoj3Hnnplkb6qiMynLVPXyPf4+Hw4fL\niMUCfmKaorahQJR04HeO42D//iampjpmfOQL1SWe55nsJ9KUY7RtG1NTPRw+3DPZCeRtjTrzs0Be\nBWfHJ5NJ5PMe7r67BscJQBL70Ov1TMEjzqvruiiVSiZA469bG08+GUc2688F9yX6+/39bXAEL9xT\nySOReJ9v5/Rw4EAgh9R213RX1lVhG4zEFYtFbNsWx/33DzAYBGn1PJuUdWa4Xsl3urb8eXbx4ot5\nFIuOiRpSRmr2Q7fbxdzcnKEpQRydao88Esfc3MjIEvaf/Mm+0UlTq9VMEVQWdtq7N45773XMWaFc\nV9PT0+YzRkQZ8CqVSojFYsjlcrdOA2njs5/NoFjMm+95hNB47FfBZQTZdV1T1dhfMwXkcjl4nod7\n7mkhne6byC35GwAmJiaMDmbknZlLpPlgMDBbJz/ucl5++eW/8Yb/Ede3vvWtl8msRP88Y8ayLMMs\nR46M8C//ZQv5fAzHj/u5x5ubm4ZBeJQLhTQFOxnYD5Mn8B//Yx333+/iu9/1PQ7csK6Kiu+k94ye\nQD8am8QvfjFCqQTUag7+4i+GyOeLhvn4myWgOUmDwcCcLdTv9/H000384R+2UalYOH8etxRhLmRQ\nR0GHGh0AsG/fJczOXkO1ug22HQsJV1WW+sM+qZB96aVXcOedF3Dy5J1QR58CAPXObfXz6KMn8eij\nJ7G0NIFmM2eUA59Vz6dGlGhwAcDu3at48cVjsCwPV69OG6MnapRHgTQQGEnJ5Bhf+cpPsLBQwZkz\n+0JKJQrIuegoiDSF6wtfOIHHHruM06d3o9ezb3uW71R6AgH4tm0bDz54BU899S5qtQyq1cnbQFDU\ng6w0598zMw38+q+/jlyuh8uXd4buZ595rxriCkIA4CtfeR2f+MR1vPXWvlAkkH1R3ohGLzimJ554\nF489dgZXr25Dp5MNAT81iJRXo3xy4MAyPvvZYxiPY7h5c9YYPdH5YXtRcOcbgwN86Us/xMxMBRcv\nHgg5MqL0VKBNPuJ7nn32Jzhy5AzOnTuM8TiI8ipo1jbYL/2dTLYwO7uCZjMHx4mF1i+NgahRpQYX\nAMzNXcbc3EUMBjkMh6kt37179wcoFDbN59lsA7XaFFZXF5DJNOG6Hu68810ALlqtPIBwVELnWdPJ\nisUNtNs5FAo1c1+/n8Krr34Vm5vzpt+k64ED72J+/iq63QzeeusZuG54Py0A7Np1EbOzq+j3kxgO\nUyYth+CT8nR+/udIJIKCEI3GQdy48WVYVhO7dv0xSqX3cPnyHgwGG/jkJ3+GQqGNUqkN17XwX//r\nPahUUkZWk5/930O4rgdgjGeeWcb0dBsPPHATX/rSZZw8OYFGIysgaYQHHriB2dkWWq04VlfzuP/+\nJTz11GV85jOX8MlP3sThw+u4eTOLlZW08cwHGS8O2u0J1OtF7Ny5DL1++ctPw/PGePzxn2AwSGFh\nYQnNZhbDYdwYPKRtFNyo3PQ8D9evL6BQaCKVGuDEiUPodhOh9anrRPlHQYbjOEil+nj44UsYDGw0\nm6mQs09TsXQ961pmn++9dwlf/OKH6HSyuH49G3ov50IzJaKyCgAmJ7v4vd97DxMTXZw+7aeAR502\nNFRV9+h2leFwiH/wD07j4YdX8eab8xgMgmiu6gyVVQrg+dkzz1zGCy9cxbVrE2g0Mub9rNpp20HG\nhIJ6BcgHD1bw1a+eh20Dly4VQzKeck73RWkGDPuZSrn45jdPYvfuOk6c2BHSTVEgqJFWynrqy69+\n9QKeeuoGfvnLGQwGgT5QXtMaG+o8ox3x5JMVfP7zH2JjI4FyuWjmQx0GAIwzWLNw2M7CQg+/+7un\nkMv1cerUREhPqdOI9xPU8/IN9hG+8Y2zuOeeNbz55hwsKxyN57jJ/wQ2qhccx8HnP38ZzzzzES5c\nKKJadbbkC+U9tTH495EjVXz5yxcwHlu4cqVoAL6mVHOuCK7YPucmnR7iD//wfSwstPD++9sNGI7q\nHfIO/6bjnc6w3/mds3j00av45S93YDBAiI/UUUawRSehRkYfffQqXnjhAtbXs1hfz5hocrVaNaCJ\n99PpTocHU9UPHRrh5ZdbyOfHeOutxK2gRHAqBPvf6XQwHo9NgR6mKcfjcTSbTXz72yM88kgf3/te\n+Aigfr9vKsPqsYz84Xmc4/EY/+gftfA7vzPE++/nUashlJXADEjOR7fbNUWTAJhqsp/5TAd/9EcN\nNBrA5ct+Oix1GIF4NpsNpcsyi5L8MD3t4d/9uyYWFkZ47bWgDgF/GKmdmZnBaDRCo9EwOpIAtV6v\n49/+2yFeeqmF//SfWvC8wC4jcOV61AJDlBcEkr/1Wy38/b/fwfvvd3HjhoVsNmsKSnFuyPfVatU4\nSblOu90u7r/fwr/+10OkUsCZM3lUKpWQ04d7eAm2GUBUpx+B8mAwwMsvv/wtbHH9ykBoIpFAp9NB\noVAwedWu6+fSN5vNW5t9PYzHwI9/bGE0yoUKC9EgJwHG46CiUyoVKNrRyMXGxhBvvRVDpZI33jut\n2jYajTAxMWEOamVBmvE4KHPdaln46U/HeO+9PDqdodmsy8XKPapaupiLkH3c2HABJPHqqwl0u54B\n0TwvicYilYYWfqCSuPfet7B//4dYX59Fs5kPKVX+qIGvbVLoWpaFTieNGzdmUS5PAggfmaJCMbqv\ng+1ZloVWK4VOJ4XLlxcxGoUr1rLf9JjyM1WKjuOg0fDTDs6dW8BgkLktEqyCnv3noud947GNwSCJ\nS5e2oVbLhYw50hUIH+0BBEqMDo12O41KpYClpRl4XrjQkRpEbItCU2nS6aQxGDg4f34PgKBiIRA2\nQHQu9G8A6PUSGI89nD27E71eLmQssN/sk6bTaZqxr7QyuHJlGtXqhHl/1DikUNnK0PA8D81mEp1O\nBpcuLaDXC9LAqPRIF72UTo7joN9PYzTycObMHgyHtxf00bHzO+U5f/1YGA7j+OijnajXc7cpbt5H\nucDPtW1fCWVQqUxjZWWboYEa5UoP7ZO+K51u4e67T+HKlX23jUXpocZE9LMjR97A3r1nMBo5KJd3\nhYwiek0PHXof6XSQarOxMYfjx59HKtXG009/H5lMFwcOnMbU1BouXTqCRKKL8TgeoofyLcdTqcxh\nY2Me+/adhh99BGKxEUqlMq5d2wvPCwpvxGI9PPzwj+E4Y5w69TA2NubM+uVadl0XjzxyDIcPX0Cz\nmUelMmsiF4lEwshjANi58w04ju8ZHwxKWFr6Q1jWEvbv/7+Qy60gmaxjeXkOhcJHtyLw/jUc2igW\nu8hmu7h2LYfRaBySV9u2dfHUUzeRSo3x0ktLOHSojh07OnBdCysrORw5Usbjj6/h05++jGeeuYRt\n2/xIaCLhYtu2FkqlPhKJsXnX+noGS0tF1GolY1wymuDLoCTuvfd9FIstjMc2bNvD+voszp//JJLJ\nNu6//zh27ryCHTuWAfhOlHY7huEwcAaoc4C8QRnh8z9w5cp2XLiwcMvJQFoEx/Hoc1GHDo3cqakW\nXnzxJBYXK7hwYRbtdrBnTiOMKmf1PdRfnU4K47GNd96Zw3Boh6rqks80JVbTNmlI93oORiMLZ87M\no14P75tX2cLPNLrJvWV+NlMKH31UwOpqKZRqqUVpgCDbRQEox+3rrwROn55Ht9s361jlIL37lK86\nRsuy0GzaGI9tnDgxg8EgZcAF+x+VqSofuCYHAw/ttoNz5yaxvp40QI3GNOW2ruEoYPI8D5ubcZTL\naZw/nw/pnajRyrajWUUAUK8nMBrZePfdbRgMwgVIFJRr1oHWYvA8D+12DJ5n4b33ZtBoJGTNBGnZ\n5H/SN2qjxGJxtNtJXLiQx+pq/jbHpjpVNUKq404kEqhWE+h0Enj//QKAYL8/7cBoKq/qZOrXViuB\n0Qg4cWISzWbYGc5ABvlCx6nbiHo9D8NhDGfOzKDZLJg1oxeBGvuo+oN8U6/Hsb6ex6VL+RBY5jyQ\n79Upzb85D/V6GqNRHCdOTGIwCKLDm5ubJmBCR4zu52Tk2XEcVCoDeJ6DN95IYGmpZfqfzWZNFDKd\nTpsiN4VCAcOhf1IFgzuu62Jz0wc458/3je3NWiuMrnHdMMuC8xSPx29V8U2iXI7h+PE4XNe/l9iC\nxZlIH8uyjFOU52r6x73YGI0s/PSnaaytNTE9PY1ms2kijQRxyWTS7BNlAabRaHSrMNAEOh0Xx44l\nsbw8DtWvYfCDUXpGiEulkjmqstlsYmpqCteudXDxYhwrK1PGho3FYmg0GibLgvzT7XZN9gXXp59u\nm0G1OsSxY2nEYhmzh5wZLMwGJabi2abEYplMBmtrXQwGY7zxRhbVauBk4Bpl9innUjNYeEQM19hw\nOPxYEGpFDcj/GZdlWV6xWES73UapVAIAU6WKm4npIajVagbQNZtNcxYoQRqBHtNr2QY9LvyfB7Wq\nR1Q9arxarZY5woVCgPtRSXwyD/cocH9rIpEwn7PAEUGQHvlCpew4DgqFAhYXFzE/Px8qasCxUAED\nQDI5xAsv/BmOHXsCKyu7jcDjPerZUyHG/9XQjQIg/U4NGPXsknZ8l+4B5btUSKjSjP7NPRnR/kY9\nwJo2RIFPOkajXHxvNP1LUy+ioEvTCzT6pZErKhXShSnbNE61D5o2xfHqvOvn5L2Po5HOnfKjfk4a\n8LeCUL5Lq7PxMwosjkvXAz2oml2gfKkXlS1pqQdBb2U8fZxzQWmixjT/V/7mWNXYVP6LOgz4ufKv\nzrF+R6WtBoDOn6/oBygW66hWp40S4nvVmFaDlZ5kAEgk+njxxW/Dtl385Ce/iVptNjRGvvsLX/gT\nJJM+YGu3c/jJT34Dg0EW+fwmnnvuT83Y+v3UrSjzfrz//mMhGkT5Rdf5/ff/BIuLZ2FZgH8OqoeN\nje04duylW4ZJCocOHcMnPvEO2u0cfvjDLwMIzpgjALWsIb7ylT+D47j4y7/8AhoNP12JBRvUy/rQ\nQ/87HGcI13Xw4Yf/CJnMMnbu/HPY9hi9Xh5Hjz6Ha9dyeOaZv8LCwnqo/0tLBfzpn+5DsxlUEvSV\n3BCHD1fxta99eBt/ftzleUCjkUS5nMPGRgaVSgrVagaVSgaNRhI+cAzSWmlEBOM4jQcfPA/XtfDK\nK8/isceO4tSp+7C0dBgTE1U8//z/G+n7Al599dMYj4MISLSQDvlU/7ascNEq5a2o7FQDnesSAA4e\nXMFLL72L733vPly5st3wv8qDrUAOZRwjWBrh4RqkA0+BIHWuFp6JgidGR6J7MrVPlBPA7ef9qvON\na5DGXBRMUD7R4a3RVk3dZfElyi0audF98wBCTlDOD4E2dQ91A4CQDmHfVQYmEglT30DnRp2pnM/o\nfFFnqv4CwtEwlbGUNSw8w3tVBrJIDCMrCoh1TEoT9jeqe+iIZhEZBZPqaCDPqNNa9Q4jW6qXaUgT\nzFIHsk/q+GVUMGxTJUNnZ6o9w/Wu9NS9s6ovCaSVZ6gHdS2THoymMf2dfSOf8F2kGQEC9wqSVlpQ\nSmWy6h1WuCU40/kigKrVamZsbI/rsdVqmQI/0TXueZ4ptjkYDNBsNsG9juRp9iWZTGJ1ddXIAH/L\nXTYk58bjsTnuhLVhuC5TqRQ2NzdRLBaNncdoKWuv8D72v91um+I9BGsE1r1eD71ezzhKyV/FYhGd\nTsfY6el02oA15WHqBwa0aEPRfqhWqygWi6Fof7vdxsTEBCzLMsWc+AwBoO75tiz/1A49a5RFj0aj\nEaampoxjiXJRK2Xncjlks1lzxAoDbeQR7uHv9/uGRgTw9Xrd3MP53NjYMKnDg8EAjUYDxWLRpKdP\nTEwYviBuIj7yPG/LA0N/ZdVxh8OhqYbLak5ckJ4XHKfCEDgnQosMkClYqZZMC8Bs9M/n82ZTLRE/\nz99h9JXlj13XNUKNCJ77KgCgWq1iamrKlHZWL6XjOKavNFri8bhZwCywxDHyaJhWq4Xl5WXE43HM\nzMyEUoSBoECP4zjI5TbxyisvodkswvOC9ARVSFsBHQrTqAJnWgQQTjdVBc/2KZwpxPV9QKAYFcSx\n3+qhpCCj8AQCBahRYF6qVNUjy0XPZ/luNcbUg8g55b3R9FQFJOqV1dQnGhpUzDrmqGJSA5H02Qpg\nRh0NUVBKBcVxqpLn/ZxTpUWUfzhm3eiu/VLa0wDQfirAVYDO/xWQR40tnXvlI32/vpfj43yynaiz\nQGmlIDcKQrUt8rjSUo0aNaS0r+Qnvy8OqtVpAAhFFNRpw75sNWfbtvlVb9vtPGq1mRAdg/6ODAAd\njWI4evRF9PsZAB5Go7AHPZnsodfL4OzZh0wfdD1wHLpuPc9DMtmGZQG12izOnn0YjzzyQ0xP38Tj\nj38PnU4OJ048jYMHTwIAzp79JMZjG64bFJJhO1NTG3AcF8NhDLXaJBKJ4PgIKk6fBh04jv/80tJn\nMT39M8zM+EfPVCqLOH78WVQqYwAVbN8eBqA///kcfvSjRQyHHmyb62OMfftW8eSTN7Br18cXP7hx\nI4uVlRxqtSwqlQxqtQyKxRGWl7cZPlVejMfD+xvVuOv3+9i/fw0PPngeAHD06D24enUC6fQ9WF7e\nBdcdmzHy6nTS+MUvHoVl2bCs24t08d263jSCwe/U2RWN8kcdqwooisUuXn/9Dly+PAdGvsknKoOZ\nURR1WrF/+l7yMwEOt7RQZqnRz3EwUqNee5Wz7INtBwV/OCZ1PKpjjH2kXFY5wj7w/bcMIWNcqxFP\nmtO40+0wlF2aHaWVVTX6y7WnRiHBic4T+8mKrASDKtd0fjgmzq9GZwkQ+azKEcplgmuNwNFYVEBN\nWjGFmDTWlELaMVGnJunK9EIFYSqzFWCqY4fj01RffsZ5UWcv7wEQKlrEsyxJN107nEu2S34j0KHN\nR9uIDgA9Ko22oTqFaUdqH7k+eL/KXqU9nTwEmKQL+8z2CJRV13FrAoGv3s85pdNcwSXpwH6TDuQn\nFvuhg4U0ZEaCygau48FgYCri8jsWLOLc85xP8jrtcI5Zebxard6Snx1TiTaRSJh9kqpvc7mcOU+T\nwG1mZsZUpK3X62avK9cLeZq0JoBlLRnOcaVSMfiANOeccn1T1vFZjp8RZc4TZZzrupidncXq6qrZ\nskLARtlNe4pb9qJrjWessoouZUU6nTbOBK4tzokewcI1zCMpa7Wa4U/KLD1thJiNcnU08o+uGQwG\nBoM1Gg1zlEwqlTLRUp45u9X1KytMxMgliU7BxYVYr9dN0R8Sq9/vm/OAiOQ54aPRKFRCmGflqLcR\ngMkFJ6D1PM9Ui3Jd11SRUo8a96zu2LHjtvOT+MN9qtVq1YTa1WjXCBHgK32eVdpsNnH9+nVUq9UQ\nKKKiIROtr0+iUkmHPIMKFijoogCCAoSMpF6bIJoRLqLDS5WgggUyKhcz6RWNxPG+6ALSNBgKbz6n\ngJiXeuYonNluNNKp4EeFOVMZqPCjIFwNTSqKqJdXvdUqqKLGmhpIOo4ogI8CeU3HUwBJA1GBEenJ\n51QxKj35t+4tUSNbUzzUQUE6KXjjGDjfnBNVwFpRkG2pU4BjVn5huzpvHwdWlZf4PxWkKledD+XH\naMRR11wU9EbnSC+NOCnIZV9oOCmdPM/Dzp0fAQBu3twLIKhmS4ecr+hZaQ44fvxZNBozZjz9/u0O\nxQ8+eBzDYcIYDq7rhtL5owbFtm3XMT+/BAB4//0nsLq6iF/84kWMRjFMTJSxY8cVfPrT/w3x+BCt\nVgEffXTQ0IHjTSb9YhTbtpUBAJXKDGKxpEl1476pQF74xkO5fBAzM+8YAHrlyqdw9OgXsbnpK+3d\nu6+Bvqd+38Z3vrMPP/jBIgaD8D7dbNaD57k4fXoKb7+9DcPhlo5WbG6m8Fd/dSdef30OH344jc3N\nEi5fLpnv1RGTzWaRTCZN0TzOHRV3JrOB559nkaYdeP/9vQCAy5f3YjTisSfBsSWeBxw9+iQGg7Ch\npUaxf59n0t3UcAbC0RyuPfI41y15VeU1+fjatWm8885us6YoS+iw5bpX+UIZyLZ0bfJe1QXsAw0y\nGusKGmnosZ98HytHqq6noUa5rU4gOtKoe3gv9RHpxHfpeqeRCAQVUdWhR53CcbN4DHmB0R0FHZrl\noGBlqz2dvCj7lPakI3mSwJ00Vb0zHo/NHrGorcD1ST7juqfNEs3+GY1Ghr8ZSSY9OWZ1EJAftQ3O\nN3Ui6agynrRQYKv8xkszdEhTgsMo4FfnbZR3aWOSx8m7XCvcb8k0Q5WPOmd0ruipB7Q79dxSjdxG\naaUODc4pM9+4htgueUl1ISNWvI8X9Q/b5Hu1Td2XrfZEo9FApVJBpVIxa6jT6WBqasrMWSqVMsEi\n0p+8ks/nQ84WFpSzLMtkHLCoFG0+Roo5t8lkEuVyGe1226zfYrFoKsC6rotMJoN2u21AJI8YIU25\nzuksqFQqyOVy2NzcRLlcNuunUqmEHDC1ml8TwbZtEzGlTCQtisWiKTTKyr78zYKmpC8dKJxzFgsC\nglM2eIQjHQfFYtGkKzcaDcNP3KfZbreRSCTMCSCUZ5lMxvA35Vij0UC9XjcygsVcWe2d9KbNR0zS\n7/eRSCQwNTWFVCqFdDodwjnqaKNsrVQqpjou+U6zKSjPtZ8fd/3KIqH0tLHEcK/XQzabDR2dwjxo\nEh/wKzLxYFbXdQ1Dc+KAYC8LQSUjlHyGXlF6TRqNhiHUxMSEAcBcfPQKbG5uGuOdzJjNZs1+UHpb\nlpeXzYIBYASDCmCmHFiWX4iJm34BmGJGmgpCwaKfkZnUA6qGrxrwqjA0WqJGOhWqKk5VyJp2qJcK\nb75X+6LeUF4aodF38FkgAFL8m8/oeyl8uLBp5GkKmbZPeqjhEY0Qqbda6RxNFaIBo0qIY4xGIpUm\nAELGGelGActoOFOY1FkQ9Uyqka+Rr6ghQYWktOWYNfLL9B01frSNqFGpfEWe0n1UQFDEwgdQ/ZBR\nHTVSaECRrhpV1GcU7HPOOcdb8ftW/eQzbCvqvOA8KoBV3qGDK7qvT6NJamQAQDw+xOzsNQDA8vI+\nM898BxVxLucDtlOnPoWbN3fDsgLwAoQPW19f346lpf2wLIT4XY1A0tIf1wh33fU6AL+aa7U6D9u2\nUa3uwZtvvojPfOYv4Ffl9eVpo5HHwYOnsb4+hbW1WaN4H3roJBqNPGZm/KhlpTJvZCPBAAGDP84W\nut0CJiaWEIv1MRolcebMS1ha2mkcfYPBAPv2+fQplzP4L/9lH9bW0rCs27cYNBrAuXNTOHvWp+/s\nbAuLi0FE9LXX5jAYxDA93cP0dAVraxNm/vx0Q38/aKWSgucFxZS47mg4BQ6RNn7jN04jmRxjfb2A\nV189AsexQ/zie/IDI/Hs2SNYWZmHbXuhdaO8ynlV41L5DQiOYonKb+W/qLwnX928mQUQnIOs60Ed\ntOr8USOca2WrKGQ0Kqbyh32IOi9079pgMDDRAgItjepFnT80cLnWCCTI31EdRqOe65EGkx6NoGta\nHZNqOFMuKp0ppyk3aIgpL3COuL7ZX8pf6kfOLwE35QCzbtgf0pyGodoEKj8IXPisAlIdA2UgK18q\nD9DZQQOWfEPDX3k06oxtt4OK1Mr3/Iy0I68Q1DHiTBqS99R5ouuGOlNtIOoaAgvSRp2NCtI0eqiy\nUi/OE20NzgsBKulI/cbtYHyW/dBIKe1RdahrtJLrhACU9zJgQxqxTfKfpmeq/uI6ozNmOByaNFby\n/mg0QrlcRi6XM3sZyWeMZjFyyVMqmAVBUK39ajQaxh5LJpOo1+tm3KT1xMQE2u126MzdeDxuCvfw\nnXS8MMhDwEcbiceEzMzMoFwuI5VKmVRRBopqtRpyuVzo3M9ut4vp6Wk0Gg2MRiPUajUUi0WkUilc\nv37dpP8yIslsSkZnPc8/LpLHhml6ruv6lYX7/T42NzfNnHIMmUzGHBnJFFjS5ObNm8hmsyYoRqDO\ns0AVd9AhwLUzHvsVfkmfwcA/+ozYgs4aRi35P3kAgNkqybms1Womq8lxHJOyT95sNpsmYkzbvN1u\nG7D/cdevDITSW84UGSDYe5lKpYxRQiOGE8qB1ut12LaNfD6PVquFQqGATqdjDqNmqDoaOVKPEo1l\nfs+qXmQ4Gr2ZTAbj8RjNZhOTk5MYj8fG46OeUIJdbmLWUscsjdxsNk2etuM4qFarKBQKxvOytrZm\nACyZVUEhBQoFrUZgFBhslU5JBaIGO42IqMGvQFOVRdRTTINE7yFNNbKqHlpNEYjex98csxoruv+O\ndIgKbio6jlOVbhSMRi++T5Us+839S0o3Ba3sFw3FrYBLtA8KtFR4qzLnWPgM50pBpwI0vof9iKYh\nsy9M0VFDUw0o8oX+r0Ywf6vyZ9RAIwAKkHVueB8v7Z9eCgbV+KNBEQV5Oj80TvmZGspUxrpWwkAt\neGeUL5WOOp+kYVTmaJ8WFj6C47jodjMol2dDY9TxpFINXLlyEJcunerSXgAAIABJREFUfRK2HT5j\nEgj2RLqujXff/TT8LoYjKcqfHMNoNMKBA6dQKNQwGsVw6tQjIX6q1XaiWp3FzMyqecf27TeQTA5w\n4cKB0Fj6/RgeeOBdc1+pVMMTT3wfS0uPotO5wxjE/lpxsXPncaTTfoS32ZzFqVNfQrNZQL/fNOer\nxeMNLCxUcfbsLL73vX3ws+rC5+ByXDq/fpsBOL9ypYBXXtkJ1w0cLbFYcIYgADhOHJOTXXz5yz9H\np5NGrVZEvT6BajWP9fUMNjayGA4Z5XPxpS9dxMxMG71eDD/4wUNw3QRisYDGQbs+X1cq0zh58pNb\nrn3OkUalos4wHTPXNp/TS41yGvRqBEWdX5Q7Ciq1HYIjpihqBIaVgoHgaAdN+6KcYFSNRiWNc4IP\nPsd2o85CBXKUtSqTtf9KB5ULqnOUbwAY57UW06BcIWggnQhU1FlGQ15BFNtRx5L2gVFcGok6v9Sb\nvLQPnB+NPvNzdZhQ/mjklzqD4F8dkRo904vPaiaDyjR+t5WTgHys9gfbY6qj8rD2j32nHFZeZdBC\n1wjpxr4oH6pcV0evZobomqNDmfqJc0eAw/kkrTRqpk4XRprUMa26TdNvaX/SYNf7yautViuk+6IO\nEAZyyHuBwyzs4OAYmJXU7XZDkbxsNouVlRWT2ddutzE1NWXOnGSQiPM9HA5NACkWi6FYLBpeVlDM\nbRksjMN6K47jGLudR4eUSiXDD3QUDQYD1Ot15HI5M95ut4uJiQlzVAm31ZXLZXPWZT6fN44RpgDr\nXkk6XWKxWKgIEguR0l7PZDJmnvns5uamOQmD9jDxBLcW0sbZ3Nw0eyLz+bwZk2aj0HZiXRmuj3w+\nb+hJwFkoFAxYJN3IF+znYDBAoVAwhVIJFtXhz74rr9DhkM1mzdyxWBUBKeUI98wyCEdwzr7ScZfJ\nZAwNPu76lYFQEoYLz7IsE5pmkaJSqYRm0y/nT4NGPZiAL6xnZ2fRaDSQz+fNIuMeUv5dKBTM4ube\nUVbGYn9KpRKq1WrIozgajYwgmJ2dNZ6vmZkZcxAuPRB8ptFoYGJiwhhWhULBhPTJyK7rmj7TY6mT\ntWvXLjNWek7JNGo4bOW5VoNaBTZBhbYVBasqyBRgAOFiDPxMjXrNe6dSoDGsz7DfXKxq+JD2FPYU\nnuwPFz0FK9uP7lEBEDIeomOhkKAhoem+9DZSUJDP1Kgfj4OiCFQ+0ZQ2LnilM5VN1OCg0FblG/1e\no6+q9DQFTGnCcar3VZ0Y+p16g9WzTQDL3wreaHBGP2f79NjyvapMFSSqsaJgnH2KGjoKVtVA1/mN\ngkTlbY08qtdZQaQ6p9RwUXBAPlcDQw0Iddzw74WFywCAGzf2wnHCDgU+57ouut083n//f4Hrhgup\n+e3bGI1iiMVGuHjxHrRaU4jFwvyrdFKnUCLRxp13vgUAOHfuQYxGRThOwKcAkMmE92+MxzaOHn0C\no1ESrhsUQBkMEqH7duy4gkplF5rNA0gkxojFUreMzy727PlTFAr+2FdXj+DcuedvVYwcGKXqui72\n7VvBq6/uw9GjO9DvB2cMRrMwFHDQ6dJoBCD0hz+cRywWDxn7pImmDV68uB3DYRIvvngchcJNADdD\nY9rcTKNczqDbjeHOO9fhecB//+93oVyOIZG4/TgrAIjH/f2xR48+DcdJwXHCEXiuda6DrYx2jZZt\nBUz5WyNYXAMcpzqKomtGZao68sj7NNo4JhpXUaBHw0WdopwTykSm5rEtGtBM7YuOjfdw3tmOOt0I\n+nTd03Gm/eCZhcon0fUd1WUcjwJm0knTYvkMvyMdVZZSvkSPSOAYVUdopJD6MAp+0+m0ib7o+/gc\n5Zj+bVlWaM8p++y6bijKRhlPhwF1OOWljk0zfVSO8nvSg/YMaU5biZ8RQNMpShtKacB7SSM6NfgZ\nzzAEYBwnjAiqzcF+a7SZ7yCQ4Ttc9/ZzxdVpyYg5973pGlNHLf9mqij5y7Isww9qp5EHaEdx/Fxn\njABSP2tEWfWH9jPqhKrX62i326H6Kkyv5bpnMRtWuy0WiybiRkDZ6XQwPT1t5BgBq23bBmDT4UJZ\nxeg+9xKORiOsrKyYKCYjdXRakK9YsIdgj1Vh9YQK2trkp2aziVarZeQOj4TkRdmp0VTKPAaJ2Hem\n7+rezVgsZtJlB4MB8vm8iZoSaPIIF+6V3djYwOTkJBzHMeuAp4FoVJKOAqbxNpvNkF3ubw3JhIAi\nwTa39Ci+IbDkGmHmJ20WOiMAfy/u9PS0wTqBEzeGbdu2YW1tzTgdhsOhoQXXQTqdNpH0arVqnCQf\nd/3K9oSur6+bUD1RM/OQKRC48Kg4yEzc7M1Q/fr6+m0bvIHA28mNtfSuJBIJU5KYSoZeCYbo6Q1p\nNptmQfNAXuadK0ABgs3pagzE43HUajUjtDKZjBlPPp83IfZWq4Xh0K+qu7GxgdXVVbP3JGo08NLI\nnHrUFQCpJ5dCgc9SaGk0gZ/rvfycP2pwkEFVeZMWNAyi3jntt+sGB94rUNXfbJNtkR4ajeT4FWTx\nHWrEA0G0SZWURpB1b0zUk6oFG7TNqCeSdKRS1jQi/V7nVPdQqddejT8qTjUCuDb4LOnJ90dz9dkW\nBS7nj/SNpgDzGeUJBXh8RmmofeH9bC+q7NWQV0eC3qtevKgxznvYl63Wh75Pf2uUQo0tNQ60fTWY\no5EABa1RY8Q30AbYto2puHuNwcG+anvl8gLG4yBCrk4Wn9YxdDo5nD//kHle+YuXzqHrujhy5G0k\nEgM0m0VcuHDkNqCTSPSRzbbkeQuO4+Izn/lrJBL10FgHg/BeD88DLl/+LEqlMnbt+gVs20aptIw7\n7vg/UChchus6uHTpJZw797+i34dJKeI5YqPRCGfOzODYMT+CGTVCdV2TXjrXBKFnzxZx/XoptH5o\n3GomB726N27M4S//8mn0+2FQDQClUhejkYW77loDALz++h5cvBgca6Xrg/xh20O8885jqNfzZk+W\nrkl1bJBXaLhwvni/ZqTo3EbXByMqKit0vZAX9Hnyv96nKYSksc6Bfs73U09xzxz5leNRWUD+5TsV\nNKkTi32gwcX/lRco9zi31EUcC2kaTcnUGgSUW5pFw+9Uh1CvqwxVoMbvVf4BgSOUFS15P9skb6jD\ngPaByjiOlduVFOSqTFKZp3zC/6MOKgJbjjeqa5nySJ3D5+mgVZqQ9uRDdRSrTFK6cu50by7BhmY9\nqX6JVshlG5w7Bd0qQ6J2gsprzgP5l3zH93OsqrP5HuqM6BolvdVhQhqp7lP7h22RN7hOXNc1zpTo\n56SD2iWq0ykbPM9Ds9k029/oPKBty3XKLESCffaJEVLSslAoGB5kZJeOZbWH9J719XVYloVKpWL6\nUCgUDJ1UJtBBksvljL2tqfy2HZydyX6RBkwPLhaLyGazJkiUyWTMbwI92kFqNzebTRM0onxj3Rdm\nWBKHeJ6HfD4fWqc8KYPrgtiAwFXBfyqVQi6XM9ugiImYYptKpcwY1tbWTEq/OikInElT7v/mVkPu\no1UZQf6hPB8Oh4bmBPnJZNI48iYnJ01AjpFpzgOr43INk0a6j/vjrl8ZCE2n00ilUiiVSiEm4UQy\nisLzhtSjUigUTBifwp6LmgemTk1NYWZmxpRf5iKhJyabzSKbzZrKUrFYzBQompmZMczP9AF6GDKZ\njCn1Ti8LPTwshkQhxTFOTU3BsoLwOkFJLpcLbY4nw3a7XZTLZVQqFSNg6RHRiBPHToGs9ONnTKkB\nAu8yLy5mPX+Jn0fv1ZQZNeR50Rig4KEgAQIgyFx/LrRYLDh7iv1Q5akpTWRoekwpOPSHz9ITpkaK\nAmYF8vTwcOGz7xy/AiJGKNQw3Arc0qusIE09lUpj9SKTVvreqPfZcZzQ2VmkpQoEekr5tyom7TeB\nDXkw6gDQVBPHcQxIVmHL+7Woivaf49bndNxUoHqfvl+NTLaxVV8BhGiufeE6YJ/JSxpVU8NBjT8F\n81FvM/vISx0e2gf+bN++jFhshH4/hUplh2mL60D7uBXgYN99vojh3Lmn4Hmp23hQDTTyied5mJqq\nYPfuswCAU6ceh+fFQvPoeR5yuaAqbbNZwE9/+gJ6vTQKhQY+97m/QqHQFp7NQK+VlfswGs3h8OH/\nB4XCMmZnf44DB/5PJBINDAYlnDnzB1hbexijkW8YsZCFGuLtdiw0Dl2zfC8AQyuN/jab/rOvvrrL\nzC/PhFNgQNqozKhWt+FHP3oenU54TABw8GAFtg1cvDiDn/98t5EZqVTKyAryqG3bWFvbgUuX9hra\nUqZwLtT4Yx8YJVLnjoKd6OcECJpqF117mnnAZ1Wuqb5QeU25Qp6k3NW2SXPey7Z5XxQgsEAJ1yIQ\nOBJobPE9epyZgmRd9wBM/1QmUz7ymDfqZgItRmrUuU3ZpYa9voN9071s/FvlIteyOkpVN3MeuadO\nAScNeHVA6pxS/kRtHvZXI9LUN/pO2kZqX5F2jHzSEcc55BhVB0WzLdRW02I0BAMMCChoJp9w7Joi\nT6Ch883PyMMK0i3LMrYZx6z2S5T2jF4yGKDR2610EOmhfM85YpuqP5V31PFCPuB7dN0kk0lDD9JL\ngw7kYco0riv+H3WyMWqoR2QxyKKVZdnHarVqoqC2bWN6etrQ0bbt0PpkJVWmo7IvapexL+pkJdCa\nmZkxgSCub46Da438qLUFJiYmkM1mTeRT5XuxWEQymcT09LSRa41Gw1RyJh8qOKfDjMflqG7P5XKY\nnJw0lX2z2SxKpRJyuRxs20apVEIymUQ+nzfRbM6xFiZSnqhWq0gk/LNJi8Wi4UWCewaoNCgG+Hur\nGRHNZrOYn5839gSdPYy+8qhKRiKZvckIJU8KoVzk/NGZwnRrymjSiXxKxwKzOtiHZDKJVCplALkC\nae6R/Zsu5+WXX/4bb/gfcX3rW996mSH1TqdjGIHeK3rCmO7K/GMaFPRmsnouFyKfp7e22+0aoUlD\nhwTju8l4vI+VuOi9pNByHMecSUTGovAl8KRS5UKMlmvWoiz0jDDUTvDMPtP7MTs7i3vvvRdra2u3\neRvUS8jUQPUGqmEBBIBJFR0/12gIf/NHlR2FcHSvLpWVGuIURuqJjXrsqDA5b2qgAOG0O404U6iz\nbSqrqOdRjUD1ggIIzQWFvoJOjeyyL1Fa8Tk1GjgXUaNQo6GO4xivVRQwUTir0uOc6UWDQ40E8rp6\npckLHDP7S+Wunl0giDRoBI3vU/rr2PR+zi/nQ+nFMSqP8FLeU5qrIRY1THXOovyvPzp3fI5t8h3q\n8IjygNJBAVKUdjp30Wj84cNvo1Sq4tq1/bh5c+9tkSo1WPi+KCDmlc228OGHd5sx8xnSRteyT5Mh\nPvWpHyObbWNlZRdOn34A/pEhQfuO42Bu7hLm56/fOpf0JWxslHD9+gJ27VpCLtfBzp1Xcf36Asbj\nLAqFHnbvvnRrbSZw/vxXsWfPK5iYuIRUqoJi8UNYlod6/QDOn/9ddLtTphpfo9EwIJTntSkdVMlq\n1E2jI1zr5M1CwVeSx4/PAfCNOzW6lJ7UF1pIyXULWFs7hLm5K0gmWYQGIO4ZDBLodnOo1dIhYKg8\nAwCtVgyeF8hnXrqOyB/UVfxfP6fs0vXOK5rKSh7ls7oe+CwNMPK7GvLR/zkHKq91zWh0iIYadR/r\nGOiZkORLRp0UxGhEyLaDyCdlqWZyqBxgtIh0V+cPs5b8eQvOwtRCP+SpaJaKrlvVGeyryhjSVnWp\ntqv7ainvOOe6JUkj2VrYhPPIwiwareT72E+m6Gl2A20J2gkKpFXesq/M9GEbugWHl+o1zYyiHIqm\nTkedgHyObbEvBD7st0Ym1ThXflQgqvYJL95HJ4/qzK32+nJu2V5U/yswp2xSW4Tt6G+2wb6wPxxb\nlAcpm5QXubZ13smTnAOlPRCk0BOAbm5uotlsmkCH2s5RRzbfzT19dPq7rmtqnzCLr1KpGN5l0R4g\nqMbPv8nXuj9cnQicH7VDAJjCPKQP79Uorc4/j3Qhr5H2qVQKlUrFyCeOj7KqXC6bgBcLBVEuxeN+\nYVLiFPaNEUbtk2VZJrOR8ov953wov7CgEdv2PM+cIeu6foXZjY0N0xYBo2Z48mq1WiZizbRpzhuP\nYOEeVTrfuN4JUDVo4roupqenTWCH9KbTmPuCWdXXdV1TwJXOCcvyI7Mvv/zyt7DF9SuLhLquf54T\nPYA0RlmYiMzheR6mp6dD0SJexWIRuVzOeGXy+bz527Zt850auup1Y6gZgIlGkIGjhjMv3XBL75Xn\n+ZuCtQwz2ySgpbEUPf6DfSNoZknjdDqNhYUFTE1N4caNG6jX66Fz0FRAsg0FmCp8yfRqrPDSv9Ww\nUsUK3F5Ih0JUBSWAkILh/2rcRD/X9tXTyndrKhW/V6Obz2nqDAWiAl1NC1Ua6hjZRwW7NID0h/fS\noIgaQVQumtqkz/FejiNqBFFwqLFIWqlTRT24GgnTPivQU+9qNHrA/iqIjCpXzjmfU4VHXlJjUVNI\nle46D1GDIcpv0TlTRc3v1NERNVajV/Qe8pPOixrkOi9R8Mn3k3b8TeVhWRYymTZyuU1Y1hDbt/tH\noty4sT+0HtiWOm3UYeTPn4f5+auwLH+Ozp37VAhE8v3KNxzLeDzGrl0XMTOzBte1cfLk47DtcDSf\nz5RKFXS7Gbz++ktoNHznWqNRwo9+9DxarQxyuQ5eeOHHKJUacN2saePatSdQKt3A3Nw7IXqvrX0K\nFy/+bxgOMxgO28hmz2Fi4n3s2nUSd9zxHh555CSeeeYkfu3XTuE3f/NtfP3rx/GNb7yNT31qHbFY\nLLSXRA0U9lv5p9lM48c/3m7mRUFaNPrDiBnXIH/3eiW8/vqvo1ot3WoHGI8tuC4wP7+Jv/N33sHX\nv34ci4s3MRj0jWyhwawGp86tymWuC3qL+b86D6I8BoT376ihr0Yko0BR0KAOCiBc8IyfqTHMvql8\n1AiTrkHyGJ2TTJ3knOn7aPCR31VO2nZQrI50iAIL/Vszajh20k0zXlw3KCjDeVCDm+PgFdVNeswE\n741m8agDVtul41odWTRiuV2Ic0ODTR3dBHCqx3UOKbto8Ok9nDuN1mgGU1QvRWmiuklBpUbhaNuo\nU1IdC4zQ8jnST7NWOF+6fsgXNHg1ZVn1P+kQ3atLniRdFMSpA0tpqPKWvMSxki76W2nM9tTJFdUr\n5Fl1SJBe6hxQ3c4+qU2lDnP+T1pHo+eM9nGPIukQi8XMHk7yL+eM9CGoYvaf6/oBIR5zyH2O3CcJ\nBGna3MamjiDHcUJ7UVltlzVTWFiHa47VfFkUJ2ob0snIMekxL2rn82KFXLbDyCufZxFR2/ajz41G\nA5ZlmQI/tOsJiikLXdc17ZLuU1NToUyIqamp0Jpm0VWuDe6R5XqfnJw0dGbKruu6Js221WqhXC6b\ncZFPmSlBmnJ+lXeA4AQO9pc6hQWoeGUyGXPEC3lJbaFEImGOdCGuAWCKkLXb7dv6EL1+ZZFQboRm\nxT2WTgYQIjgVoW5wJ1hTAUnismw0BRP3WcZiQWljRipHoxHq9XpoQzAjpFoMiF4NKhICQsdxTCUo\nemX4PEs2k7Fc14+c0jvFxc0qY4yCUmHNzc3h61//Op599ll85zvf2dLAUUDAhUllSE8xEI5cKUBR\nxaLeJ/2eyp3/s/9bGQfKnGyLApUCPQre1LnARUsvPI2haL/4OXlChZMaZhpZUBqoR5b01OiBVj1U\nA4XPc1GpN5mpZuyTPqsGIqMvUYBPmirw4w8VV7RCcBTcMQKsfVWAQY8eeZlzRdDOMasXTBW3RtsV\nmJHvOFbSVHkzqpCV56JeeXVA0JhQI0oVLZ/XeVRvYzSaROWugE2dJAq+qZxIS+U9XU9qnEbpnsvV\n8dRTfwnPs7BjxzUMBgmcOPE4bDsW4kcFjupVVINxamoFDz/8Y3S7GWxsFMHCO7oGdW8VaW7bPTzx\nxI8Rjw9x8eK9uHp1320ghHTfv/8Mjh9/Bo1GMdR2u23j2rVdWFxcRjbbweLiFVQqu7Gw8CG63RKu\nXn0Od975p9AzMgEgnV5DLNZCrbYT3a4LYB133HEMhw5dwsLCOnbsqGFuroGZmTYmJ3soFAa4cqWA\n739/DpZ1+5FGuo4VYPpyOg7XzYXkAQFPKpUKpd1zvmigsg2fZhmMx31s374MAPiLv7gXb7yxH7HY\nCDMzLRQKfdx55wr27FlBo2GjXE5jMBiG5E2UruQ1rhPKwGgkT3/0OV0zjAaprKdxQOCuBr/necZT\nrzRTvuFFj7dGuNRhA+C2/ZHKo5QZlmWFjlHge7g1ZjQamQqWHA9BqQJprk32QaOr1G/USdTrXJMA\nbstG0jFzvVPGql4jf2lhF/YnSn/ylxr/QLA3kvKfAF3XPOeVtlAUGDLVM6oTyQea+aAAVEE4n9PU\nW5WZUf0Zfb++U+Ww9lXfS12jNgmNeWaWqKznOznPzAYjH6lzLx6Pmz29lJVMQyT/qbNGwSjprs4s\ndYYSbKre5fNcE5qJoXytOoO0Vmc45Q73kLIv5CHKhahNomnsbI/zqDJGAbrOLeuatFotjEYjEwml\nvUCbl045lQHD4dDY09RJTLscj8fG7qUcGA6HqNVqovtyJurIPYadTgfZbNbwAwEVK+WqDOGRLq1W\nywCewWCATqdjom+0adgHZpfxOBEApoIu1x4df5ZlYWNjI2QnjMdjk9VBgEvgzGrf0TM2+W7ybiqV\nQr1eN++1bds4RMmzqVQK5XLZpGLT7mSRPtu2QzKFVX+5ZXBiYsKsIy1ARFrncjnU63XjLKMc6nQ6\nKJVKIceOOmUBGExD3MT3qj6lA67f76PT6RjQziAc7TCu916v97GR0F8ZCAV8Dx2rKFHpMMxPsAIE\nKZy6wZUlj7kINRzOKGWz2TSH3pIoNFCZdktvjoatVbjSU8GFz4XOfHEqmFwuZ0AChYuW66YXybb9\nI18cx8Hm5qYRAFy0ur+g3+/j6tWr+OCDD0wFLQpiXThR450CST2S0e9JV/VGbgUK9HMgHN3ivWo0\nqXKnUAbCxxGo1xEIQKGWP98qRS0KtPksEE4z1c+j/dGxcZ546ZxHQR7HoHSjoZNIJIwhxGd4v3q+\nFRyzL/qbCk/ngEJvK8UZNQD4nIJuBbYKuBRocj5oEKvjQedaAbkaZVEPsYK3qMGhyjJ6RQ1O9dRF\no/xqAPBzBVU6fuVDNeaj60WNKB2zrrXo91EDjc/Q8Mnl2jh06BTm5nxA02iUkEz2USyWsbExGzKA\nok4mBcSWZaHRmMa+feewf/9pzM8vo9mcQKuVCfGB3s/PP/GJd7B9+3V0u2kcO/ZZeF4QYSRw8enk\nolKZRq1WCM0b+zEapbC8vAcLC9eRzbYxO7sExxnh0qUvYPfu15HNlkPzORgUsbr6ENbWHkKrFb91\nZlgSp04toFqNYXa2ikQinN0CANPTXRw5UsP27V2kUiMMBg663bBxpYYgjfF4PCiiYlmWqapKmckM\nG36voJTz6BeUuImHHnoVtu3hnXf24vjxBbRaNs6cKeLSpWmUSh0UiwMUCgMcPryC/ftvotOJoVrN\nAwiceVGwHO07+6/yU+WqGtJ6b7RtXT/RVEwFmHrpuygvtpIpSk81dv35Darn8l6NtJAX1dmjKXd0\n0JK/KDOi0U11GqrsJCBVelPe0kjUaLpu0eA6Vf0c1Q0KXKLAi+1EI75KC5XTHE/0HoIBpUU0QrEV\nYFO9ET2qiGMDEJoHyhmuCfZD07RJa43sRuUdL3VEqEOb88h21UE3Ho9DBbSU5gqqFQyr/N7KCap8\nuZWs1nRIpSXnhM9wftUpSSBDHiEdaCMQQLJ/nOOteErtGdJYaakpwMqnUUewzp86Q0kr2qkECCxo\nxKw8jcBz7PV6PbT1hLYY9xcyZZQFZ/g/wQ/t70wmY9Ym1yLHx0xDx3GM/d1ut032HyOhHD8Bpgai\nmPpP+nCOCHQo6+nIULBKmqtDh9mQtMdLpVKomjftepUlk5OTxi5jCi0r7WazWXieZ+7nHHFvJcfg\nOP5eThaEonOiWCwanMI1EY/HzfmqBNkE9VzrlIV6nA37QJ7gubk8cSNw3rZCep4yif3WTFXylspT\n4rZSqWQq8/IoGm41/FsJQpnTzD07DCNTSKZSKbRaLbMJdmpqykQx6dXghLOirmVZISIRGDAkTG+O\nKncyqm3bJqzsuq6JtCqoJECkR8FxHMzMzIQAAyeSAJleCZ4hpAY4c+GpdFVJxONxrK6uYnV1FbVa\nzWykpicKCJ/TSQFHw0qVCI03CmeNVqly499qePBS4R1VSKqAouBClTbv1XfzbzIy2+UP+8zxqIdc\no536TBQMK+ii4Ikq2aiBq+9WI5L3UDFQKUQdAhwHDVs18EgXTUejUuPCpiCgV5L0VSNOjVEaXZwL\njYpqCp0adKSJGgn6Q6My6mFV4K+0UUWrxikFIcet4FD5eCs+0/lhf9mu8oh+tpXBpkBR24qOQaNF\nUUDODA3Skms4Gj3Re7LZJvbu/dDMezrdxeTkGk6d+hQ8rxDqZ3Rc2v9bnIdeL4udOy8hk2lj9+5z\nmJiooF6fRr+fMs9Snnieh3y+iYcf/mvYtod3330C6+tToTnnfNII6nTioXGQVjRmY7HirX2TV5FO\nN+F5NkajPGZmPrg1fzY2N+/CysoX8dFHL6Fa3Y1eL27OdPNrAAxx6ZKF997bAdu2MD9fhy2Z05YF\n5HIj7NjRxt13b+Lxx9fx8MNlLC62USqN4Hk26nUbo9H4tmJmmh1DfqInX/e3KZBQnk+lunj88f+G\nZHKAmze34Yc/vBszM1UcOXIdzz57BU8+uYRjx2bx53++H/G4hW3b2sjn+zh0aBUHDtxAvx/H5mYR\nQNCmOpCiRj37QgNcwZhGOVQeqCzTNRl13ijvqCzXi1536gydd32GRqX2S9N+o4a+8i7lVxRU6btY\nlEWNeK5F9l+fU+NfgbzyrkbyVU/SyI4+q4afOvDYRnR/uOqntKVVAAAgAElEQVSwaAo0x8L3qRNB\nx6Byh3pAZQHnUR0GKj/ZZ9oE43FQo0JBDB34un9M14I61yi/VbdGwTH3BZIPaJBrv1WuRME/5abO\ntzoW+S6NJCv/6NnXQFBwSj9THeu6roksRduM6hb2l8a36wYFhihv1HFEUKR8FI2Eqlzn/2xPHTc6\nZtd1zR5FnQdN29Z6ILQfmMo6GAzQarXQ6XRQrVbN9gPWVmHQhsAonU6H+JgAk/Yz9/9pZhbbYbSM\n64/PaKEe2rW00XnsSCqVQrvdDsk/7ntkISJWbuUxjpzLbrdrtlm0Wi1MTEzAtm2zrY7Rd9r+TDcl\nPzcaDSN7Wq2WWX8cA2UQcQdBGd9BugEw+zjJv4PBAKVSCeOxf3wNtwaSXop5yO/dbtcc7cjjXfh+\n0orrjBmcXNtsmzKd4FrnmXPMVGY6DLge2+126Dg+Ro05r5Tl7XY7dI8eOUYASqBN3Pa3DoQynEzQ\nR/BFzxMBW6/XQ6FQMDnZFB40HjY3N0PKRw1+hqSnp6dNjrp6KXg2kRosqVTKlIxm+gC9HACMt4fM\nPRwOTQUrTl6z2TSLjCm3nEyG61mwgBuo+f6ol5IltbXSFxlJ+61GfhSARYEaFzoQjhgCAVDdylhT\ng0D3LUQVItM91dupIEqVFOmqEWC+TwU2hUHUO8g+cd75vHqe1TigcaLji9KB41KPbRRYkhfYpioW\nvp9tMe1BlZ3OGf/Wgh1MWwNuP6NUjVulr3rE1RvP9/JdUYOIxgDHqgZl9N3kEfWGqZBSZakGNvui\nURGlN+dA+S/q8eb9yodRUKmpeBrp0KyKqGGrdFVeYJv8LuqIiILPaDQ+Ho8jl6tj9+4AhALAyZOP\noVzeF1pz2gflcbZHfmq1JrBt2xIyGb8kfaGwiX37ziCV6qBWm4HnpZBIDDAe+2N/6KGfoFisoVqd\nxXvvPQHPC7+P48hmm9i9+zSazQT6/URojdIoorK27Ryq1SOYmrqMRKKFXG4Zg8EEVlefw7Vrv42N\njQfR6UxgOPT3kPR6PVP2n3tLfJ6z8NFHJZw8OYNCYYCZmQ4GAxvf+c5+rK+n0es5iMVcpNNjJJMu\n5uZ6OHy4gUce2cCTT67j8OEWpqd7iMU8NBoWPC8eor9mXuhc6f4n27aNEeA4wBNP/AilUhW9XhK1\nWh5PPfUBHnzwOvbsqaNYHODYsRm88soCWi0PFy9O4eTJ7bBtG9u2tZDL9bFv303s338N43EKzeY0\nPO/282PVURHlQ65lLX7BeSIAYQqrgkFGmJRXyZMcr6YbRnmfupffRR1QUVAQ5VvlZRrHekXXkW4l\nIa+rE1LXr35GO4HGk8oDBXua+srv9SiGqCxSRxQNZZU3USdC1FmlgD0q59mO6jCOQde6RsdUj1Bm\nUYZpnQSlnQJppaXqCZXVCqT4GdM/o/pdZT5tqKgzUiPqCo5Jd86H2m8EGHxWI7qMTCqfc0+3btXi\nnrher2ecJaqLdK0p/6gu9TwvBNTVecC+8DPSm+tFbR0a/VFnjQJcrrutosFKb9Ja/2dfo84E1VW0\nSRuNRuiYJM0uGI/HhsdJcz1ixbZt4zhk1h/3BLLAVTabNfYc55l7QxnEYZCF/MU5JZBixVba/YVC\nwRTpIV9w7bCqrNrTuveTNiSBMWnCY0VGI78Y2ObmZmifMvcvsk/xeNyAaKZgky/m5uZQLpdNUGlm\nZsaAcdaSAYIiaOl0Gs1mMxSMGAwGKBQKBpMwiEbHFWnCKCXHRBlOec3v6QDg3tVsNmv4hPzNTAt+\nznRlAspYLIaJiQkjO5SfmIq+ublp9AF/a6r4YDBAsVgMgXnyy3g8/tsHQrnBVo1ChpW5wP0S0y4s\nK2HOLSLSZ9ptv9/HxMSE8SAwJD4ejw3SL5WS6HYH6HS6BvzRQCGBCUyZ+kgBHRiwLpJJDzy7T5WO\nHl7LheC6rtnUSwbpdru45544Hn+8h14PqFZdJBJJwwQ8j0cVF1MUqOx8YNRDPJ4JpYQA4WIYKjCj\nitxnRguOM8J4HN4rowJbQQG/U9DmC9IePC9mPF38jt5XPqMeMVV+/ndDAOEjXXQcqlzVS69KOBYb\nYjAIgw/tsxpmVJ78OzDGXDiOBSAc2eW7+BwvBSW8/IU5xGhkh4xgBb2q0DgWPhvs9xxgPHbhOLcb\nDXofwYnOUdBXF7Y9hGXFTX+pjDSVg89RWUaVouMM4Lph0KipSwqwlebsk//OEUajMP2j9KOS0ott\nA0A8PsRoBFhWOGUsatxvBRCVjxKJEYCgKrDyg/K3rnHSLhodiM6v0sh1XeTzNbCCLACsri7g5MlP\nw3U9xGI9uG4AmlWB6V7BcP+AdrsYAraWBUxNlbF//zlUq1PYvv0a4vEecrkW7rrrLQDAz372HHq9\nfMgIT6c7WFw8h3vu+Tnuueco4vEuzp275zanAFOiuH/FN/oy2Nw8hOnpDxCLDWBZY1QqD6PV2m4U\nEo8EIAClUUNZQWOw2QROnZrE5csF7N3bxAMPrOPAgQZmZ3tIp8cYj4H335/E2bM5ADZyuSESCQ+T\nkwPs2dPEffdV8NRTa7jrrg3Mz3eQSPRRrcbQ74dlCQ0A3YfFqIJt27j//rewe/dHGI9tvPnmZ7Bj\nxw1MTARnpp4/X8R3v7sHnmdJezFcujSBEyfm4DgxbNvWQjbbx+LidezZcxmjkY1KpQSK1ahsYzuU\nCwr+lf/Jf7rGo+sjKi/VEPfnsofx2A7tGVV5pPyu/6szMhYboNMJn0NMWQCEMzJ4qYz1x9HHcBik\nikbXu45daREGkGN4ngvAvm2fXhTQkG4EIDrueHyAXi/Y/+c4jtk3qYCARt9WOiSZHMF1A6cnDWeO\nQedC6anz5jjjW7wY9F91RnQeVLYFwNVDIuFiMAgXSKNBv5U8oQ7hPPrOzCH6/XANAIIT6nS2Q5uJ\njswApPuyjfMQ1U+WZRkgqWerq6627SFs28F4HOgXBdRqEKtjh0Y6jfZs1sN4HD525W9yRgJBhhPb\nS6ddeF5QXVedGLyHQQl18BJAkddcNzgWizxFHuFzqgP5fDA2IJEYm75w/kkP2sHcvsWomqb6AkA2\n66HdDvYsp1IpUz2V9U0UYPLZXC5nggXZrIfhMJAZqVQKm5ubcBzH7A9UvhiP/YJFExMT6HQ6KBQK\nSKUsuK6H4XBk0kV5n+6hJfDk2aSsFkuQnE6PYVlJYzNzDARgCq61LoZGJFOpMbrdoCo0a8NEsxQV\nsGrmpR/pZeGhXiijgLYVo5e0813XDe0X9Svedm4F6DqGJzWKSRrTaULHDMGobbN2Sx+jUfgc2ng8\nbiLavNhPFqryZUDiVupvH67rod/3HQ+arTIajUzwbTQaIZPJ3ForaYOrWNzJdd2/fSCUngwSKJfL\nmUkmmJyfb+Lb3/YX2KlT/oLkXlAtM8ywPhAAMR7rYtvAH/9xD4895uGXv5xAu91GqVQyAqRer5uF\nScZkaJ7RUtu28c1vDvFP/+kA3//+CPV63xwrMDExAdd1zf+O4xgGG41GJqrKMtf33WfhH//jIZ57\nro8XXhhicXGAwSCJCxeaxivBvHrSR/f5FIsD/Kt/dQXJZBXLyzsFDIaPMtBIXDSK43kefu3XXsW9\n936I06f3wraDYkXqKVUlqECWbT344Dl8/vPHcPnyLHq94NwteoFU2FtWkFLARW1ZFnbsqOFrX/tr\n9Ps2VlcnjXCPgk0Fx/wsMDxc/P7vv4E9e6o4e3ZHSMEwDSM6HiBc0MZxHLz44nt4/vnTeO+9XXDd\nIDWGYyKYVoUajVx94hPX8du/fRzr6yU0GoWQYo5GH9mGAtJYLIZ8voM/+INXkcmMcOnSFIBw5dlo\n6pJ6WRX4feUrb+Cee5Zw+vQ+uG44MsI21clAQ4Bj9jwPjz12Ci+99A4uXJjHYJAOGXFMr1FFrBF2\nrufduyv4yldeQbebwvJycM6depqjQFCdBgCQTA7x5S//EHNzVVy9uicUoeVzOrdKIzUGnnvuDTz0\n0EmcO7cXrhuska2MgagXm/f6VWYtjEZBQQQdhxqcxWINi4uXAfhHfLz55ufhumlks2U8//x3YdsD\nrK3tMONnREuNnOg6bjZzmJlZQy7XMGui0Sjitde+hM3NGdxxx3vYu/ccZmeXkUz28dFHh3D58l23\nDOYeFhc/xD33HMW99/4M8/PXTFS13c5ienodi4sfYe/eS9i37wIOHDiHgwdP48CBk9i//23s23cM\nu3e/icXF17B9+zE4zuDWuF2USqfQaOxCp1OE67omg0MjoPSM0gvPo1k8z8PmZhJra2ncf38ZxEMr\nKyn85/+8F8ePz+HChQJOnJjBa6/N4Pz5AtbXUxgObWQyIySTHvL5ERYWOrj77jrefruAZjM4T5De\nWoIMdYwlEgns3XsVDzzgV/Z9663HceXKIu688yzS6f6tfmTwJ39yCLadCkX5yHfDYQyXLhVx8uQC\nLCuO2dkmstkecrkGPvhgn1njum6Vp2jk0TFL46ZQ6CGRGMJ14/C8IKtFZTqBH2WMyjny8ec+dxov\nvHAOFy7swnAYZJyoQazGb7Qcfzwex513ruH3f/8EarUiqtU8bNsO0dLn8QCAkr7cyxSLxVAqDfBH\nf/RLTE318OGHU0b/06OujkVeURkxHA7xe793Ck88sYSjR2fhujAOBdWVUZDFMVOWP/30Mr72tQ9x\n9eoc6vVADlLeq3y0LMtECHkwveu62Lmzjn/yT05iMLBx/XrerFvdguB5nnF+08jXuY/Hx/jn//wk\n9u+v4p13pkKGsjpyfceRv79KwTrgy/4vf/kyvvjFqzh2bAaWlQzpPUaBSG/uZVMQaVkW7rtvHX/w\nBx9gZSWHajVjAKw6QvQZzd4h3aemevgX/+IMcrkhrl+fDxVj8mVQ0jijOL98Vh0J3/jGOTz++Cp+\n+csd8DwvZKwTJAbOhPBRMmzv+eeX8Xf/7oc4fXryVrZEEO3WisdRYKx9OniwiX/4D99Bux3D2lop\npLsZNecaUjuM8+tvoxrhn/2zk9i5s44PPpg2wJFtqSPFsoL9oeqQtG0bv/Vbp/Hss5dx9OgsxuOg\nKKLjOOYIv42NDQO4+v0+RqMRWq2WSc987rkevvWtJk6eHKPRyGIwGKDRaJhUVq5FRkBJMz1aZXER\n+Pf/vgrbHuBnP2ubvZTMHOReS3WeWZZfu4XRvM3NKv7Df+jg6ad7ePPNkrGTi8UistmsyZKk7OAY\nWRAI8ANAv/3bFXzzmz388IcdtNtBmm+pVMLm5ibm5+fN+wG/8A71EOXUAw8M8G/+TR3Xrw9w5kzP\nREhJw263a9ZNr9czqbkMhLVaLThOD9/5Tg87d7o4dapoHJye55n0VfYjkUiYPahM3WX0+OWXu/h7\nf2+AP/uzEWKxuAmqcV8oQTMLEhFAptNpc2zlV78ax8svt/HuuxauXm3fchpkzTs4PzyJQ4/WIpAs\nFsv4zndG6PWGuHzZzxplXQXyLI+OIhYjTTc3N01Ul4D340BobKsP/2dcrCDlOH6OOjfLAkHJbaCA\na9faWFuLIZFwTCVd2/aPX+EzBBqsXsVFxPNyLl+20Gw6ZiLoMajVaia3nMCTk7Bt27aQMLl61cLM\njA3HiWFiImu8Pqurq8jn84YZgOAA53a7bXLbi8UibNtGo9EFMMDNm8Drr3t4+20HV64A09PTxmsJ\nwHhIyPw08BsNG0tLDi5fHmF9fR1TU1NGmKoBH/Wo8eI9GxuTSKX6AOKhDfJUbtHoVjSC1e/3Ua1m\nsbFRRK8X7LugICeQphBST7IaSM2mg/X1IhqNnOkDDRkCYvWiK4gLgFkC5XIB5XJQYpv3szy9ggqO\nN5q+Wi4XkM2O4Lrhfa0aeWSauBoYOvZmM4tyOY/NzTDw56UghX1VIQ0A43EMa2sTqFSCVG19Vumo\nKcE6x5ZloVwu8JNQ1JWePkaj9P8ooKrXJ1Au1zAc5sx4dH7UKxwF1ASpzWYa5XIJzWberHH1ZhP8\nRmlDg8Tn5QSq1RI2N0shwycKVtUxoAqQ66FaLcC2x+j3Y7DtgFZ8P40a9oVjCKpkunjiiTeQy7Xx\nk588g+Xlneb99Mqrh9uygnk5ceLT6HSycBwPo1ES9fokms0SLMsKVe6LGlJRB5Bt2zh16kE8++x1\n03ahUMfhw+/gvfcex/T0yq3sAv+cyxs3FnD48LuYnb2Bbdtuwra3LlYzPV3G9HR5y+/+/y7P84Ho\noUP/N86c+TJWVhaMY47ngWqlcP7m/hGuyaWlHE6dmsKRIxW88cY8fvzjeQyHMHPlOwkSuHrVxtWr\nOfz853GMRkPMzg6we3cTe/Z0MD/fxs2bSdh2kHpLEKJHgHieHxmdn+/h0UePAgAuXjyEixcPwPPG\neO21B7B//wXs27eGb397P7pdwHU7IWcbeYu82Gg4eOONA3j77T148MHrqNenYFnhtacAifLScfxi\nd/V63Rg74/EYO3ZU8fnPn8aVK9P48z+/D7aduI1fFRSrLOJ6HY1GqFRyWF9vo9EYwfMCeaznZtIY\nH41Gpk4CDSbP81CrJbC6mkOtFkRhuDZIA90Txawgz/OMjm80LKytZbGxkQ2tdU0f1Qgc6Uq6EXAs\nL+eRyyXheTYSibgBy/TgczwapeWY6Syu1bJYW8ui2QwXh+O9BIO8CP6azaZJket04lhZyaJaTYXm\nBQiilOQ7tkXjlHM1HFq4cSOHcjlog+3oPFMPEWxTNnIObtxII5cbwvPChf84L9zPRsM+2l9/juNY\nXc2i08kYG0QzizQ1WCM8lI/+3wmsrmawvp4ORWCpQ7XwCx3/QDhV1nEc3LiRRzw+gm0HafOqKykP\n+L+ua95fLqewuprBcBg4IphOSx5VfUb+1b2LjUYMq6tZbGwkQiCZ7VBmq6NYHbOO46DbdbG6mkG5\nnDU8qhFoVjBlVJhATQG2ZVlYW8shFhsDCO+rZVSKzgHasq1WC5OTk6ZGiQ9mUlha6qPVCpycBKiu\n66LRaJgjQjSYwXNk/XRoC0tLDpaXLbNP0/M8TExMmKy//4+5d/uR7Lrve7+7qrqqu6urqu9z58yQ\nHFIcXkRJlCxbUiQ5OrJlRbYkR4ZlB0IMIUBeDANB8mL4Kf9CgOTBwEmAxDo4lo4R2LIUSSexZeti\n3UmJIkecITlDznBm+lZVXVVd973PQ81n1XevaZ7zdCxtYDDd1bv2Xuu3frfv7/dbv3VwcBD87Vqt\nFspTSdQsLFR05Ur+SKZKpaK9vb2QaFpYWNDGxkbY8sZRMfCLJN25U9GNGyOl6dJ9srWysqKDg4MQ\nXPb+MGQXR6ORbt8e69VXpW63qtXVhXuyPdf129vbarfbmkwmWltbM1tUDOW8hUKia9eKevXV+Taz\nfOXRrBSYbYXoFCopof2VKwUdHUmbm2uSFsJWvFqtFmwOlaHoSd6zurqqUqmkN94Y6saNkg4PiyG4\nwP2cCAIPOmaCf2b8t6KrV/va25uXHg8Gg9zRNawddMSuc9LJ0dGR1tfXdXBw8Ka+Q3Kco/z/95Uk\nSUbpKfs6vJtUrVYLG3m5hwyhl8xyNme32w3n3gA8Tpw4oZ2dncAgXlcd70cpFOb7NynjJULRaDTU\n6/VCBJ2oRaPRCJGfU6dOBWDb6XQ0GAzCmUPdblcbGxtK09kBuOfPl1SrFfXKKwVJs83Ps46Ms6jN\n8vKyut1uOCAWw3n37l2tr6/nAF2j0dCJEye0vb0dGgWgJLkclDJXBxsO6KT7S73cQfZyWoxXrHgd\nXPjvDgJ9HChZ1g5+dOH1TIYDSsZ5j6fCM+L5e4ZPmjsYzAfnhud5ppKxeMmkgwL+7oDbx+CZUObN\nM+J3eJbSI6AxyIOeDka9NGgWeZ03qnHHjnXHAUAZM2/WxQ28P2c6nTeD4V7PHnIPhtyNNkbVnXfP\nIrMmsWMEffx3pyX0jsGjZzI82+vr7HLgGaaY/6Sx0rSo9fW2fvM3/7vSNNEXvvB7GgzmWSV/Ns84\nf/5lvfvdX9Nrrz2sb33rn+ZAN2PweTkQ5hnu1Pp3P/KR/0P1elsHB+taX58p+Rs3HtT5868ovq5f\nf0ivvXZB29u3dfLkba2uNu+7J8ukfr+qGzeeVJaVlWUVJcmipEVJFWVZRcXisqSKptOSkmRJWVbW\ndLqgyeRIDz/8v6tev640Leof/uEjevnl7XBoNnqVtWFNmDdZFUl66qmmOp2yXn21mgNU8BmOsR93\n5GuI3PgeKG+sg9ysrKyoWs30mc98S41GV7u7G/rKVz6qNC2GipzNzVe0tzfVa6/NM5SAANbLHR9+\np/kDTR8w9i4nXDyLEjL+H4/HeuKJXX3iEz/R1772Fr344mOh+QXvdls2L+Wf6+g4uMPnOHCun7ng\nfQ9m4hDGgREvoSRo60CUhjmFQiFU9bjedXn1dwMovbKCcbsu5FmesfF1YhySQqQe3ergwW2i6+A0\nTcP6enMQ6MaY+Q7ZduYLmHD94/KNDSWA7nbYacp7sWP4ANwLT7ldiYOl8eW6TtJ93f1ZR55L0MLX\nzPWe75P09SXQSRYJOnAP68G6ItvQ0f2CWE8yfoA4z3R+9+xiXBXldsNtgfuK7EFlTXgOzrrbeOZT\nLpfvZcfmjVs4to/fsZGxP4ptBuA7wHbbTVKFvZ8cCwIodXmMwQuf47ciI35WPVlUeALexAfHt2YN\n4AGyg8gOmdbZ9rol7e/va2trS1mWBZ+X73Y6ndDAh2ARgHB1dTX4/tCV4FOv19N0Og1Hl1AmenR0\npM3NzcCDHBuFrecsTrr1UuWQZVko1aX8dValVgsZTID/4uKiDg8PlWVZaLbKnk+2CjrPUu1CRpeM\nKzxfr9e1t7enNE21vr4eZMarKcBDSTI7jqbRaEhSGLP7jNgUdM68nLoabC5H52RZlqMJcr+/v6/V\n1VVlWRYyzUmShGc0Gg3t7OwEWSFYwNjv0f/Y7ng/t3Lc9fX1UMe8uLgYkDOMj4Aj1KThMUIYeaJK\nnhnxM40KhUIQvIWFhZChI/VcLBZDG2Hu5dgYmGsWyeoHQSBDSQlxmqYhYynNO9RJs43WlA5nWaZ+\nv6Reb1Gj0ThEoKbTeUcpgCdjH4/H6nQ6qtfrarVawZHhfCyUBIoiBmbS/VkyVxrH3eOZGEn33YtC\n8ndxP5E8nBc31BhyL1VCOXrU28sQUbYOjjEyPMOdI5xAz4A4wEABOxhwJe/zhqdQ0O6cOX35GwLv\nQM8Nos+bcfMMN/getYLWvNO/49/zv+N8O7D3Z/uFQneHhd+dLjHtHBDPs5Xzc93iJigewIgd0ON+\n9jV6M0eK5/n8/J0OqB148jd/jgNW3/vFcx9//EUtLQ20ubmj06dva3d3W1evPnEfX7p8ZFmmjY19\nra3d1d///UeUZbMsMA6eO0msNcbSgwo8yx3ZNE310EOzMT3//NO6c+esTp++eSy4/NnPntT3vvc+\ntVoN7e4+qFdffUovv/y4lpdbajRaRgfpu9/9qO7efbsGg4c0Gl3UdHpR4/EZpekZJckpjUYNSWvK\nspqkZY3HiabTTNKCdnYuq1q9ruXlps6cuaqdnapu3y6HvUnoB5dNHDDK4Eqlkm7dWlCzme/K53Ry\nA+vBDnfsWRNsRczns+9P9Nu//ROdOtXS0VFFf/3XH9RwmK+O2N9fVLs9b6EPH1NqxjtiGcMOOe87\nP8V62nnd9cjGRk/1+lBf+9oTGg5HAaj4/GJg6/LngRXGgtMsKRfogoeRc6d3LC/xmD2o5/KLjoGP\nvbqFAFgsD8zLu3sjlwAzl30HRsw/Do7y7vicTLpveoYPGsTBQ8bFO6R5x1y3U3EjKl9vzxzHtgna\nekO8+X7Chfv0C+PwAI3zrgfuXL/BBzzLK75w3H08yFX8bqct9GMt+R1fjHsBAC43blOcv52H3I7y\njy7Azgv+XMaYpmloLhnbAf/HmFk3L+12/sW2wu/xETkOjlkTdF9sq7xjrwcrPMvpcoVc8H1KcGlQ\ng+/o+ooxOOBk/ZFHSi3poCsp7B3El+YIDi6vSIoDIqyld6Fm/Wk+tL+/ryybZe+8OY+kcNQIuCD2\nr+DhdrutWq0WElTwBWeLcvYo2XcvP4U2XlpL4Ig5AdYGg0GugVGSJGHLX6VSUaPRCGNfW1tTu90O\nck7CjPm5j89zaK5VKpUCLaA9/IrephSZMXt3XX4niEBXX96PfvOjIQkWwE/FYlGbm5saDoeq1Woa\nDAZaXV0NGepKpaJ6vR50BfxLNh0gnyRJrtz4zcpxC8d9+I9xtdttSfM2wxIbwJdCx1jP0BARQYBj\np40W/NR7Z1kWSpuIrAyHQ+3s7AS0T2tqSnwnk/k5P75nwiO6RD5QVERhUFpu8NM0DVEqFCbOiQtv\nkiRqtVpB0VBHDbNxMTZXkL1eT7u7u7pz505ur4mUbyTkdIOh+d0VqI8Jpch9CJRH2vzZknLKlHVz\nEAc9oZF3QHOHhnXHOHh2zB0F/s79bhhdyBg3CtyNGhe/e5TNjZSkXDtr/65HpnmWlyd4tBo6MD66\nsDEXjyAxTi//ccPEOqKc2W+HQ4XT4Eo8jrq6PPk44e/4XU5vnCPPuLjhjcFs7JTznDhC7aDLo8xx\nxN/n42vFmiMH8Rq7XLgD606Xy0+SpHr/+/9Wly+/KEm6e/eU1tbuamPjIDzP5w6tpIm++90Pajis\nBDpBV3d6cORcLnwd/Jo5paMAIO/ePa1r157Wj370S4qvH//4Gf3gB78kzq9M0/Re6/4F3b17Ondv\nq7WlcrkajCV7jYiM85nvp2LuM0Of6dvf/k3dvn1WhUKmD33om7p48dUAPHGYXJ8QpWW9aCYHHZ0X\noCtRY2RwTuv7Kw2YrzuWOHfvec8reuihXaVpoq9+9ZfUblfuq3ggc4/uoSslpZl8FsslOoFnuU52\nfozX1p3N2VqX9MUvvkX9/jDorzjrhy6El5mf6x7e7Y6jVyF4Z3Lojk46DjTzPN7ve6x4N2tAZosg\nKzT2rJj/DWAKLVhr/u46Hxrj6PBuB5DQhv1oLvsEj0NW1fwAACAASURBVN1WwHseRHW+9TWG9h5M\ndTnmHgfk6GYHZL5GruM8SOByAB/wfHjDdWsMyj2YxZhYcwCWlw07cPRsKfLqc3TQGFekOJ3ioCFz\ncPoio+6v+OUAjMsDD/COB6koP6byzn2b2Da5/8KYoSt227PsPg7GSiDcAyzwIhc+7mQyCXRlbtDD\ng9N87r7ZZDLb73l4eBho7U1vPOgB+EvTNOhZ+JLkjOtjeAHdQAbMdTUBErZcsP/b9Vqz2Qz81W63\n1Ww2wzs9YcS+xjSdZ/0BfwAcynILhUKoOByPx6FM1MeBLiDwhMxghzhipVQqhfNASVZxn6T7aIUu\nIXnGM7AzdGmGH7Is0+bmZkgUURmED0DGcTQaqdlsBuBMEIcMKMdCgmfgh8PDQ9VqNdXr9WCXAMEk\n2aAnvMiaFQqFkCDjPXw2GAx0cHCg6XR2jGWj0Qg8fXh4qDRNQ2nyaDQKurTb7QaakUX+f7t+biCU\nBaVzYqvVCqVblOIsLi6qWq2q0+lIUmj/C0jAqEqzDGqr1QrIHQVxeHgY9mZ68wQWC4JNJrNNtIAr\nhKlQKIR214xXmjMizCYpnFXKuNisSzp+1vlqort37wajwbs4TBaG6Ha794FDmIp57e/vB4a4e/eu\ndnd3g7GPwYRHPPjcQb4rDcbvDoj/j9HmPv8Z5eVgl+ibG9PY2SPTDQBD0Xm02DN7HtV1h4E9Hg4E\nuA+lzTgxdjiWPj4vP8NYozh6vV6OZjg/cTQ0Bju8zx2mJEmC8SGrzRr4mHFSeIevHYCANYcm/j2C\nLQ6w4D8UD0qa5/i+GZ8PPOhdEWPHI6Yb68a9KC4MnmdupXzpN06AOwvuXPvzPTjgtPd7/T3xPf67\nP3O2rzbT8vJMlp988jl9+MNf0mAwdz7hGwebr712TnfvnjvW2fHPeIYHAjz7xPNwNDY3Z3s7B4NF\ntVqzrQgvvPCExuO5k3P79ik999yTmkymOdnEWRsOl4xfE/34x7+pbveh4Hjwj2ixO63O85PJJDQg\narcH+vKX36OXX95WoZDpYx/7sS5fvqnJZBL4nCAJa8/aeDmq6wvfquGAx2UZA+uAgu/j8LtOeOSR\nfX3oQzclSf/zfz6sl1+u3xf0IlIeB18cpPFMnDF/R6fTUb/fDw02GLOk+/QafOu8USwW9bOf1bWz\nsxx42mXH9Yl/3wGY87rT2fWNb3GB3z2IFwNR7qWEFKexWCyGSDqyQKdKaZ7R9AAya+hOtQchPRDF\nHByIu5PvWSV4DJq7PnXb406pA70YaPu+V5f30Wh0H2BgDuhCAoMxD3mgyUEXa+Rlmm73HCxhQ5we\nHhxCD3sAFh5hbZxX4B0HP9DQS3Thcy8dd0DrAQjudx3s8uPzYa0ZA6DEv+sBKv6nBNH9L/87Y4iz\nd24zPSvselyaN610HeT84XKXZVnwE9Fzk8kkOPm+jk4XaAWd0dd8Bp8AWgFeJCxYJ57Z7Xa1v7+v\n0WgUjitET8EXzI0u5lT+tVotHRwcBIBLSe3h4aEODg5UqVRCMoZSYPScNGtMs7u7mws0tdttra6u\nhgo+6LKzsxPkkH2KfiZ3r9fLyXyWZSGLCl3hY8DyZDIJTUXx4VdXV4NfDQjjKBT8TpJYk8kkbJHj\nzFEyj5xmAc+ShSYL6UE4ylMBaexPhT+gPaW7jUZDu7u7OV8EcM1c+R0c4HrMq0vhEypOXC7xsd2H\nvXPnTtAV7XY7BAClWTOnTqcT3kmzQRJsBCzo20Oyqd/vB+z0ZtfPrRyXxSMaCHiUZulsEL40jyoN\nh8NQi83vni2EaXCeSJ1Xq9UAwDxaDYGXl5c1mUxCHT+REPat0paaFL5vkOd5RBKIGOBMsUgwrDuZ\nzI20O9+LI3Jpmoa9qR6Vow6cSIU0K+PwLlfuQMBgXlIj5feO8DwUHgY9LqeMy3WkfPku4/eIZAx0\nuficZ6Ks43IizqLiM3fUY+ctNqz+fBxa3+vgpTDu8PA3H49HlYnwAYo9UgqtKaH173hU2umKkXWD\n7nT2cqUsy3J7YbhwvPnZwbWX7vnYfF7+HP/OcQ4D7/JghDsfniF2wwefoKy8OyZ0j0G9RyJxkj0S\nH2ce/H54Ms4SeOkYc2PerFGxWNTW1q5On35Dfv3wh+/U7dsP5N7Jms2zs0u58XGfr7sDX+cRHDGc\nCj6bTqe6dOmKtrZ29MYbD+jVV89Lmp0ZevnyT5Wms9LaWq2rQmGqu3dPh/c4qFpaGurBB69Kkm7e\nfKv2998ZnAv2NfIzR7N48AeeoOlQt9tVp9PR4WFPP/nJutbXD7W9faRHH91Xq1XS7dsruTXy7JMH\nToja4njgkHC/yxM/u/z7cRLOr9Bzc3OoP/iDK1pYyPTjH2/oq199MLd3D55GXxKRdycX/nQdwjpy\nD2vnQRKClh60clm6PxuZD0Tyjjjz5u/1sxKdn11e4owp80mS5L6zFtFjyDI6jhLHOHDj84j3y6If\ncIqcZh6U8eZP0NEz0v4uAnLQNU3T0MGRZ/s7oJH7Aqw5tPToPXR0egPg44AScuadV71Sg3X1rQ1S\nfgtBbMOYL9/jHs+I+5YUH6vP2+0U/hC6Kk3TXIWPA1anA8FZlzlk0392cOx08/ExX7dnruehs9tv\n7C33+7q7/+F7Nd1WMndsk8ufpHDMBPcwxuMCoXzXbYpXJHgWly1l8DN0dtvkz2KudGSGfqwhAVyA\nGzzC0YfozI2NjeAz4cMyFraMpWmqWq0WzrkcjUaq1Wqh4dDS0lLY51koFEJGLEnmJansAWTMs/32\n1eBXLywshI63knLHfaHvwQAEHigLr1arua148AWltSStyOYyV0paAXzcnyRJyOKSIFlYWFC/3w+l\ntGzFO3PmjIrFWfdZutQSdGu320GG8PUlBWDL2NB1rL+PkWQbQSJ/pqRgd6rVamiylCRJoLdXLCHD\nJKLg28XFxXA82vr6urIsCziKo3RKpVIoaZ5Op9rY2AjBM/DPYDAIe0DhK/iPIAe+MjrQ7eAvXDlu\nms47KEmcr1gOhIYBcVRB9dLcgGPUOXIFwEGHWcBfr9fTcDhUp9NRtVrVwsKCGo1GqDn3I1V4nyu4\nYnHWZn5lZUX1ej0YAgeTEB1mJm3u5cZErLa2tsLcEU46ZrmCRskgTIuLi+GMJZQXmdNyuax2u62b\nN2/q4OAgZ5i510uRHATyM0pZUo6xKR925wy6eBQv3sD+ZkArvgfD4mDQn+3G250qxu5OO0ofpc7Y\n3UHgvTEIiDNkbthRDB7tdPoyTuaFsnenH1q6U+R0gPd8fL4+lI37XOJMx5sFMRizr7E7YBgVnhOX\nZPOzgyLm7kCT/clxYCF2OHwNkV3nfc9GxICX77oT785BDDSPu5y+Pi7o5eswG0teVe7uburKlcth\nXB7s8TXDEXGg4P/zM+vowNsbp7jDUigUdPLkHUnSnTsng1N44sQdTadFff3r/1TPPfe0JOnJJ3+i\nJ574fuAB1wv9fuXeGEu6fv0DwXiyp4QyXEqCGGvM02RCMcQz0DbRn//5o3ruuQ0VCtI//+ev6t3v\nvhPoSwbJeRN+BEhAe8828s+dfw9W8RmZW3Q5Tnelkulf/IufaWlpqtu3F/X5z1+UlIQzTb0MlHG4\nbMDf/IxecD0izc9Q86wKDkmcVXN+9UBYsVgM+gva4PDwXOclaBZnTzz4gKz6Mwk0Ahg96w4olXTf\nuhONd9sbO9YOIhxIOpBxEEBG1YGv6yjG5jKP3aUczscZA2+fLzSL9886wHIwCk3QTWRf3AY6GHN7\n5jyDDHswzx3c2A/w/+EjD3AyD9fXgCDXiegXDyDxudPT7XPsJ3g5KeOBZgRD3SZJ84wjwQ2+53Ni\nHeETB/7Y0Rh4xgkBB/Dwmr/PwRjfB7hBY/xMvud2wOkBeHDdw9wZl9thlyMfl//voNVLrf0+sk/o\nF+jlPEfQzCtIqAhExldWVtRqtUIXYN6Ff5qmaWgws7KykgsUIwNs0UiSRJ1OJ4yZTCQ+q+s15kMp\nLAAR0AkdaAZaKpVCggXbMh6Pg88PHZIkCccqVqvVkMhwnNHtdsNcff+p+3zwiKSQ/cRmQW+SWqxH\nuVxWo9EI2WLWmDJYym2r1Wo4JoUAAJlmMEuhUAigDz6js7j7itPprAlTsVgMlaTdbjcXmPKgFr75\nwcFB2I87mUzua+gKb5FpLhaLodnqxsbsuED4gQBBvV7XwsKCNjc3c8ATbOI65Ljr51qO6xFtHI2V\nlZWcw0P6lwwfDEGnLTKmxWIx7KvEAFGWSwMhmNEdHSKEa2truTNv2KSM8uh2u2GR2u12KPEl8pQk\niW7fvh2cAxQQe0hZjEajEcYmKUQbAN0rKyvhyBd3QDnOZnd3NzDNzs5OKKnZ29tTls3KQG7evKlm\ns5nbV+rRfHf+/DouYutA7ThQ6EbfjSjKwiObOFTuHJFdZl3dMLpzgEPu0VroiuJ2o4sRwgDHjoaX\nnUr5Rg4egWTeKM04S8zlv3v3Zi8hiaPXzCMuc+L5Tk9ohZJ0AIkjjOMNT/l64Uy7c0L0DeeUy0u2\nHdQzXsobCQ6h6FhzDxZ5BBx+Z62glTR3RNAJ7jzFza64HxqiEH29vSTmOJAYf5e18UyUG8/pdK5I\np9OCvvvd92s6zfNcDCwZZ1zO6WvL7x5Bl+YZWujowLxUGmhtbU+SdPv2icBTa2v7+l//68O6efO8\nfvSjp/Tss09Kkt72tp/orW99Lvf+mbM6q6R4/fV3q1DYClF6D1phvPif8RBZ9dIqSpnQu/3+WH/2\nZxf0gx/MjNcnP/m63vveeckP/AItqLiABwHEjHs6neb2dBGU8Wd44AVHsV6v33M6yvrEJ17WyZN9\n9ftFff7zTypNy/fG2g/Rdg/K+bqRXWE9isVizll0nYbTwNiQRw8gOo8wZgAIwMqbScSlr54F9cCp\nByvQZcgi2QIPRpAR4B7kAfl2ufFgFGVX6A7e6/uVoCc20vsh+D5UnoesMwbXEdznushBJe9mfOg8\nt1+eDePCRnrJKjQik8P7HTiyhq533J/hGXGm1PeComdozOV8gR522aAawe1ynFmLbTVrjZ7xjJDT\nUZp3MXY9AO9Suu16KgaGsd6FDzyY44EeB/v4Tf5MfAsHMR7g8+d6xQF614Gv0xwd7JVj0Ar75oEY\nB+fuPyTJrBGONxLCz4JPvWoBerg8uZ+H7+vZMMYG7Y+OjtRsNtXtdsO5kHTfBdy0222tr6/rjTfe\n0MrKitbX1wNfQnv2EEKjyWR+riN+Ne9gbyAArNPpBFpUKhXVarUAQtA5xWIxdzyKpKAzWEd4sV6v\nh6MMkcGlpfmRK94pd2trS4VCITQkAnBvbm4qSWb9VXg++yur1WrY5sFa+V5dD0LThTfmURrusDfW\n9cT+/n7Q2UmShGNuAK4LCwsBJJIc4/mUDU+nU508eVLD4TCUTnMvNKerMDqjWCxqdXVVGxsbYWz1\nej1XVen+KtsUsL1gkl6vp7W1NWVZFtYTnU2WvNlsBtBLFSu2kz3J+NkEIKrVai7IeNz1czuipV6v\nB4XO4DFa3skJpUZ2EeCBk0+UgEioR7nYwEznWYwB++NwnqR81hRmd4XmxhZHxyNCksKZlJQCofxQ\nbDC8t7/G8FJSgMLx6Ckbth1YeSQG8AFTA9C3tra0sbERBMOBhSt6lKo7IDEDu3PuYJW/81yeiXOP\n0DsAgjYwZxyB9edCBzdQfIfxMBayBA5a/T6PJMFzKGXGh8HwsilpftQKVwxw4LnYQPE5z+RnB/jS\nPDrqdIgBchwFdrDEZ/4dnsGeL+bu7+e7OG9kmnycjMcNGPOPo1zc5/e4oY3v9aCF3x//jTXmchDg\n/OhBhpj+rBs85mNgjNA5Huvlyy/qne/8jiTp2Wffqp/85B2BT+EjnDbm8cADr+ju3dMaj5dzesRL\nZXwtHdwg68zPszynT1/XBz7wNfX7S/rCF35XWUa1RltHRythntPpRM8886yeeup5SdL3v/9WPf/8\n0yGDV6mU9eEP/6m+970/VKGwEva0kAmlCRfOGSAKAMo+dowQe9rZvzJv8V/UJz95Xe961+wM0r/+\n6zP62789lXMenf6uF1ijeD+hZ3zcTrjzzAVvv+tdr+nXf/1lSdJ/+S+P6IUXGkFX4CgRuUZHY3C9\n3M/1jvOtOzLwkANmovQAbMYbZ3B4LvMl4+g6yPk4zt5J+fNRXUaRDdez0N/1tzvsscy4PsUmxhlK\ndzS9LNJtMGOL5R69g953MIZ+olOlpFyAhLkyNnjKg2U+fsbEPOJ9gsigyyWyCZ2RX/dhkFdoc5zt\nYH0cOPqz2Q7kAbe4EsR5xunpesl5oFAoBF73DFis/xgbMsp68m7nF9bd9TR23wM1DsygPXbY6RVn\nCpmLBw9i+8j4nAfdV6DM34NG+HmsGbyGPMTVTG5fY8CPnowDWegzsuasiWd5GRM6J+YV9BsBvul0\nGjJabtsZe7fbDdsoGLsHI9xGo3+8ZNSz9mRPkcE40A/PMA74kQSRB6KREebP39g6B0357ODgQGtr\na8FeSgrvwO93fQW/IsuAV5JQBwcHIYvH3kUHZsyJ8uA0TQP4pcIRYEVgplarhRJaaMw8hsNhaCbK\n/lP4WVKYQ5IkYR+nNwZjDXgmJcIEYllLjmVJ0zTQnXVhryrv8eAeGInvIIc0UXUsxIUuIOk3mUwC\n/hgOhwH7EGRmDe4Fpn+xjmghFXx4eKjhcBiaDnFALAIzGAyCUOEU9Pv94OhAFC6aGFFaxREobOYl\nO8UZo0QPALKdTicwKM/zdD8KBuNAGh3kn6ZpuJ+yAqIS7XY7HO9SrVbDfYwH5Xt0dKTl5WXVajXt\n7e2FiNB4PA6pcd6ZZbNjXiitgMkp+yLyicJ0Q4GDS+TJlb8bbY/IuQJ1wOl/5/KIpTRvrOSKg8CB\nR5b8OXEmjblhYGIQFINT3u8A150zDBQGxsfmQBJ+dLDI2NyR8MyeG26E1PeE+XswUHE2zn+W5iVH\nGG13wB24uxMY09EDDawtzygUCqFEx+9Bqfn/cUABpeNObQx+uWKnxwG2fz9eX19n7nOQ5mtKhNez\n64zF7/XxxeAammxu7urMmVtqNlf1zW++X0mSH7cHbfisXB7owx/+78qyVPv7m5pO86VqcYYkpndM\nF8Y02w+6q5s3z+m11y5asGt+tt3sPdLNm9sqlaY6eXJPp0/f1XRaVLN59l5WY0Gj0arS9KHAz+gL\nHEjmT9dBylZHo5E6nU4AaehQ/uagLcukF16oq1od64EHjvTIIx2NRmNduzbv9o18OoB0UA9fxPyL\n/nLQFvPPdDrVww939YlPvKhCQfra107rW99aD39358pLAikX88oBBwsebOJ3D6C4kxwDPndojwOv\nHvCEv2Mdxbj8+e6Muy5xHkLfcSHz7rw4gPOxOThx/nR9jG1BNwGcPFtNYNJ1LHrIdTRAxefJmpOZ\nY5yUUTKuLMsfou5g2O/xYLhnupMkyR3/wppyv6+Fv9dLff3v8Xf4HAfedZQDYQAUAWfo6ECL+31e\n/j7WEXnycwPxGwDA8A7rin8QZ6CPC+Q58Iv5zkGt847zBevoVRCxPPgaxt+HnjRe8WfAX+g4nom+\n9GA8shODaGTM+dtBOM9P0zSASg+YuG5wW8XzXQdICh1H8XdpEJOmaagAdHviMu/vwM9F9gEl6IN2\nux0SMe4rAHyYH+9qtVpBNviMM4yZYwyYpPmpGOVyWXt7ewFcoQsAYLu7u4Hf2MsKnWgM6XyfpqkO\nDg5yAT636ZPJJARMfetXs9m8b9sLNO31eiF4SCDSfSFJIQNaKpW0u7sbKgywlTTMAuBJCllE5LrV\nagUc4TIlzfeELi4uqtfrhXFz72QyCftVK5WK9vb2cpUp8HCz2cxhHLK9ZGfZijMej8PZrQBcQGq7\n3VaSJOHvjnXYJ8rP2BIA8mAweNM9oT83EFoqlUIpAcALo7y4uBgOre33+7mICmjfHY6VlRU1m81c\nBKtWq4VyrEKhEMpdKTkDVJLSxkHAsBEFSpL5wcU4O77Zns3WKB0W0ju8App5dtwVlMgLRpOIV6fT\nCYCj0+kEAfF9pmwI3traCo7KeDwOdAOwEt3w0h2cDXe8EcbYefEMmQNVv9yQYpAQAl8/L5uR8jX5\nrtTccfFIlUe93OlzRwUBjb/nRtoBIvdMp9Og9GKD6g4Wa+dZMN7n9ODyvznA9lJcp6cbNpSOR+zc\ngYrpyd+htTuN7kgwL49Oe+mTKzwMLPzo68QVAzuAoHR/2azzATTlfQ7qnRbxevC709zXyWn0Zn+L\n+dwVPGskSevrMxD6N3/zIfV6K7n3OS+5jB0d1bS9fUePPHJFDz74kkajBe3vNyTd79Qf55w6nzug\nefvbv6/l5YFefPEtunu3kcvQuAzMnEfp9de3tLiY6sSJPZ0+fVvjcUnN5ul7uuhUkFEypPzMupP1\nRI/1er1wMHqn0wl77j0LyhoSdc4y6erVdVUqE124cKRHHjlSsZjo6tVqkFUHvQ4m3UmLAQv86CWn\nvh6SVKsN9C//5QtaXEz14osNffGLj4iOwdgCHAlsBvLoXWMp13T5ckcPXUCwyecg5fe2MSd+d150\nveV6BZ3jjqpXiCBT/nfWIM7eOXDmM/SAy4gDAK/okOZZCbe7PmbXPS772PNYBt02O22xmW6r4DHf\nTuAOPnKPk+QBDaeHj9Vlzh1Nfyf3QOvY3jmfOh0dIHh2iOCy63kHup7RBqAxJr7nY47lxO2aA3V4\nAJ5ljeP9yvH6eGAUmsT7UmP+gda+FcP1PHqX+QAQfX7O+/Aa43U9yfPdz4m3gLDmnvGCTg5cnGdc\nB0NDz+gVCvOyd18f1tJp4s+HjnH1lMsyzn6v19PBwUEAPGTZ8G/ddySLReYUHzZJ5qWtgH2nC+CR\njBx6nwQLp1P4ufYrKyvBPyWZwpYMZBN/3wPtrD+lnO6T0hAnSZKQvEF/QpdOpxO2zbFlDl6hjwpJ\nKU9YLS8vhyMaoTXvJGDFHNnXmGVZSCaRteRv7AVFv3EkjfsrfI/GpfA8STHmEO+VpUqS9aS814Ex\n9gvAOJlMcs/1Pc7sTyWZxX7O6XSqVqsVZM8DesViMWAcdKZvDSsUZn0IOEKGca2srITgy3g8/sUD\noQyQjbeARRgapdvr9cJZPMViUWtra6EddZLMukQR2UMoOV6F9DBn2hDlWVpaCs9k/+V0Og1RCxiC\nSA+dqBBauuliTEjPu6KlhIEWyTRrcYerUCiEMbPARIiJNJCtHY1GoaMVtPLovddoozBRSjgLvrfF\nIy5uVLw0yYEkzrUr0bi5BHNyh8dLqXi+gx8UN8owfp87WXEGNgasfAeDwhrEYOM48MKzYgfEjaDv\nV2S+7ihhwHgX9zig8UwI/8NXjJWxecmO0xkaOGA6zhHx9fL7+K4bAgfjHhWM54qxdXr6e/ndy8+h\nm4/HaSQp907Gyt+gna+NG+zj/ncax891sMMVjwvlCz02NvbU6azq6tVLORp5ZQD09Ohzq7WmS5eu\nqFwe69y513T+/A0dHVXV663laA99Ypo4+MyyTMvLUz3zzHeVJNJ3vvM2jUZLYeye/Y+dnLt3z6lc\nHmp7e1+nTt3SdLqoo6MLKpVKoZyGMlwv4yKQRSc8nCEMqh9xBQBFH7vDDc1efHFF5bJ08WJPDz3U\n0+KidOVKNegBHGP45jhg7v/gDXQt63fhwki/9Et7Onu2rY9//LpWV8fqdEr69rdPaGWlp/X1kdbW\nxlpbm2o4LEia6QqCl8zBQZ3rPucvHN5Yh7hO4nsz3pvbIo/as9Yxf/rfABTudHuZFzzoTrgHGVgf\n9vv4GLFpcddbd4zdseK9rrf9/T62eC6MyYEozmCshz3YGOskD5TxTq+Mcvvm9zqd43t5husk17EE\nwR1s+tj8eb6m8Rxim8d3+N/5DJq7LnP+idfKfQyvyPGL8QPGpLm95vnch+3y7/FsSvjhab5HJUrM\nhy67ADjm7HLlOjtN0xB89yAu97Dm2Gn3T/AjfG3jAILTlrkg+06vWK74nOCG2wIPMHmgwecbb9Py\n5zEHkhCce++AjQANMl0ozLafue739eXZNJtDzzUajdw6A0AbjUZuO5fbKM7uRP9yfiVHG1arVS0u\nLub2sEvz8nnGzL80nWePCUZIymUJfSudl6p68Go8nvXEILPrlYSsi2/jgbc8+Ie/T5krwUXWn7nj\nZ7J/38tZCaywzpTbwivYGUBplmVhfyjPITDsugcMAM3gFYJ40Gx9fT3Yc/Q7awmgJisO3QD6/i7k\ngQpRmrSCU1hLuvA6j3NPv9//xQOhjUYjnL/j9ePUbBOJmGUUjgLYciCGgNJIqFQqhe61nAtULBZD\nzTZdaA8PD9VoNLS/vx+i+zQt4kgWSWFfKlEBuumiqDDkCC0OOsqhUCiEbmMIIcwKc7RarZxh4/sI\nEM4ZiqXf76ten59pR8ofgZIUzjMiMwuDeaMLhFG6H4y54XKAwt89YsgFHaQ52PKSUATbFRl/Yy/D\ncQ4URiAGm/4z9Od+d+LeLKN5HCh1w8E8UXSuyPlODHAdFLtDhPPnxpUxQg/pfiDG3x1k+BzdOUGB\ne1TWy2eYD5c7JTzHgTdz8+CIG1RJuSww30GBoRS98yDfZb5E0qCzjw2HPV5zd5BQzs6j/r04suz0\nP26tnM8dOM3oOdK1aw8qTQs5/uCCb102kiTRcFhVrdbW2trsgO7FxYEuXnxFJ068oXa7oV5vfgak\nR9GdP9zhPXHihh566IZ6vSX98Idv03SaHssvMWgqlRa0s3Ne1epI6+u7OnHihsbjJR0dPRB0K2Vq\n/E9jMzJFdPKjMZv/HSDqfEUZH/SZ7f0Z6dq1uqRMDz/c08WLPS0uTvT880s5OWTe8LTrDMq3WDfe\n4yCo3S5qdXWgj33splZWZutUqaS6fLmlp59u6u1vP9A733mglZWJnntuW9NpFppkOP+wjlS2wK++\nJg7YfM9ZLMt8t9FI9du//YKeeeaaLl68o9Ona2GO+AAAIABJREFUd7S93VSj0dHSUl/l8lRJUtB0\nuiBpzr+srzvZyCF/i3nfHWzuw9nCEXNwhB6Px+6gyT/z313vxyWGLl+uw1y+AaE+VteJ6DTfcwdd\nsL+ud2N9znh9XgS0YpvmsgPIYm6sOc+Mmy/BH8iwV344bbH7TgMH3MiC6zg+g5diIA4P0mzHeTPW\nTz5H1zf8Dm3gH+bqY4np79la5sJeTIKXyGtsB133evacNSegz7hdD2Bf3Wfy7Di+JHNy28HlgNBp\n5kENDyjxP466b2Fw/nXb5nsrXSYkhXJJKhSYQ7vdDoFAvk9DOHxN+B2bCzhwO0cmcm1tLacj0nS2\nVQzf2/cG4juzJxJfgIY/zh++R9tt6mQyudeDoBKAmqRwIgTVMoCxSqUSspx8H0AIKIPG8H+SJGGP\nJ+P1tep2uyG7i44ne0pTUpI2bEeBr8bjcaBnp9PR5uZmqFKktw3lzBzdgg0Fl6RpGppAMb6Dg4MA\n9Di5Y29vTysrK2E8+FUejGLfJfJEOe76+rpu3bqlQqGgra2tkAWFvvhnlPjy3E6no4WFBW1vbweA\nvra2pul0GoAz+IdMpydPSKAkySwpiJyQ1a3Vaur1er94ILTX64UWyChTFipJkhDVdkeWqAeCCcJ2\nx6vVaoXIBiWpRKHK5bL6/b7K5XIoZ0BxojABetI86ozBg/HoVAsARrECKhFWV4Z+BADOONGMUqkU\n9onS6tprrf1A3Sybd9YlAoSy63Q6KpfLqtfrIZrE4bxZloVIRgwyvUmEO4CuIFGa7sw7KPL7PbqI\nguIZsQMff5/voogdKPKs+Dn+mRu0OMPqQN2j1FwOpBl7nH3xaJKX5qFMceh5J5/hAPFM3uHzi2nC\nzzFw4u84OP4cN47uCMdRbQ8wMC5o4iCGe70UinEAUN2BiOfp0eXYgcSAeIbYHa0YfB7nhDktHQD7\nmBiz85hHrX3uMU9ydTo1TSb5NWAsfOa09/cfHKzr0qUrKhTmDs/KSk8XLrysbremdns953RK+XPv\nHIC85S0vaXt7X6+9dkavvvrAvfeMdPLkG6pUhup0FnNyipHASdzZeVDV6lCrqzva2npFo1FVo9FF\nSXmHC6dnNJodst1ut++dATo7qNoPq/bW+vAwa+PBIfggTVNdu7ai8TjTo4/2dPFiX43GVM8/X70H\nvuZlbugmaIGdQPZw8JAFD/KcPt3Vk0+29GbXcFjQX/3VWTWbyyqXK6G7JOMFeFJaFsuUA2x33n0f\nmusHxjkcFnT16kmdPdvTo4/e1vZ2S6dP7+rChTd06dJreuyxa3rqqRf12GMv6datUzo6mutsHHjP\nGrqOgXc8S+AADBl0Xeo8z7iReedJ6E0gifdBb+gA33G5rXAAz1xc/pAnl22cYn8GvMD/HshzfYLd\niwMHri8JkLgce5YUxwyb4rqBz/BZnCbH6dcYLPI3B7ZOCw9uOEj0ktM4Ww//uT7jux5IQTbfLDjp\n/I1M+nhdp3K/B2v4PuWfvr7QjOf7UUeMPwbf8DbPZkx+jzvH/N0d71h+PSvm/Ol85LTl/VzQkLFR\nAeI2zuU/9kccxKPzHKSy9SFNZ6WwZL88kwmdvfsr5b2Hh4cha4efyjy9WoU9x5S3ks1zfiJQyVzT\nNA17XtmPCfABdPb7/QBgsRX4R/Qxwb+l5wp9WWK/DZrS5Mf1M0ALwEqlY7vdDseikL0DWLvvWCgU\ntLu7G8YNX+Brw5e8208paLVaWl9fz+lA+JO1IMHGGIfDoTY3N0PpbrFYDOWsJN38hAMCc5zQsbS0\nFPAN4JoyWBJ8bPur1Woaj8cBqwA8WUeSbvA9fDCdTkNCq1icdTquVqu5qj9sEBgHWYdO6ITp9M3P\nCf25gVAYGrDBfjfS6AsLC+FoFo+CMTlvvEOmkBICUsoQhGijRw6yLAt142RXOVvIDyxmY7an9ZeX\nl0P0gKzm8vJyYHjPTlar1dzxHkQXEEycKBiuUCiE/UR0DSsWiwEAU5pAWXAMmqCXG1BpHs3nZz+/\nyTNf/N0Vf+zM8zvC5k4GlzszrohjJwIlT8aDZ+DkHAc43ZA70HEnwudy3OXKjffyfD73PWNubKF3\nDJCZI2NyR8ENEfc4yOd5PMujsvzdo+s4Xu5s+N9jAw4toZE7OvFaxhFqb1wRg0VfG89ueDbb5+tr\n4sGDeJ3iz5z3YmfC/zlI9/u5YmfVv8NY3SGM5xnP47h/caah3y9paWmozc3dMI5+f0lf+tLvaGdn\nK6xN7Lw5H+P8vetdz2p5eaAbN07q1KkDveMdz+m97/2hLl68qe9//3GNRnP5wChiNCiLajYf1fJy\nV/X6jjY2rmo4XNFg8EBwNlwnc9g3+z8px6UMFzDk43eZ9TJbN9Bpmurll6saDgt67LGuHnigr7W1\nsZ5/vqbpdO6Au66AB10G0HnOs6VSSRcuDPV7v/eSikXp7/5uSy++uKELFzoy1aFSKdM73nGgd71r\nR2trAxUKS5pM1lUslnLzivcOoV89CBXzrAc2Z7yU6dKljra2xjo4WFSWFXTt2glNJmWdP7+vWE1N\npwV9+csf1O7ueu4dvAcaHseLOFDYwViOJOXW5LjML/Q+LvCErXCZ8yBKHOAiWOXyhc3hebFz7/Ny\nR8zn7SWgknJHdrndc/vgnR5dr7kN8znFegZ6JUkSSgdd1jzYwJjj7CN2z++P1wj+4V6vTGHuriN8\nzh6QQ954FxVRcXDPeTjWy/6deL2ZO2NDXr0qx/W/6+YY9MX2Kw5uxkAeAOU2B773efvaOo+jUz04\n7XqKd8XbkHg3c3cb674SutQD+HHwmzExD+QgTWfloBzVgS8BLcmeAZjgE+cBGlwSQMGfrNfrOjo6\nynVUbTabIfNGZo9qOkr03Qch4JIkSfCHSXD4MTOMk2ow/HUSQCRNmH+73Q5HhgB49vf3lSTzBqTo\ne2SAbVeHh4chy8kZnTw7TWfZXpI+4IzDw0PVajUVi8XQ+IdmUPjSlUolNCnyigt6JeAjEexljMw5\nSRKtr6/nSs/hFZ6DfLE9jzLmTqeTO/2i1WqpVquF77NnFKBIpWbc+Ii1YwyswcrKStDB/A9t6fHg\ngWnX4V6Rk2VZyLTyjyAyycZfOBCaJEmuZhtirq2thewh5RYImqTQCIhuUN1uV+vr62q326rVaoF4\nlDbAvERE2fDsJQuc+cm+IpjKD19P09n+TLKf0vxw6iRJwsZdNmzD6JPJrCsXe1fX1tZCFGY4HIYu\npPV6PShsIkJuBPgOTFsqzTanSzOG5ggb7+5LNMWPgSFiBDO5YY9LcFHkruh9j2bsvLvy9kyOZ39J\n0/u7jzM4ceQ6jnrGEVJ34FF0bij9XT5nLw/1efEcNxjSvAQ1vtxpOc7YHefYuKPmv/v3HdjFwCwu\n8eV+N77MHTny+cUOEhfGmcsdnNgZgY4oIQcgzIMxusPHe3g+POLg1cfpdGY8HoBx4+9OjjvS/k4H\n8NAepzTmg3jtfA1iurnzzngkaXd3TY8++jMVi6mm04LK5bE2Nu7o+vULyrJ5h093WKBJmk61ttbU\nW95yTQ8//Jok6dSpfZ06dVe12pEKhUz7+w1lmbS52Vaj0dL6+pHq9Z7q9YGWl4daWZlqZUWqVKRy\nuaD9/Ue0uNhTrXZX6+s/03BYV79/Nuib8Xgcmg71ej21Wq3QDZfqFaK6nilwZ5aoNI4/e4Wg78LC\ngl5+eVFHRyVdvtzRuXMDbWyM9OMfr2g6vb+cNQ4suRxnWRaCdysrE332sz9VtTrVyy+v6HOfu6hr\n15b13HNLevjho1Ce++KLK1pdHWtpaaozZ7q6fPl1veUtV1WrdTSZFLS7W9BweP85ut68xXURGRV0\n5vJyRY891tSv/dqePv3pW7pwoaevfOWksoxzA0u6ebOhW7caunRpT6WS76vO9NBDN1Sr9dTpLKnb\nLeeCZq4j4+CI87/zPPcwTpwG37fkgMB1JXztVyxnDipcTrxE0LtYY3O8wUUMGtAdDsbQ7Th9zmPw\nCRkInovt9IaBOF2sp4MN141uuzzTz/ec/93RY42KxWKwwdDNdVWcbXMdhnw5veEvxkf31VhXEcD2\n8biNjscKsPbqg9jeAiSYK3RygAyd+MxtM2PnXl9LD4Y47ZyffH1Zd68EYP3cNkjKnQXq9tG3DDjg\nluYNiLy8HP7zNeHyah+3Efivblf5HjKHHOLLsfWByjiCX5J0eHgY5GNjYyP4dfAt80d2qNAj8UPm\njEzkeDwO/rSDF7fdrBWgikabaZoGe0BGrVAoBF0f783MslnX2dhPwt4Q/KTklDEBjgBnkkIzpiRJ\nAuCmQc/6+nooG51MJuH0CrKbPJ9KHxJGk8lEGxsbmkwm4WhE5s6WuMPDw1BuC0iDFu12OyS5VlZW\ngr5pNpshMODHM7I+3W5X9Xpd7XY7lMLC25JCl3aSXOhUaAIvoV/b7XYIyhGcSdM07AVdWVkJVZKs\nZaPRCPRotVphjy+yCK5wXEaAQdJ9jV6zLAvVqpPJ5BcPhKKUKeUihYwiGA6HOnmyoH//7yfq9Qp6\n5ZVJKItaW1sL3WOJupBhPDo6Cj+z2P/u3w31lrdk+tGP5oKOsnBH3ssOAKAs2sc/nuh3f7evH/xg\nScXiYm7BHaQBWsmSNpuzvWDD4VBPPFHSv/23R7p+PdHt2zPFQtMjsq0IOSDYy4RnYLWgP/7jgYrF\noa5cyUJ5BrXlDqCJxsA0Hp37rd+6oyee2NHLL5/MZX9Qnh6J9cuV7qVLt/WBD/xIr79+WuNxPqLr\nYMOdTgd9hUJB6+t9/dZvfU9HRxW1WvMzDlGAGGKPGgPyUegLC4k+9rHntLHR0Y0ba2H8Ur7xAU6V\nR6/dIL373df1y7/8il588aTAYA7wcJJ8fFy849y5lj760R/pzp019fuVnAHlcgOepmlYQ8ZRKg31\nyU9+T4WCtLvbuA8oYtA8wMIY+CxNU33wg8/r0qVbunbtRG4N3bmIweqMnvP9n4899obe//6f6ObN\nExoM8qBSyp8vGoNF5rmx0ddv/Ma31G4vq9tdCTT1iLb/D5/laT/Rr//6P6hWO9KdO5u5ObBO/nvs\ncCVJokZjqOGwqCTJ7xWLHV8PBvjPPPvUqTf0vvd9Q3t7pzQYlHNrG2eL5wClqFIp1fJyT1//+vt1\n4cJ11WpdbW/f0SuvPKDJJJ/tmkfux7p8+Zre/e5n9dBDr+vNrmp1oAceuKMLF27roYfe0EMPva6H\nH76hhx9+RZcuXdXDD7+oBx98Tg8++ENdvPgdXbz4bdVqd5VliZJEWl19UUdHNbVam0H/su8T8EkJ\nLgG96XSaA6Gz8U4CfbniPc++Tmma6tVXF9VsFvTUUz2dOTPU668v6c6dcm5N3BHkmTH/8vf3vve2\nnniipXZ7QX/6p2/RaEQ39Iq++91NLS5Odf78kf7rf31QX/3qBe3u1lUoJFpdHapSGWtzc1+PPHJd\nS0upXnppNThfBK1cDzi/4uS5g/orv9LUe997oNGooP/0nx5WtzvP2jK3Vquq69fP6sKFfS0tzYBK\np7OspaWRtraaevzxl3X9+gPq9xdzsuW0RQYKhfl+SqfT299+Q//kn1zTlSsnlab5szUdYDiglOYZ\nviRJdOpUW5/61Au6e7eqbncx3IM+9mwWepsx8bflZel3f/cnWlyc6ubNecPBeA48D/3mWedSqaSP\nfvSGnnhiR9eunbhPN8I3cSAs1ttPPtnSP/tn1/Tyyw1NJpUAkDyz5mWdLs8A883NgT7zmWs6PCyq\n3a7l+Nszcmwv8kyehE2RPvOZV3TyZF83bqwdG/hibq63HcglSaIPfnBHv/qrt/XTn25rMplnxdzO\nuV50IEBA/cyZpn7/91/RjRsrOjoq5+buQQEugo+AaUkql4f6gz94ScViolu3lu7LhHrZPBf86EGl\nj33shp5+uqkXXlgLQaYYDKNT8A9iu/bMMy197GPX9eyzK0rTUm7u8CnZPg+WOv23t/v69KevqNWq\naHe3lLO7zmtereEZ9xmdpvr0p69oe3usV16Z7b30Y2KgLVVzlFbirxaLswYyv/M7A33yk5m+852l\nkFCJj/cpFAqhgQ//ox8LhYKeemqsP/qjvq5dW9RgUAn6wuWYten3+8FHJ8mRZZlOnCjpj//4SNNp\nQa+9VgzAFn7DJ4VO6G9KWqHzH/7hQI89dqRvfGMcQCDJIp7lWzp4NsA8yzK95z1tffazE33nOxWN\nx1moSoTPDg8Pw1qy5p5IqFareuSRsv7Nv2nq1VenunNnDoxJUFF10e12w9mgZEmxhZVKqj/5k5E2\nN0u6enXugyMnknJZTPxhstLIwac+1dKv/dpYX/vaKPhX+M/S3Afn9A58fuzUeDzW+963oH/9rzv6\n0Y8ytdt5G5okSSjppXwXvoUParWalpd7+pM/OdJotKBr10YhIOB9IKABZdnF4vzsUeQRIP5mILRw\n3If/GFeapiHiUS6Xtb+/L0khOru4uKgTJxb0yCMTXbgwDkI9HA7DGUL1ej3XJv7g4CDsoaQst1wu\n6x3vSPT443PFAHOSSqedsY+L6EKz2VS5XNbly9LTT09VKIxyKe1KpRIYi2gbzZGm06lWV1fDnLe3\nR7p8eaparZOLsvb7fW1sbITFJWJDF2BKBGYp/6mefjrV5cv58ivS9pJy5RNHR0fa2dkJQBcmu3Sp\no/Pn99Rs7oSoKsIBHdwRcNCBcdvcbOrMmT0tL/dyEWIu704rzctbHaAuL/d1+nRTm5ud8F6ej0MP\nM3vJpwOGLMt04cKuzp3bz0VpUd5+n88h/vvp002dOdPU4uKMp9yx8sg235PyexezLNPW1pHOnm2q\nVmvlnCb+h2+IirN+0rzJwdLSUA88cKBTp1q5yKlH+90Jhx4EUVjHc+d2debMfi4izfoyv1hJEh3n\nfVtbTZ0+vadyeZQzzESj+S6lODiQ0Ggmp12dPr2v7e3D8Gx3gPnMs+M4CzxDks6du6tTp/ZyANR5\n1p1D1tf57yMf+Yo+/vGv6j3v+Z6KxY6KxUkwZA423Ui5s8F41tbaOnFiR8vL7fC5R/ydLu6Y/PSn\nj+vKlUd169aGer0lZZl04sSOPvSh/1ul0jj3nDkPF/TCC4/oz//8o3rppXOSpNFoDjy4Wq0V3bhx\nUm+8sa2dnQ0dHKzq8LCuo6OqRqNFTaf3f2dGM7IA0oMP/l9qNL6rbrerg4MDtVotHR4eqtvtqtfr\nhSoLDLNnKjY2BvpX/+ol/eqv3g17ST0bwjWdTkP5k2dSv/nNdf23/3ZGf/mXW/rhD2fbHtgrhJNL\nV3DPBPI/2YDhcKj/8T829OUvn9Gf/dkj2t2dBD0tSf3+VH/xF2f0H//jBS0tZer1Uj377Jo+97lH\n9R/+wwf11a/+sl555QGNx0Vdu7ad23uKzkZu2FYBn3g30JmuXtB3vrOlq1dX9J//8wO6fXseIGG8\n8PbOTkWf//wHdf36LGD0uc99SF/+8nv1+usntbOzrr29lSA3bCtx3sIxw254iTS67ezZlhYWukFf\neEaOiwzpnD9mTna/39fm5kDnzrVVr3dzOgW5Yz1whsheVCqV0Hl+cXGi8+e7Onu2G2TN94YyD+ct\nAIpnyC5caOvBB1tK07wedZ5zXcJ7cJQKhYLOnDnShQuHWlnJdxuFv3DWWDMvryTzsbGR6Pz5js6e\nnTcBcd0WBwM8YDcPvkkXL7Z08WI3gBJK8Jy+ThcPODL/8+e7unChq3J5vv+R7zsAhp8pL8TJn0wm\nOn16pIsXe9rcPLo3tnljIOcHD8CwFxFZrVYneuCBrk6f7gQ6xIEC5x2C5gS4WLdHH+3q4sXDwKd+\ntqVnEHHgsYvomdkad3T+fEfr6/n+BYVCIWQ6ea/Lg/sd6+sTXbjQ1YkTg0AT1sIDAvC+pNwzZ9nV\nsS5ePNS5c62wvi57lN76/2QRmU+lUtHly6kef3yqQuEoZE/ZR+n3jcdjHR4eBmDHOc+dTkeXLi3o\n8uWJHnhgHjxotVoB+Prez+Xl5bC1jEai9Xpd29uLevTRsS5dmpeXUypKphD/FTkolUra29vT6upq\nCGA+9dRUly9PwkkZ7N9sNBoh80j1Idlv122tVktPPFHQ5ctTra6m4X1+ni62g8yi91lBh585M71H\n22porrO4uKizZ8+GuUgzH7bVaml7ezv0bSHhVCpJTz2V6qmnCiFjyX5e1pFzRfmd417wQ3u9np54\nQnr88YlqtUrQG/jOZKq530/A4FzWxcVFnT8/0RNPpDpxYqbPqWDCnxkMBmGddnd3g84mizsLOpb1\n+OPSxYsz/UjGG4xTLBZDhpYjMJ2fWq2ZDxwHZOIrcWXyj3UlSZJ556vhcKi1tbVQXpFlWUgVnz1b\n1c7OODCBpFDewiZn37MAmCQNPFOyI00miUYjqV6v59LZOEMo2Wq1GjK01NPPIltSpVJQv18IEQ7e\nVavVgqPDBmx3hN1hqNUm6vXKwZnCCSMjJik8h3Q+kYRSqXSvc9ZU3e5YWVbKlc14pAOlxJ5UGHZ5\nefle5KWkSqWoUqmhU6dOqV6vh/IASfcZcgyfND/wWZqoUBgoy2oBvHhETsp3ZcUwuINRKBS0vDxU\ntzs3cg4KyMgieG6UWbtZ4GKiYjFRv5/PqDEXdw48e4Dhmb0vU7k81Hi8HO7zYx+8RCwGwT7fpaWB\njo4q95WwQdvYSYllcKZsRhoOM2XZQigTByTFpTf87FnfmRwdaTrNNJ2W7nN8MGDMxcfkTk6aTrW8\nPNbRUTl8z1uVw+c+T+jqIH9paaR+f0F0c+UffOPZG/7G9/m8XJ4qy6Q0nQNLzxQ4KPU58bzPfvb/\nVLGYKk0T7e2t6y//8n9ToXD8XicHoR6B5VpaGmg0qubWz5+BLPg8Z/emeutbn9MzzzyvyaSgJJGK\nxVS3b2/rS196n6bTeaDBebdYLOpTn/qyNjYO9Td/8w7t7a3pmWde0MWLb0iS7tzZ0Be/+Ov3xrYU\n1hrAMot6jrWwIC0spCqVUhWLE5VKUxUKQ507901tb/9MWZboe9/7sK5cOR2OBkAHAXKkedYRh0xK\n9Ud/9Ipef72qL3zhRC4441Uj/jtOgT/L6ejBJBwr5ucZSQxfHOyBD3x9PVggzY9FAPSurq7eM/xD\ndbsjdTq9XPltPFZ3ROGZGEQ1GtLhYX7LAoaZMjWChuVySe95z4v6yU8e1mBQu8eDqabT/H56ADdO\nLs4ZoA99OafbrBy7379/P6cDSM/yOtiYV/cM1GolObnEyfOmJ9CKTAY2c7aWA/V6s4qEecY/H5hy\n2YFfuHcGbqeqVDKNx5VcoAmacq83xaFEkCvLUq2sTNXp5DOGrC/6FL3NGKEbfR1WVsbBprvd9D2j\nzAv6etXR7N6xhsPZXmDm7/bW9YyP04O6hYJUqYzU6eQzg7wL/vPyZ896zeRnqqWlkTqdOWBDtuB9\nnHxo4llVMjyVSl+Hh4XcO5gDdPKxk2HxDOni4kRJUlGvl29OxvdcxhmL+x8zeSqqVBrIj7LiWW4v\nsTU8B7+DDFip1FG3uxDWny1SbuOgA2sU28TFxYnG44KSJN+5Hv+m3++HElxJIRkC+JvJTlHVakGd\nzvwUBMAB5aH4Z5VKRa1WKzQxAtTOZKqrNJ1tAev1eppMJqH7KQ0uDw8Ptb6+HvjcGwlNp1OdOrWk\n3d1Z1pZsGvQpFovh7Ey225F0Yu1n+zELkkrq99NwLie6kTJh1ohTLQA90L9cLmp5OdPNm4dBj1Ml\nubS0FEpGG42G9vb2QvMhyoKhT7nc097eRCsrNXU6HU0mE21uburg4CDQt1qtan9/X+vr65KU28bX\n7XZ18mRVR0eZptMklAA7Ldm2VyjMjn6kay+8N0tkparXi9rbG4USWAJ6zWZT6+vrQe+zJZE1qVar\narfbqtdrqlQGajZnZcEHBwdBNsFJ6OparRZ4FIBPImtzs6SdnVHgyXq9HjoXT6fT0CCJOWA3GG+S\nJKrVatrZ2VGWZcfuY/q5leMuLS2Fw2WJJnDILow0S39PgtJDwfv+SY5X6ff7uYY+GPfZs6uaTLLA\ncPwdgRoMBqrVaiHNDjheXl4OQr60tKKjo3HI7lEzzwKyIJTwECkF3NGZ6ugoC/sipXk5C0qJ+nAi\nNKTqfX/HYJBqaWkeGfcyFBiMJkowE4a5Vqvd2z9S1GAwDSAApYohcUcgNq5zMJRJqgQF7IbODZ80\n76zo984dyPl7/d1u8DFMGACEaZ65LWg8vr+M0jNqXgbM5fdLiabTeXYwBhLMx8GXR5elmTM7GNx/\npikC72sNTRgTY51dZU2n94NynsXvZIn43TPRaVrQdDp/tmd9PTIO/5DN9Cy9lGgyydPNM528EwfF\nv+u0H43mQN6j1U5HX/M4MzqbT1FSKUdv588YdMb/nn76pyoUMqVpQV/96gc1GCyHNfWgR8wbx/2e\nJEs5PubvcQYGepNB2dho6gMf+LYKBekf/uEZ/fSnj+jixdfUaHR18uSerl07qzTNgzFpdrTLr/zK\njyVJ3/jGW3VwUFevt6jHHruhb3zjrZpMKup2ayqV1kOmn71I/D5b67KybEFJsqzpdFnD4bL6/RXd\nvv2wlpZ2Va/v69SpV7S/X9WdO4shIIeOYM5xAKNYLOnatSWdOTPU1av1AExiGYFenpWIZR++orKE\naDB/47gFB9kAO6Lf7uD7GsYVH7wXGrFXKE0LGgyGobMfcuV8DSh2IAWPe6XEeJzv4OlOtOvZ2dgz\n3bixqcmkrCRh7PnOoowDvvUsDPqEcXGVSguaTIo5Hieg5LSfzT0PCKHzjAfmDYaQeWTYs+NOf69e\nmemyedMa3nucvo51IjpqBnykLJsHrtBj6C+CbFzxtgzmmSRLOT7ge66bXf79f9ZgMLj/HGPXxdAG\n3yAOXM38jYIKhfnxMtwDkPd/TjvP2BUKRU2n83JK36qBww6dvcJjTotEM30/nze0Z35eFeVAmrnM\ngfM8EOTyj4/DFdPd7VSaljQc5s8sj8fj5E2/AAAgAElEQVSO3MU2ea7XZ2PxhACXyyifY0/9nYVC\nQYPBXEb5zH0b50OXHbJXswzcTJaRWcZOA7hut6tOpxOyfug/tpjNwM5E/f40yC5jAZDge2JjS6VS\nCBiUSqUAOMfjYthTiZ0gqAWfAK7wd7MsC1nCmX9bDn4jx4/wjoWF2VEwrqfZm0qyY9bFdk1pmuR8\n8oWFhbCnEfBHEAzfEtrM1ksajZKQ2QS8k8yJ/dYkScLxL8vLy+FZd+/OSnhJAGELptP5USUEcZAD\nGgklSXLPf1pUu93R6uqqCoVC2CdLKfloNNLW1lYu+Jemsz2aZKALhZLG4/x7SqVSaMqK7aRpKpUA\nJN3g++Fwxl90VZ5Op8F2QkMqPhmj7/ucBZ6LAUtBU6plAKLME33JXDmlI01nTbZ+4cpxB4OBGo2G\nSqVS7mwZ0rySAoAjO+lCD+Ovrq4GAFqpVAJABegBfCB2u90O7xqPxzo4OAhRUmrsJQWGmU6nufLa\nJElClhanDOedTb10kSQC5IDZNzyXy2Wtra2pUqmo0WioVqupWq1qbW22B4Kox2g00traWogisfBe\nB+6KFwalpAGAPwPBRyErAYN3Oh0dHBxob28vVyrqkVBXBu6IOUjy6B7ZCaJyXhrmBlWaGzM3kp5V\nIOrMPB14wQ8+HxSal8+xVhh2NwJe3sO73ahwn2dS3JHwcUjzSLU7gawXNOU5fo4m9zE/DAp8x7tQ\nnt4kKX43Y/RINsbVaedjhEY4ATgGbpS9dDZ2jF0WoI9nst15AiTxvNhx92y1r5fTOnaUPZrNOxxU\n3vuqnn32sprN1UBLf7avvYNK/92zC4ydz6Apihf6zYyo9P73f1vFYqZbt07oxRcf0RtvnNZXvvI+\nTSYFnT69q4985O+0sJCGYBJ8cvLkXUlSp7Okw8PqPX1S0euvn9CVK4/r+99/p4bDrQDK0HcOthxE\nY4jIsoxGqb773Q/r9dcvqFDI9MEPflOnTl1Vq9UK9IcGXpaInKVpqt3dir72tUagERk66INz77zC\n+5FZlykHEQ6kyarFoJXxeLkuJWHwpTcNQS9xL/Tg/cwx1mmsicsDJcjQyfc6In+MgfVgfmSY6V4+\n+07+6AuXKXfUcQo4GP44+cBWwa8OrNHpvi7oFc8MMR/eCSBkLj72GCAwLnQGznkcjEBv+Xp6hhsw\n52A1pid7xbB32HHmEQNeb16ErsHWeJMaB2wO6NwexPrQ3+lNoKAl5eXYLtej0I7miZ4B51kO1r2s\nlnmjb8liug12fYbjStBIUgh64yATzPKAjTS3N263vbER8/GAHeuPvWadsXusIWNw/80rUxxUut3x\nwDrP9/JY336EHsFX8KCM2wRsie9n9WCyrzmBA+aPjfd7eOdkMgkdyBkb1Rjcv7q6Gs7IxG4eHByE\n4wZdxvE/mYMfv0H3VyriHATDB9CA9QG08C4PuJHsWFlZCR13sywL7+x0OoGG+/v7mkwm2traCjxL\n51rmhW/OVavV7qtyIFOKn5plWTj3tFQqhQQO1X/ME53FeZo08vKtI06zhYWFANjjctxGoxGyqaPR\nSPv7+4Gn3b9Db3migaaoPG8ymahWq+XG6DII73t3XhJelPbCfxsbG7lqRvQCJdnV6qzUeHl5OfAo\n60S1E/TGNrgea7fbucZDdFB2/Zxls1LfpaWloL/cxzzu+rllQqUZcl9dnTmDtEWG4VBC1EJ7xzLK\nc7wJEOUcnmGk9HR5eTkc90JWkX0zKFoUNUxHxAUFSgcpjCKlBUStptNpLoMJ8EEIEVoYiXIAdwYA\nuDA0xuno6Cjcj8B65HlhYXacDRcRJD9nCMbyfbH9fj+AZ3ewYGwuGBPaeCTPwbk7XR4p5HfPULig\n+PPmEcz8kSfQhP+leZQ2jpYzl7hjIuOBth4hc8DKmjkw9jHzTObmQCYGtHzPAYtHWPm7v8cdG+53\nYBk7yO4ASfMOtu6wxtFAn487M4wBhymO3vuaOx3ccHuQhPF7VsEVNeNzg+5OtzsvjN0V3nFr4mvr\n43766Rd0eFjT17/+XkmFHP1jR+K4z935gab+fu5x2jPPLMv09rc/r4ceek2jUUlf/vIH1O+jzFe0\nu7uuBx98XaurPW1t7eqll05Jmsvak09e08mTLb366mldv34urNH+/rYmk3qIuOOMIifHZSK5KBtN\n0/TefqGerl07qdXVfa2vd/Xoozu6dWtRd+/mgwXMH0fKgcxoNA8COB2PkwccEPgdvnFdEoNfz4Lg\nOLntYL2QZZepeP+v0wWd7UCXbRAun+6UIgOsMTyBjvF7eH8se65H/PnQlOe7Dol51fUD/6R58MbX\ngyCd8wByAt3dLrr+8PX3d8Tj8TX1QN88w5WGrIcHaR0MQxuCEawVcsUauM6BdtLc8ed+D4C4HDAm\n5gFAcR+Av2FrPSDuush1AGNlb5qPBT5nfZgDARC3Za73oZ3fg712IOH2GJq4LQFkO9CBF7jPHefj\nZJ658DyXq+PsGfNxPobv4wDLcWAN4O485bLFO7G9/I9v6HyI/+B2lM+weT4fl0u3Y7yPrVmAVGTd\n/Rjm5bYEHdNqtXJ7J6Gzj4Xv4PtRiYeeIYtWLBbDKQ6AR5c/z4YxLsaCLJD0AZSOx7MjQJrNZtjb\n7UHEcrkcjj9BZ5I9c50DPchUcnKD79FEl5PQAYDBC2zbQwYpM479XNYC+QNg0fSJLR2Hh4daXFwM\nHXKZE7R0e+NZRG8S5HzHXD0AQTAL+1OtVgPPMV/8LcaYJElIroEb0Jm9Xi+c/4n9wycDOMcyNbPN\no8BzXnWAzvZgEHqHyhP4w/sNJEkSsMnh4WHgQbdpyMZ4PP7Fy4TWajU1Go1QawzhvTX02tpaaCVM\nhKrRaAQQR8rcDwiu1Wph8pQbANwozyWSUC6Xw7k6RCyIqC0tLYXsJAqdxUG4FhYWtL29Hca8ubkZ\nMrI0XPJDejc2NsLG7n6/f68DFeVfdA9cDsyPs4BzWSjMsmSNRiOMicxxo9EIAJt6eQzEbB/pUmiS\nxDyYK2MYj8fa29vT/v5+bi8NAu/ODnR0QOGZG1cK7ijAwPyLAZBH7Y8DYbEjwd+4oAuGEYfoOKDj\n/9wRcsMo5SOb0MKfTwABA4FBicGnZ+biklYMFGsPz/p8+S7PxYmIAeRxHTzj8mWP5vMZ92KQ43I0\n1tmDCr5u0rzECecR2jNuvwfa4kh5sAn+8Yi3OzYodMYFjzkfOKiZ/V7QN77xy5pO5yXI/qw4EOLP\nccCbJEnOaYidxvn7pqLh0NZWU08//VNJ0ne+8zYdHi7ngg3Xr2/rS1+aje3s2R199KPf1mRyFOZ+\n9uyscdsbb5ywQEBNvd6p0BjBMyEOPj077AAwSWbN2TqdTmhA1O0O9Rd/8ZReemlNxWKm3//9a3r0\n0YMcAHF6U7LlAYDjABaAF3qx7jFdyfy4YXdwx35+vufdH3kGgNKzmDHYg/YOBhwE+RwwvFwO0CqV\nVI3GINDbeRY5JJDj8upAx3mXoCABStez6AbmwbuwDbzD1wrZpAony7KQFcLZ8sCPB7/QTy7nDlhd\nPuA7aOsOO3zCmNFFrs/9Z1+f6XQasmAOkhwgegY6tk3u2Ls+cHoyfhxl18eM18EbF4Frt3Gud3HS\nWC/GRtmiBzBjm+nOrDvDOMc4lcgy/EeDEOcRL830NcHOup2BZvCWX3yH5/FOaII/4YFjB93OL6wt\noIb3x4Ea7KaPD3nFD+N7zNnlifsdmHtghnH5Wsd6iYt1BYSwPmTVmKtnip0v3fcASAAIOMbCs2le\nGszYptP80VgzHVTJ0YhKkWKxGMDV1taWGo1G0Es03ISnyO4xT9cj8Dmlp8gdPDsej7W1taXRaBR8\nYPxeeN4rCqSZHmcPLJ/jBywsLKher4cGdl7xRcZ4c3NTpVJJzWZTw+FQ7XY7lLTiu6OHFxYWgu8L\nSMduNBqNgCvw7arVakhaTafTcFQZ8+C4RTrwNhoN1ev1EIjwTDB8AsAFE6CzWRfkmbXlbE/o7h2O\ns2xe0g7eQL6pBKWc222R9yFAFrANhcL8qEpAv2f+aRbFdj7KdtlzKyngqdFopOXlZa2srPx/ZkGl\nn/Oe0FarFQwni8O+TI43wfGX5kShjTWtnvkb5/+giBAgFDXOEj97cyRKVtn/xKKQpqa5AgpuaWkp\nvJ+6+WazmStBY0N5r9cLe0sLhUKYF7/DEGxaJrLjkQcUWJqmYYM4USoiXgg/9eMYDEDl/LD6ptjz\n2mw2g1BCN480Ud6HwTpO2ceR5eOyB1J+L6MDS9aKe3iPGy8HSxhfaSaUCCFr646QGzyEkHV0B4zL\no/78Dk3cMHgJhzsmbsBjx9VLyeJyTsbjBi2+cOz8GZKCgmHM7sy54cOxdADK/Z6VQmnFc4/BhTSP\n+vv+ON7pUV93cI8DiA7IHAzihPFeLyt2oOgZBXd4HKiWSqmuXj1/H2/GDsNxP/ucXRbjIIs7I/V6\nR0899YJu3drSb/zG17W8PNDNmyf093//lKT52HjXwcGS7t5t6NKlN7S62tWpU2397GentLQ01nve\n87wk6VvfepukWnA+fC8NPOS0iZ1CnDIcIErB0HOz0pyRfvzjVZ0+3dH29lBPPtnUa68tamdn3jAi\nBgPM27M5TmPKUdHB6HRJucZw6DMPgLgTE4NEfxdOovNLLI8YZddRbivgHTp+DgaDnLPvc794sanP\nfvamvvWtDY3HhVzFiEej0Z3wCP/cEXCdxfg98Od60EEh849Bt/Mj34+bSrEOHkRyuYHH4SOnbSxf\nTk+XZ+bo2cR4vq7rHHDHdkRS6A3BWjoPemY/DrYw9lj2PfDgNg59jUw5v/szYl3rDiHzgX7oLuYe\ng3kHyDjkDjY8UJIk84A9a+RZZQdz2DvWG13vdsHBInY/rpBivF7Kx9j4OeYL15uAeGyVA2mX4fi5\n/hnfQ49BH2wXugJaMIYY4DFO913ioIjrde7zQDMy56DTM+7Q3OdNFV6aptrf3w9AjLEdHh6GsUoK\nJbSlUincJykkCdjywekKbu+RF8Y5nU4DAEJenFcAVf1+X9VqNXRDR18AVnze6BMqFCmDJYN2eHgY\nykq518Gm7ynlGawPn9GEdGVlJVc9SDCNpk2UrE4mk7Blzn3jg4ODUCWIzsBn9hLtpaWl0E2WTOr6\n+nqYJw2HaIBE+TJzbzabStNZQozGQ16azLh9CwY9Y6AFdCBxdnBwEOTW9RZgvlAohGQdfWUA2gcH\nB0GXuFx6Hx22RyJTNE2Cnzi7liZ6XjGCnkuSJDSp6vf7AcwypzfLhP7cQCiKgnJcjDbKlUggER1p\nng2CydkMTf2xN+TxbCdChGBRa54kSei4laZpyIqi3FkUV1yU2aI0vcsjZQuABRQQTIoz5gf4Ynw8\nk+HHXUizrHGapmFjMEIIkC4W5806qFUneuVRGI+8+/uInBHpdMDiGWCUvRsHlLR0v7OO4obWPl8H\nKtznYJL7+d0j6f4dB7U4L/yOQfVn+fdjcOyOjxsnf5bzAt+JswN+bzwWL1fw8UA/py0Os0eDY7B/\n3HziZ0MXXxN3ijEqGFjGEM/X6cnf40g3POb04P183+cTA4A3c8qchjgrx30e08fHfPfuhqT7s8vQ\nLS7D4rN4jRwAQfc4UCRJjzzyit72tp+q0ejo7NkdjUYl/dVf/RONRuXcWjiftFpV7e2t6uGHb2lt\nradTpw41nZb14IO31OlU9dxzbwvyTMYPxwvZ9qi+/w4IQW9x7me/3w//cOQnk0zPPbeqc+e62t4e\n6umn23r99ap2d8vHOnHQwdefAKM7jThwcSaef7HcI2O+Djg4vjcckOvfcwDhwYg0TXN7Z1w3E6jC\nSWOeLh/l8lif+tQdfepTd/Xccw1duXIiNN7gPb7tgbHgKDtNYqDksuPO7ZvpMOdFng+fOiiI91a5\nzigWi2HfJrzEOsVZdGQdJ87tiQceoCVrzvidH7l4R6znsKHIOLriOH0c6zd/h+tcByu+NvAN4/Rx\nOyDhHvZvHaev4Ev0HnKAnoMH8A8crHsAAp8mlg3sNO/lfretHjRw3sGn4t6458Cb8ZgHgbjHM9qu\nl13+PFAQB1Vim4GMMw4vcfR5IT+sIc67081pgu/kzruvvesGn7fbzTiDDA19/dEr7ktAF8ZM1pMS\nXHipWCyq1fp/mHuzGMmu60z3PzFkRkZGRkSOrImsgcWhihRJUSwOEilKlCWDkkxRoiWxB8nuhiYb\n3Q0Y3U9+uujXfm7AfumHBtxoQ5INAlZfyxpNW5IpyeZQFKcqkjVXVuUUc2bGeB+C347/7Erdt3ul\nAxSqKuLEOXuvvaZ/rbXXrqlarabKWKlSkxSc/9FoFLJjNNqEp6CPV4jQwdSz6JnMuG+AN/lED/A8\nL9tGvqm6cXvrNMTnhL6FQiH0MkFnwIPS2CeHbs77AETe5R1i0S28B/6icy7ZSMboHXmZD9UV2Ww2\nZCyxqYzbfV1fP57nRyIyLrb8EVgdDsfVjTs7O5qdnQ1JHejgJ2K4H08G1W1pqVQKPMVeTOwH/L2y\nshJklC75yBV200ugoS1/3F/0TCiy42XU6DN/TqyXJIWS6t86EErToeFwqGq1GggpKRU5hnkBpnxP\nLTSREoQDMMji4qxgwBYXF1NR+IWFBa2urob7ySogiIBdmhN57T0Mh6KknhsGQTH4eXfjjmCl8HvK\nZam5Rqi8+UaclcPYl8vlkBX1aDhnD1E6gEGkbMHLb3u9XgDfCBIKlawuHYB9r49HVNzgSmmnx6Pw\nODUO0JiXl57FDv9eTj+842DfAWmSJKExlDRpOBEDJJ+zZ2MdmHk004EnzgVj5TsHtxj5eI587w6T\nOxkIvQdn3AnyjCMA3UEuxg1lNxgMgpJBmXpUmfFxsWbwnjv88BpRckmBp3AuiHK6UvP1Yb7ulLsz\n4LzuTgff+zo5cMRh5DcORIbDSakkBsmdobhsLOZz50GirC6f3MdcHnroJZXLHS0ujhsuPP/8fbp0\naTn1TD8uAaW+uVnU5uaibr31sqrVppaXNzU93deFC7foypVjKQOMfkOuPEjg2THWir02RJRposYe\nOnhurC/6evnlio4caWt5uat7763pnXemtb4+FfgIGroz7WvjQQyqKzzI4QFILnjReZ/Isa9JHJH3\nRjm+VvwemXJQgp7CwXEnQVJq/0ySJLrjji390R+d0+23j6O8f/EXh9VqTUCzv8sjz+h+5uc60ANZ\nOED+rFi3uv6SJplQ51H0IWCKbJgHFyWlmv65neG56G/Oo0OX8FznfewitCLr4rKEk+K6OdadzA1H\nNM5QOa2dJvAh97lcSwrOIJfT2APHXnHiGTQHRi73Md3ccYVmBHfdTpOV8fG4zXOawOPMGbsSB4V9\nbTwgwHuwE/Cm2yJfdw9gxPaXd7GWcaCCP4zFfSPXSXHAzzNUblt4PvbM96siL76Fx8fL77G9lDe6\nnex2u6lzWd1+42vETZJcRzgvMWav2GE+nU4nZEKpuOMeDyoOBoMAdDzg4bbKdQy2lkwlcolt8CP+\nGJvzRxxsWl9fD2MB+FC2mslkQrdevsPGAkZ8zaXx2ZhLS0shwwcvEOjzChnmAj/Cv2TVHPjC+5ub\nm2FbnssqQNB9HfZjotN5fwzkCaAhY6w1TX3woQgUbG1tpU7wgL+wKw6ieT7+K/sps9ms1tbWlMvl\n1Gw2NT8/n+IjD6BCC9cBrvNdvuBBKi2npqZClabbbniX58Anw+EwdMeFbtJk/zTzkBSqRtvtdggg\nsH6/dSCUSLwrID/vptlshsgGG2ozmUxqwzRGjs3XvkHaBStJklDj3ev11Ol0wv0YQoQVBb6+vp4y\nYuzt6Pf7QZnAkP1+P9S2AyzZ8IxCRuAw+O7YjEaj8HzKZqVJlCaTyYRSDGrTabqEYCMYjUYjlAo7\nnVCg3q2KrALMihLz0hHm644Txg76ujOPsDs4jSPJHvH20jQvsfLfuDPn/MK7YqPGu1Hy7jzEgAsH\nCXo7EHKHB8Dp8/K9nzEA9d/G5awePXRDDO3diLpCiMGOjz9WPozBDSvjZu7c5+Pm/26MY+fQ3+HP\nhQa8wwGuj9GDSTHAdplzB8j5yvnAnX7GCk/5vOPAhgNkp5XTjufC7/4Z93kJpIPsqam2PvShl+T+\n0M03X9Mtt1zT228vqtNJl/Q62EiSRM1mVZubVR07dlGFwtjZe+utu9Rs7gvGgcgrgJv5Yxx9XSi3\n7ff7ofyWbnc4RQ5U4Nl+X3rppYqOHm1rebmn97+/oXPnZnX9+iRAwAXAgwbOb84HHr2Gvg5oPDDD\ncz1bDs3hd9bS9wZ6EMMrNfg9YAq9hcNEtoESKp5XKHT1+c9f0Gc+c00zM+PPXnttVt/7XiWsnTRp\niOOOPI6Zz9fH5R2yXd+5A+Gyvxf44nnQzbclJEmixcWWtrenJKVLbHH+0KPuSDMP/nan28dBVRPv\nQ8e7jExkbSgpCdsZnF+YS2w74CWfn4MqaLwXrzF2QJvrJejkjrPrGdeJklJBENcHTg98DN4lKTjX\n/tlwOEzxK7/jvQ7IoI93rHX74nOOAyBON8/E+pgJRLjedvn0McZ6HflzoBkHOmLghHPOZx7M8s9c\nPwIW3XbgyLtN8fF60xo+A4TggDNn9xWcZ/y3cTCZz1x2+L1v/cIHkKStra1QZsrY+Q0daCmBpTEP\n4IFxUH3H5/BGLpcLWyyge7PZVKlUCutP5Qs+HjzA8Yij0Si1pY2r3W6HYCUBGgI6u7u7wQcfDAZq\nNBopH6tararVaoXjBtkGh/wB9D1gCj2Ym/tEHjyJ9QTBVXxWt+f4yvhuHnCGrmSq6/V68LsYA0dK\nMk7WKZsd7yPlvFZ+hwwkSRKwDrQHtGLrcrlJGfTOzo7m5+fDkT3T09Oq1+sBB2C7yEgiJwRTvPwW\nnYKvH4/LdQw4C97ht9lsNqwFfMv+YEqlkVH4kDmBP34rj2jxqAxCRVYRIQK0wfAo0W53fDBsuVzW\nzMxMKFflD7XO1M1vbW0FZ5fsZS43ruGmedFwOAxn4zQajRSQgqlgpMFgEBaBunnaTbfbbW1tbQXF\nRs048/L9OMPhuGaeGvMkmWTgqGmXxsqfmn8iPgBLSgKIdrP5HKWHsHH+qaSUUGPAULowDg1L+Jvz\nqxBsBxYoUxd4L0dxp8YdKjew7gi5YUeAYiPj98cRTGli+Iikx4DPM2X+Ls9KwC8YFxxoADlKHL6M\nnQwHFjyfvz0r7N97JstpBq3iTK4/l/dCj72AL/+P5+3OHIoIBYeSQ6l59pdnu3OGI8K8mINneYkO\nouw8Y+Pg04FgvGbuKDpt8vm+5uY6qbk7MPVxO7B1MBgHE3w8frmj56Dv8OGrykTatVab1d/+7X1q\nNqfCs8loSgqRZADm5ctH9LOffTD8/ujRd1QoTM79xPA6vXzfiKQQIWePy6QBUSvsrXdnGL3htNje\nHunP/uywzp6d0dTUSF//+jndccekWzjG2HUBeo5ne3mq6yYulwUHpvzGwdleASSi1v1+P2Qv+czB\nB7T1wJA7VIB13/N9zz1b+tM/fUsPPpg+QuD555dSmTpsSByoAOjyGfSCZ7hwLPicAIHrc7dzrm9c\nLpIkCVFo6P7AA+s6cKAV7OloNArv4rleTYLeJlKOPAOo/GIvF0439GDeY+dlRw89dEmHDrXCutJ4\nxGXK9SJ8HmfEHOC4reHzbDYbjn3DkXK7g26Ex1znxkEh7kH/xCDQs5D9fv+GsxYd5EgKVVbQ2INj\nDkBxKh0ouU11gO+0w06QWfNsq9tJbOBoNAqZrTgIFNtAAuh8zhhYKxxVPgNsOr1ieWUObsvdQYZO\nbkvdD4QfnU7oU+9i7OBwYWFBDz74YADNvk0BGhYKhRu2YkEDbJYDcjJZ2Ei3s4PBuDqtXq+nbAug\nhDUnOUKvkZmZGa2vr4dKOraNUbJZKBRUrVZTNPJ1aDab6vf7IdgIj5TLZU1Npc95ZK8f40KvuW6g\nsq7VaoWTGuADfPBKpRJArzQGkjs7O2E/IZU4m5ubajabKV8CvTI1NRW6vFIlCB9yf6PR0Gg0zoIv\nLi6Gkyqy2Ww4EYOr0WiErXqsRTabDT0QhsNhsImj0ShgCmSO+/Gt8dXpuNvvj/urkFVFdmiiNBwO\nw/Y3eLJarQa9iv+Pf8k6QMdarRbWjEak6K9+f9zECHqQpKOihyN0CFhkMpnAT6wLtMhmx+XYDo7Z\nWwowhyYcabmxsZE6OhJ+YB1i/b7Xlft//fb/w4ssIkePEJXt9XqanZ0N6JqohafwPbIyHI7LeV2h\n8zu6OC0uLgYnDCLx/HK5rEajEbpnscgAMD83is3JmUwm7EfNZrOh6RAdssiEevSNOv24GxzjibNT\nMGK5XA4lvDx3cXFRrVZLs7OzarVaksaRqtnZ2bCpGgAxGo1CBAjFJI2VIynz6elpra+va2ZmRu12\nW0tLS6kW9xsbGyGCdOjQIW1uboYSBfYPYeiZmxt/zyB61sMzUe5s+P3Qg3e5482F8sUZwtFCIeNc\nuSMYgzVpUtYWR4QxPtzj6xRn2GKQ7mDP78WQIeyelXHn2p1D3st9MWB3x53v+Q3r5aDF6ehlrTgB\nHh2PM1PwlpdyQFd3SOPybq9OYN0Zr8/Vf+eOiwcSXHa8DKffz+uRR36qVmtOL710l3Z2CimnyQGb\nAxFfW49q817u86j95J3pDO+RI5fl1zvvrGhra1af+MSLymSGymaHymalbHYY/p/JjJTNDvXCC+/X\n2bN3vPd+Sm+kffuu6JFH/lYvvPCkpEknT+aFjnHwhWNM5zt0H1UOyArr7XztgKLbzerP/uyI/viP\nz+nYsW19/evn9N//+826cKGaWj/0n/MSut3lxmnuvMrl0VlkyUtmmaM7zHHwBafSecUdxHgdvWQS\net5zz3U988xVlUrp8V27NqW33qoqk+npgQc6evXVWfV66Yw5AQbG6vLi4/A5oweRHYKIZMo8sOMB\nOge9XgrGPUePtpTLjXTp0pEgm6rgWmoAACAASURBVMzbAwfQCrsHPyNj2GEu7seOV6tVtdvtML9e\nr6dKpatnnnlb1equfvaz/ZIGIULuNHA7QqbG9xh5QIrfQU8HfLlcLnSXdMDsvOc6A7qyRjwbIMLn\n8CmOeDxudBYByXh/lAfcuB8exMch2M24Xef5WsPzbmfi9UPnk93H6XWb6vzkWWYHgPBUXH4a60Sn\nNfzr70BXuu3by2bgrLujzVzdDvJ/tmQxZg94enCM+weDgV577bWgE72bLDoJvehrCzhFT3q23e0f\nY4YOZCDxQSWFIzY80LJ///6g79rtthYWFlStVgNQIeDn+xZ9DeAfjmjJZsdbvprNpkajccKErHev\n19P169fD8SS7u7sql8sh44kPPjc3FxI12WxWGxsb4bn4wK6P8cmRvZmZGTUaDc3Pz4cy0CQZZ997\nvZ6azWY4YxS/OpfLhYRUvV4POqXb7QawVK1WQwCBpkUE3YrFomq1miqVSsgc4quT4CL4VCqVAogc\nDCaduEejSUaYOTYajRAA8OMSc7mcrly5Enx0GqQif9CYrXrZbDboVK9uSJIkNC2dm5tTrVYLDZBI\nQFENWSgUNDs7GzK27Gmt1+vBVjAWdJbfQ8ad9aHjb6PRCNWXHmSan5/X9PR0GF+73VapVAp4olQq\nhXFwlmvcAPPXXb+xclxAKEIUN5mAcWi+g7GgLJKSCi+nJYNXLBZTQISSBpwUgCMKD0Yga8DvnDEL\nhYI2NjZChFEaK55KpaJWqxVS3RAeZ4TFdGXI71HOjBfg6Clt5sYzoYWU3vxLlKbVaqUO6PV6dhQq\nR7mUSqVQtouTB6COHQ0U8/Xr14ODw5p5pDB29mOwBd2kdAMADCtry3OYY+xkSukOdv5+jBe/83c7\n2In3pzgoc+PuDop/7oLq4/Uxw8+82w08Ro7oEv/3yLw7Gw4QHATyLN+3yv89Yg8NoR3GxI2nZzx8\nPowNZ8HXyHnZ38PckCfPJkuTfTNxACMO0DifO4+5c+Y0SZJEm5slfeQjP9eJE2eUzQ60sbGobvfG\n/UK+1jGtuPxd/hn849ms8Xi6+uhHX1I2O77/hReO63vfu1eXLt2kqam+7rjjiiqVHRWLu5qZ6apQ\n6Glqqq98fqCzZ4/p1Vc/EHTJHXe8poWFNa2vH9LMTFNzc1uqVjd07dodymRyKT7xDBl/U3pLRJrA\nmmes+W0MCFijCWhL9PLLVd12W1tLSz3df39T77wzp1ptsr8F+sdOmTu78FB8pEP8bq6pqanU0V2u\nA3w7gesCD5pwH/yNzADu4D0cZAffly9P6x//cV73319XsTgBon/7t/t0+XJZg0Giu+9u6itfOafF\nxb4ajYzq9VyKlwmOwR882/WXyx58hQ30DJFn9FwW/HkeFBnL+FCf+MQbWlzc1U9/ul+ZTC4lt66v\npDSw82yhgxeXC5+rb/0YDAa6996avvzl17Vv37b+4R8OanV1OQVG4FnPchKtd9rEOh4a+hjidWcM\nXkYa61Xucz3iz8EuwiusBTrQdTkgAFDDOsa6Efr4e7H3npVzve66Jv4t9HCakgFnDm4bmbM0KXX3\nDKePL64ecZsWA1Xu94SA22H8Hh8/42YOe8murz0A09dHmgQMXEe7TPB/AAFZIE8m+HicF6GTj8X7\nS7g/4LbSM0j4mvAJ8jkajcJeQgIU7L/DD5TGOpBurZRA4heSreL59AkhswVNyA7Cg/BVNjs5vhBd\ni59NFg/+QzeQ+cPPRL4kpX5LlSD08X4snBfKWPBJ8/l8ClgCqtCjjJvKwmq1GhrrELxg/zfPgDec\n7vglrBfAkiAI35HUQTbJFsIPnU4n+N87Ozuam5sL5dTMi74yHkxF7rFhw+EwJJKkSbMi1o5SXo6A\nkSbJm6mpqbCv2fkZW0vgge18gGNkiOZVVE/QB4Yj0whkxP6t710GVDMnnk3m9NeV4/5GQWg2m1Wj\n0dD09LRarVY4ziSXG2/MRVipVc9ms9q/f38oR4U5UCoIfiaTCUJLdy6OfYHB45bI0jhjCbPm8/mg\nPKjTJos5Go1UKpVCU5+NjY1geOhChvLgXB0AMllWSYE5iQBRhjA/Py9pfM6QZwhgBubp5bFc2ey4\nyxoNEcjocvQNEQtp0ulNSreUx1FljbLZbHDi4oPhcTx9kzIOFYzpxoDfetQbZU+raSl9aDSOVyyw\n7jTHjhj7d3BeHcC5MLlT4WPhmTi9GDne6c6T7yeKnTrf8+RAa68sKff484koe+mdlM7iucPvhhwa\nxAATxxugwvsw7jge7oySYXZj4w6BOx1xVh8l75lReM8dGY9WO8CNgy587s/3tR2NRup0CiqX27rp\npk0dOHBdd9xxVoNBovX1qgYDhX0VrEWcQeNzslG8h3vdQXOHcDgc6ujR67rzzgvq9TL67nffr9On\nb9bu7lCZTE6rqwt6/fWDWljY0fz8JJvCtbS0qWPHzuvo0Xe1vV3Qbbe9runpXb3xxiO6cuUO7d9/\nVnNzWyqX13T58q1KkonzBA/3er3UPk/0nbfcp8SJOXtmwsteWWPe0e1Kp08v6PjxhpaW+rrvvpre\neGNG7XYx0NCzAc4brG8sk/wbmrrjDp96FgNQ4A6jv9sBpQNysmu8zx1LxsLYyIpKQ/3hH57TkSPb\n2t7OaHc3o8Eg0Te/eat2dsa64/z5WR0/3tT999f1oQ9t6b77Gspkemq3K2o0uil68G74xeUbGnjZ\nIzoDmpDBi+cN//t6Apz27VvTPfdc0tTUUBcvlrW6OulU7eX1jMvBvq8PfzMOlzcCqPDO1FRPn/3s\nu/qd3zmvfH6ofj/Rt799mwaD9F4l1w+sves0nEK3L8zPwRKXB3+hXVyh4wEPtzHOCwSvfb8u447B\nDtkSzxRyn9s95uQZUN/XyNxxeB3kOP+7nLrec73roNHp43Yr5kUHmJRKkk2J7ZvbBPgMcOLzRn94\nyXZsj6V00Jcxuv102Xb/g3/DH/AFjrdvn3GbCv25FwCHnY8BJrTz0wlchllHbAV+Kzp4MBhofX09\n+KLeyM/PGSdoCKDY3NwMemx6evqGMygXFxe1ubmp5eVldToddbvd8F74Hb+K7RcrKyva3NwMPi36\nMdZDngjxcvLBYKBarRYSRPiulJUyNmlc0Uf2lPJM1rbb7apSqajX64XjDcn84i9DK3iLbXi9Xi+A\nQTLTVPONRiPVarVwTiX8RzNUl5/p6Wmtra1pfn5ezWYzbM2jGgHdVqvVAj5wvYGclMvlcIwKWUbw\nRyaTCdvrSqWS1tbWUlUyjUYj+Gu+77TVaoUxUOmIjq/VauEIGG9IBc5x+gE22+12OJO03W5rcXEx\nFTwEZ3mFEHTwyjSysZJCCbM3naL/DjhkaWlJjUbjtw+EDofDUIaLkuTIFmq6qXPGaS4Wi7p+/Xow\nng4gXaFgMACxUnq/Tb/f1+LiYtjcjVKiRJeokKSgkMeObScoQ5w7NpOjiIlWuPNE9AfBBrCORiNV\nKpVQO46A7+7uhnJenA0Em2dTssA86/V6iKLjYHq5GuAYkI9xZT9uXA4xNzenzc3N9xyKyfcAY4xu\nHBmJI+b8H0XqZZ8OZCWFCFHsnErp8zr9HgeSGGHPpqJUHQD5sxmfOzSxQwT/oCj8N27AGSdZJgTZ\n9zm68+KOgz/DnY7YEfESOy6eS/cyp42P040837thxxh5pNnHFke+HazFpV3xGkNLdwY8GOD/9gCD\n85f/HYN9B4V8trGxoJMnzyqTGSmfH+iWW67p9tvPa3c3r83NikajyXuhi/OqNNlTvRcN4wAAxvAD\nHzijmZkdffvbD+ncuRXdcceqnnrqRR08uKW5uY4ymaJOnz6m9fVF7d+/rqkpAg+JkkSant7R7GxL\nR468renpsZy2WvPa2Slpbe2w9u17V3NzmyqXN3TlynGNRknQSVRz0AwAHUXW03UTgId9hzHPu05y\nPT0YZPXiixXdcUdLi4s93X9/Q6+9NqNaLRt4gQvQCMh1p4+1Imofl0NCV/S5y3ScMWKcXtnC89E7\nMc/yHc7uXrLx1FOX9dBDNQ0G0v/4H0dVr2d09WpBL744E+Y6GklnzpT1wAObmp4eaW5uoLvu6ujR\nR1d1yy3b6nYTbW7OqN8fhN9ATypgyGQ4+HJeRPfETrzLeQz2kbMTJy7olls235Nl6a239qdAUQxu\nHAADyhmzg/x4nbEpN99c0x/+4a909OhkD+1rry3q5Zf3p4A/jruUPoTddRJr7RU9yKDzjMss98Rr\nym/gJw/8AQgdyLku9cudMdedcQDG9WAMlHmG2wD0J/bC+d91kwdZeD4X98R8DD+4rot5xcfFvjKO\nk/PnerAO2+1loIwHXoppgS12Xubf3undedtBJ1e8tvgjyIH7Bn4me2xXPejs+0jdDuH8e8DZg7jO\nj95HA71FIkCalLfjvwIY/MiVen0sO91uNxUMYQ8j8hOf7OD6wyvg3I4xD2/O54ElfETGyPmhAFuy\npd7giFJVyj9dp9AoM5PJBIDC+z1j70kMaFQqlcKeziRJQjKFAEOr1QpgDsDIO0lWAZIBX95Ft9Pp\nqFqthlLfwWAQkk7dbjeUvJLQwc937NLv97W5uRn0AUBPUtgHDM9TLktAw3EDOgVfqlwuh4QQ9svl\nk8rMJEkCfcvlcgg2u+9LGbjbEu8U7mvqgTNAfj6f19bWVgDY7icik9DOT2WYmZkJPXJ+60AoJaFz\nc3OhbBShIK2+sLAQsnB0jfXSWQSI7N5gMAj7Q70emvKFhYWFACLIRuK4Yvy8BIDPSbHDDB51A1jC\nSABDInB0yfVmL9xLSQPZAUkhWjQYjEtviXxhmNhcXSgUglIAVPIMPqOOHyev3++H2nwcttnZWUmT\ncmbqxDF0/EFZUIbrtf/Mi3dzeRYE4+CKEudPmhzLw29gbnd43Ai785HJZFIOAc/xjfMOQB1wusFk\nnAgqc/D3xcaR57ghY1wYdwyuO+EOpLxkxsGbRyL9HT4uHwvOtgcvYqfFQZ5Hnb0sxZ/t9HTjvdff\nTmv/m7Vw2vja+1o76IyBtvMWMrbX9/BErzelfL6n/fvXw33T0z0dPXpFR45c0NWrK9rdnUllRtzx\nc34cv6+t4TCnwWDiEGJguDeXy+jOO9/VX/3VB1Svj5uj1Grz6nandOrUGzp6dE133nlO99//phYX\nG/rnf35AvV5RCwtr2tpa1ve//zm1WktaXr6kbHYyrsXFKzp48IwWFlZVr6+8V5q7qVJpXZcvH9Pu\n7thoE4HFeGF0AaAYGPhZUsr4wetu9Fhb549uV3r55YruvBMg2tTbb1e1sZHObkBTLxvHeXOZigEO\nATVfh1guXFZ8PWKghj6ML99rzRhcPz388Lo+9amrkqRvfeuA/uVfqrp2bVoXLhS0s5Mew/a2dPXq\ntE6dapiMStVqT41GTpcvz6rfnzi3jMdLRaGVbznxObisULLFd3GWynXMgw++oUplvBdqYWFH//RP\n+zUa5cOaMw7ne890ut5i/NKkVJtxTk0l+vjHz+vpp8+mSpcl6e/+7g5tbEyOmoh1IWuM88IcsP/Q\nxnnSQSW0cSDtPO362O9lDOiqeD/zXgEwwLI7+/C8Z2J9vK53XTfzHmyyywO/Z0+nz11K7+n0efnW\nB+bJb/y8TOQMeffgLRkyz/rCYw7+4BN4wbOIrK3zt6+t2w7nQdc3e9mamF95rttttw+srV+M2eXH\n14N7PDjhY+LfzCdJklAySnMzfDvf9sDcKK8ke4rf6EEXvuN+P+aDv8nYD4fDUCXHefKFQkGVSiWs\ne6/X0+LiYgo8kvmDjuw3ZE74wPAH88Yfp/Qzm82GUmH4glJNP2KGtaAfSbvdDr53LpcLTXSSJAlH\nwCCTgENkgnciv2TsvdSUvhaOEWgqStmzpLDv1bd9IF9gBy9JdhvEcYisE8+DL2dnZ5XNZlMVla7f\nR6NRAJysM3oPcO+djPmbTDRVj/w9NTWlxcXF1HxjXcj+1CSZbOMCPLKXljnR5M19avaXsnbsgSVZ\nBRbCJxkOh799IBRgBuGkSRRv0t2qr6eeaqtWG2l9fbKBnw3PtEUmWuTKhgWcmZnRI4+0dOutZV2+\nPDmjhxpyUvp0nvLsJRGhcrmsw4fb+tjHpvTGG0lYaJiqXC4HxYBAEuWhPrzX6+no0bJ+7/e6ungx\np34/G9pJ5/N5FYvFkO2EEVFEgPVxZCqvL34xo35/qJ2dUihJZo+COyGAT2nSPl4ap9AfeKCno0d3\ndfnydHCEoFs2Oy7pHQ6HgZG4x0s35ufb+uhH23rrLSmTmZytiqLyjIvX4ruhzeWG+sAHzmh7e0b9\nfjEVXXdl60Ye4SeSlMlkdPLkec3OdlWrzaYaTTjIdTDk4wSI3XxzTcePX9fqalXD4TAAfndsHOg5\nCMZYl0odPfDAeV29WtJgMGkgBG96dpr17XQ6QSmNnaehHnjgXQ0GU9rZSTsgKCHffL7X90mS6Pbb\nr2llpanNzUoKaHkUGIPjzgrPHgwG2revrbvuuqQrV+ZvADAOEpFfeN9pNjvb1/vff1b1+oz6/cke\ntzgQEBt4B52j0UgnT55VPt9XszmbAtFu3N2JGA6Hun59XidPvqNcbuIU1+slfec7j6pWm0sFA5wO\nDgrglfvue1MzMwO127Pq9SZG2qsCstm+Xn11WaPRbApQ1WoLajTmdOTIFSWJlCRSs1nVSy89pNXV\nI7p27RYdOHBRZ8/eo07nZh048JYKhY7NX5IS5XI9FYtNQZq5uU1VKtf09tu3aGenG1rte4dXnBvP\njkCf4XCgAwfG2bp+P12KzPg9c4HjM5bprF56qaITJ5paWOjp3ntr+uUvFzUaFYIx5z0xoPKyJgel\njz++qSQZaG1tMgYfe+yAY/Q9C3bPPTu69da2Ll+euWEfH+/jNwTpPGA2Go20vFzTv//37yqTkZ5/\nflnf/e5N7/1mSr3edCroA7+srxdULA505Mi28Vpef/EXt6heT3d15d3wF7YN+XLn64EHtlQub2t9\nfSaUPFER4vxK5s55N5sd6bHHXlG3m1M+P9Da2px6vSmtrZVTNMXusUaeOXZnGt7wcWNrFhdbWllp\nq1AYaG5u0lNgc3Nazz13SEkyntsjj1yRJDWbkyYvrn94fhy0cL1/223rOniwpatXJ2A8BgoxGIT3\neP7CwrZOnVrV1auz6vcnOsdp6nZnL12Vz3f14Q9fU70+pe3tSdBNSu9tdlCLLDggPHXqmkqlgba2\niin76fusXU9hs9wOHT3a0smTdV28OKPBYLKX1UEfPMKfGPSVSl099tg11WplNZv9kA1zwMV8APbI\nOM/v9Xb1+OPXNBpNaXNTKR+ECxp5wDLOJp84sa6DB3d15Up6j1vs5wC4CTy4Xd63r6UPfGBDly6V\nlc1OtklBX/Sz25E4CDs9vaNHH72i9fUpdTqTpjZuG8h2djodNZvNsD2MrGixWNSTT/aVyeyoVptk\nl/B9kTEPfgPkmHM2m9XJk7u6//6B3nhjqExmPAbA5759+1J73CWFKhfO0tzZ2dG+fSM9/bR0+nRH\nvd7kuBvo6wEu1ydkRcdltDP6zGe62t7OqNHIhONw8BVZR6oR0SN0lmWr1xNPDHXgwFBXruRTHXmh\nLz45W9qoiGRc/X5fx4/39dBDbV24UArlr9JkP6OkVPNR1rrZbAZ7Vi5n9dnP7uj8+Z76/amUXfCK\nDXxq/k+DJezkk0/uqN1uamsrH5I56JxarRZwi1dZoAPItt5zz67e9z7pjTcmx/sUCgU1Gg2VSqVQ\nscn9VCDMzc2Fk0BmZzf19NM5nT2bF5VSlCRT9gxwpIIqSZIQRBiD2qa++MWRzp+v6cqVcaMsun9n\ns9nQgInKTgIh2CgShvTN+XUg9Dd2RAvlVF7TTbQGwTx5sqc/+IOePvWpcaSIyI0DqoWFhdBAiA3F\ng8FA169ffw8UDvQnfzLSH/xBM5RaADJx0Di6gP0iELpSqajT6Wh9fV3PPtvTV76yrUOHJqnswWAQ\nutei7LvdbuhCRiaCVtqPPNLVs8929Nhj3fcYZTYIDUqJum9o4sepTE1NaXm5qy99qanf//3tEPEh\nUueRDm/sBHiC5vPz8/oP/2Go//yfR5qamoA0nCA2vQOgmRPRPYTqqae6euaZTR0+3Nbm5qZqtVrK\n6HtWzQ2Rg43Dh6/r8cfP6N57L95QIkUkkHVh3WMHLpvd1Sc+8St95CNvBifFnW/GIk2OO5HSWb4k\nSfShD72lJ574lebmxg4eCpz5wGNxGbJHi0+evKpHHz2jkyfXUs6Uj0VS4DPW1R2e5eVtfeQjb+rU\nqTdTNOFKkiSUV3tE2x2s0Wioj33stJ544hUNh5MAAPPgXXHTqExmXJKNknv/+9/Wo4/+SgcO1IMR\ncEfAHS2MsTtwo9FIhw6t6qGHXtXdd19IgRh3COKsgTsa0vicxscff1EPP3w6GGSPjuO4wxOMo98v\n6F/+5WRK98zNtbR//1ZYBwCQ/5v/T/hlpNtvv6yHHjqtL37x7/TBD76pTGaUWoMxL+SUzY6NOBUS\n/H3+/G36h3/4kIbDRL1eXtvbReXzY0exVjugH/3oc8H56PenUmM+f/5effe7f6xf/OL3dO7cPWq3\ny+/xsLRv33k9/PD3tb3dCmcHo3s4qNwzg0Tsp6Y6evbZS/ov/+Vtzc3tpBqHYGgdnHjEH/ru7hb0\n539+u65eLeiHP1zS9vZM6n1EiXk2v+P/HgxaWBjoC19Y1ac/vZ4qzce5jDMaODb8G3761Kcu6vOf\nv6SZGYVqEeTH91u68w1PY0yvXJnRj3+8pNdem9O3vrWcyqQ6KEBm0HV/8zcHdOnSOLper+d05kxJ\nnU4uJZ+5XC4E+1wOGAPfjWnV17PPXtYzz6wGJ987G9fr9aAjWSMHbPl8V9/61of1gx88oB/96B79\n7//9uM6fvykEUr1ZioPkOHszjrr39eEPX1ImM9Hv7oRfv17ST35yWLlcOuv0z/+8T0kyvndlpadP\nf/qcHn/8YgDaHjiDvg5CfUsN8/q93zunp59+R1NTEzDi2RrPwlOyhmPMPR/96Jo++cnLOnSomRov\neno0Svcj4HPAnSQdO9bQ7/7uRT3yyPWUjnY+wR7HmTZKRKenE33uc+/qyScvBB4hAAyfopugO7yK\nbGQyGT355BV99rMXQgCA58Cf/B/543fonF6vp1OnNvTJT67q8OGrIRvDGDzzyro5cMQ53r9/W08+\neV4f+tD5Gyp/+K3T2gMPBHYGg4GeeeaCPvvZd1PBBy/J9lJOfosc8K7HHrumJ5+8oAMH6il94lld\nMnSsEfYUWt9+e0Of+MQlPfjg9VQzF34Hj3CW5Gg0CsGxXC6nhYUFzc/n9NWvNvXv/t0g6F/mjjPv\ngb5MJhMAGwBlMBjo3/ybtr761aZmZibly/iQHMXiwQGq5NAp/X5fH/3orr7whaYee2w66ABKVjOZ\nTKj4c71ECWqlUlG5XNbtt0tf/vK2nnpqnJnc2NhI0YQkE0kiSamyXGT7G9/Y1le+Mg62+rmjrLk3\nC3Lw5xUrTz+9q698pafjx7PBb+YcbC582X6/H8ARnY673a4efXSgf/2vd/Wxj03k0vd34oszJvio\nVqsFH21paaRvfKOrr31tzD8cM4Mfy35XT5K4rWSP7Ne+1tfXv95WPj/2K0qlkqamprS0tBSqMPnt\nwsLCe8Gj8XEuHHv1zDPT+sIXGrrnnm5I2gHKS6WS2u222u12KGcmK8pYs9msHnqoqC9/uavPf378\n+9XV1VR1CEE0ggdkwr1q0f3tX3clbtT//7qSJBlBsHw+r83NzQDmaBU9zobO6PHH+/r5z3fVbBbC\nZtjoWe9FNRdC/Xe5XA6ti4vFou68c1uDQV6vvDJWzqVSSaVSSaurq5ImTgSZpXK5HOqtURbHjxd0\n/HhWP/7xIBCZNDURIja1s/eyVCqpXq+HSEA+P9JHP5ro9dcXtLU1ObIAYwx4lRQ6e9VqtVB2II2z\nmA8/3Ne5cyNdvpwJ9+M8tVqtcHYUzkOr1VKlUglgeTyfgebmsnrxxUkJ8Pz8fBBKaJDJZFKRMRzz\nUqmkubkdnTzZ109+UgjnRO3fv1+lUimU8yDwMK6Dx7GTmujYscu6cGG/dnbyKSFzp8SNFQrKQdHR\no+tqt/O6fHlyPpSUPieU33kU1UvSlpZamptr6fz5A0Fhe2R7r30sThdJmpkZ6vjx6zp7dp96vckR\nC5Ms5yQT404Wc0VB33nndV29OqdarRD40MF9HN1HgUgTR//QoZqGw75WV1f2lEN39Pg/7yfTsrDQ\n1f79Nb311sFQgu6OQjxuB6ns28hkhrrjjqs6d+4mdbvTQWnH8+A5UrrxEhmBW265qmazoM3Naiqj\nhCPPfDxTOzYWQz377P+tWq2kJEl0882rGg6lH/zgAb355uHwTr9QxNB3cXFLzz77g/B9pzOtv/zL\nJ7W9nXaoWGePzMP/RBmPHXtXBw9e1osvflzD4Y1dkCXp4Yf/WjfddF6StLtb0A9+8Ifq92eCM9rv\n9zQzs6mjR1/V3Xe/riSRXnttn/76r0+o1RoHKABgOI84oBg83lcsDtXtDtXvTxq/IFvM3wMhw+Ew\ndNaemZl5L/o50HCYD7LKnOIScS+3jOUrk8no7rsbWl3N6dq1yRm17FvnGVweWHIn99ChjmZnB3r9\n9bFuhB89G4v8IluUPMLjk8ZNI/V66fOOXV7Q3e60Li939Cd/8ob+63+9TdvbefV6k67f3ggOfvEM\njO85h6+PHNnS9ra0ujqO5HtzNkrlqNrw8rgxCM0HfmZu0ItKJNcbvv8I8AUvzM0l+vSnL+rb3z4W\nIt1UTYyd5J6effZ13XXXljqdnF5+eVkPPnhV/+2/nVKzOQEtd921pfX1otbWZlKOq2+18T3D6FD4\nJEkS7d9fU6EgvftuNeXkwOcelHCdTRCz1+upXO7q1ls7euWVBeXz6YZV7GMmk0OjQ9ZuEmAc6r77\ntvTWWxUNBqVw7AzOK5fvsc91RAAAIABJREFUN0VnwTuSdOJES+vrI62vl0MA1TMwzrOUUDq9JGll\npaelpZZee23+hv12rqO8qimbzabmNjMz0N13N/Xyy/OhMmIS0MgHuUWPYJPhVWTs3ntrunSpoHq9\ndEPVgwNB10nwHLrglltaymaly5cXUmsDX5JpZE81a84YxlVlHR0/3tHp0wvq99PHqrgvQGCCMXFm\n/Fh3D/W+963pzTcrGo3K4bgUZICjADmGRZqAdOY11m0tXbky1Ouvb6tSqYTKubW1NVUqlcCXJGPY\nMoaPl81mVa3WdezYjF5+eSbMga1Y8Ae86zqLz8d6fFsPPdTXz342pV4vCeXD1WpVudzkiDvWidJZ\nbPbU1JS2ttb1xBNZvfpqTrVaJmQa8Q8BopRi1mq1kHmr1+taWlrSYDDQwYObmp2t6oUXxoCRZ5Bh\nY+yeraWjMd2C9+0b6aab6nr++UQrKysaDAba2trS3Nycms2mpqentby8rEajEeQFOwqtyuW87rmn\nrpdfLmswGMsqTUJpAkS/FDKaHqxoNBrK5XJ67LGc1tbyOn16vC1jYWFBm5vj/fiLi4uhOWi9Xg9Z\nSY7C6fXG54weO9bX/HxWP/5xK+wjTpIklAwnSRJ6swDsK5VKmFu/39f+/UWdPNnS97/f187OxO7N\nz88rSZJwzCKNslhvaHzTTTepVlvTgw/u6J13FtVuZ3Xt2rVQWkwShAAf3YyRLcp7t7a2tLS0pGvX\nrmk0Gt14NIF+gyDUjaM0iS4SKaFenIuoFYfXYrz83J/BYBD2UAKm+Jz6ZVrIo8DJZgLUOH8zm82G\njlaUwm5vbwcFt7i4GA6xxaGjrp9mRZThehkOjgBjLhQKIcJEJyqMPtlRBM4dOhQYoJtmJGzc5gIY\nU8ZAljCbzQbg7JlkgOzMzEwYJ3tYiY6xHxQByWQy4d2VSkX79u0LSgumdMcAZe908f+74eXCkcYI\nejQNp9CdRBQhz4d/Jg7TpFGO/84DEtLEgfHMH8o+Lh2RdEMkMuL7lFFyMIrCdyfdS4SgUQzmJxmT\nSRaUy6PXXhrjTrTLoQcLPCrtjjvlG16CyvpyD/TFmfQ5xMEA/rhz4I6N08vHAd34js95Dk433996\n67i08uzZW/Sxj/1Mx49f1mgk/fCHp/T667ekeJQxARB6vZ4ee+x1Pfjg26n13N3N68UX79RLL53Q\naKTU3JzmjMEzNcViW7u75RTgczBy6tR3dODAGUnSyy//jt5552SQAzJfNBy69dazevLJV5Qk0ssv\nL+p//a8jGgzSJarMxTNLOHPe7v/X0Y8MKBkUdJOve7wfzHmG6LJH2KnkIBvvVR88BxngXWQsyNYT\nRAKYwcsAAfQ8z/PMP7oAGSJjhe4lkAKveZY/Dr643gJo/epX86mgBPRw/vLsqMsuNgsn07NHHsCh\n7Nnb83tJInOF3i6vHoyga7Kvo8v/mNYZzc721OkUAhgaDAahudIHP3hOv/u7FzQcSv/zf57UhQsl\nffKT7+q55+5Iyav3c4AHXL+zFozD9S+fe/kin7kehbZxoCwGO0533uXBDv8943Ad5PbD34suJRPi\nNsL1VxwY5XPnES9Z53PkExryPg+cAWYJtsTAhIyoB2diHkfuuAdaMF7mAKCOq4+QIfSAP09SOBYC\nGYEennVmLlw+BrJ4jN0rFmK59XJP129+DzrKmwc5z3KvN5Op1+thDGT+4F38VZfpVqul+fn54Jex\nvxJgzfwBh3R5RXcCVra2tgIoHAwmezA5p5EsWrvdTjWaxDdC9prNZvCbWQPGNT8/r1arpYWFhXD+\nLzagUqlodXU1tV/RdTtBSnxDB8lux7AB+OZkgWkaxHi2trZSeyDZhgZobjabAcSiQziahMqP9fX1\nYEM6nY7m5+dDOepgMAjnj+K/QHs/2kRSWK9CoaCtra0USAe0UybNSRqZTCY0NJKkcrmsbHbcN8Z9\nWngL/QpvJUmSOhKSXjW1Wk1LS0sB6PNetisip2wfREdAN5e7XC6XstVUqnqgkPkTgJmZmQkglCpR\nkoKA/PcqBPYEob/RclyY1ksHMpmM5ufnAxFhcG/ewj5OAChHp0gKKXDS0pS4em0+V5IkodY6SZLU\nuT7s04MJGe/S0lLIdMKcZDgAioBGyimmp6dTqXA6SAEK6aZVrVZThoiSHLKbfM65oplMJhw+TFQC\nQc7lcqH2HCcFh8HpKE2cVRQztCSzTDAApSuNyxtcIUuTtuTNZjMYPMo9cJAw8tKkG50beY94ShPD\n7qCOcbujGhsgj5qjxNxQusPn0RvP0HB5Ca6P3w0w9/v+3Phyx8Uj+8zNgZc7j7zLQTJKwZ1av7xh\nwl5OMs9k/d258sg2jg0K0qPNDrCgkwcV/Dc+Rne4eDbPcYc9pp3/8Wx4HOzwseCcnTlzi95992YN\nBol++MMP6uzZQ0oS6YknfqGTJ8+lfovjj9xnMonuvPNqajzDYaIXXzyhV165S1K6IyM6DV5ABliv\ncRCsHN4FWPVsY78/5uWtrZt07txdgcdpPNRsNsPB4i+8UNVf/dWtGg6le+/d0LPPnlM+PylXcgdr\nMv7hDWviUWLPVHhZlpQOWPi80YMAGOcvdISDNhwqjDuRZd9bjy6L5RhgCn1xDnh+nFlz3edyx7+9\nBJY/BJTQUfA743KABK347csvz90gA67foJlnw1y3eJCJ7z3yPl6XrAaD7nv80g+BV8bgYDKWGact\ntHQ55G8PKPT7QzUaE52DIylJx49v6eMfvyBJ+v73D+vNN8va3s7oueeOpkAOa+my62ATujDGvQAd\nv0PXOK/5vkV0JPzget1BLWvj2Wxk02Uyziw6nWKe55lOb97le+YcVE5kvx/8CHQzAWvo4Q1lvNQd\nHkIenH8Are54EmSBtnzHmnnm3PUHGRB/r5fps44Oyj3775lpDzaxPsg19/KZZxg9YMJ3bldcThkn\n6+Q6ABl0sBsHwVxvDIfDsM2B7CfJB8ZSKpVSoKVYLGphYSEEmZ2/ADM8G9+TMluvwAJUkOHjlAe/\n3Beo1WphfeE1qtQ4ChBgDI9w1AqgySs2sCf9/vhoESox/Gx5ssKlUknT09PBj8dv5g9JF0nhbEqA\nDL53q9XS1tZW2Be5vb39XhXeXNh2gh0heSQp1TgTn7/RaISMIVlF5JoMIbwFAHXQODMzkzrDczQa\npY5UJGhQqVRSYM3XpVwua3l5OZwrir+OH89veH6hUFCpVFK5XA7vdl7kGo1GAUeUy2VVq9XAa3Nz\ncyEYQBafvZvI/NzcXMjMQnuXdUkBB4xGowBmyX5SvQq9PYi0ly/s128MhCIMnv1CyXJECece0Tlq\nUgqwpVqtFoQNQwqI293dDRux2cg7MzMTCAXgK5UmpSJEHJJkXJ5w4MCBGwzJ/Px82ONJDT1MXSqV\nApNQQ0+Nd6VSCZ1+icoAHDGSzIXM6Gg0CmAcJ3ZpaSlEfNiUXKvVNBqNwhEt7gjRgbdUKgVmRxlI\n0vLycjAEXNevXw/7uBzEu5OAo8o5pd5+HAYn1b+4uBi6c3kmL1bsrkiJ1PFvSSnnwyOyGEt3lrz8\nDsUIIPBSUObiToBHIlEKgAQHpjHAg1e4PMgCv3N5iYw7I56JdGPNmBkL74pL6dzh9bK/qamp1GZ+\n3uNgX5qAbYyMR6wZb5xJZa4eyeZvPzLG6QGAJfM7HA5D2Q6OP3P1+XmmFJrGc2B+fDYBYFl1u5Q8\njvTd757SW2/d/B4Q/WedPPlumAs8BZ1uvrmpcnnSJKjdLui55z6sF1+8U8PhhA88mg0IhVbe5AA6\n4Di5I8793W5Wo5H00kuPa2dnsheF87za7XbYq93tdvVP/zSvb35znNF9//s39LnPvaXp6UmmEr3G\nvhZ3jHFoceJwyJA3yp/4zoNX8CPr6M4lvOc8h3PDurG/0dePZ3vXQcbL87AZft4pQS1/FnzA2LjX\nZdCdbtdz8AP0IQADf3u2LAYZfM48+cydZeYKz8EL0BjHHbvIvYz3iSeuampqEszzrA3z9P1VUhqk\nORAF2PB/+BN96DZqLEM928bQ0zPPvKZMRnrzzap+/vObbB0ngI4AigcjaQgoTbZOOKDzsTqYwo55\nkAta+/o5T8KDHhBhDh7xZ53hN/QNdonqJJdbD3r5VgX4xPeWwiOeOXU7wnPprI8fBPAB/O8VeITW\nXPzbZZWArYMyMuiul/A73LZCU/jK+cR5OR28mPRg4D5+yxgcEDsdHKSSOfPqGtYMveZ05G/8MkrH\n+Tf6h3UBLEHfOPgzHA6DHtzZ2QnHsPR6PW1sbKR4lf4l2F7KLnk3drTVaoVEyNbWVvg/2bXl5eWw\n1xOAMz09HUDDtWvXJI3LLCkJnZ+fDzYZEEjjGoBJNpsNpeO5XE433XSTyuVy8BPz+bz27dsXfHSC\nhIuLiyqVSsrn86F55WAwCJlObPn8/HwAy7nc+CiVtbW1kMUtFoshUQTNsA/4DSRVyuVy4FG64eJ/\nS2OfFR7Dh6e6gmwjdiaTyYT9t8PhuEyYf7OljCCCpNDFmHcCONk2CLBbWFgItmNzczNVNouvT0UL\nQBB6kTUtFAqanx9Xz8zOzmplZUVbW1uh+RBjwseG3yqVinZ2drSxsaFyuaxcLqetra1Qmbm1tRUq\n1+bm5gLoxo4vLCyo1Wqlqv+QQ3izWCyGZB96IpfLBf6fnZ0Nf1ZWVkJm1AOnv+76jZXj0lEWZcqe\nUNpHSxMwR5QJRSlNUsneshkH2ju6othgZgDKxsZGqFkHvbMXyIGaOy4YJ8ZHua8rPQwLShYlSVp6\nZmbcsXFjYyNVTkOanfFJkyY6CDhRChQhG9wREFLgKF534kmNuyHf3NzUwsJC6LCLsvAsCOMmMtRo\nNFQul8NhwJKCksIwF4tF3XzzzTpx4oQ+97nPqV6v6zvf+Y42NzcDuPLgAxfGwDNScUQSw+uAlucQ\n6UYBSWmwS7TbQR3G0o2j7wd0YxpHdBxwxePlb/jbjaOPK/43lzupcaQ+BuLQwx3ouPzLgS4KHaWz\nF/3hMf74PHHunefhF89uuCy4wwctcELceDstuZcxMO84Wxo7yNJYdnA0YmAxifj39Pu///fat2/c\npOh733ufTp8+knpXLpfT44+/onvvHZfiXrmyrL/7u4e0szM5OJorzlo5v8YAJg4G+BolSaITJ55X\nLretX/7yI8EBQQ9Seg9/Odg4dWpNzz57UZL0i1/M6y//8oh2d3up9xA5jmWAeXs2wB1p5IzPAESs\nCWvsvOIOnDvjDmLcUHm5LjzMc+N1drmOZcQdYfgauXb555mMnwCM8zfOK3MmQ8P4/L1kP7AT6H4v\nNQYQOE0dvMZOtMs3dDh1qqFnnrmqP/3TEyngQ4MJKoewJ77H0bM7caAHR9kzjIwFHeuZ50JB+qM/\nek0HDnS0uTmt7e2s/vzP36/BIH1eN+DHaeBr6PrZ18/Bv+tiSrJd9vx7B6VuJ1w3eSmql5K7XuFd\n3Ac9KeGjvDQObrAevMt1kwfIvHrHg+oE5RywswYepOPysceZYXwQaQKkWdM4yMj7/bO9KimQeZdp\nD8bGgULeidx4+bXrdF8jSan5+zrj3+FDMibG/uvkhnXxdyP/XtLtPp/rGbKftVot7AX19XPgTeaO\nrU0kIfieExxIbjBWQHMmkwm+ma+tb53ABkiTSjZ82UwmEyr16vW65ufnb+heClhyX5RyUOw3a8G+\nRbePBAQoASVIyD5VP2d2Z2cnzJdKQYJn+EnQADDOmvf7/eDfegCGd3MvFX+j0aSpUb/fD8AcXuW3\nyGypVAqdZd02Y+MYB8CYvivXr18PZausATzLfND3xWIxBHCYO+vklXoe8HC58udTqTU1NaVWq6Vy\nuRwqJNGLfqwkSRX6H8Ar/LbX64X72W7F+xiP6wVP3oEd1tfXQ7KDI3FGo1GoQh39tpXjAnZQ8KSy\nSdETOep0OiEzSPQJZpqenla1WtXKykrI2C0tLQWD0mg0wmZiIprUqnNm6MzMTIjsDAaD0BIaYS4W\niwHQoUjpQInCYFM5QBil4Jk4mInoESUBHBUD41PSgeMH40oTJbOxsRGcBcrIyEQSNXLBYd4wspcq\noJCliRIHrEIz1mRqaipkNQkaIKxeikdZriTdc889+uAHP5hS7FyUIbjjAJ28/NWNhBsOjCNz9VJi\nxsJzcdJZR1dibmzcOfLsKJf/zp00jC/CiSPLnN2ouXPNFTtanoFwJ533uKPh83UjRmke72Ycrlyh\nh0er4Vc3bm6QYlAeO38YMgJFRMcxMMzTaeoODe9nPbjH1yKmqz8X44icxXSc0D2rb37zsdBc6OMf\nP61HH30rODdjQJTottsuSZJeeumEvvOdJ9TrlcPzyIoQuMJJdd51vndwG4P5saFaVa+3o1ZrVr/4\nxX1qtVpqNpupElwAKVsPcPSHw6F++tNqyIieOrWlL3zhnHK59LEXOBJxaZvTkHV0fvZSfvgAGrij\nyL/RhQBmtit4ppmMk8sM6+u/hXbuZLrjijEHbEppYOK6wuXGQZE7t84r7gi4TkH3oQtcZ5PN9KyN\nZ3E9G8rvfDsAdOR9rFk2m9Wtt3b0b//tZW1sTM5chOaAF7JmPMezXshxnIFOkiR1trTLk8v3RBYz\neuqpt3XgQEe9XkalUldXrsyq3584Xh44cADsWcnRaBTkx/WP085tFfqcfV57Ba+4eIY72Vzsa3Yd\n5oAVWSYIywWvefAt1n+spTv4ZN48481vWKskSQKwcZDMGkMvfAbe63Tjc/wo3h8HmTwo6MFvf47L\nCDzqQBJ+c5AGH3kwKQbS6B7sT+yD8Dt8qNgZ59/IBf/38uLYP3DAysXYkHvKaAkQMDcAQ71eV71e\nD5mjbDYbMpDwcD6f1/z8fCrwhi+BfHGW88rKSgBclUpFuVwu+Kxk2TKZTMhaYt8pfWSc2CDvWIqv\nm8lkQgavWq2GtYFPmQdAbmNjI/hf8Oz09HTw6TxIAKhyOz9uwpkPfgB7UXO5XOivgm72CpHd3d3g\nS7M3k8oZgJf7hmybo+yXKiF0Bj4q+z8bjUagF+ODbmAKykwJBOGPO5+S/Gm322FrHTJEcIXflEql\nUCGFHuv3+6Eik2wlySn+AOyQX+wg1Z7gE7LiAE14IZvNhuasBBfJEuOnZLNZVatVNZtN9fv94CMT\nyASjoD/RJ0mSpNYRviSzXSgUNBhMeuh4sGyv6zd6TihlraTWAY+7u7sqlUrhLCGiG/l8PgixlD5s\n3BE3C9Hr9bSwsBCipjA89fQQejgcl5ZSyww4HQwGofQNJoLREFAIXiwWQ/ctSmhQQpRlYADISg6H\nw1SpFREd35CMIHh5CPXxtOfHYeh2u9ra2grKFybg4FgvOyBSNxwOg1JjzyzMhQJGKaLos9lsKO2L\n9z8ihFNTU2q32zp9+rQuXLig1157LRU55jn79u0L3blYf89Ce3aCiBpOPvc7cI1BHDzikeDYoXTD\n5qVKe2XboJkDSjfwsbH0KD/OljtKbiAZr2chUPieMXSF5gqSd2B44n2hccbIQZyDNc+WE2jw3zoQ\nYX7c7w5rXJYWA/c4Gu2BB57la+rZkjja7hFu1tQDBj4uvh/fk9WVK4u6665xJ9qDBzd0661XtL6+\nqO3tWR08eF23335RP/jBo3rjjTuVJJkgb8iEK+m9Agc+HneK3HkDsBeLa3r88e/o2rWqLl2aU6u1\nEwAoOsFBngeoMJ5XrpS0uSndfXdTBw/uqFrt6le/Kms0UioD7llLH5fTx/Ue6x87cjGth8NhCC76\neqM7PaiHvBBRZY2Yi9/Du/jcZdjBmvOzlG624pkrtx8eeOA3zuvwLvTybBTGOQ6m8V4cNu5xXvCx\nu77wIJM7m4uLO/qP//G8CoWh3nmnqBdfrKTkOQ4GuG7h3zEo5HO3qw5AnC+y2WzQCQ8/vKqPfeza\ne5+PlM1KP/jBQV29mj6f2gNKSZKkslvI5l6Ame9xfPgdIMoBZjxeB65OP9cfgBb4yAEDMuEZUOwQ\n9zIOdJnrHviPd+21ts5HHiRw/keGvMQ7n58044n5n3+7rnFwj5/l/OWA2kGiy43zkIMzB9iuDz2z\nDK29KSLzcjrj0MaVCq77eVYcIHEaOU97UNl1M+NymyIpAC4yhdigXq8XKlD6/X7INqK3pElPDPxN\n112MF/3C9iBoDP1ZH4J2JEvgB9YeWfBqHwAjFXWNRkOLi4va2tpSLjduJLS+vq7d3d0QKIOm2Ww2\n7GNknx8nO0A/5gFoJptH0Ios2NTUVCglh+dcLl1+XC4B3ZwKsbi4GJqeESDgKEWA3WAwCGWiADr8\n//GxUpNzLPlNvV5XtVoNFQLYUhr3FIvF907nKAZffmybi6HplDdyYg4uQ5JSvVQqlUroPUN/FwCt\nZz8JrnU6ndCjptPphGwla46eYQycguF0YS2QWT/ai721w+EwVebMSRk8F16hCWsmM2muBMhm+yTj\n9hJ6gOxwONT/9WvOCf2NgVA/9sP3wLCBlu5PoHicJ+rivc6aCMbMzExQHOVyOUSokiQJQJcolB+m\n7mUxRAIAtQAPV9oATYRBmgBDSuZmZ2fD2TxEC1EWZCsBHYBNj7SgcBB0yglQ0oBXP0uMxWYPJ84e\nwkb2medjhClDrlQqwaGCpqTVoS1RdiJV7th56Q9OdS6X08WLF3X58mU1m81URGk0Gu9l9ewHdHJn\nlM+hvzsCbiQxaPzOszgYMwyhR09jo+fG0RWwl9PwjjhT584ef8cRcb6T0i3pY4fPAS2/QQHx7Ng5\nltLZAAfBDjC96UMc9cYJ473IB/zK/TGIjP9mPm70ffw+V+jozkZcBuJj2iuA4JfPx6N1fh9j7XRm\nNTfX0fLyuIlDsbiru+46pwMHNlUo9PSP//iw1tZWUgY0BvCxM7gXQPJxe1AEMDg+93FG1eq67rvv\nVzpx4qxGo44uXcpqZ0epDqasCbwNjdE1Fy8W1WzmdNddTR06tKNqtadf/WpO/f6k/I4xubPJ5YEI\nd9hd5px3kDc+i0GZZ0yZvzvcPNMzyfDFXoDewYgHGHgGzyPb5c/zywEra+alvzFYdGfSnVs+I2IP\nfzvIdvAUz9Nl2cfiOm9ubqj/9J/Oa2FhrNdOny7pzJly6hmSUuVtPMfX2OXdHUMH3awna+YBBUm6\n9da2/tW/OivDPur3E33rW7fIYxSe6QQowKO+vjHA4N8OULkcnPKM0WiSFeN+15uuy9EpLo/Ox0mS\npEqu48ADtOK50NkBl9sh5ynXxb4GbsMcdMV6JKZFHFyD3h6gIjDsAQrGhly5X+B628v2mQPvjfkF\nvQRdPOPlNoD7Y9vH7/ayX9ja2IZ5EM3ttINpB+P+LNcpfuFjwU/oaPbm4hvhm+H0E/jlXd6ZlOQG\nGdNGY3yEh4M4GhzhU5ZKpbBtC9DpAQD0iNsAvieAjC/sdpPtXe7noNdoPsn+SEAK68+/kRGAEgkP\n5DuXy4W9qO4POI3cXo1Go5D1lBSquQDH/BZgDC8BkHK5XNiLybjxheO9xNCMppvwWKPR0NzcXPD3\nfa+z71MlUICeJ2MJ3dkOiNy1Wq3ATxxtRuIKoErzpOnp6dDDhvGDd/L5fJirpPAcuuXSyInsPE2e\nwFbgEvx8dI+kgLmYL/QcjUZhnyqJJ/gevAM+AMCDxSj/xR791oFQzj7yCKQfbwEIJOVMiprJQlDq\nvev1esrAwbxe9kb6vlgsqtVqhSgLx5zQJQwBLJVKIQOxsLCger0eoiSAWJB+oVBIbXIuFova2toK\ntfWtVkvD4TjruLGxEUrqyNDCaLOzs6mGLijEVqulTCaTStPzDLqdzczMaG5uLhwt46XNksK+U2kS\nReZ3cX06ra6hEcoSJcR3g8G4hJnoKusnTbqFra2tqdPpqNfrhUw1guROlityhDoGepTbEJH3iCqg\n05VCbGQBWfCEO56814MBXAA21iN26FB6Pn8cEM8GxU4ERgCHgDn42WBE9yTd4GC4Qieg4c5zHG0G\niHsTCM/ixSAPI4SyIdgA3YmgxZkjlDD/p9zGI58ODNxZxxGNAWQcZHAg6JkT5yt3EN3x4YJO164t\n68SJt5XLTb4vl1u66aZNTU8PtLp6izKZXGodcB4Y415Ol1+sJfxGsIcgULc7Pif5nXdmdffdF1Qs\n9nT4cE0PPXRFc3Mdra1Nq9m8cW+XOzrO0+++O61OJ6+77mrq5pt3VCrt6syZRQ2HE8cxdoidtz1z\n59kjD1Tg7JDhZD1x+HAE2UPnuthlw/dNDgaD1L5D1xVJkgRD7utP8MuzQPCRA0Z4Ed5G1l0WPPOA\nXMfBF+ZCsA8dxfPgCw9wueOLTMFL0JVAKQFWwFahkNE3vnFRt9wy2Qf5i19UdebMhO95F44ff3Ci\n0VMxnfgMXeHjdRCE81ap9PS1r72hQiEtS2+9VdYLLyyk9B/PxDHFSfFMNntVoYWPK5fLqVqtBocr\nHrvPi71OPMt5yOUT54k5x8E0B9ueZXLn1bN6sU5h7tANIORgci9bwPzRxcViMYzfs9R7lVFzuQ52\nnvf7HDi6/XJedTngN56hZn6Ml7WA7m6HeF8MzrHnHjTyjusekNkrOIsMebDH/4ZefsQE/OZ+kc/J\naUjAvdlshmNYcKzxFZMkCUkLfBIcdEAiABQgSSY1m82GbB9ZLE5D4Plkq9xGw5/tdjscW0Kgx4Nv\nVA2yBuijzc1NraysBD7udDqq1+uam5sLTXvY+sGa8GzOyMzn82EPIXoWHwb9iO/A2D3IgtwWi0VV\nq1XV6/Vwr59VXC6Xtb6+nkr6kP0lowctvbQW/sSf6/V6arfbAexxugOlydDB5RcewNeGzrVaTZlM\nJlQtkmnleB7AImuAXw6fvXdcSSpIiIywDkmShFJY+HUwGGjfvn1h7yXflUqlQDdKc9FVzWYzdfRk\nJjNOVjmeoAQYYNxsNgMOwe8nWXTTTTeFbLj7QEkyqRKE75MkCcdH/laCUCIya2trkialShAc4rHA\nnH2J8WLTcyaT0dYrypgzAAAgAElEQVTWVvg/R54A0MjOecpemjChnzlK5AqiT09Ph261CAYOOGl+\nFFu321W1Wg3My8LipLlxoGOad4p0gzoYDMLZSnS5WllZCVET7iFLCaM0m83ADIAhFA+19jAnAs3G\neUlhf+o4O9QJys4dSQwjn8/OzqperwcBw5HEMKCUASCAIMqD3RGDZpS5SBNlwJxR6lJ6f51HQ3FU\nPCvF5eDEo77SxPjEa4KgcQ/GwBUcv8Gwe7lJDI5wZN1Z8Ci1G3TP4vJ81pb73FDzuYMhz7rHjijv\njrNhDgx9T04cjfdnuzPszgbyzbjIkseZD57n2VLGwTr6GPz/cdYjNr4eJIgj7WPDnlO/X9Dhw1dS\nuurcuZv1k598RJlMPpWRjWnp72SssdMJ3+I4YUgpkWk0Gu+V3nbVbE7rxIn192goHTrU0Yc+dF0H\nD25rYyOjWm1Ko9GN5xh6M4NcLqdz5wpqNKS7727r8OFdFYs7On26qNFoUlHg2RT0q4N/B6p8xt4j\nSr7doXfw4b+J18r50EE1F7oWYAY/4fg4X7iT5eALvQFfeIk6+sZ5B4c1DmJ4dB0eZczxe5BdbIvL\niz+XZzEvArEuj+P5DfWlL13RvfdOzs2WpL//+0VtbEynthz4esU6x8fuOpU1i9caveq6NZ+XvvrV\n17W4uKv4+vu/X9bqajU1X9aTtfYzE11W4wy1y6o7TF4l4+vpgTDo74Eunsf36M44aMHYXT9CKwcz\n6Nq4isb/zZiQd7dPDqi9nJgxYF/4DFvicuXl1M5fDqR9+4vrIQe7zDfmTXjZ9RiAKA4WuJxzTwzu\nmAtBANcHroMcZEuToJHfjz/i9ob5eFBQUsq+wAuxTnN7xb27u7uhERxZQOaWJOPOpwRh4VN8RoCL\n85f7RVTm+T49L/ukWg96+NrwHGjs9CHAx/wAj5xdKY0D3BsbG2FvY5IkWllZ0ebmpmq1Wgig0S8F\nmYGe3qcEfszlcqFfAf6nl3aSMNje3g68RHJmMBiErXnMiZJXuvryHpob4YvPzs4GsEajJ3xj6AS4\nRfchV/AF/tvc3FwqoOI+WqVSSR09SBkqvEYZsTcU8+oCngctFhYWwikSrG2v1wu4hPFh//hz9epV\nVSqVwEPejCifz6vVaoWALwCb93tnfk8sbWxsBF+d7CyZUWxcqVQKDbQIovAdmWYyoOhpeIumW78O\nhP7GGhPt7OyE40AymfHxKtPT05qfnw/OHtnKTCaTckQQWPYdorBRyuwpxUiAxqk5R2jZqxkrQQQF\nJqQ9MVGM4XAYgJc0cbARUhQNR6kAOpmHR+XYm0rZAEqLctdcbtyi/8qVK6H7rKSUI8bfKBkUBhGr\nTCaT2teazY4bAhHxIErU6XTCnlIO3+X3HICM4s1mswFIkwkgy0y0Cedir6NEHFyiLMkIeQYSEIvw\nOACG1m7YPaOGsUVRuKHBOYidXwePDuZ4jmeEeC50lSYOsa+PG1rf2+OOIL9lLBgInAbPXPu8+V0M\nzvx7V6b+nQNt/15Kd5KUJkAKQMo9GCjK4j1wwTwdhLvjzffOH7wTx82dOo9U+1ryb37v73LnlM8c\nELF+uVxOZ87cpvX1Rfl15MhFPfLICzeAbwJMPjZoxHOhBfMhi4IuYv/O1tZWqJrg+5//fE5vvllW\nfO3f39Hx4x0Vi5NMgTv0BMaczj/6UVXf/OZNkqTHHqvri19c1Wg02SvFb2O+cvlnfq5j3IDzLq+o\ncDnCoLp8Or86+IQvfH4Epjyz5QETL4mDj6GDO9I8x/nT9YeDB+6Ng1kxmGBd43WOZR/Zc57g91Qm\nOBjg+099akMPP9y8gReuXbvxXF0HjNAKXYLscug8AcNYjzBHB6hkOj7zmXM6cKCjaLkkSa+/XkmV\nBnIBRBxce/Yrzuq73O8FKlg33z/PZ75O0NYDQg7GkF/WgrH6mF22fG1c7mK+8KAots2BmwdZXf/y\nfRxIdOAZ09UBjgN+d6ZdD+IMO3j0tfFnx7pUSu/vi/U884Gm0Mxl3QMRrj8YPzRgvE4vxsJ4eSZb\nk7w828cT2zsH1dwP7by5TqvVCiWING+RJpltB8VJkoTGLIyDudGlld/gpDsvD4dDraysBD2GjwWw\n9fsZK6WkvV4vNEpy/yqXy4XkDU0zARtkwBYXFwMomZoanykJGG61WqrX6yFpQfKFdcF2NxqNkPXj\nSBfKerPZbCg9zufzIXOIv0gzJmlc8kpTTEAsnYiZN5lzKvUARPjLJAwymUzopeBZUA8sSROMkc1m\nQ3dcSSFrCNbY3NwM4xsOh2GLYL/fDw2KRqNR8Jt5P4EE/AWyrV7NxrsI7FIxSGktc6jX61pYWAgZ\n4OFwGMqhyeSSFXX/EiCIjwa+oarRZZ6SZPrEgMuoIvXgEnMD8JI0XF9fD/bMbe2vu35jmdCFhYWA\nxgFXRI4wfigX0vk4Ex79IoJBJKDb7YasnysJwCiRQTY4A0QBh/l8PnV2GQ4OQs29OK6eQQCkUoM/\nNzenzc3NwGREkFx5Y7RiQISS3d7eDkAUBe9HqhB5wIhAR0khWuEb7efn51P7EPr9flAGAEoiS7yv\n3W6rXC4HGmHkUExkRNisDWgkOilNFLc7on5OLPP3aD70x9nYC5S4QoF2rBn3Sum9X9BdmpSzusPh\nJXq8I45EOoD00jnKMTwKxpxih9EjXgQuvPQ2zqxJk5b1sUGFp3AauY/v4Kk488N7mDuy5U4i9/A9\nlztB0NIbw8SOhdPNgxA814GD8w7v5hn+fy5/lis+Xzd3qPg/9BobrqxqtSUdP/6WTp9+nyqVunK5\ngRYX1zU319LVq7em5uV8FTvz/HGggXMEAMAAAlrciej3Bzp/flYPPbQm8zv1yitV/Z//c1Ddbnqv\nKXKOM8Z4oPM770xrZyerkyfbOnJkV5WK9OqrsykeQ6a9rNb1kwMTIvg49R5EoKrF94DG4NH1uu+H\nh49YJ89WuRMag0MPKPBOorTwhs/D73cb4bLGu5xf4gCP8xRzge7II8cg8DkBU8+COtBnDGP6ZDQY\nJHr++ao+8IGG8vnJ2J57br8KhdnwHgCPZ5J4nsuzgxCfK+vNnijoSvD0vvuu6sMfHh9V9Itf7NPB\ng63w26tXZ/T884fCHGOZZIxxYMvBDvJB2W6csYDGfLZXEM/tgssndHYaeAATXvRKJtfXbq9dx/Jc\nf4fzDWNwWWRtCd66bnSaxPIS2wP4cjQaBX8A+nqW1MeB7BCg93Hye/dr4FNsEs+J/+802EsnuP3F\nl4rlj+9dp+LDOPDk4n1esux6AlDgPpfLvVdFAPTI1uHok+3yqomlpaUb1jMOqODTehDH19PtM/tB\n+b7RaGh5eVm9Xi/VFRe+cXuTz+dD4B8/LJfLhUqz0WgU5sDz46A55bdkzpIkCUer4H8BsvL5vBqN\nRsj4eqZRUqgQpG8IwAtwhJ+On43u5wJYYQPwAzyQQFIJnQGOoDTVfQqencvlUuekegYSuwc/5HK5\ncDYm8yMJVigUwrZA3/4Hb5Cswt+Gnv1+P6yVH/GCz0hyi1MuyAwD7NnjSfMfeMx5msAFIJK1QzZ8\nzb1hEes3PT0d5uzJEuQXnJXLjctx4RfWBz/d8Rq03tnZ+bWZ0N8YCGXh+dudFSK1GHQ2bEsKtdbZ\nbDb1eZJMzgzF0QPxcx/MgICw35P9itIkC0oNNCWwdKvy6CoZDXfKCoWCms1miPbwXo6bcbCCoibS\nRAQjScalP7ThxuB4Vyv2k/F7Dq91cFKr1VJOI8qGiBClF5yRNBgMQqdaSakN3Ti5ksJ5n0QyWa9e\nrxeiaL6vs16vB6Zn3LS4dvCNkwgveObLMwUoLuaOIxJnMnCkPDvIuFHkjNGzazyHf0NTL6NkXJLC\n2KTJvinG6kDNMx7+PXzvEW/pxmMDPDMUAzDe7WPluRhC5w2PmvtnnkWAPtAOvneaxHuXMfae8fJI\nvDtA3BfT1EEcTpNnG9x5jtfXI+R7XczVI3oYinH0tajZ2R2dOXO3Xn31bh079rby+Z6q1Q1VKms6\nf/5YmANr6ONmLoPBpNQWcLm7uxu6bRNhB5B6Zox5NJuJRqNEt9/eUrud1dTUSIcObevmm1t69dWK\nut0JEIKe0HYvkHb27JT6/bxOnGjp8OFtFYs9vfpqUZlMupNsDKZxYtBRfjA8NIzBGfyJroZ33JmH\nVh4o4DPnRfjX5S8OVCFj0AIw7LLuoM+DSw5yfB6e5UBucVJ4D3wN32H4+R12wgOnPC+ml9OHOQwG\nI21tTem221o6daqp7e2M/uZvlrR/f1ff/e5CKvO9V0bV+Qob50Ac+WL+HgSFVkmSaGFhXU8//aIy\nmZFefPGA7rprTfn8UD/96T7NzPT02mvzevPN0g2603UfcsLl6+h8wRgnNEh3CnYdwXcOuJzfYn20\nFzB03mQdXH86PztdfM+08w5zY36eqfXxerDAZQmauW1irXZ2dlJjdR5ijXk233mZKhd8zBix3zyb\nQBa22X0Ul8PYrjIO6Oq2mSC/+zi8C9q6HKFr/PeuX93u4KP4fbG+8b9j+UVf43fRlIX/s+ePbV/s\n4Wf/J/4foJHkARVklCSi75vNZgjuAPooMQb01mq1kJmEJugT/GKyVDQ7InGBH+e0YsyACtZTGvt0\nrB2dbfme52QymdCYZjQahX2yzhfMD4DqPipbTnK5XKCd6yVk17u44n8yH7Jv3M85qJzuQLACP97p\njH8KPbxxDhlHQD6yub29nfL7yfyyZ9f1GXPlqBgywqPRKPi6zNkDoa1WK1XqCg95x1rKe1dXVwMY\nxtdG5geDQdiS1263w78JxiJvhUIhNHGCl9BpVETCV9DFfRV0JJ8xL2wRp49ks+NSX2jzWwdCM5mM\nFhYW1Gg0AooGDFIiCpiBWMPhUJVKRaVSKaSjaavMeTxEAyg/nZ2dDVEdj4qxsRZARyQARqLpEecA\n8RkZUs4ToiZ9ZmYmnDHK5ul8Ph8ymK5cyDYStWIRiWjV6/VQh727uxveSTQCZ2F+fl4bGxtBARMB\nQQA5/7TT6Wh2djZEYhBEzgMiIiVJ8/PzwQHwkg13EL3FN6WUBBM4s4mIjaSw/zRJkiDoNBeh5AVB\nQMH5+zyaxf89EimlD6X2Dm5+H44n98ZGn+gov8VR8cgs68WzUCiMm+iPO84e8ZZuLHujaQHP82gv\nY2P9MQruhHjEC0NOdApF5qCVecWG3SOkGIQYpPJ7FCifYSwcrPIsnBJ3Mvi9R/Kc3v58jzR7tHwv\noOkZDn7DusXZbT7jD2O5dm2fdnaKSpKCzpy5U4cPv63p6a4qlbqWl1d18eKdN4BPB+coaBR2u90O\ne198jzRGLQawDiTefnta99zT0M9+tqBf/nJRJ0/WtbLS1cmTDb3xxry2t5MQ2XTnJ85Es44XL5a1\ns5PoxIm2jh7d1cxMX6+8Mi1pfK8fug2tPaMf85A7mw7qHZA50HA+RW6c13COAa/MBfo6gOT5DjJY\nd+6ZmhooSSb7Vv07mmt4lsZ5DJlkTvA2FSHM2cuamC86wtcC+vmWDOdrdJzL3Pg90pe+dEWVSl/P\nP7+o556b1/b2tM6fn+hBKX1kkusblyf+7U1OGFecBeS7mZmuvvCFf9L/w9ybB1uXVvX93332OecO\n557pDu/UNN328INuQKhoIUMDCkEKEpAohQEEkQrEMJSGEgMaK1aKVMpIxZAQLUSaKgJWqErUxBKV\noBCZOw00TdPzSDfvfO8Z7rn3nmnv/ftjv59nf/fut/3T9lTdutMenmE9a33Xd61nPevrCz36aH7e\n4IkTE+3urul//I9n6vz5us6caWk8Xi0BGncUnFy7HIHmTjv98Qr67gRSt6D6N+8H6Yee4YFsYX+5\nlw/VPLmeKKCTEdgeoi9VfQZgB0T6vk7vRzWa7w6l79Xkee5AkhmFzmbcyITgPuS62k/uq0YzfW3g\n2LnMMA6MN33nOegM1+sudw7uo6iIBrptZY6cgGC8PGqKDPj9TraiE4huJUnyuFRit0Ho5dFopNls\nFohzcFWSJGHrWJIkGg6HpWink1PoAx8b3k30CBzrY849BAzYD8mYEYHFvnQ6nVAXxCNQtINoI+NN\n5hkyhFwQcUN2qJ6KPel0OsGOgSd8nZGiSz8lhYJBOPCTyUS9Xi/g3mazGbLyOFaEdcK4gV+lHMtu\nbGzowoULwcmlOClrc2dnp9Q2LwyEU+iRPdYRvgZBLOa12WxqZWVFm5ubJVLUt5v5CRK9Xi/sp+Re\noozUpeF3opnYXAggnler1cKRjUQnJ5OJdnZ2Qjo7+pExhZDBAYQwwQkFh+OQIv8UVh2Px6GPHlHG\nhtVqeWp5v98PWLfVagWs3+v1QmowNtPrp/y9c0LTNC01HDDBXkVJYXLpBEqWxYmCwahTvQznsl6v\nhzN63OgC/Ah946QihBsbG0FIUFLs12JB0VacTtgqmASU6sHBQXCOJYVQ/9bWVqhmJeWGgcWyublZ\ncrRgeFBUzpDiPKOEMDZsfuYdKC72qaI8EcQkyTdz44TD9HgBFhxNT1XGucUBdSYKpc080f84zgs/\nwSZLBfMNAHJj7QCSr8sxyVUwy/swHP5/ZxYZBwe6PB8QerkoIAuevzmwpF8wjg6a/H7vIz9XHUYH\nFsyvKwg/GgcjQ5s8xbAaqeTv7mxWI8pVJ98dJhwF7181iuX7dPjwLu+7OxjcXwV3ntLk4I0+uKxU\nHU0HQowZ7fD5z68tNvAvl9IDDzxDT3nKw1pdPdLGxr5OnnxUDz30dGVZOXLDmMA4Hx4ehr0Y6B1S\nva6+eqjZLNNs9vi9pg6+sizSo4+u6OLFpu64Y0MPPdTSs5411ubmQs9+9lB3393S0dFqmEvGlLly\n0EGf7r9/VUdHmW688VDXXDPT+nqqO+9slcbM12TVAXXnyXWDpwF6P6pASyocMZ7PvFXnBVDuY0Q/\nXZaqWSSNhvSSl5zXlVce6NFHu48jTegnhBHrg+i1g3fWM39j7fI+TxmuOtPuZLH+2K6Aw1Nl0wGQ\nkKLXXTfRK16xqySRPv7xk1osmnrssZWwPlhfTgT431ivLhP0B7l1ksnXXxxLr3nNLTp+fF/7+yu6\n9dar9LznPSxJ+qM/eo7G47Z2d9c1Hq8oisrp0n7uq5NN7sjwcbKN9YrOBR/wISqBXLpzhA4CWLLe\n0U+k0FX1j394Fu/wiG5V7nytOTnm5IzLJ/qoej/g2IFj9X7GCbKK53i1cx8Dd2YB5ehAz1BhTKty\n4DLpcupYyp/leMLHi5/9ufSZPvrY4zC6wyAVtTfQNT6HzKk7GlXHxu+hTaSOzmYzDQaDoMMB9Ry3\n4dtMGFscDWwmcuYFifw8V6rN4qi43HoqOMEJb7NHKLOsSJlPkiRgT3AopCFjifPhNtjJmVqtVtpb\niG7DyUQuGBPmu9/vh2gbOAcn3B0s/nZwcKBerxeCNF6g0OWuqmcJ+Ozt7QWHENzrRBvRZvrhGIvg\nDThBKrZrRFEUCvJ4wb00TXXhwgVFURTSc6MoCimmBMV4BvNLEdT9/X31ej2tr6+HEyjcjyDSTyQ7\nSZKw55MAF0Q26dLIiZ+gISmQAU5aIP+cbYutS9NUW1tb2t/fD0fS1Gq1sJ0ujuOA/QmwsU91a2sr\n6EX0ASeK1Gq1cB/rjuDT0dHREzqhT1phIhrqZZGzLAtVYRuNvMzxtdemyrLDsKFZKpROlhWHTXv5\nZYSbFInjx5eK48HjWE+Eyfef8B5YGJiifn9NV1+tUJFLKhcHajTyir4bGxvh/1KxkPLNy2u68cZY\njUZxHuloNArtpbIXbBxABaeP/l91Vaq1tWVwLIl0OhvM9b7fQFIQtJ2dWCdO5OnGo9EosMNci1Mc\nRVHYnA5DR4rByop07bWJpPLh67ST+XVA4WltLJZTpyZaLnPnfXd3V0dHR6UUA08lABzwP561uXmo\njY15KaJXNbRuwKUiasgz19bm6vcn4RqMlwMc2kw/XAbydJS5dnZ2A5Dj7/6FcXEHk3bQ1s3NkeJ4\nHpS+rxEHDhhyDI6PSat1pLW1SRiHJ2LlfRzcEOTKfqbNzYEkhffQL+bQwYWzZkT7sizTiRMjSeXK\nxe6wIj8YesBGDgAXeuELv6dTp84qy9LSfEjlvU7OiDtAZawbjfLxO040OTPO+Obvaegv/uJndPFi\nXtxna+u8Xv7y/640nYe0f/+aTqchfR+GHeBxxRUDve1t39Ob3nSvhsNi/pB3Ctx4VOfhh9f14IM5\nu3jXXWv6nd+5Rnt7dfX7C733vQ/q+uv3w3wAfnGkkJ/qmvnc5zb1R3+0LUl62cuGev3rL2qxmAed\n4uDfozDMeZX0StOlrrlmrjgu0g0dXDoZgqHnuQ40jx8/UqtVXsPoeMaDOeXvnnqYZZluuGGq973v\nbr385Wf09a9vBvkAhFT39PuaqtVq2tqa6uqrDxVFxZpyUOvrxPuHjgQcLJdLHT8+VhwXqaE+r8i8\nkyS0JUmSAKp+4ifyKsm33dbV7m6xf9ujdMi8r2nGJXfEltra2g8paZAknkLHvNKX2Wym5z//Tl11\n1a6SJNKf//kz9eIX3ydJ+uY3n6rHHtu69N66Vlby2grMLSlyvladOAK0VlOEcXCq93hkV5K63YW2\nt+eleeBadz6qugI9mI9JouPHixQ+/u9t9P10LidOup06NVEUZSVZJArHswHoTmSisxaLhY4dm6vZ\nnIWML67jgx7hOT7/ZD7V64fa3j54HCnD2iNDCX1IPyCz875nuuKKgxKh5/JOXwDj/M8zHJIk0c7O\nvlZXi7mtZvhUiRqXYxyhXm+mbrewL8yrzxdz4Oc3OrEex6mOHdt/3JpDzy2X+fF3nnJJYIFroijV\nddclqtfLRY58jpwkcUe33++HIkc33LCh7e08A9BlzTEC2Iq1gZ4Cd/Z6mU6cKG9HaLfbwal1Yge5\n9YKduQOY6elPj7Sy0giOONE3HAbXJcwNbaS/m5t7Wl2NS2MQRVFIZWa+Dg4Ogr1AR2ITt7elra30\ncYQV84195piT0WgUTqyQiAJmeupT83bhiBG0IqJHGjDz79l++fo60vXXJ0rTZXCYKXpKliJrlbbV\narXHFSg9dWqulZU0ZNkkSRKOl6LaME4pDiC6ptFoaDAYqNdLtbOThHnHVyBSv1wug/NfJeywifV6\npmuvTdRo5JV82+12KJyFTHgtnuVyGU4EWSwWYW/vM57R1Pp6uegZzjCy0Ol0Qvt8fUtFmvff9nnS\nIqEoYjY6w3aQZ5wkiV7wgg196ENHardX9LWvLUMqaxUskppLigKGNw/XN/W7v3ugm26SPvvZZmBJ\nUGRedpkSz4vFIrBjpBS8//0Lvfvd0l/9VawLF4oy05wzmmV59BWHjpA7rNra2ppe+tIj/dqvTbS/\nv677768F57nVapUmlhSFwWCgTqejwWCgnZ2dS2zFWL/3e3NdeaX01a+uhP5vbW1pMBiU0nwxop5T\nTh7/hz8806tedaS//MsNTSZHIcLb6XTCAub4lk6nE5x8xjaKIr31rVO9610TfeMbS6XpdgBfHjlh\nvogKEapngf/Ij6T64AfzM6luv71wHra2toJxrTLMKEeU2vq69O5336Lrrhvo61/fDkDcIyMsPsB5\n1RHLskyvf/0desUr7tPXvnZCi0VR3McBhztL1Q3z9Xpdz33uI3rd6+7QxYsrOn9+I8i4X+cpTwAW\nFIokdbtD/eIvfkPt9kz33LMTjGbViZSKIytI+cBYRFGkf/bPvqof+ZFH9fWvXxXe7ZFZ359MWxgf\nwP8rX3m//tE/ukt33dXX4eFaycmH5PCIF8/xOXrmMwf6uZ/7tpZL6eGHO8G5xGjFcVw6+genpGBE\n68qyul760tt0770/JKlIE/NogkeiAVse+W63J3rGM76r4bCjJCl0gI89Y4ThLYBvpHvvvVbb2+fU\nbu9rdXWqNJ3pgQe6ms8XJXBPwSEiojlQHelnfuYhvfKVj2lra656PdPx43N95zu98F538nk3oA/C\nbD6fa3+/rm9/u6+nPe1QGxtL/c3fdDWZrAYZYF0wn+70e5rb3Xc3lKaxbrjhSLff3tL996+XHE6P\nuEgKURrWDeRQs9nUc5871rvf/Zgmk1iPPtoOQJXrAEIuf4AUZGd7O9IHPnCvnvKUI33zm/0AjqvM\nrkc0HHDy+3Ra1wtfeFHf+MaW7rtvuxSlAGzjICAvOJu5Q1bXa1/7fTUaSz3yyMrjIixOErB+HRTS\n12uvPdAHPvCYVlelO+9slRwr/9mLbOAUFLpGOnVqrlOnZvrDP9zRaNQsrS9khzFF97n8RFGkt7/9\njF73unO65ZaeGo1+kCuAtI8Bvz/jGRf18pffLUn6/Odv1NmzJ3TixJ5qtUz/+3//qJbLciYC81Md\nI9qyXC514sREOztHms/rms/L6abMt398DfraeM977tQLXnBGX/nKCaVp+fgQ+u3rADnLsiwAple/\n+gf62Z99WPfcs6GDg1bJ6fOInjvA/MzYPf3pY/2Lf3G3arVId921Gu51wtXTS1lHpM3nkcxIv/qr\nt+lpTxvplluOlfru0WOfc9agR0zf9raH9KpXndYtt2wpSZphXJ2IkoqIouvtLMujPzfddE6/8AsP\n6cKFps6eXQ9RSWwvtgfMhHzxjOVyqWPHDvX+99+rbnepO+7ol9YK17qMSwXpifzXajX98i9/Ty98\n4Tl94QvHwvNdXt0O8lzXBXEc69Wvvl+vf/33ddddmzo4WCnpRQhE9HSaptrd3dXW1lYIYNRqNb3o\nRZF+4zdGms8j3XFHURAIWwlegrxDhj36deLEmj7ykZGuv36pz38+Dmc3ejSJYi/MuZ+YQGbeBz4w\n1FveMtUnP3moNC0KmnEfFVU5YoN1MRqNgnP9Uz91qF/+5X099FCsBx/MZYLMNFIy19fXw7wPh8Ng\n85nDG26o6bd+a6h+v6YvfnEa+k91VZw4HEkif0RW9/b2tFgsdPPNU734xXP98R8XRx9JChVxcdI4\npono4GKxULDPSIUAACAASURBVL/fVxzHes97jvSOdxzoG99YV5q2S/tEfR2ypvgOzpakl7401W/+\n5lS7u0vdf38jHDWzubkZZJTTH9C37H0cjUaXCIJEH/3oVFdfPdcXv1gPvkVus/cfRwCdO3dO29vb\nYeyJNn/wgwd64xun+tjHJsqyIm2dMcQe8czJZBLs23A41Pr6uv7pPz3SL/3SRN/85kwPPTQPRymy\nZnd3d0OUfzweBxyZpqk2NjY0HA71vOet69//+7FqtYW+9a18a+NwOAxHyyRJkT3JfIN1kT8io7PZ\n7O9fOm4cx6GKLWmtGE+YjOVyTVtbqf78zxc6dy6/F6WLk8EXQDZJkqDgc4WUaW1Nuv32SHfeWaTj\nstCdhXe2HUcOIc2ymsbjRF//ekONRrl6JAuQ3Pa1tTUNBoNQTYrJmEyW6vViffaz0nxe7OEijcLP\ncqL9hO5hc2azWP1+oltuWdGDD+bj1e/3NRwOS6lVUgHWPHLMWK+tNfToow1997vNsOA8ndYdHooh\n+T6IfBHn4/XlL7e0vz8Nc9FsNkN6B9EgImSkhXQ6nUvzWFe3m+pLX1rXZLKqOI7DeUseccHgArT5\n5IBAWl1N9P3vb+rMmU74O0aWBYohdYfJU22yTJpMVnTPPdtaLstFcxhXABeKyJ2X/Fl1rawkuuOO\nkzo8LLPJ7jg5sCIVg/ekaUMbG0vde+9xDQYbpVQgngOQ8KiIK9h8j6Z07tyGHnmkH/ovFcCZnz0V\nxv+Xy1+iLIt0xx1PUZqW06Dd6ZTK1Vq9OuNslml9fa7vfe8KTSYrpbQtHEeMt6ehs67z6HtHd999\nlRaLRlizsM8Ofj09zp3ZOI51/fX36tnP/pZarYnOnr1WWVaei2pk2sc7n59UDz54jVqtsba2hjpx\n4oKybKo771zV4eFRYD0hkrIs085O7nz+43/8mLa3iwyBKJLuuKOt++7rlIiDOI5LqVmAT9Yw8jaf\n13XbbVv67ndX9MADl09vqvaB3+lrlmV6+OGO7rmnrVtv7ZUAInLk+hHgx99cf85msTY2En3taz2N\nRoVzAfDxqDc61kmELMt0eJip20303e9u6Ny5VgA+PkceoeHD70XqZVPf/Oa2HnmkpdmsfG7s6upq\nKLXvx37lcjq7tKbruu22dX3/++uK44JQ8z4jo5JKsu5rZ7Goq9NZ6v/9v54Gg2YAWdVICvrtclHN\nJEl1zz0t/fVf9zQarZXuRXcAXnxufYzzNZtpNqvrW9/a0GJRRDWImFVJl52dQ73hDberXs/0ne+c\n0v/9v9doPq/re987qXvuOan5fLWkOyAXuN9T1ly+f+EXHtJLX3pWN9441COPrOngoDij2qP17mC4\nXivIgLwi7333tUuySUYBpJZUpI8yrsjlclmXlOnWW3taLIox43n8zvgge+4ATadSr5fpW9/q6+Bg\nPbQT8OxRT3fgfJ1mWU2rq3M98EBXZ892A+B0otT3aHv0w0mQLJMOD5u67bae0rS8PcLlAZLAt74g\nM7OZtLqa6tvf3tF0Wuyjd6LVyWCe43Z2sWiq3V7ou9/t6eLFtXA/97Jf14lDnoFez2Uq1ZkzLT3w\nQLvkyDgR7XJBv5DHXO5qyrJI3/pW99LPWSBY5/N5iDyTfQXuYx0tFgtNJpH6/VRf/vKKxuMi1RA5\nkoqjxg4PD8NWMWQ/xzM1tVqp7rhjTQ89VFTIpi9ZloWMN8A8RC3pmvl10unTiR58cEfLZZFyjazj\ngIKvILjQeblNXVetNtf//J9TLRaFvanVamH/pxOXfrYnDsh0mqjVWuqrX21oNCoINtJam82mer1e\nuI91AzZgq93qaqZ7713R3XeXK+T6WvRILDgQrJ/rMWk2i/TXf73UchmFLA5fr8wRawt5Z6/owUGk\nVmuhr3xlVRcuLAMBQP/BWcvlMqxtTtZYX1/X7u6ums2WtrZquvXWuu67LwlVdNFBRHuRYYol0Y5i\nW1Wk06druv32huK4USI3yEZM0zSkGBPA82yE5bKmej3TX/xFTSsrnRBQo99EOpnn1dXVkB3K2KXp\nqnq9VJ//vDQYNEsFp4ikTiaTMK8bGxshg4cterR1uXziwkSRK/u/q08URdna2lpgBNM0DZuISUNd\nXV1Vr9fT2bNng1EhBO9GNo7j0pEknnpar+dlmX3DLQLe6XQCs0GRIlduKA9SoqSiwArPYdOwTyYp\nM7BkpAh7la719fXA9CRJEpjZOM7LKw+HQzWbuXOII0sEYnt7W7u7uyX2sdfraW9vLwiCL1aExA0a\nRiuKohAhPTg4ULvdLrEc3W43VPT1c6t4DxHgJElCtWGUoaSQnoVgJkkS9hHkDPCKtra2dPFinm5G\nUSoOSCZVmuNjVldXQ4TJDQ0fAAPK20E8zCV/86gZisAjB9U9Zs5AMX4YUhQEcokxZRHCljqY97Yz\nPxhyUtEpjuVArrovEqLCI70e3fO5dsONzDLXHlGlXSgS1pKPuUcIPDWzGqlGbr2QhKfZsNY88sl4\nVtvsffe2VEEJ7cawojNe8Yo/liR95Ss/qdmsF9rPe5Edd9iZF8YExvw5z/mOXvCCeyVJX/rSKf3Z\nnz1FUlHkIpe/RFdfPVWrNVGvt1Cvt1C3O1O/v1S/v9Qjj6zrD/7gSi0Wy+BQeNQQgEcKPEaV1B5k\nAnlzQ4lck9lA231v0OWiKwAe5Mj33bnMOUnlVR0BOhjLJEnC4fSMK+sMOfBxZr2440EbnbQAGEHQ\nMQaQlDzD94pxrjH7ify9VDonJQ5ylP1WPLsqI1X76aQFffNo1draWtB/rjsYU48a0XefW1+LDurQ\nMbzfU3Gr64KPO1TtdjvY3n6/ofe85y7t7Ex1+vSGbr75OZrNiuIwtIE173MaRVGpCAiEJn17wxse\n1o/+6J4eeGBdv/d7N5TIOV/bUqHP0ceuB1nT3MN8V8k1rkNfcx3yCbDjHbzfiVOe53PKu6oktjus\nyLzrNZ9n5gzg56AUQEmbWYce8WY8nGxymfF+ME6us/0d9NuzE7jHn0u/0AOMCdd7tVbu4X7ayHOZ\nGye+PXXUCUonnVxe3OlkjNFJnhXCGmKtT6fTAJZzcj+PAvX7/bD+kV8/y5J+gmdIq2TPHusBe8pz\nKMLDGA8Gg7DHEPxF4SAia/SV35vNpnZ3d4PDyh5ESQEfo7MYt+VyGdo4GAyCo5gkRSVV5BjZpb9c\nn6apNjc3Q5EhPuxRxfElMnl0dPQ43Ikdms1m6vVy20u/kG+cyslkEu4Zj8c6fvy4hsOhDg8PQ7+T\nJN8/ybWk6lKI6HLVXHu9Xij8c/HixZJtabVaoZIxQRm3oUT00G30m/4QbAFTMffIA2NTr9cDfveC\nQ51OJ2QVkVVVq9XU6/U0Go2C/AyHw4CFwX7UvYFQobZMlmVhLPBztra2wvshXKbTqTqdTojqEg3F\np6Bg23w+V6/X03g81traWphjPgSQhsNh8J+QmUu+QhlsXPrUL/fHv4sPwNE3LO/v7wdhyLJM58+f\nD2kLOKD9fj8wTr1eL6QKwD7huOXs/CwIOkaM36kIdnBwECrkUuUJ9oJccPLQfcFLhbPBIPP+Wq0W\nHCkUIpWyPMLBdSwkQuw8GycY55QoCwwTzp2Xr6b8cq1WC5XDYEtYdL1eL/xMxBIw1+/3NR6Pw73T\n6TTsN8VhdkCVp5qc0OHhodI0LSkYNknDsEkFCcD/MASMK4aTs0mJEl955ZW68cYb9YUvfEGSAlAm\nFQWw6UAZRxfmM8uy8Ls7kYCdKihPkiRUCOZZEA0OWKrRjcsZdNrrDqdfgzHi75R9d+PrTLhHIL1w\nC/0v2ORaYO8AXg6cPboAe8o84bi7Q0ibGQN/lwNe+sXao+8QAlJRnMKdSHcoAIbVMXUnhr64Q+oE\nA2OzsbGv4XBL3/rWiySV02IwGh4pd0cNxxOGdblc6i//8oQOD4/0D//ho3rRi04rijL9yZ+cVJap\nBEAfeaSl6bR8ZiDtj2Mpy4r9WIBS2uAb/BmfIkJWTmVzXcT/vbiHry8cMGfyWQsu69XIOe9hzIoo\n2zIQbABsAIKTNzjaZEjQTuQGQgSdyXu9kJrrTmTCr/V5kxR0LrLlf3OyinFyIsUje+gQl3Hkke9e\njAzZY4z5nRR2H3P6RITI1xDrmft8/AFuHjnzQmn8DafU093dqSg7CpFe//oHtbMz1cFBrP/2367X\nfB4py4pUSp7vKab0G5spKegvJzF2d/PMoi984WRpfbrDyBg4wQRA9awW13E+f9VCPThvrnOod+CE\nrTu6FFdxB8wdcAhGz9ZhzMECzLt/ucxJRdVUzwDxOXIHgfXotoRxdce8qjtdr+LwQWK5HLCGkRXI\nI3Qt68DJCJ9fPjhjbmcuF6V3J9r1ixcy9AgnW5/4uO1wu02/3F4mSVFbgj2JPHt9fT1kgU0mk5D9\nhnxmWaa9vb3gkEKAUfDy7NmzOnbsWEk3IRP1ep6WCc5BR+KAUo+EvYLuyHggA6dxa2sr2N9er6c0\nzQt8xnEcyHrPbgDDICusUZyEZrMZAg9kh+DAECAg4oezjq5yAox+gpM3NjZCsU9wQpZlwUF10t7l\nxM+ezLdaFfVaiNK22+0w32BhIoO1Wi3UZajX68FBJArYaDS0t7enOI61tbWlCxculNq8WCyCs0rq\nb5qmodjQ+vq6Lly4EGwIQSjWGlmDYHnWGUQc4+5kF3rL10q1IrGTYKxZxntnZydEUnHQaQPPwKda\nLBYhXZp2cw14HPzCWbCQSh6YqdVqpf/juOJ0Yq/JdvV1W/08aem4ksICQqilQiDpFEw6TDvGiMVD\nNJSoHwsOEOFg0yOuURSF60nHwPjAjMJIIKQsOgYVpxWlQHQVI4VSI5JbjZJyCC0flKYbIIwh6R70\nn7Y5oOK99NEVuTtTREMwXoAiFA2g21k6xgOn1fczAEiosrW3txcO5UX5u4Hl+YA32DOfH9oFIxRF\nkc6dO1cqelRlf91Y8v/q2HINypnxdKDvoAwD6GDUgSXOWLUKrAMr/u4Oa5XZBdR4VLLK8DrYAADi\nBNBmnxMfY8AS/XAgz/cqWPd+uBMIUHAHA4POd2SYnx0sVCNryB//RyYc4HA9H8Bb9cv1Bw5ZPoax\nTp++TrVaYTRxVmk/suCp/uwZorDQ4eFhYNIfeqijJIl03XVjPfWpEzWbc919d1vz+aIUtXDZ8j23\naZppuSzACgbJ052r0Q1kyQkQl7XqevBokVREDt2RdSPoBA1ywjxWQaNHGPg77SKS4Q4DcgBh5G2u\nRnNcFwJKaTv63x131nXVyfKxi6IogDS/BlCGHqPNHjWqAm3Gw8E2sutEg1REoH2uqtFo109OaPkc\n+Jz6/2mPzzOpXdzngN3XvqQgp5L0ildc1E037SpNpU984lqdPt0qtZk58u/V59EedzBxaNrtuba2\npvrTP31KqS3IXjXS5uvaQZBHKF3/knHh6Z4O8HxunRhi7KoOrc8vbfW5QuYZcyd9vB8+b+5o8tzq\neFbH1G2594W/szYcPziZ59eRZujPdj2PjvJxc6LTHbuqHfPx9TXDu1x2nTj18XXd5LrT7bePHX3l\n4+SsEyYAb4qHgfX8vHnXddgHzx6gcIuvdeplMHc4ZJ6hgGOQb5Mp7BJ2H90Pzr2cXYPcwZHlWA36\nSnadF7cCvzrZwr5Nt0+0O8uysHfQzzaFXKS+CQ4izgjBE5xHL8rHeHphUbAd9zCH4FyP5kJYQhxE\nURTSp8G7PJ+MDqm8TQc5w9/w9Q0pw95IyCdsPY4mW+fAU1mWlbAx1XWJmHa73SBXON7slYzjODhs\n9I35mc1mwS9hOx6BMOTSCSMvhIfMOZlOhBVyBdKCCCeBJcd2rBsiyaxJSDQnAPnd/S9IluVyGQJU\nv/n3rTouFb263a62tra0t7cXJgUFwWKDhSISsb6+Hjxr0g2Gw2EAi14dlwikpHAorLPROJNra2sh\nasO74zhWv98PzD2RBJwrDnFlDxgThILwj1fnQklICgZaUokl88hjvV4PDqen28LYsFizLCsxDuPx\nOGxcxnDDqrEIHThcvHhRrVZL/X4/9E9SOEiX9q+srKjX64UF0+l0woInlfjo6Ei9Xk/tdrtU+YwP\nxoDxolpjFEWX8uubAVweHh7qzJkz2t3dDYtDUoiSoMDcGef/9NsBKt+ZO5S8G3WUK7KEQeP9OCwo\nuCoQkhQWsRdpoU3ch9wgi1JR9IFx431szvd9OFXnFZCCUkHOPEXKo4WAKmfXPcrlVaRRnr5B3iO5\nECbsMWk0GqVzX/3cLNrKnDEmDtD8PbzjcvslHUChoJ04yhV0Q/V6cXYvLB77NgCfyCWHXw+Hw3CW\nLSAGw5plmT73uR396Z+ekCT9+I/v6md+5geq1QpHmja6o82H/sNQMic+/sixAy0vOFF1MpBPZCiK\nouAQQvI4uHanj2f7XBKFxMgxr6wRJzA8dRXghbyzpQB593nPsiIVGeOKjmKvIO9jTj2zhHY6sKO9\nOPjIk+/fBCACKBhf7ve5cl3NO1iLvAs74IQPRKKnTbvD7NFu7omi4hgAdIs7PAAUnzvm2m0MjgTj\n4A6jgxd01w//8JFe9aq8+ML/+l/Hdf/93bD9AbkiCoTudDvGOPieK8gqiIjhsKUvf/lKNZvF3nBf\n9x4dBgDzHsYQHc3PrEfWgZMv7rT5OHpU08k3JwH4u9sFxpa58qgNckoqaLPZLL3b5Qxw6ESM2xLa\ngkw60eey6muCtcoYeB+5jui06xZf705c1Gq1x9VfoA1eoMyJJwesT0SS+Xri3mrE26ORyCzXo8MY\nR7dBTjzQl8ViETAXGXWSQuCBIEexP/Ag2HDmbHV1NZzT2e/3S6m0/X5e6Gt3d1fD4TDgNsao2+2W\nyCzWL/qLNUN0k8gjeh6sR6rqmTNnlGWZLl68qPX1dXU6HdVqtXAcCH9rNBrqdDpKkkSDwSDYl36/\nr3a7rRMnTgT7vLOzE86yJsK7tbWlTqcTUjWJtOFwgfNOnz4dsvA45gb7irzilDHOg8FAJ06cCLof\nG4V+7vf7QWfz/larFSrQ01eOP/TzNKn2m2VZSKMllblWq4VqruBYMDEnR4zH4zD/J0+eDLIN9qZ4\nKWNAQKPf7wddv7a2pt3d3VIRpZWVlSALyBi2cGNjQ71eL/gdpMxS0ZY1xBpL0zREN6mcDMnK/x33\nsm4pYrq9va3V1dUQVWabHH/Dlvf7/bANjvHyYBp+F8GtNE2Df1Sr1UIq+N/2edL2hEoKC5nBxfCy\n8N0QsOGbgj8MMsqOTbJ+dqczIsPhMBS8gfnAaHh0FYOMMMEmkT7K7/1+Pxh3D4XDKsAOYDyIMOKw\nAVYwVK7sWcA4ZVKxcRmF6wstSfL0162tLWVZFo6K4fkwRrTJgQOpwP4sH39Jwal24+hpxFyDoV1f\nX9f58+dDewBEXhVQyg0Sueo4PMyH7+lM0zzV4tixY6VUE3e+WIwYUDdu9If2OetDO5gHjwQxVg6M\nqml3Dmhx4qpsdUX2w73+DI/MOBjCeHkamjtl1aiBs9/IfnWvGeDJ70VJsR59zJyZ9zZ6ClvVwaZt\nPLvK6tL+Klj0SAQfByu83wGsR/OdPXfgzVgAApgb5P3g4CCkTVHlVipYZY+K0S+PyrzkJWf02tfm\nAP5LX+rrM585oSQpIgYYKmf/AYrII/JH31w+HYix3hg3v46UT5cz/g5QxVnyOfc9nu4gOghkjfNe\nlwePprhz6UAUeaIPDqQB0B4F5n/oHda3s+ueEeDrgvWNfLKHB6LR25WmaTgeC+ILUERfaTty7ZFM\nnFlf69X1zTUOmCG4/Hp3fJE7d+J8/mlDFYRXx9yfT1vYt8zPx48nev/7H9L6eqpvf7urT37yamVZ\n+fxOQCXvcAKL9nnWiK/HIvI2U5bFms2WJV2EPfR7AF+uD+iTFzJyGfE+e+SWfrhuc33O/1x/VnUm\n73K9xjv4ZFmxH9HlAflFvhhD5o8584g1JK1UROD8/R7RQQacsHEixPUpY+SR6qI4X6HrcTLcRlTT\nBz0y6KSb2yxvJ/rHx4s+Ve2Yjx194voqkY4McS2EyNHRUXAuB4NBKdLEGJMZRkQPLOCEVTVKz5Yu\nxpUUVo8SJUkSni8pBAzW1tZKeh5MyntZo8wLH6JUlyMAkGUin9gVIqvMNX3wv3EfcuWyf3h4qI2N\njaBPfX2gCxl3cHmSJCEqKBVk32w2C/hcytNrd3d3gz1eXV3VcDgM5HMc5xlyXsBpPB4HIlkq7CDp\no4w5+BcSAoeeABTrgkAYOBXfACeLyOpwOAwnWMzn81JatssykUX66Jl9TorSZvRWlmUhUMU+TuYQ\n34K5x+H0E0W63W5YF+h1nMHhcKhjx46FcciyTOfOnSsF2JCf6lxBaNE3tmwxhmyhdMLMcSj6dTQa\nKXuCPaFP6jmhVISVCsVI1IEIGBNE0aHNzc0g+JPJJDhISZKEzbLj8Vh7e3thgquFidjcTIidSUOR\n4NDW6/VQNZYIJdfyP6lwQKTcoHikFsYCxw3FCYvBRn4ijSyc6XSq/f39sKhghaMoCkKDAmN8KJHN\n3lSMJFFn2Gs/v432o6AkBcbEx4yFw9/cAY2iqLRHgENwPcUZgAfbJhVFXjwPnYUDwBwMBmEB0Bb+\n7xFGj465o+RK0tOzATlEvrmv6oQ7EHVmmQVb/T/z64y3O4TOBHvKk5Mu7mg5u4uxdXDk84LydgCC\n4fKoCgrEo0g+l4BLB78ePXXnzkGns27Igjs6Pi+wnO6c0iefU2SyGnlwtt7HhugmfabNGCEAD5H3\n/f398IUjSrn8yWRSOkuR9ViNyCwWC/2f/7OlP/7jPCL6ohcN9LM/e0ZSWnJOkGmPajn4diCIkwFo\n5eNAC5aVfrF3hDXs69rXl6TAgLO23Glx51FSaY+WE3fuxCEnGLPLZSggt05uRFEU1p/LbHU9ugPA\n+xgbT4X3L0AY+hRg4W33Mc6yLET9XK54nkdymSN3ihlvj9JwPbrKnQ1k4om+M3c+T17REznwVDsH\n4TwDefBxQzfmgE56xzse1fp6qjNnVvTpT59SkhRnF7oskpLuY84eLOoOuJPukbx8PFcVRfUAgt05\ncifa9SdRbvpF27kHu+k61e2Aj7eDKpdn1z18AIC+3qtAi7FhrJwY8TYD7lxv+Dy58+hOMdf6OZY8\nm354n33tuz1HXnmnr6XqERbMCW3yaL/Pjzu49KO6jp2UpG+MoaeD+nPdTjDWTia6fPBeHDPkm6NR\n0JFgMI+cYjM9s6jf7yuK8q1azDtZHqzf0WgUUjfBhU4Q+pg5luTYk/l8rna7HeaE/vnPaVqcGe2E\nsDvn9IH7CDSgKxaLotovY7W/v696PU/JPTo60u7ubrBB4AnWKkeNgTGRJ5wUbDEEIrqT7QdgRObT\na5Qg09iBOI5L9Vt4DjVZSOnEVhBYYXw8DbjdbgdHDvl08s2J236/XxpL3ot+4sxTSSFIgu8AboLc\nZGsWDiVri3FzvOMObJIkwUeJoiikIktFZhL9o32MH04ujt5isdB4PNa5S8eJEKzyjBJ8Eb/f9wIv\nFotAlEgFZoRccJLeHX1k14tqVUm6y32etD2hDBxArNvths2xbAgGoCCgSZIXT9nf31eWZcHRYTBR\nkoTaqe5FKJnJJyQN+0TaaZqmIcKJ0sHAcl7ndDrV5uamLl68+LiKdpR1hh2o1+va29sTKQ6kREgK\ngIb8bKr4kj6LYJAP32q1ghDjwNbr9aAoSLtgHDDOWZYXeKrVaiFlAgVKASJJwVlHgcCasFi8IBE5\n+7SHA3RhiUiDRjgBCe12OwAPDBhFqVCMpErs7e2FFFCE289+YmHyfICkM9QoHmc0UZgeecDAoYQx\n4sigs+nOiKI8GRePOvm+NwCBO2i8m744G+7gwY0vz+ZeruF3Ij7ueHA9Y+J78zxa4+3i4w6ipw1K\nxT4OB1sYMI+i8T93Rvkw3ih/2HcfY55RdZ55HobJU4CRGSI3tBujQMVnT7NFh6CDqmSIpMdVeXVH\nJIoiPfjgmo6OYt1444Guumqqzc1Ud93V1XJZ9McdFfSGR6U9GgjT7qAL5x7H0R0+nABIOTdmyKLv\n92D+nAyhPYwf7WSevGAG1zKXTnx5oSdvE21lPUFQ8XFQzXpDZh10+nfuQ1a4jqiEVEQR2Bvj84Cj\n6Pcjc/QNWfM5cjDDWDp77f1H9l03AArcUUeXVQGaM+sOdplHSUFnuzOALHnaP/3I37nUm998Wjfe\neKSjo5r+0396qkajYi8VOor7qv3mvfTL15qveeTboz2uC5yMQLfQTq53feG6Fj3hqePIjcuJE31O\nDgKw6JuTu9VIIHJW/UCqMR4O4HAQXMdmWVYCej6PtMedO0hBZJt5YRycjEJvIVc8w58rFQWOPAuD\n8XSdwbvcEfGIWPXjEUOP1Pr7q9k5fHcHnfF0QgYbR99dDl0/sFcSJxRgTSQNHEhhTPTi7u5uOM6E\nvkgK2wnIUnO5PX/+fMhww0GjxonLJTpIks6ePRscVLAN8jocDsPc45Sw7sFdnjLKNh3sL/Lk+Iyg\nD/3d3NwMlVB5LoWOpCKyyNiBTyHAVlZWdOHChSDj7Al0R4sMxJWVFY3H42BTeNf58+dDur/rND6k\nhIJRx+NxySFn7yoR3dFoFBwuj0DjIDOW6FYcN7dJzAEBLrbDodvQ/dVTLFifbn/YT+rYwwtUoV+w\nU8gJ0WzmwotrUvCU/bQelAD3zGYzbW5ulirIJ0kS5pOAHToLP4xMU8fByC+yH8dx2I5Qq9VCUJAg\nmpRv62O8kN00feI9oU+aE4rCwTFhQy8KDNYER4xFNR6PtbGxEdJHMeQsZJwlBtsVlTN3LH6UNRvL\nWRAIFUrRU44QtE6nE1Is4jgOziPtd8PARDYaDe3v74eqXzBVDhadZe52u4Hpw2CgUInuoJSXy2VI\nGUDZOUOWpsXBw66wUB5Zlu8NgJHiXCA+7C3lfTjh7ii6so/jOBzzwj2wRcPhUHGcVwFDFgBQjAss\nEim7OsyVrAAAIABJREFUKFqvVEwfnfmVypVkWcxVR8sjMO6UOThxR9KNLu/ime780R6pvDm+6qy5\nPHqU0d+HzHnaqyt6j3AioxgA2k6fHFTws6eDoNy9He4I0yb/7o41z/QvB0s+Dk4E8L3K6LuM+ruc\nrWUvE+DA203EkygNmQ98UXUbUoXDpQFhjAngm/nzyJw7iY1GQw88sKLptKkbb9zXlVdO1evNdccd\nbSVJQS4gbw4sGQN3HKpzxz1OMrgO5DrG0GUKw+gOF7rRo0PVdDnWCc9FtjwroBpJuVxkA8NXzTJw\noFyVJZd5J2yqwBhQy70eYaNfAKXq0TYAgaozy7PdCfOxdaLIdQr3QMq5zXBw7g5HlWhyYMH7ucYd\nLZ7p8o6+p63ImOszALIkvfSle/rJnxxIkv7gD07pkUeKypNVJ8YzPZgTTynz+ZeKyD720gkh5sTH\nLUmSoEdd73r/eRY6oarPquvU7+VT/R15YL7c2aWdPuYu3+gBxoI14c4wDjZ2iPYyT3z4mTF23OKy\nRRsYdyeQ3JZVCRInSxkb3sc4gRXok5Oi3k4naZy8AUcwzsh/rVYLJJnbST4Oepkftzm+Jj1CS3+Y\nBwIIRAJp297enqS8Fglkj2NMT+9mrtyh4zqIfI+q0jZ0EH9z+854YJP8jEnIxkajEZw8ghvgQ5wd\nHAEcCog1d1w4pgV5oUgkwYXt7e3wHsjBra0tjUajYFuZD7IQwK6+NxPSi0KenExBFJBxwMFmTNDR\nYFjGlcivF6LzzAH0Fo4sz+RaKtMul8vScSuNRiM4k4y54wd0MlkzrC3kmWxL1gb7c/E1kGXwMJl9\nZCd6Zk6n0yk53WyfIXjkgQNSw9nPCkbGMSS4xvGPBN6wyeDbKCqq37IeeR7bMrCB1MihKu/ltjRS\n+RjHGvljvc7n8+D/sM6m0+kTOqFP2hEt3W5Xe3t7QeBgVRxAN5tNDYdDtVqt4AyR+sDmYBaRM5ss\nXJQvZZxZEJxphLCSGsHxJEw2g4rioA0HBwdhI+/Kykpw2ra3t0MuNUe/uBHv9Xql6q60i4XuToak\nIPjLZXHERhRFYdM5jE+r1VK329W5c+eCUibCSESH/sKEoWSIQuO4MqbsK5UUoonk5zM+MCDMjwPZ\nXq8XFhqKf29vT51OR1mWlXLYiYJ6ues4jsMzWfAenWKzsxt7jCjkgFROtyJKwXUOJgEgUgFcYcyr\nQAZnz1OjeA+GBAXuciiV94iicB2U0h6KIqGIeT/zRuSB8eM+QCH383GH0vuLo+97oN2AYODps0c4\nvF0OVOgPrLo7nB7h5Fp3lumPAy6MmDutOELulHA/judyuSylNAFQmGP2YHjEiggIbXQAwviyVn3O\n3XH+q7/qKklSvf71Z/WCF4wURZk+9alTAis6aOd39JOzsYyBy40TKhhB5tkBZpXIqJICnsLF3Drp\n5mC7Xq+Xxg09xXtpP/uPpGKPuJNAGEcHx8i4lOsJjBoZIMgR17Nu0c/edmTSyR76ANvsziyy7s9G\nhlyW0TnucDAGboCTJAlpWYy9v4NPmqbh+AJf+7zbQTjRfKLaOHNVwi2KijOiq6SR9wOwFEWRnva0\nI/30T5+XJH32s9u6446u4rg8hi7XEIiXK+7kOpJ6DC6LHm1gzTCOjAUg3iO1WZYFm8kzmCe+o1OY\no6ojWY1KOtni/eAa9H+apoFEZZ48cuhEB+1z28GY8ywKfKA3sLeuE7kWmXenn5+RA+YEHenkEnKP\n7iYKR/uqz2es+Tvr0Ik2t4FO+DBf6HuOTAPccr+Pv687lw0nOiDcnbAAi4CFeC/RISJd4CbavLW1\nVTpnHrngZ/7HvkZklpRQxpZr6/W8Am6v1ys55L53F/3IeZdut6SiejKRPnRes9kMDhf27PDwUMeP\nHw96gfFBbgnKgP18+xj/r9WKKtVxHIe9fAQccMpxMpMkCc4J58R71Jz1QmCl3W7rwoUL2tzcDLoN\nOcGh4dkEG1z3eZaElNuTEydOhKik61PWEkWKms1mOA4kjmNtb28HP4E1vbW1pcPDQ+3t7YVrR6OR\ndnZ2wtwxH3EchzmDQJUU7KCPASnAyCH4HPlnjyhYhKNkIGVms5mOHz8eKu2C6TudTphfChplWX7E\nC9F3/BvHoG4fKLiKU4p+5SxYt4f7+/vhPYwF45QkSfBXOJN2NBrpiiuu0GQyCcfEUKEY3c75p3/b\n50krTBTHccnTph2AYa8ACGBy4J1lWWBdAG2rq6thQzTRUFgQFwB3WqhSxTtoD4eyuuPR6XRCCoOn\n7uAgcf6Os7mj0Sg4XuwNIKSOQcKYej8wLihaUlHJkcexQ9j4G9exaEk3ZvxQ6J6ay1msKBjSC4ju\nAnBIX9nf3w/H0cDuuAL1MtSwS8ynL5DFojhmhlQASeHner0e0goODw+Ds1yr1bS1tRX6T3QDo+GR\nMt6H0nbnAZAC+1nNX/d8fmf/pcJ5guECFDuTx+84koxvNbrjjqQTH1VnRSoUH4oDR9mjYhAz7sjg\ngLvDw/MctAMA3HH2qK2vVQc8/kza4kYDBY3jU2XMqw6XR5hZY8wn88gX/YZR9H1zXliINEfkASDj\nbCupI4ydR3CQWY+CMfb00efhppv29KY35SD/G9/o6JOfPKUkKR9lwrx7Kiay4eeP+fi4Q+FGhOfA\nTjt4ZX4gSXzOPWPD5dEdRGTFnQQ+vAf58Micry3ayoc1i8NKG/2LttAvnsO7PD2x6ji5zvOME/p0\neHhYYqlpM/qYvrlso/epUcD4euaNt99tDfPDXCFLa2trQZeSoolseETMnRrWMo5Cmhb74qqOiMsK\nz+r1FvrX//pRdTqJbr99TR/5yCnVauW9cq6vPUUTfeJ98ci4O3L+LECm62XaUyUHaStkK8/zn10X\nODDnf5cjA3weGTefS9dX9Xo9kJm01deJy7ETEp6FVCXccAYhbJz4QQ6dhKvqVpdvdzSZI3doaStY\nwufMn+mOLmOIHSWrC+KCOWVNMbe+ZrytPo++ppAt0kyZR/BLNVpNf51Ipt30j2qkrLeNjY2A4cig\nw1miD7QBHONy63aaSCL3DIfD4GxkWVZKn8+yLBzJx71E31innmXF2OFARlFUKm7juo60WgIEkkJd\nEQIq4/G4VAyHaBs4jTmNoiik9XI9DiKZfgcHB0GOqPEADt3b2wuyIUk7OzvhDFYieKTQ+rm0nvLa\n7/dDBJYASRzHIcNwZWUlzCO6mujp4eFhcI7jOA7Fg7IsC05XrVYLUVGIJ1JLWY/MDzLfaDTCeZvb\n29shiujzgrwShGGtHx0dhTM+OeWBoqY+x8igFxEFO1JJmO1ynF3rhLsTin6WKvZgsViE8cC+gtmR\nAfoGzoRYkRSi6Z5WPhwOSwG9qt6BoFkul9rY2Ah4iFo12RMUJnrSIqEopWazqY2NDe3t7QUnkgXh\n4MkFlJC0sxKSArPAxu+DgwN1Op0S8yEpgDscLNoBgPcPBor8ez4wHzwDAfHILBNIxJIqY0RJARyj\n0Uj9fj9s5Ob/AGIAtKffYGC9Chn5+0w+ztDGxkaooDUajUrjhdPIB8Fzx9grDdMPhJZx4ToixrAq\nksLfcWrjOE/DpZgRCxjGptFoaGNjI1RLkxSAGuDg4sWLIVqKESO/HqUM8HFQKBWRNAC5G0gWFSDA\nHTFk0cEkBAHREi+iIRVRIne03Cl1B9SdvCpTDUCGzUbRMA8oJubclZVHP6tAHaceg4uh8+iNA3HG\nwx0j5s8j+v4OBz8ACQdZDsKcBIAR9j2fADXWlP8MQMURxRnF8WWOJIV0TJcJBx8AYj5OCtD2KhnF\ndfTlS1/qS6rpTW86qx/7sbHiONLNNx9Xvd4sAUQMnDtCl4s4VZ0vlz93ngFi7hgzH1UQWgWirDXA\nOc/x//N7Ncrm8k6feL/3y50h2sW1fswD72A+vA0eTeH97hj7vDFevn5op5NFjC+/M+ZO2Hh6WtUp\nZ5wBmaxPgKDLDeMPkAFIIa9VkoW5dFLJHQw+jOPlir4UMj7XO995Tp1OovPn6/rEJ04pjosImOuz\nKCrOUUUn8T90Go6xRwtd/6DviI7yu5MekM+uq/kbjgdj4I4qX+htJ1R8zbgz5/ILSGIMeT5yjny5\nbPtz3BHE9iJXjJUTTVXZd4eRefX1hr7x6LivX2SEZ3gEsUpQYjPcRjnBwXv5G+0hmsnfaI/rFV/L\nTnyQFYZD73LEta7zeXeV/KEvTlyBs3ybhesBCsnhtFG40j9cyzrEASHTyskTxz7+QTaZQ08XRUY8\nEs2HrDOiuES22EdIhhhtgejg/dTQmM/nGo1G6na7iuNYm5ubJTJxsVgEbAXOWizyI0ZOnjwZ9s+C\nV51kIYLKOiFy6vgBWzocDsPaRy+Bq/nd55ojW6Tc6YEgIHCBjHEPjjw6FXmB+GHrGjbHSSfklv26\nOMo42VI5zZdAjZNcvHc8Hmt7e1uSwtzEcVxKgfWjJPf29hTHcWgXp4JMJpNgY+kX1/n9nCoBYYnD\n6gQA65RTK2q1WsgwgXzgOBWincga+6Z5PgEl5MGj95IC2cGHoBWpuvgYzD/bKJ/o86TtCSVULRXH\nr6ytrYXBzLLiaI/FYhFCujhl5JF7eD/LsnB2JmFhGA3YjzRNS7njTBqbfmE2pKJ4EM8k/RZFxXMo\n84yjiIHjsF+ECbBMFIYzCXFOcQCJuHqFL5TNbDbTsWPHlKZpEGJJoS9sGsYZpmIWBsyZdlcIFGbZ\n2toKBVtg3XgWoJ92A67YSwdDRrheUkkxIPjcs76+Hr5TSt1TfKVi0z0puVEUBeYMZYnCgVnGKLjC\n9r9LxQZzSaWxcPYZBeRFRtiX4QDBDbSnzGGU+NmjsvzdU0ppB4u+Cj7ojwMGj7B4Ogt/dyPrYMT/\n59EGZ/xRiihIrvcICNeSOu4GzEkTZ0E90uMRlqoTWK/XwwZ6ZK5a0Za9naPRKMgQlW7zIhFTLRZF\n1UoMIuCPNiPfgFoIHdjRKiAHWLLmpOKYJZy4NE119mxHe3uxnvnMia64Yqbjxxe67bYNZVkRJQM8\nM86AfHck0QPOJLvjhhyjCyChWEMe1ak63Bgzdx7oZxRFpdR2N0ge7WT+PMvAjbc7BTyDNcfv1Yif\nM77IDeOC401fHBgik058eGSF9cP4e3SVbBvAhD8TwgbA4U4eMs26zLKsdFYtMuy6yuXeI5y1Wi3M\niRNCntroDoY7zsihOx1cj3y+8Y3n9JznHGo+j/Rf/+s1unixXhpLX7u8B3l2PeN/ZywAkO40uhx4\nxNQj5VmWlRyker0enuXjxNi5U+5OJnIEbvDIqBMa7jzSFz5OkLkMeSYJbUJuXF6xdf4e16lc406y\n61T0tbdDKtKPXQ/zTLcLVR1BOq5UkKnuaEIQ83z0Gx/m2IkayGecC5d9ngGopx280wmOKoHhdsDX\nK+uU62hPmqahWi1ywzxRLwAZJhMGeQNjMUacUkCGGNgP/ePRVOySZ4XxTtK3cSSQbScWJJXmha1n\n9AHZA7fW6/VwBiljDOHMPBBFZXw2NjbC+BNZq9fr4eiN5XIZsFur1dJwOAztdX2ZZVmIHLJeHAsu\nl8tQ1IgAEEEJInlgXJxZqcj8A7+naRqKjaIHKYAEHqC9pLsyzkREJQUs4HqD7ENJIdCVJEk4U9W3\nG5E9ScopY+U6geKni8VCe3t7YZz9XHSObKTPYA9klGKikB+MNXVVhsOhtre3g8/hdte3qoFLWX84\ntjiYyDwBmuVyGWSU/oHz0rQ4ZxVscOHChZAp0m63S0W6oigK+20pyoWfgRwNBgMtl0v95hPsCX3S\n0nE5YJaBdLaJDuH1k9/ui4OKX0mSlJgZlEkUReHMIYSdaBoFjIi++qbv/f39cD0sT5qmAVjyuxs+\nQv1HR0dBuD266HsLnBWv1Yq9Pp6a5IwqbfCUYQwiSgwWluJOMEOetsFiJUrprBpOCEaR+wAVMEb0\nkcWOI+NAxZ0wGEvewWG4fBhjHCA3whgd3yQNqPL0gXa7XVIwnuIEK+l7wZyxxBh4ROeSfJbmwVOA\neH+Vfa4y14wDislTe6vstzuyjIuDJ3eceYez3W6wWSM810GMg1+/xwEH1zGWHjVwJ8Gf50DRHRy/\npwquvL/uiPq7iXQT2U6SJBScwEH0dFu+MPi5cZzoxS8e6Itf7Gk4bAUl62PoaSPeN28/Ml0Fh7Sz\nCpwYO4zbj/3YQG984w9Uq0m33rqhm28+pUZj9XGRCHdiMFg+124MGS9kmb95lAOQiV7yNGjXC8gA\n73Rnw69nvVajaw7mWZ98PJrh68oBPnLIeFSBKe1zwO462tdh9d2MGXPljjR7x/jyMfZxJZKAfKHz\n6C/tZPxoq8uJ/067/Vr0IP1HbzEm3OPrx4lPdwZ9HZJeWavVdNNNY73lLXn5/ptvPqlbby3Sq5B3\n2sUzmSt3AqqRM58H15PYNsbdnWaPdDCeTly5XuC9/I017M4fz77cuFdl0deZp5P5/1yeeAb3u4y5\n7YTAArRLBSlEv7GTrkecyPB3A3qrNsvn1nWsO4uODzwbhfFyh5F1QuQKB8CJGid2fI27zDpJ4OPr\nUUCXG09H5ju653L61x1QAgG0r+oII4ce3XZHlbEmXZQ1iCxSYCVN04APyciDTCcDBSyEE0EUjTRZ\nZL/VaoV3+5jh6NFOMuaIEOIss6Z8fys6y/Wmk3ZZlpXqiUjSYDAIzgNBFbfRZAC6vnf8wc9Etz1y\njHPq2VxOyHiKu//f67NABrCuPVqXpmnA7fTRCR6PdrL+mF/kFpnkJAtPl4XgJCsPgoA59a0XPMe3\nuXghTWSEgIPL8GQyCdFr8AxbCfENeAbf8Y/cJvsYNRqN0B/WCMEbrgWTem0Y3waE7JOF5rJKYA57\nSHqy61+PfvP88+fPK3uCdNwnNRJK5IxBpYOwGjgv/Ezk0YEjOeh8EUpG0XgKLAKF8NAGJpuJJCTN\nXkl+J1KJYkJpkT/NXiyMfrvdDgqCamiusLOsKKyBoUMZxXEc3knqgKeOIpS8FzBD7jwLQ1LI83YD\ngrCzQFj0Lqy0i0q2OIIoQt976A6mGzgMyeVSmt3gspi5jnez8BiDamSw3W6XQJYrXqkAoVXn01lo\nN8bVD3J2OXCAYvb5xEHl4+9A+Tjw8K9q23imO6wOZHiGgxMWvUe7eQY/uyPi0YTLjY2DLgfSPs8O\n0twZ46sKqPgbDgBKDwYUNs0LTYzH41DNdjqdajwe6/DwMFS+9Qgn7c2jpDVdd92+3vrWx3Ty5KEG\ng7ouXizShapOOU4qf/O9cS5TDsQwbg78eQZz++CDNe3uNvTsZ090xRVznTw51623rilJymffuRPE\nGLtsOYHB9cglQD9Jiiqj3gZ3vJ1Y8UigG0snkei7kyLIkxMjyL/LkLOsPt4YvGrEnP7xcYBBW3m/\nk4JOIhEBRB941B7dSMTQgS4fX1+8kzn1qBVtRe48CuaEFZ+qo12da9dxDtKq73Wyw4kT5oF38vx6\nva6rrjrSP//nZxTH0he+sKXPfa5fkjl3vjyi5Ovf17A7rq7X3OlyR8LnMo5TXXPNRQ2HG2H+6IP3\nk3urziXj6JFPj9QlSRLYeHdgnKhx0sj1HOPp0VrWhQNZJ05dN/q2Bz7YIV+jTqbQDgC/pNK+Ql83\n/gwnHJA5ZAgHif66jnan2NvogNPXRnXsfEx9jKoRHeYcxwudWtU5vD9N04DxwELVMSSjjKP6sP2+\nZsETYLrxeFw6RcDHnMAFMuaODteAb3CQcBg9Kk/Qo17Pj+ZjPFh/2BKIHoIFEAZpmoagBI4C17uj\n5vOGjE4mk7CH0/Gp235f55erpMs7WLPoSpy5JCmO+UCW1tfXA+7zTA/6OxgMAsbA0a3X82xHoqRu\nM5A5xy048E7IskfX8Z5fi46giCj9ICrI2sFJo+YE80dhJfbX8knTNKRIM5/YSJcRSWHrma9dotH4\nEmmaR/KRWbb3jcdj9Xq9x2FKbDJOrhdMZf0uFvnRM+vr6yGQx7zQd3Qnz2QfNvqZGgpOOEOyMva0\nmegq8kjUd39/P/hTBwcHTxgJfdKcUAYGQUWgSNGM4zgombW1NY1GowBMJQWmAEaEZ3EgMBW1coC6\nUJIUm4kPDw9Duh6TzKIBgB0cHGgymZT2NPR63SCEVfYd54njHtg8vbu7G4wpSgqhY+8nVbhgUGHa\niKDV6/WQHpAXsFhoPi/K3+Oo+n4ZhBNgjzLDcc0Zn6b29yfBOffqXDjzsF29Xi8IPg49Z2p5dBJF\n5um2MCbcDws0nU5L+esQAw7gMVZEmaVykQiEHqXixpEP/5NUMli+v1KiWm1DUjl6SPU0GDwHTIBw\n7s+flUkqgDJRAj5udGizg5aqE+vtd9DuX+4c0qcq0HCyw4G9VAATByG8P4rKjC3vcUfhco5omcle\nBuM7m80C4YSs8TeMMwqMa/iaz+fBEHsUC8OInLv8PvpoV//gHwx0zTVHev7zB7ryyqnuuqurJCkX\nnSLSBZhjvL0fvA894ePA+DCWDtiSJNHZsy2dP1/Xs5890alTc506NdUtt6woy8pzwjg6K4+zDhDD\nkDsYd+feZdTXg4MRdE6+HgpHwYG8VCY26BMG0B3capTOGVLGyUGeO9MFaVKQNW4EvW3MC+PMOzzV\nW8q0WBRRY+TSsyIcYLE+3cF2B5Hx90g0Br/qvCIj+e/lNE8iB/zOWANkab9H6asOi69X12PIH3ID\ncMuB/ULvfe8PtLGR6p57VnXzzSfVbK4GBt7ngT4zXuhljxAzn8wP8+By56na9HO5XKrbnernf/5u\nXbjQ0tmzrRLope3MMXOOjAF8PPrn81El18io8sId3k4wB3Lges5/97VdbZcXEfTILPPN+kHHOOHl\n8067aavLn68Z13O+rvLnpkrT8r5c18WsJbIfnJhyp98JBnd8nSRwpw2ZZSySZKFarSCewBisIY+6\nue1jzvjOz9h4znimYqykgHOIbAGKnSwhisXcQ9TVanlKIluuaNPKyor29vbCGK2trSiKaiFIwvmS\nXhG8ekIAOAiMgow0m02NRqNQXLEYs+J4LvQ5Z8fTv9zhkeK4OLeZAjYUCkJ+iOhx1j34r9FoaDLZ\nD/ovivIjbDY3N1Wr1UIdjslkEk6ToBAmGDbH1XPt70/CdhjWXL1eD1vFkEFJIWpW7ksUMt1cx7Am\nwaXIUa1WHKXiQZnFYhH8Bsg88HSaphoMBsEh2t/fV5qmYfsfcjebHUmKSkd2gbuxR4wr6cboc1K1\ncVyrZBn4lcxCfA3HCuiElZVmaPdsNgvFTZfLpYbDYXiuH+/DXDKGOUaoabkscAt+BTrHcStBL5+P\nJEm0vz/S6upasBNxHIdztj3C68QO89/tdsN2x8Vi8YRO6OMrOfwdfYhiEUnEuMAkLpdLnTyZ6Q//\n8Egve1m+4Hu9Xti8zTmUCLJHLwgXt1ot9fsdffSjkf7Nv1FwQGu1WqhgVTVusOhRFIVIZqPR0Nve\nttSHP3xBjUaRssc+Us5Ogk0gXxxWine8+MWr+tSnxvrRHy02LtN/TyXCKBCdXFlZCZWuTpxo6VOf\nSvSOd0TB6W2320GBwObAsMHykM7cbObnJP3Kr4z17/7dnnq9dlAqzvhICnngMFYIOke/vO51dX3i\nEyNdcUVS2gdKFJiFR/9JDUapNZtNPfOZq/rUpw510037IepFujCLpNFohOg4JAAgMScqpvqN33hE\nP//zp4MSAhwChDBo7rCgXDC8r3jFfXrb276oZrPYD8f84wC5wXRAhkxfe+1pvfOdn9dTnrJbimBw\nPYsWWc3JgJWSLLbbS731rX+m5z73zvBc7kPpOmPvDgz/k6RXvvJv9NrX/rVoIkqcZ3gfPC3QHdAf\n/uE79cY3/olarf2Sk+vX+Bg6WAMsdLs/0Fve8ic6efIujcfj0p5OiBUcUZxP2E7IoOXySO961y16\n9avvDO/DaUURA2IxUgCX0WimT31qO/T5K19paz4vqvXCjvNxgwcYcufkec+bq9PJSqy2O05SUfyK\n57D+vva1Dd1883GlqXTDDYe66qoiUoms8F4nlVD8jPlyuVSrta73vvcR/dIv/SA49wANd6rcOEjl\nvWX1el2vfvVF/dZvPaxe7/FndbJ2nDlFdt0Zuf76A33oQ/fq2c/eLxlXgCuZKrTdwSeytLGR6td/\n/R79k39yppTSVXUaHPgyJ4CbLMv0pjd9X7/6q/dpdbVMErBGsDG+n82dmsVioec/f0+//dv36/jx\nw1L0xNeARyj4zrpsNBo6cWKu3/7th/QTPzEOsuB7e/xasl98HQOA/9W/ekTvfveZkj6i3fTdHWGy\nN2hfrVbT0542V7e71GAQ6yMf2dJikT5O5l2fAeBxmvKxXSpJFqX171E/9Ig7PsxbUURsrpe85LRO\nnDjUvfceCw6NRzTR1Q7KGfv8eqnbTdVsNsJcUiOCcaYPyDvtZC03m4le85pH1GoV1VXRi64XPKrj\nBAvtOXZsog9+8Lt63vN2JRX79Jz4YQ0hX35/nro207/8l3fqTW+6P6wzfw99cOfb1yNz9VM/9Yh+\n7dfuVLNZZB8g904uVNcefUySRM95zr7+7b+9TT/0Q/ultYPdZJ75+Nyjq9rtqX791+/Qy19+thT9\n436fG+6lHQ7I3/72B/TOd96tNF0GfeC1NHACnUjiJALSoV/72iP9/u/vamurIHbZooN8UVeEvtJm\nsuiuuWaq3//9XT33uUURSvYRusxAqLONoV4vahpsbDT1n//zSL/4i+MQ5QL84ySj47MsC44SFWch\nUt7znpk+8pGJGg0FO9dqtUIRP38mTgIpmmyxet7zDvTpTx/p6U/PgjNH8ZrpdKput6tms6nt7e1A\nMg2HQ6VpGvp96lSkT396oTe/eSUUmfRClziVHjjySGQunzX9h/9wqA9+MAlODtvYvEouuJWxX1tb\nU7/fV7fb1dramn7u5xb65CePdOLEWolscF0J4YDjivNPVPLqq4e6+eaRnvWscZBFJ/0gfAkyLRbk\nsWJkAAAgAElEQVSL4EuwjtbXU33kIyO96125/HEs4traWqiQC2klKURFsQNc9773Hel3fmdfjUa+\nviEWqls94jgOmQKOlev1un76p1f18Y+PdPXVy6A/KDBKICqO4xKRAhYFb546NddnPpPpZS87CHac\nlPT5fB6wWhX3cG4phIGTyJf7PGlO6Hw+12AwCHsN9/b2wt+ITOb9ijSdzkMO8+7ubihrjGNAZJJQ\nNiBnbW1Ng8FYs9lSq6vFZl4GBsUKQBoOhyE9AGEvyl2nkmpaX28EoOtgAMbVC+yQTkiabqNRV5oq\n5GyTJrtcLjUajbSyslI6D5T9BJ5fvVweKcsiLRblKnDnzp0LoNzPgqJqHCw0CyCOM6WpdHg4C9W7\n3Eh0Oh1tbm4Gpr16zlRuuNNLCvMobNCXFKLbzA1giI3S7XY7bMLPxzDT0dE0pHZceeWVl5yHkQaD\nQVAisJcACZzD6TRRmkq1Wu7Ee7EmnBUHRMyN7ynMx0SKokyLRZH6lqapHnvssVJBKanMkAMEJSmK\nitQijBzkBikOABDkDEVfKKQ8kppl5Sins9LO/vPhWv5Wqy20XEaq1Yo9VzgEUrn6I2vG255fL2WZ\nlCSLEuPv4J11xD04lvv7+5pMJjo6OrwEZKcaDochtdadTycHABkA4ByATZVl0mJRpLoAVslE4Jwq\nnkGboijSAw9s6utfb+sTnzip++47Fu5jXhyAYMA8VR4Q9ZznHOjtbz+jH//xQSn64mtMUmms+T/G\n5pZbOvrYx07oYx+7Rt//frEftQoMkQkvYOHkTBQVJAIOn9/vVQZpp7P9pC8vl5myTKrVirRGj2Ii\n57zbU0ALRzQW0X9SAj1SRl+IaHM/gDvfw5MpijJlWRF99qJzbuj47qnDfOr17JL+TEM/ASasN4/q\nOmmHszmf4zQUESSPkuF0up6BvCzGK1/HPjdsP6EuASANQw4QKCKuC9Vq0nJZHBxP392h8agWYM51\n1Le/3dZ//I9X6Hd/94Rms/VwHbqocPAefyQUz3nd687rQx+6Xy94waBETjipwHtdPzFmuQxH+sxn\njunDH75W+/tJKd3Sr2c8KbjCWs8B9VS/8itf1fve92U1GsuwT9wdWpcPyFPGotOZ653vvEc33XRe\nb3nLQ1oui2ibO3qsV9aJO28FOZL3KUnK5zeSDsoacDmRFKIwuR2DgCoXrnHyxUlKB8ge0UgSXbKD\nBcB22aMNyItncyHT8/lCWaZL38sF8bArPNcJSPRM3meIvfI4FuuzXvqd/iCTRfQ0U5Lk+G+5XIZo\nFvNUfS5kEVki+ZzlcxNFxTYPMCR1KpBhKueCB32PZppmStMspMQCsBlbHMXRaKQoikIlUmSi2awr\nSVLVavkRfehW32YEPvAjXTjvnchXfoxSpNXV4ixwMuYg9nHyiJxRaImqpUlSzlgimorjW9iFZZgT\n0jglXao0vKokSTWd5na21+up1Wrp/PnzQTd4tg36qdPpaDbLMacUabmsaXU1DqmzpNCD7YiwTiaT\nsI/V95/neiFTlkVqtRpBVyRJfi49wSmixevr62H80Q2+7YB1jk1gzRKJRG8TQcd25bLYlJSq1cqj\nx+fOnQvH/vCFE5w7reuBOMbWZVmmyWR+aa0tQgVh1ho4GBtBZPXcuXPKs63OXtIHtUvruNjahNPL\nPWSaUlOFtqB3J5ODS/Jb4DqIpjjOz2KFJDk6OtJoNAr+h0eSnXC63OdJK0yEMHoaWbPZDBteJ5OJ\nZrP8cFsqRXnusZ/Z6Wd6ojBRjsU+jljLZbGHYmVlRaPRKBxfwsdTGQAubAyWcnDizIFUPvwYtqFe\nr5fSRJgoqYgCE40jenpwcBAUA8oJhgnHKlcQC0lREH5YGY5gYZM4P3sxoc3NzUvnDq3o8PAoMGYY\nFhhElD5HxXAALQIKC+ilyPnOvDFX3OcGAsXr6VdRFIX592gHxgC2EqU3mUyUJElgxJh/ZADQwvwA\nODG8KH3uqUbzAPd8cAwKJ69WUuQFk5s7btzvz0B5OvhDSUvlo1ycea9GKmwtle5zAMV9/O7t9XcA\nQFkrjA/3LJcLRVHhUND/apSQVGqqWmPM8vfkaWIAdT6sfWSDPnjk0aMLvkcR8MA6LdKhi7Fxhn11\ndaEkWbuknOclx4VqbyhZd7SLtOaFnvWsqR5+uKHJZDU4SqwXjzQXZE85Vc1BH8DL34lDBcvqTrCv\nE3fK3EkE/EJi8QyPSvKMMqkhSUUWCvNG3wGdfDDQtMPlyVMSAR/MMWOFXnNQjZxEUTmdHn1NaiNr\n1/vt8itliqKCWPEIYwGUi/1sfHdZpl3VVGQ3qMwHc8jYI9f5tbkjyroipcl1gEeifBz9PfSDdiBX\nniJLGpqnHLr+4+PvcRK1mqqMbqZfP/mTZ/Wa1+zqgx+8Sj/4wVrJ7nmUGfmmz/Tbxx05B1QC2Ini\nAmR5LvJfq9V07bVDvfnN39Fk0tB/+S8/UYpoI4+MgWcpRFGk48f39da33qteb6HptKZPf/pa3Xtv\nv2TTq/ug3DnGseV5RFuQRde5yIXro6pedlljbaBL+Z05p02+7qtjL2Vi65HLocsXslOVKfALNqna\n5urHM9H8mjwAsKLptFxxuSovkFLYSMYUPcyaJPoJsUhEyx3z1dXVsP+QqJdUpB17aiy6MIqi0l44\nnCCey3mNeTtmqtebgXzY29vT1tZW0H04EGRt7e3tKcuKgj2sISryggUZ8zQt9mfSxjTNo6ubm5sB\n4+UprUutrq6HvhF56na7IeiRJEkY2+l0GqK9RHfTNNFsltuoo6Mj9fv9gPe4DkedsSa1kmI19XpN\nUj6PbM3iVAP6AXZlS1YUFdXWIUI8c4Z2k+VHJV/mYjAYhGick7u0k/fTb8Yxz8jqBtI7juNwZE8c\nx+r1ejp//qy63X44UYNn4TgS6SUlFUKj3W6XiHzSUcmk9KJKURSFlGDSaVkftCm3Q4kODg6Dw+v4\nhFRZ9gHzYTsRWZ5Zlmg02i9lxoBNOAkEeefMbCLypLvnpHBU6p8XaCLaT1Ct0+kEhx+dQDAu+/t2\nTijKlejawcFBEJQLFy6E61hoCCUfnA8il4ADNhr7mU7sI8BZBdQgPEmSBFCEICCspCnk+xsn4d0I\n1GKxCAu3yiJ5GWtngUgFYD8o10sKEwybFUVRiBzCoGSZ1GrlTimK6dixY4HZcCej0WgEBQmg8GNP\nSJvY398PwM6dXowGe3K3t7cDO72xsRHYOlh9SSGfHSWDo83ikRSEeTqdqt1uh31+LBSiKWma6uLF\ni0GJkloMwAYMezoxbea7pycCSljYgAjajjMD6JWKSCFpc84GOajwiA3GsSovLqv8z9Nj3fGsAvHq\nNQAJ/nY5MHA5h9Ojpe5s0l/+7iCI5/AuX7/83QECAN3TMbgegMNzUJCMjTuVOFOemsPYOoFFPwC7\nODwA4Hwd1FWvFwWh6BP9I+WGPkBSSKQarun226mGW1Sh5Dk4fERmGAPWIAUEnA31cWXcvXqgOx3I\nCnNDux1g+jliTjBACgD4aC/9438OTlmPLoM+NzyftcHP7hj6+NA/3ueyyvqYzZaK48efY0of3Bnn\nmQVZUhSmqdXKxAv3cQ/t5H+euuaEImARmeHYCXdWWAuuRzDQkHMeVXZiysfKCQ/2M6HD0V/V6Dxt\nK6JhxZnStNmJGsYdR57nuhyQ0oidZH2dPr2ie+5Z1+nT6yF6CBhkTbqOYBxod9VhZS14e3AQPDrh\n/ZOkbjc/c253Ny/AQjSVfnsqOs50lmV62tMGesMb7tPKSqrhsKmPf/xanTu3oSQpdAUygSwhX57a\nSiTBbQdj6cSrRyxpG3KOLPu+ZGQDeVpfXw/RFmTW5Y33E/lBPqWkZBeczKJvvsb9OsbK9Tpt8jUJ\nCEWv0DfumU7nJfuEbEpFlWf0cpVEQ194rQCK5zAHXi+DdE8cd9/fyppC5xI9JBuq0+loMBiEKvuM\nOycJFGR4QYR6+i9bppibKMqPkEPXr6ysBIxKFhiygMzgNIJ5kiQJVVv7/X6YWxxiqRbGr91ulxwa\nAjXIZJqmoR4H88yaq9frIbhDWjORVSJaHNeRJPl+UKq5st4Wi3wsOMpmMBiUCMZutxvWPZiPAFOn\n0wnZf2QF5uu7G96LLKAzSU1FFvAdVlZWwvOOjo4Cocg4cx+4GrnmaMV83jeCzcOJcqcbQqGaSQOx\nmSRJ0A04qeh/vjghw/uEDWf/Z6/XC/LOiR2sEdK7sfVEUNm2t7+/H2rl1Ov1oMvRF+g19jbzbFK6\nJYXoeW57mmEdkKW6sbERfLTt7e1AINIe2k/fOZXkiT5PWmEilBceOZFAP9TUJ5FJQakBTFkcDraJ\nQpKyV2VgcP44GxMFgJBNJhNlWRaeATDE4GGAUHh+hARC72mbUlGoIY7jcNaOpCBApF9UowfsW0R4\nAEEwI1QIBSC688q1KCIKLMEuVgE+TDWO6ubmZkinzbIsHGuTpvlehfF4HPa+Mu4ALzb1wwihYFF2\nMEJxHAdFiHInTZON1JyxirPKAiLqhuLFqLrR5ePppm6gqmwrLBhMLAaLNE8HsR4NQk55vhtWlAzv\nc0KAea6Ca48uXc7RrBIy3jbak2Xlc/u4z1PQcZj4Ql5IbWW82e9LSgbjRdoTKeg8Zz6fh3d7VIJ2\nAzBR5vyMMvaoJk6Pz5+n//qceJEPgDfrgdQZovcOMtEpjJVUpNyh9N1J533uaMKqu1PJuGOkkAdA\nL+9HJhyYVYkOdJwDOwwyz/QoGODXCSHud5APaPMIFowpMgwYq+4PBZT7z27wPNvF++8OoBM5GMiq\nE4scOBnDM7wNANlydKhwoH1eeC42wAkNj2wxBwAOj8bz7Oocca0DV1/X6CifS/rEO92xZyzcuXWS\niXtxbJC7qqPMvQ7EnBwCxGVZFmSAtbdYJDp/vq6zZxslvcS4uyNcXXdOPlYjf74lwscefeKOSRzH\netazzurKKye6//6e7rtvuwTyPHLK1o0kSXTTTef1utfdr0Yj06OPruujH/3/tLtbHP9EOxlT5ru6\n5uiTZwsgQ76WXQ5Yf07SoGOcjEHPuWz7Pmon3oiwuAxib92BdGfYZdLltdp3qSiQVNULtM3tda1W\n7It2EsrtH21hnTmxgK7wNYnjCb5BttlTSASMrVmuN93Z9jRL1gORQ5w/0k3ZYnXx4kUdHR2VCClJ\nYb8jjqqTqWBO/kaKqxOBzDHOGHpkMpmE8WafHUEAznlnbJEranREURTIKhzaCxcuBB3uKaMU7MQJ\nxHnC2ZEUKvYyzkRDmSuwGbaRavXc7w4lkUTk9eDgIJwZiYOJzDqRyNE7TigdHBwEDBLHRUo0c0ma\nKttyeDe6hFRUJ1aSJAnbvfiQTo3uBeuvrKxod3c33OvEC44nc4v+haxk65eTSJK0t7cXIs6Qhk7e\nM9ecGY3OxHfB6UN/YW/BoYPBIGQdMldEf5lnSHsKYCGPHJUD8Q8mI/Lq0WTO1MVeMDeQAZ1OR5PJ\nRL/59+2c0Hq9Xiq8gXFcLpeB8YG9kYqULBYAC4OIJ4BaKsAnkTIWFM6K7z2AqYrjWJ1OR3t7e0Hw\npCLXHyGSiqpjnu+MkwtrxGZvlCvKmXscZLnR4PnsBSWVAefRN36jyOI41mg0Cv2GbeEDOKcd9Kff\nz0v0sxBRuihrhJkx8NQJB3XuGGGMmBvSYzAagDHGhvQRj2oCKlutlnZ3d4MC5V6PptEHmDvm2Q2I\ng2ipSJHEKUaBuTGmXx4xc6cBsEOqA/9HqTvDxbw4+HLHEsDH9RgWjzY5QHAgX3U+nd3GUUQxEpX0\nqEx1nyeK1Jly3lVN9XMmn/Hg3d521i/3MU6XS0+lnR5ZcvDDHPh8ci9yzpi6wefdgAcfQ4CRM/Eu\n5w5s/QNr7ECLNiI3ACyAaLUfrHc3Mj7HfGGQkVf0pkfGAOFUQvR0QL+O/rO+XX4Auu70I8O+1qus\nqsuPP8sjmA54MbhuuJEHnHt38l2GfByZb1I6aTvrj+cTYas6sS7L2CAfD4+uuGMilYvDAMRoE8CR\n97h+5zmMr0cR/dmMlTsD3OcVX103/f/svXuM7OdZ5/n91aW7uqu7qqu6T5+r7TjxcZyYOI4Tx44T\nnzhXxwkhDJlMiAhGsBOCJkAWJFjQSogdaaS9DNmNBg0gIDOAZpLRAoNgZAbIihkRmCQoyQKxc3Hs\n+HZ8zulbXfpat99v/6j+PPWtn49ZZzXY2aFe6eic0131+73v8z7X7/O8z+s6L6/3oIU0XSbO+pmD\nVwVN60TAsklDIHeMPevqss/7AEQ8EwwvkYVG//M8z0Bi83/gBx7U+fNt/fEf36Avf/llqlarUaEC\nYDkJngd6+9sf1p13XpIkPfTQqj71qRdrOJwAVMgy63fd45lB+NXPOTsve1DulQoeKDrAk8/oI098\n10vePOD1Emvm6wAsOhZ+4WeeUc9nfh2w4TnO63neYh55/eH8iH6ChnmbnA/WeTfgJn0BWB+6z+UK\nftne3o6qNY4gHR4eanV1VZIiE3N0dKRmszlV6UEZZ6Ewvs/w1KlT4U/iVzD4LHoUHvH149syb7eN\nACvYeGgCGAO9vCElTW1oFEmwQDUaASn6B9+WbrS+t/Qe8QoGPiNNgh/0L8A/PicBO5Vi6G188Gq1\nGp2D2+12lNMi8/joc3PjrrfsGQkVMrpkut0euP0lI0hw5FnSfGWf20fmjG+0trYW2U6SOawFGeTY\nF/u7sLAQ2VqaTOHfOm9jj1ZXVyNb6+XE0Jt4ggDwxIkTEYS7PNJPAZ+DOXgC7ODgIBJ7VIr6VTi8\nlwQSfACAjkwTC0mKmIZ9QnexXo40EqxL4z416BqSV9m34z2hXu6aZeN0NwTGkWKgvE6fPh3oEGUT\nGGmUkxtHCFGpVCLwgUCNRiMyOWwU6XnKS+v1egj7+vp6lN+CtMBcc3NzOnHiRDASG8SFr5TrDgaD\neNfCwkKUDHN4HKWH0kRRNJvNCEo5rwoCAQOfPHlyqjMZThWpdhiTzDPOL2WHKDjKEVBu3DvFWTXK\nWkB5UNLF4uTcBecMyHSy32maRoaV5lLQ28/+IcjNZjOQHtYEUgNz0+2O80VunD3YcEcZPsMQuRFH\nUaJ4PDDLZzDgVTeig8FgKjuEsfIMX97hgb5eokFAgGB7Vo7MI8ZrfHXPJHOwu7sbpYQYc89U4rAx\nB+Ymacq4enafcwP5DC6BiCsmD0hAFT1L406rB99kY/y8kBt3vudNRAjYCVA8AIT+lJqgLH1+7Ik7\n/PADARj74U4fShu6gUJ6KaTfP+ZBgTuKHmi7Y5cHPRwco9O0O3A49NCK90IPPufZFHQE78IJQp4Z\nrl+dR9zBgQ4e4PA39MJJwDnxz0MfysGQZd6bnwN0cVmFBmTU3SZAY/bYnTDPjDvYA6/gEMCnyDbr\nZl3QmkADefGgK0km5/l5Tp4n/N08z3VtPuvC99At0D5/1AC9De28gsQBE+TFA6xSqaws0xQfOdiZ\nDzzdCZQmfRaYS74Ukz3GSQd0ZP6Az29+8zdVqYz0hS9cpyS5RmfOnNE111yj5eXlsN/j4K2v973v\nQd1yy4Yk6S/+4hr9/u+f12Cg6APgvMMeePDtf9CtLuO+bp+ng47spctZfr8cUMSe8TnnCZ7NZ9FH\nyJnbJechfsZ+u9zwGS9j9X3PywPzcluNHKCjmAclnS4r6E0CJXRxlmVxJzRVSGQY+bfrX3gPmmEX\nkO21tbX4PDoI3dLpdKITLN32eQ6ygJ/BvF0uuHcUMJ4yRWlcmoodg8+TZFyq6mWh0Jn9J9iEPmSn\n3P4hwwQX7BuBK/vmoCGDfeFaQ4AbPsPa4G0q0Vg//TpOnToVwD08Q0BJ4EVAiZ9LoOo+GvqR428k\nhUiU4Gd4eTS0dv7mWFi+2mJ3dzfslF/vVygUtLy8HGd38Q8AGFwG2fPBYKAzZ85ElprED7q8UChE\nxg+Qo1qthj+MPltcXAzatNvt4H/uGGUuyBl2BZ+90WiEH8a8PMnW7/d18uTJCFDhPRriQTc+S+Vk\nuVyO0u56vR7+XKlUioZgg8EgzkG7D04F3fr6elQKsAf4rkdHR99+mVBpnMWift7L6HDgPW1PVpSD\n1ZwXAKlhsZ55IjigFNVLRynnJMAiS+LdWKln3tjYCNSK9+JgSpPyALrJuoMN+sszUWYofgwLyF+z\n2YwGRZ5VBEVDIaMUKEdxB5AgGKHl/6yB9ZLOJ5WOoKCAcJQwsihOGh0VCoUplMWzwo4KS5pSujhT\nKB0aCoBAsaZyeXwXaaPRCMSIOVYqlbg/KcsmLdn9HB9zcYeC4U6BO9IIpztHGDGMnzuZfhYGRQgt\nPYiAHiiPnDzE3vAMDxQI1unkx54RqDno4o4k63OkFv70cqo8Ko1z6RUFfNedFujjwQioex5Nz2cJ\neI838OH7GCcGYBKoXd4okz1lDj4f1pvPkLkc+rxQ3B5o5nUkz0fGvamVZzGk6esy4CUHO9yZgz8Y\nADceJLBf0gRF9SyT87P/nOHnkcYNyiqW6dKUHvagTtJUeRsBupd5esbGS/WYk88RZwP+4n3Qj7kw\nLw9qPfPme42DBoqMnHIxOjLD/KE3z3PZ43f5AN4BLZ9LPsh0J5nvOo8QMCADLmP8nX8mgCGOVbFY\njEwEWTMCDd9TB2+gI86OV+qwbnR7HhBEt2H/2CtsGPqBnwNyAggAXjJPD9BcRlib04KgcX4+0z/9\np38pSfqN33ibqtUb9eIXv1g33HCDVlZW1Ol09OlPf1qbmw/pPe/5rE6e3FOaSg888FJ96Utnp2SA\njCZ0dVlz3cFeOlDiAbjzL/TL8w+/93WxFy7zHpA7n8MjHpR6wOnP4v35Z+WzXuhcz8BCHwJt5gCt\nXMY9WHV9QQDtvk9ez8FHzN3vKPRjOGT9HGBdWFiIjKnbDewod4V6+SXzofwQekFb9hXZwT7i47he\n88AMX5IKPQdj0Xnu/LNGD/zJNKGvvDqEZox5uSaAh4YOUmxubmplZeUZ2UP8OkotXYe5nWy326rV\nauFn4Q/hv7qv5I2d2FeydZwthFbFYjECUucL3o0tT5JE3W43qugAySlLdaAVHx//slQqTd1Jj32W\nJte+FAqFaL60sLAQ995zXA2gyWUIQJdjgTTmZG3oBLLVeQCXTGu3242OufSS4T17e3taW1ubOlPs\nfIb/I00yyXwf4KPT6aher0/Zf/xD/EAy5sgSZbN8xzPqWZZFDAb/AyhQCu3n/QEe4Slk4rhfzbdX\nYyJSxfkFwniSdxgcB58QsdfrRYlmlmWBXoxGo8jekXE8OjqKc2wgxpRLoEhhzoODg0C+KP+AyDC0\npDjL6IaezURBDofj9ti0P2aOZCMd1fZyFTJYlJkeHByEA+UlsigCzq06WujoGXPCwcBJkybMjYPj\nitP3QFIEvq4AcOal6bNM7tB68AeaApOCopHhBdEjsDw6OtLKykrMI0mS2NtSqRTZaJybWq0WJRUY\nA3d6HVl3NNWNOIicl0NBHxxHN+LuxEJ/P9Pmjlo+0OBvHCAXZuhM23dJU+eMCUQx1vksrTsK/jMv\nscbQeSAB3fkc3+e9DqCgZFijZzj5rGf+UNTwFMrfy2PdKUPROr/Aa85vGA9p4hBitBm802nja8nT\n3fnfDXbeaELjLMsiKOQ9/jMPlJwfnD4e2Hrg6XqGZwCQ5QfvZb75c12UzuD8uHPL93kfe8G+5gfy\nz5zdcWeu0Nebrzgvu9HyzADPd2cVuczzrGc2kXuXPeYHuMHzfT/ymRXexd+sxQMKnuEOtsu2Ayag\n284z+fO1rDEfZHigzRxxlq4G2ODIXi1TmaZp6GAqU7x6gOG2wYNLB66gtTvHDhChbz3DhgNKQOaB\nE3wKz0kKx2tx8VC9XqpaDYA60d7estbWFrS2tqbbb79d8/Pz+sxnPqO1tR297W2f0dLSkY6Oivp3\n/+7leuSRFaVpb6oklH0i6wLY5+XUXibu8sH82E/4w/cMfnDQyoE2fp8Pvnk3z8vLvoMbedDRASPP\n9DrPuh5HtuABzopJijI/wHZJsX/5bGo+WCe7ki/XhhYkGggs6SHAHy9phe8JvLBjPhf+5jhVHrzy\nmwlYP3RCx+QDVgfPsOne3BIZ9ioX102U6LssFgqTvgRk1JAT9gMAgP3Gr0BPE3whi253i8XiVPMg\naTrrjr32GxMc7MKf9ioFL7uFnh7YuL+JzqS6zf0KaXwOkgyuA18OdjAfKgwJdB3g954YXqVCMEnW\nEZnFpvZ6PdXrdaVpOnUfvQNMeVlDR2xtbcWZSnxU5GQwGKjRaARgAb9ir0ggoM/w+XgGmVQyvpKi\n6RX0db8AcMLPvnp1DGtCnzEHGjkRw+zu7oYeBjSET+EVbAHxEO/xmzfQ4ewfR/hIgv1t4wW7JxQm\nzZdC9Pv9qH1mMZRueVmXGwG+T1ocAlHL3Wg0JI2FjatGYHqyhGmaRhCDIkDQMFI0LHK0xu8E3dvb\n09bWVjheXsqL4YNp+v3xvaQEqyipWq2mRqOhNE2j5IPD5DjlCFOr1YoAGcZaXFycOjfL+Z40TaOh\nEVncTqcTCCSOGWukvBUmglG9K2Cv14vae+74RBmiNHFyut1uIHArKyvhoLMn0rjEJUmSqTtE2+22\nCoVxZzhJ2tjY0P7+fpRaoHA5/wCyXa1Ww1C6sSVwcqXugTTz5+esmYwWtHK6uWPpDhm86Igrzp8H\n/fDx4eFhlFqA8LVaLe3u7sZ6URIobBxJR75YSz4jiQPmTqU7//wceeJKDDdWBOL5ADtJkjjHgsHG\n+OBoOJgDndxBBXTBMfNGP/lsDrqBObpjj9JmDsi7ZzFQsj5PstE42FQeSIpgHx5gXh6gwMcMd0yd\nt6Ala3Yd491C+Vw+gCbYYo6cq4aXvJzHs1teokrw5rRzo4vzg+FH7/FzdLjTls+naRrzwYFDDr2M\nEZ3kgIefwXOH1h1YD9g9OHOHhjX72Uy/v8yDRH6P3PNO30PfL9bozix7w/uRSw+6QZmhGSC9elwA\nACAASURBVNUb3iyMOblz6uuEpu7c5QNIHPL5+flw+NDZjqh7aZuvHx0yHA6n9IvLMHsJnaGVzwF9\n781/2FPnN/iZaiDe50Bes9nTRz/6dd1007g5yNZWRdJQp05d1vnz56METfpzve51n9LS0pHa7Yp+\n+Ze/Q1/+8vxUsF4sFqdKKXHuvBkKayEgIrjIVzg4byBb8L/bQQdX4EkcVaoCfGAvHHSAl9BTvmfI\nCLzggAPXl0HXUqkUGakkSeI8pH+W/WTPsJnwN+txYA5b4zLiWT1sgScAsHl7e3txBMvBG57tzjLy\nC/+7XHItBkFqlo2v0XA7QLBNgA2PuU3gjwPRpVJJOzs70awPnwfgMcsy7ezsBHjhDYP8FgT0LnwI\nkAqNdnZ2lCSTY134dPV6PXQkYDn76CBCt9sN2pOswd/zSi+OiuFL+tEu5BVwnJskqFBzvYqO4H3s\nUbvdngpQyuVyrGE4HIZPxzO4D5UMLP47SQSahLbb7akGSfDJzs5O7KvbNweWoRF0zVePEISjs2u1\nmqrVqpaWllSr1eJ9ZNwBdolRvPyXZFmSjK+3QR9w3A4fJ8sytdvt4B1sATTme6VSSVtbWyFrrVYr\n4gSSVw4OSQq/At1XrVbjKBqACDYC+SGp4xV9ZL0BjHZ3d6NEeHt7OypIeTf6cWNj46pguY8X7Eyo\npHBADg4OYtMIRCVFox+I2++P767hjkjQEJzVg4MDNZvNcOwwgEmSTJ2L48oTnJlKpaLl5eVwBvz5\nGEXq+DEEHAAmIKb01ZmIbl6OcnGfJ4ENpSOUXuCAQhPmjGKuVquR+UFpEWh6yt0duCRJInVOHTzl\njXzODzx7cOHlJShR1kKwCn1RfjhJBBgEyV7C6h3gOP+wuro6hSpi9CkRkRSKHxpQCoyyy2dmcCow\nkB5sSc883+QouaOp7rA6SuqfcdTb0Vvv/ihNGpH43uIwe7AEHXEepEmGHr5D4aNo0jSdQu5ZhyPu\n/E1A5kgihprP833m65kL1kSQyXx5tjuljlazbngtn9nyIMn50R1tD6Z5j+89c/P/4yRCc2gBH+Cs\nu7Piv/fyUJBH3ysv8XNH1vnHsxLu3KMr8misVyV49saBEgAhZInP5QNe6MvfyIfzmAcUnvVxJ5o9\nYy6AdTjK7JM7jB50uAzi6OCoOj/wOaet8wN08rn4/rDHWZYFeMfveL+fp+Q7BEXwhDvlfMbPq3pm\nz4EvzwBg31zG4UMCDao8WJ+X5qHXmQ/60TNB8AQlh6Dl8J2XR7p8upwSLI9Go6mg3XUa7+B7rgOh\nhesB5x/4BDo5iOP7BZ9B34ODgf7RP9rSjTceHPNWpte85mEdHc2p2Xyb1tbW9NBD/5Oy7H9VsZjq\n6adX9IlP3KwrV5IpXQb988EOcsK62F+XHdd5zl/M1QEjfBgHRHin6ya3F6zV9weZ4n3IK3/QlfCz\nB/x8L2978uAkfOifR6ZZH0G28wvzZvBM5sX3AQxdBwJmAfoTGOEPeoBAsOY6DPp4AMR80jSNI01U\nt3EHJvYR4M/5G3+UIIhSfvQGZf3sL98nmcC64R34Ht4js5VlWQSEVG4BJEqK5jx0niVpgKNPAoek\ngjduJJniYJukZ/jBvM/PhBJEsh6SHuhxv5NTmvQA4EgI2WavQhuNRpHY4BnsMZn24XAYpcV8H3/R\n57a8vByNgCgXhifSNI1qSWS13++r0+lEfxdAEP4GAJybm4vAEF+eNaAz+B28DMjkWXkHsgCX8NfY\nMw/uSRT1+32trq6GTCCLrB/7xfvJasK3+Cz01sEfw79HX2PXsLHwNrq4VCrFe5gn+7y1tRVzBLyZ\nn5/X1tZWABPIFX6SAxX9fl8//yxnQl+wTChlljS+yXfCLRQKkc3knB8LcuSfKB4ic4XI4uLiFNpH\nxoyArVarTaGIXBOyuroah25Ho1EoLg4yw3jUdSN48/PzcdcUGSppXHYMgyO8vV4vgipJYWxWV1ej\n4xZol5eWuJNEMN3r9aLOH8eBs54gizBqtVpVq9WSpFCyoFs8i7Oa1JdLUrPZjHn7lSg4slzjIino\nTrofdHtubi4aSoGmYKRAOVFIOGPz8/OB5KB0nH9YI8qV/UDoaXrEOQHPPDktCUYQZqe38wjz4nN5\nBY6ylib348HPHtyhKHm2O3U4AR5IgYpBI7Jy8KI7qNIkA8Tn+ZlneVi7N/jBoDPnLMumkLG8E4aT\njHOE8c07GhggMufunLB3ADFuvBzVB2Fln9AJBGhk/T3zzL442OTZD3eIMa7urLOPGAN34v1snjvo\nZKD4Doaadblz4JkF6OvIrTuhIMmUzfj/2QtHndGtBN+ADfAZ/IFR4l0eaDE/wDeXDUAvAi0PWvkD\nn3hVBA4vNIFmgGruvMI/yI7zC/R0GvucPbiEf+ANPsv7ny2gYA+RFwdO+D57CQ/kHVF3JJaWlmLv\nHLDi/d5hEbn3AAK5hu68B3qTHXFehNbwpNsTHFjo504OvMGewY9OK/SWz887jaO3nG9cRyCD7rA7\n700DR0vq9SbuSqUyUqGQ6a//+rwefPCv9aUv3a9u939WkmT6xjfO6Td/81bt7EyXVbPvXkXgjqyD\nYOwBAAdy7dVAAMl8xs9xMaCT31OZ51Ho7jSGD5Epqq+QJ88KTmgyaRDolRDuqDvNeRY6D75BPyDD\nHmyiP+EXfwZ8TgDL+9lPfw4+EoFIp9MJe+4lrOg+SeFrQVNp7G/UarXIOCEbZEQB7fHLqNxaWlqa\napzFdSrQsdPpTJ3VRuejjwjg8HGWl5fDB+z1enFF3Wg06QGxtrYWevjEiRNxJCFJxk0lvbINv0ya\ngMjIlvtSfmYU/kDnUEm2v7+vp59+OpIQ8/Pzkazh/K0H5Ogp/GCvmGAuHJ3jDwAI+yhp6t52AhOu\n+HCbRzMbBzT8WBz+oesK/GvssNt25oaeKZVKU2AClQD4DJ6EIWDFZ6T0muQD70WPABwwj3K5HLFM\nqVSKTsFUESEbvV4v/GvsqzdPZZ8AU7gNw5sgEVtQ+nrixAk1Gg1VKpWoNnQ55Lnl8rjXCvtEcoy5\nuJ7Czq2vr8f1Oh7PrK2tRdXk/Pzkzlf2xPnq2cYLlglFuEGIOY9BqRAoBQoYpwMHHrScABNl5Y4+\nG+8MjIOBwUcZc1by6OgoGBG0A6eBw9IYr1KpNHXulA0E9aCeXVIgVyAjKEDOkPq1CxyYxohLk6Cd\n53u3L57JZ+j6RkBJqS5rJQAFcQTV84wlhrFQKMTdraVSKS6iJbjIn9sERWKtnJV1AcdhlhQHxMvl\ncgT8oDE4BCByKGJaf3NAGsfFnSWCFBSbB+RXc675HsYNxZvPWEFzDz7diXfD6VlOnu9ZkHzQSwYD\nB1CaBHtXyyjwfneA3RGWJs0hAECcPvCTZx+QyXyGi2DfHWc3HB4wZlk25bw56s7PmA+BAZ9hfu6w\neKDLd+FN9gz+xmA4wODZBIyFdyL0rA175boCZys/H6cb73HwAB3iQZ+kkEvo5hk6eNOdCi8ZzM+L\nZ3j2jYAbo+hBHzxN9hSj7XNjfXkedmPiMuHBGY4AzjVzhF9wFuFTdKyXVUFXfxYyCdLqJaXwrO+N\nr9lpi2wQ4PBed/a9K7PvM9/z/XF5YI58D97yLu6uTwhOAGBcdjHizMsBBmyfywJrzWes+Rm6g3nx\nXO9cii1BRpx+fn6U9eKME+B4pQBNTNDDzN0z9dCQrBd7yzzQI2PeSXXbbV3V65Pzr1/84lk99dRp\n3XLL/6nFxc9Kkh566FX6vd+7Xt3uwTNKwf0cGTLJvuYz3x7849A7sAhd+L3LCHrdM5vQ2INOnFhs\nF/qC58MPyBA/d8AUfwfaw/8up3Rk9TnwXbfzPnwtvMP5xstYHfyB950PHVjg99zniBzSNZUMDECA\ng3noUgcp+T5+APsCX0qKc3oEowDYzAO+xM8gMcI6AIgcPHDQstlsBi/hB7K/HtRAB5Ie3IyAfa1W\nq5EhJJtJGawDW8hXsViM/iJUxRHw+Nlr+gAgS24foVuSTO5t9wY9gHf4Augr/DCycugXwGIPzP14\nCEEdfEiFCl1iAYX4DuA2esK7KTvo4lUj7r8AsnN+ER+NxAiZ1VarFUCTXw2E/+T+BUkuQCgCeWTS\n+0IwF35OsExFH/4CsQW8y+fRCew7PMIe4tO4nkePcV8qa3Z/oFqtRgMj6E1MQ3Um7ykUCmq326rX\n6zFHevoApO3u7gaNSfBh0waDca+XZ8uEvqDluExQmpQNsOnuuILwSppyHF0JMTjc64aXNLWX9iJc\nbK4bYhgUYSSAYbOoqweFgHk9k8R6YBScUBQBTMyZx2q1qp2dnRA80FqUF1fJONrl86K9MiWuKAwE\n08vZUHwEopyrg2Z+ziFNUzUajci8kQHhnCt75ULFnmZZNlWG4NmxvMCMRpMGUZ6xcOcBGlImIyme\nhYLBWCI8vIP1ecYGA+/OB+/k9xhhP8fCmnFA4UcPVjByHsz5uz2wwEFwvmcerNGzLjhrDrC48+HB\nMLztASDKFfr4O9k3D+gJJqALKCD/ducTByJJJiUnrjD98x6YoRzdyUDG3Wl1R8aNKSgl++V7kHco\noZEHdOwbc2PPfF/YM38ODjOggZ+d8nf5O3BE4FEPYtwBh3+gm6+Ln8N/0MKdWHcSGX4OlHXBQz43\neI3f8xycZQc9cB6YDzoZo5cPal0Pwl+s3//2YA76OZ9DH+bFs3mun592GrjMezYJXQMw57YBR9Kd\nA2TGaeZzc/3oDjy8gXGGRgA30J5nePkhz4Z3/J0e8MPX+b3y78CXeYDBS20dZEEWHLCAPm6/HSRD\nNnGUHBx2neqOKXvhQe9oNNJLX7qvM2e4Pkv6gz84q+/+7i9qfX1TaVrQY4/9Q/3Zn53Wzk4r7tnG\nuULXeHCdB5Jcr0ObPOiDXHm3dw/W+L8DFHnAiDlgB9yWAPpBS2jt4Br74QEz32F/fM9dtvmc20n2\njvkgz/BAnu+YG7rL9R/Py9sU5jEajc+B0izSaY48ezYF+XC/gHdS4stAXxeLxTj3l7ddfIdSYCpL\nPFDgOczb956mQn6EBPpAf3wtB8zSdHzEigxSo9GIs6UEJn5TBPvY6/XCZyXoIZEwHA4jeIJWJDXw\n/QhAPSOWv4MSP5P/Y4v5naToswG9OSrnzXPQ+wThlLASbDIfQFLkiH9jX3kuASG6gGo3EhX8HOAA\nHiC4JG5YWVlRr9eLoImjczxveXlZaZpG8yB8FIJwv8eUyhEH0aVJAzWXeQAFnxv+Nj8nWAPkIjtO\nPIE9Qjbw6/H/WSvvJQvMjSGctYbvCZqzbJxAonGpNL5DlvWRXGOP2Hs/r1oqTboBFwqFuAMV35wG\nUezjt10QSuqZWmKYnGCHQ8qgCTSaoSyTLmXevY47woj0QXRPnjw5dS8UDFksTq6/qNVqWl5ejjJQ\nFAvXppTL5SjB5UByr9eLO4FgOr8ORlIgKKSsUcIILM0bqF1Pkkl76uXl5cim0qyo2WxGkMHdTGQe\nQc5Jz6MgqKWHsev1+pQBWVpaihJnFMDh4WGgkzgMPLNWqwWzJUkSqf9Wq6VKpRJC7lfE1Gq1mIM0\ndnRATugE7EgjjExQTXkETM1Bb4QD5ULmQZooVBQGxiyfoeT5GHmcLc9GoJQdISaIc5TXg2YQfhSE\nZ5jJekoTx80DZRSTB0EYB/ZRmr4CgxIhP/eEEsGgoEDd8cexcnScZ+fRbhBT7n/D4EoK4yJpqrQ7\nT2OQSUeG03RyBtjnBgJMGQnGCkciSZJQxh684XjhkDFvfo5xk6bvN+T9XtKDkq3VakFnkHNXyNDv\nakG5Bxj8DJpCQ/gfus3NzQU6zb55dh+EH/AFdJzMjjv20N2vXaKZF+/iufC0NDGGBA7QnvI2uvzB\n3/k1OhiB8+RIvTvx6CG+T9DJmR1kwc+ye0kdfARP+5z4LnvMZ3DmuOYK2SCz4IEysur6ARojJ/Ag\na0MmHRQaDodxPzb7wR57oOegVT64gJ8cUENWPAMFqOnZfnQodIBXkA9+TlDCe11XQFcHBQaDQaDg\n+cDFQV8HfNhHACQcYg+eeNe5cwe64YaxXXjwwaouXNhQo3Gko6OS/sN/uEtf+9p6NPjwAAdH2jN+\nBwcHU3od/cpwQMMDJfbUAYq8XWEQjCHTnsGBBi4n6H10YR7kZD94n8+ZvXV9Bz+6ruFZp06dCicT\n2WbubvN9nfCR22re5SAL7/VgTFIEn96fg6Y50AufAR199uxZFYuTyjXP0vN/+Ax9RlUXem2STZ9c\nAUL1FU2ZvMoA/8yDcgflsd0OciRJolqtFmvAhyShkGWZ1tfXg5/Zr5WVlQDu0ffwLuAA9s11DHOj\nwy7lmzQz4k7Ora0t1et1zc/PR7ns2traVOUFOovzqtCbjCz8RkUb9MA3JRtK0xtKUEnOYC+QvVKp\nFNVsAC3YFe7VRiY8WYIPgL8Nr+MbQx90KiWi0HB1dTXoi+4/ceJE8Bb+PGW4NPrET+A6Rz8K5AkB\n+M6z7LVaLbrQM2cafmLLKA+GNn5kAx3CDRheaQk9G41GyFCSJHGMj2fRURo+Ym+gO/qp0WhE8ot4\nC9CA5qmAGI1GIzKgJDWWlpait4ukoB2y/GxB6At2TyjlqShGhJDyTkoZKJFFICVFmh+0czgcxiaA\n0MAc1F1zFhRH2R0Fzko6Isz3K5WKut2uSqXSVGddDDd3+3BQ2JUIdeb8m4ZHBAWgEQTM3GEqTQ57\nYwCpi0fpscEYq9FoFO9zdBPhdkfdHW4QEgwFtEfBYiw54M89R+7kt9vtOAdKKe1wOFSz2Yw7iJaW\nlkLxoCwQFNBBaE7JBwq/UBi3hQYRxNGXpgMlnCsCYQyxI8h817NojoY7wozRcscpH7h5GVLeKb1a\nBsPRZHeK3TFbXFzUNddcE82euCyYOfu5R587hpc1oZihA4CPI/M4MvmAkPkzd0f4HbnOZ5/yAS3r\nJrhzJ8aRdoIZaMdejo1tIsQ/7/Q7j7sx98YgnpVwusBLgEN8zoEIdwD9eQ4O8CzfS3jEHV3PuvoZ\nL/YUenj20HnJsyjwCvuJc+ZBCXPxIM2PCEBPaEYwwF5hwL2Mh/myVs8E4JzxOfQopcG8Cx4HKXek\n+NkCEAx+PruLnDoP42QUCpPL66+W3YXO2A8vySRgYm75DGw+MwONPdh1Rxg6OlCCEwitAQqgpTfI\nIDBBv0NP9Dn8z5rzmVC+g2PnPOR61XUSfITjg1MELfN6zYE0eAEHHF0FPfL8yTM4hoLdZE0vfWlX\njUZf3//9G0pTaTRKVC5n2tqa02/+5svV7dZjfmRd4C0yBy6HDP4P0MU8fN/zWWTkhb130Am76/8H\n/HH9Bq3QHz43eBAZQDbQKciAgzj8HzvK/rg+I9AgUMmXRruOhxe9DJnnOI+zl2RhHAgBUKB6ivOC\n8KJ3iHfdx567vubf8I2DFgDPrrPJCnq1GzLDPtIkh1sRcPa9mmw0GoW/k9dv7AWfxa8YjUbhE9Xr\n9dgPr8rywJp9oGMqwRb7TVMl5zN8UHQQNgz97Y2O0J1kRKEVWSyCJ36P30b5cqfTmQqeisXxXfQr\nKyva3NyMqrhCYXx0i4pDByjc1gNMkBBhH+F5P9bmmUCewZ6ihxyQ2dvbi4AOnltZWQneyPuE7juT\nWOn3+1pbW9POzk4kSMga4r8SXCdJEskVQGpADPaY/fXgF/7zsnb8f4J8B/vwW8kAc14U+ajX6/Fe\nb5hIoMh8SfzMz89HI1HuqfXjAZSL+3GGwWAwdb0ONo498GpHeGJnZyeA7OxZ7gl9wRoTkXYGDfDB\noXCUh2dTpPE1IrR/RuGR+kaR0PZbkk6fPj2FZmAUYD4CNJxjmJwuXT6HdrsdqA9pbQ7sspF+/oey\nEUlTSAYZLUlRLiwpFN7e3l60QfYLbb35AVe3oORBFaEF6X+Yk6Ca/+/u7k41ZgDRItOYZeOzELQX\n514lFDJOJKgPirhYLKrZbIZiJ5D3vfdyDUnRvRfAgTUxL5QqRg3HkjUALhBUk9HGyGPYMBLu+Hiw\nxmezbNKq20vLvE01e8K+u0PhStIzF/Bs3nl05PXMmTO68847o/W2B8Ue7DF3HD9viMOeSpMA0h1i\n+J1ABgXvTjpzQ4HC1/yfteJ4+Of5N3LsmQkQOugMnzLcUUmSRG9/+7buu29DlcrRVJbXARt30vw8\nDAEVTpVnsiUFSkeZCeedMaKexUK2MdCgi66fPNvj2Qx4BUXN53DwPIDxzI0/F7pcjR8cRPDA22k1\nHA5D9tFvDhxIkw7Jfi0W54YInD0jx7s9mITn4EH2GKcThws6QXsP9nkGhhsaM3eALtY3GEyadOAY\no/OcJgSnaZqG3sUgu9wgy+hPlwto6QGlB3A8xwMRB8qglztpLq/YCujlJVrQyzOU0AL5gt+kSXMQ\n9BjvhueRV94B/Xw9/M7l3fkPWvEc53H+hi58T1LIEO91RwyaStLiYlc//MMXdYzzqlCQyuVMjzyy\nqI997AZdvlyODBvnmJzPsBnMH5q5LqFZoF8R5Q4/POidyQuFQlzPAIiQ5yH210E15xE/Z+q8nw8K\nCVY8iHKQK78Xvt/MAz3rFSD8ze8dzINX/JgDetR5ALn0ahDmg39F5pkAbXd3d6pCyQNbl1nmwvv8\nqjJANcB1+Jb54b/t7+9PXXXmAOpgMJhqlge4TwUVup/kwWg0Cru8u7sbwD/Pw3/iLOf29rYGg0HY\ntyzL1O12tb29HfK9s7MTwD9nQZknOizvj1I5RwDZ6XQ0HA7DJ/UMHrQnmGC/ALkA//Cb0aOU9tKU\ns9frBSBOEkga+278m/dQAeKluYeHh3GVyGAwiCZOlM5SzScp9DkB0tHRkTqdTgR5BFDsuaSgabvd\nDj2JD8s82XN0U6fTiZseuGmBikgyoqVSKSrumCdrZW88IQTQwF4BxgAG7O7uqtvtRjYRfnNgGx8D\nPgNYoxMygSh6GbuGjYCm6D3eu729HcEh/h/y6FV7WZZFJaXrFS/nhW6AQmRFAXTzcduzjResHJfG\nIJRQOLpH+WulMtSP/Vhf/f6COp3xBp46dUpJMil9cKQRh7NWq0Wb62q1qg9+sK+XvER64omlcKTI\nvoCeDIfD6Ki2srISJWC1Wk2lUkkXLkjvfndfn/vcSHNzCxEY1ev1KH/lkl+yOqSuKbNdW9vXRz6S\n6fLlRXW7ky5dCBJoAmUNBBVpOm4uMEaiRvrRH81ULmfa3FyM92NwmDd/cORWV1cjYK7Vavqe70l1\n4UJJDz+8HOdcKU8ZDoeB7oxGI62vr0epCEZoYWFBr3xlqu/7voEefriqubnlQF0I3iitQWBqtZr2\n9/e1trYWAeupUyX9k3/S08HBonZ3K+EAY1T8vADKHiVB0FatVvTBD+5pZeVAjz5anqJbqVQK1NrL\nD1iHI5OveU1bd9/d1je+0VSaTgIqPk9GliDKzxlhrM6fL+i7v/uSLl6sqdsdTmVxydh5NofSEUod\nxorsQK94xZ/o4OBIFy8W4uwKBgTlAw2l6XJiHIB3v3tX588f6utfn5wzcedXUvAMWS3KX3C4b7pp\nV+96146efLKh4XD63BYOlqRwCpgnCq5UKqnR6OuDH9zS1ta89vfn4/fe9ID1sKfQuFQq6ckn53X/\n/Vf0znd29NWvntDW1iDmnXeKUOYoUhw10NQ3vGFPFy4c6qGHFlUuzwUw5BkiSmCl6cZPrPv661N9\n4AM7euyxiobDSRMKNybQx8/N8ezRaKRGo6j3vvcJDYdlbW5OzuMwbxwALzvC2HoG6Tu/s60XvehQ\nX//6JLPqew0t+I5nBTFYt9yyp3vvbelrX6spyyZOLqg0zoRn+hnwcrM50v33b+nKlTnt7k7e5fsE\nwotD7Sj82Jks6AMf2NDiYqZLlyoR1KLHMPjwCAPeh4cvXNjRHXcc6pvfXA1D6JlqBzfhG8rroN35\n80O99707evzxJQ0GE5AnH7Bj/PnjFQqNRkHf930bOjgoa2urGLLumVt4hOewZ5KCbu97356uv156\n5JGJs81akVneiX1Dhnjm7bcf6O1v7+rrX69LmpT0obu80Z2XOHrAcvr0QPff39aTT1Z0dFSe+iy8\nxBEOr26iogYdDi8TlHlWz7PT4/em+vCHN3TmTF+nTw9Uq41p/9hj83r00WV95SsNpWkWAY+DgM6r\nnrEbo/+Z7r23o6efXlKaFsIpR37YSwceyICUy2Mb02w2dc01i3rrW/9Gc3Nn1esthyPKujy77oEA\ncxyXy2U6caKv/f25KXl3Xe/l8uwdf7PPr351W3feualHH12VNCmR9SCWecCLyCPPO3XqUP/gHzyt\nixdr6vcnfOU6iP10cIh/j/dQev/7n9RwmOrSpemzgazZ9ZBnfjyz/N73HunlLx/q4YcXAuSi4sr1\nLPqVvWMPsizTnXcW9f73D/TVr1ZVKlXCpuzv72t1dTXWx+h0OlE6StXX8nJPH/lIXxsbZfX7S5EV\n5G+3HwCiyDX+5cpKTT/wA/taWyvo4sWF0HvSpBut+yf5UmjGO96R6p57DvX5z2cqlcb+GqWjxeJY\nx5ANHOugRuwR77jxxoLuv39fjzxSUpIsRRWN64wsy6KChZJbaDeWg0w/8iP7mpuraWtrLvxQfLPR\naBQdbvHjyDpXKpXwET/wgaFuukm6dKkZgb/vpYMsBKTwAfN7xSv29N73DvTXf11RpbI4VXmyuroa\nHX45E0pVJBWF1WpV584l+sf/+FCtVlUHB5OGpICBlG2T6OFYiduASqWg7//+ttbWFvS1r/WnPktw\nVygUwpeHtsViMY7grays6N57j/TGNya6fPlsHHVjf+l5QwYT+gJyEajfcktZP/iDAz30UKa5uRWl\naRoddUejUVRf9no9ra6uRpaT4LLZbGptragPf/hAWbakVmsujlDV63V1Op3gLQAL4in0KLEUGeFn\nK8d9wTKhMFm5XI6zkQRbko5T4ru6556+Xv3qwwjqHFkDpSDIIzLHIR6ft+zrbW/bftf0PQAAIABJ\nREFU15vetK+DgwNtbm5Gat3PTXlGdX9/PzKprVbr2LEZ6N57+7rmmmogFJwnxYHZ3t6OLKQPkKlX\nvaqkCxcGuuWW8QZ1Op1AHMgGgLaAgNOtttvtHqO6u7r33p7uuWc01ZVXmpyD8uAJRwaEF4P0trf1\ndO+9B1MIFSgfNeGOZnpzKBCT170u05veNNCZM5PzXQRpIEaUQg0G4ytfQJMJms+c6enuu3t65SsP\nA+3r9/tqtVqRBQbpZ02gl5NsV1Hf+Z193XefoiTCDTllKzg3bsw9W3HHHR3ddVdbi4uTtTpoAd/i\n4KOQyfokSaLrr+/ota/t6sUvnlw7Qxm4NDEozAee9QxHpdLRy1/+pG6+eTPeAx9huCnN8xIVshAY\n4Ne/flv33LMjaZI58vfnyxY9iE2ScTnVq1+9r7vu6qpW2w/H4WpNW6ATCDrgQb/f13XX9XXHHbt6\nxSv2p2jlwFOapuEQeQZvTJeyPvWpM/rTP63riScmJTXwAw6AGy1oReknjv9dd3V0990tVSqjoL/v\noQeQfk4TfigUCrrlln3dcceerr22F3Pws0UeJJLhc1R0rMgPdMcdXd1yy06sE1qiA/i5l3NhPMd8\nX9Ab37iju+/ejv1wXoeWzIPnELzw5zWv2dMb3tBVvT5p2gFKT7YQHvaMhQdAN9880O23d3X+/F44\n4eypZ4WYp9O01+sd65yhXv/6tl772s4UWON08OywZ3L43Bho6Oruu3eUpkdTQMTVMpAMp0exWNQt\nt+zqzjt3de5cP2iJzPg789kkzw41m7u6886ubr11N2SMQJ41ox/ISub1RLE40hvfuKPXvW4raMo7\n0WdeScH84EFKbV/zmo5e//pd1euTUn4cLc+kk6lxgBfeednL+rr99l19x3dM7CbOBnTzZnle7lmv\nj2l0000t/cRPPKZ3v3s7ggX42bOP7OdrX9vVzTePZefcuXGFwB/8QVNzc6ne8IZtDYeDqTJ0Aj/4\n3rPxYwdwpPe8Z0v/7J89qu/6rk3deedmvNMDNuyxZyawg+iUpaUlveQlia677mG98pX7AZ4jbziP\nrifhk0mm7Ug/+IMP6od/+EGdPXsQoAFVIPAMewS9CT7hl7Ec7+iuu7a0tDTJjOCw+15R7YWOd9t4\n4427uu22ll70om58h0DN99r1AOsF4Fle7urWW6/oO75jM6pK8LWgKwAlvOpnrXnPW996oPvuO1KW\njd9DRRZrR36SJJnKpnmQfttte3rTm3o6c2biP7Tb7WiWiB+KD0VyYzAYRF+Sa6890IULfd1661G8\ngwosry6h8ZBXbyRJcnyM60j33XekCxcOp+RUUmSXJMXRJHTTzs7OlD/5xjce6W1v62l1dTF6m3h5\nLYEWunpjY2PqCE6WZbr11iPdfXdPN9wwaeh3Nd2Sv0ECGSgWizp9uq+3vGWgV75y3O223W5PAWv5\nzDxNPrmaZOznHeq++470znf2w7Yh96wfHnYblK/eeetbC3rTm3o6dWpSHeV8TqaW8635qpN+v6+b\nbsr0lrdkuuWWyc0Xg8EgdOHW1lbwNzoO2ZxUNo5033193X57O+aOPFMCmz9qQ2DNWdQ0TXXvvSO9\n85199XrduK4RWrbb7ZBbYiLW4KXZd9450oULfd1wQykyvMPhUJubm8H3ZLmpHqGMGzDw3DnpTW8a\n6LbbJtWU8AtgA/T2ubTb7akMNEcin228YGdCYe61tbVgbOq3kySJzko33CAdHDR0eCi1Wi2dPHky\nUvoEdysrK7p06ZKyLNOLXvQiXb58Wc1mMwKr664rqdMZaHe3FOU5KGauL6Ecq16vR5lQvV6XpGMU\nqKd6PdXDD/cDlUmS8YHdEydOhCOQJEkEW8drnboS5VWvWtAXv7inNFW0SMYwcVaDdLbXjnPYeHFx\nUc3mrtrtkkajSgTOlEuAsBHcS4pSA5ogjdtnj7SyUtHFi6MphMuDkIODg1inNC5noCV4o9HQwUFH\n116b6stfPtL8fCUCERpucIB5YWEhSgHo4ouCH41GevGLh3rqqXkdHU3u9jxx4kRkYyk/gA7QhS7F\nvV5PZ88WVSgs6uhoktly9Ana5AfKJk1Tra4WVan0dOVKZarkCkUiTRxvlCTGdUK3TC96UV9PPDGv\nNJ00HHEFnTfgnsXhuWfOHOrppwtK0/IzHBeaapH5w4jAMzimzWaqWm1Bjz8+KXXk3ShxglwyBWQl\nKckpFkdaX+9pY2M5shvMmeyGK1V37DEWaZrq2msPdeXKovb3J40qPKCGpn5thqRA1sbO+oGyLInA\n0UtGmRP8TgDs98cVi0UtLfVVLg+0tVUJenvWHEXOvrJPzHecuZWuuy7V449Pzm1gwNljsrwYVe+q\nCL+cPr2vzc1FDYeThjH+PmgL4utl4Tyj0TjScCjt7U2QdfiUwbVTzN9/Pr46aaSVlaGuXFkMB5z3\n+3Anhf3l58WitL7e1eXLS8qySSZVmnRnht6c9feMEb8/fbqnnZ2yer2xE8lVTDgA8B/OCI49AKUk\nLS6OVKtlunKlPPUZf4/Lmg94sVIp6fTpQ33zm+VnfMafA9/VarXoC0AwNj8/rzNn9rW1tajBYAL0\nOHAEj+f1ALxTrVa1tNTV0VGm3d25KTnJO+2+N/yf31erBa2s9HTlykIg4PCD81NeV7HGcfZrqOuv\nH+rKlSUdb+0Uv+A840h7pvb1r9/W+fMDtduJ7ruvoy98oapf+ZUTOncu1VNPzU/JHPOp11P93M89\nqqWliUz0+4k+/emGvvzlFW1vp+p2J0Acew1dvDxueTnVW96yoze/uaNKZfy8ra2S/v2/X9OXvtQI\nR50sCU1IAFShLZmUZrOpG264QadPn9bKyqY2N6t68snLevrpp6dKuD1D6Dw2DtakH/qhr+qaa/bV\n6xX0r//1TXrssVrIr4MnAG0eJOSzfvV6prm5nra2Jg2mkA0H3NENPjfsQ5IMdfr0kS5fXtJgMN2U\nLn+lEZlwL+VGPpvNtp5+eqjt7V40NmN/4C/nM68qmuiKjk6eXNHe3nKA4W5THNTa3NzU2traVDZ1\nzBNHOn061dbWSvhQBK/SOOgkcIWmALl0ls2yTDfcMNLTT8+r05k0fYFuAD0cO6KChPN3CwsL2tzc\n1EtesqDBoKjHHuuqXq9HSSZ+EUkNfElJkaQg61UoHGpx8Uh7ew3t7+9HM5nRaBRBDIE/ZziR6Ymc\nStdeO9LXv64AbyVFwLW0tKRSqaTt7e3IvkEvKmLK5bJOnz7Q5cuJLl/uxjV9lAl7IIwNa7fbOn36\ntC5evKharabBYKD19VTz8xU9+uh+gC40zuSdAFV7e3tqNBqSxoHO6urqsW94oLNn5/Xkk6UolS2X\ny9rd3X3G/fKSQk+TqUUubrhhpL/5myNVq5OKBgaAv3eZpSKAYL1QKOi66wp65JEdzc+vTtlaT75w\npQ8D/4XnLS72NRi01OudmMouY0+hCT49fLy7u6udnR0tLCxodbWuc+cG+trXJs8F5CwWi9ra2oqK\nRPdLnd9KpZLOnj3QU0+VlabTnbxdb2CTNjc3o5zcj5MQPGfPcib0BQtCSZkj9NVqVXt7e1pdXY2z\nWTgglDLOz89HzT3oARf8EqV7JsMRIg8KFxcXw5EHrYfwMAtIGBlEAkCCTAwfwR8By/LyclxUTFZ3\nMBiEI0kKnmtPPFtAsMQdPDisKBJQRBwZyls5X7W8vBwHlwn2arVadLaiNApUh/NerJHPeCYJ593P\nWhKI8p1er3cclB4E81H+iPHA+cS49vv9cI5RMmTCQJslRQc1Ah2MBcgawRN7TdDqQZ4bYwISkFg/\nF5QvzfHADcOIk8Oz4SF+51lL5pFHsJmTZzDcQXCUz/fAsy00SeBdeScbJx06YDg8E0QQSvYaJcfv\nJMX5Dw6Xo8z83E7eSXIaO/09m4Uy453+GacHJR58Fh5kLRh89s2bWvEOR5695MkRay8XI6OPEkVP\n+fyhC/tFSRP7y1548w1/PnTyrCL7TiDCHJmvB1T5TDS/8xI3D7Y86+3otvMCDolnLXgWf3tWBJr4\nWRIHfcbo8PzUnvuzpElLfdbh/OJz4vfoEubnwIo7+87L0AmZdfkgW0WndXiEPeH7bifRG/kSWpdz\nZBu9786zA1g+D5+n2wwHa9AxLvOsk3nwHmSaObI3Pmd3/JFn3yufI8P1k5fxe8YO8BU9/dKX7usn\nf/JiPKPVKqlSGel3fmdNf/7nq6HTkiSJMt37739Cr33trvLjK1+p6tOfburBBxejOiM/b/TE0tJQ\nb3nLlu65p6NKhYClrE9/+pT+y39Z1mAwAX/8LkCnO/T1ewmbzaZe/OIX68Ybb1ShUNDly5f15JNP\nRuaJP+yLl3uPdeWhPvzhh3Xu3IF6vYI+8Ymb9Pjjy1PyiExNjmlM6/g86JDnPedjz4IyDw9Mfa95\nnts29pV3ur5nXmR8qMrBcfZ1oze86gsQfHFxUbu7u3FkwWnPuw8PD9VsNgM0gO+8IkxS+GpkKMk0\n0kUW/qeyhOAGO8N+E2B7pscDfOgKzwHc522+76vLHH/wUSm7ZG4kL5i3yyWZWHSYl/AyXzrceiXZ\n4eGh6vW60jTV1tZWHMNy4J5stcsz/if9QuiLwvO8dHc0GsW5UUpPeQe6lvcRQDmITGDHMbdOpxPn\nNLGZ0MWBfXhiY2MjmmzyPY6iebUCzXdKpVJ0EmY/j46OtL6+HnNjT6mCJDGCj8KxlStXrsQxPgKy\nTqcToDl+l8cd6EkSK85T0jgjztlcz4zSSIh/+3nXxcXFyDoTHAKGS2PfintHpUl/nmKxGOc+AfL9\nWGGSJHGmm2AcGVxdXY1YgT0ka/xsQWjpaj98PkaWZXFpMEEFi263x+lsnD7a2aMQULI7OzsRnHEe\nE8NPkx0UKWgcTCRp6v+VSiUQXDbem0jMzc1FWhuly2ZxtUy5XJ7qUOUBlzMOa+Dze3t7oZy5+oDg\nu9FoxDvoUra0tKRWqxVKj7ljmLIsi0ZApMRx4MiOwpTuqFM3T7CKQnWDkKZpHEInEPHAi9/t7e1F\nUIghosw3SZK44Jd58W9pokAp41laWgpFgFPKe+nai6MLw6Pk4K+rORYIK/Nnv3D03KC7c+OBBu/1\nQBE6eRkuZ/xw2D3j5SVjXsLmgZQ7HP4OnATWAO1AqD0ggg6OaIH+5tdFpgSHEN53xShpKuvhmRTW\nhdJC1jBy+UwNzpqkkCUPLN0RdtpirP3OXmiAg8z7WT9z8Hl7MIC+8AwTjhzGnOddzQHnmiZ32Ngn\ndBVzzQcDOIkEsA5Q4XB4QAE9vGwYhJJsGXOFP/wM0GAwiAoB3uOAHch4mqahh7zrpTumGE4vMXe9\nAR+7HDkfsw6uunJdjOHGOaQcn3m4w8SzOUstTbI07lQRuFCC5OeTcQTyAaSvl/f6eWDWI03sC3qJ\noNnLbh0AgJ/gFc9yOSjlAYfzKX9wRq4WVEiTLp1ZlgWPSAoZ8iYsLi/Ol54lz++fl4+zdxsbk6ZV\nktRoDNXpFPWZzyxJyqacckl62cvaUwHoYJDoc59b1p/+6aouXaocy7UC8HS9VSgUtLQ00Lvf3dKF\nCy3Nz4/3a2OjrAceaOpzn1vWcChlWW+qLwQ0wi4wCLiQf8CB/f39AHjb7XYENIDY+QHN5+d7+tCH\nvqZz5450dFTQr//6jXrssUUVCtMN7SRFIME+oK/RHQ42wn8OpsJ7rsfymVBpuvmSB6/IsXcL5h0O\n3qVpGvZ6f39/Svbn5sad//0qFpdL5oreKBbHZ+TIPkHPpaWl8HUc+AcE9GCdShh0CAkBfCbvEjoc\nDsMnRAaq1ao2NjaUJEm8l1LItbW16FjrpbKAGC7/BGEeNEsKGfOqH3wr70BK1R4NKOv1esyDaiB4\nl3OFbicqlYp2dnbUbDbjrCj9UuB3+L9erwcw4XYNu1+r1bSzs6NCYVJpNxgMgjc84PVmn1zr5/4A\neqtQKETiBH1K8oRBdhiQgkoO9wewt+wXXbYduF1fX58qq5UUwRS85Gd6KeWlehJ/mO9Sfs16AAWq\n1ap6vd4Ur0qTMlWqPSUF7Qna8LUkRcdbr4DyoJZrdJyvG42GWq1W2BAy/wTJHGHc29tTs9nU9vZ2\nJNJKpfFZafax2+3GjRjwKeW4vJPyb2TOG4WSGPK442rjBcuErq2tBQEODg60trYWGTDKUkEWaNzQ\n6/W0v7+vlZUVzc/PhyNK0IVAQtS1tbWpsiUUljQOwjjz6QawVqupWBxfO0J7ZtoVSwomIVBBYXn2\nBqEDqSE7s7+/H4gRz5Im52NR+gihB7soh1KpFIhOsViMemvKZmFUglO/3woh7Xa7oXBwMj0QdARd\nUgS8CA+AwIkTJ+J97hg7kueBVafTiRJnkCgCcQ7Y4yCvra1FQIwTiDBiFPmbAJ+mSrzTz8rCAx4g\n8TcHqR2l9CAIx9AdRgb85B0E3ZDjnHm2xx1wz9hkWTYVrIHm+xoQdkqs+DnOiQeX7nRiAD2D4TyF\nAuJdeaQ2n6EqFCZX4rCXlE2TRcwHJx58ODKLg+fZaBwinGkcDS9D873hGQyUrmcS3LFmX2hOAEAB\n6OBgk+/baDQK/ZLPELGPDk5QCoThzAf+kqb2i3WyjzjEfv+qyzl7DN95hiI/XLZ9rv48gjEPbNDF\nDhQ5kMG7Hcn2KgL/LllN9B+OB3ziABDoq5c1u3H1SgLfZ98TL0XLZy9w8ly+2SsPrHCQXAahgZdI\nObiCA4cOgLboKwdjoBF6FFnN09XBhny1A7/jmZ4p84oP/o1+QwcgUziX7D3OomfqndYesBQK4/Jh\nOnrDy+N19fUv/sUjmpub8OXv/u6q/uiPVqd0+/z8vBYWMv3Mz3xNzeY4UP1P/6mu//yfa9rbK4eu\nQn8gR9Ch2ZTuueeSLlzoxLsuXy7rD/9wTZ/7XFVpOmnQA2CMnUCfwRfobXQENMDRPXv2rE6dOqXT\np0/rK1/5ira3t9Xv97W9vT0VoLn/Ua0O9eEPP6yzZw91eFjQL/3S9Xr88eoUSAAPAkR4ttn5O79n\nVKvAK7wbP8VlEIAG3uMYB/LswS82HZ5CvzsQ2+/3oxTVbRaZGYJE5Am/j/ePRqMIDrHlVMDxrO3t\n7SgxJTvD+10O4TluCsiyLI56uQ0kueC2B7qju7Eb0Ner7Rwcdr0PvZBn5uTnB5eXlyMbjByur69r\nb28v5sKxsxMnTsSeuk4jCPVkCaAYe4tOwNfDx2C+0KbRaETCgrXhr7GWvD5yu7GyshJJErfzNKqE\n5kkyrnTY2trSyZMnPUs2FQwWCuNzptw7PD5CNj5ORjIKukrTd6nu7+/r1KlT4U860IaMu23zown4\ntqurq5GgOnHiRARpeRA6DwI5kEiwzz44yOK2mmdsbm5GsywAX46uwevtdlsrK+NGQ9zrjB/N/rt8\nu43ERuD7+Xni4XAYx+agK3YY3w4g1as6CLYB7vFByTAj239bOe4L1h0XJ5ZFgZiArqfpJJtIsAnz\ngIzQtCfvYCBkw+EwlCXIGUTlIDsKk3IH5sRmsrk8h6wl9z+xyQTFoAgYSJxG0u4gzWRiQKNREsPh\n5OJ0z/7BhCgihBfGx2nzn5MJ7nQ6U5lFBJfnQM/5+flAd8ik7e+PGy74eU9X/AQvHgRxmNpT8Sg9\nMhgeWCKIdOeirIe9RVkixK6oHQFDESNoKEIMuCvNvFLNl++548jPPSjhe458wrf+e77L+t1AE/Tl\nnVBkwzNSWTYpV5Mmbb89UGWdKHSCB94HfRwRh45+jQ9KCh71bBDfZ0B76OlOMbTheRgi9tR5CUcg\nn6HK7ycBC/8m6+t7gBPF2qChB5/oBwIhBnvlQS7Ggnl7xszlkb1kb/gdPAh9fA/dwLMv/M08PHPn\nDqkHUJ7NcgfRg0EC4sl5qSTo7M4Zxpm5eJkx8yJQdYdImi6rhmfJprusedDswTjvYN4+J94Nvb28\n3ANiz9rxLKcvz+L57ow6D/tafH+hmyPt8BLvwWb5+32OeVAJ54byKl8rgQX/Z94ebONEuWOMzLk8\n4nA5X7ns+HP5vgd6nvFlT+FL6O7A42Rvpdtv34vutgcHiX7t106q39eU/A4GA33P91zS0tJQv/d7\n6/qt3zqlr351Uf3+xHEbjUY6ffpA3W4xSu2Wl3t617uu6P77L+r8+SMVi9KlS2V98pOr+uQnT+mJ\nJ8oqFIpT63QAw7PR8DfOHOv0RjgER4DkBGBcE4Fsu11fWOjpIx95RGfPHungoKBf/uWX6IknqkFv\n9gRewRdx3vE9Zy4O0EBHD47ctvF75g/4Bp+yj54B832FN52G+FP4IARADph58Ew2DVvuR7L4vOto\nbDwVGQSWrAc609UW34SjWx6M4ddAO+aOXszTFz6ncgt6bG9vR6C8vLw8VdkCz0BfMk+ADASz2D/o\n5CXKSTIp/yZAdzAJG+MZLj6LT+1X+zEXt90ONnoQj8730k5+Bn2ouCBQB3zg/fjxHoxTZs3a6NmC\nDXHgHptMpQ4+xHA4vrkBHUOjKHwXqqI2NjYiG0qmdTic9HnxykRAg3ylEceUJMWecPwNefIqR2RD\nUlw1JSnOblIp4dlv/HTiG+d9/lDmTOCMHoevkBMHV/Cv8vtCJvlq5dvQBT6kiRSBvB/rQ190Oh0t\nLCzE51gzpfiVSiUysz//LN1xX7BMKK2HpUkJRD5ty7lJHK5yuazt7e3ogApx2bwsy0LxYNhIO9OB\nlnbY3nXu8PAwMo/8G+WAYiJAZgNIyyOISZJEuh0Fy7Uog8EgylMdfeaOMZTKzs5OtE5GqWEkOJe3\ns7OjNE21uro65UywFmjKGh3FwDniHlBS65TeJkmilZWVZyCiKNZ6va6tra1YO7TD8XW6sM6jo6Mo\np84rRtbh2Slp4lBhOPh5p9MJNAyB40xAjr+iGZQHo458kZHx0jQCHj6PcuS7KBtpEnwxmFP+PKKX\n8fn8PEBzR5vmQh5AEHwzD3dUMHbsOUqdLESSJOEQuzHy84x8hp+BijtfeDmWZwuZA3zmjgFGxTPr\nKEX4g6wiQJQjllxtQ2YIuXInEflwGhN0MXg3mVqnJ3wHz+f50GXKgSP4gWc4XUC9+Q6ZBmjvmQfo\nBf092PfAjzbvrBPHDRnNI/z8n9JB9g7D7HvvBhQDCT0IOjAqHkR7IOVgB+/i2egfwDpo6igqMsR6\n/Bl+5t8DMehDEOHAkMsTvOjgiusAnsE+5isInOdc7uFz+LpYLAb6zecw1gyCM/SEl895kOrgjNMI\nvvbz4KzdgTLo55Ui+Yw0z+PZ+Sws9CuXy9EkDvQdneG6kTW53UAvpWmqD33oSd166xhpf+CBun77\nt5tTgc7Yse7r/PlM3/hGVWk6LY/Q6q1vbenmmw/18Y+fUbM50n33dXTXXTsql8f7funSnB54YE2f\n//yismxyvyb7ji30bL5nNhwsct3MfiFT4+B3WSdPnlS9XtelS5d06dKlOE7kAWClcqSf/unLOnu2\nr4ODgn7xF6/Xo49OrncgcGDfmZvbEfYO2voZZgddmKvzGXNxfkaHc3bXeQze5pmul9lzAg2CgP39\n/ZgTQZI0LkP041LMDxohW/v7+1peXp4CtOAL9CJy4nTDx0AOsiybKp3EVqAz2BMvsZYUxySgrdst\nzuyhdwuFQiQe9vf3tb6+PmULa7Va6AFAQXSZB56tVkvr6+vPKFfc3d2NqzOQ6VarpWaz+Qy/hbXA\n197giIwUoHaSJBEQwQ/oVfQxfiLnU53nsAXICjqPwBD9ToOcQmFSZdHr9cKPnJ+f16VLl4LXTp48\nGXxDNpdKGPiEAIhKRE/Q8O7RaFwSur6+HrdYcOUiayY4gh+omiRz6kA1vNjtdrW6ujpVgcHf3W5X\nJ0+e1Obm5lTW0u0aNggd7JlFBnqIn+FPuW1nr+BZ5A6/nSrKJEmit8zW1lacecYO4G+laRo9XqgW\nQM/BM8g+9pt4Blllj11XkEWnCuP4XtLnrzFRkiTvkPR/SCpK+rUsy/6X3O8zgiSynRCe7rSkhmEU\nlCkGgKwfARW19Ds7O/EcSlUpfSA4pfstjESNtZd+UK+/s7MTglYsFqODmDQxrhhuNlYal7BKE0WK\nMqNmHgVCELW5uRnfXV1dVavVikAShIfLfTkDSTtwmgshJK1WK0pW5ufn1W63p8pKvLSRs6Y4VjgZ\nKM/FxcU4YA4yVCgU4qA0DjTGjMCTPfOMlqQos63VakrTNILqSqUSZ9M4+O3O23A4jCZFnkWj7Jiy\nZ8qmmSeKFOEgkHBDhELNB0N+ON/nIU0UC7/DeXRn2RUdwRd7STAgTRxLd2a9TA5DxFldz8CbTIVz\n6T935JvA3n+fzz56UOJIJvRzB8KDFpQ2g2fh2DtqSpmHZ7yYl8sKpZoABN7MDBrjiHhWhv1zh9Kf\n76VlHsDyPHQDxhiegFcc9GLf3FnC8clnCa+WsfAsL7xFYM2ZEjcYvmfOL/CAB+ZuZNk7PsczyH54\nphQasxesA8eWZ3jA6U4B70SP5kv38oCCZ63dyLM25uEZM+cDpxkykAcn2AcvI3Xnms+hy9EvHgB7\nNpzyKvYB+uEIlUqTTuw8E/Q6TdM4T+by5nIGH3lQicPOXN0Z98+naRpZB3eYeI80AXn4Dk4ae+IV\nNvAz+4RDRaDhsol8QD8PiN/3vpbe/vZtDQaJfvqnz2lnJ5kCq/IAG+tFBovFgt7znpbe9a5tffOb\n83rssYre8IZuBJ8XL87pgQdW9YUvLKlUmnQA9nn48zxTh25nvR5MeXMpSZGxw/5zv/hwOFS73Y7A\njO+vrKT6qZ+6rDNn+trfL+hjHzujp59emuKXfNWPl5w6D8NvHpi7U5kHzTzYg88dOHDb4TyWLztl\nj+BR+ImAABtP9Rj05H04sLu7uyET6BT0ppf64Yu5DJAkILjEP0vTVI1GI/QER7oopU7TdKpTLI4x\ncskcRqNRJCOGw8lVHehnbDL87nrJK2dw4P26QfbQwUT40IN+zhRzhQwZROzI+tgtAAAVxElEQVQH\nvycAQCdDD+jGUTD8Ntc5+BWsEx0Nj/jZcAci0zSNYJlmOthCzu9ub29raWlpKrGDncsHrw6gemly\nuVyODFuWjcuqATJardbUfDjbmyRJlHNLk+wje488wr+U2HtPEY6FEdAix/wcn7vZbEbyZWFhIXrT\nLC8va25uTjs7O1HmSrNV9D8+ppf3pmkazZ2kSedfn6+DpUmSxJlifGCCTHii0+lobW0tKjCJAVZW\nVsI/59ggQDF7zTPgae+dg+6TFInDZrM5dZesNK52gB+TZNzI6NmC0P/qjYmSJClK+kVJb5V0UdJf\nJkny+1mWfcU/R/kFDqc3F/DU8tzcXASqRP2SQqmQocToJ0kSjWw4IIzw+JkJ0CIQvWq1qoWFBbVa\nrSkn7cSJExAw6rRd+DEKKBSYc2VlJbIeXOS6t7c31d2X8ycYXp49NzcXB9BXVlbU6/XiklmCGNaA\nUC4uLk4hehgnMlSULkgKRkQhEnh61gQlKI0ViDM8lw13u10tLS2FQvTzmyhSjPfc3Fwo5ZMnT0b5\nCNc1gDzSYMnLrD3wy7JsSgA9S1etTs7WYGgRYke+8wHQMd9OlZpJkwyao2JuwN2hzWe8PGsFuoXi\nz5e4OuKdD5ocncYIenDK2liDr4kAjQBQ0pRz4UElfMyzcMTyz0ZGmaM78dAKIwwfMA+UnMu3ZyL5\nfz4bgZFj36RJSWkeRHPHC56HD1gfl3vnz0Z5SRJ7g+x4sIAR84DWdRe09Gc5XV2mqFZwpN7p4uVM\nKHTPCHippDvJXv4Mz+VRYJcPz6A47zF39ggnJ58l8mAY3eh6Ed7DSHmAw3s8aMg7vg5+eGUH60L3\nAHTkB/Mjk8Fz0Qu+/8gITiG8zjzQV+wX9oX14LBihJ2+8Jw7h4AT0MXlAEfX5dFRcAYAIIP9Q2+g\nF5EJAFmejf4m4GQPoY2DwfweGkiaOhPuDq3L7JUrY9758z9fVrdbVrE4fa2T6zp+PqlMkb73ezf1\n5jePgeXrr+/p+uvH+/jUU3P6j/9xXV/8YlXDYRrzYW8dHPKqAWjMO6Er+qtSqYSThr2GL3yfoId3\ng2RNp06V9dGPPq5Tp/ra2yvo4x+/Vg8/PNLy8uR8MHzL3hJ00BAEnXE1oA+aeXUKdsuDUs/c8E50\nGjLk+418uY7zvfHKD/gOBxXfgrn60RGvLnEQwEEtzxQBBC4tLWl7ezuei2xyzyH7zNxJYtDXAx2N\nfCNPaZpGTw9416sM3FeQxnoPP5GKOejg+wFdSE4ASqIfPNPoWS58OSq5CFahiaSQM3QaskxTmLm5\nOVFpSFCGfnB7yZ7jV/PZVqullZWV0HXQlSADOXKbw3z8Tm5+7/oNHmXf6eEC7dzPgRfYq9Fo3PEV\nXxG+I9CCL5z/WQMyibySYaXxTq1WC/+xXC5H0FosFlWv14OHSqXSVAwAvcn6Ij9JMqkSJAvM/iVJ\nEvHOaDS+4gd6Eyiis11P4ceNRqNoWlQsFgMQYIyvXVsMUEdSgJKcswUAI+jHr+cOXfejSqWSdnd3\nI6hHrgqFQvj0XmEljatYSbx41+qrjcLf+tv/b+O1kr6RZdljWZYNJH1K0nvyHwKFINOHcSaDSEB5\ndHSkdrsdh7TZoN3dXbXb7SjjkCbd1Th3CBrhG7S3txfBmBtWargRGOa2vb2to6OjIHy32407TBEY\nR8SSZNz4p1AYl9vSJplSBNAUSlm4jNjRhcuXLwfid5zGjnIoBAiBoCUywTgOJgxI8O0dRqFNq9WK\nOm+cCkquUDQEyhgumLtUKmllZSUUMvesgnSStfQAu91uq9vtTnXb4iwA9es446VSaeqKHRQBNKB8\niOAPA+Jd81yAoYk0cXYwZPlyHJxKN+Lsrz+H0i6eQWkQAROBjx8S96BRmg50yX55BtgdC95DeQ1G\nztu6u7J0Rx9aotxxCnBQUKjQBjqwH9J0t093kqUJAuyOvTumHsAhex5w8zOezdxxGunaRke40WgU\nAZzvqTtqDhTgAEiKIALHm+/RyAvl7IoYBQstAG4AmjzbJSkCZy9fY27MB8DFM5x+f6bfTwjt/QwO\nht6BE6pEyuXylFHF8eJ9HH1AVguFwhTfViqVAKnoVIj8OYjAvNHVyAXrBbmHDpzHcsADvmSuDgb5\nJdkcqXAaE1wh935O2GWIrIifw8W5ZD04AfAj+gknyAFH9ALBiVcgoC8I6HAUWQ/zPjo6CjuHPMFH\nefkClXfABruJHZImgAeZKZ8Tco3OcScUnnDHGx2BE8c9zUdHRwGAOe2gpwNHXj528WKiNJX+6I9W\nwinH9kA/3onsjdc11A/90CQAZezvF/Qrv3JWP/dzp/XZz85HAOoOLPOBn1x3OPCHLmDvPUvhZYjs\n2Wg0boDCGTFsD/RN01T1+kAf/ehjEYB+7GPn9PjjYz+n0+mE/qD0ED5l77BP8IKfY8OB9QCJOaPT\nOa/Gn+FwGDIEr7vcouc8S+ggLnyNvEGHCchwJfpDIOeSoiIK2UPeyRwTmOLIO+DojjiBWbFYDB+P\nK12uXLmiYrEY5YSlUklra2tTdrLX60WlHPsMvdCpkiKbXSxOrqpgzqXSpLMoQTN+qFeakSBgXwlm\nkBcybugzb54Dn+7v78cZYweSOauHnqCbKpk4Kv/wpQl6SRrwMzreI8+ere12uwGk+RExaEUHc/Zm\nY2MjAMc8uE5WrF6vxzGwSqUSASj+PTZZGlfMoTtc3zpAAn3I/OGbAuRkWRb+c7FYVKvVCln1bH6j\n0Qhe393d1aVLl0L3Eqfgfy8uLuqpp56aAiDRD+hXbB7XtMDfksKmStLW1pbm5+fDtx0Oh1G9SQWj\n93VxIMSrxAgwuRWE86Mud+huguN6vR66anl5Oa5yxHZIY38Yu1Wr1dRqtVStVqP0nR4ySTI5P8ue\nYRPdDj/b+K9ejpskyT+UdG+WZR86/v8HJd2RZdmP2WcybxXd6/WmOrTiZPB7jDTGClQBR5BabgSf\nKxJAdon6uZOSunS6voKwYIglTQVznHnkPjku00V4mRvM4CgfmTqC7DRNVavVtLGxEeW1BDdk2LwV\nNUqUO0s5J+fIAwgt82CAjnmQCX3JPGCgcSg8EHPHkDpwaModpThCBwcH0cIbdBJFyzg4OAimxghh\nVBByzlMUi8UQJmnSEQ40j8yyd8RF6HAmPBPhiL6X2aJE2WuUnGe/nKZXQ4R9jTgM7mBhTD2zA/0d\nsQMs8GwjzoK/k7OU0AIHDqfCA0HKbRw9zmdDHaVm3mQC3DFlf7xUEwOLoffAH2fX0XkcBD7nDhQ8\n6uvAOSBwIKOMcseo++cJQigJxOhjGDc2NnTq1Kkp54p9woiiTNlbnCFH6FHooMNekuUoIjwEMMMz\ncVqcp3i2080dMZcdeJ7v+blM50me5+AAz0AePYB2MI5357O5rm/gARwVd4bhHb7rZdHItWeXeI87\nMayJd3vmkqDYz+87DQk08hUVzNkzMQ5cuT5w+kkKNBldiB4F9GOf0Jt+BphMJA4ctscDYvQOc+Y5\n6GkPFJkrejwfTEJrXy/6xXnFM958h2ezL56F8wwjdtllxgMN+KDRSPX+92/rV3/11FQvBZ7hmZNJ\noJ3pR37kil7ximfeFypJn/3ssv7Nv1nX0dHkmAW6jmALnkaunTc8e+1VB56Vy4MlfJ+fQVd8gn6/\nr0ZjqJ/8yad08uRAu7sF/fN/floXL1bCYW40GkFrMp+e/UBHot+Rda/AAOSDxwExsQu+LmjAHjsI\nmQcvnT88i+9ABo4tv3PH22kJoOvON/ze7/cjmKEygP87/Z0f0VO+v+gcl3PkkpJU9/HQu34vLJ16\n0zTVysrK1HUn+ETcbsDcuHaGAA6gmitZsEWudygDJQD09bm99vJNB+04TnbixIkA5/AB0aXYJPT5\naDSKwAF7it3AH8aGJUkSfpqX2zNXP/bAPuOLFQqTikbXLfAkx+sAOJwv+Sw+rQfryG25XFar1dLy\n8nL45CRb8JtZC3QplaabenoDUs8u4q8iGyQ5iEtI3GDb0YX4bLzT7auDSjzHdYrbbapiSMjwbv4N\n/0NrjgB0Op3we/1z6DFkkvLm+fl5bW9vq1gshn8O/yP3Dka32+0IKAEZ4E0ABfx//qaxapZlITvH\nsdZVy3H/LjKhzymqTdNUrVYriETE7xm7JEmmECMCCAIjlAtnBOhcm6bjWnEEjQFyKY0zBtVqNdLJ\nIM0IDUKNwuj3+xEooZhxCvgs80QA5ubm4qqWTqcTqDVX00iTsse9vT11u91whkGgC4VxppYSQsqT\nMThe744A0Z2WzBaZX0fCdnd347wna2JOKFI34qCQjUYjSnE9awGaIymymhgHaO7BGAZqb29Pw+Ew\nDlOTden1eoHweVmBn1WifASEh/VDVzemOIf8DAWK0EqTRisoSFc2OCD8Xppu0sAz3JnyYMJ/50EK\nitCd7LycEFD7d7y81RWPGyzm68+F3/ieGwLPikia6gKHccN5wMj6c5AJX4sj6RjJPKKPMcUgIl/w\nL06w7y8BsNOEebih8yCbII1sMs8mI4ERRAcxT5xiAgkPLNE9HsjASziHzI93kmX3jJavAZ7zLC2Z\nbHeAcaJA08kae0Dt2QxohaHh+azLs/eSQg7cWQXdZD18Dpp7cOTBtQMq7DeBo5f45v84XQm0mI/r\nFLIo8DHPhD+RVZcLD3oB6AgsHZDgb+wJdPSzwryHf7P/0AVegGZedUBGyXUNcsQeu40BEMJZhYbw\nJs4G+to/Vy6Xo3LCQToH5Pi9r9+H0xB5Q9/yHNbnwVCrlej3f38l7Lh3Q4UvvAphYUH68R9/+hkB\n6OZmSX/1Vwv6wz9s6KGHFlWpTK51gM884GY/PWsNnfmOAxbwXJ7/3En2rK806SrZ7/e1tHQYAWi3\nW9Qv/MI5ffObk2MUDn6hD13u0V3sB3zi/ITu4HcAMA4E+DP5Hg4v+o5nenCR182uj0ga8B7nHxqR\nMOAdqnvyQSJ2z7M47o8xX95BUOiAGnzN/AhkXXYajUbcHYlcEXQ5SFkul0MX4gtxNlBSgOPIYKEw\n7o1B1QiAnttGdCC6mOcxF3w6/B5kB1tFyWW1WtWpU6cimHf9gXxDr7W1tdgzKsqQCectbJ+kuJoD\nvxB7R2UX4DC9NxYWFiJRk2VZlMnC1+wxQWCn05nKcDtoQKUgGV/3wbBFgC1LS0tTzyA+IAuHLGIr\nJEUzyzzY477x0tJS2BbXbfAfwSD+NXoDQISMK5ly9gbakGBDZvC5kXfsM9fcNJvNeDd/+A5yRt+Y\nJEnCx3ZfkkTdYDBQvV7X7u5uVAKsr68ry7IItgHXAfGSJIl95s7u/JHJPDApKSoeqRa9cuXKM5pu\n5cffRSb0Tkk/n2XZO47//7OS0syaEyVJ8vy35J2N2ZiN2ZiN2ZiN2ZiN2ZiN2ZiN5208Wyb07yII\nLUn6mqS3SHpa0uclfSDLNSaajdmYjdmYjdmYjdmYjdmYjdmYjb9/4796d9wsy4ZJkvyopD/S+IqW\nX58FoLMxG7MxG7MxG7MxG7MxG7MxG7Mh/R3dEzobszEbszEbszEbszEbszEbszEbs3G18XfRmGg2\nZmM2ZmM2ZmM2ZmM2ZmM2ZmM2ZuOq43kPQpMkeUeSJF9NkuThJEn+h+f7/bPx7T+SJLkmSZI/TZLk\nwSRJvpwkyY8f/7yZJMmfJEny9SRJ/jhJkhX7zs8e89RXkyR5+ws3+9n4dhlJkhSTJPlSkiR/cPz/\nGf/MxnMaSZKsJEny20mSfCVJkoeSJLljxj+z8VzHMT88mCTJ3yRJ8m+TJJmf8c9sPNtIkuQTSZJc\nSZLkb+xn3zK/JEny6mOeezhJko8/3+uYjRdmPAv//G/H9uuvkiT53SRJ6va7bxv+eV6D0CRJipJ+\nUdI7JL1c0geSJHnZ8zmH2fj/xRhI+oksy26WdKekjxzzyc9I+pMsy26U9H8d/19Jkrxc0vs15ql3\nSPqXSZLMsvyz8VFJD2lybdSMf2bjuY6PS3ogy7KXSbpF0lc145/ZeA4jSZIXSfqQpNuyLHuFxr0x\nvlcz/pmNZx//SuO99/Gt8AudR39J0n+XZdl5SeeTJMk/czb+2xxX458/lnRzlmWvlPR1ST8rffvx\nz/Ot6F4r6RtZlj2WZdlA0qckved5nsNsfJuPLMsuZ1n2fx//e0/SVySdlfRdkn7j+GO/Iem7j//9\nHkmfzLJskGXZY5K+oTGvzcbf05EkyTlJ75T0a5JQsDP+mY3/13GMGN+dZdknpHGzvSzLOprxz2w8\nt9HVGEhdPL4tYFHjmwJm/DMbVx1Zlv2ZpFbux98Kv9yRJMlpSctZln3++HO/ad+Zjf+Gx9X4J8uy\nP8myLD3+7+cknTv+97cV/zzfQehZSU/a/586/tlszMZVxzGq/CqNhehklmVXjn91RdLJ43+f0ZiX\nGDO+mo3/XdJPSUrtZzP+mY3nMq6XtJkkyb9KkuSLSZL8apIkVc34Zzaew8iybEfSL0h6QuPgs51l\n2Z9oxj+z8a2Nb5Vf8j+/qBkfzcZ4/JCkB47//W3FP893EDprxTsbz3kkSbIk6XckfTTLsl3/XTZu\n6/y38dOM1/6ejiRJvlPSRpZlX9IkCzo1ZvwzG3/LKEm6TdK/zLLsNkn7Oi6FY8z4ZzaebSRJ8hJJ\n/72kF2ns2C0lSfJB/8yMf2bjWxnPgV9mYzauOpIk+R8l9bMs+7cv9FyuNp7vIPSipGvs/9doOvKe\njdmQJCVJUtY4AP2tLMt+7/jHV5IkOXX8+9OSNo5/nuerc8c/m42/n+MuSd+VJMk3JX1S0puTJPkt\nzfhnNp7beErSU1mW/eXx/39b46D08ox/ZuM5jNdI+ossy7azLBtK+l1Jr/t/2rtj1iiiKAzD7wey\nkMLOUsEU+hsEC5v0diJoiGK3aGkRC20trYWACCKkktgogq0goigYbQQhFtZWFsFjMRccJGhW8Lqy\n71MtZ1h2Fj7m7hnmnsX8aDazrFefWv3wT3VztMCSXGDYlnRuVJ6r/PRuQl8wbHY9mmTCsDl2q/M5\naM61TdIbwHZV3Rod2gLW2us14MGofjbJJMkycAx4jhZSVV2rqiNVtcwwEORpVa1ifrQPVfUZ2Ely\nvJVWgLfAQ8yPfu89cCLJUlvLVhgGpJkfzWKm9apdt760Sd4BVkfv0YJpQ4WuAqer6uvo0Fzl58Df\n/oCxqtpNchl4zDAxbqOq3vU8B/0XTgLngTdJXrXaOnAT2ExyCfgInAGoqu0kmwwL/S4wbY+vSPDj\nMSbzo/26AtxrN0s/ABcZ1izzo1+qqtdJ7jLcdP8GvARuAwcxP9pDkvvAKeBQkh3gOn+2Xk2BO8AS\nw3TvRz2/h/6NPfJzg+E38wR40obfPquq6bzlJ17rJEmSJEm9+F9UkiRJkqRubEIlSZIkSd3YhEqS\nJEmSurEJlSRJkiR1YxMqSZIkSerGJlSSJEmS1I1NqCRJkiSpm+/IvNmPlYWBlQAAAABJRU5ErkJg\ngg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "a = np.loadtxt('tmp.txt')\n", - "fig=plt.figure(figsize=(16,12))\n", - "plt.hold(True)\n", - "im = imread('/Users/alex/Downloads/1/pic.tif')\n", - "# im = negative(im) #plot negative of the image for more clarity\n", - "# imsave('neg.tif', im)\n", - "# im = mpltimg.imread('neg.tif')\n", - "# xmax=np.amax(a[:,0])+window_size/(2*scaling_factor)\n", - "# ymax=np.amax(a[:,1])+window_size/(2*scaling_factor)\n", - "implot = plt.imshow(im, origin='lower', cmap=\"Greys_r\")\n", - "# invalid = a[:,4].astype('bool')\n", - "#fig.canvas.set_window_title('Vector field, '+str(np.count_nonzero(invalid))+' wrong vectors')\n", - "# valid = ~invalid\n", - "# plt.quiver(a[invalid,0],a[invalid,1],a[invalid,2],a[invalid,3],color='r',**kw)\n", - "plt.quiver(a[:,0],a[:,1],a[:,2],a[:,3],color='y')\n", - "plt.draw()\n", - "plt.show()\n", - "plt.savefig('tmp.png',dpi=300)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/openpiv/examples/multi-pass_tutorial/tmp.png b/openpiv/examples/multi-pass_tutorial/tmp.png deleted file mode 100644 index 85cdaa3d..00000000 Binary files a/openpiv/examples/multi-pass_tutorial/tmp.png and /dev/null differ diff --git a/openpiv/examples/multi-pass_tutorial/tmp.tif b/openpiv/examples/multi-pass_tutorial/tmp.tif deleted file mode 100644 index 9d72e4d1..00000000 Binary files a/openpiv/examples/multi-pass_tutorial/tmp.tif and /dev/null differ diff --git a/openpiv/examples/notebooks/masking_tutorial.ipynb b/openpiv/examples/notebooks/masking_tutorial.ipynb new file mode 100644 index 00000000..c4b1e768 --- /dev/null +++ b/openpiv/examples/notebooks/masking_tutorial.ipynb @@ -0,0 +1,282 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from openpiv import tools, pyprocess, scaling, filters, \\\n", + " validation, process, preprocess\n", + "from skimage import io\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "file_a = '../test4/Camera1-0101.tif'\n", + "file_b = '../test4/Camera1-0102.tif'\n", + "\n", + "im_a = tools.imread( file_a )\n", + "im_b = tools.imread( file_b )\n", + "plt.imshow(np.c_[im_a,im_b],cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# let's crop the region of interest\n", + "frame_a = im_a[380:1980,0:1390]\n", + "frame_b = im_b[380:1980,0:1390]\n", + "plt.imshow(np.c_[frame_a,frame_b],cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Process the original cropped image and see the OpenPIV result:\n", + "\n", + "# typical parameters:\n", + "window_size = 32 #pixels\n", + "overlap = 16 # pixels\n", + "search_area_size = 64 # pixels \n", + "frame_rate = 40 # fps\n", + "\n", + "# process again with the masked images, for comparison# process once with the original images\n", + "u, v, sig2noise = process.extended_search_area_piv(\n", + " frame_a.astype(np.int32) , frame_b.astype(np.int32), \n", + " window_size = window_size,\n", + " overlap = overlap, \n", + " dt=1./frame_rate, \n", + " search_area_size = search_area_size, \n", + " sig2noise_method = 'peak2peak')\n", + "x, y = process.get_coordinates( image_size = frame_a.shape, window_size = window_size, overlap = overlap )\n", + "u, v, mask = validation.global_val( u, v, (-300.,300.),(-300.,300.))\n", + "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.1 )\n", + "u, v = filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3)\n", + "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", + "# save to a file\n", + "tools.save(x, y, u, v, mask, 'test.txt', fmt='%9.6f', delimiter='\\t')\n", + "tools.display_vector_field('test.txt', scale=50, width=0.002)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/alex/miniconda3/envs/openpiv3/lib/python3.7/site-packages/skimage/util/dtype.py:135: UserWarning: Possible precision loss when converting from float64 to uint8\n", + " .format(dtypeobj_in, dtypeobj_out))\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# masking using not optimal choice of the methods or parameters:\n", + "masked_a = preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.005)\n", + "masked_b = preprocess.dynamic_masking(frame_b,method='intensity',filter_size=3,threshold=0.0)\n", + "plt.imshow(np.c_[masked_a,masked_b],cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# masking using optimal (manually tuned) set of parameters and the right method:\n", + "masked_a = preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.01)\n", + "masked_b = preprocess.dynamic_masking(frame_b,method='edges',filter_size=7,threshold=0.01)\n", + "plt.imshow(np.c_[masked_a,masked_b],cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Process the masked cropped image and see the OpenPIV result:\n", + "\n", + "# process again with the masked images, for comparison# process once with the original images\n", + "u, v, sig2noise = process.extended_search_area_piv(\n", + " masked_a.astype(np.int32) , masked_b.astype(np.int32), \n", + " window_size = window_size,\n", + " overlap = overlap, \n", + " dt=1./frame_rate, \n", + " search_area_size = search_area_size, \n", + " sig2noise_method = 'peak2peak')\n", + "x, y = process.get_coordinates( image_size = masked_a.shape, window_size = window_size, overlap = overlap )\n", + "u, v, mask = validation.global_val( u, v, (-300.,300.),(-300.,300.))\n", + "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.1)\n", + "u, v = filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3)\n", + "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", + "# save to a file\n", + "tools.save(x, y, u, v, mask, 'test_masked.txt', fmt='%9.6f', delimiter='\\t')\n", + "tools.display_vector_field('test_masked.txt', scale=50, width=0.002)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "openpiv3", + "language": "python", + "name": "openpiv3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + }, + "nteract": { + "version": "0.14.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/openpiv/examples/notebooks/tutorial1.ipynb b/openpiv/examples/notebooks/tutorial1.ipynb new file mode 100644 index 00000000..71a1addb --- /dev/null +++ b/openpiv/examples/notebooks/tutorial1.ipynb @@ -0,0 +1,175 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# OpenPIV tutorial 1\n", + "\n", + "\n", + "In this tutorial we read the pair of images using `imread`, compare them visually \n", + "and process using OpenPIV. Here the import is using directly the basic functions and methods" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from openpiv import tools, process, validation, filters, scaling \n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib notebook\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "frame_a = tools.imread( '../test1/exp1_001_a.bmp' )\n", + "frame_b = tools.imread( '../test1/exp1_001_b.bmp' )" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax = plt.subplots(1,2)\n", + "ax[0].imshow(frame_a,cmap=plt.cm.gray)\n", + "ax[1].imshow(frame_b,cmap=plt.cm.gray)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "winsize = 24 # pixels\n", + "searchsize = 64 # pixels, search in image B\n", + "overlap = 12 # pixels\n", + "dt = 0.02 # sec\n", + "\n", + "\n", + "u0, v0, sig2noise = process.extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=winsize, overlap=overlap, dt=dt, search_area_size=searchsize, sig2noise_method='peak2peak' )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "x, y = process.get_coordinates( image_size=frame_a.shape, window_size=winsize, overlap=overlap )" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "u1, v1, mask = validation.sig2noise_val( u0, v0, sig2noise, threshold = 1.3 )" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "u2, v2 = filters.replace_outliers( u1, v1, method='localmean', max_iter=10, kernel_size=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "x, y, u3, v3 = scaling.uniform(x, y, u2, v2, scaling_factor = 96.52 )" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "tools.save(x, y, u3, v3, mask, 'exp1_001.txt' )" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tools.display_vector_field('exp1_001.txt', scale=100, width=0.0025)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "openpiv3", + "language": "python", + "name": "openpiv3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/openpiv/examples/notebooks/tutorial2.ipynb b/openpiv/examples/notebooks/tutorial2.ipynb new file mode 100644 index 00000000..9ae6ab2b --- /dev/null +++ b/openpiv/examples/notebooks/tutorial2.ipynb @@ -0,0 +1,200 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## OpenPIV tutorial 2\n", + "\n", + "In this notebook we compare the time to run the same analysis using Cython (precompiled) version\n", + "with the Python process using FFT and/or direct cross-correlation method" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from openpiv import tools, process, scaling, pyprocess, validation, filters\n", + "import numpy as np\n", + "import pylab\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "frame_a = tools.imread( '../test1/exp1_001_a.bmp' )\n", + "frame_b = tools.imread( '../test1/exp1_001_b.bmp' )\n", + "pylab.imshow(np.c_[frame_a,np.ones((frame_a.shape[0],20)),frame_b],cmap=pylab.cm.gray)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9d3hVVdY//tn33vR2UwmBVJIQCKkkEEpCDWBh1LHPKE7R1zajY5vXhmVmcGyDFXWsFLviKIpib4AjvRcJSCeElkJ67t2/PxZH5puz1j68RB4Hf1nPk0fMyt5nn13W3metz/4spbVGt3RLt3RLt5z84vqpG9At3dIt3dItP450G/Ru6ZZu6ZafiXQb9G7plm7plp+JdBv0bumWbumWn4l0G/Ru6ZZu6ZafiXh+qgfHxcXptLS0n+rx3dIt3dItJ6UsXbp0v9Y6ntP9ZAY9LS0NS5Ys+ake3y3d0i3dclKKUmqbpOt2uXRLt3RLt/xMpNugd0u3dEu3/Eyk26B3S7d0S7f8TKTboHdLt3RLt/xMpNugd0u3dEu3/Eyk26B3S7d0S7f8TKTboHdLt3RLt/xMpNugd0u3dEu3/Ezk5DPoWgOXXCLr330XeO01WX/55UBjI6+rqgLuuksu+9BDwNKlYrMmTZKLzpsHvPiirL/2WuDgQV63fTtw661y2WnTgG++kfXGhn3zDVUgyeTJwNatvO7wYeCKK+Syr71G4yHJxRdTxzGyaZN5KDBlCrBhA69rbQV+/3u57Ouvm9s1aRLg9/O61auB+++Xy95zD7B+Pa/z+Yxz9/33gVdekau++mqgtlZQbt4M3HmnWPaRR4DFi+W6L7pI1n30ETBzpqz/4x+BQ4d4XXU1cOONctlnngG++krW4+KLZd3XXwNPPy2qb7kF2LlTUNbWUsMleeklWrTH066VK4EHH5T1f/sbsHGjrO+CnHwG3e8Hli2T9bt3A3v2yPqlS0Ujgro6MuqSbNhARoyRhgbzGG3bBuzfL+tNl2YPHJBtKgCsWgW0tcl6Y+WHD5sb/v331ABOgoKABQvksk79uX490NTEqqKjyZAY2yXtgIC48QKgzjQNxuLFgEtYGnv2ALt2yWVXrCDDzUlzM7BunVh0716DAYKxu6ivN28Wy27YIJ9j/H5zd23bBuzbJ+sXLgQCA3mdwytj82bDJgWY5+7u3fQjyPLl8lCguRlYu1au2+mlTe2qq6MTiSQbN4p2pKtychp0abFZerf7+PQdHUBAgFy2vV2cufv2AfEsuwJJYyMQFibr29rkReFUtq4O8HplvVGCg+lEK0lYmDz5AgIMKwZAVBQ17jj0sbHyPgKA2t3SwutcLvmEDZg720kaGoCICLM+PJzXOQ2kgwQFGTbu1lbjO7W3y1O7uRkIDZWf29RkbnZTk1ze7weUkst2dACe4yUgaWmheXA8aqcHO9kZkyglHxpPsDi2WCkVrJRapJRaqZRaq5S6m/mb3yil9imlVhz5ufTENBfHZtCPV9/ebh5kgyHYv99s0A8fdjboQUFyWclGAHTCiYqS9UYJCpINI0CNlo52gHnier3m41dUFFBfz6qUcihuarfbbd5oumrQTYNhGiyT5Tsipu4MCjLsvQ7vZFI7Gexj2Ycko621eTkal5zTemxuBkJCRHVrq7ym/n9r0AG0AhittS4AUAhgglKqjPm717TWhUd+nv1RW/mf4tTRPp+zXjqhm44xDvp9+4C4OLloY6PZDpjm7gk9oRutBJwNOiBPXq/XfEKPjDTqs7IMX66mLwul5BO61uZxNm0EWh/bCV3SOwyk6SQLHINBF62X8xegaZ/pyoeF03I1fhS3tBgNtukI7vdTXxlP6Ka17tRw02D9Nxt0TWJ9cwcc+fnpMks7fcMdi8tFGiinQTasiq66XLSWX8vphF5fT7bRWLkkx2rQuTq0phUjGfyoKDpicyfplhbS79wp+hFEg75rF5X74gv+hP/cc+Rf54LjS5dS5PH++/n3vvZa8ss+84xdt3kz8OSTwMsv858Ob79Nn2qffGLXaU3BsoAAcpYfh3TlhG7wFhpP6PX1NLyBgfxeV11N89bkn3cy6OJBef16Muhcf+3ZQ7GQgwdZl+Djj1P45m6bP+GIrF5Njdu+3a47eJDmZ309fQV0loaG//e//yl+P42F1vy8b2g4ejA4AUb/mL4plFJupdQKADUAPtZaf8v82dlKqVVKqTeVUslCPf+jlFqilFqyzxRwMMmuXTSDqqvtutpaGtymJt7vu2cPdSIXEGtro4mjFB+yr66mv2EGsbaWqo6NpQnaWQ4douZ4PPwYWvOVe+zBg8COHdQs7pW++YYWqxjXfO89OgXPmMHrn3mGoqoc6qO6Gnj1VeDee/lF9eKLFDy68kq+7rvvJuP2+ut23fbtZHj/8Ad2E21pISPx6qtMUC0mBpg9G3jrLf403NgI1NTwx87CQhqwlBT+RJuZSQu5osKu69OH5k5ICP9JdOgQzU8uOKkU8MADtJkwc7+j4+jc4ObQrl1kUNlAX3Mz8NhjwPz5LMKmqoqmLWe7tKZhqKmh/aazrF8PPPUUcNttvGH+3/+l+mfNsusAAoatW8fvccuX07z94APhg+qeewgCw0G4goPpnadNY8e5uJjeOTeXbxeeeILWBheFbmmhsbrjDn4XnDaNXnryZLtOKYL1vP46sGiRXb90KfDmm9RxTp9kxyNa62P+AeAF8DmAAZ1+Hwsg6Mi/LwfwmVNdAwcO1Mclv/611oDW06fbdYcOae12ax0aqnVLi10/dSqVveIKu87v17pnT62V0rqqyq5/6y0qW1FhU1VVae3xaB0ZyT/2o4+oWTk5/CtNnkyPve46u66+nsoGB2vd3GzX/+Uv1KyHrtnCVz53Lv3BlCm8ftIk0q9dy+uTk7VOT+d1VVVU9q9/5fVXXkn6TZt4fUKC1r/4Ba9bu1aPyNypAa137mT0hYVan302X3bDBuq0w4d5fVmZ1rfdxutWrtRXx72qfT5erSsraQ5ysmULDeSCBaza/6fr9NUxL7G6+nqt4+JoDm3bZtdv3EhdWZAnNKy4mOZ9W5tNNW8elT1jZC1bdMIErRV8etcuu669XeuQEK3PPJN/7D//qbXH1aH3fXeQ1V9+caMGtN6xw67bupXadfowvqx+5BGtAwL4ia+11v36aT1uHKtqa9M6LvSwrl2/my/7l79oHRampYF+O/1Pet74qXzZFSuo4XPn8vpJk6jT2tv5hgUH09o4TgGwRAt29f/k9dda1x4x6BM6/f6A1tr6GHwWwMAu7DFmmXDk0aedZtd5vUBGBpCdzZ++rDKnnGLXKQUMGkRugD597PrRo4/+TSfJyKBiAQH8Y4cOpf+mp/OvNG4cnZROPdWui4gABgwAEhJ4f+Dw4YBb+XBhvgDBstrNvTMADB5M39v9+vH6hASgqIjXJSeTL2jECF6fmUn4Q64/ATr9DBnC65qa8L/JLyM0FEhKYvQxMUB+Pl82JYUCGpIfITmZfjgZMACfBoyX3QT9+skR6LQ0enZ0NKvuqBiNrwLGsLqICGpyeDhV0Vmys4H84I0YVynEBkpKgJ492a+digogyN2Oc4byEL9Ro4CRoYvYfvZ4aN727cs/dsQIYELUN4iL5d0Hpw3ej4HeKvTubdelpgL9Yqrxy0ECVnPsWPoakhzh2dlgKwZ1w73pTyMqRIAFDRtG9kIY6OqckVjfu5Ivm59Pc3f0aF4/cCBNWs6XFBAA9OhB6+4EyLGgXOKVUt4j/w4BUAlgQ6e/6fkf//sLAMLNih9BKitpoUoRyAEDgLw8XpeVRZ9n3Oc0QJ2cmsrroqJoIBjjpRTZPMlGhIXRomD2gh8eGxpK84CTgQPlzWDwYGBi9kb0iGR8fQAthuhocjVwkpdHq1X6/OvfXzacgYHkvC8t5fU9e9J4SXWnpMhlw8IwIeobnHuuUDw9HSgo4MsqRWMlickou1xQXgNkqKRErlspeieh7vaycgTEydHrvn3JVSDJueHzUDleiA8NHEgnC0ZCQoDKpLU4vYJHFI0e4cMFUfIlmpIS2XWRnQ3cEDdTNLqjCw7g/DTG9XBETu+9EhNHCbDYnBzauCUpLaUGCPLbuHflQHFGhrzWAUSWF6C+p1C3Nb+kjSYvz9guZGbSujoBciwn9J4APldKrQKwGORDf08p9Rel1C+O/M01RyCNKwFcA+A3J6S1ABmnnj1l/YAB9MOJUkCvXvJAGBYFALLaQuRz0iSzDRk7FkhM5HUBAWQHpHjs6NHUbE5CQ4H7xn5iDrDEx8tGNTRUPn5ZZU1WJjJS7s/ISLnhAAUduOMoAISFQTU1ypcyw8JkaIZSZv9ke7sRvwwYyh4+bIYUNTaK+vbQKASEy0gU06YPABdEvo/h5ULb+vShLwRB7sl7Fd5YfjMo6t+Kc+O/EMsmJMh2VSlgZMAC0XCGoRF/KPharPumrLcRlyREa9vbzXjc6GgjPMfVZgCit7cbN4vI/DTUNxugrSaEg9stz2uADIUJuNEFcYT0a61XAbB9c2ut7/iPf98C4JYft2lig8yQj4QE82IOCZHD7qGhZuxhTIwYki8sNN8mT083osoQHCwb9IwMs/3JjjsI+BPkP3C5ZBhNcDBNbknCw/lIvyWmvjbgzAGQwZf0R9A1CdJrBQaaYYumDa6lRRyMVasoQLdpE33Q/T+iNQVUTZtUU5MItXNCxQYFyR+XAJAZuB2QUHwdHUaIX17YFvGd3e0tiA6X58ChQw6wWBOyrLkZIRGymYn375WNshNuv6lJdG8BMI6zEfYD89T8b5af503R49V3dJh3TsOKdIIOGi85wIxDd7wH42TAPB4ZXx0cbDbY4eF0KpXqDwyU76NbN0E5w9vWRo7jPXv4DaWhgZ67ZYtdt3MnIUUWLuTxcrNm0TXTOXPsuoUL6fcPPcTCSV5/nZAX77/PvM+KFcALLxBiiOuz6dNpInDPhbNBN97YtGAg0jg44NCNk8gwOa09zGQ3jbeKTC/V2EhzR2r3pk20SXEUDxYFQ0MDP//Wr6dncygWrY9CpwQaB6NBt+Bm3Nzz+Y7CcDnYolWmqemngy3+V8n+/TSBuEFuaKBBbG/nO/vgQVoY3GWWjg7Su1y8/sABqpeZPG1tZF8iInjIWV0dja1SPOR6715qFgdtbm+nE1JAgGA3d+wAvvuOoF0cLvajj+j306czhUG/X7cOeOcdu66mhizc1Kk8P85LL9Hzr7qKr/tvf6Pnv/mmXbdxI8Eer7qK38kefJBwdBxBUmQkwf9eeYU3FtXVtFA5A1ZURIs8MZF9buWRONjZZzPvk5tLZWNj+dNwXR1h2AVc/YwZNE++ZjwQy5bR6378sbD33nYbvdPDD9t1zc3AffdRX3PEKe++S58eTz7Jtgv33kvjyJDnvPoqTS0Olg+AIHz79wPPP8+367bbaG5xRGqvv06wxNtu4+u+4w66a7BwoV3ndlNfTJ3Kf75+/jk986mn7DqlaEN/6y3RoLvdNJzslYGHHiJoKsce53IB119PdxU4gpyFC4F//Qv4859/etjij/lz3LDFiy4iaNjTT9t1hw4RzCkkROvGRrv+oYcIbnTZZXad3691aqrWLpfWq1fb9XPn6lnqYr2q7FKbqqND68RErb1BTXrDBnvRjRu1DvD4dGp8o+7osOsfeEBrpfz6msvtmEe/X+u05A4dEtCmV62yl9WNjVoHBmqdlER/3Fk++YTe+dZbmcJa60svJf3Spbw+JYV+uEdv2qXvxF1a3303X/aKK6juLQKkMj5ehh6+9BKVXbeO1+flaX3BBbxu6VLCkUpwt4ICEcbZ2qp1WhrflVprvab0N3r6n5bzyiVLaO4Jbb709z4NaL1ypV23fTu97uDBfNV65kz6g88/5/WlpYR55GB4GzZQ2d/9ji9rwUu//96mWraMVJMmCe164QX9N9yq62a9w+vLyrSOieE79PvvqfI77uDL3nuv1kFBNCiMLOpzgX5j4gy+7HffUd3vvcfrb7lF66gocaDPGbpLu1x+/eKLjPLbb6nujz/m6/7Vr7QOD9fsYm9poXe6+mq+7DEIfizY4n+FWBi/iRPtOq+XAkMZGfzJzcIFjh1r1ylF4fzQUD6kP2IElqoS7CqwwyXdboqn9lGb2fhiVhaQ5G3CKekbWI/OhAmA1gpnVNqP4EoBI0qb0Duwho/1hobSO+fn8zt+RQWdGiZMsOsAisIFBckomPh4EbYYlJ6EN8IukVFD6ekUd5CCdQEBBB/jpE8fOgnn5PD6qCgZfZOTQz4CKfCQliZGsAMDzTHVVf3Px9YIwdFdUGD0r48f3oQ+QTtZP3lyMnW19LoYM4b6y8LAdpaBA+mrg3MnZmeT60xCFFVWUl8x45SXRx8jUkAfY8bgX66z4Z4gQPxKSiguxXVoWhqNkxQ4GD2aHi64itZlnI6qlFF8WQsyKwEkhgyhLz1hoM/t/Q38fsVP7ZISapM07wsKCLbILfagIIrzSWPRRTk5DXpoqDzDnGCLISEyfnTIEFpZ3CCHhcHVOwn+Mh43XVEBXBTFR0WVAir778Y5+d+x+txcoCBsEyqG8xjjceVNODtxofyFlpMjY8UDAsj4lXH0OyD4VL9+clwhN1fsT7cb8EdFy5ja3r3JEEkN791bRtCEh9MmI5Xt08cMW2TB60ckL0/kW/H7zQHo7dmVSEkX4iweD20UAnpibPFBnNdrvvhKffsa4MlJSWQYJT94URETxT0iSh0Bsgsb4IgRIprE4wF+8QvaW1lJTkZTTDJCY4WAbHGxGTlWWirDwwoKjM772qKR8ObyOHQoRRuGhEbp29eICprYZx0KUg/xUGSXi9osjUVBgTwWAM1daaPpopx8Bj0mxnBcAC1WE2wxOVkO0jhMPteQQfDH8ZNv9GjggsgPxLK/GlSFEVn8xQ6lgMdTH4QniDcUlcOacW7P+WLd6N/fjHuNj5cjrmFhdJqRJCFBBsgDQGQkdLCwmCMjZXC+1S7hYghCQ81BvvBws94U3G5tFREhhw6ZA4Dbd7mNiDTU14sVeP0HcWMBcwf+iAwZYjCcgBnCl5oqX1YAyMBI/WU8gpO9NwVzdWysfNjIzDSvV9MFsLY2Y4ccCumF6BiDH9rlkpE/HR1GRFuIasEjv18t122CLQYEmOd9YuIJgy2efAbdCbbYo4cZbhIaKp9GQ0Ig4+QAV2qKCBYpKfYjMVBOuDAqcwc8gXJ3Dw9bLg5yfKwfxVFy8gJERponiAmaGBLiDFs00OuGhys56YITbDEigg/kAjROJpbHwEBzu01iYOl77TVSff+9Xff555T7wpSEwgiHq6tDTIIZKWxk13XC1puYCTs6ZINu2OAAWnImgw7lwI97vFSODqx0tbUOcEoTva4T7KyjAyMKTJk3HMSJevdEBERxMhp0J7ZFJwJmk96BeteYN8EJ8ujzmfmXTbS+TuJymWlfAwPlzAihoYY0ODAbXdAHk5g4yIItcs9ub6e69+7loUHNzbTYd+yw63bvpnqXLePhg7Nn02r/9FO77uuvCUry9NNsn73xBvDZZ3yXNDeTQRcTZj3/PG1gHOaxqYkQOy0tbJadtrajEHYWzWb1kQR1c0j2YDRgDsbNBKl1souORrWxUdZv2kTGnkGdffopMHcupcZj1+Tq1dRnHOzV7ydIkdZ8xqP9+6ndhw/LkFqJYtKCLSrFH4QsuGJzczdsEQAtGKV4I9PYSJ3p8/Ersr6eBpOjLfT5aOK43azeujvh8wm288ABmvVcuw4fpgH0+/l2WVR6Ulq09etp8nOTc+9eglAtW8ZbVotiVkoKOXMmwR7fesuu27+foGWPPMJS9S1eTDC8v/6VrxpTphAUbvZsu271aqr7yiv5jezvf6c0X3Pn2nWBgYQBfPZZ3oitW0d9xW0keXn0vqGh7HMHDybXBxcXHzCApp6YirKmhgwEt0GFhBBM87XX2BPpggWEAp08WVjnN9xAmxuX/7W+nvprzhw+5d877wBr1gD//Cff7oceonYzlIg1NUSoWV3Nf2w9+SR1M5vTtrmZJocEp5w1iwrefjvfrttuo02QSYaam0uvKtKxzJtH48wl8nW5iKnxtdd4rPCBA8S/e8cdMqS2qopguVzd111H83M147L58ksap5tuOiGn9JPPoP/5z4Sp5QaqvZ2yKd9yC291p0+nPII33WTXuVzEhf388ywX7YYNwHPTmnHz9W38l/6f/0wXT7gsvx0d1K6bb+ZX67vv0omBo+MEaHJ98gmfWDQ6mvrixRf570+Phya2xK9bXU0rlvNzxsWRUT94kPUJpiU0YfVKn0zvHRdHmyRHwFVURN/xpaX8xLbQHFwAOy6OYgZDh/JlJ0ygukcxCAivl/zJQqB38GDy2nHDlJwMnH460b6yMmwYng3/E3YXCORvw4ZRuxlf+JAhdB5JThYMVG4uHjx8OZqHMP0RGYldvkQ8v2s8T4SWmYnXt5biuwaBMqO+Hn/bdB57XT0sjGzfQw/xnpE1a+i8wX4AhoRgvysBT24/jYfvlJfTS0txq4oK2rCZcUxMJECRxPuGMUdI0CoF9E1FBQ00x6mSnU2u10GD+Pk1bhzZGg45phQFRS3oW2cZNYpsU0mJ0PCuycln0MeOpZPu6afbdV4vTcrkZB7FcMopVJZb6BZsMSCARV706weE6cPo36uO/7IdM4bq/sUv7DqvlwJWKSn8qrCYEK1J2FlGjCDDXF5u1wUG0qzOy+MtwdChNLnGj+frLi09alg5iYkR0SbxPT04PfwLEUmH5GQKanEkSErRO0mF+/ShZ0togYgIGeVSUEB9LrkgMjLEYNuwYXSY5NaxUjREYt7rkhI8E3EdQiIFh3NxMX96BzU1NdUQ2x4zBi8H/w66H0/qtKvwNHyZeD7f8P79MS/klzgwhFkzAFBZiZeCfsc+PCyMbF5GBv8hVV5OHx8SWeeeolPxecL5MpzSohPlZORImt+CK7KszJBjtbCQDjtSBLuszMwFlJIiD0ZZmRlym5dHqCTunYODCQxgIu3pghxvetafTsaPp06RosgmMgwn2OKwYfSZzywKpYAz0lYha1ASAIaga8IEM1qgoECefampFNiUJsjYsXQrTopM5ebKEXuXi06EEma2Xz86PUl1W9y9nAQG4jcRbyFmqLAR9ep1lL6Xk6QkeSMJDycDKJVNS5OhmtaClKSgQIQtxsebQxk1NTLSUgeHoDasl4ySGTSIklAIkpcnIwuRkYG22DrRX91UMAShh2UIX0NGPsKLBQM1ahRUJL/RAPS+Uny6vNyMpqzPG4bIHcL8UYrGXyLbGzTISKBVUmLIEuZy0RyRjHZenpFtEbm5MiOi2y3eNAZAmwmX3MKSPn3kHbCLcvIZ9GOBLZoyvkund4A+kQyDfGb6SqQOFlZUYqI5B11RkTm/Zt++8omyVy/z5BswwIzs6dXLDFs04YQdLkGcGv4VfJI6IsJcd2ysvDGHhJjRTCaWR7/fTH5jQF7U15vRgd99B1xwAa/bsQNITjXsBkFBRqhcUpIBMqkUfBFR4mbT1CcPoTvkZx/u1RcRkcLm6PUCMfKaGTaMPJWcpKdTm6Xubkjuj4gMgyMgPl4eZ7/f2F91dYaLWJZICBqtzUR8PXqYo70m2GJQkHm9dsMWO4lpoScmmoHEhtthCA42whaHJ1YhJVH6xoN5kJOTzfqoKDnq7XabEQyRkWZcmQl66MSmGBlpRMEEuHwIDhLaHRlpRMj8QPzFSXCwES75Q4SaE6dE4QZGxO+/p3XODYWV4Y07DzQ1UezOSHN94IARV+2U7FsZgmhNbR6Ehsn6hka3Mbe1qb9MkGorH7d4Qm90IzLKgY5YalhDg/Gg4tCdZrbF5mbzmnJiUnPKa+ykd4I1HqecfAbdCeoj0cQeS3mHskqha5Fpp0zhkpiMF+CMyTYxKoaHm/HeFu2c1G+hobzR1poWan09z7bY3k7PtpjJOktzM/1wpGC7dpFuzRreJ/3uu/Tcf//brps/nwiSXnmFfe5ll5GaQzx++SWdVLl4vN8P/PrXBK7g0t3i4EFCEu3bx/7Bhx9SsJXjIgOoTW1t5BHsLHV1RwOTHNCpsZGGyARTN4nHI7r+AZgRt0YW0tZWMujcQUdrCuRHRLBftp9/Tn0xf74wNdesoUHhLhT4fARg0JqfXzU1tEM3NPAvbiFjONhPezvNTaXMSDsTVLgLcvIZ9MZGGQPa3EyD5ffzBsxEe6n1UXwpZ6Dq6o4OBGdcrQzPXKbn5mYq197OT4Jdu+QM5ABF6ZqbeehXbS1ZmWXLeOa4BQvoKPP003zdM2bIWX5rawlL99hjfOLj118nhMwVV9h1SlGS6Hff5XHZixcTnO4Pf+BPK3/5CzHxcdmF29sJbvnUU7wr6dtvCTLGnfAzMghR1NLCPtfiLhk50l40K4v2oKuvtuvCw8n2DBsmeASjo+l9581jj5UxMTSM3PQByKBv3kxd0lnCwghJ99hj/En5sccIpSWhA9vaqCskNO+hQzT9ODTTxx/T1OaGaft2ysU8Z46AyH3uObLKd9xh1ylFyLA5cwjV1knCw2kD3LlTOAvNmUMbwssv23VuN/DoozS3ufVYU0Nz6+67+Z3q/vsJI//gg3zd111H9JTcmvnyS0pOfcsJSh8hsXad6J/jZlu87DJiRHz4Ybuuro4Sv4aEaH2QSTw7bRolD77oIr7uoiJi6eMY7RYvprKZmTxD27XXEgvkvffadW1txOzmdmtdXW3Xz5mjn8Nvdd2pPHvgwUnX6umYpPXrr9uVfj8lWw4O5jNUr1tHzHCXXMLWrSdPJv28ebx+wADKXsy987Zt9M4Sk6PFtrh3r13n82nt9coMgNOmUVkuc7HWxIwpJdp96y1KmMwl6bXKcvNHa/3UU1rfVvkt+77Ll2v9299q/e67fLVlZVp/98j7fEZkrbU+5RStR49mVW1tWocGd+gVM1aw+pUrqTs2buSrnljZrM8rY7JLa62/+orKfvgC35ePPqp1cEC7/v3v+bqzs6n8smV23bPPko4j3LSmZkYGX+8PyZbvu4/XX3+9fth7J8sg2dpKxKrTpgl1f/ONfh6/0YeWMAnftdb6j3/UundvXpyUUkwAACAASURBVOf305yX5uYXX1C7v/2W159zDr04t2YOHyYbIyUpPwbBz4pt0YIHckmiIyMJ3SBFl049lY4cEuJj4MCjeOHOUlxM/jiJ1XD8eJkFMiCAnKuJiTwR0ZgxeNX1K9SPYMoCODz6F3gJF/GYWqUoap6Tw/sL+/Wj30uQyOJiOlVICJuoKDq2cu/csycdDzk4JUA8LT168HEJl4v6ZfhwvmxODjmzJZKtqCgZtjhkCLVLCgT36SP6AYYMAX63+Tb2fTMzqTvXCxlzb70VyPrsn7ILq6CAv8gC6oorSpehoJ3xqYCGIDxcpt0Z3X8PLgjlE2sMGgSkhe/D6DTmYhqA00/TaGn3iFOgoIC6kyPkHDeO/stNL6VoSYk3/62XElIg+stH4J/uK9kvqcBAQryKnouBA/F4+C3w9BWA6qWlsn/d4nySQO5Dh1IDJCy5tdYFkj/ExZ0wHPrJh3IZP54GQprZBQXyKFswJo4+FyC890cf8cEQCwYl0eGNGkXtkuBIAwfKEyg0FK7YGPhH8ZBLT8VQdMRulCNmxcXkVpEkOlo2nNZmIAWa8/PldgcEkGGUsOTp6fLmCZCxlia21yvDEgFynUj45aAgM2yxpEQ06Hl5gArkyVrCw8mrZRmxzjJxIoC/18iB9QkT5AteAO4smQvE8jTGSsnsuABwWv5OJPu2sbqgIOCRohnwePl5n57UiuKQLRg3jo/oVlSQO4izT8nJ1C4J1FFaamC8cLloLIT+qs0rh7e3jDQpKzOQagYEoDEuRcZPOMEW8/PlXLsBAebBKCyUd32A8O3ijaiuieMJXSkVrJRapJRaeSQR9N3M3wQppV5TSlUppb5VSqWdiMYCoIVuQKIgP98MNUhJkVEw+fnmQe7fX647OFjelQGauAZKTVdWH/gEJseAiGC0pxroOHNyzHScFs6dE6/XnHS7Rw9HtkWx7qgomU0RoHGUNqmgIDMUMzpajsT5fM4IBuHYqHxmTp61ax2YT50YowzQ1sjGPSLu2okgKyuiGsExMgnWxKivZJRVUxPuTJ0hUrnn5Jhh09nZcsx8wgTzMCIuTkS57OuIRnyq/E61tfLUbWkBgiINc0ApM8w4Pt4MWzQRjjkdKGJjf1LYYiuA0VrrAgCFACYopTqTa/8ewCGtdSaAhwDc9+M2s5M4JYk24Uu9Xnn2eTzmzUK8l31ETIPs9RoxVu6YKBE+7/EA7QGGukNDzbhrr1eGB3q9ZkbE6GizPihITtbsVLcJtmiqFzATkjkRoZmSD9fXiwZ50SLCmpumlxEptW+f2YgcOCAadKd8yairM1pO1SigSY5UPrGXxDhGe6MJCWyye1o7kHcZYDBO3bVnD2/QtaaArOksYYKuAnDO0WpCyx0LUd9PZdAtV/6R/w048tP5bc4AMOPIv98EMEaZQLM/pTg1yzRQXXklB0ZEE5NjQIAZNoaQEDOWPCJCNpzh4YTqkd47JoZgDlwDtKaVzuL0QAu1tpb3KXd00LNravgX9/vJoHOXsfbtO8qUx/Xpt9/SguTyWC5eTJC2zz/n3/nee6nNCxbYVM88Q+AGiecMDz9M/cxBPvbsISrHnTt5yMeKFeTPEagrv/qKPng4lN0P/RQZKY9jY6N8EGpqggqTdwunvdW0LIxsjG1tNPeYE3pjIw1VZCQ/BV57jcBKHOoHAC6+mMBbDK8Xzb0FC6hxHJvnjh0056X5ZaHJONhPSwuNr9Z8vGT/fqrTdNDpghxTUFQp5VZKrQBQA+BjrfW3nf6kF4AdAKC17gBQB8AE+T9+sfzjnJ+8pcUMW7QMixS0soweB1u0BuDwYf4Kv+XD3rfPrmtro8FtaWH1FqOvZLRdLvISsFDzlhaihP32W94/u2jRUWY4brE/9hhZib//na972jQiB2OgY3j3XYIHXnYZ3/C77wY++IBPQL1oEUHLrrqK/+q59VZiipzDBPqqq4lE7S9/4U86r7xCLH7cYo2MpMW8fj1viXbvJr8K439ITaUT4W9/ay8GgIz1zp284UxIIObIr7/mT+EbNxJu/qWX2KoffphofVkX/K5dNL7/+Ac/t59+miB0Tzxh12kNPPAAwU8ZykSt6ZXq6niyz1WraLkw+x/a2gjWWFPDw8Hx5JNkle+2eXEREkK/fuIJfl0EBVGTuddVivaIpiYhDOPxEFyXI9ID6GVnzaJ5z82vqVPpyvCMGXZdYCDN3alT+cbNn09rgoNq/ghyTAZda+3TWhcC6A1gkFLquPInKaX+Rym1RCm1ZB9n+I5FbrqJOpPL5u3zkf7OO3mj/OqrtGVffz1f9/XXkwHhtv3qaqKRve46/nP+0UfpRMhlZQ8IICrQxx5jjxvvvQd883kLbrqOt+h/+hNV/dhjjDI4GAu+8mHjvO/578++felE2tTEGzCvlzYbLnYQHEzf+XV1PEfO8OE0aSUHa3Y2PZeDT5SVUT9KtAJDhtAOxgWwBwwg374UcK2sJIswYgTfpthYOSXf8OH0N0x/pKUBN19xCEFffMiXHTSIynF9abHvFRXxG5jFSCkEmIcOBdLiDqNiCLOrp6eThevRg99M0tPpwME9Vyka31Wr2ECdUgS3njOHv+Zw4ADtA+/+yz53AwOBuXN8ePtfft5NPngwzQ/muS4XTY2zCrawnsriYiA4yI9LshYyFVM4bMQIw0XligoaZ+4abG4uzREJvUVJgIGzzrLrXC4ay8xMPr+slZLRBBbogvyfYIta61oAnwPozBu5C0AyACilPACiANhgF1rrp7XWJVrrkniTc8wko0eT4eaoK8PCaDElJPC+8FNPpe1eQnyUlNDpniPvys6m053EajhxIg2ylYj6P0UpmmExMSw6p7wcOFDvQU4y/+UwYACddrjLLgDwafJvsKzPubwvMiqKjJs0gVJSyGhLfeLxUCCYi8iFh1PdEsrF6yWHMxcgcrmoX6RF078/LSpuk1KKXD0SbHHkSDmuoBQFp6Xr5sOHH71g1kkGDQIuzV8sX+ccNEj2EQBkzLmvBoAMS2am+Jk2bBgwCTPhCmBOjEqREZJ8wsOG0ThKicCt/hLiRzk51JXcHjh8OOB112PieJ4So7K0FqPjVvFxh+Lio0nOGRk8GLh0D0+2n5wM/LFyI2KWfiyW3b3bYNAtiDInSpEDXgpslpfTYUcCOfTtK5OKRUTQvDYBDbogx4JyiVdKeY/8OwRAJYDOzsk5AC458u9zAHx2BAD/48u4cTS7pFNhYaGss3DTEkfy6NE0qaWF0aePfKK0YInSya+sTCSq8nqBkXFrceow3hCMGkXzR1qPgYX90dpPUAL0ThLcMj6eNitp8ubk8CddgMbBxBLZsyeNl7RwEhPl/oyLc4YtStSEMTFmlMHQoTIDV//+YpAuOxsIbtgnL9bUVDJQ0mHll7+UI3XWqU0wqoMHA5dEvS0H5UtK5P4IDaVxlEhZysqMYAAr5zG3pwcEABMjvsD4iXxQflzRPpzTRyCQt7DcQn+de1YHRkXwuHylgDsqvxE35nPOob1RDCQXFjpDWyV9cLCc2NqqW4I8AmSfjBHb45djwaH3BDBDKeUGbQCva63fU0r9BXRjaQ6A5wDMUkpVATgIQOCj+xEkIoI6UzISBQXmpI+pqfJgZGWZ2QFzcuRFYwGFpeh1fj4fpDsiF2cswPDcYQDskygykuaHtJaDEqLQFidg6wGamNLkjImhHUXqT+Gr4gcJCZEnZ2Qk/9lpSVycbPwCA81wkvh4uUM6OsxEaKbkwUqZkUwmRiiljEmi4fOZUVQ+n9gfESEdiAjmk4wDoAkiZbwCqC+lTSwhQTwlA3RO4T48Lbkr5jFExzN5AACU99mNon4y9h6xsWK7CjIagCiZUSy8/ZC4+brdDkAWj8cM3fF6zSgXE0ImLMwMz4mKMqOwuiCOtWqtVwGwHZW01nf8x79bAJz74zbNICbYYmysGRISHS3DSdxu80AkJZnhgSZcWXCwEbZ4Ud/FcPn5zzClzHYgKAho9Rmo9KKj5W/P6GiZQMTSm2h/PR6Zmc4pSXRYmHwJzJQHFThK88dJV2CLElmUJQcOmO85mJj09u41n+z275fn38GDZmrBQ4fMegMc07gJgYbXdD0jQ7iIBQAhbXUISTDAYEx8xXV1Zi7jhgbjSddo0J1woE7JUp0SdpsuDXR0nDCDfvJd/XcSpZyhh5LemAUaZPBNepMEBBgZEV0hQSJdrNMrOcHKfkjWzElwMBWWIJVOsEWvl2AM0nMltkWtjwZcuZdzu8mgc0bdItay8rR2lj17qDx3e7aqigzrzp38c994g+rmiNBWrSJ0zvr1fH9Mn05t4xJs7txJaJ/qan4D/fe/yb/OgQW0Jn1sLA+Fa2igd5UOK1qbrZuREpGGwGSfjCLAEgFQH0r4ea0p5WJkJD9/du2ivmxrY9fVm29S1W+/LTz33/+mclykd+tW6s+dO/n+3LLlKPynszQ10fzz+XgI6u7d1GbTze6uiETycqJ/jpucq6lJ63796L+dpaVF6+ef13rKFF5/+LDW5eVab9nC1718udannUYkX52lrk7rm2/Wevp0rZub7frqamoXRybl82k9a5bWv/41EVp1lu+/1/rcc4koq63Npl6zRusxY7Q+cMBetL5e60sv1fqss6gam6xYoXV+vtbDh7N164cf1joykifYam4mxqkePbReutSuf+stIjE69VTmwVrrM8+kujlSsU8+0To+XutBg/iyZ51FZV9+2a776isiYSss5MuefjoRuL35pl23ZAkRK40cyZc9+2yZeGnzZtKNH8+X/cMfSM+Ru7W2ah0YqHVWFk/a9NxzVPbPf+brLiqid1q0yK5btIgI6QoLte7osOunTCEitEcfteva22n8SkqIAayTbN+u9YUXan355VofOsS06/HHte7ZU+u5c+26PXu0Li2lubdnj13/4IM0jhJRVX4+6b/6yq5bu5b6a8AAtj9feIHUTzzBV63796c/2L7drlu1inSDB/Nl//Qn0nMEbx0dWsfGEhFfTY1dP3s2lT3zTKFhzoKfFTnXzTfT7Y5HHrHr/H7gxhsJk8vtjrNn0+nphhv4um+4gRAMHBl2XR3hdW+8kT+uzJxJJzeOUtPlorIvvcSfzkJD6UgxezZb9+03d+CLz/346CN70YgIwifPnSvQtubm0okjIIBvd3o6ndA4P3lwMD6LPhs19cFs7KB9xFjMrq+UA0B9+lDdXNC0ooJO2FLKwLw8Ksvlf7XypEp5GceMIT2HhCospE6TAr3Dh8scM+npZsjjoEEUM+BcMoGB1IeDB/Of61bQWkL9DB5M7gUO2VNQQHM/J4eP4aSk4KvaPOxJYMp6PAQ9XbeOzaGZkAC887YfH89t5b0fe/fSiZSbW4mJdIretYufnIWFRzNjc1JWRl8V3Pzp14++HsvL2f4cNYqWncRJhxEj5EDxgAE0ztIcsch8fvlLu87tpjmUl8e7z8aMoYZJaTC7KCefQR8zhj6ZuKTHISHk7IuO5oNxp5xCZSWYXWkpLQwO+2wlPB4wgF80Z5559Bmc5OWRb5YLqiYk0OQUDMUpI5oAvxbzPGdlke1k6Us8HvqRYIlRUfQj9MmH0Rfg64xLWJ+fJzoCtwRNhR5qYGpMSOAZlKwNRlo0ublyukG3m8bCBFsMC+N94W43BQAlf3N5OX2KS5jtkhLeLQKQQY+OloOTAwfK5Fw5OfQjua/Kysj1wPleAwPNhCrDh+OJkBuwN1MYp2HDaPIwEygoCBiZsQNnZ6/m3cYjR9I4SigqawPlxDLYkh/c2tykscjKEv3c1nUAMZxmQZQ5sWCLUrtGjKB2SxtRVpaZ3yguTp67XZSTz6CPHUsTSMLwFRXJsMX4eJpcEmxxzBgjWRAyM2X8aFYWLQgJ711eToZECqakporMgxPP8qA8fLkYtxo71gwmQVKSnNk4Lo52AyHDedHpvbAigzmJgF4lKT0Ie/oIm0WvXoYjEmg8pM01JcWQMRnUl9I7paaaO6SiQg4+FhSYA3FnnSVvBtZClvS/+pXcLovCWAqaDh9OdUsB1/Hj5S+l1FTs6lmKXikGBJYh6jk+dQPOLhc2sbIy6i9pzeTmymxmYWG0XqWI/5AhxiTRGDvWmB8vP9/AtlFYaI70lpbKBj001BzcLihwhi0e7z0cBzn5DHpoqJnVsKjInDnWtNjT0swQvZwc886amChHxtPTzWWzssSNqGdGCO6KeVQsOmiQeX6hVy9aWJzExtJiFPqzqFhhuU82rHnlXqyuER7ulCQ6Pl5GXng8ZqxuUpIcqfP5zIbAuhAlPdcpAijtrC4XuYlMzzbBldraZH3PnmZ0V3KyXFYp7A/sKaNAMzKMdK7n9Vog5wkPDaU5JK3H4mJzUlILNsuJ12s2fNHRxmBucLABw+B2O+cePl7YonV5yKQ/7iizWU4+gw6YJ3ZUlIEkGdTR0ii7XObFmJhohjqZBtm6hCNJTIz8yawURoRyLEMkSUli3gQSr1fmr4mJEQmhANrfNlUp8aSTX6BYmhcAZlIwwEwq5sRIZoL+OMHCWlrksXJiyqutNRsCn09erDUGrnQn/d69QpDkP/TCrk7dpGSkXUODsV2JLVvhihcMlN9v7q+mJjOdsCkztgODpBFBA4dUvM3N5vXqBFs0SVubGd7sBGvsgpycBt0kLpcZ42eCJjrBEj0ec7JmkwQFmXHVoaHHnTg2LIzQUGLuBAtrzvWLlWBaMJ5ffknrhksbahEevvIKJTm2SUQEFZb61GTQLXw71+b/pKjl9K2t8ljW1dEzpXmwZg0dGLhNbvt2IrlqaeHH8tNPqc1ccoPqamJ4bG3ld9/ly49C2jqLz0e5N3v04OdIXR0Z9IQEtj9Md6EAUEzAdIlr/35Z72R0Dx0yX7SS+OO1JvatqCi+TyzYYkcHC1tctYpitXPmMF1isS22t/PQw82bqT+3bOHnyNq19HuOrayhgZjImpt5aOKWLTR/dhsuiXVFJPjLif45bthic7MMW2xt1XrmTEpw2Nho1zc2Ev5PSsy4Zo3W48ZpXVtr19XVEazwn//k6961S+ucHK23brXr/H6tX3pJ6zPO0HrTJrt+2zatzz+fcnA2NNj18+Zp3asXQTIZueEGQkI98ACjXLdO69xcgrRxOUcffVTriAitb7qJrXvPHkLEXXghq9bXXUfPtiHL/H6CZiUm8kk4583TOiVF64kT+Yp/9St657fftus++ojyQY4bx0MAzzpL6+horV95xa778kuCD5aU8GXPOIPggW+8YddVVdHL5ubyZS3Y4quv2nXNzZRLslcvPtfpI4+YYYspKVoHBdF4dpZ33qGcsuPHs+268Uathw3ji+rduwk6OmYMn+/2jTe0TkuT8X/XXKN1376UZ7OzrF2rdUGB1hMm8PN6yhStw8Ppv5zk5pJ+/ny7bs0aI2xxyxZSn3IKX7XOzXWGLZaX82Ut2OJTT9l1HR1ax8RQwlMO5/nmm1T2Aj5/8LEIflawxdtvJ9jiP/5h12lN0MO//51HC7zzDjEpSrDFG2+kUxZHvtTcTPX+7//yn0vvvENX+++/365TinhA33mH37Xj4+koMW8e605qblH4fFcWnRAZsZB9bIywb196Zmgo/wnZty+dKoTYQeLmBbjm8lY+7NDWhv8d+jVCQhhmAet6a3U1Dy8sK6NTiuQei42lUxhXdsgQqrdXL953m5dHJz8uIFtWhu9cOdhc9mu+7IgR5HzlctZmZNBYjR7Nly0ro9MqBz0MDqZ2VVTw7qBBg/AdslBVeaVdB1AwPiuLJ4QqKaFT34ABbLsWL6Z7NOzHZWIiwVq3beNdNiEhpK+q4ttVW0ufhtw4ZmWh4bs9+PrQAN5N2r8/ueSk4OSgQfT5yQXO+/Wjk/2oUew7p6dTWIBDvQKgccjNNcMWpcIWP5GFbPtPsWCLpaX8l4cFW5Qga12Uk8+gjx1Ln0wcUiUo6Gi6NY6b4pRT6DPLoirtLKWlNOu5pJFWsuPcXN6gW4MrDVT//tQ+DskSEkK+bCHy5BsxGjd6HhYhftu30zpnDbpFtC69c2AgTV5J//jj+POZ3/G33dvb0ePe6/DHPwp2OSqKDAbnn42KIiMn4XFNbIvh4WRYJfKuUaOO/k1nCQzE+2lX4dPY8/iyI0bQ+HIYUKWoXRKdgUVyJd0CLCqS+XwKC/FG5q34d3Uary8tJTcQh3JJSqLNTaBwKCyk6cuGFSwopnBLGYMH0zMln83QoeRa43b8gABs6n8GnvL8gS87bBgZbBOE1OfjN0+Xi5BZhiv4brcMhEJpqXxz24ItSnGFigoz0sVCvHFiMZCagBtdkJPPoI8aRQtOCrsXF8ud5fWSIZGSRI8dS5NL8vllZ8szpGdPGmRpV6+ooM1GCiBlZIgGKtzrQWNkTxGnnpFBzRJjTz17ypdwvF46nUv8JJGRiFGHcPHFjC4kBGhqwuTJQownI0PGmQNHL4Zw0r+/GfqVkiLPgbw8YwDRXz4Crt7Cl0FBAY2/ZCjOPFP+qrBO8JKBuvBCGfERHIztRb+QCQArK8lwSrDF886jYykjRUV0lhABRyaob1wc9bMAa/3BoAtggerCCUgcKKDK4uPlCzgAGXxTALqy0oigSU4Wu8SZbXHwYDlhaViYc15jk8HOzTUHirsgJ59Bt4j8pYntBFtMTpaZ5ZKSjImcHWGLCQly1D0xUc5wD9D3oaHugB6xaHfzu356ukM8tUcP+eJHdDRtctJGcySwyZ7ujgSgRdBRSIgZSx4fL2O+PR6zQU9Lk09BWpsNenaOTKjodpsTTFsXsThRilxzElIqONgIw9veECPbmMxMs3FLTBQ3mvHj6dEi8GLUKLNxy86WjVu/fkakSXXpRCT2NiCOvF65v+LjzcHauDgj4s3tNoCdAgLM9w0iIswoF5MuMtJct1MO4C7IyWfQAeMEQkSEGfcaF2dGuZgWjckAAWZDEBRkhjw6YFMTe7nF1J2pqeTmFMUpSbSJTTEy0syYaGKdCw01s4aZGBWd0EqmZzvAFv1+Q7OdnunEANjaKs8DAyzR7yfAhXgfavdu2ahaesGgNzUZ2XHJRWSC+u7fL2+QDQ3GNVN9IMB8R+LQIdmgO/X14cNGW2DMxWyCrgJdgy22tpoNthOssQtychp0J1iiCVpoAqcagasgI2HM1mwQi9VQkrAwEStusaq+/Ta/F+3dS/OTy00M4GiaOa7fIiLIYEt9auklMY3FEZeMKCaD3hVmy2Mw6OIJva6OFjL37IMHaTDCwnj/qwXI5yBpNTXE1OjxsP15110UA2bTXLa2UlSzZ09+jtTUiHwpPh9lbJQ8Jj9gT02bRXW1bNAdsPWmomhvl5ketSb2ychIfs3V1NBYKMWORWMjvTvrJvf5aCw6Oni2RSfY4vLl9HsOJ1xfT3GSujqeImLDBtqIOMjjjyES/OVE/3QJtpiTw0MHW1sJHjh5sgxbrKwU8Fta6/XrCb7FwY3q6rS+6y6Cbx0+bNdv20ZwSg4S6fdrPWMGwezWrrXrt28nlr+LLmIhk99/T0i6zEy+2a++Skioyy5jlCtWELRr8GCZbTEqSuu//c2uO3CA8G4DBvBUjq+8QmyLd95p17W30zvl5Wn9zTd2/bx59EIcTM/vJ3q/ggKtv/7arv/iC4KdXX45Dx+84gqtU1NZuOSWLQRlO+88Hp2qL7yQoHLPPWfXffcdDUR6Og89tGCLHJytsZEY+OLjaZ52kgcflEketd9PULjgYB5mN3MmQSLPP9+m2r1b6z59tK6o4Mn/9NKl9Afjx/NQ4KlTiT1wxgy+XZWVND8WL7ap16whIse5c/lh0pMnU1/fdx+j1MS2GBlJUNPOsn49dZjAXvn884TyPO88vmpdUEDlq6rsOgsSOWwYX9aCLXJzxIItBgfzUE2LbXHSJKFhzoKfFWzxzjsJQvXAA3adUgRJvP9+sP6J996jmzISbPGmm0g/d65d19YGTJkiwxY//pgulHBwSqUoi/hHH/HujcREOl5/+SX7iZnWoxmnDz8kgjqKi+lTnY1rDRhANyxCQ/l29+xJbeKiRzExdMKuqeGhZWlpdEriPk09HvpsWLuWD7impdE4cheLlCI3wMqVfCQvM5PqFXJ/IjiYYHgMh0jv3pR4fcUK4Wu+uJiOd1yKnsxMCngOH85/AQwZQl8dHEFbaCi1Z8wY9nM7Px8oK2rFoEQGmqoUxYZKS3nXSFERajvCsGrwZTZVYiIdNsWcH/36kb/O7+ddEGFh2HYgDFvbGV+QUoBS+Pe2nmjLtvf1tm3A++8Dz/3jEO/ismCLUkC2pITGkiOW69uX3KdW0uVOMn48fdhUVghfxaNGUUyMozzo35++OiTOp8pK+sQ74wy7zu2mQP/Qobx/f/RoKiuR+HVRTj6DXlkpwxYDAo7CFjlDMGGCGbZYUiIzOcbFUXBxwADe/2UNrgRbzMkhw8chM6wAjYTaqKvD1bX3iHxkn35KTWeBKm43fb6a2BbDwuS8oJYx4VZk37604KTs1TExtFFwn9R9+1J/SP01YAD1OWfAevUiv62EOLKSHjOO44AAapIY+x41SoakKUXGR4L4lZWRBZV4GAoL+VukILDHNTkf0cGAk6IiMrzcOOTkYEmvM/FMlR1hpRTtQ263kJkxJITm5rZt/HMHDsSLUVfjS5eA3iotxaWBM9i4gcVjd4X/Sb7skCE0/yRftQVbNLEtCsGQpCSgOHITJg7ay9ddUmKGLSYlyWgli21R0vfpIzvvvV7aLAzcOV2Rk8+gWzhhCbUxcKCMjrCizxID4NixZISkyHp2tox9josjwyjVPXw4GRjJt9unj1x3RATGer7AWWfJzYqNlQkoER8vbxZRUWRNJJRDZqZcNiiIHiyhd3JzzaigyEgZ1lhaasCcgY7aElNjWZkRTdKnjzx9UFhozrFaWSnj/9LT6YtHChKed57Yzz16AOfGSSk+EwAAIABJREFUfyH7ss85hzYazrh5PNh67k1Iy+CX8yWXkGtXhC2efrp8Sh4wAGvSJmJAPl+3v2QQfJEx7BmnRw9gZP4BjMkXmBpTUszMg05siyNHGsnf/pr8DHqkCYFPB4ZJDB4sR6jDwsxsePn5ZoRWbq4Z2NEFOfkMekCAORlzYaE8OQFCwEiToEcPQ/QIVK8JhpeQIEflLTyvJAb6XISGwtXcKL5W375EHyHOsYQEmfY3PJyMo2TAIiPlTSowkIyXhM4JDXXGoUuws7AwOfkFQKczKfen222kz01Nlckn4XabF1tKihm22N4uGyGLH14o6tm7SzboFsZdkK1huSKS5eqryXMmpkodMULe0IOCsM7fV5x7u/MnICldRoM8fv58uBJlFkgjM2FcnBnvbYIJAzg16FP5pZUybxZhYWaUiwmlEhFh5rcxYki7Jo4GXSmVrJT6XCm1Tim1Vil1LfM3I5VSdUqpFUd+7uDq+tHExLYYHm6GLcbHm2GLJsB/TIx5EjjBFk36iAh5kzJBA0Ffh1yw/geJjJRJsMLDZSZGgNrcFVSQSUSoyRExMdK53XK/mBgPQR4oUx5oY3875N80Jh92YlusrpYN+s6dRjrhrVvlA+fBgw70yrt2iQa9rQ1o73CJr7R5R6DRe5Dr2eicGNtE/GVajw0NZltgYlQ8FrZF03o1iRPk8SeGLXYAuEFr3R9AGYCrlVKct/ZrrXXhkZ+//Kit/L9IV2CLTmyKXYUtSr5XwAhbdJLWVirO5SYGQAaooUF+roni1tRuh42mSxS4TpmxtZY3BAfYYkuLYa1KPluAjHVdHW2+3KHA4jvhruDX1AALF1LdXGB84UIKXnMQ0cZGCqjHx7P++bY2MujcCd3vJxSeaHTb2og7QjDomzaZvQdbthi8Hj4fbVKSQW9pkQ2r308v5fXyvu7q6qOwQE6/Zs3ROrh2zZ9P775jh13/3Xe0ya1fz4/zwoU0x1avtutqaymYX1PD80mtXk3jL8RSuiqOBl1rvUdrvezIvxsArAdgyo9zYsU6aXLGr62NFnpHB69vbiaDLuGqW1tpsDm9haior+ex1bt20WLdvNmu05owq/v28QO5YwcZg9mz+cX+3ns0UZ56im32Z5/R/L39dka5ZAkpb72Vn5yzZtGzX3rJrquqIjjI88/z/fmvf1F/zJ5t19XWEnbaymbfWb79lvqby9/q89HuVF1Ni6uzrF5NJ7uvv+aN/uzZdCz99lubatMmqvb774X94sYbCRbC9cf27cB99wH33MPj5x99lMZ55ky7LiICePhh4OmneQM2fz69K9eXoaH0zGefZQ8c995LNoR7bHMz8JvfUMpQ9vLZV1/RvHrxRVvdBw8Cr75KBp2b8hs30vCJ1wk+/pgqeO45fu7dcQfNDSkP7x/+QKR1S5bY9QcPAo89RvmDuc37nXeogS++aNe53cD06cBrr/Htam+nSx9vvslv7rNn09pYudKui4igcZo+nXcHbd5MGHj2wsGPIBKekfsBkAZgO4DITr8fCeAAgJUAPgCQK5T/HwBLACxJSUk5PhDmzTcT5lbCPiclEQCVo6l94w3SVVbydZ9xBtFezpxp19XU6O8Ds/WhyBSehvbppwlfeumlfN3jx5OeowJtayMsuNQn779PZe++m1X7t+/Qef3b9eWXM8qmJsqcfuqpfN1//zvV/dFHfLsiIwlLzsm0aVT22WeZRvkJCx4WxuKufwDPC7S9uqyM9Fu22HVLl5JOot6dNIn0DDZ6yRJSjSln2qS11vfcQ3/A3Rfw+wmTfe65fNlXXiGsOddmrYnC+JJLeN3HH9O8Xr2a15eXEx1xR4dNNWPGEQrjV3ayRVNStC7Nb9b+unq7cs8e8RJDUxOpEuI69OGqPTb9xo2kLyto1P5W5o7D7t30B+zE1FpPny5wLx+RSZOIJpkDsVtj8ac/8WUXLqS616zh9ddeK89rv1/rHj1kfPwHH9BYsRcZNI3TaafxutpausswezavPwbBj4FDV0qFA5gN4E9a685H2GUAUrXWBQAeA/C2sHk8rbUu0VqXxB9vTr3x4+kEzhFseTzkSIyI4Olgx4+no4QEWywqot2ZY1uMj8fD8VPwbb/f8P4xJ7bF7Gw6ynAkWQEB5BaRgqIWVFIIMKrpL+DmUYt4BtyQEOoXKddp7950YuEQI05wSqtOrr+UolhGTg7vL5wwgf7L0dQCFBCNjuaRLkVF5DOR+mvMGGo7EwguLASiQ5pxfpr99A6AcMJBQXxg3WJblG78Dh1KAXvpC7CwkL54OCkuproXLeL1BQV0ImTcXAMGAAOz6zH8q3vYojk5wE1hT0JtYb4ee/SgNv/73zZVSAi5/G8Y+g3CPnzLps/IoG6+sXYylI9xrfXsSfVLAR4LjSTFd4YPp77mXHsWHlOCHpaUULxLCpYMHGh2JSYlyQHXigrqHCk4npEhu26joqhPTNw5XZBjMuhKqQCQMX9Ja20bWa11vdb68JF/vw8gQCllYNXpggwfTrNIYB5ESYmMVImIIJ+cRNk6dizpBZ+fK6sP/AMF4xYfT5/GEiJk6FAyTlKwLiNDRqJERFDgSGJMDA3FeXnrxXsQiIqSWQ0t9I008ZOSZIx6bCzppSB0374yFDMqijYxCXo4ZIgMW7QWnISgKS8X81y63cC4zO9x1mAhY8zAgWbYYnm5PL+Sk2mDPA7YImJiyGhL6JzLLqNNjHEB5OQAN1QsgUpPY4uedhrwy7ZXeWe3UsCVV4rvVFICXJUyl424ejy0L58Z9IEcYDznHBn0b/G7S4e7sjIzCGH0aJmkJiCAdNK8LigwG1XrTgEnoaHmXKcFBWa03IABDlH545djQbkoAM8BWK+1nir8TeKRv4NSatCRegVS6C6Kx0MdLQW9CgpkKliAFpwU5UlMNEaAVFYmdLFgdAHaCKTFHBMjG2SAjIGkDwujeqVFExYGT2ujDPmOipINq9st6wAyjNIJ3e83s1P26CF/DQF0/JM2uF69zLDFnBwZHREZaVysd434HHGxQsDV4zEbkX79zLBFU4Lq8HAz4qOxUTboEjc8yL6cH/+ZuAFedRXgPmxIFZefL5b9xz+A8D2bRAjNw/e2wB1iQGwUFMjIHZeL5rRkHCUufUvi453x3McLWwwJMaNcTCiV8HAz+iYw8IShXBxwZQCAYQAuBrBaKWV9L94KIAUAtNZPATgHwJVKqQ4AzQAuOOLrOTFi6qzQUHO2+Ph4MwzPwBznioqAv4dhAjnBFk0wqbAweZADAsxEVaGhYnKDH9plemcTWsXlkmF4Pp8ZnuX3m5NZOiXKNUHWhNMqAHLJGfo6J2oPEGBIuGyShgYzbPHwYdmIGBI5AyDXhGTQt20zXoRxbd0CnM3fPPMcrjWzFm7bJkJVcnJgxERmBJrhlNi713yBZ98+2aCb8pECNBamxNlNTccPWzRCoWBeM06wxJ8Stqi1nq+1VlrrfH0Ulvi+1vqpI8YcWuvHtda5WusCrXWZ1nrhCWntscixYKOPE1dtyi/tKEFBZrZFJ2ZC0/7olGA6ONicjPl4E187ZXx3gA861m1aNCbKxI4Oc7tMC8rUzx0d5kzzlq+YG4u9e8lP7fHwENJPPiHjxnEQHTpEiIuwMD559bffEqKDeye/n9AmGRk8FOXgQcIeSu6t5maZpra9nTYDyaC3tBAUUzqhHz4sU81aSZi9Xr7du3cTLFCiVFy58ihms7P4fISQam3lEVgbNhDuf906fsF/9RW1aflyu662Fli2jMZ7L0M78FPDFv/rxFosHHa6rY0GoKOD1zc10UKX+L8NsMWOjqMQdxZavWcP/ZfDhmlNE2v/fh6Gt20bTdD33uONwYcf0vu8/rpd19ZGxmDBgqP0rf8pCxfSJHv+ebvO76eJvW0bkV11lg0byA2wbJldB9CE7+jg33nvXip78CC/4KzJzqVra2+nvvL5eP2uXfQ3Vp93lqVLSb9pE/9Oa9fSe3PtevBBavNb9iAgNmwAHnqI4IkcjPPvf6dncvDS8HAq+89/8ie/hQvJgH32mV0XGUl1vvIKf6pcvJjGaNYsu87lIjK6OXP4/li4kNr0+OP8ZnbNNTQ3p0+367QGLr6YsIuc4fzoI+Dll4Fp0/i6b7+doKASbPGPfySIoIT3njaN+pw7NLz3Hq21N96w69xuwni+9ppdB9CcnjOHYLncoeHdd+l9162z6yIjgRdeoLHgvuS2bKHAt/TsrooEfznRP8dNn3vLLQQtvP12u669nbKqBwYS1WlnefNN0kmwxTPPpLoZqtA1a7T2egmJx7HQ6qee0puRrvX//A9f95gxBKPiqGQPHya6TYkfd+ZMKnv//by+ooL0Bw/adStWkO63v+XLjhxJ+s2b7bovviDdmWeyRdsmTNTbkKz1p5/alRamrU8fHnZ2ww1aK0Uwwc7i9+vDqf31HiTy9KYffKB3Ikk3V/KwRd9ZZ+stSNP6k0/sypqaI1i7Mras/utfZXipz6d1dLTYH/rFF+mduL7Umih/r7qK173zjj4QlqwPbq3j9QMH6s1XPah9Pkb32WcEhVu0iC9bWan1qFE8Pe7mzfS+U6bwZe+6iyB6EvwvP1/rgQNZOKXevp3qvu02vuxzz5F++XJef+GFIj3uD5TCN9/Ml12wgOresIFVt19zvd468Jd8Wb9f18T313UPMfS4Wmv94YdkJ+qEsTrnHIJAc1JXR9DWf/2L1x+D4GdFn2sleuYgHR4PRbbDw/lg3fjxZrbFwkLSM9DD/v3pkJGcLLh+zzgDp+M9HsIHEMRKShIdFkafllJQdNAgOilI+UqjouiTmfM35ufTJ62URzU7m4JDnA916FDqU6G/NhT/CjcEPMojaLKy6J369eNdJ+PHU4dymdOVwqLCy/DX6Kn8FceRI3GTeyo2lFzEtqtlzGk41/0WD9WMjyc/tRQ0HTOG3plDUblcRAIjwd2cYItFRfQlxUlhIV4s+gdemSv454uLceqH1/C6/v0J8fPCC7y+Xz85IUNqKk1q7iQLECKjsBD44gux3di/n3eLWImWuZMsQPO6Vy/+RiVA6Kq6OjNsUbpdXVpK8RvBtVZTPAG/a3iYL6sUHut5Dz6MOJvXl5fTV5YUS0lPl92rkZEURzFliOqCnHwGfehQGiQTBa6EVAkPJ6MnGUYDbNFi6xSziCcmmmGLw4bRQEs+5eRkGU0SHU1tktAoBQUs9/cPDTcRbJWWyvfCAwLIAAp4yKqU0eiT7eZ3OKVok5BgiRUVtCgE1ic9eAiQnsaXDQ6m/pZoe8eNo3GUgq7Z2fLmWVpKZSUf/KBBMooqLY3GUUJP/OpXcoAwORmHBo4VY4At19+KwNAAPmyQkEB9IY3jBReQ3567qOB20+1Y9hIDaF5lZck+9lNOkQP+SgGTJsll+/WjOSIhWYYONSNRxo2TIbMWT7IQoG7MH4KwVBl6WFs4At4UIZBsAfQlKSw00+Pm5ZnTUXZBTj6D7naTcZMWa36+gUoPdCKQkkj36GGELfbvb0bSIaGHjMyIjZWx8wBNTAmHHhxMgSXJyERFySdwgBaFhK6IjTXDKVNTRSRBVX0CMs8xQB779ZM3GivZtyC6oBAqSzAyAJA7QF5UvXqZ0Q+DBsnP9njMiYmLi82wRa1lIxQaKrdLKRxCtGjQN/vSRJsLpeikKhmRsjKKwUjosN69ZYOenU1xHckon3qqGTqYlSWfRt3uo4cGqV1OSaKdYIuC4WxyhSM0Rkax1GqvERhkRGhFRJgNdnCwM8LrOOXkM+iAGZR/LLDF40wSnZHhcB/ABIMKDHSGW0rlg4LMSJSgIDOaxIT40NoMaQsMFOuuqgIyRxr62oSdB4yTXgcGAXGGyxsGOKTWAIINz3VaUCZ0TWOj2Yg0NBwXbLGhgcAsUVH2+GFDA8V5s7IMIJwtW2SDXlNjhktu3iwbdKVk5i+AUCKmCzp79pjdC12BLdbXm8fCwHzZ2Ghey05Ej0ZpbzfDEruC/nKQk9OgmxZcVxI9O0D4goLknMaOEhgoX1O2Kpf8boGBZsijKdmyk2ht7s/2dqNBNyZe6SLe1onM8bjLdnQc3wlJazNs0WL/48aiuprghYGBLALrs8/IjX333fa2KwX87nfEc8W6mz/9lPzU3Pzq6CB0THo679vfvp1862lp/G6xd69MJdvcTPC71FS+7KFDhEhKSuL1NTXUZm6w/H5CI0VH84i1XbsIfdPayvf3smVUNxM36OggXq+NG4m3rrPMnk2AMSmsgC+/pGcuXmzXNTTQ7/fu5ZOFr1tHuwX34B9BTj6Dbg0uBz1sa6PRsrKJc2XdbvkSTnMzGXSGolRrsgHt7ceBRff7aeEcPMhD/LZupfZ+8QW/2SxYQIE4LjBlYVpXrOBzjK1cSXUuZK4GNDVRmYYG3lJUV9MLCzBP0z0YNDXRYnO5+MXc3EwLWdhcnfaZ45atW+lnzRp+k3zuORr/d9+16zZsIEvw9NO8kbnzTjopP/64XRcSAkydSvBDxjgOGUJdwqUytS6YTpggHLTXrCFD8cEHdp3HQwyRr77Kr4kVK+idp07lO/z66wnWysFe3W6icnz9dZrfneWrrwgeeN99TKMB/PWv1F8PPWTXuVzAzTfTZrRli13f1ER9+eCD/Ob82WcE02TYKz0emrvLl/OepB49BGbK/6x7yxYeThkeTpDFF1/kg6Y7dxKzZjds8YjceivBqDjYYkcHwRY9Hp5t8V//Itji2LF83WedRWVnzbKpdu/WOjOjQ6el+vTevfaiU6ZoHRXp0//4h9Buiz1w2TK7btcu0hUU8GWnTCH9E0/YdX4/0ekFBWnd3GzXv/gilb3uOr5sz56k51LCP/OM3oc43XHJ72yq997TOidH61Wr+CbrefO0DgmR4YGXXab3Bqdo/dhjNlVbG5ESDh/O179hg9ajR1N3cIi2J5/UOjmZSPFssncvvW9uLt8ui21x7ly7zmL4k5grp08n2KLEtpiZqfWNN/I6rXVuvw5ds7WR1Y0eTYhX7n31vHm6OSRa137PwFa1JljrhRfyeNsNG+h9Gaiu1ppYTSMiaAGwjc7VesIEzeIpt22juh96iC9r9Re3VrWmSSCNk8WIOHkyr7doNdevZ9WTJ9Ny56S5mZaTgHjUev58vdeVqPX+/XK7pTnS3EwQ5ZdfFip3FvysYIunnSYniXa7ydHt9fI+wXHj6MQpIS8KC8Uk0T17ArFNOxDtaWBjcZmZQF29S85+l51N/jyOcCUpidosIXcsWCD3zhZRlZWwubNYbIYWu2Hnsrm5FHPg/Jjjx+NsvIkDI+3wrZkz6cB65ZV8k1FeTl9M0hF+8GCMaJnHZj8PCKDT04IFvHu2pYUOSbNm8YfKbdvItct6VRIS6H2lIN/YsXQ65FBBFtui5N4aOpSOd1KS6OJiOQk0gHsGz0H8JzxP9s0302GY9aH364ePx9yLux8V/M05OdQm7kSZkUFzgDslA/S+paU8TztAKIGqKv4mskVW9vXXfNnSUnLXcJeSAOrP/ft5nVLk7+NuzgK0luPiRNdaURF/xw+gZVRWRnELVgYPxoiwxXIcJyVFhrYGB1O7fkq2xf8qKStzhi1KTGehoeSTk9gWx4whvRCk+WXWGowv4hPejh8PeF11IiISQ4fS4pGuq/fsKb+TBe2SHNb9+8u5Tr1e8vlK9LmFhTKyJzkZ+0OSEXv2SJuqb19aiyL3lhWclhgRKyuhgoLEdyoupvq5eG1+PnkwJNTiGWdQN0sEk8jKkiGixcXUZxJHTXGxjKLKzKQNTFroF19s5DWZGPaZuNAHDqS+YKdP795YlH6+nLL2mmvIpcbdzQgIAG66SZ5b+fk0/6QN8KKL6CDFRRiVAn7/e/md+/Y1wxaHDTt+2KLbTeMhBOXz8pyBUGI83+OB6tEF2GJBgRkg0QU5MaHWEykuF42EFNTKy5PTrQFmtsWEBCNs8eyctdiR4gVgP/1HRQF/i38UwcGT+cJJSeYk0cnJMs7c46GJLzmVU1LMJFjx8TLRUL9+xjRx/oREuCPsSIG+fWmPMpEtIj9f3lxTUqDjhAs4IJsp3TdRivY/afMcNIjGQ4zHFhfLBsrtNkPlBg3ir9BbDQPMbIsSrwkAtUNOBbd6tQEy63Jh8XdRuES4d4T+/c3B3MhIGeWSk0OnZCnPXEWF2Tj16iU/1yKGkwx6jx5mgx4TY85Lq5RolZUyc2/5fA4pRQMMwf6wMDNsMSzMOZ/uccrJd0IHzHijkBAzbDEuTo5qOlCn9omvR0WOYGUAXOF9VX6ux2PGQYWHy/BCj8cMc3Kq24Q0sTZIRlpagOBofmKWl5vtAICjl60Y0RpQkTLkzESVDtABSDqcuVxmumpERJhRLqbF5gRbNOHhTERVAAUWmZdqayODLn2EtbU55A3du9d8HK2qMg+kCbbowAL5A8pFkpoaeQOtrTXDFiXSMEsMjIpOyMLmZtmgO/LI+nzm9WoiluuinJwG3SRdgS263eakxh4PXFqu260M8BenhMkmvcdjhjw6JcY2SXu7aNxMbK8pKRToNxp0w4IidlIZxtLUZD4oh4aa14RxvRwvDtgJtmgRiXHjuHs3kTIFB/PX1d99l9BEDKLjm2+AKVNkPrELLySjPn8+0ya/H3jgAfqC42B0q1cTnFJKfL10KY0jFzdoaiLkVXIy/05bt1LyVq+Xt4Jbt1K93Ev5/YTA8Xp5lNWuXYQYaW7m0UrLl1ObGP+81pTetaqK77MlSwi2+MEHfJd8/z0NIxsqaWk5mvB72za7fsMGKsgxNf4IcvIZdAtyyAVLWlupQ1taeGhibS0ZbelbvqFBZvirq6PRPXRIThIN8IPo85G+ro6HFm7dSm1ftoyf+Bs20DO5oNb+/UfhkNzEt57HPbex8WjibCaoZUrYblUpwhZ9PuMxx3DnAz7fUb10GjqWQw5bdvt2iph+9x0fuJoxg+B9c+fadRs2EMPfc8/xbr3bbiODPG2aXRcURFbkiSf4Ppk/nywFk3g4OZnGom9ffu9tbaWhZE/wLhexBn74IR8X2L+fAp4zZ/Id+sQT1FdvvmnXBQdTtPbZZ3mDXlVF9T74IO8utKzqE0/w7Z48mWCL3Jpqb6dyU6fyR+1vviHX2Msv21RK0eF+zRr+QJKQQAH5qiq+S26/nQz+O+/YdQgOJqbO117jN/5Dh4gdVQS5d1Ek+MuJ/jlu2OLttxOzHAdX8vkoqawEHXvnHWI6k9gWzzqL6uYgRdXVBGmMjiZWx87y8MMEk7r2Wr7uwkItJh9esUI3I0j7hpXzZa+6isq++KJdd/gwYay8Xr5dd91FZe+4w66rrSVoYWSkLeFtSwuhO4cP7dAb1tkhabNmaZ2R4derlzAJs7XW+vXXjcyEV1yhdXJvn54zx65bvVrrpCS//v/YO+8wq6qr/6997507907vvffeO8MMHUvsPVETYyfGEjW2JGpMjBoFK9ii2FsUkSYqIiqCgggICIr0InWAGabP3b8/vhzHd+5a+/Jj5H1f8rz7eeZBZ88+Z59d1t5nr8/5rrLSPn2QofjefhvdfPHF/K0ffxyPxJGtescO3UN23ZVXwhe2ENGpU73zLLVFCUl78kmMvc2b+fyUFD64udZo0Lg4VhGxsxPdK132oou0fvCBXj4Yt9Zajxmj9e9+xzOPh5DZg+8KgZrvv193RCfr3jYGidVa65oarc8/n7/2rl1oSwYD1lpr/dJLmG9b+ODW+re/lVFerdGebCdrrVevxpz6ahmbPXmy1vX18qWzsvjpprXWTzwBsUUpRnTvtdfrjuaxQmYvVCKfekq+uY9E/1HY4sknY3vGBWO22XCQGBXFO71Gj8a2rbGRv3Z5Oa7NKSbGxuJgtrCQf123VAMZDI+I4D0MCeHFqEpK6BT3e7S1/ky+rBXTk6tXYCDOP6R6nXTSf/33pyk0FGej0dFeOIm/P15kvv9yH2XYvXdI+LZC0a5Lb+Xr3NiI3YhAi7jdRJu32NhdZUEBUU97D+UcXMru4ktL8XYg7d4LC7HJZt8eYmLo6ZS7aFLS3/nCo0djHHGIqKW2KH21W1+Ps+pdPAlFlZXCto6wvS4pIXrpJa8sf3+ie+5B93Mna7W1RFcUfQr9cC4VFqLBOA4vPp4ODDuZmm4T5kRBAT1Z/SRNelY4UC4qwnW5HXpUFO49ZQpftroa85R78yTCuOcCflgpPZ1/myYiysmhX0W/T6v9eE9yZSUff8JKcXGykKMVR1xSzFiQei79vvsBPtNuhx2QfBKDTMeeQa+sRGvW1sr5ElnhdpuDRI8cCaeoRIyY5BZTU3F9CQ+sr8diI0iBOuOjqLtRwDbq6lAnydOXkyPXq7wcr4FSfkmJqB5YWUl0SfxM8gvyNsp5eURVxZ00LG41f934eNRZYAtHjiSqd3/F+tNsNqJhxXvp3Fz+nDEtDW+zUlDsIUOwtkn5weVZdCBLIIos8S2JWauokAXH8vPx3NLh/29+I9M1eXlYgYT8885DN3J+80suIfLfsEYe99dfD4PO5StFKy5/hIqKBH9GaSmtiW2W4a9x47AJkkgXE7aYlWXGFhsbzU7RUaNknlspclSWUp+Hf66YGLN/urlZHgKZmT4iK1aWUE+S0M9EGD8memcQ6djEFmNjZadWSQn/WbaVkpNlT150tKzESGSOYk+EekmjIC3NWNaZmUTdWcKkcDrNUcRzc2VJV4vxkw6ci4vFrUhtLdHxX79N5O/9PXpuLtGNv9lNar6B7aqsFA1UUxPRxpBpRMS3yam12+n4HgEPJNg+SSRSKUw4ifoIOX4Ita4VZrPdbkZkamr4T9Gtsh6PbNDdbtnp4HRiNyrs3FavlvF3u51wzi0x/wkJxlioy/elyEhkQgKt2WSgebOzzaRJUJD8zEqhvUxKoCbLGRFhhAEcESEiZ+DxmEEnt1ueMgYakoiI/AKd1GMCz+5YAAAgAElEQVTCGoOCjpKuxWHs0JVSyUqpuUqpVUqplUqpa5i/UUqph5VSa5VSy5VSkmr4z5NM2KK/vxmTiow0Y4sm/C8qyqxMaAJXHQ7j4HRGhlB3r9AdVnR0KQUEmAMXm+plfaXKpAsuIEqhTeyxSUMD0emNO831SksT7x0cTHRJGONoO5TOHbLZWO34ePNjmTZ2wbkJ1NrmIzC2lHwFie7slNvE6EUmOGyFHeeKFWZVaPr2W3nR/+EH43bUhEQSodoiCewLWzQWJpzrmdQWTfPRJAlMZqDNl1PdV0hbU7I0n8R01ISKDu/IpZeIrtdaFxBRHRH9Tik1cDt4PBFlH/q5jIgm/ay1/P9JvoIeDwZb9IVEDkIF0iiY6Cs6taXDfSSpu1vcqgQEkBj9PDqayNFjgHWJzMbN4yGnTW5rm8eMFnZ3yx9z+krBwXJQIWPSGgUlg97Sgr/h+nnTJvBwAQE8XTNlCqigtWu9shYuBDizbp0wRl57DdgFd97s8UDCMTiYDYg8cyYAG+kTiC+/RJXZoXvwIGJvxsXxDN+aNXi18Pfnx+eqVXgg7o1aa2CeoaH85/1bt2IxaW1l27O9HcPHgtMGpmnTcNnPP/fOs0LsfvYZX7W1a1E9pquICGtUZycff5pWrcK5/2efHfmcNSSfBl1rvV1rveTQf7cS0TdENHCbcQoRPX/ICbuQiMKUUoYTqkEka9BamOBPU1cXJtzBgzzWuHMnjCPb0oSG7u3lgw+3tCBv924eW9y8GR20fr13Xk8P6t3Wxl57wQLM9bvuEuz2xo24BnftPXswevbs4etlWS5uZPb09H9hwd3Y48FM5ma71maDbeVLBr+zU7bIViR3h4OtV2sr7IA0H7RGUU5exMo/cIDHsumFF2RsccUKKC0+8wx/THXddeirJ57gbzpxItGkSfxzf/ABLDYjMBIbC6K1q0v4GMYybtwXrDYb9GM+/phdiDZtwlogRca74QbYoNmzmcyAACgpTp7Md8bWrVBinDSJ3+w8/TSMPhc6Tymiu+8Gtsh2FKE9H3mEbc+lS1H0D3/gd+JffIG/4Raq6Gj4rj/4gH8BmDUL1ea6mQjY/7RpEEH1Sj09uPDMmUdnly7hL9wPEaUR0SYiChnw++lE1PiT/59DRFVM+cuIaDERLU5JSTkyZucvfwEaxmF4Hg9k9oig9DYwzZyJsmMFpOi001D29de98374AchjVBQfEPf++1FWUtPLy0M+E7y6tRX04Jln8kX1eeeh7Btv8PWy2aA8xyne3XADGKu//tU7b9s2raOj0Wacctw992gdFMQjot3dQDEzMngFybfegpLjL3/JP9PllwPf4lT+Dh7UOi0N5Zn2euQRiGZecgl/6SefhEDgb71FIrXWiN+rFGKGeyVLbfHtt73zenvBQ0oyfRMmAG3l5Dg9HrCHDz3El33sMd2XkcWOre5udOGab7gI0Vrrd94B8sipbWqN8X7TTWzWjBkgMfe38Ne+5BKtCwr4oaW11rq2Vusrr+Tzdu/WHiLteZtBQLXW+uWXtcfPCbyRS5deigDUUsrO5u2ARn3j4rT+/e/5om++qXVMDD+VtQaZeuONfN66dRgi8+bx+U88AUFFLia39njA3D7+OF/4MBL9HNiiUiqIiN4komu11kfywkpa6ye11lVa66po47fZhnTqqdgNcHigFfgzNpY/ixwxwqzaVFWFa3B4RGwsfoqK+B2rhS1ygtZEcLZGRLDiJ0FBRMcFz6cxNYJKn/UNvFSv+Hg4RbmtyOjR2BVw9YqPxy7LbufP9ysqsLPnzn39/FBmyxZeQbKmBm8jkupcWhreeS0k86cpIADX7uxk22vUKOzQx+ZuYC89dmg7tbbK2idnh7xLWgvDwFJblNQ8Cwpknq22Fj4JbkepFEgnBkskIqLCQrq/eDI9/5L32LL0s3LOreCPBLOzMf7+8Af+2sXF+GJyyRKvrJQUouuv6aWQkbzOUFYWhsFTT/GXpuJi+WwiMpJWVPyafvnKL/iy1dV0TdpUmvu14EQeMoR/Wz6UpqX9nm79gUc1bTYMIwlIqqhAd0pHTf7+stM0PR3XloTpEhOxy2dfXpVCYZPfYRDpsAy6UsqPYMxf0lq/xfzJViL6qQhF0qHf/fyprAyv8ZLQlQlb9Pc3qy2OGAFDIjlisrLkuJ+ZmehBzkARwcAZFNjOjPmYRjcKZwRNTWaHbFYWFiMuNTfjPV3CFktLxUDN1NiIUS0FmG5okAkaS3VQYv5Hj0Y/Sm1SWSnSSLm5RLnBW+n4oTzNlBLfQw1By8VuPiXnG6pJ38XTcha2KH3GWlkpt1d5OXg4CUkbN052TpaU0OrgGrE5brupF6sY51ewJHAltvnGG3G2whBH6elEvz9xnei4HDkS00akXK67Dguv4JzccvHtFBcvmJnMTFoXWy9q8lBjo5Gg6Tn+ZLJFy/oQiYmymQgLM7MTpaVmm5uQIJ+YxMX5cGDn55uDTA8iHQ7loojoX0T0jdZ6vPBn7xDRhYdolzoi2q+1lpfWwSSl0GLS0lpYaI7knJwss8CRkUa1RcrJ4XejVoqLkxV/srKMZc+Im09piYJrPCTEjC2a6uXvj3pJo6+4WN7GuN0wFpITsLpaVsgiwuIryTGWl5tRlPJysS+UIppQ/CwFBgvDt6+Pfp/wb/GxAm0dNP58790qEfnGFuvr5Xq7XGZs0eWSiY/wcPpmrZ9IzQbsMcTudDrhw5HGSHS0KHQVGEgU8sO34sJaVYUzdNFApaQYqbMtfuky5KIUbdofKg+hiAgjr92TkGqU5ImOlt00druZcgkPN3MIISEyxOB2+4g9bMwcXDqcHfoQIrqAiEYopZYe+jlBKXWFUuqKQ38zk4jWEdFaInqKiMYdneoeSiZUzt/fvPqZespuN2OJkZFm5tYXtmgwFP6OPtnLp5T5vpGR5kFiysvONn/kEB4uL1KpqWYVv7w8uU1sNnNbx8UZEb/joxfLi3pfH50T85E8YXt6aEiBEIaQyBxU++BBM7ZoEqkxxOzTGn5tkWz1pYj43Xfy4rlnj1npzBAkessWFBeH7saNxq8eN2+W13ytfdBKPoJE+9JYM8Ff1icDUjLBcETm+MIul+yQ/y+VOwrpcCiXT7XWSmtdorUuO/QzU2v9uNb68UN/o7XWv9NaZ2qti7XWi49KbQ8n/U9ii6bkawSZ0ERfWOJg8Cdfs8IU6Lm727yIDYYt7Oszf/kh0TeH8pTDYJQNCpPG5AtbtIgirh+3bAFOEhbGSgc8+ijWXTZ4z5Yt/eJZHB44ZQpEvThBOq2J7rgDdeZErpYtI5o7t59oGpCuugougVc5Zej2dgh7xcSw9162DKKCHR38EH3+eZzUsPE7tUaw5ZAQFlvUur8buWtbOnX79vH5c+eiuzi6Z/du/H7ePB6mW7YMXfjuu0y9CcTajh0gabzSqlW4waef/s9gi//r0vr1aAgO0ersBJrY0sIzuRauyEQCJyJMnO5ufoTt3o2RuXUr7xRbtw714uJadXfDuXPgAF+vrVsxoTgskQijQ2u+7P79/fKE3JbBMh7clw4WHijNCmsLxRk/rXFtyWB7PP353LWtANKc8evqQls7HLxuyu7dqLsUyGTlShkh/f579NHixbzD1goS/fbb3nmrViEw8TPP8E5AE7bY0wNlwAkT2PacMQMYHbuzi4hA0OHZs/nFZMMGjL+lS73zlCKaMwfau9w5d08PGL1Zs9gFMjERt7R8/v8lWYGvn3+eycRwnz4d6w23IX39dXDubJQ5pcDxvvYaqxTa0oLsJ57gKeTPPwcif/PN/L0//hgmhJtSkZEw6HPn8i+ge/fCvywZ9A8/xHOx0fE8HqL33kN7/09jiz/nzxGrLd51F5ihO+/0zvN4tE5NRT6n4Pbee8g7/nj+2medJSNru3YBD4yJ4RkuC1u89Va+XpmZyN+wwTt/9mzkSTjlyScjf8oU77y1a4HKJSfz9br2WjBU99zjnffDD0Co0tLw3wPT+PHAFm+7zTuvrw9Ke6mpWs+f750/fTpQyhNO4JX4Lr9c68BArR991DuvsxPtHBzM46dvvgmE9MQTvfO01vr009FeM2d65+3ejX4sK+PL3ncfyk6b5p3X2wv08JRT+LITJqBe27d753k8QB7Hj2eLjhsnX1ZrDWVBSaFv+nTgtJw0pdZan3QSHyRca63378fzzp3LZt97r9YPP2yoV0MDKs+kfftw6Q8+4IvecAMCgYvpssu0Li8Xs+vq5G7s7MTw4WhdrbX+7DNMG0kx8dprQQtzqacHtK+kxjhnDjDTtjYm07JRXMD3w0z0H6W2eNpp+FfCFvPy4ILmziqbm7Hrk4JR1tTgGhweERUFh1ZpKe9NOeUU/MvhgVZw4dhY3nU+bBjqJeGUdXW456hR3nmZmXiNz8vj69XYiJ2ohDz6+8t6GpWVdGHbY/RdBCOEZrPRvoQCOmHbUzxKMGQI3pb8/PidSHk53nQ4BUl/f5zpBgTwjsBRo1BnSRtnxAjsNrl+jIzENaWQaqNGoSxH9tjtcCBLx3K1tTgw5mT8lKJdlcfRL979HVs0MxPVev11/tI0bBjVP/Vb/sQvOxvz4rbb+LJFRVCAZLBFCgmBEuef+dCJ9fVElzqfwwdVXCouxrkK88YSGkp0YnMrjXjpYrZoYSGm1ccf85emIUPkgNtEdFzGGjo9ch6b5++PFxtJ0iAnhxUZ/TH19cmwm8MhT0ei/lj1rOtKKboi6EVannkaX3iQ6dgz6AUFeNWT8MGKCtk55HTCySIFo2xqQi9LDsj0dBn/swLSmlQgJSbN6cTok+o1fDgMkaRbkZEhY4ujR8OoSsavtFRur/p66nCGUVcDXy/HqGG0OzSTP5KxuDBJQWvMGMw66d4VFbLRDQmBJZAW5uHDMVOl46CsLHN7mNQWy8tlSqq83Dh+lp39d0rN4v0R550Hmys98oFb76HuXhvvNkhPx/iSnNvXXANsUeL0brxRrPPQoUSujWtkp+p11+FsQRibD/96iRhqcORIGE4xiEpjozFO3PE56+i0AuH4lPo/z+CS3W725ycmymWJ8LhSvT0eedgTER3ILKO+aMPNB5GOPbVFC1uUEAYrIK6UUlJkt3t4uFltMSfHrGIUHy87GPPy5E+YiUAKSFhabKyZcMjLAyLIpZAQlJfO60pKZE1pPz9ylhVQjz8/WZ1jh1P3eIN4UlmZjIGmp5uV9MrKzKqZllQtl+Li5LYkguGVIGNfAUnr64VvugkOYkvqkUlL27LEboqPx9G/hAcu3xUvDz0/P7wNSatBbKw5nmBXl7xIEcEXcdZZfF5yspE6y+j9VkQ1k5ONemSYjwYCqypmE6kQGScJD5eno+mjIiKUMyoq+skaWx6PGeDSAUFHC3I5BnfoRGZywuk0G4qwMJlUcTjMEcwjIszRvE318oEtUmio2ettYrbj4sy0iQl5zMkxtpdfXqaIZ/llplC3v+HaBQXmSLwm/C8qyryFCg+XZ2Rvr/naAQHmeplmW0eHuT0NaoxLl8rrbkeHLMuqtbksEcEpKhllSzdHeq516+TFgAgGXbq2D2yRtmwRN1C+5IB8YYu29jZSQTKSawKhfAFrvvTwTNDa4Sg5HqUY0ceoQTclXwDp/xS2eDQVEwcjx+nxGLcqfk4lSoGiyob7Hmkw5sMp6wNbNG6/BoMtmoJEW6wc08/bt0OmlvvYSWuE3czO5snDOXMA13z/vTD85swBSye9mU6YgM0IR2+tWQM+T9J8/eQTnGNzwm/t7SBk4uPNaotCcNjx4/FrLpASaY0z/7Aw/to7d+Kto6+PpZW2b8cQkl4+P/8cLhwOLdyxAy9hS5bwBM6MGehqTlOspwchRVev5l/kFi7E+vn660eFWjwGDfrKlf0RwQemri7sJn74gQ+K/P336GXOOUQEjqm9nUcPd+zAhFm3jscWv/0W9eJ6sbMTdTpwgHeYbd+O3uXqTIRRaX15MjC1tfXjhdyEtH7HLVR9ff3GT1hsfGo7S6mrC/e02XgrZBk/ri3b2/GsHg8/mdevx/U3beLv/dlnyOf6Ys0a8ODz5vHY4sSJsKpcEN/vviN66CGgjVxA7ltuQd0eftgr6447UHzyZO9iSsHnOH06bzcjIjDsHQ5hndq6FY7JebyDkKZOheeRsyB9fQik/Npr/CL31ltos2nTvPPcbsTGmzyZH1+bNsFyTZzIbjiWLMG0YV+WlCL6y18AwHP93NsLWcO772Yv8OmnwAf/LkQanDkT9+a4/8hIxMR+803+xMfhwFTlTlD9/DC8PvyQPxGMjAQxu379Ufq2SMJfjvbPEWOL//wnWKi//c07z+PROicH+du2eefPm4e8k07ir22pGnKRi3fvBpIWH89jeFa9uCDAP8UpuUi/06Yh7xe/4Ot13HG4Nxe4eOVKYInp6bLaotsNFcGBaf9+1CsxUev1672yv/9e6zPOALXY3e1d/M03tU5I0Pq115g6z58PTK+khK/XVVeB7br3Xu+8nh4oMTocPE45cybaS+L8zjkH+XPmeOe1tKAta2r4suPHo+ysWd55Hk8/isklK0g0g1refjsI0J07+aJ1dUDluLRjBwhPTsRRa631okVoy61b+fzf/Ebrs8/m87q60M6s9KTGM0VGykhkQwPwQqniEgKqEY975Ei+qNYaUcAN2KLOydH6+uvZLKubOTFPrbX+9FPQq5zIqNaIe33hhXxeVxeG9qJFfP7f/44A66Zqs3PmMBP9R2KLxx3nnacUnGVJSfzyOGQIVnMpVFdtLXaUEu6WnAyHGre0+sIWi4tBGXAOopEjsfUyYYtEPCeVn49X2txc/mCuoQEHtBxBExKCs/u+PvYcNCiIaMpbHpoxpZvdvO3b3ErbtvGbVaqpwdY+KYmv1/DhyLfa7afJ4QBtkpDAO/KGDUN7SSjBiBHYKnHxXcPCcB4sEUejRuH+XHsphTMT6Siorg4ePqZBEhOJrr2ql6J/ywTrJnTfzWmvsmqMUVEAUS68UDhyycvDfHjoIb5e+fkY918xMVqdTgRcl7DEwkKMy9de4/OLiyFLwDmwY2JAKwlf4BQWEv0h7mWZWxwyxPgN/QdZV9B93deyeWFhGDqSk7kuZy+dEv+F6D6yBD+55HQSXRT2lgi8JSebTwuDg4+a2OIxaNAzMwF4SthZWZk8We12OFkkgz5kCAahpH2Smip7prKzMQokfLC0VHY8ud2+cUrJIasUjLE0uiwDJRm/0lKRoImJIRoatoKOa2bOAYjolJFtZFd9LEpODocZ8/Ql42ciUdxuVE4KyD1sGGa0NKsyMmQxs6IiM/JYXi4LbBUUYCPBlC0qIrr+gp2igbr9dqLY3SvZ4wObDcq4mzcLRy5BQWDJJb/BL3+JM2eJGLn5Ztk3VFCAfpRggauvxvmDNGcuvlj0VzQ1ER3XO132SdTXG88l9jefRAeCZb0fk66cva+bxidJWoNmDT8iojv87xEdm/Hx5kiDiYlm9mIw6dgz6ERYeqXWzM42o4WpqfKEtD7QkVJurvnapnoVFMiqhkQYPdIoMAW2tuolLXDBweZ6meRzieiMmE9o7HD+ED0ypIeuSJoh7zaKiuRnDg01AMhkRh6J0E8SGx0RYd4CmYyyUmYhq9pambyw22HMGWatvp4orHuneO30dIKfRSB7tm0zqi9joZCeKSkJ5+wSh66U3F5hYfAMSvmWOLhkeG02kUsMDyeybTfUKzzcKLTXk5JFTn/Z4IeFGWiSvj5KC9wllnW7zdhimF1Goz0e3wb7SHzyh5OOTYPuC1s0BZYNDZW9fL7g0/Bw87191cuELYaEmGOqmYxMYqIZWzQhfAkJRmHoMyPnUkOtsHvr66O7cl+Ur52RYW4TkwpkaKgZPw0Kknfgvb1mtNDf/8ixxfZ282zdt0+GkHfvNo+BHTtYg641/LuGdRcGWzLoWqNNJCviK9CzCU08nLKm/F275DbZvds47g3hcInIBx7og4TyBaWZUm+vGbIy6d0NNh2bBt3E+/jCMgaDLfpScjQlpXxji1LyhSUOBmz1eIwHfvH2neR0y7x3uFuISETkGx80JV/YoinfikcqJV+WQEoejznS/N69/aJjA9OBA8A6goL4CNULF8L4MXnffUf0pz9BG4z1VyxejPNxK0j1wPTaa7gvp7a4aRPuHRbGUz9ff43jGm7D0N4OsiY1lT9KWr8eVFhsLF+vLVv6F5uBqacHMVwjI1n0p7UV9r63l2+TlhZ0l/iNoSXuxyh7HTyIodvRIXzb9uWXqB/DPHZ1IYTr+vU8QTN/Pl7E5swR6jXIdOwZ9C++wIT89FPvvO5uMEMbNvBKe998g16S8K5lyzChvv7aO2/7dqB0q1bxqN3q1RhBq1Z551kqkG1t+HdgMqkpEqGcUjzT1t2N+2rNLzbW77jFROt+Dp2bcB6PebvR1gbDyX151NqKQd/Xx09Y61l3Ma+9Bw+iDw8e5PNXrJD7iQhKdq2tPNq6ciXG0MyZfL3vvx+WggsVt2kTML0nnuCl9P75TxgwjpULCAC7+MgjfJ2XL8cPg0umpGBYiRLyra2wIrNn8wv/Sy/BCHFasESo02OP8dvGyZPliMguFw73n3mGx0u//BLY4v338/X6059g9f71L+88hwOyAs89x9bb6QTVePfd/KXnzEEsZknehiZMQJsxaGtfH3waYtlFi1BvJpC4vz9UGqdP518uenowLBcfLYFxCX852j9HjC0++ihQqL//nc8vK0M+h7stXGjG3S68EPkzZnjn7d0LvCspiccW771XG1UgreDVHFr21lvA3U4+ma/XiBFAEzlscdEirUNDtc7P5yPe/vGPYN7uu887r6UFKpCpqSy2qJ94Ate+/HK+XsOGQdKOw9KWLtXa3x+MFtde118PboxTgezrg9qi3a71nj3e+bNmoS1/9Su+Xueei/zPP/fO27cP121u5ss++KCMPGqNtpJUMadORdnly/n8xkYghFxavBhlv/+ezU5K4h9Ha402IuJVL7XW+pZbtK6q4vvBUoF85BG+7DPPaB0QwPeD1riuxPd9842MgGoNdcqAAIxDLp18stZNTXyeBj0qkb779mG6PvaYUPixx/DcXV1s9pgx+GHT5s14rsWL2exbbpHLdnVhOr7/vnDtw0j0H4UtWsLMHLZIhIPG1FTe4VZdjTNySdSpvh67US4/PLyf2uC2BKYg0UrB+ZiSwp9Xjx6Nv5GojaoqLO0ctlhRgZ10Whq/k66owE6XQyLDwnCO3d3Nn5E2NuJ9VnBq7S4bRZd3TOCVCUtK6CnXVTQ792q+vcaOpbM8r/JC2zYbxKbS0ngyo7kZzyoJoY0YIRNHoaHwLkpO5lGjsM2SYqGWlMjyDw0N5nB/1dXyx1BFRXhmNioC0ZVXEtU89CteH94Sdps1i792cTHmxLJl3nlKge6SzgCKiujNxgn0ymyBkCksxJsrdzaRlQUYQLp2eTnqxr3VEgEDNWCLY9PX0OnhH7J5oaGgTSRWYP+QE+i3kVPFw+xTYhbQCakr+cJJSehngeDKyJBdWk4nhp+JBxhMOvYMusX8SPhgcbHswLHZYJilyVpXB6+6NGGTk816nAEBMqZnqldQEOolLTRDh+IskauXzYbrSiN3zBgztlhSIvNZ+flYAIVoyweHjKFNkeW8I1kp2pjaTAcrBLZ+6FBa6aqUSZayMtnJ53ZjQknP1NQEp6jkV0hPlz2MBQVwIkteq9JS2VkbFYVxIPlKTj1VNlD+/jDK3Dk2Ed1wA+GcXKrXRRfxZ/NEGD+m6FK33CJEmSCiggJamnm67HIYNw4cOufgdjiILruMX4SI0Mcm0GDECP5481A6IXkFnZwmHLsRTIWoiJiSRquDBcSYiE6OX0Qn5q4V801kj6VoLaX09CN3uPpKx57aIpFZbdHEGBPB+EkqfSEhZlQuN9eMHprqVVTEC3VYKT1dFqPKzTULIJnUFi30S6pXebk8oZTC6BQomM78cnKlC4aAiDpzS8hVIaCYLpdZfKukhD8/t1JhoUyyREfLiwERdu4SDmdQSyQiLCIffSTnBwebv2MwEUcOh2gJfrTjJjxQIkKSkkSC5sc6S8hsYCCt2x9Ip0naXeXlqLdUr8BAWU4xNBQLnHTvlBTjVjbLfzNRmEylhYbKvnGbjcjjlmmlpKB9RAkGIsmAqdjtvpUaj5QV8JWOvR06kZlQ8Pf3jcNJ8oEOh5knCgsz5/vCFk3ooWlJJzIHvk5NNY8gkxFJSjJiiyaGvbPXQa40ecJ1xqSSf6Bhz+A2KFdaby1iWbdZbdE0Bvz8zGPIRBR1dZnb+uBB+Q3PoMRIRHAsSuOgp8dsBUz4HxGOziSccts24xgwijFu2WJePI36uARIQKq3KY/I/ExkBqF8QWeDIrR8pKN4ad8GXSn1jFJqp1JqhZA/TCm1Xym19NDPX37+av5/JKdTfsUjMmONg0EefSWbzbe8molDHwzW6OueptFlGH2dnUQul3xf5B9ZtXzCvKZZMRjk0ZQsls3t5vtq+3aQSBJtNG8e6rx9u3f+8uWwnBs38td+4w00JhcP14onevAgP/Yt2oc7Vtm7F6RHfDxbdv16rDMsqdndDdIoNZWv8549eJ7kZD5/714Zue3uBkkSE8PPud27cX23m21vS79NAntaW1ElNiDSjh1YLHbt4o/IVq0Shfj6+gAbbdjAuwaWLUPVFyzg6zXYdDg79MlEJHggf0yfaK3LDv38dfDVMqT589HInD5Eby90Mb/7DhjhwLRyJc4ZZ87kB9gXX6CHOaZo+3agdpJM6cqV6E3O8dTZ2R8kmlNbtH4nYYsHD8rYYlcXnuVIsEVLbVH6iqK3F/nMYmFJk7pc/LHvihXYvC1bxjf1+PEyHUjt7bjAnj28pN3XX6OfWN1VAk524ACf/803mE3Tp/MVf/BBTGROG7W1lejWW4mefq+WDaEAACAASURBVJpXxnzrLSBtd93lnWe3QwP31Vd5I3HgAIIHT53KL85TpmBcckbZbgfe9+KL/BvkI49gIZg50zuPCAf048ezhvNvf4NdffxxppzDQfTrXyOgNgddv/8+nveBB/hnuvZa7OCfeoq/9uWXE73wAi/7u349UMvbb2cXhMWLQTZPmMDUm4AkLl0qSNR4PNDFufdefkcyYwakGpl4gXY7xD5nz+ZfttrboUj83nt8vQadJPzlpz9ElEZEK4S8YUQ0/XCu89OfI8YWn38e5uuOO/j8xkYtBon++muzquEVVyB/+nTvvAMHgOElJvL4l6XSx9XL40GQXwlbnDLFjC2OHAlskQte/eWXQAtzc3ls8aabwEn94x/eea2tUGlMSND6u++8859+Glji+eezj5SVhUsvWeJd9KuvzE09YYKWAwhbmKfDAVx0YJo7F4WlKL4XXID8zz7zzmtr09rplKMTP/EEynIBprWGSmNtLZ+3ciXKzp7N548bp/WQIXxeRwfqxfWx1lo/8ICMgFoqkFzAba3x+7Awrdvb+fzUVK2vuYbNuu8+DAEpmLKurpaDrq9YgfZ45RU+/x//wLiWkMiRI7UePpzP6+4G8siprmoMG5tN6zfe4Iu/+iqqxsUg11prXVGh9e9+x+dZ/bx0KZv9wANaS+attxdColKTHE6i/wZssV4ptUwpNUspJeibESmlLlNKLVZKLd5lcniZ0kknYbVnFaEIlEJSEu9oKSzEsimJczU0yNhicDAwrKqqI1NbrKgwY4s225FhixbdkpnJH0FUV9NFBx/hscWgIJzrezw8xjdiBHalDBGiFNGQ6i6Kc+xi/bElJURRwZ10VgGPfo0ZQxTp38p3hVJA/DIy+HN0SzXTUqEcmEaOxDk2hzUGBoJEkZzfVgxWSSittFT2heTnw/EoOR8bG+WDW5eL3qu6hV7efyKfX19P48JfoYPtzNizxpcU4rCyEh3C6fwTYQwJOGV+PobB++/zRam4mK60Pc7DKDk5tDZpGN21WghfV1ZG44ufpa828kikrq6h3/Q+zZf18+tXkWRSeDimm8RHWECbeLyfkiL7BvLz4VsSiLeTMlfRL6IWsnl2O06ocnKE+w4y/RwGfQkRpWqtS4noESJ6W/pDrfWTWusqrXVVtMnZYUphYTCuXKR5on4OnUtKwSk1ZAifX16OjpIcagkJsh5nRgaMiBS8uqhIrldgIJ5LMuiW2iJXL0ttUcIpR4+mhY5G2fgVF8vYoqWyJ+CUoxo66OzQ99j1zWYjOiFzDZ2czcffzM8n+n3wc/JRdnGxTCP5+cFoSsqWzc2ot0T2pKbKwanT09EX0uF/YaHsiLNkkiU/TF2dEcPbe/aV9N16oUEqKuiz1mK5vS64gP8KmQhWLSREXkzGjRODq1i0rah4cfbZ9OF3ybwf2M+Pvr7wn9TeJfg6ysvpXdvxoh94Z+1JtF6nCTcmbHAMns3oaHkqK2X21RphAaWM2GJ20Ha6PP4d8dKJif+LKRet9QGtdduh/55JRH5KKQPO8TOkmBjZqZWYKBt7IrPaoqUrLqWcnMFhi6Yw4hkZR44t5uaK2GKPO4T84qPkEVRebn7mzEwRKxvZ0EFnxwla1kR0Z/NcCgvmLYFSRH+MZD75tlJJiWx0iWBYJWIkNFQOBE6ERVdaLIjM2GJhoTFwsVF6NzTUKOzlSo2VMHQif3/q8vjJkFVoqNwebjecjNJzZWaKNElqKlwZ0prfPnQsBQQo0Se/OqhKFjCNjaWNLaHiPmdNRD3l5BlMVFyckQ5TSm5uEy1JRGgrk0ffRLT19VF8iLxw+/v/LzboSqk4pdCdSqmaQ9cUIvn9TMlEKDidvpUHTWqLpmuHhJivbUIanU6zIQgPlykXpcz4VlqaWK+2NqKgJAMSGRtrxs6io8XRFx/VQ2VhG+RqBe8xjly3zUAjCTK0/YXd8uLZ12fuJz8/cz+biCFfUnldXfJkN0ZElh3Mh1U1U6xTIhAl0vjzgQeuXy9ji77iS69eLStS79uHKSV147ff+jia2L/faNAPHpR36D4JLF+UlSn5iNPb13fkoXZ9pcPBFl8hogVElKuU2qKUulgpdYVS6opDf3ImEa1QSi0jooeJ6NxDB/f/M8kXtuh0yhy6L2zRlxqjKZnChBMdBhjrIwkzHfPcYKB8jS5fwZhNKo+DAW59lTVNGl9ljxRb7O3F2HI6+b7asgWWQvpic/58/LtuHXvpSZPw9b71Zz9NS5bgsVZyLom9e/txRk56cMuWfoG3gamzE2hhdDR7ruLxAPrhNvda+zbo33zDvwD29gJkkk4wt20D9pedLexzWlvxoZ5wlPT117gHJzDp8QAsc7uFD3f37kW7tLfztsI6nuLw064uKDh2d7NHYMuX441nIX/EPujk06Brrc/TWsdrrf201kla639prR/XWj9+KP9RrXWh1rpUa12ntf7s6FT1UPrwQwxOBhmi3l54byzluoHpq6/QyK+9xo+SDz/E6OWUHLdsAT41fz6PLS5ZIkpq/hjQeO9e3nG1bRvqw0h5ElG/geAMRUdHvwQpsxiZ1F5/DCytFL8ItrZikksL5ObNKCsFvt63D8/GbTuXLEGduX7q6MCI37aNd9YtW4ZZwfUTEdC//fuBsA5Ma9aAG3v7bR4DnTABY4Tj9Pr6oC5oKRAOTAsXYvzdfTdfr8mToWvCGAKHAxvs77/n3SGzZ4PGZQT+cFR4992oO/f2MGkStrv33uudZ7fj8/xnn2Wh7RtvxLB9m/GMbdxIdOedMLxc/PKHH8YlpXjuZ5/dj7cOTKtWgSCVxClp6VKEzbvjDjZ75kx00QsveOfZbCAmX3uNH37U0gKM889/5hf+p56SFSidTqhtPvYYO+7b2jD8hKh8g08S/nK0f44YW7QU7f7yFz5/9Gjkb9/unbd2LfIkPPDqq5H/7rveeQcPIthyWhqPjj3yCMredZd33k+DV3NBomfMQJ4UfHjsWCBtb77pnff112AH09O9sMW+Pgjw/frXfJV1e7vWcXFQnduwwTv/2WdxXynA8JgxspqepUiXkcHf/G9/Q/4DD/DXzsmRscXPPkPZs87iy158saw+2NGBfqyv58taWCynbKk1EL28PP6Z9uwBfvrSS3zZ8eOBvXJBszWIRYmmXLQI1Vq3js/XTU1aX3QRn2cFIV+zhs+vrxcVJG+8EY/EUa29vSB5JbLwppvMwpXR0bIq4YYNKPvii3y+bm9HYGwuKLvuF1aVHvmyy0BrsvNCa62zs2VsccECXPyrr/j8K64A9sik3l6tw8P/92OL/31pzBgcjXAIH1G/shznYMzMNMeibGzEiszlBwTgMFDCFk8+Gf8ef7x3nlJwxEko1IgR8n2JQEf09fGoZmEh3h3z872OGZQiuuIKovf+vZ//Ms3tBq4YFsYTOGPHYhcviWANG4YdCYf4JSXheSsr+fay8E4uSDQRHNvZ2Ty2WFODw9H6er7sqFEytuhy0azCG2hm3h/4sha2KI2vsjI8F/dMERE4f5CczKNG0VVRr4jHVEFBsvOxvBx5kl9zU+lJ9E+/W/nMujqMfelNq6ZGrFNBAdGpQ3ZS1tdTvPLsdjxqVBT/0pqZieZatIi/bVoaABzuW7zkZEy3cz67hi/sduMPBEdwZSXR8IwNlBPMHIsQ0cj6djo7/mPZJ5GdLXdGdTXsiMREFhaKfim7HVjjCflMvIafIR17Bt3lwmSWpFNzc81OvqAguWxpKZyEkuMqNlZW6UtJwbUl1UOLj+eSywVjwLHiRDD04eH82YkVD5I5jFQKt1VdneIjU2GhTITEx8MxKdVr2DAz1ZGaKnvEysrQj1KgzOJiWb/GbseZr0QzNTairYRz9M1Zw2lNvPAtQlwc2lrSY8nLMzsfTbFfi4rogwPC4kg4/ZJ8fNYjc6dEREQtTafQkv3CYXZUFOolKT2OHSsy7Pn5RNeXfSgKpZ1xBo5HuObKzCQ67TSRiKRLLsExEierY7MRTXykjxwffcAXJsL3BoIX2eEgejj2bpG3HFF1gM7pfVm+dlKS/L2B3W6Oo5qWZqSZ7oybRCEk+FkGmY49g06EkS2RBomJ5kDO2dmyoTBtkYgwuk2In68g0SZs0aBqSJmZZmwxP1/cLTQ3E50XMkP2EVZUmFGCnByZgEhLM+OBJSVyeyllVlssLDQbx4ICmYIJDDTWy9VcS51BBmrIRCPFxprFzIKCZHxCKXKH+otGOSaGP4u2UliY7LPvTc8mh59hOrvdMtZokASuqCBqCFgqzpk//lH2QdfUoJg0dC+5xOxUHV7WYu6LjAwjCVVkWyVuzqKCOqkyivGYWik+3ozBmATafAjxpbl+OGrc4rFp0P385C8dAgPNIljh4fI2x+UykyahoeaOMCn4+QpeHREhP5NS5oGdmioOvmHDiH4ZwnnSDqXoaLPafmSkGeMzPZMBeSQiM/7ncJiVCQMCjhhbdEUEGEEoY+ruNk/mri7x3j09MHArWJk75EnfBhGZAS2f4I5JmdCANPr5EaldO41jRHpBCwqCT9u0FzE0l++g2j7UFqm9XX7T8oWfHk1C60gpq8NIx6ZBDw4WorcSDLqUR4QOlgy6yDEdSk6nGWs0JV9KjTab2aAfYYDpvDyicn8hIgwRFj8TemjK93h8q0AeafBqX0ikKTC2jwnl72/gvU2bga4ukEbSBVavhpHhWDmCjPr8+US//z1/+TffBHXxNPO1+86dGELffeddRY8H9sluF4ZQSwvqzVnO3l5QNxER/LN3dYFiYnbo+lAYXOlFS2uAYdJL78aNho97+vpwX2mn29XVb9Clend28kZbaxz6S/PZiofr8fD5VlwDDhHt7sYCqRSfv317v7LdUUjHnkFfuBAGedIkPt8K/PrJJ955q1fjQO/55/mO+vBDNDTHFP3wA1Cljz/mO2PRInTmx8yXk729iOqycyevHLd5MwYPh8IRYYBozZ9jHjjQL+vKbDtV6wHYXA557OpCW3o8fP6OHciTotmsWoVnY7hq2rIFzNrq1fwCOn8+7s95azs70RdW1PiBackS1E0KbfbGG2gzDuim/g94WNv9t7+hrx96yDtPKfBuDz7Ib6UtJJILekw48o2Olt0sQUG4LLcZXr0a6CAXFFkpoquvBq35GQcN/+tf8Dz+hVG2ttlw9jF1Ks/wPfMMnomRLVQKgogbN/Ld+OyzWMQkRO+sszD0xYDJv/0tIj1zwcC/+ALPdbdwTn7//ZhrXKRnq8Hee48fQ1u3oo9vuonfNDzwAFbWf/7TO8/Pj+jmmzF+ODuxZAmUPv/2N++8nyNJ+MvR/jlibNFScJMC015yCfI5CcB9+4DhSWp5//gHyr7wgndedzdk0mJjeexs8mSUve02/toVFVoMAjxvHvJGjeLLnnoqpONef907b8MG4Ftxcbza4m23IZ+rV28vyvn58djiv/9tVoE84wwZW9yzB3WWsEVLbvH++/lrl5QAW+QCCFsBlc85hy972WXIX7DAK6unByJ+qalaf/wxU/bFF7UsA6mBlkrjxwpALSkmatCaTz/N57W2QtmQI257exE3m6NitQapGRmJ5/NKFmYnRSY+/niti4v5frIQ0ZdfZouedJIs5GjRuE8+yd+2qQnDg62z1gjkXVDA18tSp/zDH/iyH34oI8haI0h5SIjWnZ3eeR4P8ORLLuHLfvwxrr1wIZ9/0UUYv1w6eBCs58SJfP5hJPqPwhYLC83oYUkJjl04J2FoKN2V8Sy1Dx3LFt045Jf0OF3OBz328wN5UV3Nr9qWCuRY/tpUXQ1HC+cBamjAUZCkAmk9K4ctpqbCSVdezh8zHHcc3kY4nNJuh9crPp7HFq3g1RLlMmKEjC1GRJgxT1/YYk0NHKrcGX15OY7dJJG10aOx3WVwS0vdYds2Qdtr1CgcvUnPbGGLXAoNxTNLzlyt6aId94i0ZdCX8+im075ljzDsdqLTUxbTmCb+rKiuDrdlj2YrKuiVuGtpeaSgINnQgNcCrp/KytCXwkF3ZSX809wLb2EhUVREH52/71G2bG4u0fXNi8ixgvnyiAg0Wnw8Xy+XixblXUBvJQrnV/X16A/pU9QhQ3AWxDkAlDIDEPX18C1JlJUpTm9AADpKij08yHTsGXQrSQY9Lg4dIZyvzugdS90Nw9i8rfYUWpT1S1m4KTpaxuwiImBEJFXDvDz5wNDhgLO2oYHPHzoUhk1yAFnQLpfq6sxSs4WFcr1CQvBcUtlhw2BYJa9YcrLcXjk5aC/J+BUVydC1zYa+kOKo1tVhURfGQG6uIWpfbKw5SHR2tlmYKS1N5r27uynhk9dk2GnlSrqhVNKpJbqkbQJVlvO+lMpKw/G/00lLhlxNm7YKfoWGBjm0j9tNdOKJ/GfuhEVx3z6eB0hOJrrx3C3k/mYJW7axkeg3nmdln9fQofLX00S0sv4S+q4njc90udAXku/JRMIRwQZI48/hMI4vSkszO87j4sz5g0jHpkEPDZUNRXi4fEhJRCoijHQND2UfPEgU2CxHAqe8PHnFJ4IxkEiXrCzzIMrMNPPgJpyyoEBWgXQ4MIAkJ2FlpRkPzM+XSYPYWLMGaXGxWTHRRNeYdrpEeGaJsHG7ZaliwubI1I1Goigmxhzf1emUJ6svRaiuLvIPkkmpSsdysgfwi0lUlBn4cGSnyz75khLzM6elicZtzBgsJNxj2WxE1zZ/Jfbz+ecTBbRslcdXY6ORotqbXWusNoWGyu3tcJjHX3KyTMgQmfNcLrOaZ0iImYgbRDo2DXpYmLyqh4UZxbmU9VEAk9raiIJiDB0VHGzGjXwFrzZ8bECRkTIFY7ebP2ZJTDSv+KaAycHBZjQsMtKsAmm6b2TkkWOeNpu53i6XvEPq7TXWKyREfqHxmayYolJqbzcbdNPufhAonb+/jDQSoalFg37ggHk12LtXpE38/MwhbZ17tosYjM1G8AJLC+S+fcaFZm+LMsYRN6pb9vT4busjVeQ8WjFtDyMdmwY9IqIfHRqYQkOFyK/9dol7C9PaLLdJRDAiJqzxpzcZmAYTvFrk0Q4lKSbo4SSlzKieKX8wga99JV9IpCnfx4Rxuw1dYapvezvGltvNY4srVwJVk44JPvgAfcwEF6bNmyGgtW4dHwRj9Wo8Mxe7k/qHl1R9kZr1eEBjSPhfXx8oJ2GHvmuXrO32o6yhtBP2eNCe3C5ca9TLYNBbTN8dWeSXtIB2dGDOcfOmqwuNZbPxjWZRW9xDd3cj3+Hgx8j+/RgDptV3EOnYM+jLlmFHMWECPwDnzgVSxLBSkydjLv3xj97Fdu0CAfXGG8JxYksL8KlPPuH/YNEidP706d55Hg++Jtm2jUcTrRDlixbxz7RtGwYBhzy2tGDg7N7Nv7VYdeW+v+7p6Y9UzwWo3rABA48LuE2E+ra382Ic27ejH776il9g583DpOJim/X0QEd27Vo+bNqiRWiTWbP4ej33HHZ+DLpqEZp79wqfpN96K9rssce885SC2uK99/KY56pVwGonT+brNWUKuEJuMxISgnq//DL/BjljBsaOcO1//ANNxTHs69ZhOjzxBINGK0V06aXoD455fOUVLESC7OH112ON4WJq06efAi188UV+s3LnnRh3nGqh1mAiP/+cFYOZMwdVnjpVWMQmTEDFbr+drTddcw0QY24MrVlDNHEisEUu/fWvaNR//MM7z2Yjuu46tBc3wGbNQuVvuYW/9iDTsWfQY2PBoK5eze/QNm1ChzCv401NsC3ccXNMDAaGwyH4CMPCwEZPn86/IloGjONabTZEhJ82jV/xW1sxMp97jn+mBx6AoeAmnNYwMHfcwZ8XvvQSVjGOq/bzQ9knnuB3hVu2wJBIzP9bb8GYc6x4eDj0Sf/9b/51fv16AMyccpOfH5539mz+OMjKlwDm9eux+DL3tdmADz//PK/6S1lZMNYcweB2w+dQW8uPAYv2Oeccvl6jRmFwcU7m0FBQOWedxY8Bi3A64wz20unpWKQ4uCstDdOC/bBSqX7pB65e5eXYKQvSErW1GIJnnslklpRgDGVk8MdriYmYkMXF3nk2G+Z6RwdLhKSk4IWot1d4UaupwWZDClNYXo58jtAqLsZRZEMD/6Y3fDg2YMcd553ncKBcejrvAxo9GpXmYg//DOnYM+hxcXC0CUTIitqL6W11Gjs4MzOJCuL20C+G8+Ghhte10y8zGQ1tIoyasjIMLm5wjhmD997Ro/nytbV4P+QQh+JiGC6J3LEwSg5btK5ZU8MPPgsLPFEIPtzQgInFOZnr63EGJeGUY8bgOIhTJnS50F41NWZs8aST+GvX1eGgmzskLS3F7xsb+bIjR+KIgDMUBJscHCxAMiNHYvE2GQLpW/aoKHqu4F7akjOCze5uHk33pz8mn/3n5cnXLioyKjmeVv8DRQV3siFtbTaiU4vW0nE1wteJQ4fC+HDn8/n5aA9BWG7IEKIT87+nKBfzdhgWZpaIrK7GdaXz+/p6zHWmXpZIqMRGUF0dPRN8De2oYHBdImpvPp4ezH6UfxtSiuaUXEtfFF7EX9uK8SupkJaXy06ayEhU2hQmcxDp2DPoRNhBSYhfejpNTr1d1AG5MeZ5yg5mjheIaERdB52zdbx83/BwmTZxubCDk4xyTg4MJ2fclDIHvm5owL2lz6ATEmQiJDcXdZOYbStSPZfsdjNvW1uLySg5bCW+nQg73JAQmc7Jy5MJB6VQL0m+tL4eZ6fCGXtYGLqD9S9a4fwko5uVZTxnfy7od6T8+PP7dZRBn7gEWV4itJV0tqqU0YkX27uV7sh7TfRBn257m44rEtDEhgZRbZFsNmwGBL9AcTHRVW33yg7us8/G0RmXrEVKUHKkhgZRqlEpfAYhfkHvdNK07D/Qvm4ecuitHUIvt58qFCZaHHcSrQoRcF2326wllJ5uhgESE/+PcvkvKSpKnMz5+UTf2IvEOXdh6TLxU/ZTz3NTYocw+IgwmQ1IJEVHy8YtIcH8MUFmpmyUrZ2OlHwFoI6LkwdQcbFZbTE3V1YX9KFqSAUF5mvHxMiOzawsc1mT2qLbbVSECgggOv10+dJGwbH4eCMV9ENroEisfbdWUXapweseGGjG4ZQyOvmuKOalDoiImoK/ovoawbGelWUOjJ2fz78pEezWSOcncr2amuRr+/lhbEqezbo6Ixl20klmaIhS5LHpDHVTT5CMyKjcHNJOw8VNxFpYmO8g5P9n0H+S4uP5M1/CAEtMsYuggS06UlzWHcE+xLmCg80rr7+/zIa53WZMKjJSplycTnPZ6GjfXKyU/P3NDHJkpEzY2O2+g2qbBq4vdMv0TE6nvEPq6TGW7eyUZe19JkNMv3feQfevZ2IX7NwJqZTsbAOQ5ItTN4mddXaKjDoRkaOjlfzChMXEV4DpfftEg+6TYmppMUrJGoNXt7UZFTd9vLQQkUxJ+fkRdXcbKCqlzI9mIrB6esxj21f+INLhBIl+Rim1UynFin4qpIeVUmuVUsuVUkfnm9afpthYwaOFVFvLh5MkIhgoSWzK1ElEGPRcaBYrBQYeuZKjKeS7STeVCIPjaKlAmgJjHw5Oacr3pdR4pNiiD57baDdNKo9tbTBAgYEssjZlCvziHMi0cydCVE6cKHTV5s3wXP7wAz8ONm7E83I0Unc3jK40hiyUjlvktEZZyaBbaKFk0FtbZdZXa8w1yaBrjfaUIlD7kMf1he2bkkXcmgRORYNutTHXkT09GBsShtze3q/keBTS4ezQJxMR4879MR1PRNmHfi4jIgGJ+JmS5a5/7DHWQPb14YjqxRcZCKKlBSjT1Kl88OH589Hgr77qndfZCQRv4UJ+xi5dCsP373/z9V6+HOeBXMTcDRtgLD76iB9hK1cifwnzCfXevSBs1qzhF6qvv8Y1uTDjHg/Rl1/KOOWaNbj+nDn86J43DxOaC9a8YweedcEC/oz0gw/wTFz04d5e9NHq1UABB6aFC9F/XFkiUDtbtrD1WroUjzxzprBOXX012uOZZ7zzurvBvP7976xBLyjACRUHP1jOuwsvFI4JHA4EH37ySf4PnnsOtNLEid55djvqPWkSf9b93HPY4fz5z955VpzCzz/nCa1p0/Dz0EP8GLj8crTXtGneeStWAN975RUeqR0/HvORwxaVIrrqKoz9jz7yyt6+HRDVe+/xa5wluvrww955RBBh3LSJF0zcvBlN8fbbwsv8HXfgNYzDFrUGtjhxIo8ZT52KeSMhkYNMPg261vpjItpr+JNTiOj5Q0JgC4koTCllOEAaZIqJAV/86afsV2B2OzrznXeYzUpYGAzMzJm8I/DAAeyEvvzSO8/lQtlp03hkrb0dBnfuXL7e776Lgcnt4B0OLARvvMEf6bz+OiBjbjEIDgZ8/OST/OvpsmXYNr7+uneezYaG4iajVa9Zs/DD7YY/+QQTknOoRUX1l+V2YPv2YeZw0qgOB34/dy5/FhkUhNWa+0CHCPVZvpw9+09IAH68bp3w1puejrpxzm1LcGzECLatCwsxl7kNvtsNt89ll/FVpvh4XODss/m2tugpjg+02/uJEE5qobERBlUSHMvKwrjkqKGqKizOhYV8vaKjsZHgFMfy82F5Y2L4Y6q0NGzOJH9HdDQ2AwxNEhfX/x0W991STg72I9JGuLoap7ZcaMbEREybb78Vjv+HDoVx4agzpxNtlpTE98WoUSgrxawdZPo5ztATiein24Ith37nlZRSlymlFiulFu+SPNu+ksuFmSFhZV9/Tfee8QXZ7cybnlJwApaV8e9qFRV4xZOIkIoKbMG418/6evye41qJ4LF3uXhiJCkJk0oiZCwFR24A+flhwFdV8c904omwMNy2kQjPGhvLOyAtfRmhXh3HnUZPq0t5VNNup0+rr6Ovai7nLdzYsfSo/RozTllQwLd1YSE614R5JiWxypYxMUSlWQfprOoNfNlhw+iREv60aQAAIABJREFUlH+SzhQc1BUVovO6qorogpCpotDVg+M9FPw888GSlYqKZIW/6mpQMJKjuLpadgzk5cE4Sk755ma0NfdmkJiIVdAk/lZayn9i73AgT4oxV1+PhVFiD4cOpUcKJrFHRUph2FdU8OtMaqpx6NLQobg1N9VtNvSlGId32DB6NPIvMrZYVSXTW9HR9EbmTfRDg8krf+Tpv9UpqrV+UmtdpbWuijbph/hK69cTC9wSEW3eTHnLXqNLLxVghP37ZZEsrdHLEhLpdsskilL9LBWXkpOxE5GchE6nTNDk52N3KAWZjoyUKRgr4LE0snNzZelUIuysBFVDXV5Bk8JuFs9XF8WdRIsSTuavGxxME4P/KD+zKRizFZJPmjT19cZoRycmLqVT4ngniy4rp0e7LpWP7/Pz+Ug0hMUi4N/Pi9ITzZVt+KJJShkZso/G4cDYkZzy2dmyD0YptJUAElBjo4wtEmGTwp1rEMHq7dsnj5/mZjGCEyUkwOBL/rDGRnps+2litTIyzD7k0FBZG85ux7CXzuBDQw26c4GB9JjrBrPaoiG9EHENHQgyxKUdRPo5XK1bieinfFDSod8dvRQTI3yaRnh13baN7nhQoM9SU+VdYWQkHDySWFByslmhLSpKHgWRkfIiRISFQtph+VAPpIICMxESGyuP/ORk2TASYUcoPJMrwEYdUTIaFlCWQ+1tBqeoCVtMSTEH5DYZ/OBgY3tdXzGXwqP5tt6zz05RmYZYpikpsmEkMguM+IqBGRBgjqNqGXUuRUaax2ZsrOy8jIkxC7QVF8v1zshAvSQRrJEj8UWxlFJSRExU5+WTCpQd4xUV/CmklaRTIiLYYhOpmZTkQ5Ez2IAtRkUZ+6I1IM7YzYNJP8cO/R0iuvAQ7VJHRPu11rx48s+VkpPl3Uh8PNH27RQbK2xm4uLksr7Y0PBws3fapAJpwsKIzGqLbrcZDwsKMquK+fvL9fb3N8O8EREiQWOzEWm73GbuUCd1kEGZ0O5Dzc60/fLzk3dIXV3G9ojQe8R8xMA00DUtLWZOfe9emQjZv99ssH3hg6bU3m4eAwbc0hceSPv3mz/y+um/XFkTFmtQeuzps5HTKfeF02mmiN1uGf46HD07s2S5D2zRgN8Mppt9pcPBFl8hogVElKuU2qKUulgpdYVS6opDfzKTiNYR0VoieoqIxh2dqv4kJSWJX5D96EiRUlyc/PpIZO7psDBZ5ZEIk4ITbSLCZDrS4NX+/malRhPyaJWXsEdfSKQvlUhD8kVq+hJ6NCZTkGhfMrWCrGZ7O/zH4htzaysMdlgYTyNt3ox7c1akrw+UVFAQrjEwbd0K52J3N39tC7fgxkh3N8ZdQABftrcXY48z+BYeKFkYC2uUdui9vbJV1RrzxcSwGxYLibS0ipqGgNb9Q5ubzr29+D03tLVGF5r2d+K4tZQUBb3i9nb8mPYqg0pSbLqj/XPEMUV37UIAxV/9SusffvDOX7AAASNffdU7r7NT6xtv1PoXv9B65Urv/K++QmzFSZO88/r6tL7zTsT95OKVrlyJIIn33MPX+/XXta6sRIzGgWnjRq3PPVfrG25ArMSBad48xDjk4ly2tGg9bhzaY/Nm7/zPPtM6L4+Pk+rxaH333YiRycTf1KtWaT16tNaXX46YqgPS5MmIY3nvvd5Fu7q0vuACrRsbtV661Dv/jTcQzvThh73zdG8v4oI2NqJPBqaPPkI/cXFSPR6tL70U+Z984p3//vtaZ2ejcgNiVe7erXVAgNa5uVrv3MnU69tvtXa5tM7M5PvpllsQR/WOO5jCGvdVSuvVq73zrDip0ry46irEWOUau71d6+ho/Kxf750/aRKClV55JX/tYcO0Tk7Wes4c77yZM7VOTNT6tNP4WLqXXYY4u2+84Z23bh0as64OMWa5ekVEYF4x6U9/0joriw+F2taGsJ2ZmfxU/vRTVLuigq/2JZdo7XZr/eij3nkLFmidkqL1kCHssNe33444qmys1K4utGVkpNZr1rBlXS4MlSNN9B8VUzQ8HJDom2/yh2Bbt8IJw0Uw9/cHbzt9Ov8a2NMDXI7jqm02KAN+8AG/0/HzAw/HMLNEhN9/+SW/ww8NxVcp77zDL92LFuEsgJOSDQ0FGvjWW/w5aHs7eG6OQ1cKnPfnn/NboYQE1Hv5cna7kpyMjSP3Ju904kVowQLeXxsejnx2B2+343kXLODP72Nj0U+cM00p7EZXrOAd2IWF2IYHB3sdE0RG9kvqsEfKWVn4g9Gj+X5qaMC27/zzmcIEtKK6mvcNlJXh2uedJ5ft7eV9R243niszk3+9qKvD24VEZaSmYqfMwQBVVZhTWVn8djgiAl9NcddOS8N4Dwri51t2Nt5WBB9NSwtkYDjlicBAvGz39PCup9pavCzl5fHVHjoUY48DtCoqUK30dH6XHheHlxZWbcPpRF/GxbFEUl0d6nWUxBaPQYNut2PwFBWxIPF3+SfTJ5GnyohWWRnO2TkOPSsLg1Aa+DU1GJic6zw7Gw4iifVtaoIB4Vjf0FB4+yVc0sIWOXZVKUzEykr+mKG5GaOfQx6JUN/wcF6Z0KqX8EyWNpdEalrdxB3PNjURhQV0yQO7sREzhjMEubnoP0kFcvjw/r8ZmCzBMKGPLbvIvlIrRZvKT6E5BUJg4ro6PLB0lj1kiIwd2u0gfiRP3LBhGJ8S6VRbK6pL/hhiTkJ9m5rQz9wiFR2NOSHFb21owDNzX4MqZUb4amvpo4ATaH0lDzhY9KkkU2TRutzxvcOB5pSm1PDhWCi47rBssoQtjhmDcS8F+95SewZ9UHo9m9fQgGFpiq44mHTsGXQinEUKgYt37/ejp5Nulw36pk1yT1iffUsGva8Pg1NyALW1yXhgUBCMvuR88nhknDIqChNLGgVBQTJd43BghA4bxufHx2OrLT2ThbwxyYoSJyHKfn4yTennR3Sl+zmZJMjOlg2jUjh3lZi0+nrzub8h/ty4cfhQWGqORRWX04fbBRopKgo/krREdTW+fJRSVRX/dSERSBQrig6XsrJEnJJsNvSh5N9pbDQGY6a6OhktrK/HuJcOlSsqZH9XUBA9X3QfbW/lnbXNzeZujIszu0oOHJCpWKXMYE94uOzLzcjAfaWuWJ81mt7o5GWhLex+50753oNJR0ch5min+Hjxk7viYqLlfYVEacKjGXZnFBkJAyjtRhISZM6cCJNOslAREfJ1idDL0k4mMBD3lqxMZqaRu6aoKNnpFRpqrldGhmg4XS725OLHFBIiryNERLdFPUGKLiWWGIiPNwf+zMuTDX5kpFkFsrRUXFhra81CeZtiqijVFKbQZpOdgGFhZlYuLMxMm7jdsqhTaqo5eLUlV8yl6GhZQpkIk0p6pqgoWDfJezlsmEHjlmhzcL7YVUFBZhIzMtIsyBkWJguFtrebSeDUVLOmmAncUYkJ5AmXvf0xMUdNbPEY3aGnp4sscFAQUY/2o+4eA98s0SZKYUJKy35MjBnbiI2VGeWwMLOAVni4TAsEBJjLBgSYtyput4xEulxmEazgYLGs9S2VlEzYNBFRoH+vWRjMpLxkt5spFxPCZ8j//nt540+EFzzxgxMiM9Xhi0NvbTUbdBMS1NZmZuEOHJCvbcISrXxjNGYyY4uGstu228QF1Ndtu7vNtEhfnzz+TLG8iXw3pynZbETagDX6ImgGk45dg86FPTuUCgp4TSciws7N9HppemWOiTG/K0VFybuRsDDxC0IiwmSTvhK0283QrC9s0ZQ/mLI+kinuNRGZlR59MY0mZq2ryze2yHhyu7rgL5UM+u7dMOji5n/PHiz43C66rw+rRWgojx7u3InFQOpry5nOnUF0dcFgBwfzZXt6+vMHJl9YopUvWda+PjO2aODyLbVD6aVDih9NhC48cAC35pqzrQ2PzQ0vjwcfxrrd/P5r925MRaleFhXN8Q1WzNq+Pjn//wz6T1NHBya7FUR4QOruxhviW28xx37W4PziCz4e5YYN2Lk9+SRvTDZtgiAUF9vTCqj80kv8KFq5ErQAJ961dSt+pk3jz0Hffx8jj1MXbGsDlTNvHh8R/qOPcM0nn/TOI4Io2MqViJc6MK1eDVrkqadYQ/L667Bh99/vXXTfPlRn9WoB+585E4Uff9w7z+OBQuDSpXzM0TlzcOGnnvLO0xrRvtesAXU0ML37Lp510iSvPv72W8SInjGDNxJTpqCLuOclIkj3ff891BgHJrsdAaZfeomP4LNmDRQe77yTX6iuvx6bGO6ZOzqgCvbYY/yG49FHQQXdfTdf7yuvBOnEjevp0zHXHn+cnxPXXot+5Mbmhg1EDz4IhUGGvb//flkIVGsIEq5dCxFULt18M+I1c59RvPEGHokLCG+zoSteeYXXd/vkEzzOHXfw973vPiz8XBxxmw1Kji+8wF/75Zdhfm69lb/2YNOxZ9BdLrT2iy+y70x9fRAfvOsu5i1QKWCH773H7zqVgvGcOpV/hfzoI4w+bqcdHAxLMHMmv7R/8gksBvd2EBWFcjNn8q/Fmzfjh3OYBQXB8H3wAR/dOjAQxoKLukCE7ciKFfz5a2oqFr5Nm9gdb1wcdivcpjAkBLbrueeEXVZoKPBS7o3GZsPvv/ySF3ZKTcVs4ayuUqjQt9/yeERJCdoiKsqrj7Oy0BySkkJxMXZXZ53FPA8RnIc9PVBM5FJ9PegbzvldXY1tm3TxujpsFLgg0WFhIFGkcIJVVdgQcL4jpTBuDh7khePKyjD2UlP5OREQgBVbik69Yweeizl0XrkSBps7/bJOPzds4OGdwEA8ztCh/PgaMwZ7EAsQG5iamkDQcGocQ4fCjpwmyMiMGWPOP/541ImjZJqasHM3ua0Gk449g26hfyEhrMfDvX0d3XjuZnI6BaeGhW5xoyQ8HL0gucYtBoob+JZWi0Df/BjomcMW/f1RrqFBjvhut8t8YGMjaALuQLGqit6MvkKW62xuxmTjnLluN31YczO1DPkFW7S6Go/NOT5tNqJTGvfQ8Jo2/pyzvh5GXVKBbGqCk5hzIlr4nuSgHj68X5FxYEpIgHFimGu3G6d5BQX8ZtRCGsXoY/X1NC/3MtoVIzjGGxvlmWypiEpjr6kJC4HkqaupkbWCqqvps/ATaVulEJC7sZHerL6HPwdITsYiITF89fWYS9xCohQdqB5J71Xewha1Hlc62h86FI8k5VdXyzBbYiL2ApJTvrER1+amW1QU1kapOYcOJSpLaxFxylMad9NxlTvZk6iUFPyYYIHBpGPPoBMRzZ6NLwK43vj2W7q0bYIsuLdwIYwrd2bY04PjCWnSbdqEBUHinbZskQd+RwcOZyWOr61NJmT8/HBPiTP285M9dUrRnzx3yotBcDB2UoJT6wU6n9Zk8JHTrQh00qQ6PXwuHRfPfOBFhM5xOOQFMD3d7LUKC5MxhYYGs8xCQYHovL7tNpxQcM0RHIwAFVOmCNeNjaVHY+6UlSXq6oDcSqm+HkdJXMrNNftg8vNlPNDlomdKJtC6bbwH0dPQSH9ZLXzQRITFRHrDq6/HgbPg49lQfhr9ax0/9kpLsb5KsvaNjTLFSWRmEIjMERBzc80KIJWVOFbhkstF9JDnatEPXOlaRZc6ZVXNhISjFoHuGMUW4+JwgMal9HTy37yWHn1UKJuaKhvGiAi8S/2C35FSYqJZmD4+nt+BE2HZN8m/ZWTwO3+ifn5LcgImJhrRC//4COpyOYh1EwYEGN//YssTaUcMz345nbCr0uAcVrCT8loPEpEgR2xSW4yONgf+zMuTKZjISJlXI8K2UNhmn302guxIyaSATETU4oyTkbb4eDPvFhcnb/8tsTKThTKAAq2xWSK10ZpdQcHRBlyptFSud2ysEVtsGXEGhe3mB0h1NYaAVK/SUnMs5vh487rt729WYDap3JrEKYmImgIYH9yhZLMrao5nvuo+lFJSzKJig0nH5g49I0PGJ1JTiTZulBVh09Jk9FAptLTEUSUkyAJaRChnMlCm7YQvbNEkoBUQYOTQg8MccihUl8tIk8QkOGhni2zBTNiiX4AfJbsFYsi6t0kOz8TW2+3mmKImnq2rSzRA27aZEfadO80fpJjEFo2Kh4eTb0qtrUYksq1NicbtQJuNQkIMHWmiXIiM/GpLq0MsGhxsFnq0282gk6+Yoq2tcnOaYlMTifpth5d8xCY2AVqDTceuQZd2Iy4XJqw0EtLSzO9xh+R32ZSQYA4EYFJyNOGQRGas0RfCFxAgLlK7dmFQi2/6/v5GLNGKxy3dHtHThcJWX0jJVNiXvqkpiHR3t29sUTDomzfLBl1rtKdk0D0edAN7UmQhfMHBfGN2dfUrInL5Vh9xed3d/Yw7k6+1WbLVFx5v1Hi3lAUNRU1rgaleHR0w2Nww6OxEviQk2teHctweqbUVMFJYGL8/W7UKp6tr1gjj3lK05JQtrQKWHCSTpHr9LElS7TraP0esttjZqfX992t90UVar13rnb95s9Y1NVq/8op3nsej9ZtvQkFw0SLv/G3btD7jDKi/cRJt8+ZpXVqq9ccfe+ft2AEVyKuu0nrfPu/8zz+HYuKsWd55u3bheX71K623b/fOnzVL66QkrV9+2Tvv4EGtzz9f65EjWRW/Dz+EiN+wYd5Ftcej9bXXal1QwCo5dnVBmDIjQ+v5872Lv/UWFBMvvZS5dlub1qeeCsm6Vau882fMQHv89a98vX77W7T1p59658+Zo3V+PiTzBigmaq3RlpJM3wcf4IHOPNOrj/fsgcDjmDG8cOX770OF77TTIAg5MP35z1qHhGj90EPeeVprKCnGxGg9d6533kcfaR0aCuVLbuxdeimkICdO9M774Qeto6IgPbhrl1f2xIlah4drffPN3kU9HjxPaanWX3zB1HnaNK3T03F/rq2vuw6NwozrjRu1rq7G0GSqpV98Uev4eK1vvZW5r8YQCArS+oknvPNaWtDWUVFQyRyYbrsNApP33eed19Ghtb8/8vfu9c7/8kvMmeOO4+ul77kHfXHDDd55Ho/W9fVQoGT6edo0NNeFFwrXPoxE/1Fqi04nkMVnn+V3aFu2APR87jnvPKXg0Xr/fVmbYupU8HbcO9GsWYgey3HEwcG49ksv8e+QixfjzYALihwRAbZ62jR++7d/P56Lc3oFBGC78emn7Dl6czOAEFZiRinsDFetYh2MTid26OvX824HK34wiyUGBgI9XLqUjxkZH4/24A5BlcL2a9ky/iuf3Nx+T5qkzPT997yUQllZP7Y4oI8jIuAI27qVJ0BLS/u/FOV2WBkZ+KhEDExl1Yfzs1jygE1N/NgrKcF2kou2FRuLbXBuLkvBFBVhp8yJPCqFHe533wkui7w8tFdEBN/W3d1oFOYb/ORkFD14kIdzMjPxMiypIZSWYnhwunJhYfBtV1Tw5QsKsBPnBCRdLgyDE07g3x5KS3F9SfiSmpvRFxwAoRT6qq2N1YyqqEBzDSYCpykdewZdKfSwy8VTDklJ6C2JKbKUA7nJHhwMGkQSybJYIw4tc7uRL0WtHT4cFpIbBDYbylZV8ZZi5EhcX1AXXNk8jrZWncK+69tsROfVbxCFCWnECBwlCYF6L6v/mvJy+tjX4uTYbhpVuVdUtKPmZni+uINOS2JUUoEcMQJ9yPHxiYmwThK2OHIk+pdD6SIjYaSEBikpIfr9yFWktPfrcnQ0UUZaH11SzwtsNTTAiIn6Ik1NmOScF9myMlJjNjVhVRX8O/tqxtDn9deweTU1GNqmgMmn12/jz5szM2HMpQFUX4/5wDihrUDOEidQUYEhKwFYo0ejLSXn5ei6Vjqzno922dRElJ7QSQ3FvPOovqaXLqpYxubZ7ehLkRWorsYKJY3d5mY8OHPsl5BAVJbTTqeOEITSBpmOPYNOhA+LRo7kjd+KFWg1yaDPno0RzFEhXV04A5cM+pIlMLrStZculSVKt2zB5JC2b9u3y9f1eLCVEPjAVztOoQUp5/BliejXX14t0oHkcmERFM6jq2feSZeeIkSA6uyk37Q8KIpXklKy6JNS+FBGMmBJSWavlNstkz11dbKyIBH6QcAjmpuJzp99gdge15y0norm8hiMRaWKshMNDYZMAgUlyVIUFclqikS0uuhMenwNv8D5++PSUiCvoUM8dMF3t/OZSqFRJJyyvh6+H0HCIS8PO1IuWTK1kmspL89MsRwf9QWd2voCm5eURPSXqEmkdvFSHWePPUCjpvELIBGmGvfhLBHB7jid8uF/fLzR5/Wb8KlUH2JQ3RxEOjYNekIC0S38xwo/SsxaH/IMTBkZCEDATdiICLxC/upXfNmUFCwGkms9KUn+0i8+HrNdMlKpqTISGRKCugl8oD0smPpGCZ/EEVGh/1o5hrQPbFG5/Omq0wVHsMtFZwfOkEX+YmJkFJOI5MCvBC+dCVvMz5cdn6GhZpm+qiqRgrnuOqJAW4do0MeN/V50qCrV/zUpm3wFcs7OlrEMmw33FRyQ+0qbKSxKppDDw+XX/Krs/TQyQYDBibAJkZyi6emYD8K4rq8344EpKfKRS1eXWUCyPmETRcfIRMmFMe+KY6S+spvsDrlsaqp5MTHGFxY+erTSuLLPyN5tEPkbRDo2DXpWFu9hJvoRWxRHUWamjA9arK+ELaakyAJaRHjfllbm+HjzhyGRkXJZl8uoSmi3E/W5DLtZ63N4LkkYwU/u7dcnB9V29BgGpq/AiS6XTLn4+vLCz09uL5PMHhHaUpjo4sJnVauzzfhHTqehq3wFchZEww4n7duvjIKJu3fLH5k6D7aQPcKAuZgCPVvIorAA7t5t/iSgpUU26L4IGV/tZevulDdfJlExwmVNlDE5HPLK7SNOr9//a+/bw6ssrvXfyc79TkJCgAC5kIQ7ROUSggEBuSPYQBHUVq2nzxE9tlV/9dg+1lbbY0+r1nrD4w1bKqJUa1FQUC5aBFFQriIWBESoBEkI5EIue8/vjzcbONlrzeYQuYX9Pk8eQtaeb898M7NmZq131oqLPOWAd8FwUgrdGDPGGLPNGLPdGBNwo8cYc50x5oAxZn3Tz43fflVPQF6efo0rIoKdpSl8F+UR4IKgnRFdMsCdvDolRU4O7EdqqjNutAZrjwfoU095kZGnPPicCaqD8G1PKnm19mxXJEbATWsMMlmDRmPUXqS17szFcMxzP3dQU0A+n5uHro1nUN/u20cLgPS6a2r0YIsAgmtOF2nbQVu0lvXSFLq1HPKSQvfLXFxxJ1ncWjd91Z/cWujr+npaQHfudDCcXaFEgyV1j4k5bQo9KL0QgAfADgA5ACIBbADQo9lnrgPwWLBnnfhzyrTFhgZrZ88mRfDzzwPlBw8ykbNE8bOWSZOHDSM3qTnKy5n09te/ZuLd5tixg0lvJSrd4cPMajtzprVffRUo37KFdDmJtlhZae2ttzJRtJTkd9kyJp594YUA0Rdf8LEFBaRyBWDhQvKkpOTCPh8TB/fsye9ojo0bmeB38mRyGJtjzhzSs557LlBWXc1ygwfLtMW33iLN7u675XrNnKnX6/33mQR62jSZ4nfbbWzz3/8eKFuzhpTHMWPkNt13HxMXP/NMoKysjHXq10/s423bSNGbNk0YPj4fx13nznIy5hUryOG77DKZEzlzJmmNzz4bICovZ/7o1FRrjxwJLPrTn5Jld//9gTLb2Gjt8OHMuCzNiUWLmGT89ttl2uLdd5MiKlD0li61Nj+frFqpSX/4A5MtS4nCfT7mXM/Lk/Oq282b2Y9Dh5Ii2xyzZvHhP/mJUNiSnty2rbUvvSSK+/QhdXH3bkE4Zw7LzpwpP/umm5ihWkqcvX07aY1Dh3LenwLQQtriAADbrbVfWGvrAcwDMOnbX1pOEh4PQ3k++6zs+Nq1i5EH//AHufxzzzFq4ubNgTKvl3EvH3xQNhe8/DJvG0iJoGNjSad84gl5K7RpE08GixcHyhISSKWcP182dFZV0VkmBL3IzuaGID1doQ+mpvJUIQVn9nPWtmyR09t17cr3VFGhH13379ej8JWXk3ooMWg6diS1UKMt1tWxXlLZHj2OvwuJ4hcZyTZLPL3evbn1io+X25SaynpLVJW0tOM7OoHX2LkzGbM7dgiEI2P4gYoKOQVi//7HQz1Kp4vsbG7FBapKmzZ0KYwbJ2/we/fmLn2sFJLHf+N2716Z+dWpEx2i2kWu/ftJ4xXMlPn5DHqZlCQ3qWNHWiGlHbw/y+DBgwoXoFs3bv/j4uRdev/+fLjmh+nZk/2sUGymT+dhXvS7DxjAvtJuoKWn831KXN/sbM7lykp3MpNTxMko9I4ATnS9f9X0t+YoNcZsNMb81RjjuDzdQhgDTGyKGidxlDt25ITR0pf5qUaSPC6OPF8t5sqIEdSeUkd5PCybnS131JAhPD9Ko9MYrB/zn6juOUAenMOGcXQryZpLSvTc1BgwAKvTJ+kUq8svp9KUBmdMDOutUdbGjuXRU3NAjxhBmqakOHv25GyR0q6fWC9pRiUn01Gn0RZHjaJ5TFLoMTF0irooj6mpet7Z4mJVCURH83WpkfQuuwyrh9whXyX1O6e1epWUYE3PG+DNlvPK+kPJShg4ELikVy36dlJMfsXFrLTUTz16cMOhjZ9Bg0jcFoLOdexIu71GSywqYldKXHGAf796+L9kq4nHw4Zp76uwkPNNqXfDqPH4qM8PVE/xpZfqcfaQn8/2apFCR4/mAidtCsLCWGd1wrYM35ZT9HUAWdbaPgDeBiDc6gGMMT80xqw1xqw9oHGoTgZ//jO1mKQ4P/6YTAJNoc+bRwUlyWtq9AspAHfRruzqS5bo0QO3bqWjVqEtPvKvqVhfoFAPa2up6BUlU13tIE8Ygx/4ntJnTXS0+5aDa5cTHs4Zq+1UvF6dpuC/PKQN7LQ09310a3XH98UXu1MltWuny/Py2C4t2EZ2NndfjmpJl5IAAMOG4Qebb9PrlZ+v+2CSmbQjAAAgAElEQVQKC3F9xYOq28JFs+vaFbgz/Xk9rGFRkR4bIiyMfaQlty4q4klZsBkbQ9KXlPsCoMupoEB3hw0eDFy39hZZCHDR1i4IhoXxC5R+rul+Mf7jiJCIpAnr18uh+I+htlbXA/4Y81pnHTrkTmjaApyMQt8L4MQZm9n0t2Ow1h601vp79BkAotay1j5lrb3EWntJWkuuSmVkMLOLhK5d2YmTJ8vy3FxgyhR5MUhJoVL/kcJPzc5mJ2qdkZkJ3HyzLOvYkUpK2jUC6HFxDD7t/325bFIStzKKVys5WX0skZqqO4fi4uTkBH507iybY4Dgi0F6us7LB7iL0dgsCQnuRnXrpjsQo6LcGX4HDNBD8/rP+ppC9weBV9CzJ4eBiKwsIN7BcundW+1jGx4Bm5ikVqtTJ73JxgClSe/ojs/CQjedctAg3TuZn8+dvdIXQ4e6c7AmJ+v7gaKBPhRGO+iUgwa5nbkZGaqpMCrWg7oEfYykpLgDf6F9e51MEB/vbnROjj6nWoiTUegfAcgzxmQbYyIBXAVgwYkfMMacaEC7AoCjF74F5OXpE84ffEu7pNO1q94RxrgvrGRnk6mgfbeW1QWgQi8vV9kXPXoAW/YqvLOoKCfLwRVcsKEB8EQ4GB/OUQuaAjS2iYs9AwSN5OgKKhaszYiJ0b87GPvGlWA6WHmv18mQSUlx5xGHI3mwi9Z4+DCQlKSX1dgix7610hExsbrarRirqnSF7o+KqbyzYNEr9+3TTzThddUwCQ4aZ329mwbqSN7JuHD6+0xJkd1Ox+BicMXFuQdBYqKbBdMCBFXo1tpGALcAWAwq6pettVuMMfcaY65o+titxpgtxpgNAG4FWS+nD8Foiz6froRyc+VYLH7k5OjB/LOzdRlwnAMvITHReXvRmdg6CFwsvNraINxqZ7hEtIy2GIye5ZIHo365aGPBIjUGi1/qaleQmK3x8UEupLig0PCsZaieDh1kPXHkCG+BpqY61sCKCj3jcjDaoos/6Kf/Kdizx71Zdb7Ow4fdjkNH1EwAHB/Kw7du5XevXx8os5avqrzcES07mEJ3kdhbNEjcOCkburV2kbU231qba639TdPffmGtXdD0+13W2p7W2r7W2sustco94W8BXi+X/LVrZT55VRUV69//Lpdv145eeylIVlUVR9/ChfIL93hos/vww0DZ0aMcfP/4h6zU/XV9+22xWvv2cZDNni0IV67kyJo3TxRt2kSCjLQZfvBBzsd33hGeay39ER9/zHo3x8aNZKk8+qisPF94gcpACoRWWwu88grzpEor1bJltEX//vdCxcAXsWUL+6I5Nmygwfihh+TF6IEHSCR+/vlA2c6dZCM9+aS8BXvkEfbxww8HympqgPvvZ6JpoU0VFSQxzZ0rr/vz5lFHvfFGoAwrV9LYPGtWwGbEGCZMXrhQJmcdOAD84hfAf/+3sgbOmkXWzxzhmrzXywS8O3bIc2LpUs61ZcvkAfbHP7K+ggH/ww/ZVVVVctHXXqM+Vq92PPQQB++aNYGyzz9nJvgFC+TLfi++yDYp2Upeeon7upUrA2XG8JW88gq7OgDLlnHCPvigXO8FC6gDJOfBwYMcO2+95fTFnCrOv5uiYWGcdE8+KQen+OwzKs1775XLP/YYsHy57EGqr2eG6XvukW2sf/kLB9L8+YGyyEjgqac4eaTd36ZNpDy++KJYrb176Q8TLzIcOcJRLziuOnSgPj5wQN5YlpdzXIuXX42hktqwQfYAde1KpV5RIR9dfT7GvpFma0wMy2nRFrOz+S61nYzPxxkn+Su6daOssVHegSUkcOJITtOsLDqlwsLkXWmnTnxpEpcuNpY2/wMHRKd6mzZMgLFli1ztPXvYz6LS7dePSiAtTfQr9OvHEENSJIXsbDZ55Ehlw9qmDd+HZJ/3eCjbulW26yYnc3yUlckD7NNPOeeELz54kLpv4UK56PPPc0ir9/z27OF3S32Rk8M5VVEhtysri4u6soOfMoX/ushf1dUKD6FLF85l7dZ4WRn7UpozKSncPL31lttvcYo4/xS6Mcd7Q6It5uaSiaI51K5oshJptMXJk1lWOkaOGcPjkpT7MyzsuLNV8IodLpmAXR30EG59+vBrpZSjdSWXY1vqYDFsXU4Ox5fIMQYZUr26HlXTlWLUKDq2JENmbCw+L7kRR4cp9Kxx4zhotRg0o0ezLyR7UHY236NGeRw7lspNqnhUFGl2Gj9wwgT2kxT4yxjy6DS62/DhXIy0dPFDh7K9islmxuiDGFrcKIonTrCICPfJTM34eI4NhQpXWAjMnLxXtKkYw+iBN4xSGDLFxXy+1ubiYmowaRPTpw//7qcKN0dREVlQQj/5SSC3Tpa34H36AL271WNoXyUkRkkJNl9ynWyEDw/nd2v91L8/Fb0UbhisclGRrEIADsucHGUjlJvLByjjvvqK6dgRliczuIzB7nE34fDAy09LYtHzT6EDwNNPU1FIdr3Vq7nyaQr96ac5oSX5kSPcqWi0xVdfpVLVHK7z51MubEc2b/XglxlPqgr9v/6LlxkkhX6wMhwz455XqYf+tI4Shg4FZlTOkoUAJ6vDm3Zb2Z3Y20dR6B4Pla5G66itdUdX+uYbXSlHRrqpX4cP67TFDh2owLR4LtHRug09KYk/mm02K8uZeWra5/dheL6sWAtyGnBj0nzdLOzfVQoYPhyYNu87qm/oxsu+QP/Xfi4/t1MnNz9w0CBg3TpZFhFBzbdRSfZdVMR+Foz7HTsCE4cdxsUvyFTNPn2AWzP/BrNa4VuWlOC7XylmDf8XaOEywsMpV2zolZU8kGvD6+239SsSAHiKU+5n7A7Lxh3Zf1Xt/49WXYd3OziScrcA56dCz8igkUtCfj57qrRUluflcZcuHXdSU2nwu/NOuWxODp+v8bIzM4E77hBFvXoBm73dVIpgjx4cf1Ko9bg4oLptlqp4Cwv1OB0pKcAtbV6Qhf6HK2F5AcDXth3Ceinb+6goN22xbVudlw8cV7wS4uPd1K78fD00b3i4m8Pes6e73loyB4BjQOUlAh3CvsYNU+WjuKmtwa+zn9O/96KL1HoXFgKxjYfVlXti710wyY42d+6sOz4HDHAvvMOG6Yu+P+qlMACNAf540zb1e4uKgBkdVqjOWm/3XvC0cThFi4vd9NSsLOcu2OVPjYtzxLUHOAaUB2RlAbtitSMxkNs/FTu66tFRW4LzU6EXFOiu8awseqS0kLB5eXTwSRPWGCoSV6TGb77RtWd2turxT0wEqusi0BgnT7ru3WmWkxb1uDigul6PHmitO9ZUQpjD4x4e7mR1eOGBJ0IZJi2lLcbH6zSCuDg3QyY+Xpcb42axBIswCejlfT431bOuDnHJSl/V1CAl0RFw7OjRU89MXFmps1j8ck2h19e7WS41NadMW8yO+Vp9dseOQGz1AXURO1wVhoQkB+XW59PvE/jlynx0paQF2A2ufPCusRsbC9TU6fXOzQV2lGmR0lqG81Oh+4NESPCvyK6bgNrRE+CucMcOWZab647UGITW2LWrzph00RbDw92U7GDBAxlfV3mAIwyoP8+tqhv9YR41BIu2GBurzxqXDOBEdhO+dbjeB+Ce7Q0NbttnXZ1+KSBY+FxXtMVgOHTIfSoJRlt0LQauaIs+n1szlpe7FwtHhuqgyavVjNxN8HrVvgqm0IMNP8TGOqmJbdroPPbcXF3FtBTnn0L3+fhGNmyQ6YENDTwWv/mmXD4ri4vBtm2BsqNHWXbFCjk7TFQUB6hE72pooBnHnzu0Gaylk+jdd+Ww6J07cy2QqrV8OQeXRHd7/32yKhYsUDbD773Hdr38cqDM5+NDt24VGTRz5/I136Mks8H8+XxPEuvHX+ElS+Qr5ytXkvKhUb/mzuXC+9e/Bsp27mQfPfqo3E+PP07q4UMPBcoqKshG+tOf5MX32WfJ3PntbwNldXXkBi5fzhfTHK+8Ql7hY4/JbfrNbziTJYro6tXkls6dKy82v/0tB45Ex921iwysd9+VtcjcubTNSxw8r5fMrG++kQff6tVs04YN8gCbO5crvmRj37uXddq/Xx70771H+p8QVsBaTtPkZEWx7t7NZ69bJ4+BpUv5/a++KhQGfvc7doUkbmjgNN64UdlkbdxIH47CWPNHpVi7Vt7vdO7M6u9T8sa0BOefQjeGHOHHH5d3y5s2sTNvv10u//DDHAgSv7m2lpP9ttvkY/Xzz3OLLU3Y8HDSKR97TFy5KyrIff33f5fn6+OPU39J9Oft2zkApINFWhoHzp49yo6jupoj9+OPA2VhYaScvfeeaFMuKiJDTzVll5dTUUgzLjaWE2rNGtnTm5VFRaHFiG9sZKMk221WFmXl5fIWLjOTMsnG3qYNHX2aUzU3V79oExXFsl99JTvG8/JYL80k19BApSkxrAoKOHY1M0FtLRcaicLXqRMV7v79cr2PHmVZ6V17PKSWrlwpvy9jSPFdt04eYEuWsB8lpZqSwoVmwQLZlrh3LzXmu++KX3vHHcy7Lq2dyMjgpm3VKvnZkZEc28qJOjaW3Si5wyIiuFFauFA5XERH8wMffCA+e+NGrs3XXy+fbh96iHP6d78Ti7cI56dC/+53+bvEOcrPp5NH82h85zvHP9cc8fGUZ2XJR7mJEzl4pFFgDFPbeTxivVKiqjFtQjViY+XT6w/G7EV8vBV1X+kVDYiIsGLUurw82iLHjQuUASD/KiFBp3eNHUsFIzj6cnKAgtwGTBqn3CS94gqOWI22OH48VwXJBJGZSWqZRqWbNIkKVCICG4Oy8dejpkRh34wcSdOGVq9Ro/i9koIqLsbuxN6w4yfIZUeM4HMlBk2vXlyANIrf8OFkKkkO2ZQUOmv9tNrmKCnhwig5sP2RBycpUa2Li7E/ugtqxivpEf20RWlxLCzEoch0VJQqOWsGDyZvVnJ+x8TQm3vllbJm89Nw/XOyGYqKgE7tG2S/un9sTJgg92NREcf9BLkfx4xhtbUYfhMncm6JtMX8fOzqOV4duwUF3ARplMhrR5fBWuuOv3SKOP8UOsCdcN++8m5lxQpOGO1tPvTQce51c/gvwmhR1ObMIbdUY7k89xwnh7S7f/993F59L3r1ksdf4s9uwa3TvxHv96SgHDNS3hJzVxtD3aiahCMjOeG11OtJSc7r1T+JfwbdIxW/QXQ02RFaMI7qajebZM8ePTTvoUOcGYo9+jflN+Ef6QqTyc+60JgbXq/u2IyIwKS4d1CXpjBZOnfWqXJhYdQSmv9myBB36IjsbJW2iEGDuNPWQlp066ZsZQHk5+Oeri/go88Vg/TgwXrZqCi8XHg/Zn+uROssKuKpQrMn9+ihR2rs1InzVImYOGQI8L2qWbqtu2NHPZxGeDgXVyWdZE6O05eLI0fcAREnHpyNhktlhf7ZZ1zvtbsfHWbdjWtG7lcXk5bg/FTo7dqRuC2t+vn5HPjTFZ5nXh53pdJWOC2NR8e775bL5uZy6dV46pmZwM8VLnCXLkg98Jl60x0ZGfjR6M/ktaRNG/y2ze9U56R2N+cY0tJ0R11qqsyVbMKNeStgGh2ptly33dq142lJQ/v2utKNj5dvmDYha0A6dqUodMvwcLeTLzNTX/ABeDLa6gtkx47umZ6bq3uo09PdCTYHDdLrHRfHhVd79siRel8Yg6oe/XV/68CBzn7cXzIV6e2UwderF8eWtim44gpHPGEw1LHi+bx0iMU1iQtEGQAuJq5n5+WpC7e17m5MTNRvkQJAYqckHOki64H27amatAMTkpNxx7hPQwr9GAoKdDZAdjbtZlp0+vx87nKkI7OftqiZa7p25W5CG0SuydypE/Dll1LCGaJdO6TU7pWPYZGRyMDXSkHOB1d8LScrw+Nx0vA8kY5kuFFR7ryfwZJEJybqO7uEBCeLJSvbYOdXjkTQLgqDP++sAk94mC72et3tamjQ5dXVjsSeoNPVxXJxtamuzkkJqaqLdBNoHEyUstoEXd97PO748ZGRbpaLz6cuBlkd6pGd6MizGxnpZrn46ybAkSccAIu5uioxNRKHq+Q2t21LH7N6MalNG/RI2KPmom8Jzk+Fnp8ve+SB44paU0IuyiPAVV3jFp5MpEaNjxQb66bwZWTQcXUKCJbnGYDOBw+WjNkV1TAY/S862k0tdEWlCxKRLjub5I5gdHIRjjZ9/jlflRSFDwDfVTDaoqYpgiSYbjFt0XEqcT46SNmyMse9I9c9AyA4JdIVUTHY+whGW3REggzWjcGmhSt4arBpgeTkILF5Tx3nn0K3ljv0LVvkaGU+33HqoTTYunblYiBFwfJ6qdDXrJG99vHx/Luk1L1e2lc3bpTDxx06RAX2/vuBsvp61tufd7Q5tm/n7uy99wJEZWUkKLz5pmJ+/fBDjkyJxunz8T198YUcxu/TT8mt+tvfZM25YAEnnUSlq63l/ekVK2hUbI41a7iAPfKIUGmQT7Zzp0y3BL9y+XLGUgvA7Nl8MZJ9q6qKTKaXXhLplJs3kzX0nHShs76ekRzfe0/W+K+9xmc+/XSgzFpSNPfsIRWwOdasYUcuWCBrg1mzWPclSwJlu3fzhaxfLyqK5cuPE44C4PUyDGRtrTj2Vq3iHkXdayxezAVMGrf795MOW18va7/160mj0h6+eDHHvTTf9u1j+Z075bn60Udk9UgUURwfklKCqCNHuPZWVMh6t7KSquCzz3TFrdLU6+p4mtm9W/eXtARa9ujT/XPxxRefUsZr6/Mxtbox1i5eHChfu5bZ0bOz5fJ33MGyUgr0gweZed0YOX36E09YGxFh7XXXyfW6+GKmCv/ww0D5G29YGxZm7dixctl+/Vh227ZA+SuvUHbDDWLRrCxr09Ot9XqF9r76Kstq2c9HjNDTm+/bx3cxdKhc9tFHWVbIRG+ttXbwYGsjI62trg6U7d3LZ0+ZIpd98EE++/XXRfHs2RQvWiQI336bwlmz5GePGMGs7cILq6qyNjpaTQZv7ahR1iYmWltXFyj7+GN+7913y2WnTOEY+PrrQNm//sWyU6fKZe+6i/IVKwJl9fXWxsZa26sXB0Qz+IfPXXcpberXz9rwcGv37w8QzZvHsj/+sVJ2+nR+4M03A2VVVdZ6PNa2a8c6NsecOSx7883ysydOpHzVqkBZTY21UVHWdu4stvnYGLjxRvHRI0fqr/PoUXZxZKS1hw8HyrdsYbNyc+VqL1libZcu1s6YIQi9XhYErN21S35AEABYaxW9ev7t0P20RWtlgnSfPvzRHGpTp7Ks5BRLTqYTp317+ahXWqoHeTAGuO46/i55O0aOJB1S8noaA3z/+zTaSW0aO5Z1E6IHGkNa46gRXtmMOXo0ymM6qlH86iaUoqrbJXIWgvbt6dTU6H/+NH+asXDyZDr6JDNDhw5kV2jBuUpLneycCRNoBpCYBHboMJSn5une4gkTGKBNeGFxcWSjaU2uHzkOR0ZPkf0OffuiMiUbjVcq9EB/cmDJIJ2RgZr8fqgtvUYuW1KC8g69YIcIEfwiItAwoBiVU28U7ex+v82MqTr7pnzEVNGu4g/Xe41SLRQVoSKjO3wjhDEQF8cQHKWlss/KH41wmpJLd9gw+p4USmR90VBUTbpa9i1ceinHnUIDHTWKTFFpeEVFAWNHNaK4yCva0Xv0APr2bFTT4fbqxQOE6JoKC6MO6tDBnfnjFHH+KXSAR9du3eQXsmgRJ4zGYrjvPiogSV5WxmOcxjf6n//h7NDc0489xhya0ihYsYKDU2PIvPMOy0paubKSg1OJtlhaMwej2whJNwAgNhZDIteoyZjfTp6KexM06g14btSiS8bFUQloOcYqK93Bk774Qqct7ttHeqhif73nHkYrFr86PByDw1brN6JqapyOzW3bdP/i6naT8f8OKUymsDD8W8br2OpR+njIEOed79ldfoln9ilxkIuLMcK7GHUN8pTd1G0qbvrk30RZ27bA1V3XoNcRwdQDwFs0BJdueVKU+anvSl4WYPBgXBnxBg6UK7FLevbUk1N36cIfzZ48bBjHn+IMXtrlBvzim1vlslFR1NgSmw1cqKKi9GRLV0a9iTFpwmW8Jlyz/0FcWiw7cPxh/JV88DT3FhQEz/h1Cvj2A/KeCaSl8Sao5NUoKKCdSlv1Cwq4OkqTvV07Dq4HHpDL5uXRFi4RwgE+9zYlq3vnzlT0YsR8kEqnyVJSeGJQbiIMzK9A96h/AlDKp6UDMTIjJCy9LXwXORI55+Top52oKJXnC4COXpdDrH17fZeSlORMu56Zye7SYqxFpLdBfYORd0np6c7gXRER+kQ/lNgZyX11j9e+pG7o0FGZqB06OGl2lYNGIzNVYe4kJOBoUqzqb62eMA1xr+kO1993fw5IlhOYl/cbjtQusvPRGG5yVcZHnz44murVGSPjx8u3sv0oKtKdon37OsdPxOXD0LDaESUyP191Qnfo4GSuYmyfvdhXUw1AyCgCYHr7FagZcDOAwPcWFsa9iKrQs7Icwpbh/Nyhd+um7/xyctw7v/x8mlykjvbTFpUQt8jLowNHU3C5ufrg7NyZnilt15iRobMjIiOdtyDCEuOR7FOu0AN6XHA0pd+MdTAJEhLcSaKDsVxcu5CkJJ3l4qI0ggrd5VPKyg5T07siOjoIDUHHoUqD5FR9H3SwwqPGsUJNjZNaWFkX7Vz/EOZRX2e1J9FJCGlfv1tVjgeQhjSNZw4OH/XuWUQE6hCtH3jatHFH2AoPdzNZHCepiMx2aPQ6xld4uEplqalxXwlITAS6pZSp8ozko8hJl1lYYWG83nGJtk9KTXVTOVuA81OhFxTIzAmASsZanWpXUKBTHgE3bbFrV3ekRlcYtWDxOFtAW0R8vFP5eTy6Tg6WT9kZIjdYGMhgSaITEvQ0XklJzqTanTrJDAU//Ou6CEcC6i+/5BqkBU5yMfz8pCp1DQtCwwsaXdABJb/0cTgq7qQlgt0QjD6v7tCDNcr1ToJkOHcECiUc3MSg7ysYF9hBq/V4OBbUfVRKin7buIU4KYVujBljjNlmjNlujPlPQR5ljHmpSb7GGJP1bVf0f8Gv0KWcogBn8wcfyLTFvDySjSXl6XeWfvKJrEwSEzlANbpkbi7rJT27ro4jSIvUGBfHxUKiPJaVccYIERFRV8e67tmjajhtbHq9/GqvV1kPtm+nCWrpUllxv/MOFynJwFpbS3rfqlUy799PWZs1S+6nN99kexTa4qpVjOn0+uuBsgMHaKa87z5BMR89yoiKr70mUg/nzKHJ9/HHA5+7bRsDKi5bJs/lJ5/kAineoreWbf36a/F7//EPxr9aulR+Hf7r5NKQP3yYi5cxclBDrF5NBSJQdWtq+JrT0+WF/cgRPj8uTpb7rxmIG4aKCo5pfzC05tixgxXW7husW8dxL4xra6k4GxoUpb5jB+eGMJ8aGo6ziMX9SE0NG1ZeLmenqqxk4e3bAzrLWk7F2lr+GwCvlwvrgQN6YLqWQKO/+H8AeADsAJADIBLABgA9mn1mJoAnm36/CsBLwZ7bItrihAmkD77xRqB83Tpr09LIG5Lw85+TonXvvYGyb76xNieHnKSDBwPlTz9NTpvER2pstHbQIFLx3n8/UP7qq6RZXX653Ka+fUll2rgxUP7yy5RNmyaXLSigfOfOAPGLL5I1JrEWfT5ru3WzNiaGbM8AfPklnztwoCC01j7wAOVPPSXLBwzgu5YooPv26TROa49TIl94QRT/7GcUv/uu3K7+/cnkE6mc48dbGxcnUg/XruVzpfdx9Ci7UGNxzpjBsuvWyXI7ZgzHlkBb3LyZZa+/Xi569dUcWn/+c6Csro5tjYmxtrJSKPzII3z4r34VIKqq4qvIyGCXNMfy5XzuwIEyO/CXv+SUuPNO4Xtra8n9S0iQqat+TqTI77PWXnkl5cI89/nYD8nJMmPSzp+vPruxkWzHtm2t3bRJKNvYyEljjEjltKtWcVwXForVLi7mV3/wgSD0eq3t3ZvlP/pILB8MaCFtcQCA7dbaL6y19QDmAWgepWASgD81/f5XACOMOQ0uXOA4bbGhQbZHX3QRd/BaoIbp07mdkMqmpjJsYXKyHBJx2jTa9CQbusdD2qK1Mgtm4kR68SSWizHAjTfSRCEF/po4kTY3JfIgZsygo0UIB9u3L+93SM0xhsy+xEQlnEunTqQtapEa/cm6Ndrid79Lypl0pG7fnjQ+jbZ41VU8LivsnJtuolgLWHb77XyVou9z6lT6WASPaWEhbZ9SUMOoKLIjvvc9ucqFhYw4oWb0GzaML1ygLXbvzj669lq5aEkJh8eVVwbKIiNJoBk3TrF1+7l5wsPj4jicBwyQ/dsDB3K6jB0rm5JKSnjoEeOeREfzZZaWyqYTv59Li7s0fDjHvTC+jCHpq6ZGGSIjR3JOCi/M4yGbUqO9wuNhIJbCQtkWNWgQnTiKn27yZLr4RBt6WBjrFBGh++pagJNhuXQEcOLh4SsAzQOlHPuMtbbRGFMJIBXA/zqvGGN+COCHANC5JRzMq64CfvUrPVXcXXepge2PhSjVXNy3365HnktIAG6+WU9A/b3vMemCpD3Dw4FbbtGduddeSzOAZPOLjqbSVmiLmD5djeLXvTtZh1qgoUmTOClU0kdpqR6psUsX4Oqr9X6YMsVp28eMGTolsm1bYOZMlRKZmQn8+Me6Pbu0VA/yh0mT1HqFhQFPPKHbwUeNOr6ONYc2/49h2DA1D2pYGF+H5ssvKaGi0MzNl13myIHZuze59wqFb8AAPZBUTAyV+tVXy/LBg9n9aoyiSy/VB19GBh+gyYcP51xUYg195zu8ECrawpOTWV65fzFsGNutbjtLS/UsTcZwzinxoiZNYrU1phSuu472QgdZ4ZShbd39PwCmAHjmhP9fC+CxZp/ZDCDzhP/vANDW9dxTNrn4sXChLvP5lHNYE1avtraiQpcvWaLLvv5aNov4sWyZLgo0PzoAAASnSURBVCsv5zUzDaLdowmbNsm3E/3YsEEVPfwwT5ES6up4qU7Fl19a29Cgy6Vz+okoK9NllZXyDUI/XH1kZUvOiZBO+cdw9Ki7sALp5qAfhw7xAqOKhgbFJkKUl+tFfT75ArIfmzfTwqHin/9URYsWubt4wQLHc621r73mEH7yiWL3aoJrzPt8znHt89Ea6fxuh2j7dkfZ+nre/NWwebOzw1Szmx/SLfeTBBwmF2MlD8wJMMYUAfiltXZ00//valoI7j/hM4ubPrPaGBMO4GsAadbx8EsuucSuXbv21FahEP5PaGg4PZuBEEIAgufnPBe/+2zWuaUwxqyz1oqkyJMxuXwEIM8Ykw1gL+j0nNHsMwsAfB/AanBHv8ylzAFg3bp13xhjNKYwALRFM5PNBYBQmy8MXIhtBi7Mdp+ONquR3IMqdEub+C0AFoOMl+estVuMMfeCW/8FAJ4FMMcYsx1AOaj0gz3XkcoGMMas1Vah1opQmy8MXIhtBi7Mdp/pNp/U1X9r7SIAi5r97Rcn/H4UgBKRKIQQQgghhDOB8/OmaAghhBBCCAE4lxX6U2e7AmcBoTZfGLgQ2wxcmO0+o20OynIJIYQQQgjh/MC5vEMPIYQQQgjh/4CQQg8hhBBCaCU45xR6sMiOrRHGmOeMMWXGGCFTc+uEMaaTMWa5MeZTY8wWY8yPznadTjeMMdHGmA+NMRua2vyrs12nMwVjjMcY84kx5o2zXZczAWPMLmPMJmPMemPMGbtBeU7Z0I0xHgCfA7gcjBnzEYDp1tpPz2rFTjOMMSUAqgD82Vqr5C9rXTDGtAfQ3lr7sTEmAcA6AJNbc183BayLs9ZWGWMiAKwE8CNr7QdnuWqnHcaY2wBcAiDRWjvhbNfndMMYswvAJdbaM3qR6lzboZ9MZMdWB2vte+CFrAsG1tp/WWs/bvr9CICtYJC3VoumUBz+4N8RTT/nzo7qNMEYkwlgPIBnznZdWjvONYUuRXZs1ZM8BKApIUohgDVntyanH02mh/UAygC8ba1t9W0G8DCAnwJw5cZqbbAAlhhj1jVFmT0jONcUeggXGIwx8QBeAfBja62ec66VwFrrtdb2A5AJYIAxplWb2IwxEwCUWWvXne26nGEMsdZeBGAsgJubzKqnHeeaQt8L4MQA2JlNfwuhFaLJjvwKgBestUoA+9YJa+0hAMsByAG7Ww+KAVzRZFOeB2C4MeYvZ7dKpx/W2r1N/5YB+BtoTj7tONcU+rHIjsaYSDDI14KzXKcQTgOaHITPAthqrX3obNfnTMAYk2aMSW76PQZ0/ivZzlsHrLV3WWszrbVZ4HxeZq295ixX67TCGBPX5OiHMSYOwCgwZ8Rpxzml0K21jQD8kR23AnjZWqvlnWk1MMa8CIYeLjDGfGWM+cHZrtMZQDGYLGV4E7VrvTFm3Nmu1GlGewDLjTEbwc3L29baC4LGd4GhHYCVxpgNAD4EsNBa+9aZ+OJzirYYQgghhBDCqeOc2qGHEEIIIYRw6ggp9BBCCCGEVoKQQg8hhBBCaCUIKfQQQgghhFaCkEIPIYQQQmglCCn0EEIIIYRWgpBCDyGEEEJoJfj/yQPKep7h6OoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1.58 s, sys: 58.8 ms, total: 1.64 s\n", + "Wall time: 1.35 s\n" + ] + } + ], + "source": [ + "%%time\n", + "u, v, sig2noise = process.extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=24, overlap=12, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' )\n", + "x, y = process.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", + "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", + "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", + "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", + "tools.save(x, y, u, v, mask, 'exp1_001_extended.txt' )\n", + "tools.display_vector_field('exp1_001_extended.txt', scale=100, width=0.0025)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1.14 s, sys: 48.8 ms, total: 1.19 s\n", + "Wall time: 899 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, corr_method='fft', window_size=24, overlap=12, dt=0.02, sig2noise_method='peak2peak' )\n", + "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", + "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", + "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2.5)\n", + "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", + "tools.save(x, y, u, v, mask, 'exp1_001_fft.txt' )\n", + "tools.display_vector_field('exp1_001_fft.txt', scale=100, width=0.0025)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 3.19 s, sys: 50.3 ms, total: 3.24 s\n", + "Wall time: 2.95 s\n" + ] + } + ], + "source": [ + "%%time \n", + "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, corr_method='direct', window_size=24, overlap=12, dt=0.02, sig2noise_method='peak2peak' )\n", + "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", + "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", + "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2.5)\n", + "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", + "tools.save(x, y, u, v, mask, 'exp1_001_direct.txt' )\n", + "tools.display_vector_field('exp1_001_direct.txt', scale=100, width=0.0025)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "openpiv3", + "language": "python", + "name": "openpiv3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/openpiv/examples/notebooks/tutorial_multipass.ipynb b/openpiv/examples/notebooks/tutorial_multipass.ipynb new file mode 100644 index 00000000..61163850 --- /dev/null +++ b/openpiv/examples/notebooks/tutorial_multipass.ipynb @@ -0,0 +1,373 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/alex/miniconda3/envs/openpiv3/lib/python3.7/site-packages/skimage/util/dtype.py:135: UserWarning: Possible precision loss when converting from float64 to uint16\n", + " .format(dtypeobj_in, dtypeobj_out))\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# %load red_Cell.py\n", + "from openpiv import tools, pyprocess, scaling, filters, \\\n", + " validation, process\n", + "import numpy as np\n", + "from skimage import data\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from scipy import ndimage\n", + "from skimage import feature\n", + "from PIL import Image\n", + "from pylab import *\n", + "%matplotlib inline\n", + "from skimage.color import rgb2gray\n", + "from skimage import img_as_uint\n", + "\n", + "frame_a = tools.imread('../test3/Y4-S3_Camera000398.tif') \n", + "frame_b = tools.imread('../test3/Y4-S3_Camera000399.tif')\n", + "\n", + "\n", + "# for whatever reason the shape of frame_a is (3, 284, 256)\n", + "# so we first tranpose to the RGB image and then convert to the gray scale\n", + "\n", + "frame_a = img_as_uint(rgb2gray(frame_a))\n", + "frame_b = img_as_uint(rgb2gray(frame_b))\n", + "plt.imshow(np.c_[frame_a,frame_b],cmap=plt.cm.gray)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# frame_a.dtype" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#u, v, sig2noise = openpiv.process.extended_search_area_piv( frame_a, frame_b, window_size=24, overlap=12, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' )\n", + "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, window_size=32, overlap=8, dt=.1, sig2noise_method='peak2peak' )\n", + "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", + "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", + "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", + "quiver(x,y,u,v)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tools.save(x, y, u, v, mask, 'Y4-S3_Camera000398.txt' )\n", + "tools.display_vector_field('Y4-S3_Camera000398.txt', scale=3, width=0.0125)\n", + "# frame_vectors = io.imshow(vectors)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------------------------------\n", + "|-----> || The Open Source P article |\n", + "| Open || I mage |\n", + "| PIV || V elocimetry Toolbox |\n", + "| <-----|| www.openpiv.net version 1.0 |\n", + "----------------------------------------------------------\n", + " \n", + "('Algorithm : ', 'WiDIM')\n", + " \n", + "Parameters \n", + "-----------------------------------\n", + "(' ', 'Size of image', ' | ', [284, 256])\n", + "(' ', 'total number of iterations', ' | ', 1)\n", + "(' ', 'overlap ratio', ' | ', 0.25)\n", + "(' ', 'coarse factor', ' | ', 0)\n", + "(' ', 'time step', ' | ', 0.10000000149011612)\n", + "(' ', 'validation method', ' | ', 'None')\n", + "(' ', 'number of validation iterations', ' | ', 0)\n", + "(' ', 'subpixel_method', ' | ', 'gaussian')\n", + "(' ', 'Nrow', ' | ', array([11], dtype=int32))\n", + "(' ', 'Ncol', ' | ', array([10], dtype=int32))\n", + "(' ', 'Window sizes', ' | ', array([32], dtype=int32))\n", + "-----------------------------------\n", + "| STARTING |\n", + "-----------------------------------\n", + "('ITERATION # ', 0)\n", + "..[DONE]\n", + "(' --residual : ', 1.000000045849729)\n", + "Starting validation..\n", + "..[DONE]\n", + " \n", + "//////////////////////////////////////////////////////////////////\n", + "end of iterative process.. Re-arranging vector fields..\n", + "...[DONE]\n", + "-------------------------------------------------------------\n", + "('[DONE] ..after ', 21.504817962646484, 'seconds ')\n", + "-------------------------------------------------------------\n" + ] + } + ], + "source": [ + "x,y,u,v, mask = process.WiDIM(frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=32, overlap_ratio=0.25, coarse_factor=0, dt=0.1, validation_method='mean_velocity', trust_1st_iter=0, validation_iter=0, tolerance=0.7, nb_iter_max=1, sig2noise_method='peak2peak')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tools.save(x, y, u, v, zeros_like(u), 'Y4-S3_Camera000398.txt' )\n", + "tools.display_vector_field('Y4-S3_Camera000398.txt', scale=300, width=0.005)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------------------------------\n", + "|-----> || The Open Source P article |\n", + "| Open || I mage |\n", + "| PIV || V elocimetry Toolbox |\n", + "| <-----|| www.openpiv.net version 1.0 |\n", + "----------------------------------------------------------\n", + " \n", + "('Algorithm : ', 'WiDIM')\n", + " \n", + "Parameters \n", + "-----------------------------------\n", + "(' ', 'Size of image', ' | ', [284, 256])\n", + "(' ', 'total number of iterations', ' | ', 4)\n", + "(' ', 'overlap ratio', ' | ', 0.25)\n", + "(' ', 'coarse factor', ' | ', 2)\n", + "(' ', 'time step', ' | ', 0.10000000149011612)\n", + "(' ', 'validation method', ' | ', 'mean_velocity')\n", + "(' ', 'number of validation iterations', ' | ', 2)\n", + "(' ', 'subpixel_method', ' | ', 'gaussian')\n", + "(' ', 'Nrow', ' | ', array([ 5, 11, 23, 23], dtype=int32))\n", + "(' ', 'Ncol', ' | ', array([ 5, 10, 21, 21], dtype=int32))\n", + "(' ', 'Window sizes', ' | ', array([64, 32, 16, 16], dtype=int32))\n", + "-----------------------------------\n", + "| STARTING |\n", + "-----------------------------------\n", + "('ITERATION # ', 0)\n", + "..[DONE]\n", + "(' --residual : ', 1.0000000125483464)\n", + "no validation : trusting 1st iteration\n", + "going to next iteration.. \n", + "performing interpolation of the displacement field\n", + " \n", + "('..[DONE] -----> going to iteration ', 1)\n", + " \n", + "('ITERATION # ', 1)\n", + "..[DONE]\n", + "(' --residual : ', 0.22727273012462418)\n", + "Starting validation..\n", + "('Validation, iteration number ', 0)\n", + " \n", + "('Validation, iteration number ', 1)\n", + " \n", + "..[DONE]\n", + " \n", + "going to next iteration.. \n", + "performing interpolation of the displacement field\n", + " \n", + "('..[DONE] -----> going to iteration ', 2)\n", + " \n", + "('ITERATION # ', 2)\n", + "..[DONE]\n", + "(' --residual : ', 0.6429116349607981)\n", + "Starting validation..\n", + "('Validation, iteration number ', 0)\n", + " \n", + "('Validation, iteration number ', 1)\n", + " \n", + "..[DONE]\n", + " \n", + "going to next iteration.. \n", + "performing interpolation of the displacement field\n", + " \n", + "('..[DONE] -----> going to iteration ', 3)\n", + " \n", + "('ITERATION # ', 3)\n", + "..[DONE]\n", + "(' --residual : ', 0.629290625745527)\n", + "Starting validation..\n", + "('Validation, iteration number ', 0)\n", + " \n", + "('Validation, iteration number ', 1)\n", + " \n", + "..[DONE]\n", + " \n", + "//////////////////////////////////////////////////////////////////\n", + "end of iterative process.. Re-arranging vector fields..\n", + "...[DONE]\n", + "-------------------------------------------------------------\n", + "('[DONE] ..after ', 22.8556649684906, 'seconds ')\n", + "-------------------------------------------------------------\n" + ] + } + ], + "source": [ + "x,y,u,v, mask = process.WiDIM(frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=16, overlap_ratio=0.25, coarse_factor=2, dt=0.1, validation_method='mean_velocity', trust_1st_iter=1, validation_iter=2, tolerance=0.7, nb_iter_max=4, sig2noise_method='peak2peak')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tools.save(x, y, u, v, zeros_like(u), 'Y4-S3_Camera000398.txt' )\n", + "tools.display_vector_field('Y4-S3_Camera000398.txt', scale=300, width=0.005)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "openpiv3", + "language": "python", + "name": "openpiv3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + }, + "nteract": { + "version": "0.14.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/openpiv/examples/tutorial_notebooks/exp1_001_a.bmp b/openpiv/examples/test1/exp1_001_a.bmp similarity index 100% rename from openpiv/examples/tutorial_notebooks/exp1_001_a.bmp rename to openpiv/examples/test1/exp1_001_a.bmp diff --git a/openpiv/examples/tutorial_notebooks/exp1_001_b.bmp b/openpiv/examples/test1/exp1_001_b.bmp similarity index 100% rename from openpiv/examples/tutorial_notebooks/exp1_001_b.bmp rename to openpiv/examples/test1/exp1_001_b.bmp diff --git a/openpiv/examples/test2/2image_00.tif b/openpiv/examples/test2/2image_00.tif new file mode 100644 index 00000000..bc9abe05 Binary files /dev/null and b/openpiv/examples/test2/2image_00.tif differ diff --git a/openpiv/examples/test2/2image_01.tif b/openpiv/examples/test2/2image_01.tif new file mode 100644 index 00000000..c94d63d8 Binary files /dev/null and b/openpiv/examples/test2/2image_01.tif differ diff --git a/openpiv/examples/test2/2image_10.tif b/openpiv/examples/test2/2image_10.tif new file mode 100644 index 00000000..17067e41 Binary files /dev/null and b/openpiv/examples/test2/2image_10.tif differ diff --git a/openpiv/examples/test2/2image_11.tif b/openpiv/examples/test2/2image_11.tif new file mode 100644 index 00000000..26a98bda Binary files /dev/null and b/openpiv/examples/test2/2image_11.tif differ diff --git a/openpiv/examples/test2/2image_20.tif b/openpiv/examples/test2/2image_20.tif new file mode 100644 index 00000000..8530dd0c Binary files /dev/null and b/openpiv/examples/test2/2image_20.tif differ diff --git a/openpiv/examples/test2/2image_21.tif b/openpiv/examples/test2/2image_21.tif new file mode 100644 index 00000000..39e9e46f Binary files /dev/null and b/openpiv/examples/test2/2image_21.tif differ diff --git a/openpiv/examples/test2/2image_30.tif b/openpiv/examples/test2/2image_30.tif new file mode 100644 index 00000000..9ecbe002 Binary files /dev/null and b/openpiv/examples/test2/2image_30.tif differ diff --git a/openpiv/examples/test2/2image_31.tif b/openpiv/examples/test2/2image_31.tif new file mode 100644 index 00000000..c19606d8 Binary files /dev/null and b/openpiv/examples/test2/2image_31.tif differ diff --git a/openpiv/examples/test2/2image_40.tif b/openpiv/examples/test2/2image_40.tif new file mode 100644 index 00000000..3377ec65 Binary files /dev/null and b/openpiv/examples/test2/2image_40.tif differ diff --git a/openpiv/examples/test2/2image_41.tif b/openpiv/examples/test2/2image_41.tif new file mode 100644 index 00000000..06939c84 Binary files /dev/null and b/openpiv/examples/test2/2image_41.tif differ diff --git a/openpiv/examples/test2/2image_50.tif b/openpiv/examples/test2/2image_50.tif new file mode 100644 index 00000000..cb147699 Binary files /dev/null and b/openpiv/examples/test2/2image_50.tif differ diff --git a/openpiv/examples/test2/2image_51.tif b/openpiv/examples/test2/2image_51.tif new file mode 100644 index 00000000..7f36e26a Binary files /dev/null and b/openpiv/examples/test2/2image_51.tif differ diff --git a/openpiv/examples/multi-pass_tutorial/Y4-S3_Camera000398.tif b/openpiv/examples/test3/Y4-S3_Camera000398.tif similarity index 100% rename from openpiv/examples/multi-pass_tutorial/Y4-S3_Camera000398.tif rename to openpiv/examples/test3/Y4-S3_Camera000398.tif diff --git a/openpiv/examples/multi-pass_tutorial/Y4-S3_Camera000399.tif b/openpiv/examples/test3/Y4-S3_Camera000399.tif similarity index 100% rename from openpiv/examples/multi-pass_tutorial/Y4-S3_Camera000399.tif rename to openpiv/examples/test3/Y4-S3_Camera000399.tif diff --git a/openpiv/examples/masking_tutorial/Camera1-0101.tif b/openpiv/examples/test4/Camera1-0101.tif similarity index 100% rename from openpiv/examples/masking_tutorial/Camera1-0101.tif rename to openpiv/examples/test4/Camera1-0101.tif diff --git a/openpiv/examples/masking_tutorial/Camera1-0102.tif b/openpiv/examples/test4/Camera1-0102.tif similarity index 100% rename from openpiv/examples/masking_tutorial/Camera1-0102.tif rename to openpiv/examples/test4/Camera1-0102.tif diff --git a/openpiv/examples/tutorial_notebooks/test001.png b/openpiv/examples/tutorial_notebooks/test001.png deleted file mode 100644 index f7f0fa1e..00000000 Binary files a/openpiv/examples/tutorial_notebooks/test001.png and /dev/null differ diff --git a/openpiv/examples/tutorial_notebooks/test002.png b/openpiv/examples/tutorial_notebooks/test002.png deleted file mode 100644 index abe3ce59..00000000 Binary files a/openpiv/examples/tutorial_notebooks/test002.png and /dev/null differ diff --git a/openpiv/examples/tutorial_notebooks/tutorial_part1.ipynb b/openpiv/examples/tutorial_notebooks/tutorial_part1.ipynb deleted file mode 100644 index ba02cfbe..00000000 --- a/openpiv/examples/tutorial_notebooks/tutorial_part1.ipynb +++ /dev/null @@ -1,195 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# OpenPIV tutorials\n", - "\n", - "\n", - "In this tutorial we read the pair of images using `imread`, compare them visually \n", - "and process using OpenPIV. Here the import is using directly the basic functions and methods" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from openpiv.tools import imread, save, display_vector_field\n", - "from openpiv.process import extended_search_area_piv, get_coordinates\n", - "from openpiv.validation import sig2noise_val\n", - "from openpiv.filters import replace_outliers\n", - "from openpiv.scaling import uniform\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "frame_a = imread( 'exp1_001_a.bmp' )\n", - "frame_b = imread( 'exp1_001_b.bmp' )" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAACRCAYAAADNVHNlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXd0XOW1/v+Z3qtmRqPeZcmyJVvuvQHBlBCDTTAQEjBcEsg3XAMGk0ZgBVgBYlMSAqEGAmE5gB1ccABjihu427Ilq/deRtKMps/8/nDeN/b93fW9ye+XXEKW9lpetixp5sw579nv3s9+nucokskk4zEe4zEe4/HvG8ov+wDGYzzGYzzG458b44l+PMZjPMbj3zzGE/14jMd4jMe/eYwn+vEYj/EYj3/zGE/04zEe4zEe/+YxnujHYzzGYzz+zeOfkugVCsXFCoXijEKhqFcoFOv/Ge8xHuPxZcT42h6Pr2Io/tE8eoVCoQJqgQuBduAgsDqZTJ7+h77ReIzH/3KMr+3x+KrGP6OinwnUJ5PJxmQyGQHeBK74J7zPeIzH/3aMr+3x+ErGPyPRZwBt53zd/pf/G4/x+KrH+Noej69kqP8Jr6n4b/7v/4UPKRSK/wD+4y9fTlOr1SQSCWw2G2NjY2g0GqLRKJMmTaKqqopoNAqASqUikUicfdFkErVaTSwWQ6lUkkgkUCgUJJNJlEolBoMBpVJJMBjEZDLJ300mk2g0GgYGBlCpVMTjcXlcRqORcDhMLBYDQKfTEYvFMBgMBAIB+TPBYJBkMinfL5lMytcSx5JMJtFqtfLYAQwGA+FwmEQigVKpJB6Po9Pp5M+43W6Gh4eJRqMIWM1gMBAKheRrqlQqVCoVVquV4eFh+f4ajQaASCQiX2tgYEB+X6/XEwwGzztO8b3c3Fy6u7uJRqMoFApisZg8F+K1o9EoSuXZ2iAej6NQKNBqtYRCIXQ6nXzfc19XoVDI6wXI82E0GhkbG5Ofp7y8nOPHj8vPqFAo5B/xWlqtlng8jsPhQKlU0tfXByCvu3hfhUIh14rJZGJoaIhEIvHfrcu/N/7uta1QKKYplUpSU1MZHBwkFothsVgIBAKcC5uKz5BIJDCbzcTjcUKh0HnXSq/XMzY2hkKhQK/Xo9PpAAgEAiiVSoxGI8PDw6jVanJycmhubiYtLY3W1lYUCgVqtRqlUkksFiORSKDX61Gr1fJYsrOzsdvtHD9+XF5vnU5HOBw++0H/sg6SySSxWIwpU6ZQVVUl7x9xLROJBCaTCb/f/1/Pi/xbfF44u077+/spLy+npaWFaDQqP6fD4WB0dFSuLbGGNRoNDoeD/v5+MjMzaWtrQ6lUYrFYGBkZkevA4/HQ2dmJRqOR99y5a0SpVJKVlUVLS8t5eUV8T5x/lUolcwJAcXEx7e3tKJVKAoHAeefJ4/EwOjpKIBBAoVCg0WiIxWIoFAp53/zXHJFIJIjH42RkZNDR0SGPQaz/c19HXENxjNFo9H9c2/+Mir4dyDrn60yg87/+UDKZ/G0ymZyeTCani4tmsViYPXs2M2bMQK/X43K56OvrQ6vV8vjjj1NZWYlWq8VgMGC32zEajRiNRqxWK2azGb1ej9vtxmq1kpKSwpIlS1iyZAlarRaHw4Farebee+8lGo2i1WoxmUzcdddd8jUmT56MWq1Go9FQXl7OAw88gNFoJC8vD6VSiVarpaSkhOLiYnQ6HV6vF4PBgNPppLKykrKyMpxOJyaTCb1ej8Vi4c477yQ1NZWJEydisVhYsmQJVquV/Px8SkpKyMrKwmg0YjabMRgM8kLqdDrMZjM5OTkoFAry8/Ox2WwYDAb0ej02mw2dTodWq5WfxWAwYLVasVqteDwe1q5dy8KFCwmFQhQVFVFYWIjD4cBkMlFUVERKSgo6nQ6LxUJ/fz8ajYZLLrkEs9mM2+1GrVZjsVjIyclBp9Nhs9kwGo3MmzcPl8uF2Wxm7dq18tzb7XacTicFBQWYTCb52l6vlxUrVpCdnU1ubi6TJ08mLS0Ni8Ui/9TU1JCZmck3v/lNKisrsdvtGAwGMjMzMRqNeL1eiouLycvLY2RkBL/fj8lkwmg0kpOTg8FgICUlhZycHMxmM0uXLmXDhg0yuX1Za1uhUGAwGPD7/TidTqZPn868efMoKipiwoQJZGRkoNVq8Xq9zJ49myVLlmC321Gr1RgMBkpLSykqKkKr1ZKTk0N6ejqZmZlcf/31TJ48GaPRyOLFizGZTESjUex2O4sWLWJwcJBf/epXxGIx0tLS5LpISUnhwgsv5M4778TpdJKRkUFZWRm5ublUVlbS1dVFZmYmJpOJ7373u2RlZZGeno7H48FkMqHVajGbzRQWFtLU1IRGo8FgMGAwGOS1tNvtpKWl4XA4SE9Px2q1snDhQiwWi3w9k8mE3W6nv7+fWbNmYTKZqK2tJRaL8b3vfY/i4mKuuuoqXn/9dWbMmMG6deuYP38+Tz75JLm5uYTDYbxeL06nk8HBQUpLS0lLS5MbntvtxmKxEAwGcTqd6PV6ysrKyMjIwGKxUFZWhsVioaioiP7+fgoKCnA4HKSlpWE2m0lPT8disWAymTCbzZSVlfHSSy+RmprKwoULCQQCOJ1OFAoFmZmZ6HQ6mYdCoZA8Tw6Hg4ULF8qfSUlJweFw8PDDD8vzsH79evr6+vB6vWRnZ3Ps2DHuvPNOmRPMZjN2ux2NRoPdbpf3Z3Fx8d+8cP8Zif4gUKRQKPIUCoUWuAZ49//2C/F4nHg8TiwW4+TJkxw5coT777+f9evXk5aWRkpKCu+++y7V1dXyZ/1+PzqdjszMTOx2u9whR0ZGKCsrw2Aw0NnZya5du7BarQSDQcbGxvjZz36GTqfD4/GgVCp56aWXMBgMaDQampubMZvNpKWlUVNTw5NPPonNZqO1tRWtVksymaStrY3W1laysrKYMmUK0WiUUCjEyZMnCQaDZGRkkEgkSCQSRCIRfvWrXxGPx6mvryccDtPa2kokEqG/v5+BgQG6urpIJpOyi9Dr9SQSCaZOncqqVauYMGECWq2W1tZWotEoHo8HlUqFWq0mMzMTOFvBB4NB0tLSiEQipKamolKpePjhh6mvr2fSpEl4vV5cLhdjY2MEg0H8fr/sHDQaDSaTCYfDIbsVgPz8fMxmMyMjI3Jj1el0fP7556jValQqFa+//jomk4lwOCw3KrHx2Ww2gsEgHo+HlpYWfD4fzc3N1NfX09raSjweJxgMypt2cHCQkydPMmPGDJLJJE8//TRms5kHH3yQwcFB6uvr6ejokJWXWq2mtLSUjo4OotEobrcbo9HIxo0baWhoYOPGjcDZLuLLWtsAFouFaDTKyMgIBoOBffv2MXHiRGKxGHl5eeh0OmbPns3x48c5ceKE7DTT09Opq6ujvb2dRCJBfX09yWSSkZERTpw4QVtbG8PDw3R2drJ//36sVisOh4PbbruN/Px8HnvsMXw+H36/n61bt1JZWYnP5+Pjjz/m8OHDMklqtVr6+vp47733KC4uxufzkZaWxu7du+nr62N4eJhVq1bh8Xiw2WzE43FaWlrw+/0kEglisRhWq5VYLEYoFCIcDtPR0UFqairZ2dlEo1G6urqw2+14vV7ZdcRiMaZPn053dzfJZBKn04nBYKCiooKBgQF27drFL37xC44dO8YzzzzDN77xDdauXYtCoeBHP/oRPp+PaDSKzWZjeHiY0dFR7rjjDrxerzymSCRCNBpl1qxZtLa2kkwmicfjzJkzh0QiwdDQEDfccAOdnZ2oVCqmTZsmc1FjYyPf+ta38Hq9tLW1cdttt6HX62lsbGRwcJDBwUEmTpzI4sWLCYfD5Ofno1ar5XsoFAoCgQCdnZ2yyHr11VdRKBTs27cPv99PLBbj0Ucfpbi4mKGhIbq7u1myZAkvvvgi0Wj0vD9qtZpgMIjX6+Xiiy9m8uTJf/Pa/ocn+mQyGQO+D/wZqAY2JZPJU//D75BIJFi5ciWjo6Pk5+fzyCOPsHHjRnp6eggGg1RVVeFyuRAVksFgIJlM4vf7ZWLKyMggKyuLM2fOkJmZic/nIycnh+uuuw6NRkN6erqs8FJTUzGbzUQiEeLxODfccAN2u51YLEZfXx9qtVouUJVKxejoKCqVCr1eTyQSIRKJcOrU2Y81efJkbDYbvb29NDU1yfew2+2ypcvMzEStVjMyMoLT6SQUCuH3+8nJySEajXLddddhNBopLS0lNTWVI0eO8Ic//IHe3l6i0SgZGRmYzWZ8Ph8WiwW3243P50Ov12MymXjiiScAyMnJQa/X4/V6qaio4Oabb6awsJAPP/xQQmMWi4Xy8nKsVitOp1N+nqKiInbu3InRaGTOnDnU1dVJ+ETANsFgkOLiYjZv3izPRUpKCkajEZ/Px7e+9S0GBgY4dOiQ3IjVajUNDQ1Eo1FUKhWZmZmUlJSgVCpxuVw4HA6mTp3K7bffTldXF21tbcRiMZ599lna29t55JFHzoOsbDYbCoWCkpISTp06xYQJE5g5cyY+n4+jR4+ybt065s2bR19fH263W7bpX8baViqVWK1WZs+ezYYNG/B6vXLjs9vtnD59Gq/Xy7Fjx0gmk1RUVKDRaIhEIigUCrnmxPoVcMDFF19MJBJBpVJRVlbGvHnz+MUvfkF/fz+PP/44J0+eZNasWSiVSnJzc3n00Uc5evQoOp2OnJwcbrjhBjo6OrBardTV1QHg9Xrp7u7GYDDQ19dHT08PixYtQqvVsmLFCtRqNWazGTgLoVitVrKysiScIrrd2tpaUlJSUCgUdHR0kJaWxtDQEH6/n1OnThGPxzGbzbzwwgsMDAwwMDCATqdjZGSEaDTK3Xffze9//3vC4TB1dXWyqn777bflvehwOMjLy6OlpYUbbriB+fPno9FoePvtt3E6nZjNZoLBIGq1GoVCwaFDhygpKSEcDmOz2Th48CBqtZrly5fzu9/9Dp1OJ+9PAfleeumlvP3223R2dmIwGMjIyJAwjlqtRqvV0tjYSE1NDWazmcHBQdklx+NxNBoNM2bMoLOzk5qaGlauXMmjjz5KPB5n7969GI1GiVDk5OSQnZ1Nd3c3Go0Gs9mMSqXCYDDg8XhIT0/HYDCQlZXF+vXr0Wg0BIPB8+Ck/1v8w+mV/1/CYrEkV61axTvvvCPxMoE/XnzxxXz44YcEg0EUCgWhUIiMjAzGxsYYHh5GoVBgtVrx+/0InF9g9Pn5+TQ0NKBSqTCbzQQCAaLRKGazmdHRUZRKJVdeeSV79+6lsrKSHTt2SDy4pKSEnp4e+vr6sFqtJBIJAoEAKpWKlJQUenp60Gq1pKenMzw8TCwWIxgMStwzEonICj0UClFSUsInn3xCfn4+Pp8PpVKJQqGgsLAQn89Heno6kUgEpVLJ4OAgQ0NDEh8XLb/oTqLRKL///e+55pprAOTFFnjitddey/79++nt7aW5uZkVK1awZ88e8vLyyMjIoKenh5qaGgoLC+no6GB0dFRW6KmpqTL5VlVVUVxczOeffy4TvthkJ06cyKFDh7jxxht58cUXJT4ZDoclVKJWqyW+LI5Po9GQmppKS0sL6enp593kWq2WSCQioTalUinxyry8PFpbW3nnnXd4+umn2bVrF8lkEpfLJbu8FStW8PTTT1NSUoLL5aKoqIi3335b4N3/mGz/d4ZarU4WFBQwNjZGPB4nPz+f5uZm2fWZzWYKCgrQ6/V8/PHHnDp1issuu4zBwUHKyspob2+ns7MTi8WCSqWioqICi8XCmTNnCAaDDA0NYTKZ6O3tlUnd7/dTWlpKa2srgUAAvV5Pd3c3/+f//B9effVVuXZDoRDJZPI82KWtrU0mqlAoJDcZ8X+jo6MSB1er1YTDYTIyMnj33Xe55JJL6OnpIZlMsnXrVp566ilOnTpFNBqlp6eHJ598krvvvhutVivnDHq9nkAgwPDwMC6Xi0AggNfrJRqN0t3dLYuLhx56iPvvv5+UlBSCwSBWq5WcnBxCoRCvv/46r7zyCo899hjJZJIJEybQ0NAgk+23vvUttm3bhl6vl7i60WikpaUFr9dLa2srs2bNoru7W3YCorNWKpV0dnZiNBpZvnw5XV1ddHd3E4lE0Ov1PP744zz11FN8+OGHKBQKLrvsMvbv38/g4KBEEn784x/z4IMPsmzZMqLRKMeOHWPq1Kl8/PHHLF++nA8//FDCW5s2bcLtdgPIeVogECA3N5fOzk5+/OMf8+KLLxIKhRgZGWFoaOhvWtv/Eoleq9Um3W43wWAQrVbL0NCQXFiVlZWcOXMGm81GOBxm/vz52Gw2fve732Gz2VAqlYyMjDBnzhz27t0rF6XBYCAejzM8PIzNZmNgYACNRoPH42FwcBCLxUJ+fj6VlZW88sorcqCo1+sZGBiQN5a4kUQlJQZJKpVKVrpGo5FEIiHhHdFOiQ3FbrfT3d0NQDQaxev10tXVJX+moKCAEydOYLPZGBwclJWcTqfjoosu4oMPPiAnJ4eOjg6uuOIKZs6cybp169DpdKxcuZI33niDWCyGWq1GrVYTCoWIRCJy47NYLITDYaxWK4ODg3JGYTAY0Ol09PT0yNnE2NgYNptNDo8MBgMAQ0ND2Gw27HY7vb29pKWlodFomDdvHm+++abc5CKRCPfeey8vv/wyDocDq9XKgQMH5ADP5XLh8/lQq9W8//77TJs2jbKyMtra2tBoNITDYVQqFUqlkpKSEurq6iS8NH36dA4cOCDnI01NTUyfPp2GhgZsNhsdHR1otVr0ej1paWn09vbS398vWugvJdErlcqk3W7H7XYTi8Xo7+9nzZo1bN68WQ5Mn3vuOTZs2MCJEydkAgbk5qDRaOT1ERtgamoqVVVV5OfnywFoXV2drJTvu+8+zGYz11xzDa+99hpTp07lnXfewe/3y0H+wMAA8XhcDkYtFgtjY2MyyYXDYfR6PQqFgnA4jMPhkN2uUqmUlaeAelpbW1m6dCm7d+8GwGq1Eg6HUavVcrhaWVnJgQMH0Ov1ANhsNsxmM42NjcyZM4cTJ06wcuVKampqqK+vJxaLEYlEMBqNMunNnz+fvXv3kpGRwa5du3jooYd47bXXuPzyy9myZQs2mw2/3096ejqNjY1otVqeffZZbrrpJlwuF16vlxMnTmAwGJgwYQI1NTVYLBYGBgZkMvf5fDQ2NpKbm0traysqlQqtVkt+fj4nTpzAbrczMjJCUVERdXV1xONxfvnLX7Jp0yYOHToku0idTsdVV11FKBRi8+bNzJ07l5qaGjIyMjh69KiEnMV8SxyvGMDOnDkTg8FAVVUVe/bsYfbs2Xg8Hi644AKeeeYZ/H4/8Xj8q5Ho1Wp1UiTLZDKJxWKROFcikZCVg0KhkJhxIpEgLy+P9vZ2SkpKOHnyJHl5eTQ2NsoBYmdnJ6mpqSgUCpqamojFYni9XsLhMAMDA1x22WWcPHlSXsibbrqJl156CZ1ORyAQkJNwMRwVLARxIyYSCTweD2q1mq6uLrRaLU6nE7vdTmNjIwaDgWAwKJOugIPKy8vZuXMnJSUlBAIBtFqtrLySySSRSEQyHAwGg9yoRNL2er2yKhwbG5OMgBkzZlBVVSVZCXa7nfnz57N9+3YWLFjAwYMHiUQiGAwGfD4fiUQCr9cLwPDwsEwqgqly77338uqrr1JeXs6uXbuIx+Ncd911bNmyhYyMDM6cOSOThNvtxu/3MzY2xvz589m3bx8OhwOdTicxZjjb8peWljI8PExbW5vcLLOzsxkYGJDXORqN4nA4GB4eJj8/n7a2NvlesVgMu93O2NgYkUgEq9VKIBDAbrfLOY3dbmdwcJCcnBxGR0dpbm7+UhK9Xq9PLly4kCNHjqDX6/H7/YIpwZ133skzzzyDWq3GarXS1dWFzWZDq9XK4bhWqyUcDmOxWCQmnkwmyczMJBKJMDAwQEFBAfX19XJw5/P5AJg5cyZWq5XvfOc7XHvttcDZ7i81NZX29nYAmbTj8TjRaJSUlBQGBwcxGAxEo1Fyc3Npb2/HaDQSCAQkdCFghXg8zuWXX87777/P2NgY0WiUeDyOyWSiurqa5cuXk5mZidfrZfPmzcTjcWbMmMHHH39MNBpl7ty5tLa20tXVJQuLzMxMGhsbiUQiknUj5hyrV6+msbGRjo4Otm3bxve//30++ugjcnNzKSws5NixY4yMjGCz2ejr65NsNoVCgd1ux+FwYDabqa2tJS8vj+rqatLT0+UQ+KmnnsJsNmM0GlmxYgXPP/+87P5FPojH43LjDYVC53Wu4t9arZYFCxawf/9+/H6/nFeJcyMQAFHMHj58mGXLlnH69Gk6OjrQ6XSSnWOz2YhEIoyMjHDrrbeybds2/H4/fr8fn89HLBb7Ulg3f3eIKthkMkkIYWxsDIvFglarZfr06RQXF8sEBWcHbKLVqqqqQqlU0traKmGT06dPEwqFiMfjtLW1yerWYDDIinH37t10d3eTSCTQ6XQcPHgQvV7P6Ogoer0elUqF3W6XOGkymSQUCsmhn6DB9fb2YrVa0el09Pb20tbWxn333UcwGCSRSEjaY1FREUVFRfT09LBgwQLcbje5ubnnUa1EZW40GoGzC/SKK64gJSVFVqsC/7daraxYsYLp06ejUqk4fvw4oVAIjUbDxIkT0ev1/Od//icqlYpjx46RlZVFWlqaZKwolUrMZjNDQ0MSshK0RzEkamtrk+1uIpHgwIEDcsAkhtixWIzh4WH5+Q4dOiSr156eHjQaDWVlZSSTSTweD/39/XR2dspkbjQa5cxC3OzJZFJuYk1NTaxcuZLBwUF53AsWLJBDM6PRiMPhkBisYLkkk0laWlro6en50ta2OPfi/J5boT///PPA2eQ7MjLClVdeSTgcpq+vT649pVLJokWLZGdqNBpxOp3MnTuXjIwMDAaDhEeKi4sZHBxEo9Hw1FNPkZ2dzc6dO7n66qsl5VFU2BaLRb53KBSS9D3x3pFIhEQiIeETQc9Uq9Vccskl51GXN23aREVFhaRAik66pKSE7373uzQ0NHDixAkAHA4HH330Ee+99x5Lly7l2LFjMrFqNBoqKiqoq6uTn9/pdAKQnZ2NSqXitddeo6qqCofDweLFi2XCFsSLnp4eYrEYHR0dciAqCiZBBmhubqa6uhqfz8fcuXMlZHT06FHy8vLo7e2lsbGR559/nmg0ysyZMxkbG0Or1eLxeEhJSSEjI4Pi4mI0Go1M/h6Ph+9973vyfj98+DBms5mpU6cSi8WIRqOEw2H6+/vZv3+/ZA8ODQ2Rl5fHJ598wsjICFarFYA777yTSZMmyeJlwYIFrFu3jt7eXioqKoC/Ulb/p/iXqOhVKlVSXAyxwDIzM2XCD4fDRKNRiWHPnz+fqqoqent7JVtDVPqCB242m2X76XQ6yc3N5ciRIxKGAZg+fbpcaIJvLqAdkfBTUlIIhUJ4PB46OjokDzoYDGKxWOTGI6CbeDzOvHnzCIVCEkKpra2VUE9xcTGnTp3C4/EwMDAg6ZSAhC7MZjMej4fm5mbmzZvH1VdfzQMPPEBpaSltbW04nU6ys7PRarXs2bOH4eFhAoEA5eXltLe3o9Vq8fl8/OAHP+DXv/41BQUFNDQ0AEhqWVVVFeFwGLvdTldXF6mpqfh8PtkdiG4qmUwSjUZ57LHH+NGPfoRWq5X8YjEMjsViss23Wq2MjY0xOjoKwKxZszh48KBMdGazWXYrFRUV7Nu3T/KLz9VB2Gw2WY2J+YzL5SIYDMruR3RUg4ODMulrtVo5sxC/l56e/qVV9CqVKinWXyQSIRAI0NvbK1v/CRMmUF1dTVlZGadPn5af49wKUKPRyIraYrGwfPly3nzzTTweD06nk/r6eiKRCJdccgkajYatW7dSXFxMfX09Ho+H4eFhMjIyaG9vJzc3V8JhAp4TpIRQKITD4ZAFCiBx5ssuu4ydO3cCyHMv2DOiAxVVvtjQAFwul9ws5s2bx+HDh2VRkJKSQlpaGlVVVezfv5+8vDzKysqIx+Okp6dz/PhxRkdHZUUtdBsjIyOYTCbS0tJob2+nsLCQ1tZW0tPT2blzJwUFBbjdbpLJJENDQ1gsFknyaG9vJxQKkZ6eTnd3N1OnTuXQoUMkEglmzpxJUVERW7ZskcVWf3+/RBgEaSESiVBSUoLb7Wb//v1y7Xo8HpnDBgYGqKiokEWomEn8pQKXDCmFQsGPf/xjbr31VrKzs2lvb8fj8dDb20skEsFsNuP3+yXbTq/X09LSIu+hUCj0pfHo/+4Qw1MhgBKVx8KFC7n++uuxWq3Mnz8fg8GAWq3m4MGDJBIJKRB59NFHz0skJpOJwsJC4GzyHB0dJRQK4fV6ueCCC+TU/PDhw8BZwUlmZiapqal4vV5MJhNZWVly0YqKVXBlxdBS0ALFotBqtaSmpnLmzBlycnKoq6ujubmZiRMnAme7kKamJmbMmCEXvlarxWKxoNPpJPYvFo3D4eDzzz/n5ptv5j/+4z/o6+tj2rRpbNiwgc7OTurr6xkZGeHhhx/GaDSSlpYmK+NEIsFvf/tbdu3aRXd3Nw6Hg5ycHGbOnEl1dTUpKSlkZ2fT09ODzWbD5/NhNBqZMWMGd9xxB/Pnz6ewsJD8/Hw8Hg9PPvmkrOpEAhKVn7jJXS6XHEzn5ORw4403UldXh0ajkeIlsfkBkpmTkZEhq8UFCxZIgZioMK1WK16vVy5ur9crZwwDAwOS1gngdDplFyW6w7a2tv9m1f3vhEh+fr+fgYEBAoEAS5YsIS0tjby8PFJTUzEYDDQ1NZFIJEhJSSErK0tu/sXFxfK8Cwrjjh070Ol0fO1rX6Ovr09+v7a2lhMnTqBUKqmoqCAzM5PBwUHS0tIkSaCpqYmLLrpIcssFgykej2MwGCguLpZirIsuuoixsTHsdjs7d+6UQiuxnlNTU6WwZ9q0adhsNjweD5mZmTidTiZNmoTNZpPX4cCBA0QiESlWbGpqYs6cOfh8PmbNmsWyZcuor68nFApJrYWoWA0GA4lEglAoxPr169Hr9Rw6dEiy6zIzM1m8eDFTpkwhMzNTwj1CEKZSqWhpaWHZsmWoVCqZwP1+v7wGQ0NDbNq0CY/Hg16vZ2hoCED+PiDhtM7OThqs/jOiAAAgAElEQVQbG1EqlZLOPTQ0JOFZpVJJdXW1hHLC4TCBQEAKN5PJJN3d3XR1dbF161ZuvfVWhoaGcDgccmO3Wq3k5uayY8cOLrzwQgKBAOFwGK1We97x/C3xL5HoxfBRDPei0SgFBQUUFBTwyiuv0NfXxyeffCKZHYWFhZJypVareffdd7nwwgulYEGtVnPmzBnC4bCkTTU0NODz+fjggw8wm83k5ubK5KpQKDCZTASDQWpqaohGozQ0NJCeni4n/DqdjuLiYmKxGLFYDI/Hw4QJEyT3V7Bs/H4/L7zwAtu3b5ebRE1NDYlEQnL5Dx8+jM/nY+/evXJTE8pXo9HIq6++KrFGgOuvv56jR4/S0dHB9u3b+frXv47f76eqqgqr1cr27dtRqVQcPnwYj8dDWloaXq+XhQsXsmvXLlJTU+nt7aWhoYE9e/awdetWQqEQLS0tKBQKfD6fnCVEIhE2bNjA/v37GRgYkJS+rq4ufvCDHxAMBklJSZEViaCZiXMpRByjo6Ns3rxZDnyzsrIk/q7RaOjq6pJsj+7ubnQ6HUqlkoMHD8oKKR6PY7fbiUajBAIB3G633LD9fr8Urfj9fubMmUNWVpbssMbGxgDkTfVlhSgSzGaz7N7EpjowMEBLSwuPPPIIBoOBwcFBiouLGRkZweVyYTKZaGpqkmyq0dFRbrrpJhYtWkRmZqZkFBUVFUnRW09PD4lEgp07d+JwODh+/DiDg4OcPn0ajUaD2+1m7969xGIxrr76amKxmNSVqFQqamtrJStm9+7d6PV6+vv7ZTedlpbG4cOHiUQizJw5U4qpmpqaAOjq6qKlpYWysjJOnTrFwMAAHo+HaDRKUVGR/Fyi40smk/zkJz+htLSUUCjEq6++Snd3N2+//TbHjh3jnnvuwWQysXr1aqZOnUpmZiZPP/00lZWVlJSU0NfXh16vZ926dXzwwQcsWbKEkpISeZ9mZ2eTnp7Ogw8+SFZWFolEArfbLYkDDQ0NTJw4UXbcWq2W3t5e1qxZI+mrer2eaDTK7NmzJYQp9AIKhYLq6mosFgtKpZL+/n4JaUajUQoLC7nsssswGo2Svi3UxWlpaahUKnbt2sWf/vQnWQgVFxdLYdz06dO57bbbeOutt+Qsb8GCBcBf1dR/S/xLQDdarTYpBhk2m40FCxbw0UcfkUgkpCApPz8fl8tFSkqK5K+3t7dLXrXAmTMzM+nu7sZqtaJWq+nr6yMlJQVACnREO9zV1UV2djYul4vOzk6ysrKor6+X/O7h4WGCwSDZ2dl0dnZKmf9jjz1GcXEx9913H/feey9r166lq6sLi8VCSUkJ5eXl7N69m1gsRmdnJyUlJVIwJXZ4ATVlZWXR09Mjk5uQugsGzrx582hoaGDatGns2LFDJrnBwUGUSiULFy7kiy++oKCggObmZpRKJcPDw5hMJikWmTBhAoWFhfz5z3/GZDIxf/58ent7OXjwILfffjuvv/46N998M4899hgVFRV0dXXJSlEwDSKRCO3t7axdu5Zf/OIXXHjhhezZs4err76akydPUlVVJVtNQb1zuVy4XC4aGhokrr5z504uuugiamtraW9vl5uheC8xeBddQjQalXL9sbExlEqlvJ5jY2P88pe/5I477pCJqLCwkDNnzkgISFz3f5AFwt8dSqUyqdFoSElJITU1VXZQU6ZM4YMPPmDFihW89dZbRCIRCREIhXd6ejr33HMP11xzjYRfuru7SUlJwefzycQgkk92djanT5+WG4NQ1z711FN8//vflww1oWwFqKqqIicnR7LSBPSpUqkIh8NoNBosFgsdHR3ceuutbN++XfK3XS6XZEsJDnp6erqkaIp5idC5wNnEXltby6RJk4jFYlJtO2XKFD799FMJcQjNh1qtlvBMR0cHBoNBznFuueUWSakUzBy32y0FicFgkLKyMhobG6Ua/aKLLpLiMTHQzc7Opq+vTzJwbrzxRp599lmZQ8R8o6Ojg+uuu4633noLtVrNvHnz+OSTT2T3KTr8c1lsKpWKUChELBajtraWCRMmSGacy+WSNhFms5nh4WEyMzPp6+tj6dKl7Ny5UzLhJk+ezODgIF1dXfJ+EUn+K0Ov1Gg0SZ1Oh8vlYmhoiHg8zqpVq/jzn//MokWLqKmpobm5malTp9LU1ITZbKa/v5/Vq1fzhz/8gbGxMaZNm8ahQ4ek+MrpdDJ58mSOHTuG3+9n+fLlEmMUw9g333yTlStXSipTSkoKvb29ZGZmyuNITU2lr69P+r4IYVBpaSlnzpwhJSUFtVotWSANDQ1oNBpycnKkB4ZIdEqlUvLMBbNHo9GgVCpxOp34fD7JIgkGg9JnR6FQUFRURFVVlawMJk6cyGeffca0adNQKpUcOHBA2jG0trbKoa3gWKvVaqkGDIVCBAIBSUe87777uP/++1m6dCmLFi3innvukTd4IpHgpptu4sUXX5SqvFAoJHHx1atXs2PHDik0EYplAXtNmzaN/fv3Sz8WwZUXG57NZiMrK4va2lo5fAW47LLL+OyzzyQfWbCgYrEY+/fv59prr+Wiiy7inXfekW2xoL6Kmw7Odot/EcV9KYleq9UmBeQoIL4jR45w+eWX09raKj2TgsEglZWVvPfeeyxfvpy6ujrUajVFRUWUl5fz+uuvy8GfmGOJxC/uYeHn4nA4JEtLMKv6+/vloD8ej5OVlUV7e7usRD0eD7W1tRgMBhoaGjh69Cgffvghzz33nOTTa7Va7r77bjZu3MjIyIj04hHeK+LfAkKFs2wusYG4XC4+++wzFixYIAuV2tparrzySurq6tDpdHJ919bWcvDgQVwuF4sWLSIlJYWGhgZGR0dRKBTMmjULo9HI6Ogo+/btw+12MzY2xqxZs6iuriYWizE0NITRaJSD+ZUrV/L555/T1dWFTqcjOztbisV6e3vxeDxceeWVbN26lWQyKSne0WiU5557jldffVVi8h6Ph2AwSF9fn5y3ZGRkMDIyIiFRscGfOnVKwpFi7iisTMS88MyZM+Tl5cl7Xwi9hNhr1apVUmwmoG5AIAlfDYxe0AaFD8t1113HiRMnCIfD7N69myeeeAK9Xs/Bgwfp6+ujq6uLRCLBH//4RyKRCBdddBFwVhXq8XgoKSmhubmZffv2MTw8THp6Otu3b5e4suAj33LLLTgcDslF1mg0KBQKWbmKgewll1xCamoqo6OjdHZ2EgwGaWho4IILLiAQCEiWTyQS4corr5RT/zVr1jAwMIDX6z1PUSjUqF6vl5ycHEmnE8NPoQAeGxsjLy9PikcERNTb2ytpqM3NzTgcDmbNmiWNlFavXi2poAIfNRqNHD58mEOHDlFXV0d3dzdGo5FYLMb69etJJpPs2LGD9evXs2bNGqLRKAMDA/h8PrZs2cLo6Cher5f777+f/v5+Lr/8ctRqNW+88Qbz5s2T3ZjAe4U8vbq6GrPZLCmYGzZskN1LUVERR44ckWyh8vJyHA4Hjz76KDt37pRdms/nk7MXlUrF/PnzaWlp4fjx4xIyE+sIziqV4a+GUF92MSMSruhwrrnmGs6cOSMTUE5ODsXFxSxevJj77ruP+vp6qUAWUJfY5MLhMC6XC71eL7vMyspKMjIyJC01NzeX8vJy1Go1c+fOxefzUVxcjMlk4uWXX6aoqIjJkyfjdrvZvHkzGRkZDAwMkJKSIoe9J0+e5Pe//72kEhcVFckuoba2liNHjkgGG/wVIhM/I7yexDHF43EGBgaorKyUXP5kMsns2bPp7u4mKyuLaDRKf38/TU1NfO1rX2PNmjVceOGFci7n9/uprKyUX588eVIWOIFAgPr6eq655hrcbrcc9ufk5PDee++h0+lYvHgxKSkpuFwuycIR0OLq1avJy8vjs88+46c//SkGg4F58+Zx2WWX4XQ6ufHGG/niiy+IxWJkZWXJDr60tJSRkRFKS0vp6+vD5/MxZ84cWYm3tLSgVqsZHR2VSVpAnsIuJBaLUV5eTmZmJhqNRvo72e129Ho9U6ZM4dSpU9jtdsk++nvX9L9ERV9YWJjs6OiQQ6VzXReFEVJNTQ0LFy7kww8/JJlMSjz2XGuC4uJiDh48iEajkRXI2NiYZB4Ip8dly5Zx6NAhwuGwbPnPdWMULeXIyIj8v2QyiclkknzzJ598knvuuUcOGb/2ta9x6tQpamtrJc9d7LzxeFxWTkI4Iip7IZYQi07QuISbIJyFKPx+P263G61WS1dXl/SdCQQCxGIxrr/+et59910GBwdRqVTMmjVLqieF6dg3v/lNHn/88fOSo4BCBNykUCikZ044HGZwcFDqFYRYZ82aNWzcuJGsrCwOHz7MhAkT6OnpIT09XQqYIpEIbW1tUug1NjaG1WqVzB5R5ZlMJnw+33nOh6KSra6u/m8dMFUqFQUFBZSVlbFz5042bNjA7bffLru5cxO8YIV8WdCNSqVKFhcX4/f7JUMpEong9/tpb29n7ty5NDY2Sq606BiFx1FLSwvTp0/no48+khoCoekQEM0tt9zCiy++iEqlkjL6JUuWsH37dlJSUqQiVMBiZWVlhEIhcnJy6O/vp7W1VTpBCrZMKBRi7dq1dHd38/HHH3PrrbeyYcMGqVmx2Ww4HA6ampqkKl2cf9F5CEbUD3/4Qx544AHZ+Q4MDFBeXs6DDz7IzTffLBlr6enplJWV4fP56O3tJRgMEgqFaGhoYPbs2ezbt49Vq1ZJuGnr1q2oVCpycnJwuVxkZWWxa9cuee7D4bDkqAvLjZGREQYGBuT3BfvG6XRKKPDee++VsJNWq2V0dJS9e/cybdo0wuEw5eXlXHfddTz22GMsW7aMbdu2EY/HpXXIp59+KnUmAvr50Y9+xJo1a5g0aRKBQACr1crQ0BD5+fk0NjbK8z558mR6enpYvXo1r7/+uux8xLoWGycg51jJZPKrUdE3NTXJnVWhUNDX18cdd9yBy+Viy5YtnDlzhkgkwhdffIFGo8HpdNLZ2SldFIU3SE9Pj+RZC9xMcIHF4E6v10tOL5xV5tlsNukZI1pXwe0VWJsYyKjVap544gkeffRRWWX5/X62bNkiE1xPT4+EKVQqFRaLRbbLcLbSNBqN6PV6Zs6cKZ0es7Oz5VAyPT1dCrvEkKe/v5/58+eTkZEhcXq/38/ChQvp6uqiq6tLYtrbt2+X8EoymSQ1NZUnnngCp9PJpZdeSnp6OtOmTWPy5MmkpKSwb98+NBqNVK4KgcrixYvJzc3FbDZTXFzMbbfdxm9+8xtJr/vGN75BMBhk6tSpKBQKPvjgA6LRKO+88w4mk4lEIsGyZcukba1wURQ3t9lsluwTt9stHURHRkYkt1rASALDHx0dxWAw8PHHH6NSqbjnnnukIEb8jPi9f5TPzf+fEHTQrKwsOYzzeDwUFRWRlZVFXl6e7AzD4TDZ2dkkk0nOnDmD2+3mzTff5IorrqC4uJiJEyeyY8cOKXRyOBy88sorMsF2dXVhMpnYv38/aWlpZGRkMDw8zJIlS+QGu2DBAnp6ejh8+DD33HMPBQUFtLe3S3ZaLBbj5ptv5re//S0HDhxgaGiIl19+mYcffpgzZ84Qj8dZs2YN+fn55ObmotfrcTgcZGVlMTIyIjecxYsXS6sBga0LgVFDQwPr16+XkMaKFSuorq5m//79vPzyy1RXV9Pa2iopzoIGfdVVV3Ho0CG++OIL+vv7UavV+Hw+3G43d911F/n5+Sxbtgyj0UhBQYGk9lZXVzM6OnqeDbnH46GyslLOxRobG7nrrrtYsmSJXN92u514PM6FF14oZ2stLS088MADxGIxidEL+u/+/fuZO3cuSqWSZ555BqvVKtX6U6dOlV2voIw2NTXhdrv5+c9/jkajoaamRnZtwuPK4XBIWOzo0aMS7hV//y3xL1HRW63W5Lx589DpdOzduxe9Xs/w8DBOpxOXy8WSJUvYvHkzDz30EGvWrJE0RMH5FlW1wNMEhimqDFGlC2hEYKVi0j537lxZMQnr38HBQbkbK5VKMjIypG/OqlWr+OSTT6STotgExIkXHOVzPaUtFgsVFRWkpqaybds2iaWKIWNWVhanTp3iZz/7GY888ois/IQJ2MqVK9m5cycdHR1SqCIwfzHQFJ9HrVZTUlJCS0sLKpWKhx56iPXr11NYWMjx48dJS0ujra1N3mQCLlq6dClvvfUWOTk5aDQaqqurZWsOZ0UrIyMjFBcX09/fz9DQEP39/bz22musW7cOl8tFS0sLs2bN4tSpU+h0OnQ6HU1NTSiVSmbOnMnx48e56qqrGBoaYs+ePZJxI/BWpVLJ4sWLZWXmdrvp7e2VimSlUsnkyZMlJ7y5uRmPx0Nra6t8joHgoosK6C+88C8No/d4PBICufjii/noo4+kJUUikcDn81FZWcmRI0coLi6WqmdBJ33xxRfZtm0bb775przBRceyYMECPvvsM7nmZ8yYQTgcpru7W9o/iHPhcrkYGBjAbDZLewUBiQkq6/r16/n2t7/N1KlTCYVC5OXlkZ+fz/vvvy8pjkKfEI/HWbZsGQcPHsRisUgRncfjAZDkgHOtOERH53K52L59O1deeSWBQAC/388Pf/hD/vSnP3H69GnpwSOqV6Eofvzxx7n33nvJy8sjFArR09NDVlYWDoeDeDzOm2++ydSpU9Hr9eTk5JCTk8MXX3yBy+Xi+PHj0jtLeEY5nU7a2tooLCykp6eHtLQ0GhoaWLx4MXPmzGHjxo0YjUby8/M5cOAAZrNZusgqlUpGR0clu+a1117jqquuQqlUUl9fj06nIxgMkpubSywWY2BggGg0SkVFheTun0sYEHOc0tJSbDabhCbHxsaknYqY5Ynf/VvnT/8SFX0gEKCxsVEKIQRGHQwGqa2t5de//jW9vb386Ec/klWiYJREo1HJdonFYlKmLUyZhH+HMDbLyso6D9JRKBQMDQ2RlZVFfn4+8XhcPKhCKkWzs7Mlt93lctHT0yOrfbG5iPcT1cK5x6fVapk0aZL0sRD2DQKCGRoa4uTJk1x88cXs2LFDcs0F86GkpES224FAgGuvvVZuVMFgUOL3kydPJplM0tTURFVVlbROePnllxkaGpJc7aamJkmrFMd+6aWXsmXLFv7zP/+T1NRUamtrgbP0QFHhNDY20tvby7Fjx6irq5Pn9eabb5aUwfT0dPbt2yevhVClRiIRDhw4gNPpZMeOHWzZsoWenh70ej3xeFyqWsPhsHTajMViUqpvNpu58sorsdvt0pnx5MmT9Pb2UlNTI6+7YHgYjcbz7GK/rIj/5UEpoqKrrq4mkUhQUlKC0+mUSfGLL74gEonQ0tKC1WrllltuoaCggGg0yk9+8hN6enqYP3++HK5OmTKFSCTCp59+Sjgc5uqrr0av11NfX09TUxM9PT3odDrS0tIwGAzk5ubKB7Vs2LBBslqCwSD9/f20t7czNjYm/Yf+YpZFf38/tbW1rFq1SkJsAvIULoxer5e1a9eSn59Pfn4+nZ2dNDQ0kEgkyM/Plw/aERuP0WikoqKCadOm0dzcLKGfDRs2MH36dB599FGuu+462QGI349EIvz0pz9FoVBIq+vKykrmzZvHkSNHJEQTDAaljfD777/PyMgI5eXlEqbJzc1leHhYDkdFcVBSUiJZfgcOHKC2tpaRkRGmTZsmH2xis9nIzc2VeWBwcJBAIMCxY8eYOXMmqampnDp16jwrjqamJhoaGiRbTK1W43A4pFJWIAahUIif//znDAwMSL2BoGQKjF/YfojO8CtJr8zLy5NVsoA2+vr6SCaTWK1WCgoKOH78uNz5BF4llJxi4i8Uqucq9DQaDStXrmTTpk3Sh9tqtUqlrFCtiSc7ibbY6XTKKkhUn4KiKc6dqOgvuOACdu3axZNPPsltt90mqynRRQglm2jdxUMeBENCiDuUSiXTpk3jxIkTLFiwgH379gFnVa1CNCOGPAaDQbpPqtVqysvLufHGG7nzzjtlm6rT6aSY46abbmLTpk3SwVAcm/i3aK2FyjSRSFBYWEhtba107Ovr6+PAgQMsX76c7OxsPB4Pubm5bNu2Dbfbzdy5c4lGo9LbRKFQSMHb3r172b17N0uWLJHDxQULFnDmzBlWrFjBCy+8QFpaGh0dHQCyoxIdnJjHCAFQW1sber2eiy++mE8//VQqkoWwS8xD/hYc858RZrM5KR6iInzNhWJTwHriuvp8Ptrb20lPT6e/v18aiS1dupQPPvhADqfP1X2IuYbockWVLtadqN7F7EXw3eGv/i9Op5Pa2lqcTicOh4MpU6bwzjvvnEd5NZvNsrMSTwYD5BDeZDKxaNEi3nvvPdlJWywWWltbee655/jhD3+I2+2mq6sLpVJJJBLB7XazdOlStmzZQm5uLidPnqS0tJS6ujr8fj9Go1EahhUWFsrnRDz00EP86le/khRkQcP2er1oNBpJmNDpdGzdupWZM2cybdo0rr/+ej766CPJXlOpVPT09DB9+nSOHDkCgN1u52c/+xkAP/jBD/j617/Otm3bpEuqYMZ5PB7ZiYjiVHDoRQGTSCRIS0uT1Eyfz8fVV1/Npk2bzhOJCkWsOM9C7JWZmYnb7ebgwYNywxOdjqAa/6XQ/GrQK9VqdVLgWG63m8HBQbKysuSuLIZYZrNZ8shLSkq44IILePjhh+XgRAxmhbRfiDIKCgrk48SEH/zQ0JBsw7RaLVlZWbzxxhtcffXV0s0ukUgwOjoqJ/1ChCUsGkRlLB4PKBL73LlzCQQCnDhx4jwzL8GVFgZWCoWCb3/72/z0pz+ltLRUXki1Ws3vfvc7vvOd70i4As76hQv74ueff57vfe97RKNR0tLSePLJJ7nhhhuYN28eH330kRx8DQ0NSZsIjUYj5dSiohGJVKwDsZAEc8Jut9Pe3k5OTg4tLS1kZGTQ2Ngoz7PD4QDOCqTS0tLkBnKuxF5swqJlHx0dlU6lYhg7d+5cjhw5QjKZpKCgAKVSybFjxwAkJ1tAMfF4nJ/85Cfs3LmTw4cPY7PZhBScadOmSWM3wcb4y+f80myKhctqSUkJNTU1xONxKVKKRCLS3XRoaIjbbruN3bt3S4qg2Wxm7ty5ErM+dzgt4MpznRKFNXZ2drZ0t+zp6ZHPRBAq2T179kjSw/79+5kzZw4TJ04kPz+f6upqgsEgTU1NTJw4UW5ACoVCFijiPVNSUtiwYQPPPvssKSkppKens2nTJoaHh6moqKC2tpZoNEpZWRnNzc3yHhHHGY1G0ev1UjAmPHiGh4dJJBJUVlZy9OhRyTCbNWsW9fX1TJ8+nWuvvZZHHnmE7u5uXC4XF1xwAW+88cZ551+cL/FegrGi0+kYHh6W3k5CYXrXXXexevVqZsyYgdVqZWRkRK7xwcFBent7Wbp0qbQoEGtPOIGKh6CkpqbyyCOPcMstt2C32+np6ZGPkBTdqrBGUKlU3H333TzzzDMEg0H5gJb6+nrZ1UyYMIGhoSE5dxNCuRMnTnx1oBthKjY2Niad2+rq6qQXjFA5Ct+b1tZWmdyEZQKc9eUYHR3FZrMxYcIECZ3U1NTIJyppNBpqa2vRaDTSq2PKlCnU19fLZ2AKSt/Q0BBarZb6+noOHjyIz+eTFeP8+fOlW2UwGETYLKvVapnghUeP+IyxWIzBwUE6OjqkVP/5559n3bp1EisXc4d169YRDofPg4b6+/u59tprpSNhbm4uBoOBrq4u7rjjDoLBID6fD4VCIW0Nksmk9MIRr9XZ2SmpfYKXXVlZyQsvvCBhrXg8TmZmpnzwi8CT6+vrZXsrMGS/388VV1wBIKGyp59+mmQyycKFC2WlKYQs54p9nE4nTqdTDttMJpNYvNLPJxAISL9+o9GIUqlk48aNtLS0SAMtsckfPnxYWu0KaOlvHVj9M8JoNBKNRrn22mslZbigoEBuoKOjo9TU1Mgq+ZlnnpFdqeBxf/jhhzLJC32EUqmUA1zxiDrRyYih6vr16+WMJR6P097ezsGDB/nss8/IyMggGAySn5/P/fffj06no7+/nz/+8Y+cOnWKuro6SRsWVFxh2y3M/ITPvFBuv/vuu2zevFl2XqWlpZJtVlNTw+joKCMjI9TU1ACwceNGcnJy6Ovr47HHHkOr1aLRaMjNzeXyyy8nEonw+eefSwO1tWvXSuX3yZMnuf3227nzzjvlgPmXv/wlpaWlklE2adIkuXEISq9Wq5WQlZgnCB2AUqnk9ttv57333iMej+P1esnKyuL2228nkUgwe/Zsli9fTmpqKv39/ZLNtHLlSjIzMykrK5P3fGtrK0899RSxWIyuri55z2VmZsrrCGeh0QkTJvDwww/LgbXwkCopKaGiogKdTseyZcvo6+uTkPDOnTuprq7+m9fhv0RFr1Kpkrm5uQwNDUluqbgIBw8elPRDMdQUSVP4aounMAnGimgLheJUmKABEsOtrKzkiy++YM6cOVLJNzw8jMfjkUNIkcR/85vf8PDDD3P69GkuuOAC9uzZI5kxjY2N0kZX+FCIalp4zouHaQjpt1KpJDs7m5ycHPbu3SuNwKLRKCtXruTtt9+WdE6/349Wq5UqRJPJJFtxQFYnOp2ORYsW8dJLL8mnVgk2gUgufX19kq4lBrjCV0MMwCsqKmhoaGDt2rW8/PLL1NfXSw2AoHP19vZy880389Zbb8n3F589Go2SmprKLbfcwtatWzlx4oSEu4TyEP5apYvkIR6yIaCp7Oxsmpqa5OCrv79fCuWEV5FwOPT7/RQXF8v2W4iylixZgtFoZNu2bUQikS9NGSucTwW8JjafTz75hEWLFhEIBKSmQa1Wc+mll6JUKvnzn//8/1D35eFRlufev1mTzEwms2Wd7BtZCSFhCYskArIIyKIooBVwiWu1VWu1PWhtRaytVlC0dReqqIiAArLLEpaQkITs+z5JZrJMMllmMsv7/RHu2+R8vU57fd85hzrX1ctcNMlk3vd5n2xjq/QAACAASURBVOe+f/dvQVxcHCoqKvh7SFFJFWRSUhIaGxu5yps8eTJfc4fDgdWrV8NkMqGrqwuBgYE4f/48vL29ERgYiM7OTnz++ed47LHH4HA4eIMhewYysCORHTDmORMXF4fi4mKGDkivQd3h6Ogo5/kmJycjLy8P06ZNQ01NDR8QkZGR7BVDdhwbNmzAhQsXEBISArPZzOI/iUTCClK9Xs/vs2zZMlRWVqKyshKzZs1CXl4e5s+fD0EQ8MMPP/DfZzQa2R78xIkTzHIi6Dc6OhoFBQUM0463Raf0rICAAHzzzTeYN28eV+YKhYJtSmhe5/F4OMOB1iYdxmKxGF988QWeeuopNrCjF62L0dFRBAcHs2VEbW0turq6IBKNZdO2tLRwLi11uDab7adR0dPioEU1MjKCjo4OOBwOLFy4kAcRCoUCRqMRAHgoRMM+ilqjVra/vx9i8ViSTGlpKadLKRQKiEQizoGtq6uD2WxGV1cXiy6efPJJuFwu5rY/8MADaGpqYrrWb3/7W4SEhODxxx/ndCTC2CnMZM2aNQzrEP5NAxYAPPwinndqairi4+Nx5MgRDv8NCAhgOmJfXx/8/f35wSLZOQUKu91unDx5EnFxcawhkMlkrL6tr6/njkYqlQIAXwtgLB9WLBbj6tWr3HZ6eXlBo9HAYDCwYx8FVH/77bfIy8tDUlISC0DcbjcvUpPJxDRIalFJ/EMYLg1vk5OTMTw8jKCgIB7y0c9KJBLU1dUhOjoacrkcBQUFmDFjBvR6PSQSCQ4dOsTClfG+O0qlEqWlpThx4gSio6NvwKoeexHOTWHrtCk6HA6sXLlygp85GYadPHkShw8fxsjICMMoxDq67777JiSKNTQ0QBAEju6bNWsWY/aUtFRZWYnm5mbk5+czhEG6lfvuu4+FPr6+vsjIyIDVakV7ezvCw8OZqpiRkYGIiAikpaUhNjaW1zRtauP92lUqFaZNmwaLxcJK0urqavT09KC/v59jKulwImFXQUEBe+WTenTBggWQSqVITk5GUlISvvrqK2zZsoXZRg0NDUxVJXj13Llz/Aykp6cDGAv8qa6u5s7QbrfDYrEwhXnFihWYNGkS2xZoNBr4+fmx8Oqee+7hv4U27vXr17MpX3BwMPz8/ACAZwakBaLgeo/Hg9WrV6OrqwsSiYStx+kQyMnJ4esaHR2NwsJCZGRkcF4zpYjZ7XbMmDED69ev587gn73+LTZ6j8fDFYrb7cbAwABTAK9evYqEhAR2oayrq2Pee0BAAFQqFYtvaLBCDBgafgI/SuFtNhurS998801YLBb+XqVSCafTia+++orZIMTe8PX1RUNDA2w2G9566y3U19fj97//PcMqlMRDoql9+/bB4/EwDEIWvqtWrUJ0dDR8fX2xefNmhmquXr2K6upq9sIXicbCUsiWdXBwkJkQFERBn7mlpYWVf263m4OFKY5RIpFgyZIl0Gq10Ov10Ov1yMrKgsPhQEBAAAYHB1FaWsoJWwQlkPDIZDJxdUcGbC6XCzNmzEBZWRlycnKYvmexWOB2u/Hxxx+jra2Ng8gFQUB5eTlEorEwhaeeeoqHYcQwolhBh8OBvr4+2Gw2zJw5Ezqdjn8uJycHSUlJMBgMUCgU2LRpE+x2OyorKyGTybBlyxaGjxobG7FkyRLU1dXdsLUtEo2lKhEWC4zNM2h2Q3baUqkUISEhaG5u5kPMaDSyeI9smz/44ANERkYyTj9v3jzGkuVyOY4cOYL09HT2HXrkkUfwwAMPIDExEVOnTmWjuOTkZLhcLvj7+0On0/FQ8NKlS5wf0NzcjMLCQqxYsQKlpaUYGBhARUUFSktLeSBJXRkZ4m3evJlhqcTERDQ2NrJNcEFBAaRSKc6cOcPDSpfLBb1ej8bGRvT396OtrQ2pqamcQ3Dq1CmIxWJ0dHTgD3/4A1paWvDWW2/h+++/Z/W4zWbDF198wUUiQYpRUVGwWq08k5ozZw4TLujvdjqdnFdx8eJF1NfX48knn2T7EpFIhKqqKrz55psYHR3Fz372M8THxyM4OJg9itra2tDc3Iz+/n7+3US5DA8Px0cffcQCytHRUYSFhUGpVKKnp4c3arlcjqNHj2L69OkYGRlBaWkpEhISAPwI+9rtdnZqzc/Px969e7nT+afr8N8FutFoNHA4HMjJycGJEyeYE0647Hg2DdG7QkJCIBKJ0NXVxVJiiqm7/ntZgerj48P+88PDw8zsIZEKAMZyxw9KxvO3qSIdHh6Gl5cXVCoVHn/8cXz00Uc8ZImIiGAcWywei3zr6+vDwMAAe3ukpKTwQrvllltw8uRJtlsICwtjLI4MoagroME0Kfra2tq4taRKmfx4KGJwypQpbMdMvHni+pNftkgkgtFoRHd3N5KSklBWVsYHDA2q3W43M2GIwz0+kUilUiE4OBjd3d3sWZScnIyzZ8+yYpI2OjKRInEXmTxREAO1qiqVCpMnT0ZFRQVWrlyJPXv2wOVyYdOmTfjiiy8gCAJmzZqFo0ePIiMjg21f6f5RFXWdwXJDoBuFQiHcdNNNuHLlCnPKvb29ERMTg4yMDA63oE1Tq9UiLi4Op06dYgYYCZKI9fXiiy/ixRdf5HVAIRtEHwwPD0d/f/8EgkBgYCB6enqQnZ3N7pXx8fFcWSclJUGn06GkpIR/jthl/v7+iImJwaVLl3Dp0iUYjUZERERw9U5DTSp6CLKg+yCXyzn+LyUlBQC4iElMTMTJkyd5blFaWsqBPFVVVROYKHa7HdOmTUNbWxvq6+uRnJwMtVqNvLw8+Pv7w8/Pj6m5ixYt4rQ5WmdTp07F5cuX2S/p/Pnz2LJlC2QyGaKjo7nIGRwc5GJBKpVyIA6FHcXFxSE+Pp6jSylw3Ol0IiwsDA0NDWwyGBERgbi4OJw9exZTp05FWVkZqqqqEBISwjCZj48PzGYz0ywdDgf0ej2OHTuGtLQ0zJkzBxcvXoTRaERTUxNnbEyfPh11dXUoLi7+aUA3RE/y9fVFUVERHn/8cdx6663c7tOwxGazQa1WT/DY6OrqQkZGBiexkHSccDwy2DKbzSgrK+O0GapaACA5OZl9JSi6z2Aw8CKlQOyAgABmhYSGhuLAgQN455134HA4uLLo7e1FVlYWL1zi6Pr5+SE5ORm33XYbw0t+fn4c0Tc0NISIiAieK6SlpWHdunVsqdrf3z+BDkl8YKfTyRskAISGhgIA9u7di+zsbFRUVCAiIoJpkcS99fLyQmBgIPucd3V1ob6+HlVVVdDpdPD19YVSqeS4w/HRc6Qx8PHx4QOM7gUNq4jZIZPJ2J6Wgqbnz5+P6dOncy6vx+PB+++/D6VSCaPRCKPRCJlMxqKRoaEhfPrppwgJCYFWq0VFRQUPvsn8q6Kigs3nSIA1MDDAB/CNerlcLly4cAEJCQlwu90YHBzEwMAA9u/fj2PHjkEmkyEhIQF2ux0jIyNwOp24cOECHnroIeh0OhYz2e12pKenw+124/nnn4cgjAXYm81m+Pr68oFP+DqlQNF8KCEhAXK5HPfeey8XSVRM/PnPf4bJZMKVK1dYKCiTyfjwvvvuu9HW1gYfHx989913WLhwIfR6PQ9olUolnnzySRYXUYYzzVIA4MyZM5DJZGhvb2c9CXUQFKhTUVEBsViMu+66C/n5+di3bx8GBgZgtVpZDX7u3Dl4eXkhOjoaM2fOxOjoKEJDQyEWi9Hb24vJkydj6tSp6O3txdSpUyGRSPDee+9BqVTi8uXLiImJwZQpU7BgwQK8/PLLWLhwIWbMmIGuri60tbUxhEz2JzqdDl5eXoiLi0N2djYbl7W0tHBQ+5QpU7jLpZldZ2cnbrrpJnR2diI4OBgOhwNXr15lR03KjxgZGUFOTg6kUik+/vhjlJSUIDExEU8++SQ2bNiA0NBQVpA3NTUhPj6eadgFBQVoaWn5l9bhP63oRSLRhwCWATALgpBy/d90AL4AEAmgCcBaQRD6RGOA75sAlgIYBrBREISr/+yP8PHxEWigKAgCc2hdLhd27tyJ5557jt33gB8pU/Q1+WcD4CGFRCLBww8/jL1797IdcHNzMyIiIhj/j7yeh7lq1SpoNBrs2bOHB4pUldLCJcUpcZkNBgMzhJxOJ2bMmMHxhVKpFJmZmaisrOSqbGhoiD1nyBmT2nJK9KH3JCuC/v5+VsZSihAdEkQfpcEcQUC0EXt7e/ODWlRUhLi4OGzYsAF//OMfIRKJMHv2bJw8eRK/+93v8Mknn3A2a09PD5qamhAYGAiTycQ8bKrOqC222+1QqVQYGhrijYEq/R07diA3NxcikQgxMTEwm81s4Ur+RNTO/2ePIQD8PtTR0O8d7/lBbbVMJoPVap2AfVPlFhMTg+HhYYot/L+qnv+Nte3t7S0YjUaQToRYNuRp4+fnh+rqakRHRyMmJgYNDQ1cQdLwPiIiAmazme+vWq1GZ2cnF0Fkd2u326FWq5GdnY0zZ87wXIquI13X8UZv1DH4+voypZEqzYGBASxduhRXr16F3W7HwMAAW3Vf/2xMQQaAOXPmsIfU66+/jltuuQXz5s1jimBKSgpKSkq4cCMWDMEdRMP18/NjTx2Xy8Wma8T0ImJBSkoKzpw5MyEBilhgXV1diI6ORkhICDQaDTQaDYeyEFzV2trKiWW0vil+1OPx4LPPPsPGjRuh1Wrx8ssv47HHHuNO2t/fnzn1o6OjyMzMRElJCV9TPz8/FmWSCWNubi7ef/999hsi2Cg4OJi/R6/XY/78+bDZbMjNzcWaNWsQHByMgYEBxMbG4vLly4iOjoYgCKyl6evr+//n0YtEopsADAL4dNzD8EcAvYIgbBOJRL8GoBUE4VmRSLQUwOPXH4YZAN4UBGHGP/sjpNfDwWkhA+BwZ7VajcDAQNjtdjQ2NvIQjzjg4yfQtAmsXr0aBw4c4E2Xvp8onCLRmCUxVcnAj7RAEh9RgC/R+cxmM7M5vLy8ODlo7dq1eOeddyCTyTAyMsKzA7PZjJkzZ8JsNjPuajKZIAgC8/gpZIKc8Mjkq7+/n649ADB8Q8Ou8PBwDoOgxU3zDRr2UqVMG+qOHTvw9NNPM5RFB5VMJsNdd92FTz/9dIL2gDZaX19f9qYnEY5arYZCoYBer0ddXR3kcjnj9XSISaVSppbq9XreHMg/hBw7f/Ob3+D3v/89KxQJEiLGREZGBqqqqnDvvfdi586dCA4ORnJyMk6dOgUA/JmJU07qWhoSEl10aGjoH230/+NrW6FQCIsWLcKFCxf4HtMBl5OTg/7+fpSVlcFms3GhMzo6yowLOigJLiR9AukSRKIxV1Dq1gh2IW+g+Ph43HvvvWhubsarr74KQRDYs58ouKTx8PLyglarRV9fHwYHB/nZ+v3vf4+tW7fC4/GwwyhZTxMXn57TysrKCYIe0lJIJBLWwJSXl+PWW29leizx6gkKIvM/EkTRDI78i+bOnYujR49CJpMxQ8vLyws1NTXMJKMOhzoOqVSK7u5uZGVl8fWOiopiHyyC1UgtS4cj6XsEQcDChQtRXl7OQTy+vr6w2+3Q6/WIi4tji4TR0VGUl5cjNjYWDocDjz32GPbv34+hoSF2pN24cSPuvPNOxMfHw+PxYPv27XjqqaewY8cOzJ07F2lpafD29kZ0dDSuXbs2wWaFUu4MBgPR0P97BFMikSgSwHfjHoZqANmCIHSIRKJgAD8IgjBJJBL99frXn//n7/uvfr9YLBa8vLyQlZWFoqIibinplCc6E908rVbLGwdVA1TVk6uen58fD2VpQZH/NNkoDA0N8aYDgDnnVGECY1CIx+NBe3s78/V7enoQExPD4iDynqBqgTab++67D++//z6Ghoawd+9ebNq0iXHP/v5+TJo0CVqtFg0NDTyHoFxR2ozHD2xIPenxeFBdXY24uLgJni4kQqG5BkXCkVIvJycHp0+f5sqBWAdEXyS4xmQyQSwWs9MgPQT0IBDeLpfLkZWVhVmzZuFPf/oTh1aQ4RZRYMkMjj4fqUHNZjMmT56M6upqZo6Q2I2wSJKAk5ZCq9UyG4qcP319fTkLlFxHjUYjHA4HmpqaoFarMTg4+A8fhv/ptS2TyYSlS5cy64Si6CjGzmazIS4uDvX19fD19WWtBcGTIyMj/JnkcjkcDgfS09PZm5wYOx999BFOnTqF06dPIywsDAUFBXzdqWqmTeuuu+7Cjh07mAIpCGPWuU1NTQxVUmAPrWXilVssFsTExKC9vR1arZa9l8LCwtg6mbQmlOtAugZgLH6Q4hSPHDnC8zFyu6RMVdKU0JyN/s7k5GQ899xzOHPmDHbu3ImVK1ciOjoa7733Hkf+KRQKDpKnZyEqKoojG6lg6+rqmiBAG69gJ8sFqVSK1157Db/4xS/YSvq7775jTy2aRQQEBKCrqwvp6emoq6tjIgaJDykciaiq1A0BYGO748ePcyFLRRI91+SFdH1NYcWKFdBqtThx4gSuXbv2P4bRB9ICv/7fgOv/bgQwPqCz7fq//dd/xPXqpKqqCna7HeHh4VyZUKVKnFNStlG8HG08DocDsbGx6OvrQ1VVFS5evIiCggJUVlYy9FJXV8fVAwA+GCwWC6vO6O+hLqC+vh6dnZ2w2+0YHh5GZ2cn56QCmED3HB4eRmtrK2eDvvHGGwxNPPLIIxgdHcXChQuRnp6OxYsXAwDKy8sxPDwMi8XCYR3kejlv3jx8++23sFqtsFqtSE5ORkxMDDo7O7FixQr4+PggMTGRvS9IJCRctzKoq6vDHXfcwQfe6dOnERwczFgpcXU7OzsBYEJlRYvT29sbqampXOFkZmbC398f06ZNg8fjwenTp/HWW28hLCwMBoOBH5ChoSE8/fTTXI0RTEWHnEqlgsPhQGFhIb766iv4+PigubkZnZ2dqK6u5kMiJSUFd999N7RaLaZNm8YHnZ+fH7e8VVVVrL/w9vbmIOze3l4Wd92otQ0Ax44dY/641WpFZmYmzGYz5syZg7CwMDQ1NcHtdvM6u86NZtHfwMAA+yedPn2aIyBpnXp5eeG5557DsWPHWIRFBYXb7cbbb7/N6Ww9PT3MftFqtfjkk0/Y/4hohWTFTdGX1DkQRFhVVYXJkydj27Zt8Pb2RmVlJTo6OmC1WhEdHc2ME/o8lMcQGhqK9vZ2DA4OMqRKjB0AMJlMiIqKYniQZlJ03YhdtXr1arzxxhtYuXIljhw5wlkTZKlB5mE2mw2PP/44bDYbenp6UFVVhZaWFrS1tXEBQ2SM0dFRBAYGsmGgw+Fg6POtt95CZmYmMjMz8c4776Cnpwdms3mC5XZ3dzcUCgVGRkYwMjICm82GvXv3wm63s5iP7iUwxryaP38+7HY71q1bh1OnTuHpp59GbGwsBgcHmfsPjDGzLl26xGtZLpfj8OHDADDB0uK/ev13D2P/0cnyD1sGkUj0oEgkKhCJRAXEDSdKIFXVubm5HPS7cOFCDuqw2WxsF0A438aNG2E2m6FQKBhnJOtjUldSm0/GQGq1Gi0tLfB4PJzRSBxhGsqkpqYybYrCgv38/DBr1iz89a9/5c2EHrza2lp+KGhiT46bDocD+fn5KC8vx4ULF9i+lVpxejAeffRRzvtcsWIFG6iR2GPq1KmoqKiAXq/HtWvXmKNNbWdSUhLTHd98800AYxStpUuXQiaTYfny5QgODuYWfjwE9vjjj0Or1UIul6OhoQHDw8Mwm83o7+/HjBkzUFtby0lTy5YtY8x2xowZCAoKAgCu/l999VVYrVZotVosWLAAbrebB+VVVVWQy+XYvn07cnNzeahInRnBMLW1tfjqq6/gdDqZky0Wi7nyG5/F2dvbC71ej7KyMqSkpPDAnWCcG7G2qUqkWYyvry+LeQ4fPsxe/VRRDg8Pc14yuTjSxqdUKpGTk8N4/OjoKHe47e3tLNoLCAiAj48Pzp07B41Gg+effx4pKSlQqVScokaH/5IlS2Cz2fDcc8+xqZpIJMKkSZOQlJTE6yItLY2rbG9vb5SUlGDz5s0YHBxEYmIinE4nHnzwQZSXl7PDIhEn9u3bx50J4f8ul4uFgtQB+vn5Yfny5Ww1Ts6NFDcolUo5SCgzMxPR0dEYGRnBtWvXGG6RSqWYP38+gLGicPv27bDb7Th//jzPv2g+QAVfTEwMHA4Huru7GeIlTQixXgRBwK5du7jqv/3223HzzTezPQJZsFRWViIxMRFyuRwVFRWsjaDiRqPRsObh8OHDCA0NxQsvvAC3240rV66gsbEROp2Ou3wqeFNTUxEQEICdO3diaGgIQ0NDePXVV/kw+Gev/9eNvut6W4vr/zVf//c2AGHjvi8UgOkf/QJBEP4mCEKmIAiZYvFYlB5V68SKeffdd9lfu6CgAFqtFm1tbWxDSvCBv78/Dhw4gIGBAcbJnU4n/Pz8WOZP30vh4XfeeSdvKikpKSzNHxoawtdff80LkCoaom/RAPL48ePYvHkzzGbzBEvZVatWQa1Ww9/fH8CYKOnatWtcqfX39/MhQotELpczVKTRaPDWW29BIpEwv5cgCplMxlbF/v7+7PZJi5M6I0rw0ev1vPnK5XLk5eWhrq4OBw4cQEpKCgICAliRNzAwAJlMhr/85S/MzaXWmYyoxlcZp06dwtmzZyGXyxEcHAyNRsNh5+S5Qp1Jf38/rFYrV6aEBe/ZswfFxcXs4knybjrM5HI5P9g2mw1yuRxr167lobbJZMLw8DD75tABQTF56enpHEhxo9Y2DeYotpHmSCSqIfdKopn6+PigpqYG8+fPZwouAN4MAfA9IPEOHWjFxcV4/vnnce7cObjdbtx5553o7e2Fl5cXOjs70dTUBIlEgltvvRVr1qzB8PAwYmNj4Xa78Yc//IEprTTnqampQW5uLhQKBYqLixEZGTlBwUlQ34IFC+Dt7Y3XX38dWq0Ww8PDsFqtGB4eht1uR3Z2Nux2OxYuXDhBsU0FBQDs2rULLpcLhYWF/PmcTie0Wi1iY2OZ97906VLodDrU1tbi73//O+Li4qDRaHh2dM8996C4uBgvvfQSAPD1IZsTjUaD2NhYGI1Gfq5aW1sREhICqVSK0NBQeHt7w2AwIDo6mnNlCZKkQnHu3Lm4evUq9Ho9GyNmZmayf5Hb7cZrr73GXS7pXwiJ8PHxQUpKCmtskpOTcfHiRUyePJnnZpRCp1Ao8MQTT8DhcGDHjh2YM2cODh48iGeffZaRhX/2+n/d6A8CuPf61/cCODDu338mGnvNBND/zzBMAOyWSCeyWq1md0jCowBg6dKlcDgcKC4uZpzY4/Ggq6sLg4ODcFwP3yZskrjE5LdBG7dMJsM333yD0NBQSKVSxoMJmjlx4gRvapT+Qnak5PtN4cNO51j4ttFohNvtZk8POrREIhGuXr0Kl8vFUXKkviMsk9p6g8HAjouTJ09melxmZiYEQUBqaipkMhkuX77MIiqn04nPP/+cqy1BEJCYmIiOjg709vair6+P8XKzeWzPIvoXhY2QMMput0/Av4XrNgykxD19+jSAMc8hrVaLwcFBbN68GW1tbfjb3/6GiIgI+Pv7s+ZgfFrWxYsXGZMMCQlBdnY2fvGLXzAXme433Y/CwkL+u0pLS5Geng6n04mTJ0/C6XSiv78fkydP5qqH5jrjRTTl5eUwmUxobm6+YWubPgMVADRs9PHxgUqlQm9vL28qNDgWiUR4//33eT5FrowjIyOIi4uDRCLB22+/zTh+V1cXamtreVai1+vZAiQgIIBdJJcsWQKVSgWLxQKTyQSpVIrGxkaubOPj4xnuIUbKrl272Cl20aJFEIlE2LJlC7uDLlq0CGFhYVyQLFy4cAIjzu128/Dw7NmzAACDwYCZM2ciKysLkZGR8PLywt133w0/Pz9cvXoV27ZtAwDWsNTV1aGmpgavvvoqmpubYbfb8cwzz6Cvrw81NTUTgjn27NmD0tJSXLlyhVXZNK+jkJG+vj5mzJHPPXW19L7AGCxLvjgzZsxgsoBIJMKTTz4JAOjs7MR3330HACgpKcHAwADn3yYkJCAlJQVNTU0AwLj+Bx98ALvdjrKyMrhcLqSkpCA2NharV69GSUkJvv76a3z99de45ZZbIBKJ0Nvbi+eeew7ffvstR6lmZmayyPRfef0rrJvPAWQDMADoAvACgP0AvgQQDqAFwB2CIPRep6C9BWAxxihomwRBKPhnf4RcLhfuvvtunD59mmW+KpWK+bPUUolEIsTGxqK5uZktVSsrK9lkiIYnVCVQ23P9PeB0OnHLLbfg+PHj3JZevHgRYrEYd955Jz7//HNutcg5zul08sNJC5eqfKJhRUREMM+cBinh4eFsnpaYmMhDKhoYUZdBmykxawwGAydF0cY3fjglCAI+++wzPPjgg2wORvz73t5eREZGoqOjg1t0crCk1p8UeXQYEiZPnQFBI9RWEyQ1MjKC//iP/8COHTuYZkrpO729vdyVrF27FkeOHGH/Iaqy6fqJRCLk5+djyZIljKPSA0S0uuLiYohEIkyfPh3p6eksSAPG5gjk5Q2AY9lohkJt/6pVq5Cfnw+xWIzy8vJ/6HXzv7G2FQqFcNdddyEvLw8WiwU//PADbrvtNub4UxYCqY6p0ic6qUQiwaeffoqHHnoIiYmJKCgo4AKIBvF0KNMAnih9dM2CgoLYPVEul0Ov16OyspKdFsViMZKTk1FTU8OJSG1tbXy/xhdPDz/8MC5evMjD4MDAQO6EJ0+ezH775EVfX19P1xre3t5ISkpCZWUl7HY7kpOT2Yvn1KlTPKTMzMzE3r17uZi477778O6770KpVPL8YtWqVRgZGeFAFOpKt2zZgnfeeQcAJhQ53d3dMBqNUCgU6O7uRkBAADZt2oRt27Yx9EcvopHGxcXx8Pbw4cPIzs5mURRRK8f7TtGwfPbs2QDGuomSkhIolUoOZiEdj8fj4UKNCp3U1FRUVVXxs0rQHEFNoaGhfLDnE5ZrEQAAIABJREFU5OTg0qVLsNvt/z30yv+Nl5eXl0C8aBra0UmbmJiImpoaVsUSPrxu3Tp8/PHHWL58OQ4fPgyr1coXmtz9iI5IdDMS99AAS6vV8oScKgJSAnZ3d7OBGE3UgbEF+8Ybb+Dpp5+GXC5nznNoaCh0Oh2bFQnCmBf44OAg3nvvPbz22mtobm7mIQ9ZFRNLhvjCnZ2dzBwgGTYxe4xGI0MAVHnRAUaHklgsRkpKCuO7GRkZzEcWBAHPPvss3njjDa40br75Znz77bdQKBTo7+/HPffcg127dgEAcnNzYbFYcOzYMQiCAJvNxkNSwp3J50epVCI9PR2XLl3i/FEfHx+sWrUKf//733nDp4e9oqKCNzQAzMoRiUQICQmByWTCunXrsGvXLshkMm7BDQYDBgYG0NnZidDQUOaKk48MFQRWqxWBgYF48MEH8ec///mGKWNlMpmg0+mwcuVKXLhwgYeKdLCfO3cOa9aswcDAAOsmyAaC7jEdklQ1b926lTNYyUCM5loUsDNlyhSYTCaYzWb09fXxtWloaMAtt9yCpqYmRF5P6KL7QDRCGuqrVCqsW7cO3333HfO81Wo1MjMzcfr0aYjF4gnKUMK2R0dHMTAwwIpWYIy9RmE0gYGBkMlkaGpqYtiD1nZjYyNWrFiBgoKxMzQ1NZXtBUQiEXPKpVIpwsPD+cDR6XRs+9DT0wOj0cjzNwDIzMxk6wY6JH19feHv74/W1lZmMhELiISTt9xyC/bu3YvU1FSMjIygqakJfX19EIlECAoKQltb2wT9SkNDAzZs2IDW1lbOqCZFOlHHx2clDA0NYfPmzfjiiy/4/7NarZg2bRrWrFmD559/HlKpFAEBAfD390dNTQ0SExP5b70+e/xpbPRSqVQ4fvw47r//fubmtrS0TBBIAeDNmOiBAwMDHIZB4QH0My6XCzNnzkRrayvzxZVKJQ9UqarWaDSIjIxESUkJe9rY7XbeaMcfMITnV1RUAAC7MlKQyXhvd8JiZ86cifz8fF5wVEXT1/Qgz5gxA9OnT8e3337LUANV5QRnzZs3j6ld9IAB4IMtMDCQOOPw8/PDZ599huXLlyMrKwsFBQWMyQvXVZX5+fmwWCwTOLp2ux2RkZEwmUwYHR3F+vXrUVRUhJaWFtx00004fPgw5wPQvSG+/q9+9SscOHAAZWVlnC0wdepUfPPNN1AqlVCpVBgZGUF8fDwKCgqQlpaG2tpa2O12vP766/jlL3/J8JtKpeJs00uXLrEAjB4OotgqFAq0trbyYa3RaHiAWFdXx9X/yMjIDdnovb29Bb1ez0JArVbLJmVKpRIWiwVqtZqhw7S0NBQXF7NzKomE6FpTRJ7L5WLIcbxOJCQkBL29vdDpdOju7mYWVlRUFJqbmzF16lRUVVUxP5voqkFBQbyZExZNCW3EWiMPpvj4eJSVlUGpVGLWrFno7OxEVVUVFxxUDBApgvzUR0ZG0NraCpFIBK1Wi/T0dOTl5WFkZAR6vZ59aMhCgboU0qAQaYM6mU2bNmH37t1IT0+H2WzGsWPHsHHjRmba0TUsKSlBSkoKNm7cyIHbUVFRTC/W6/XQ6XSIjIzEDz/8MMEfy+VyoaqqCosWLQIA7lY6OzshCMKEriokJIQPMz8/P45WJGoq8GOXIQgCKioq8OKLL+Kjjz5iAoPL5eLgGY1GwzRWYkLpdDrMnz8fBQUFiIiIIEvln4YFgkgkwvr162Gz2WA0GjnGjnBMkUjESjKK6iOGCmHL586dQ3x8PMMP+/btw8WLF2G1Wrl66urq4gFoVFQUgoKCMDQ0xNa3xIyhVm98S+d2j0XChYSEIDo6Gmq1misYSksiDI5+xuPxID8/n31IAEyAbYjOKJfLceXKFZw8eRJNTU0IDg5mVakgCPjggw8gFouxb98+/v3jKYNEvSPqWmJiIgBg3bp1LIK6++67YTKZ4O/vj/b2dnz//fcsuKLDkyq7lpYW1gQcPHgQNTU18Hg8MBqNvCAJbqHPQDFo7e3tGBkZQUNDA0wmE7788kvceeedsFqtsFgsyMjIQGFhIXx8fFBYWIicnBzodDr88pe/5IdGq9VCqVTi6NGjKCsr44OWGE42mw2tra3o6+vjTV4QBCxYsAADAwNoaGhAd3c31Go1OxXeqJfT6cSiRYsYRunp6cHg4CCeeeYZaDQajI6OcsQfmdvFx8fDYrEgMjISN998M5KSkniOA4xR6mpqargDojg64sLT0Ju6PZVKhalTp8LpdKK0tBR9fX2wWq0cM0g+RoIg4NFHH2Uogjxy6GuxeCwj9erVq3y4RERE4Nq1azy/Ii8lYrUQBOHn58cWA8SUy8/Px9SpU+FyuXgGQ/oWeo77+vo4+xgAC7FCQkLwySefwOl04uzZs2hoaMDLL7+MK1euIDg4GHPmzIG/vz8b4z3xxBN4++234XK5kJCQgOrqaoSGhmL79u3o7e1FcXExjh8/DoVCwZsyQbXr1q3jZ5o6L+BHQzrSgpBFwtDQEBeGycnJCA0NZer19aIDoaGhmDRpEj788EPu3hYsWACRSISkpCScPn0ara2tKCwshN1uR0ZGBoxGI7Zs2YL9+/fjscce41nYv/L6t6joJRKJEBQUxJJ2wqEItiCTIWpBydTHarWO/x0sHCIe+OrVq7Fnzx5ucQGwfS9tzAAQGxuL1tZWhIeHo729HcHBwSweGRoagl6v55aQaJlUgVG7TBslvQcAppGRAAoAwxCEK9PXCoUCMpmMN4Lf/e53eO2117gzIJycWkFiBdF7EnxCaUVSqRRpaWno7OxEV1cX0tLS0NjYCKvVitWrV7N1LVWZdC3JH4jUmbm5uXjqqacQHx/POaD0fqQ0BsYop2SbEBoainnz5uHkyZOsPJw/fz7OnDkDj8eDtLQ0tLa2Ynh4mCECmmv09PRMuK/Eib/11ltx6tQphsqokyCmClWu5NFC90ssFqO7uxueG5QwpVarhdtuuw1lZWUT7IHHG+XR/8Yb5wFj84clS5bAYDBg//79/HPkDUVmWXQI0Maek5ODhIQE7Ny5E4mJiVx92mw2njeRvQcA5rOTwR4NhQGwNQIwds/Hq1G7u7sBgNlS4wkI403spk6div7+fsTFxeHChQuw2WwMi9JMq6ysDPHx8dy90ECUZgRkAU7wZ0dHB/z8/DjIe3h4GEeOHMG9996LtrY2hj0lEgmvDaqIQ0ND4ePjw946AwMDmDlzJgoLC3nvGI+9KxQKlJeXIz09nYsKUut3dnZCqVSiqqoKUVFRiI2NRVNTE5YvX47Fixfj+eefh1arhcViYSfb8QehWq2G0Wjkv7GpqYlJBQqFAjabjWeCPj4++MMf/oDt27fDarWip6eHqLk/DehGIpEIhFv39PRAoVDwNFksFnOwB8XikcKQKhniGpMogTZVcmkku2EazlLE3PgT0eVyQaPR4I477sDcuXNx//33sy0CDa2IbkjDy/7+fvj6+qKnpwfA2KKcPXs2RkdHUVhYyJs0LVYacvb29iIjIwN1dXXcwdAgbuHChTh//jwyMjJw4cIFdrMbP2CmAXB8fDx++OEHhl5mzJjBFDXC7GmoFxAQgM7OTrZLpkEQYZY6nQ5isRgWi4UPDariyEaYvEACAgJYXBYQEID29nakpKTAy8uLPf2JujY4OIgXXngBL7zwArKysnDhwgX09PQgMjISAwMDfJ+lUimioqJQXV3NNESPx4PAwEDeGIg/7uvry+wgygNQKBTIzMxEQUEB6wm8vb2Zc/yvtLf/Ey+pVCpQODhtboRTk6MkVaw0c6GNgbpIgjEIKgwJCYFKpUJLSwt3CgDYKGxwcBAymQwWi4UdRYl+GhwcjMrKShYmhYSE4NKlS3jppZewbds2Fg61tLQgPj4eg4OD6Ojo4PtEnQLBlLTpm81m+Pj4sH8P3ScKMElMTMS1a9f4MCemVExMDPr7+9l0T61Wo7u7mzH45uZmOJ1OrF69mjNgo6KieJgMjMX//eUvf2EB3rp161BaWgoAzLohhTkFkdfW1iItLQ1FRUW477774OXlhdOnT7Mfz3jPf41Gg5CQEDYbi4yMxK233orh4WE0NTUhLCwMGo0GJSUlXDS63W7OkVWr1RCLxxLBbDYb5syZg9LSUlahT5o0Cc3NzYw80CEjEon4wKM9jZLELBYLhxv9ZDB6iUQiUIB15HVHRpo2q9VqREdHo7S0lB8Gkg8TPi4WizkL1Ww2IykpCUVFRYwP0iCLOPCjo6NcQUmlUsTExKC5uZmDOuiBCwgI4MEqmUoRP52sWel9yWRKLpfjT3/6Ey5cuMB+O3TQREdHw8fHByaTCQqFAiaTibFPiUQCq9XKw2Dy1hk/HKN0IaVSCbPZjLCwMP4+epiNRiNXWBRe7OPjww9vSEgILBYLbrvtNhQVFbEqkw68++67DwcOHMCUKVNw8uRJAMDkyZORk5ODzz//HLGxsSguLkZ0dDSqqqq4RSVmEQ3RqXMi73WlUskLngbnVquV7wkdyvSzo6OjaG1tRVZWFnp6ehAVFYWAgACcPn2auz7C89esWYP9+/dPsOUl5S11bjeqovfy8hKeeeYZ7N69m9duSEgILl++jNTUVD7kacZyxx13IC8vD+Xl5fTzjLsTe4qq+sHBQV6rxACjNU+eL1QkhYWFobW1FUajEWazGVqtFgMDA4zBy+Vy3HbbbThz5gw7bBqNRphMJj7wHQ4Hu8ECmMAJp4qZXCbHY+wymQxZWVkc0ScIAt566y0899xzbJgnXPfgaWpqgsvl4uFtV1cXli1bBrlcjh07diA+Pp556uOtzMViMdauXYuDBw+yfYper0d7ezsKCwtZyU2HJXnSUGh7TU0NFxUDAwPcmVDx8+STT+Lzzz/ng+mRRx7B7bffzq659IqNjUV3dzf7GYWGhjLBglg8pOuoqqqCt7c3ysvLERcXNwGNoPVNBypV+OPnO3q9HqWlpT+tjT4wMJAn6/SwpqWloaGhgTFoQRAQHx/Pg1pazIRTUktPrR4NN8Y791E1kpaWxonsFRUVzN13OBxMLaQHKzIyEvPmzcP7778PiUSCpUuX4vvvvwcA7j62bNmCl156CXK5nC10qWrx9vbG+vXrUVFRgfr6ekyfPh0nT56EIIxlqnZ3d8NkMsFisWDt2rU4dOgQC4Qo2Hx8oILdbsfatWtx4MABXgzUUpOLI3lrUMfT398Pf39/eDwepi2+++67MBgMaGhoQGhoKAeMSCQSXL58GWlpaQzrUHdAJmnEICA1c2xsLGPoxG6ig5Ou0+7du/HEE0/gySefxMcff4zKysr/q5Uln5HExETmOlN2L8EJYrEYERER7K4ZHBwMq9XK9DUvLy+0tLRAp9OxAvRGVfRyuVxYs2YNurq62O6CYA9iYA0ODnKXZjKZ2EaCbJyHh4cRGRmJ+vp6rsI9Hg9MJhMrwAkiJChxPNWYIIsXX3wRb7zxBurr61m6r9fr0dnZyTqW8YwvEvrQ9yUlJaGgoACtra0sRqRnlYgAdrsdjz32GK8tisLs6emBn58fbDYbMjMzcfnyZT6s/Pz8+GAQicYCdy5fvozbb7+dZ1kLFixAc3MzC7FoUEneVhaLhf/2jz76CD//+c959rZ+/XocPXoUvb29nBNtNBoRHh6OoqIihl3pwCFzQbJUyMnJQUtLC9tmExlBJBJh+fLluHDhApYtW4avvvoKM2bMwLFjxyb4TonFYqa2UuoUpbvNmTMHR48ehU6ng8PhYCdbsoCw28dC76ljLiwsRFpaGivarxeHP52NXqVScSLN+AqP2Bs0wSaJt8ViwYYNGzA4OIhvvvmGFyfwI0uHLjRtkKOjo+z3Qfa/1Np7PB7odDqmC1KrpVarMXfuXBw6dIhd8Nra2hAdHQ2dToe2trYJCkYfHx9mU4xvKamCCAwMhNls5u83Go1obm6GWCzGihUrcOTIEQiCwLjpeKdOWqBN19Nqli9fjqNHj3KlNXfuXJw9exaxsbGsA4iPj4fVamUbhdHRUSQmJuL48ePMq6fJPj3sIpEIfX19MBgMTAccD4ORkpnk2nTApqSkoK2tDd3d3Sw0cTqd7K5IvHDaxGhGQdAWPegBAQHcifX390Ov16O7uxtutxvx8fHQarW4du0aAPAAjzzoPR4PsrOzcfDgQej1egwPD6O3t/eGQjdko0vFhsFgYHqoRqNBZWUlC6MI9qKDkqrWkZERGI1GKJVKVFdX83WkqnN8yA79vFQqhV6vR3Z2Nr766iv4+/vzgUBiNiokgDFzLZPJxCybO+64g/OLaW1QfjMVVhqNBgEBAVi+fDlOnDiByspKbN68GZ999hmGhoYQFRXFhYNarebudWBggPnkMpkM/v7+6OjoQEREBJqamtgmmSp3pVKJkJAQtLa2QqfTwWQyMVTo5eUFtVrN3vCZmZl477330NbWBolEwhBQfHw8HA4Hzp07h5ycHABAfX09Q5/Lli3D0aNHMTw8jJtvvpk72qVLl+Lo0aNwu9144IEH8Mknn/CeMt6k0GKxIDs7G4sXL0ZMTAxeffVV9vohRhM9F0SxDAkJQUxMDM6cOcPDawofysnJwcGDB1lbo9Vq8corr+DXv/41v+f19/9pbPRisVggAy1KmaeK3cfHhyX5hA/Sv5MhVEhICObNm4f9+/dzyPZ4nF4ikXCFS9TCqqoqHibSpkvVLFnzjo6OYtasWSgsLOS4NfKwoQo0JiYGHR0dkMvleOWVV/Dyyy9DKpWiubmZMXpBEJCeno7i4mK43WMhJFQtUZVMCVKCIGDu3Lk4f/485HI5Z7aStz19nsjISMbGr169yj4+PT09WLx4Ma5evcoJRJ2dnWz/4HQ6cejQIWRnZzMtk6AhCqmgQ4VaZJp/6PV6Tn+i60WVvkQiwerVq3Hs2DF29KODVi6X46GHHkJFRQV++OEHuN1uTJ8+HVevXp3QelNrO2PGDLS2tmLFihXIz8/n6mU806OyspI3oLS0NISHh+PgwYMAxg56YhvNnz+fTK9u2EavUqmY101DU5FIhIyMDHR0dKC1tZU3DqqQ6X4Sxu5wOBAeHs5ssxUrVsDlcuHIkSO8zojPLZfLMX/+fISGhuLo0aNMsyRvILvdzpoNuVwOtVoNi8XCME5UVBTUajUqKyvh7e2NTZs2Yc+ePUxxraqq4vVPm3BgYCBaW1uhUCigVqvR3t6O9PR0JCcno7S0FEVFRZDL5RxKQwE7NPMJCAhAaWkpBGEs0jA1NRXfffcdBEFAaGgoOjo6sGTJEkyePBnbt2/nYpBsFEhcRBDV2rVrsXv3bgDA4sWLuVAjKNRqtbJuhgoN6uapyCI4jPy2iM4cERHBweZhYWFob29ncgXRP6lDGc/AO3LkCNasWcMIg0ajQXx8PMLCwrB//35kZ2cjOTkZu3fvZjHWeFdNEpKSdmTevHn4/vvvfzrDWJVKJdAiFQQBc+bMwfnz5wFgArOE2tLxsneq5qZNm8Ybh1QqxaRJk1BUVMQK2/EXy+l0Ijc3F3v27OEFa7fbkZCQwHa3NMgjFgS1WuP5yb6+vhxcQFXBzJkzkZeXBwCcqGSz2ThqjCIIg4KCkJqait27d8NgMLAgSxAEhks0Gg0GBgY44f7hhx/Gzp072ZOE/j4yNCNRDLXlxDQCgHnz5qGyspKHgfSABgcH4/Lly8jIyIDdbmdBFl1b+twbN27E/v37WQEcHx+PhoYGBAcHo6enBwkJCejs7MRHH32EFStWcKQiHXTUHRDGSPhlc3Mz1Go1hoaGOA6SfIq8vb0RHx+PhIQEDoImts25c+cwbdo0HlhR96DT6Vi4lZCQgMrKSvLIvyEbvUQiERQKBQ/TaXN0uVzw8/Njcz56DmNiYlBXV4fIyEhYrVaOmAN+jHCktUwdFm0u8+bNQ35+PkZGRpCVlYVLly5xxd/U1ITt27fj9ddfR3Z2No4fP47IyEjMmjUL+/btQ1BQELq7u1FUVIQpU6YgLCwMgYGBOHfuHMM/s2bNwrlz55hSWFlZCZ1OB5vNBoVCgd/+9reora3Fd999x8Ims9mMoaEhTJo0CQ0NDWxNQsNylUqFrq4u7kRoYK3X6zFnzhzuKLy9vVFRUTHBwZRsw6OiopCSkoJXXnkFTz/9NFpaWniG1to6ZjhKWcwhISGoqqrClClTUFFRwUgAYeN2ux25ubk4e/Ys07wpw3d4eBj9/f0MldHsgjpREn/t27cPq1at4s6KPisVPVOnTkVfXx9rZAhpIGyfrGDsdjvPvD744AM88cQTrMx3u92YNm0axUL+NHj0FBBA+YkXLlyASqVivIyoRcCPIiPyASHedX5+Pm6//XY4HA4EBgYiPT2d8WybzQatVstMBXIQJK9th8MBpVKJmpoaHtaOF2l5PB7OrCQjLalUirCwMK7OqDq/ePEigoODJ9yo5ORkHDp0iCvy0dFRlJaWsjCKwh+ovZ85cyZeeOEFPPDAA6ziFQQBO3fu5I2OPHuoKqd2m1p6ouCR619hYSHrFLKyslgtfPnyZXYfbG9v5w0kKioK/v7+GBoaQn9/Pz788EMEBARAo9FAKpWiurqaqZiDg4Oora2Fy+XC4sWLMTo6CpPJBKVSyd1HUFAQ/6xWq2W+fmxsLN555x3mJ3/66adYsGABMjIy4Ha7kZeXhzNnznDrOzAwAIPBgD/96U9Yv349+5nodDr27z958iRcLhfq6urw85//nD1MbsSL7hHBJnR/CP+l6h0AZ5aOjo6io6MDMTEx8PLywuOPPw69Xs92vESL9PPzg4+PDyZNmgSxWIyysjKEh4cjIiICRUVFXOV7e3tj5cqVeOONNyCVSlFUVARfX190dnZiz549uOeee5CQkMCCQFKM5+XlQS6XQ6fTobi4GE1NTdzZFhcXw+l0wmKxYOvWrejp6cETTzyBQ4cOoaWlBQUFBUwblMlk7AFFVfB4jj8FdABgKKSnpwcHDx6Ex+PhzOSMjAxERkYiODiYqc80z6CD/eDBgzwLaWhowIMPPoibb76Z+fk2m433DJfLxa6ssbGx3N1/8803+M1vfgOxWMyHCYWUazQa+Pj44Omnn0ZcXBwWL17Mrrp6vR5eXl74xS9+wdDbQw89BLVajUWLFrHXP7l+JiUl4dZbbwV1fFqtFiKRCLfccgsLMKXSsZjM++67jy0gtFotE0j+1de/RUVPVQ9RFukkpJtst9u5rSeJuNvt5oVDUAKZb5FRkK+vL6qrq+F2u/Hhhx/ijjvugFgsZtEFPQhLly7FoUOHePERfGO1WuHv788BEfQedM38/Pxw00034dKlS8yPHq9iHM+xp89DBxXJnu12O1JTU1FSUoI5c+bgwoULEIvFvDGWl5dzBSiVSvHHP/4Rf//731m6brPZkJGRgZqaGh7qUftO1Em73Y7ExESEhYVh6tSpPDeQSqW4+eabcfr0aYZlxnPjCdKia0IdBtEeyXubRGsymYwPX4oYpDZ58+bN+PDDD/kgmTFjBi5evMh6iKCgIHg8HvT39+Pzzz/Hz372M1ZaUg4qHU42mw1BQUEYHR1Fb28vs60I5iMaK/H3byR0I5FIBDIFi7weXUnDPrvdDq1Wi56eHpw5cwa33XYbBEGYcACIRCJER0fDbDZj3rx5vPmSDcDatWvx9ddfQyqVwmAwoLq6Gnv37kVubi66u7s5GzYxMRH5+fncQURGRqKxsZGZYmlpaaiqqsLSpUvxzTffIDw8nNXRtGkRm4s6SoKDAgICWA9BHi7e3t6cBdva2srRj6TApmE+rUOlUonFixejrKwMW7duxV//+lccOXKEuzUAE/x9CBJ56KGHcOjQISZdeHl5Mbzq4+OD5ORkFBQUwOPxMFWV5kxlZWWYPXs2cnNz8frrr8NqtSI9PR3t7e2IjY3lQW14eDg6OjqwdetWPPXUUwAwgdFHmgGiRgLg0PSsrCwUFhYyK4msKQRBQHd3N/z9/dn3Pzo6Gl1dXSywEolEaGlpYRo50Zwpd7murg51dXX/kur736KiB8BYrUKhgEql4g8UExMDmUyGlpYWbuEcDgdSU1OZhjReZJKamoqsrCyUlJQgLy8PU6dOhbe3N5577jnGxemmJycns1JUrVbD4/Fg27ZtiIyM5AEqHSLUvlG7Rva7hw8f5s1VLBYjLy+PMzhDQkLYeZBMv4iLf+DAASQmJsLLywvBwcEICAhAfn4+ALBpWENDA7OQli1bBpVKhVdffRXt7e08RNbpdJzpSd4ytFCIJy8Wi1FfXw+LxcJVHYWJ//DDD6xoJAxfqVRi69at3GEFBQWxZbBer4dUKoXZbMbIyAiziujzDw4OIigoaAJTSiqV4tNPP+XDTiaToaamBqmpqZDL5fD29oa3tzfkcjmL5JKTk2EwGPDss8/C4/HgV7/6FSIjI/leWywW3HrrrSydp4NdqVQyu4iq139VPfg/8aIqjipGHx8fqNVqvo4OhwOJiYlYvHgxY8IEmWk0GiiVSrS1taGmpgbnz5+HVqvlipbYZiqVCrfddhuysrKwbNkyVFVVMZfearWit7cX+fn5HHA/bdo0dHR0ID4+njs+crE8efIk1Go1d2PEMCH2FnWrNLvx8vKCwWDgw4me19mzZ6O4uBgWiwWhoaFc9NB7V1dXQyQSITAwEAqFAsPDwzhw4AAqKyvxwAMP4MSJE/yc0dqn30/dv1KpRF5eHs8aCIIhLyai6hIcSopVKsbi4uIwNDSEbdu2YdKkSQgNDUVTUxNsNhuuXLkCX19feDwetLa2YnR0FM888wwMBgMXezRDi4mJYRiOeO9DQ0Oc+bt3715m2vT29uKTTz6BVquFRqNh50pK14qMjMTJkycxd+5cyGQyREREIDo6mtlktH/Y7XZMmzbtX3av/LfY6ElJN3fuXKhUKvZk8fb2xiOPPMLUIrFYjODgYLjdbpSVlcFoNOLTTz9lSp7H40FBQQHOnz/Pg5BtKDVPAAAgAElEQVTDhw/DZDJxepXL5UJmZiasViv7rFRVVbHA4YUXXsDw8DBmz57NmBsl3FDLTANIwvUoTCEgIACLFy9mHYDZbIbZbIZOp2NGCFUAo6OjqKyshMvlwokTJ5iPHhwczC0gMCZI8vb2xuHDh3ljJbojKRy1Wi1vAN9//z1MJhMLnADwQ3nt2jXuWiipRq1WAwBP8GnW8Le//Y3xYJvNhuTkZMjlcu5saBA2d+5czhIQi8XYtGkTt5RUCdLBSi58Pj4+cDqdeOyxx9DQ0MCwHM1ecnNzUVRUBL1ej1deeQUOhwN//vOfERQUxB1QZGQk3nnnHQwNDaG2thbl5eX8AJM4Jj4+HgAm8Jz/t1+jo6OIiopCW1sbU3jJUXTLli3suULPAMFhTqeT5ylutxuzZ8+GzWZDR0cHGhsb+YA4cOAAnE4ndu3ahS+//BLHjx9HZWUlNBoNbxK5ublYt24db9wE8RBUR3Ms8qKXyWRobGzktREdHc1dMFEWCUcWiUSoqalh6mRtbS38/Pw4TUwul/Pni4qKQn19PZKSkriDHhgYwLZt27jLMBgMbFMskUjY+kIkEuE3v/kN6uvr+fmaPXs2WltbYTAYoNPp2NuGDqfBwUGcPXsWU6ZMYQaPQqFAQkICw7U06ysqKuJus6amhuFQmuGJxWLExsYiJCSE1fkAsGLFCsbuo6KiePZiMBhw0003oba2Fps2bYLRaGQrjlWrViE4OBheXl5oamrCtWvXkJiYiMmTJ6OhoQGRkZH46quvsHHjRrS1tcFqtUKv1+P222+HXC5HaGgoysvL2T32X3n9W0A34uuZsQkJCbyIaQBEWFRsbCxqamoQExODxsbGCUIo4o/TZyEJM4lFCOIICAjgh4km34GBgfjb3/6G22+/nc3MxGIxp7F/+eWXyM7OZtojVWHh4eEQiURobW2FWq3G0qVL8eWXX8JgMDD2R1N92thogdjtdqSkpMBqtaKzsxMez5ilK9HcaCN46aWXsHXrVp4jCIKAoKAgDi+hykoulyMpKQk9PT1obGzktpIGRVFRUcwMcrvHIteio6NRW1vLEBUdQmlpaSzi8fHxwbx583D06FGmwhHDgwbW1EYTa0Qmk0Gj0cDb2xs2mw3+/v4oLy/nzVYiGQs1FgQBtbW12LBhA86ePQudTsfWDSaTCYsXL8alS5dwzz334OGHH8Y999yD5uZmuFwujlUkR0Ayt6PYQoL36PC8zsi4YawbsmWge0i2DvPnz8edd96J+++/n9lORL8bL5enASV1Yt3d3SwKo/uhVCrR3d0NvV7P/iwff/wxbwREcjhz5gxL+ENDQ1FSUsLzJOBHCwyC8qKiolBTU8NwDWUthIWFoaOjYwLNkvQTFOdYW1uL6dOno76+HiqVCk1NTUhKSoJEIkFjYyNkMhlSU1PZz8ZmsyE0NJRZaC0tLejr68PDDz+MEydOoLq6GgaDgQei5Fqq0+kQERGBS5cuITg4GKmpqThw4ADWrFmDffv24f3338ejjz6KZ599Fm+++SYTJP4zvONwODBp0iTOtrBYLAgJCUFbWxs/U0FBQejt7WUoVSKRMMWTEImAgACeH1DOs0QiwWOPPYbdu3ejo6MDu3btwvr167kjpo4/JiYGNpuNA8gBcIdHIiy67yRY+8mwbsRisUCVJLVYUVFRqK2t5e9RKpW8GRALhybZZIdAkmzaTHp7e+Hn5we5XM6hG7T50bSbKlx6qBQKBbdGUqkU+/btw4YNGyCTyTAwMMAPhNFoRG9vL1MQybJ0PLOHvqbKx263Q61WM+tgPN8ZGLuhycnJKCkpAfDj4Jn+S7mtcrmcA0Ha2toQGhqKBQsW4JtvvmEc1M/PD+Hh4bh8+TLeeOMN/PrXv8ZDDz2Et99+GwsXLkRBQQEfGERHpGGnSCTCO++8g9dffx3Nzc2499578cEHH0ygoVILTGo+vV7PQ2Jq0ykImgbcVM0ODQ3B4XDwUJbi82jjaG1txfLly2GxWNDQ0MA0Q9IrrF69Gu+//z6LxQRhLDS6vr6eNyhKMCI5utPpvGEYfVBQEDO/xGIxb1YejwdhYWFYsWIFqqqqcO7cOYyMjECtViMmJgYulwvl5eWM3Y43FqPZlSAIDF+RXQjBNWTg1d/fz0HYNTU1mD17NjO9KF+WNio/Pz/O/PX19QUwFhRCdGMiQaxZswYffvghZDIZUlJSMDg4yJkLBDFQB00meIsXL8apU6dw8803Iz8/nzMEAgIC0NLSgqioKMTExCA7OxuffPIJEylWrlyJzz77bMJaHRkZYb8ZIltERESgtLSUqY3jmWexsbGIjo7G6dOnuTAkuwWdTseHHUGgJNAbD0F6eXkhNzcX7733HncwN910E1Nc6ZlVqVR49NFHudvcvHkz1q9fD71eD4PBgObmZgwPD3P28pUrVzg1iwrMpqYmzgcgyMnHxwcbNmzAnj178Nprr/F79Pf3/zQ2eolEIhBWSCqy0NBQ1NbWTjAjI3xdoVAgNzcX7777LnODx8vBnU4nY/khISEc8kAPGkEJkydPRl5eHvvPEFWRNglSWgYHB7O9qEj0Y3BzWVkZb34AuCKjjYyqLRKJJCQksAcHVZzUPRCfuL6+HqmpqSguLubqiIQi9HCTzDosLAwlJSUTGAhyuRxxcXFchdED3d/fj7vvvpsVvYTdC8LE4BPaqKlSIs0BZbQS44ksDoiqKQgC3n77bbzyyivo6+vjwV1ubi4MBgOOHTsGlUqFM2fOABirMFeuXImSkhI2i5s3bx7a2tpQXV2N+++/HyaTCd9++y1ycnJYLk5GTtQ6BwcHo7CwENOnT4evry9qa2vZL8blcqG6uhparRY2m+2GWSCoVCrodDoe2NM6ok6L/PujoqK4W/X19eU16+/vz8Po8VYRUqmUIcHAwEDWm/T29jIER53utGnTcPr06QkeKiSyomfMy8sLHo9nAjWTaMRkpUFMONIDEGacmprK1FtiqNGmr1Ao4Ovri0WLFuHbb7/F0NAQ7rzzTlRUVDDkRkpw6sqMRiN/lhUrVuDLL7/k6td9PfCkt7cXdrsd/v7+CAoKQm1tLTIyMlBdXc2DeqI1O51O/PKXv8Trr7/Os6D/Q92bhzV9Z+3D9zcLSSAmhBAgbGFfREBwAVfct7rW2tpqdeyi09au41TbTlvbzlNn2um0Y23VOrajdrXa6oytFtyruAEiyCb7TiAQCBAC2d4/8JzC/N5nHt/rfebXTq7LyxYhQPJZzrnPvRCEOXHiRDQ3NzPVmOBFvV6PqqoqzJ8/H+fOneNiiIz1SHhJ+87pdCIiIgLPPvssdu7cCbPZjPHjx+P8+fNQq9UwGo1wuVyIjY1FdHQ0/v73v+Pjjz9mE7R7770XS5YsQWFhIU6fPo3g4GBUVFQgODgYJpOJz0a5XM406Ntq9P+cg37kyJGorKzkhQiAFyCxWWhoIxaLGRdubW1FdHQ0KisrmYdPisE///nPePHFFxmvpwxGwtzpeUlQ1d3dzR1CbGwsurq62EOGDmWn08lhKKTMIz964Ce/eXrzyaiNaGVEuaQDVaVSYd68efjiiy84UOXAgQN88Xh7e7O82+l0skCDhGNDBWHEvTcajawI7O7uZqoWiZ5og9OBQKyZwMBANDc3cwdBSlsPDw/MmDEDmZmZvKAffPBBfP/999zmhoWFcXU4MDDACkrqSIg5Qxcj0cS6urqwatUqHD16lGcXM2bMQH5+Pmdj0vsaGxuLa9euMSc9LS0NV69e5Sq/s7MTWVlZEAQBqampDPXdKdf43/EQi8VuLy+vYeZ7Q2ESel9pbdElSt1eREQEY8Y0rCW8uLGxkSEyKirIb4Y42p999hnuu+8+3gMEDQmCgJMnT7KPTH9/PzOWyJ57YGCAWTFUuBBc8fTTT2P79u3QaDQs9COqr0wm48E9ZbJKpVLExMSgsLCQzdyGagpSU1PZtoKgz7a2NowePZohPbfbjaamJsyZMwdnz56F2z0Y0UgzrpEjR6KwsBBjx45FSUkJ2tvbodfruWMht01SZUdGRqKtrY3jHGkuMlT96+XlhZs3b+LBBx/ElStXsHXrVmzfvh1jxozByZMnWcSp1+shEolYD+Pv74+BgQG8//77eOmllzB79my89957XNW/8cYbSE9Px5QpU5iyWV1dzZ5Cvr6+uHXrFuRyOTMFyTmAOlvSnNzJQf+LGMa63W60tbVBo9FAp9MhJSWFby8S9gwN2qAFTbccKfLS0tLw/vvvQy6XAwBee+01KBQKBAYGcoVkNpu5OiEDsuXLlw9TgKrVarZDHRgYwP333z9MuFVeXs7VgNls5oOY2DUEXQiCwC01/Y6NjY2IiIgYpoA8evQoV/7bt2+H2WzmiozaUBok0SFPVgGkLhSJBp0lOzo6kJycDC8vLxiNRkyaNIk34IYNGyAIAnp6elglTJULXZri2w6gYrEYM2bMgKenJ3x8fHDu3DlotVpMnDiRfWuampoYLqPBttVqxZo1a6BUKvHGG28gIyMDfX196O7uhre3Nw+mCV5yOp3IyspCb28voqKioNfr0dbWhq6uLmRlZUGlUqGvrw8PPPAAbty4AZVKhdTUVKhUKuTl5SE1NRUulwsnTpzA3//+dz4sycHzxo0bPNj+OR4EpZEfDK0xUnw6nYMRck6nk5lGjzzyCFfX5DsP/GSvMVQIREQAgrCoY6ULZdmyZVAqlYzVE6vNw8MDa9aswdSpU7krKy4uZvHhihUr4OHhwWuXvj/Bde+++y4iIyO5G3vttdcwa9YsOBwOdHd3M0131qxZ0Ol0CAsLQ1VVFdNtCQJyu93sIdPV1YWqqip0dnais7MTMpkMtbW1aGlpYfhJoVAgPz+faZ2nTp3iYoNmIWR1QOy1ZcuWcToadQ9qtRq3bt1Ca2srs2OoKw4MDERFRQXGjx+P/v5+jB49GnV1dRAEAatXr4afnx8uX76MdevWYfTo0VzlZ2dnM1OnpqYGTU1NOHToEGw2G3bu3Im33noLO3fuRGNjIx/0VEwSm4j2QEdHB/z9/fmcoKAdhUKBv//978jNzYXBYLhjRtkv4qAntomnpyceeOABVFdXIzo6mnExgjeI5qdUKjmwwsvLC3K5HN7e3qirq8Pzzz8/TDXndDqxdetWaDQaZGRk4LHHHhtWPVEqEgD4+Phg5cqVMJvNjH9u3LgRn3/+OaKiogCA6VUSiYQHWhKJhF39VCoVvL29ERISAofDgbCwMKZpkutccXExNBoNh0XQ70hDUarWL1y4wBmeOp2OW3bqRMgC1svLC35+fsxwIbwxMDAQp06dgkwmw8aNG/Hjjz/ywFkikUCn06GrqwsNDQ2YM2cOFi1aBJ1Ox8PUN998k7nyBoMBNpuNL1X6HtRVzJ8/nw2sSkpK0NLSgjfffBMXL17kS7C/v58hIHotiJ+/YsUK1NbWorm5mX3BQ0JCEBYWBoPBgI8//hgpKSkYGBhAVVUVxo0bh7vuugv5+flYuHAhxo0bx0NeAGzXS5v753x4e3tzlRwfH89CttbWVixYsADV1dWQyWQoLy9HeHg4Dhw4wEN0Kh6oEyKKYlRUFMTiwdhAnU7HtNRFixbxQfvuu++yEpsGfmSBIBKJ0NraijNnzjCsOHPmTERHR6OwsBANDQ0IDw/napMKD3KOjYmJQUVFBUQiEVatWoX33nsP586dw5w5c9jmQCKR4KuvvkJXVxfq6uqgUCj4shCJBsND6JClTnzu3Ll8ueh0OhgMBs5/kMlk2LVrF8aNG8feQEqlEjNmzIBUKsX06dOh1Wpx8OBBZnw5nU6GdSMiIiASiXD33Xez4nuo5kQmk0Emk6G0tBTLly/nQTX9jAEBAdi8eTPKysqwcuVKnD59GgUFBRCLxUhJSUFSUhJfYvSav/XWW0wXfvzxx4dx/cky2W634/Dhw2hvb0dOTg42b96MiIgINgm89957sXv3bjQ1NeG+++7D/fffj4kTJ8JoNLJV8//0+EVANyKRyC2VSuHn5weLxYL58+fj1KlTTAEkzwc66GkAQ1F/JMLw8PBAXFwcCgoKhtl7kt0xMCjQmDhxIq5fv47Vq1fj5MmTvIg6OjoQFRWFK1eu8JtOVErCw4ibOzTwg9pdynQkNSIAxs/pMPb392cckKCV7u5uREREoLGxkYfK9Nz/bP9AojCFQoHf/e53eOWVV5CRkYHvv/+eh0YjR45krr3bPeilo1KpsH79euTk5ODUqVMsaqLhMFVXhCUPHaKRcRjBW1KpFGq1Gi0tLQAwjOWyfv16fPPNN+jt7YXD4UB4eDinTpEPSnNzMw/EFy5ciJqaGsZ0m5ubWVz1z3kDDz30EPbt24cxY8YgJyeHbRLsdjs6Ojo4kJ0oaI2NjXC5XOQI+LOxbnQ6Hby8vBAdHY2CggLodDpIpVIUFxezcArAMOyd4D8/Pz8eNmZnZ2Py5MncslOxolAocOnSJcTGxiI2NhbFxcX41a9+hRs3bnDY9FD7beqorFYr3n77bbzwwgsMH1GX53K5UFRUxL43ZEtAFzUpZok1Ropv0mKQXchQQz2iZlIhs2TJEly8eJHTrYgMMTAwgO7ubl6TdNAS0yg/Px9r165llTudB3q9Hr/97W/x+OOPM8OJKl5y+aRsWlJYt7e3888rl8sZjgXAbCc6X9RqNf76179i/fr16O/vR3d3N0JDQ9HR0YGAgABcuHAB06ZNw82bN1FXV4f4+HjMmTMH3377LXdoM2bMQE5ODvLy8vDUU0+hu7sb586dQ1BQEPz9/VFaWor+/n729yEYp7W1FYIgoLy8HImJiRyOdLtr+c/A6EUikVuj0UAikaCurg5BQUEcWkAVGWFVtBnIUhgAM3WID6xSqRi3VKvVjAWSR3VZWRnS0tJgNBqZ+iQIAlJSUlBTU4P29nY8/vjj+OSTT5hHSzcxteJEd6JWmSxxY2JiUFxczAeb1WplYzRqJ2lWEBISgsLCQt74/v7+KCoqgsPhYHdBhULBhk0ymQw//PADFi1axM55ZOxGUE5zczN/DXnxkFPeUDYSDdhaWlrYZA0AsrKyMG/ePK7UyTGU5gXUUqenp+PkyZMAwK+3RqNhczRSFyuVSqxatYptDmQyGUJDQ3keo9PpkJSUhKysLIwaNQpGo5E3F80+dDodlEolqqqqEBQUxIpOp9MJg8EAiURCDpVwuVy8Luj9vx3i8bMd9CqVCvHx8aiqqoLVasW6deuwf/9++Pv7M5Tn5+cHkUiE8+fPM/5KMX8AmLFkMpn4MCYsf6ilbUNDA3Q6HQ8hqeigDlUqlbIPzIQJE1BdXc0B15TgZLfbmS5J3WNQUBAHesfFxcFms6GmpoYJA3Q4OhwOaLVarFmzBvv37+diY//+/Vi3bh0efvhh7N27lx1Nid1GHQA5W2ZkZKCpqQmNjY3QarWoqqrCQw89hMOHD8Nms7EmZOTIkfD09GRdgCAIaGlpwffff8+UaRrm22w2JkrQHgkMDGRGEj2oKx6ampWQkICWlhY8/PDDOHLkCGpraxEXF8f7FRgUVQKDliYjRozggTXNzSwWC3tyuVwuvPDCCzh16hRu3rzJdFGCoNesWYNnnnmGOwRS3BJ9edSoUTh37hzldvz/x+gFQQgRBOGMIAglgiAUCYLw9O2P+wiCkCUIQvntvzW3Py4IgrBdEIQKQRAKBEFIvZMN0d/fj4SEBMybNw/h4eGQyWR4/fXX2fjI29sb0dHRkMvliI2NRUBAAHx8fFiKT4M8oioGBAQgICAAVqsV6enpUCgU8PT05HCT2tpaxqmpTS4pKWFM/Ouvv0ZqaioflCNGjOBWkJg4dMt7enoiKioKLpcL5eXlUCgUHD8okUjYbI08Vzw9PWEymXhI2tHRgfr6elgsFsTGxrKHCSlMSZkoFg/GvVHb6eXlxVxbkWgwIOFXv/oV4uLiGFoh06uZM2dCLpfj2WefhVKpZFZKSEgIMjIy4Ofnh9/85jdYunQpKw8NBgM++eQTBAUFQalU8mzBbrfjzJkzXIWQvSqZuA3NIm1ubsbnn3+O/v5+dkJsbGxkARaFj8vlch60rV+/nplAnp6eCAkJYfy1ubkZc+fOhU6nw1133YW0tDS2QB46NN+yZQtXgv8djvl/Y20TK2XSpEmQSqXYvHkzLl68CLvdjvb2drhcLtTV1eHq1auorKxkT3jqpCQSCUODTudgsplCoWA5P4XvvPTSS7wOiZmi0+m4wDl48CB27twJrVYLLy8v2O12XLp0iYe2crmc05CoEieohTQf5CxbW1vLltvUcZNimSDIb775huGm4OBgbN26FYIg4NNPP+WMAaqkgUGPm7i4OAQEBMDPzw/Z2dk8h6itrYVEIsGKFSsQFxeHqKgonDlzBgkJCQCARYsWoaioCLGxsQz3Ll68GJs2bYJMJsOFCxf4ghzquEmvaW1tLbOQ3G43X2R0qHp4eKCgoAAymYwpx+Xl5Txk9vDwwPjx4zkGk6ygY2Ji4OPjg9raWowfPx5SqRRVVVXw8vLC9u3bsXPnTjQ1NcFgMDBz6tlnn0VmZiZefvlltLa24vXXX2e2VWBgIObMmYPOzk5kZ2fzrO5OHneC0TsA/MbtdscDSAfwhCAIIwFsAXDK7XZHAzh1+/8BYD6A6Nt/1gPY+T99Axo2FhYWIj8/n6l0jz/+OLZt24a4uDhMnz4dTU1NCAkJQXV1NZYuXQqFQsGqOwCM31ME4KpVqyCRSBAWFsb+GyQyoAMeGIRFyPaWuLPNzc24ePEiPv/8c66wyWdDJBKhrq6O/XYIsiHLAFKZtre3Iz09name1HXQcKypqYmpZKTizMvLQ2dnJ4elE0OChp4OhwPt7e1ob2+H2WxGXFwcD5ITEhJw8OBB5OTk4Mknn+TWta+vD1lZWVi+fDneeecdaLVapKWlccVy+fJldHR04N1338WOHTuQnJyMvr4+pKSk4NFHH2WFZk5ODm8OoniRFsFqtaKtrQ0ymQydnZ2wWCz8/vr5+WHbtm0AgOPHjyMjIwPTpk1Df38/3n//fQDg/Nivv/4aO3bsYDEL4ZZFRUX8e549exZdXV3IyclhhWVsbCxTYO12O37/+9/Dbrfz5fRzrW2qcHft2gW32830yfnz5zNd2OFwMAGB1siIESPY/IwM0IgJQrBBcnIyx/eRYrmiooJDx8vLy9HZ2QmpVIpNmzbhueeeQ1NTE1555RUolUps2LCBK1datw6HA2azGQCYllxaWorg4GC28e3p6cG4cePQ1NSEwsJC+Pr6sh0DdbgEK4WFhTHESji82WxGf38/H4S0RkirsWbNGq6qr127xtYLK1aswNWrV2E2mxnvdjqduH79OkN1RH548MEHsXv3bl6fYrEYPT09kMlkkMvl6OjoYEfKmTNnMhzmcDhQXV2NjRs3QqvVslaGVO/p6el8oVKC21A1rVarRVRUFFJTUzFlyhTU1dVBLBajsbERdrsdsbGx0Gg0ePXVV+FwOGCxWFBRUYGUlBQ0NTXxz0zny549eyASiTi+87vvvoNOp0NISAgXQnfy+P8M3QiCcBTAjtt/prnd7mZBEPQAzrrd7lhBEHbf/u8vbn9+GX3ef/ecEonETZQ5wuri4+O5nSFhB/lpkMub2WzmBUZhH97e3my4RGwTnU6Hjo4OXhj0oIqDKuQJEybghx9+4KEmKT+p7aWDnjDgyspKDmvQaDQIDw9HQUEBY3pUsQz15Fm8eDEyMzNhNpuZTTRx4kScPHmS/SwoDaq1tZWHX6SeJX48bRyJRMKbnH5u4KewcGqpaRhMnc9QP5Le3l6sXLkShw4dYniJNtrt94etnAlWoNeO8mb7+vowbdo0HDlyBEqlElu3bsWrr77KhxmxQ6qrqzmOjQzXSEDk7e2NsrIyhjGI0qdSqeBwOIaFrtABGRAQgPfeew+rVq3iTWw2mzFu3DjExcXh008/hV6vR3V19f+MY/4b1japvrVaLdPkyG3yd7/7HX71q1/xzCc6Oho1NTVQqVRobW3l9U7wy5QpU1BVVYVXX30Vt27dwnvvvcfW1JmZmVi5ciUaGxsZbycGCV3KTqcTL7/8Mv74xz8y3CAIAh9odDhLJBKMHj0aJpMJNTU1OHfuHBYvXoze3l6EhoZyJevj44Ouri6e4YwZMwbXr19nhWl5eTnPyYZqL2w2G5YvX45Dhw6xCJCCRmhOQLRfWmuffPIJ1q9fz/RHijqk/FmFQsHVtclkGobN9/f3w+l04u677+ZZFrHYSDHf1tYGDw8PjB49GpcuXQIAhsbEYjHmzZuHS5cucWfZ2dk5jK4ZGRmJnp4ehIeH49q1a5BKpdwBEfVaJBJxkhT9jkQFpyG4UqnEiRMn8NJLL+HcuXN48MEHkZWVxQlXFNZD867bEZP/u/RKQRDCAKQAuALAnxb47b/9bn9aEID6IV/WcPtj/+2DJtsikQijRo2CSCRCRUUFuru7UVpaym8utZIWi4VFCzRdJ9m1j48Pent7MX78eACDAy4yjKIDl1gz9OKTcvPq1asMkYwYMYJxUjqkZTIZ+3jU1NRALpejtbUVcXFx6O7uRktLC1NCKctWo9HwsHZgYADff/89nLfDR/r7+2G323H27Fm+UKgSpupj/PjxePDBBxlfpWGdzWZDSEgIXn75ZU6+mjJlCr+OQ/3vh9ILg4KCEB8fz5a4NpsNarUan376Kex2OwIDA/kSAcCXGw3aKMmH9A6JiYkwGo0YGBhghk9vby82b96Mu+++mzccHVYTJ07kOQp1K1arFcHBwejo6EBQUBCLfIja2dPTg/j4eNTW1jJjRSqVYtq0aTCbzVi9ejWioqIwMDDA+HNBQQH7rJOQ5+dY24Ig4L333oNSqYRIJEJ4eDizaYqKipCZmcnxi6TWJJrrUBM4GrgeP34czc3N+Mtf/gK1Wo2kpCQkJSVh5syZ8PDw4IqTIhbJ93zy5GLD0xIAACAASURBVMkQiUT4/e9/z4e8SqXiQ4vYXhTOodPp0NLSAqVSiXvvvZfzCRoaGrBx40YOuZkwYQJuv07o7u7GXXfdhdTUVMyfPx8AkJqaiqeeegr33HMPd8YA2FKE2C5EeKBCj9YuMMiG279/Pzw9PZnvPmbMGHYCpZ+XvF9iYmIQFRUFLy8vLFiwAHK5HNHR0dixYwdsNhsOHDjAeoK0tDQepo4ZMwalpaXw8vKCwWBAYGAgQ2enTp3C8uXL0dnZienTp7O6nYoiclCVSCSYM2cOzGYzWyHI5XIkJCTAy8uL2Tg010tLS8P999/PNNru7m7MmzePTeiuXbvGupi+vj7YbDasW7cObrcbLS0twzrnf7kO77SiFwRBCeAcgP9yu93fCILQ6Xa7vYf8u9ntdmsEQfgOwDa3233h9sdPAXje7Xbn/tPzrcdg+wsAY7RaLVOYnE4n4+cymQzJyckoLi5m/Hyobwr9PzFVAgICIBKJ0NTUxDTBtrY2drekA5QqKKPRiL6+PrZ7Jb9wsmMYCsvYbDZMmTKFwxfotaMUoKioKJSWlvLvSHasdBB3dXWxxJosBIhuRhuJ2j+6fGgATPCWSqVCaGgoH9KjR49GSUkJD1TNZjMSEhKYbdHT08MhJVQ5E9QCAOPGjUNZWRm0Wi1rB2gW4XA4MGLECK6I6GIlnB4AXyo0QN2xYweefvppuN1uFtNQd6HRaAAAJpOJLYWnTJmCxMREbN++HU6nk1kmNEcBwLMVX19f1k4kJSUhPDwc33zzDeLj47Fs2TIEBgbiqaeeYjk/XXK3FYn/bdXz71zbUql0jIeHB6teo6KiOOLO5XIhJSUFN27cwNq1a7Fnzx6EhYVxVCC9xhUVFfDz84NGo+E1T4pnPz8/GI1GxMXFob6+HjabDYIg8B4h7DkoKAilpaXQ6XQQBIEPJdo/dMCGh4ezW6OHhwcHhD/55JPIyspCcXExnE4nAgMDodPpUFZWhrFjxyIlJQVGo5FtHGhuFhMTg6amJkRHR8NutyM3Nxf+/v5souZ0Ovnip+KNTO5o5kbRkmQFMFT9rlar0dzczDMw6gSJr0+zA+oqZDIZDAYDKisrmX3U3d3NayskJATt7e3MlNPr9airq+Phscv1U+IUqZVVKhX0ej3rasgHKCgoCM3NzTCbzZgyZQq2bNmC1NRUrFq1CoIgIDMzEyKRCFVVVVi8eDHKy8vZFoQsW/z9/ZndJgiDlt2dnZ0YOXIk6uvraSbwv1PRC4IgBXAYwGdut/ub2x823m5rcfvv1tsfbwAQMuTLgwE0/fNzut3uj9xu91i32z1WuC3iSUlJQX9/P/uAEIOitLQUERERCAoKGhZHZjAYGBdXqVQYP348ixeIlkeeH319fVCr1Vi9ejW7+BHl7KmnnsJXX32FwMBAhiYCAwPh7+/PVsFWqxVyuRw//vgjV9cRERHD2EAlJSW8EfV6PQYGBqDT6XhDORwOpKWlwWq1cgVDn5+cnMz0MtoowODFRPS2vr4+mEwmFBcX81Q/NzcXfn5+vGmoms3Pz2f5upeXF1O76NKgyujSpUtwOByoq6uDRCLBo48+ipSUFHh6ejIuS8NWutgkEglXpYTJU3X+zDPPDFNwkhUzOfxRxi4dSFVVVdixYwcP3dva2ph9Ra9bR0cH1q1bx9AcdQknTpyAXq/HrVu38M477+Cxxx5jeikVDJ2dnT/r2qZDhlwd6+vrYbVa4ePjA7VajcmTJ0MsFuOvf/0rXC4XSktL+fUmD5ZVq1bxAU2HeGtrK2bNmoUpU6Zg1KhRqKysRE9PD7RaLcMdNIgViUTcjZH+Ijo6Gt7e3nwRKJVKzJs3j9Wk9H38/f3ZzbS1tZXXbVNTE/Ly8qBWq5GcnIxPP/0UX3/9NVpaWuB2u+Hn5wdPT09UVlbCbDYjPz8feXl5fPG63W5MnToVwcHBkEqlWLVqFVOByTb74sWL6Ovrg0ajgdPpxMyZMzFr1iyGpBITE5k6HBYWhoGBAYSGhrLQkeDF/v5+LkQsFgvq6upYJEYmbUTWaG5uZnsQYHgQyuuvvw4AqKmp4ZBxAEy9Hj16NO/z7u5uVFdXY+LEiZg0aRKuXLmClStXIioqCvPnz0d2djaSkpIgFosRExPD1h5NTU1ISkqCwWCA0+nEtGnTEBISgqCgIHh7e3Oh2tjYyLTzO3ncCetGALAXQInb7f7zkH/6O4C1t/97LYCjQz6+5jZDIR1A17/CMIGfmAllZWU8PJXJZOxiR+no9MuTorK5uZnhEbvdjsLCQla+Op1OrpLlcjm0Wi3S09Nx9OhRTtEZGBjAwMAA9uzZA29vb3z66afM3e/s7GR+L0E9AwMDMBgMbANAuZhDgw7kcjlCQkJgtVphMBg475PsBgoKCnh2kJSUxHLmW7dusW1qf38/c48p4s3LywvJyclQKpVsFkbOeUajETU1NTCbzczJT0pKwvHjxznqUKvV4ubNmwgODkZUVBTMZjPz5KmVb2trw+eff459+/bxAJCgmv7+fmYaEfsjODiYxU+enp5cFRIEYDabUVZWxkNfonjSBiQeNgWWEJNmx44dTD8dMWIEXnjhBVy6dAki0aB1LNkVU8VH8nOi6J4/fx4Wi4VnJP+CdfNvX9tUGev1ekRERADAMJO969evIygoiA8IjUbDtgbEvsnJyUFgYCBSUlIQGhrKr+GNGzdw4sQJ9PT0sCWI2WzmtbN27VpoNBr09/ejrKyMoUKJRIKEhATuoKh7aG5uhtVqRUtLC4v48vLyMG7cOLjd7mHMFWKiyWQyBAYGslhOLpejp6cHPT09XDSRI6yXlxeWL1/OUE1mZibeeustxMXFYe/evYiJiYHVamXNy6RJk+Dh4YGenh6EhYWhvLwc5eXl/H739fWhuroa06dPx5o1axjui4uLg8PhQEJCAhcHXl5ew5hh69atg16v50Ksr68PSUlJCAoKQlVVFesB6H1wOBx4//33MTQWUiIZTJlLT0+H3W5HVlYWRo4cidGjR0OhUCA6OhqfffYZKioqoNFoWGBI+bVEzRSLxWhubmb4WSqVwmQyQSKR4MyZM+jp6WF7cppX/Ss22f/rWv+foBtBECYD+BFAIQC6Pl7EIJZ5EEAogDoAK9xud8ftzbMDwDwAVgDr3G53zr/6HmKx2K3T6WC1WjFy5Ejo9XoUFBRgxIgRuHXrFudSkrpPIpHw8ESr1bLCb/bs2TzAA8A8crvdzi0zHUhdXV1QKpXsH9HR0YHU1FTk5eVx5UrDy6FuljT4EW4LsWjRO51O6PV6WK1WTqSh1lGpVDIjhKpUAMPS4WmAq1AoOAOUvLw9PT0RGRnJzCCqkMmdLygoiH1u2tvbodVquSuiy45gIpFIhFmzZqGyshJLly7Fn//8Z8TFxeHmzZusNKyqqgIwSIujwJf7778fJpOJjbEo9Wjq1KkoLi5mn3AKmCa4ZqjpnNs9aI9LBzaFlLS1tSEsLAy5ubnw9fXFtm3bEB4ejnXr1qGrq4tpkp6enjwwVKvV6Onp4Q5o/vz5OHbsGJzOwSxNvV6P7777DjKZDBaLBf39/f/Hrvi/sbYVCoWbmCWEv8fFxaG4uJihsOjoaPT19bFTJ7FgHA4Hpk+fjsrKSphMJl7LBImp1WqIxWJeRxaLBf7+/uy9LhKJUF1djYCAAN4nJNQjTxbK9qXZFTFPXC4XQ18EM9L7KBKJkJqaisrKSlgsFnh5eWH69OnIyspiSi911AaDAdXV1SycI8oxCa1iYmLQ0dHBkCKxf+x2O+szADBkSCQF+reIiAgONyEblYqKCu48qqurERISwoSLl156CS+++CLq6+s5eEQul7PYTqFQ4OTJk5gyZQp3yACwb98+bNq0CTU1NSxyI/iN2GCkO6FsiIqKCvj4+KC+vp7x+fDwcOTk5OD3v/89Dh48yNRrAOz9VFhYiJiYGCxcuJBZRlQoRUVFMb0VAF3e/xmCKU9PTzf5apC3hMViQVtbG5uY0YsoEom4Yk9NTYUgCLhy5QoP6Uj8QTgtcU1JNUrQBTFXCJMHfgqoSE5ORkREBI4fP87+2OSpTiyHu+++G4cPH2bWz9Ahbm9vL4u4yLedBGCklPX392capnBblUf0TsIpqYUkbJG6FGrpSdBCG5EWHj0fMY6kUinL1anjaGhogIeHB8xmM0vAX3nlFbz33nuYNGkSKioqIJFI0NnZyd7oRP2jwTL98fLyYoiE3DNv3LgBs9kMlUrFrB1iRZB/91AhFsn2BUFASEgIb9ahhwbNAogFpdFoYDabkZKSguLiYhw7dgxLliyBSCSCwWBAdnY2R0H+XMpYhULhlslkWLBgAc6cOYPk5GTk5eXxENFut0On0+GRRx7Bhx9+yDAA/d5ENiD4kTrUjRs3stiGLt5bt25h6tSp6OrqwnvvvYfZs2fz4D4xMRGFhYXD5i/kFkt0WTIx02q1aG9v5xmTIAxGOHZ0dEClUuGJJ57ARx99xOuC/KF8fHwYw6dihXBwogfTvqDBLFlhkNc6XX5URQuCwJqBxMRE1qm0t7dj/vz5OHHiBMgdVKvVorKyEgEBAThz5gzuvfde5OfnDysY6YKcOnUqzp8/j2PHjuGFF15AWVkZ250QKYEuQIPBgKamJsbkHQ4HJk6cyPYHRJ328vJiY0CaJQiCgOTkZMjlcly+fBl1dXWIjo5GSEgISktL2QKlsbERCoUCvb29CAsLQ0dHBzw9PbmY7O7uxoYNG3DXXXehrq4OTzzxBFJSUnDp0qU7Wtu/CK8bgi927drFVqAtLS1809GNSXAI0erEYjEKCgqYkWMymVjEQTe6t7c3+9FQxeDv74958+bhtddeY5YKHYIymQwlJSX4xz/+gU2bNqG9vR1FRUWsWrPb7fD19cUPP/yA6Oho7N+/n8UXgiCwz4bVauXhIwCmYtEwluYIVJlTBU9++DTJH8oUWrRoEX7zm99wYDcNpQiCEYvFeOeddyAWi3H//ffDYDCgvb0dDQ0NkMlkSEhIwHPPPcdfSwcudQPvvPMO7HY7zp8/j+rqapSWlqK3t5fxSjLP6urqQnd3N8MjWq2WYZ3w8HCo1WpERkZi5MiR2LlzJyQSCQIDA7F69WqsX7+eDxWCEMgCgOYBNTU1TMcjWMPlcqGzsxNPPvkkkpOTERsbi97eXgQHB8Nms+EPf/gDli1bxjBUbGwsIiMj+eD4uR4ulwvh4eE4ceIErFYr2tvbOcJPEAZtpBUKBU6dOoUlS5awh1JgYCB+/etfw+VyYerUqez5TxX/9u3bcePGDbjdbkRGRqKurg5SqRTZ2dloaGjAggUL4O3tDU9PT8yePZvpxpQi5eHhwYwUgr2GGgiOGzcOfn5+DH0R60osFjN7JT4+ng9lu93OFWxkZCRbDgA/0X5JVER7jSAmgiumTJmC2NhYpiQbDAa+MKKjo1FVVcUago0bN7KVd09PD9ra2tDe3s5dY2JiIhISEthfn6zPfX19sWLFCmRnZzNTjQrJgoICtLe3Y9GiRbh+/Tqee+45/OlPf4JWq4Varcby5ctZm1NQUICw20HlZEOxaNEiREdHY8GCBfD09OTu9datWzxkTUhIwMKFC7lr7uvrQ1NTE5RKJftQUfdKugbyhNq1axe2bt2K5cuXw9fXF7Nnz75j+OYXUdGLxWI30fQSExNRX1+P3t5ebgt7enrY9yI5ORnZ2dmIjIxERkYGvvzySwiCgLCwMJSUlGDJkiU4fPgwJ7t4enpCKpUiLS0NhYWFaGtrY34++bsTZNLV1YX+/n58+umneOCBByCTyRASEoL6+noeFFEgg8lkwsaNG3HgwAF0d3fDYDAAALepNTU1AMAbZeTIkaitrUVXVxeSkpKQn5/PMA51GMRdp2qOIJ/x48ejuroaJpOJoSTiMNPgk4a6Hh4eeOihh/DUU08hLS0Njz32GP72t7+xmGnSpEkwmUzsCUNMnJdeegnvv/8+TCYTw0wAGG6ivymZRywe9CCvq6tjGwm3281BCoShikQixMbGcmYtZdUSn1oikSA2Nha3bt3i6jMtLQ25uYNEFmqvGxoaeAiuVqvR0dHBISYk/ycKLUEPgiAgKioKBQUFP5sFglQqdWs0GlZK63Q65Ofnc/VMVtZULRPjKzY2FlarFQkJCSgsLGTbiqamJrY0SElJ4TQwp9PJa4L45XSgEsxJJAGZTIbjx48jNTUVQUFB7LnjcDhQX1+PuXPnorq6GikpKbh48SKnkJHy+N5778W5c+egUqnQ0NCA+Ph42Gw2FBUVccKVWq1m7jeZllH3PGPGDDQ2NqKqqgqjRo3CjRs3ODnO5XJxwhrZcIhEg0lwy5cvx44dO2C1WuHv7w+j0cgH6B/+8Ae8+OKL8PPz47kPETpyc3ORnJzMe4w696EFEgmgLl++jKCgIIbIKPTcbrfzzCo5ORklJSXw8/NDYWEhR2AqFAr2n6csDIJmpVIpAgIC2JM+ISEBxcXF6O/vh7+/P55++mm8++67TLrw9PRESUkJEhISoNFoYDQamQBSWVnJHfGd2nv8Ig56lUrlttvtGDlyJAkAMGLECFRWViIsLAwWi2UYjXLo4Ug8Vwo58PX1ZVOuMWPG4MaNG/Dx8RmWFkPwi8vlYj+aoZAO8NMBfejQIdxzzz1MbaKBokg06C+v0WhYxLNw4UIcOXKEua0GgwH19fVs50qMEupQBGEwyem5555jCiGZQxF3n/B1tVrNzxsSEjKMHhcTE4OysjJuj6ndNZvNmDFjBk6fPs1t4enTp/Hhhx8ynk0DURqkkQ8+ceQpS/OfIZQlS5ags7MT1dXVWLJkCex2O7Zt28ZVIw2fZTIZ28KSkRbNWsjDgzYltfAEGZCwJCQkBG73oBe5RCLhw6S5uRnR0dFoa2uDl5cX09BoMB4dHY1r167R0PpnOehFIpE7JSWF4Zj77rsP+/btg4+PDyeS2e126PV6vP7669iyZQv0ej0AoLi4GMDgrMjf3x+tra18qZK/z8qVK3H16lWeZUyYMAGXLl2CIAicOkbDW2I6icWD/v09PT04deoUli5dikOHDkGj0WDEiBGora2Fh4cHQkJCcOvWLYwePRoFBQVMDAAG50uU9kaML3pv6cI/efIkRo0ahaqqKowYMQJdXV28v377299i9+7dsFgsuOuuu3Dz5k20tLTAZrNx/itpVSIiInDz5k00NDTAYDAgOjqaVdkPP/wwDh06BIvFgjfffBMVFRWorq7G+fPnERISgvvuuw9//OMfOU2K9hYleaWnp/OsgQrKiooK6PV66PV69Pb28vkgl8uxbNky/PDDDyzgjI6OBgBer5WVlSzm8/X1hdls5nOLOqby8nKEhITwBQ2AA+NPnDiBrVu34vjx40hLS0NycjJOnjzJFilSqRSenp544okn8MUXX6CwsPCOoJtfxEEvlUrd6enpyM/PR1FREWbOnAmbzYZnn30Wf/nLX7iKJlOt+Ph4XL58mQcsS5YswcGDB/mAI2xfEAQWUBH+RxWwRCLhypAuDqoYif9KClJ6MwRBwPTp0xEQEICenh5cv36d/Suoeurr6+O0HZJV9/X1ITQ0FAMDAzAajfx8QzFSWgxOpxNjx45FUVEREhISUFtbi9bWVkilUoSFhcHhcLDK0e12o6enB3PmzMGlS5eYZkeDLKp6RSIRt4Fbt27Fzp2Dyn2CjyhF6sEHH8T27du5upswYQIuXLjAl6Pdbsf8+fPR1taG+vp6npUQB5kyOgVBwLJly3D48GEAQEpKClQqFQoLCznYhIZp9JpTteh0OhEcHMyQETE9xGIxUlNTmalAtsfU4hJLi1wOY2JiUFpaypBae3v7z5YwFRMTw6KXpKQkhrwIy6VihXQPADi7lyjEJSUl/8fF6Ofnh4ULF+Lw4cMs6R/Ki9doNDzHIYjv5Zdfxuuvvw6dTofe3l6MGjUKpaWl8Pf35xAOP79BfRjpT8hKurW1FWq1msV+ZMtAQiX3baV2a2srRCIRHn74YezatYsHmm63myMkXS4XO0iqVCpUVVUx7ZkGnFTskN99XV0dvvvuO3h6eqKlpQUfffQRHnvsMdbIeHh4ICMjAwsXLsTevXtRUFAAlUrFEaDEJCNWHL0nlPNaXV2N4OBgWCwWPPXUU3j77bfZVVYmkyEqKorjTSdOnIi8vDxmHpWWlg4rHDUaDbNziHLqcrkQHR0Ni8XCZoK9vb2IjIzEkiVL8OWXX8JqtfJlOmXKFOTm5iImJgZFRUUAwGlzEokEs2fPxqFDh/73ePT/7ofL5UJ+fj5UKhUmT57Mh/DZs2exZcsW2O12rF+/HkqlEm63m2XWvb296OjowIULF3hQ2dTUxPguReNFRUVBq9Wy3JjUbFRl0WEDDEqmiREgFouHTd6J5fL999/jxIkTaGpq4rb4oYceYn/poqIidHd3o6enB0FBQYiOjkZDQwM/ryAISE9Ph5eXF5xOJ5YtW4YpU6Zg7NixkMlkuH79OhwOB/Ly8njwKhINZoWaTCamKyqVSvj6+iInJwfh4eHIzs7G0qVLWSrt4eGBlJQUHpQmJSVh69atMJlM6O7uRlpaGmw2G9LT0yEWi/G3v/0Nvr6+bCWbm5vLcBAN7I4fP86hHoSf2mw2jB07FpmZmWxH8cUXX6C/v5+hk2vXrvHlGxoairCwMJbfe3h44Nlnn2VRWWtrK6qrq/nzlUolq0YzMzN5IElUPsL6afbi4TEYLA0AkZGRd6we/Hc8nE4nLBYLD/77+/uRnZ3NMAAVWunp6bBarYyNU0FQX1+PK1eucGYuAHIsREtLC3v9EHOLChpBENgKgJhoXl5erIxtbm5GdXU18vLyYDKZ2P72+eefR2pqKpvj9ff3o7W1FV1dXQAGmWwHDhzg+RJ1yZs2bUJnZyfTRgFg//79DBmR+IvEeuT8Su83dRrU0VLIRkBAAA/lDx8+zBGfgiBg3bp1HMNIrqlqtRr79+/H5cuX8eSTTzLMFR8fj8TEROh0OjQ1NSEgIIC7D3JxJafWpUuX4sMPP0RGRgbq6+uRl5fHynmdTgeNRoOsrCw0Nzejp6cHN2/exL333guNRoPExEQmGTQ2NsJoNLJKXhAEGAwGxtaJidbe3o63334bLpcL8fHx8PDwQEREBDve3rx5EyNHjmR9ia+vL1wuF1tT38njF3HQy+VyfPvttywGMJlMmD17NsrLy/H8889DpVLh6NGjKC4uRnd3Nz744AMeOH711Vfsd+7t7c3VzsDAAHp6emCz2VBWVob29nYWXqhUKlaSEi+YBEqE0w+1u+3q6uIbOTc3lyESGhDLZDJ89tlnrMIbGBjAxIkT4XQ6YTQaWeVLFwfBEEQdO3LkCM6dO4eioiLYbDbY7Xa88cYbLLSRSCTsKDhjxgyMGjWK+bf081dWVuLpp5/GkSNHuFLu6+vDjRs3eABcXFzM3jEpKSm4fPkyAGDv3r1cOXZ1dSEwMBB9fX3o6uqCXq9nrHRotKO/vz/Cw8MhkUjQ3t6O7OxsxkFPnjzJ1LySkhJ0d3cjKiqKO66VK1eiq6sLO3bsQEpKCrq7u/HGG2/Abrdj3LhxLDSjS5n8yTMzM/HII4+gp6cHJpOJecVkWV1bW4sjR47A4XDg7rvvhlwuZ+bEz/Wg94HUl52dndi3bx9XyVSgXLx4Effddx9qampQX1+P+vp6jB07lqvcyMhIPP/88zywpmKlvr4ebW1tADCMbUa5BZSa5Ha7cePGDbbtVqvVCAwM5DmJ3W6H2WzGn/70J5w5cwZ79+5FZ2cngoKCIJfLeQ/4+PhgyZIlaGtrY475gQMHsG3bNo4BlEql8PX1xdKlS+F0OjmzlboA8mpJSEhgWPDjjz9GbGwsX1jjx49nb5/i4mLs2LEDc+bMQXFxMUJDQ1lUSOEbZCL48ccfo7KyElKpFG+++SaampqQkZGB/Px85ObmIioqCpMnT0ZDQwP6+vqgVCrhcrk436K9vR3BwcHo6+vDDz/8AC8vL8yfPx979+7FihUreIhK+Rlr1qyBWq1GZmYmjEYjioqKEBAQgMrKSsybNw/btm1DV1cXli5dColEgszMTPz4449Yu3Ytdzjd3d24fv06Y/8RERFsKEfMpf7+frz11ltYvHgxfH19mZE3VIn/rx6/COhGLBa7ybpAJpNhypQpOH36NCtIq6qqkJycjLa2NsyePRsNDQ24fPkydDodp+XQgUA+Fbdu3WI/idWrV+Pq1au4evUq+4cAYEUrbRry2iE2A1VGWq0WISEhyM/P59bOarUiLCwMY8eORU5ODitoib9McAzZ7dIMIDg4mLF4WmD0vQ0GA4xGI88hqBobKoe/7777sGfPHhgMBvbWjoyM5FQsEoqUl5dj//79WLlyJStciR5GF1FxcTFefvllZGVlISsri4eYSqUSycnJqKur4+ERdSJ0UZAqjyTqjY2N/H7Sz0/tt1gs5gzNuXPnQqVS4cMPP2SXxs7OTgQHB0OpVKKoqIgrs87OTsjlcsyYMQOlpaWoqqpCfHw8SkpKAPwUxpKamoqCggIolUqYTCbuNKiC+8c//vGz+tHT+zNq1CgWAJ0/f55fE29vb0yYMAGZmZnw8fGByWTii/z+++9Hbm4uWltbYbFYMHr0aOTn5/PapozegYEBluaTmAwA4+oul4svGolEwoI7qmIBYNSoUTCZTGhuboavry/a2tpw4sQJPPbYY0y3JXohQUednZ0ICAhAaGgorly5ArvdjrS0NFy7dm2Y/QDx8AlO7OnpgU6nQ2dnJ/PHnU4nd6J2ux0TJkyARqPBqVOnEBERgZkzZ+LixYvIy8tDaGgoWlpa4HQ6sX37duzbtw/Xr1+H3W7H6NGjuaD4/vvv+etramoY+ujr60NlZSVGjRo1jFlGFgfLly/Hzp07cebMGaxevZpnF1qtltc6kQBIsV9ZWYnQ0FAIgoDm5mYsXryYh9lVtlH8rQAAIABJREFUVVU863jppZfw7rvvYmBgACEhIfx7LFy4EF9++SWHAZFquaKiAi6XC1FRUUhOTkZOTg5SUlKwe/duxMfH39Ha/kVU9AB46NHf349jx47BYrGwD0x4eDh7SJCM3mAw4LPPPhvWGhI2TAcVCXMOHjyI3NxcpKSkMK2Not3oEKXBZklJCRITEzFx4kQEBwfD398fVqsVOTk5EIvFqK2tZczfZDJh165daG1tHSY7d7lc+PLLL3noQwfl9evXWdHm6+sLq9WKxYsX8xtKVcaBAwcYJzcYDGhra0NaWho+++wznDp1CnFxcSyKIZhGIpFg/PjxEIlEWLNmDcRiMZYvX85VH/leE6+/qKgIGzZswO9+9ztkZmZi9OjR7BPkcDiwdu1avPDCCwAGjdDo8tqwYcOwHFu5XI677rqLIR7i/cbGxjLktGTJEmZDfP755/j444+5daUDqqamBjdu3MDAwADTL6mLun79OpqbmyGVSvHAAw9g7dq17DHidDrZfIuqThpInz9/nrULP9eDhqYeHh74+uuv2U8oJiYGCQkJWLp0KfR6Pc6fPw+tVguTyYTp06dDpVIhJCQEBw4cQElJCbq6upCcnAyTyTRMnU0wpU6nAwBWkdPMiWZNZG9Namp67+jAJmU5OS2OHz8eCoUCBw4c4KzXoYIgMkMThEEXWRLzZWRkoKysjKMNiflERmAUC0iX8sSJE2GxWBAfH48HH3wQjY2NGDt2LCQSCS5fvgx/f39s3rwZra2tKC0tRVFREdRqNebOnQtPT0/MmDEDzz//PBsDOhwOZGdn47vvvsOmTZs4SKWsrAzd3d2oqKhAW1sb3G43EhMTmVxB8xFBENDW1oadO3di/vz5eOKJJ2A0Gpn3bzabhw1YU1NTWRypVqvxm9/8hg9ugm5KSkqQlJSEESNGQKPR4ODBg+jo6GCl8oIFC2CxWDiQhMRYAwMDWLlyJatv3W43GhoasHTpUrS2trJG5k4ev5iKXqFQIDY2lg/yuLg4JCcn4/Dhw6zMrKysRE5ODqc4EW2JDmpqc4a6yhElkOAHLy8vDAwMICEhARUVFTxAJRHOkiVLkJmZiT//+c/44x//iPr6ekRFRaGoqAhut5txdTpQzp8/jwULFkAqlWL8+PGoqqrCwoULsX37dt5s9PNFRESgoqKCcVSqbIbCMKSwAwarC51OB4vFAh8fH5jNZhazqFQqaDQaNsAie2aj0QibzYYRI0bgypUrSEhIYG6x0WjkzTdnzhwcO3aMvw9V4UMzeq1WKzOeqAP5wx/+gM2bNzO2PNSYayhnXSKRIC0tjROTiMJqsVj496UcXKVSiYGBAWbPCIIwLGDay8sLcXFxuHbtGmfzEuRBLB9BGAxipzlMamoqKioqoFQqiaHxs1T0YrHYrdVqERQUBKPRCL1ej9TUVHz33XecRCQWi6HRaHDfffdh165dcDqdXOEOZV+RjQLBcTTEJdyZXi8ASExMxM2bN9mvZtSoUYiOjsaBAwcwd+5cnDhxgsV3LpeLzeL0ej3DIdeuXUNqaiqH9RCd0Wg0Ijk5mTMCSDBIxVJgYCB7twwlOQz1n6EKlXQZ/f39mDRpEkpKStDQ0MC2w11dXVi7di127dqFEydOYOXKlZg2bRp+/PFHAGA4iHyiqDggJlBFRQXCwsIQGxvL0KhCoUBoaCjKysowYsQIhIaGoqioiMViJFQj6/GsrCzG2Ak5oIKOoGKyARGLxTCZTNyZHTt2DK+99hquX7/O3T5BahT0PXfuXDidTo4jLS8v5+9FjqQXL17E3XffjW+//ZbXeGJiInJycu5oGPuLOegJO9Tr9ay8MxqNvIionRvqJkfG/+TwRoq8xYsX4x//+Afjf0QtU6vVCAkJQXh4OE6ePImpU6fi9OnTAMDsGqfTiZSUFOTm5rJ6kTBAgnqIhy+VStHS0sLQDqnZWltbERUVxVhhX18fTp8+zVUIDbZmzJgBu93ODCKqtAgmoQOSmER//etf8etf/5o3m06ng9FoZMqayzVoNfvUU0/hxx9/RG5uLmOQiYmJuHz5MlatWoUdO3Yw/5guQ5fLBa1Wy747KpWKlch0eNCFoNfrERQUxHx5urho8SckJKCgoAASiYQZDcBgUlBkZCTHqul0OvT19TEM9Le//Q3Jycn48MMPcfDgQc4bUKlUsNlsiIqKQnR0NE6dOsUMFLJcGDVqFMrLy5npRB0RCcLuRCb+73h4eHi4PT092eqBqmi73Y5Zs2bhypUrsFqt2LJlCy5dusRkA4VCgaamJqYNE7e+vb2d2WdmsxlSqRSlpaXYtGkTjh49ivT0dBQUFOCLL77gTot0DwkJCbBaraisrOTYSXr/CKf38fGBzWZDeHg4AgMDeT5WVlaGMWPGwO12s8UGcfUdDgemTJnCneP999+PRx55BMuXL+dwDSqMwsPDmRpLitDx48cjJCQEV65cYZU0zTY2bdqEv/zlLwwBWSwWyOVyNiQbmrHg7++P9vZ2Xm/08xFxoKenBxMmTEBERAQuXbqE6upq6PV67siH7jvqlGi/Pvzww9izZw9fXES1pq8XBAH33HMPDh06hMjISFRUVEAqleKZZ57BV199xVkLRA/29/dHc3MzWlpa4OPjA4vFgoaGBowfPx7l5eWQSqVs9VxfX4/y8nLYbDYsWLAAbW1tSE5OxtGjR2G1WtHY2PifcdBLpVI3tYaTJk1CQUEBDztpMNPT04P6+nro9Xp0dnZi9+7dWLZsGWOeVBFTgDHR71wuFyZMmIArV66wanKoBQIdjqSwI6og3dYZGRk4deoUV7Dkt0L4OeGWAJghotVq0dLSwpRLAGwpS0MkqmrVajXzi+liIsoiReTJZDI88sgjOHv2LNrb25nzCwwGGFOVT5atJDJJTExET08Pqqqq4Ofnh7CwMB5ONjY2DpO3WywW9tVvbGzkxU5MEXqtiBus1+u5iqTZAInKyG7aZDKxKZ3b7caKFStw6NAhXL58GRs3bsTVq1f59Vy9ejVqa2tx7tw5jnUMDg5mdS8xpGhAONRalpgTFPbscDjg7e0Nq9WKmJgY5Ofn31HV8+94iMViN4W1azQajuhbuHAhvvnmGyxZsgTZ2dkIDQ1FcXEx48VutxsBAQGoqqpii4q5c+fi9OnT8Pb2hlqtxvHjxzFp0iQsW7YM586dY255TEwMNmzYgM2bNzMEFhgYCJlMhpqaGm73e3t7MWbMGDQ3N8NmszGMoVarsWjRImzZsgUTJkxgOG7WrFlobGzEjRs34HQ6MXHiRFy4cIEdGGtra3k+MGvWLAwMDHCIB7He6HIaSosmzyryqiHPJJvNxgJHyjNoamrC2LFjma8uk8mwdOlSlJeXY+rUqTh+/DgqKyuHUaOvXr2KP/3pT1AoFDh27Bg6Ojq4Q6WLChgsZJ544gns27cP06dPR25uLiv0yQGW5hlqtRpmsxlr167F559/zlYONC+JiYnhlC/yz9+8eTMefvhh7uLpodPp8PTTT+PVV19FTEwM2traYDKZ+EK/55578MMPP/BgPS8vDxMmTMDChQvJsuE/56CnrEqlUsnsm+7ubnR0dGDmzJm4evUqT+zpgKUkKW9vb1a4arVa1NfXQ61WQyaTMUZJggdiAZC/PDEayENDIhnMz2xvb+fw4Pr6eohEIqhUKjakIjoX8eOJATI0xEGpVMJisUCtVsNoNHLCPVUOxAAifi5tqJiYGISFheGHH35gaKSiooJ56yqVCuHh4bh58ybzpb29vTmakLxFaEhNHtzR0dE4ffo046rEBKIqhjB2sjWwWCxISEhAXl4eX0JUzdFFN3RwTJuHWlSqInU6HS5fvjwMOwYGXUu3b9+O119/nWEXSonq7e1FfHw8wwOJiYkoKSnhMBin04lXXnkF//Vf/8UQhN1u526J7HO1Wi1OnjyJtra2n+2gDwoKgs1mw5YtW3D27FlcuXIF48aNQ25uLnp7e7niFoRBO+zIyEg4HA5mFtFrrFQq8eijj+Kjjz6CzWbjTOTu7m5MmjQJtbW1XCl7eHjg3XffxcaNGxEQEACFQoHCwkK88sornENKECTwU7LbpEmTsH79eqxbt45teCkAZGBgAFqtFsHBwbh16xa7ZnZ0dLA/PilbaW8RtZWKI3K99PHxQWBgIHx9fZGXl8eYvZ+fHxwOB4xGI3POGxsbmY1C+RT0mhiNRr4kgMH4Q5PJhAULFuDixYt88Pr5+aGoqAjR0dGcbkZeTuRRRXvzgQcewCeffMKQGRWR9DoRwrB+/Xps376doc6uri4oFAr4+fmhqamJ1zBFoDY2NqK/v5/1K0OFYdu2bcMnn3wCu92ORx99FG+//TZefvllHD9+nGE2YBASpcI1MTERFy9e/M8RTHl5ebndbjc++OADvPbaa+zg2NDQgKlTp6KnpwcrV67Eiy++yLcrMRPIrY+qf8LmwsLCeKPQxUDqU2IDEFxB9gCCIOCRRx7B3r174e3tjfT0dJw6dYod+0JCQpjHSoubfK5JLq5UKtHX18cdxfLly3HkyBGOW6MFStV0UlISysrKhmGdRGejyouCSohWRwexr68vf4x+V7lcDl9fX1aJTp48GRcvXuRqCQB3E/QabNy4Ebt372a1MOHp9DNNmDAB2dnZXP3Q0JkuE9pMQ+me9HvS59ntdnh4eOC5557DW2+9xRftyJEjmXtNLn3kVpqamorCwkKIRCKsXLkSu3btGhb4TZCTh4cHU/2An7xVYmJiMGbMGHz77bcwGo0/K0ZPXRG5adL7V1lZyV7jdBg8+uijeOaZZ7Bu3Trs3r0bL730Et555x3I5XKEh4fDarWioaEBcrmcHUspho8qXy8vL4YSw8LCUFRUhJiYGDQ2NjJTzcPDAwEBAaivr8eIESNgMBg40Y06utTUVBYDeXh4cILXUDyadB3kkEk4dElJCT744AMWzjU0NCAkJAQ6nQ6FhYUQi8WYNm0aP7/ZbOZ1TmE5pIImxtH169c5IB0AWltbMWHCBOTn58NgMKCoqAjBwcEc7jJp0iRUV1dj5cqVuHnzJo4fP87zPLFYjIsXL7J2h87CofuN1vLQ4TXN6miuN7QDmTlzJnJzc4d1Llu2bMH+/ftRW1vLlyslTUVFRaG6upr1ORkZGbyGh2b50nlBRo0AsGHDBrzzzjt3NH/6RbBunE4nlEolsrKy0N7ejtbWVn4zbTYbqqqqcPToUYwePRpWqxVPP/00Zs+ezVmXdMD7+PggNjZ2GByycOFCjB49mpktjz/+OEaOHAmRSIQ9e/YMw97lcjk+/PBDBAUFYWBgAH19fRwqHhcXx51BR0cH5s2bh7a2NoZQ8vLyAICHZLSQSkpKeMBI5mRUKdGl0NfXh5EjRwIYZLjYbDZMnjwZwKAnN7lfDmU+pKeno6ysDNXV1cjIyOCOY9y4cTCbzVi6dCk2bNiAS5cuISkpCf7+/oiIiIDztge5XC6Hj48PpFIptm/fPswSghavwWCAQqHAhQsX2L7W29sbHh4eTFUlq1yasfj6+rJRFVWphJHGx8fj7bffhq+vL1NOiSNfUVEBlUrF32f+/PlM0TObzfjoo4/YmpgCXsiDxGazQalUIjY2Fp6ensyoKi8vx7Fjx9De3v4zrOrBB8F6oaGhLN6hEJ26ujoEBQWxU+ulS5fQ2NiIjRs3wu12Y9++fTAYDPjggw8wceJE7gjVajXCwsJgNptRVVUFq9WKyZMnM0RGkYr33nsvXC4XysvL8fjjj3Nn5+vrC7lcjps3b7K/TFJSEnJzc3mdKRQKpKamoqqqig9noklSN0tzHmLHkWMj0VvHjBmDPXv2MJwYExMDu92Oqqoq7hDPnj2Luro6DtIggSI9L+lhaC/R3qF5h16vR3FxMRwOB0pKSnhNzpgxA3K5nO0h3n77bVy9epUppU888QRGjRqF2bNnIzIykucUFExOzC06VGn+RJU1dSr08/T398Pb2xvZ2dkwm81QKBTYs2cPw84UZxkZGcnMI5vNhry8PL4wMjIyIAgCM7OIgSORSDB27FjuqFQqFWpqanDkyBGo1eo7Woe/iIOeaIiZmZks9JgzZw6cTieqqqoQHR2Ns2fPoqysjB36jh07xo58NpsNJtP/Q917x0ddpvvf75lJTya910lPINQgVZFQBRWFFVGxl2XdtRxQObou2F6rrLpYdtfdlXUtgKKLqChFQHpvgRgCqaQ30iZ1kkx5/gjXtcn5nWePv9dz9nF3/hGNZGa+3/t739f1uT6liTFjxhAYGMj+/fvZuXMnbW1tfPnll5w6dQqDwYDValUhg9FoVCdIGZBYrVYSEhKwWq3U19ezZcsW0tPT6enpoaamhgcffBB3d3f8/f3ZvXu3bjLd3d2EhoYSFxdHbGys+sIAlJWV0draCgwsCkmNl/CQ77//HpvNxvHjxxVLvf322zl8+DB2u53w8HA1GpMhntFo5Ntvv9UNee3atTQ3N+Pt7c3hw4dxd3fn888/55133lFBRmdnp3qnSCxbTU0NXV1digdHR0erL01vb69y0wWWETaI3W7n9ttv105H3kNYA76+vjQ2NnLzzTcPCYQ+ffo0drtdPdnNZjOA+rRI5F5fXx/Hjh3Tik4k89JmZ2dn6wEplNCQkBAKCwvp7OyksbFRqzJJM/qxXrGxsdx5551q17xp0yaWLVtGaWkp+/btUx46DBz8zc3NqnDt7++nvLyctrY21q9fj9Vq1aQmCaR/4YUX6Onp0ZyACRMmqBuqpC91dXXx8ccf09LSQnV1NY2NjQQHB5OamsquXbvw9vbWfNVrrrlGc21ramoICAjA5RqIths7dizCIOrs7CQ1NZVhw4YptVk4/D4+Ptxwww3Mnz8fh8Ohh5rAoEI4KC8v5/rrr9d/X7JkCenp6TgcA1Gi6enpPPnkk0o3XLVqlTpeyhqXYazYZzgcDj777DMOHjyohaIMWsPCwvD09MRisbB//37OnTtHZ2cnxcXFeHp6UlBQoPMeoUX39PQoDVKM83p7e7n11lsVIpOqv6CggICAANzc3GhtbWXJkiUUFxfz5ptvYrcPhNtfunSJNWvWaBKWdBJCVX3jjTfIyMjQQ663t5eEhAQKCwtZuXIlNptN74GkqP2Q178EdGM0Gl1BQUH4+/tz44038tVXX9HQ0KDUscFpQZmZmZSUlGgLKd7q1157LQcPHlR8FwaqqJaWFvr6+hg7dqwOaLKzs9m8ebN6sssAzGT6e4hDaGgoMOAt8f3336twSRaZh4cH4eHhVFZWYrfbyczMpKuri6SkJI4fP05fXx8VFRVMnjyZiooK9Xfx8fEhJCREp+iDTY2kUhIDNRn++Pn5UVtbS2JiIpGRkRw9elR50zJsEwWlbNwSzedwDPjIy9C1paVFIQ+BacQlUSTsd999Nx999BFubm7cdNNNbN68eYjfj3DDIyIitNqIiooiNzdXzdWEVy9B4o2NjWrzfO2111JUVERjYyOxsbEqLhGLZ2mPH3/8cfbv34/RaOT06dMqULFYLDQ3Nw/JAZC5jtPpJCcnh2+//VYHw1e6hB/N60aslFNTU/Hw8KCiooLs7GzuuOMOHnzwQaZOnUpTUxOnT59m9OjRhIWFYTQOhIYUFRUBA2lcOTk5bN++Xf1ugoKCePXVV3nkkUdUCJWSkkJsbCx79uzRvNennnqKV155BYPBQGRkpFpEPPPMM6xfv16pfXV1dZoMJhnCYsQ1ffp0DUsRVWxwcDDNzc16v2T2FBgYyKpVq3juuedUEChwxYQJE7h8+TIXLlwgJiaG1tZWNaQbHDwi0I1QHQddT2w2m9IkBaqS6vfpp59m7dq1mEwmzSv28fHBy8uLpqYmZaqJQd9gg8Pg4GDi4uJUUyDwYnJyssYQhoSEcPXVV7N582ZCQkKw2WzU1tZqlS722zKnkC5n8eLFtLe3c+TIEX7/+99z77338qc//YmlS5ficDjIzMxUq3Jh5wg9NT4+noqKCiIiIoCBQk30Dldoxv8eGL27u7srISGBtrY2bWPESx5Qjq/BYGDMmDGcP39eq3lhg4j/c1lZmVqjCp987969LFu2jJMnTxIfH8/ly5fVakBaNFmoZrNZKYXigijhHIAOZ8Qro7q6ms7OTlauXKlpTZ2dncTHx1NZWUlvby/l5eXq31NeXq4WAiNGjODMmTPaNg5mAUyfPl1FKK2trdxxxx1KO6urq9MgFJFJJyQkMHv2bD7++GMef/xx9QwXRa1sDIIVh4aGavK84OwWi0XDUGTiLwehVC333nsv69ev10NX2nLxAv/5z3/Ohg0bSEtLo7W1VQMVpOU3Go08+OCD7N+/X21WrVYrycnJlJWVDTmARo0aRW5uLhkZGepFLgPb9PR03XgkdWzWrFmEhoaye/duOjs7tUC44snyoyljr7vuOnx9fdmzZw8ul4usrCxaW1uprq7mmmuu4fDhw6SkpFBWVobD4VAGk8A+EkM3ZcoU8vPzsVqtap/b3t7OddddR3l5OZcuXWL27Nns2LFDB+IyUBS7bZkdjRs3Tm2zR48ezaVLl1T+Hx0dTW1trRIZfvnLX/LOO+8AAwZ1v/nNb5gwYQLh4eG0trZqRS4usdKpSYqVrOvMzExqamq4+eabOXz4MDabTWcNonERKFS+u5+fn657OejFBOzcuXN899132O12UlJSdIAtaVEiphTBmBway5Yt4/XXX1dGmAitRIQmcGNkZCRRUVGcOXNGmU8iUBQTNIEnAe22n3zySd555x3t4JcsWcLevXtpbm4mIiKCjo4OHR5Pnz6dJUuW8Pjjj2M0Gjl79ixz5syhvr5eufZ9fX2UlJQwfPhwAA05EQfNfxtlrJubmz6UgnnZbDaam5tpbW3VSryvr4+8vDx1Z4yPj2fJkiVMnDiRsrIyxRu7urp0QCTt0JEjR9QMq7S0VNs5WQgycRd8va+vj66uLg1EHsz28fT0pKqqCpvNRkZGBkajkeeffx6z2UxeXp6q13p7e6mrq9P2t7u7m/DwcIYPH05iYiKxsbF4eXkNGbIKPrhjxw4qKipUbv2Xv/yFLVu28M0333DixAkWL16spkxC61q3bh0TJkxg9erVOpMY/F0aGhpITEzEy8uLixcvqthEKhoRr8hmMGnSJJYsWUJUVJSyDSTE2sfHh3PnztHc3ExdXZ0Orvr6+mhubqajo0N9bv7whz/Q1NSkfv5vvPEGZ8+e5eLFi9TW1ioN7bXXXtPgGZfLRX19vfr1TJkyRWl8NpuNyspKnatIO/3pp58SExOjbCvpmH7sYubs2bPk5eVRWFjIjBkzFHp58MEH2bNnDzabjdLSUubPn4/FYqG/v5/4+HglCPT29pKUlKTEApmvCNR36tQpKisr8fb2JiAggHnz5mGxWPSgt9lsVFRUsGrVKj1si4qKeOaZZ5gxY4a6imZmZqpNeG1trfrqvP7666SnpxMZGcmePXuYP38+4eHhtLe3D3luYMAWoKGhgdragcx0EYMZjUYqKyvp6Ojg888/p7q6WtPB7rvvPp5++mmampoYPXq0BobLWpLBZHt7O++++y5lZWV8/PHHyniTblMUrJ2dnWo94nQ6CQoKIjMzU6/l6tWr9cCVqluGzRJEJKQAETrJOsrLy8Pb21ufgdDQUDw9PQkICNBgltdee43g4GAiIyMJDAwkPT1dqaelpaU0NjZisVjw9vYmJSWFHTt26KY92NxNDiCHw0Fqaqq6tQozD/5+IP5Pr3+Jit5oNLp8fX1xuQa8x0NCQpRKJz4pzc3NSqGU3MTBFLXBzpR2u52wsDCam5uZNm0a5eXlGlgsMX9ysFx5f12ovr6+3Hzzzaxfv14PCw8PDx3wil+21Wrlpptu4ssvvwQYsuGKGEJCgysrK5X77ubmxogRIygoKFAV6uOPP85LL72knHUZOsoNF+qgLNSwsDANQwFUxh4fH8+5c+fUtEoGWYBW6KGhoTrgkYGz0WgkOTkZHx8fCgoK+PLLL1m8eDF9fX3MmzePvr4+du7cqQve29t7yCC0v78fi8VCeXk5ixcvprKyUvFP+Y5eXl5KFRQa3/Hjx3WecfXVV9PT08OpU6eIiIhg8eLFbN26dYgCOjw8XHNLGxsb1QICoKOjA29vb+rq6njrrbd4++23VYB2hZb6o0UJirbDaDQOEZPFx8dTXl6Oh4cHWVlZVFZW0traqht8SEgIZ8+eZcGCBZw4cYL09HTa2tqoq6vTeyD2wRJJuHPnTnWdhAGoQ6BJcYKUDVEgERlsD84jEB2EHAyi9PTw8CAjI4N33nmHGTNm6AF/66238vXXX/OrX/2KNWvWkJ2dTW5uLk1NTSQmJlJVVaVzA5PJRHNzsyYniSDPYDCQnp5OcXExOTk57NmzR0WSra2tJCcn09nZSUNDA4GBgapVkQ167NixeHp6cvLkSZ0lycY5depUZbd0dHRQVFREbGyszkMA3eAfeOAB3n///SEeUwLltrW1aXfgcDiUbZOTk0NgYKAoVSktLdW0runTp3P+/HliYmI0G0Jo2n19fcyaNYt9+/axadMmFi1apHCSiLGEkjxz5kwSExPZuHGj+mVd8Tr696johdPr5uZGWloa+fn5eHl58cEHH2hsFvzd3L+kpEQFB8LxFRtYgUja2tpIT09XeEV48dIKms1mFi9erNFqkg7f2dnJ3/72N0wmE/Hx8YpzZ2RkKDc/ODgYk8nEli1bdEE899xzumjEeleYBAkJCVp9BQQESFgAdrudpKQk3nzzTfXZEAWwtLIyrLFarWp0JPik0AwTEhIwGo1UVVURERHBmjVrABQvlE1dYKi+vj71FXJ3d1chjTyMIq4ym81s376d48ePa9USHBzMvHnzeO6551Q9GxAQoCrEb775hqqqKrVbFV59VlYW/v7+an1w7NgxjYBMSEjg6NGjmM1m3NzcaGhoYM2aNdTU1HDvvfdqFyX72VpHAAAgAElEQVSVKQyErwhEIK32vHnziI2N5bXXXtNKPygo6Af7gfwzXgJrmM1m/Pz8FIs2Go00NDQQERFBVFQU586dY+7cuSxevJgVK1YQExNDd3c3w4YNIyQkBKfTSWVlpUIjYq176dIljh49Snt7O83NzVy4cAE/Pz+1upBNKSoqSj1qBiuu3d3dVb3d29vLww8/TEZGBgaDQZlTMMAyCQoKwtfXl5qaGubMmaMzmBkzZnD8+HH8/f154403mDJlCmvXrmX58uXKKhLfI/HiEZvpESNGqH+OmJw99dRTlJSUsHjxYpYtW6adWmFhIUVFRcTExCjlUGY6vb29FBUVceDAAZ3RSaHk7e2tg3qxOvjss88Uoxe6sBR7H374IbNmzSIxMRFA3SKFcCC0SbPZzEMPPURfXx/5+fl8+umnNDQ0cPPNNyt7rr+/n0OHDtHT08Px48eZPn06W7duZdeuXbi5uTF9+nQOHTqEh4cHt912G06nU+2qnU4nFouFiIgIZSht2LCBl19+Wdf34PnFP3r9S1T0Pj4+LqFYxsfHc+nSJYxGI2azGQ8PDxYtWkRubi4XLlxQT/drr72WY8eOqY+LVDWi5vTw8BgS1Dv4gkjVMG3aNPLy8oiLi6OiomKIb7mcona7XXndUVFRys8VnnZVVRUJCQn09PQo7i2c2/vvv5+3335bB8hOp1OZKsI5T0tLo6ysTDFqT09PbrnlFjZs2KAHiniZGI1GrWL6+/tZvnw5b7/9ts4NUlNTuXTpkgpvpK0TzwxfX18CAwMxGAwUFRXpNTEajUyYMIHDhw+TlZVFTU2NBGqTlJSE1WpVnrYchoK7Sidmt9uZNm0aR44cUSGN0zng+X///ffz5Zdf0traqpargKqcJWKto6ODNWvWsHPnTg4cOKD3QCwcXnrpJSZPnkxaWhoOx0BAyZkzZ/D09GTmzJls3boVf39/vLy8yMzMpKCgQM2jfoio5J/x8vLycq1atYpXXnmFKVOmEBgYqNBhbW0t3d3dvPTSS1itVt59912SkpKoqKjg6quvZt++fcTExKjPkug/BMp44oknePPNN+nv79cuQDo/SRSz2wcyR6+++moOHjyoSWXSZbW2tqqzo4gF29raCA4Opq+vT8NnDAaDzs/kfsiGf+bMGaqqqpRQYLVaCQ4OJiAggKysLHbv3k1AQIDCOaIjkX/OnTuX7du3k52dTWBgIOfPn+e1117jjjvuANBcXV9fXyorK3nyySd599131Suop6eH9vZ2pk2bRmtrK0VFRdhsNnx9fQkODtaAke7ubh566CG++OIL2traiIiIYM6cORQUFFBaWqqDZbEhmDJlCr/97W+ZNGkSV199NYWFhQpXiabAZDIxatQoDh48qM+HhI6IXYNQIjMyMvjkk08IDQ3l+PHjxMfHqzWG0+lk8uTJNDU1UVpayrhx4zS5rr+/n76+PhYsWMCnn34K/B2yuRI9+P99GGswGLyAA4An4AZscrlczxkMhkRgIxAMnAHucrlcfQaDwRP4CMgGmoHFLper/B+9h9FodAUHB6s6DRji8WGz2ViwYAGHDx+mtrYWp3PAZlim9HJyip+z0Wjk6quv1oGfsAHg74MtkfBL+y/GZz4+PjqMlZxa2aAGO/8tWrSIvLw8ioqKiIuL05i7wXi7n58fmZmZlJeXK/Yt8wC57mazmXHjxlFQUEBgYCDt7e2aCuRyuXR4Kjh0XFwcdXV1StdraWnRtvqmm27iq6++0oNg8EMtbKJFixbx+eefD5F+y8AnIiKClpYWFcwMdga1WCxUV1crnJWQkEB8fDxXXXUVR44c0TCYmJgYHXaLXYL8HqkcxWirra1Nh8HiBy4Y/YQJE5Sr73A4SElJob6+XtlGpaWlJCQk4OXlRXFxMQEBAYwcOZJDhw6RlZWFxWJh586dmvhjtVr/j4fh/4+1nZmZ6ZKIPBH/9PT0qF9/eHg4WVlZVFdXU1xczOXLl3nooYfYuHEjkZGR9Pb2UllZqetFaMCxsbFqZSGHupubGxaLhdraWi5evMi9997LiRMn8PDwwMPDQxlX4jzp6elJRkYGubm56qMjuhTxfq+rqyMwMBCLxUJZWZn64DQ1NTFy5EhKSkq0+BJvKDFXCwoKwm4fCPYuLS3VgJjTp08TExNDU1MT99xzD++9957GEM6ePZstW7YoLCvrRpS38tkFzrPb7SxdupTS0lIOHjyobBUYYLIZDAN5zcePH1dTvpdeekkLltjYWI0elcH11KlTOX78ONdddx1btmwhODiYCxcucM8997Bv3z4SExMpLCwEBqBe8ce/+uqrOX78uP7c3d2dnTt3snz5cqxWKyUlJbz22mvcd999emBK8fXoo48SGRnJs88+i7+/PwB5eXkAamUtneDq1au5//771fPqh8CSP2SjNwC+Lper02AwuAOHgMeB5cBml8u10WAw/Ak453K5/mgwGH4OjHS5XD8zGAy3AQtcLtfif/Qe7u7ursFe2pMmTdKAD7PZzOjRo/XE7OnpUcMwqYplGv9fjcCqqqpUrDNixAg1YhJfEdnEbr/9dr7++mv6+vpIT0/HZrNRXl5OYGAgTU1NOBwOhVHkgZENSvA9Yc2EhoYSEBBASUkJBoOB5ORkAHWkk8UkFMSQkBCloA1+CMVHBP4OT8lB47piqiTDyI6ODlVDDh7AyWcUhkxxcbGqCwVSEOGKqB2lqhHfHuli3NzciIqKGhKb6O/vT01NDQaDgfDwcGVHyCBXTLq8vLxYvnw577zzjoYa33bbbXzwwQcqmhK2gzy8TqeTYcOG0dzcTFtbGzfeeCM7duzQ7y/fy2Kx6Gbn6emphlKyqeTl5Ylj5n+30f/T17abm5srNjaWsLAw1VNI4WC1WhkzZgxTp05l3bp1uhFff/31CnOcO3eOtrY2tYb29vYmJiaGHTt2kJqaqt0coD+fN28ep06doqqqCi8vL630+/r6yMjIoL6+ntjYWIKCgjh06BCpqakUFRVhsViwWCycOnVK5zgCqQ52y7z33nt5//33gQGmyZ133snWrVtpaGjQCls2MdGMiIBx7969jB8/HpfLxd13382nn36qh5TVatXvI26tYrEwOPTbzc2NsWPHqmZk1qxZbNu2jXHjxnHhwgWdS/n4+ChdUyxQxIbDaDQqfdLPz0+H3OKWKsHr6enpHDlyhAULFrBp0yYA9RqqqanB5XIpXDtmzBj27NlDWloaRUVFapEyefJkNm/erIWVh4cHzz//PE888YTCtV5eXkRHR1NYWMhvfvMbPvroI1V7V1RU4HK5yMnJ4fDhw2RkZFBXV0dDQ4MoeP936ZUGg8HnysPwMLAViHS5XHaDwTAJeN7lcs0xGAzfXvnzUYPB4AbUA2Guf/BGRqPRNWnSJKUxDRs2jKqqKvLz80lNTVW4Q07BoKAgxo0bR0lJiVLABnuhy6YrVbWwOGRanpKSQktLC+Xl5epCN2vWLPVjiY2NxWAwcO7cOUaOHElVVZW2wnfeeScbN25UhoxsTuvWreOxxx6jr6+PZ599lpUrVyqUJBuz3W7n7rvvZtasWWzZsoWtW7fS1dWFj48Pr7/+Os8++yxRUVFUVFTogVZeXk5kZCQVFRX6fqKUbWxs1GFnSkqKYv+DDxNx4ZNBr1zHMWPGcPHiRTWyMplMbNiwgcWLF2sYxX333ce6dev0u4qyMz09nYsXL6rVgAQ4X7p0CT8/P4qLixk1ahTt7e2UlZVpFf7OO+8obzg0NJSgoCBSU1M5ePAgY8eO5dChQ8oyMBgGPPtFjDUY6pJQGcHtRXV78eJF+vv7mTNnjoaad3V1iUndP3wY/llr28PDw/Xkk0/i5+fH119/TVFRkXqcSP6oBHgIfVQ2O+kQ5Vq0tLTo/fb29la8PyAggMuXLyvTJjo6mvz8fB0mSjcrGaUA2dnZHDlyRMVxUvTIwRsYGEhXV5eqtwHNt5UBqHi6yPq++eab9dkQ4eMjjzzCu+++S2RkJCUlJSQlJallg8yIpMOV2UNERISKlIQfL6I7gbCuvfZa9u/fr6Hz/f39LFy4kK+//lrFU0bjQJhPXV0dgO4JggQIgUP2lcGwV1RUFFVVVWoxceVeatc/f/58rFYrJ06cYOLEiezYsYOsrCxl10g33d/fr89yY2MjHR0d+Pr6Eh0dzeXLl4mKisLDw0ORCGHhdXV16cFjNBqZM2cO27dvx2w2U1lZSUpKCr29vWL2978zjDUYDCaDwXAWaAR2AaVAm8vlEgu2aiDmyp9jgCqAKz+3AiH/ze/8qcFgOGUwGE4B5Ofnq/glLy+PlpYW4uLi1BQsMjKSuLg4HA4Hzc3NnDp1Si0PZHqfnZ2tlEJhd9hsNoVvfHx8WLhwIbm5udTX1xMZGakV4uHDh+no6FD3vIqKCoKCgpg5cyY+Pj5adX/++ee6MXp5eeHm5satt97K7bffrpXaRx99RHR0NEuXLtUhr5+fH7GxsVRWVvLYY49RUFDA1KlTlamTmZmpA7rw8HCcTqfi7eLUB+giEFzP5XJpa+3t7T1EORgSEjJkIHflngCQm5urD5hsJhs3btQ5QlhYGJs2bdLBr+CpDoeDCxcu4OXlpUyP3t5eCgoKWLp0KT4+PkyaNElDMoRaarPZeOCBB/Sgunz5MsXFxXz77bfEx8dz+PDhwWtDOc7izyPWtJ988gmenp7ceOONQzzQxSXQzc2NgwcP8pOf/GTIzObHWtt2u50333yTiIgITS4zmUwKz0lXJZ5J7u7u+Pr6MnPmTFasWKH5B+IhAwMbTl1dnbKg5HoJ2WDfvn1ERkbqoel0OtUs0G638+CDD9LW1qbzEhnax8fHDzGpE5LCqlWrMBgGsn5TU1O58cYb6e7u1o5Z3E8//PBD3nvvPY4ePYqXlxe9vb28/vrrzJkzh6amJm644QYaGxsxmUzk5+drJqy/v796z3t4eCg9V2jBd9111/9xDw8dOqSwqnzev/3tb7peBebw8vIasrGLCjkuLg6AmTNn4nK5GDlypGo3+vv7tYsNDg7mjjvu4KuvvmL79u1s27YNk8nE9u3bee6557BYLHz11Vc4nU5KSkpob2/nl7/8Ja2trXR3d5OYmMjvf/97SkpKtOMFuOuuu+jq6iI/P1/zBSZMmEBraysdHR2EhIQoQQNg27ZtmrcbHBxMSkoKGzZs+MHU4f/bij4Q+AJYBbzvcrlSrvz3OGCby+UaYTAYzgNzXC5X9ZWflQLjXS7X/6vhiMlkcolxv7jeibGXLBgROknOqpx8BoOB1NRUHA4HpaWlqoaUyjYiIkJNm8T5UFKMBIaR1jYgIIBp06axd+9e+vr6+OCDD3jggQe0YhgxYgQXL14kMjKS2tpaxZ6FuSOy9I6ODk2fT0pK0qq2o6ODrVu3Mm3aNOX49/X1cfXVV6tviXivWywWrVwHi7rk7wz2ehfXQJPJRFRUFEajURWqgLJurtyPIUIaUR+vXLmSFStWsGzZMp577jmmTZvGmTNndB5gMBg4deoUzzzzDMeOHdPBtZ+fH6mpqVy+fJnLly8rM+fSpUskJiZSV1fHjTfeqMZWwhWWA0j+DGiuQFRUlAqeAI4ePcqkSZP0s9vtdiZOnKhwmMASg1OPJMwkKyuLo0eP/o8Dq3/W2vb29nZJiIbNZpP1jsPh4KmnnmLNmjU6MJSDVIb/ZrOZ/v5+QkNDsVqtSqmTl7CzhOonHjVSNcr69vT0VDx3y5YtzJ07l2uuuYa+vj5NrxLmm6+vLz4+PnrthVcusNiRI0f0mTSZTDoDEcFXTk4OtbW1ClP4+fnx6aefkpKSoj44nZ2dFBYWMmvWLI1IlO8um7McXmKFUFlZSVxcHIWFhfj7+9PR0aGwqRicidBMioRJkyYpbu/u7k5LSwshISG4XC4mT57Mnj17VCFrNBrJyclh165dLFmyhA0bNtDQ0KCpbB4eHtx111309fUxdepUli5dyhNPPMFbb72lPv5r1qxh48aN7Nu3T0WIAJMnT+bAgQM6OxM6tzzLMosU/YpcUykmJ06cSH5+vvrex8XFqRjtimDtf5de6XK52oB9wEQg8Er7ChAL1F75czUQB3Dl5wFAyw/5/ZJjKdarwlF1Ogfi8Nra2rSK6enpYfz48cyYMYOCggKqq6sVEujr69NKvrq6WjdJLy8vYmNjyczMVFGIeGGEh4djtVrZsmWLYoUPPPCAbkaCh3t4eFBeXq52AzabTWlXJpNJMzAvX75MX1+f8qSF6nfjjTfqQyBtYEJCAgUFBUyYMEF9bXJzc1WdK4HPIhaSBdLe3k5FRYXa165YsYKKigqtboODg/VaORwOIiIiGDlyJCaTiYULFxIVFaU8/4cffph58+bxxz/+EZdrIEjaarUSGBioHcakSZP49ttvVVouG3RbWxvt7e36QGRnZ6t3uMFg4KOPPmLMmDH09PRoOx4cHEx4eLhqA1wuF5mZmcrOaGtrIzMzk/j4eNLT0wkPD1c8dNasWeTl5XHVVVeRnJyM1Wqlq6tLrR5EzdvW1qb21j/W2r6iXNTBs4eHh+LEr7/+Oi6Xi66uLoYPH67r1mazERQUxKOPPorRaNRgDLmfAmmJH058fDwJCQlMnjyZUaNG6T0RW9z4+HgNd5k3b55y8Lu7u3Wo6+fnR1ZWFqNGjaKzs1PvTUREBE6nk3vuuYcvvvgCLy8vFi1axOuvv052djbHjh0jLi6OjIwMVq1apQVXcXEx33//PWFhYdx5553akS5btoy0tDSFZ6WDENhVoFchLwwfPpzy8nI1LbPbBzKRs7OztVCRQf7g6xcVFcWJEyd0TibWD+LpvmfPHhYvXqziy9jYWHbv3o3dblcfqfDwcIWNo6Oj2b59O3v37uWZZ57RsG673T5E4V1ZWam+TAkJCQB89913CkW5XC5lvMkMUmZsvb29ymJzOp3q+7Rnzx5qamoICRloHqWb/r+JyPwfN3qDwRB2pdrBYDB4AzOBC8Be4JYr/9s9wFdX/rzlyr9z5ed7/hGGCegDfMW3gZiYGPz9/dW3eXCbLtxYu93OwYMH2bJlC4DCGKJGCwoKwtPTk3HjxunFCwwMpKKigtOnT6vwR2AYWVhSJYgUfTA2ePToUa0YJSNy1KhRBAYG0tLSot2CHA7wdy67hFxLpSR4n4eHB9u2bQPg2LFj+rPMzEz8/f31hhuNRvLz8wEUp3U4HEyYMIGWlhZ+97vfsXbtWsLCwnA6nZo5KqpEo9FIXV0dhYWFxMXFkZ+fT2VlpSb1eHh48NlnnymeecMNNwCoZ8jgzcLNzU0dOW02G/X19Xh5ebFp0yZqa2v56quvsNlsPPzwwwQHByunW6CVBx54gPr6eqxWq+KiISEhXLp0Sa+10A/r6uqGxCjed999BAUFkZ2dzf79+zly5Aj33HMPYWFhHD9+XA3bYmNjVbUow+wfY21LNSyQotPp1AxeQDfw22+/XSX6LS0tjBs3jp///OcaCBMZGal/V8Ry0uG1t7fT2NjIrl272LdvnzKjpFK1Wq00NTXpRig4+4ULFygsLMRutxMZGUleXh7nzp1TFaskqIn1QkpKCg6Hg7/85S88+uijWK1WMjIyKCws5JFHHmH37t3s2LFDC4sHHniAyMhITp48SUBAAL6+vqxatUrzICTYHBiiZBd7gNraWjo7O1mxYgVRUVEMGzYMl8vFgQMHdL7R29uLv78/Z8+eJTs7G09PTx566CGdiRmNRsrLy+nu7iY6Oho3NzeysrJUB+Pt7U1zczOvvfaamhu2tbXh5+fHwYMHCQoKYuTIkWoxPHXqVE6fPq0VucvlYvTo0TgcDp5//nkKCwvJysrSxDkpzJYtW8bUqVN1nvbYY48RFhbGddddpyyl0NBQ1eW4ubkhbC2Z83V3dxMTE0NpaSkOh0M7xB/y+iGsm5HAh4CJgYPhM5fL9aLBYEji7xS0XOBOl8vVaxigrK0DxjBQ7dzmcrnK/tF7mEwmV2ZmphpVTZkyhaNHj2Kz2Rg/frxWeGLyExsbq9mogxkYgFYqErQsQ1gJ5pg8eTJ5eXm6wJxOp/Lcxefey8tLfTxkGi9KVVmUI0eOJDY2lvz8fOrq6nRQKcEKN9xwAzt27FAsXQ4BqWTz8/O1vZOWVg66K9cdQHNWpbUdfBiJ93x1dTVms1kpaMHBwWqdILCNQCQCKfn4+DBjxgx27typGxAMHLrvv/8+999/v7aY4uInkIPBYCAoKEiHdHFxcUq/rKysVB6/cL5FNCVCE5mZSOUCqIpwxYoVrF69WiE6Nzc37rzzTtavX8+8efPYvXs3fX19jBgxgnPnzjFixAjc3d3Jzc3loYce4uzZs/T29pKbm6uH+BWF8H/Huvmnr203NzeXpGiFh4erwlo6oJCQEKKiorBarWolYTQaSUpKIjIykvPnzyuLRdwtTSaTpmvdddddfPvtt/zsZz/j5ZdfJiIigoCAACIiIjhw4AAOh4OkpCS6urro6enR4b9sQMHBwZpdIPdaPu/Zs2cZPnw4b731Fu+//z719fU0NTXpzGrkyJE8//zzrFmzRhltwpSRImL27NmcPn2a8PBwvv/+e2JiYpRFJMZ7srF7e3vr2gHIzMyko6NDKboffvgh8+fP13lBS0sLV111FaGhoWzevFntkUNDQ6mrq8NgMDBnzhwOHTqk7DHp4A0GA3fffTcbN27UbjsuLo7Ro0ezYcMGtROvqKhg7NixZGZmEhERwYcffjhkc7fb7eTn5yv7S6y8AwICqK6uVrLCCy+8wNq1a6mvr9drd/HiRbVo9/Ly4vHHH+fXv/41gYGB+Pj4UF1dTU9Pj94vMceT5Lns7Gz27dv3v8+6+We9PDw8XKGhoSQkJDB+/HgdunV3d3PNNdfwwAMPsHz5ci5fvqxY4mDPeavVysSJE4mOjlYRlfjjdHV1cf3117N3714VDdXV1WnFI14ckkwkN082Xzk0hBculDUZQHl6eiptTuiVElUmm7tUXzJ49fT0JCQkhNraWnp6erjlllvYsmUL7u7uyjCRTVF826WCd3d3x8fHh9jYWAoKCoiLi+NXv/oV7733nuLkIs0WemhPT48KiCwWC+3t7dTW1hIaGqqUVfG9cblcKigTYZdYUUi6TU1NjUJSUuXLdbTZbNrVTJgwgc7OThISEti1axd3330377//vkrM5foaDAZ1TbRYLENyZAFt6VevXs3KlSvJyMjgwoULOJ1OEhISuP3223n77bd1QxSXUPFJaW9v/0Gikn/Gy2QyuXx8fFTAl5SURGNjIxcvXiQrK4vg4GCl0Q7OMpCDUKpvqd5DQkJobW0lKCiI5uZm5s2bR2Njo1bichjDQLX7i1/8gtOnT1NYWKiak9GjR3PkyBFmz56Nh4cHn3/+OdnZ2eTn5xMUFERMTAxnz55VGw1/f/8h7LbU1FQuXryI2WxWPxwvLy+GDRumzC+ZLZnNZnVIlfSs6upqHSIKjCksMYnoM5vNDB8+nJMnTxIcHMz111/P9u3bcTgctLS04O7uzpgxYzhx4oTO60QPI0Kp+vp6AgMDaWhoUBqyQHuuK0p1gfVkzhUUFCQmeJhMJlasWEFycrI6cQrFeezYsRQWFuJyDVgMDx8+nPr6es6ePUtiYqKqdd3d3YmLi+PgwYNs27aNZcuWaVCOy+XiP//zP1m7dq1279LldnV1kZKSwr333ssbb7xBbm4uaWlpQ5hUgYGBXL58mfb29n8PCwTHlQSZ6upqTp8+zXvvvaee0CdOnODuu+/WLFA/Pz9gwMNcIBxxNzxy5Ihi5ocOHcJsNuPj48P27dsJDQ3F5XKpslUqZD8/P6ZMmcItt9yim3JYWBj9/f1MnjyZ3/3ud1RXVzNmzBgqKys1sWfChAnY7XZddNKKd3Z2atUlD65QxGTTbWpqIi4ujs7OTmJiYvjuu+/UtEmgkfT0dAIDA4mKitJhjZ+fH8OGDaOjo0MFXhUVFTz99NMcO3ZMDZpgYOGKL4jNZuPs2bMqggJ0aNfQ0KDdkrBo5s6dqweexWJh+PDhShM7fvw4Fy5coKura8jQOzAwkJ6eHj0wDx48SFVVFQcOHGDHjh309vby7bff0t/fz6ZNm+jp6ZHQbg3wFkm5bHBubm6sX79eDad27twJwLlz54iKitIYthdeeEEfzldffVWrS+GAS5f0Y71effVVPeSTk5NVUOfr68v58+eVdSKHuGyCAu8FBwfrNd63bx8BAQHKXtm6dSu5ublkZWWxdOlS7RSio6Ox2+38/ve/p6ysjObmZpqamli4cCG7d++mo6ODTZs2sXfvXnx8fFQfERgYyMmTJxk5cqRujgLnyfNWXV3NypUrVb8idN0LFy4o0cFutzNq1ChWrVqlnwmgsLBQv3tPT4+Gl8igUnDs4OBgjh07RmxsrK6dxMREzGazhtbn5uZy+fJlurq6OHnyJPfffz+jR4/Wwkz0MEajUUVWws6TDFuZL2VnZ+t9kYLBYDDwm9/8hjVr1lBeXq40y97eXuXnt7e389hjjxEbG6tuu56envodnnzySRobG/nVr37Fww8/TH9/v1qne3l58fLLL5OWlkZwcDAAiYmJOscqLi7mhRdewGYbSK5yOgc8+1NTU+np6eHll1/W7ud/ev1LVPQmk8klebHt7e3qjy2TZ2lfZNIup58wc1wuFwEBAbS0tOhmJtibh4cHo0aNoru7m7i4OHbv3q3TfYfDQXp6OtXV1djtdn7yk5/wzTffYLFYKCgoICYmBg8PD4qKivQEl9NY4Ivm5mZSU1Opr6+nu7ubtWvX8tBDD+F0OnXxfP/99wo7ZWRkUFVVRVJSEvX19bp4IiIi8PX1paysbIgKsqenR7niWVlZnDp1SjcvedDkoImPj6esrIx58+YNMSHbt2+fGiKVl5dz22238cknnygMI7CRyTSQnSkWqAJ9ieukVF1PP/00r776KgCXLiqve+gAACAASURBVF0iNjZWN6jU1FTNrl24cCEfffSRsj5aW1tVYh8VFYWfnx9FRUW4u7trNSafQWYh/7XCveOOO9i9ezd1dXUkJiZq/KDQQp1OJ9OmTSM3N5fm5mbefvttli5d+qPZFHt7e7vE+rqsrIx3332XN954Q+mJL774Ip988okawEmXKE6pISEh6u4qlfGKFSt47bXX6O7uJicnh6qqKiZOnKiinOjoaMXYY2Ji6O3tpb29XVXd7u7ueo3lvSQvWZ49IT4Ipn3mzBkCAwNVOJeXl0d0dDTe3t6UlJSQlpamHaMMJMVlU0gW4tUkUF5fX59y8iUisbKyUudzchgYDAZuueUWNm/ezPz587l8+TJnzpyhv7+f3t5eoqKigIHiIicnh8bGRoqLi0lKSlJdAoDlSryoCKrEx16UqX/+85+x2+0KJcmg9I477uDTTz/VTkXsGFpbW4mKilJIKy4ujvT0dI4fPz4ku6K3txdPT09mz57NY489xptvvsmWLVtISEjAzc2NqqoqKisrGTFiBCaTSQPJk5KSCA8Px8/Pj4yMDP7whz+QmppKeXm5sgTr6+vp/wHh4P8SFT0MnJILFiwgKSkJl8ulp15fXx+rVq1SLw/xeBYuuZzufn5+QyyGm5qalLN99uxZCgoK+O677/Dw8CAlJUVdMW22gfzM9PR0tmzZgsvl4uLFi6xbt46GhgbKy8uJjo5WtoTARImJiQQHB/PKK69QWlpKZmYmJpOJBx98UGcGubm5nDhxAhjwg09NTaWrq4vRo0eruZLBYGDUqFGkp6eTkZGBh4eHhoAInVQ40mfPnuWOO+7QqkeomYGBgcr9tVgsfPPNN8o8MJlMzJs3Dy8vL2Uv7N27V6EAi8WimLngkiLsALjuuusYM2YMQUFBSsl87733iIiIwGAYkJeLmvW6667jwoULtLe3ExYWxt/+9jc1aQoLC1NIxmg0Mnv27CEbeWtrK3a7nZCQEMaPH092dra+H6DGcH/7299oampi/Pjx6l9vtVrV5tVkMrFr1y71N3riiSd+MNf4n/mKi4sjKiqKF198Ufni4hEvVtHiuAhoQSPVZX9/vwaor169Wl1OxfP/lVdeUYhHXFJ9fX2ZNWsWBoOBffv2kZOTowJCh8PBzJkzdVAu3exg2EyYanl5eRqc0tDQQH5+Pl988QXe3t5aMUvMX3l5OSNGjFBDQHHAFAZZZ2cnPj4+BAQEMH/+fMLCwjCZTFgsFj0cxGFWhrqenp4UFhbS19fHF198oeu4q6uLNWvWUF9fT11dnara7XY7cXFxhIeHK3ljwoQJ1NXVMXfuXIVuBCq6fPkyzz//vGpRgoKCCAkJ0QDzr7/+mqysLNasWUNjYyNhYWHYbDZiYmLUgTUiIgJ/f39Onz5NcnKywrZdXV3qTrp161YWLFigMxFR7hoMBmbMmEFkZKQiBCtXrlQblj179vDXv/5VD+jY2FiGDRvGpUuXfvD6+5eo6I1Go0sUfna7XVtPSYK/ePGiXviSkhJcLpcGdYeFhSnVENDK32AwEBYWNgR7HzFiBI2NjdTU1Kh3jdA5+/v7+eSTT1i5ciVWq1UrGgkaMJvNCgcIhh8dHa02ojExMUNMkfLy8pQWKSlVMTExNDQ00NTUxBtvvKFDrNDQUHx9fWlra6OtrU15wtIqS8Utg1ipnCMiIrj33nu5dOkSr7/+utofW61WdTyUayGbuCy8wRauQvuzWq0aTiKhLIAGhfv7+6sJloi4/P39iYmJoaCgQJlOYqss9ghikyvJSfLd2tvb+fzzz1m2bBkA58+f5/3331dpuOWK9bH433R3d3PzzTdz6tQpWlpa6OjoYMyYMRQXF6s68dVXX+XZZ5/lxhtvZNeuXcyePVuEND9aRX/vvfeyceNGvLy8NIxbhFHt7e0kJCRQWVmJ0WgUS2Xlk8uQ7re//a0WMYLNAmRkZFBSUkJkZCQhISHk5+frGvH29uaZZ57h5ZdfxmKxqGVzW1sbXV1dZGZmUl9fj8PhoLu7m0OHDnHttddisVgAaGlpUVfSwTMtgRmsVithYWGMHj2akpIS2traSE1NpbCwkPr6ep577jlef/11oqKihpADkpOTOXPmjM5mMjIyaGlpoaamRj1okpKSWLJkCX/6058U4mloaOCee+5h7dq1hIeHqwYmMDCQ1tZWpk+fzs0330xYWBjLli2jrq4Od3d3goOD9XoBGi5000038cc//pGoqCjq6uq0gw4PD6euro6ysjKysrJISEhg1qxZ5ObmUlZWpuQIsaUYLEoU9X14eDgFBQUqlLTb7aSnp7Nnzx61VxAPovr6ery9vSkuLub6668nKSlJE7iOHj2q+oDAwEBmzJjBiRMn8Pf3p76+XhTz/x7DWKPR6IqLi1NOqlQCwmXt6OggLi6O7u5uNd2S9CdR/wkTQVovObFFhGMymXj66ad56623VHgiZknr1q1j4cKFJCYmaiK9QCImk4nY2FhaWlqw2+2KgdvtdkaMGEFISAh1dXXU1NQoXgkD7JXp06fz3XffERoaqqrE/v5+goKC1Ndk5syZ7NixQ6EX6WTEB1tSd0QlLNWWiL/i4uIoKSlRmwOBuoRJIBCV/D7pYKRSEnjMx8eHrq4uPZyE5SHv5eHhQUREBCEhIZw5c4bHHnuM3/72t0McMB0Ohx6skusqCULiolhVVUVQUBBubm7Kw3a5XEyZMoVDhw7p8FcGjzKcevHFF/ntb39LSkoKw4YNY+PGjSQlJdHS0kJqairnz5/HYrFgMpk4f/68KiOlEv6xoBsvLy+XQFci7BJxjNyvqKgoiouL1bdd6MajR49m+fLlPP300zQ2Nip/WrQlgEZtpqamYrfbuf7661m7di1tbW0sWbJEZfMChTQ0NJCTk8N3330HoMNeucdjx47l7NmzOpgUDr/AduInYzQaefvtt/WziSW12WxWYVNERATJyclUVFSIVJ+0tDT6+vo4d+6cdqrp6enqyir22eIrJRW+zNMEnhVygxQuXl5eauDn6+vLtGnT2LZtG6NHj1ZTwTFjxjB+/HjeeecdtQZxOp1qs+3t7U1YWBgXL14kPj6eZ555hqeeemoIaiBQ8fDhwzWVS/IpbrjhBnx9fXnuuee45pprdHh68OBBJVhkZWURFBTE9OnTWb16NatWreLll1/WYkgGuFJkSfaG7ElSpEnH5e7uTltb278HdCN87NmzZ2tV/8477yitUSwJpA0USEYoTrLwJdZPrH09PT2V324wGHjzzTdxd3cnISEBk8nEddddR2dnJ7fccgtOp5MLFy6QlpaGy+VS+wAvLy+qqqq0/RQrAX9/fxobGzlz5swQ3E88PoxGI4cOHdKADjm9xfTJx8cHs9msWaiAenwIdu7r60tvby+xsbFYrVZ6e3tZuHAhZrOZlStX4uvrq6laYmksAg+n06m2DAJrfPPNN1oBDVbu9ff36/xj6tSpOgAMCgqis7NT+dfJycmcOHGCn/3sZ/z+978nMDBQE7YEtxRqWWlpKWPHjiU+Pp7o6GhGjhypBlciDsnLy8PlchEVFcXFixfx8/PD399f1cZPPfWUZvy++OKLavKVl5ennUFgYCBnzpwhNjaW8+fPKxtEDp4fexArnZHZbGbOnDn4+vri7e3NokWL9KF2d3dn0qRJeq1F41FRUaF+/OIxL3ivp6cnUVFRmh1qNpvV0liw9W3btrFq1SpaWlrw8fFRf3VRbg6e0Yh1xtmzZ9WHxsvLi9TUVP2MBoOBY8eO0d/fT3R0NA899JAWXeKZExMTQ35+vn4eCeL4yU9+QkhICCdOnKCgoEB56JKHMGvWLLq6uvjlL385hKPe2tpKWFiYdp8+Pj54enqqv//nn3/OuHHjtOOVQ+ubb77B6XQKK4XIyEj27t3Ln//8Z/3dw4YNw2Kx6BB6+PDh6pAZGRnJK6+8or7vYk8wduxYRo8eTWlpKV1dXYSHhwMDz+57773Hnj17dJ539OhRTp48qbOPvr4+Tp06xaFDh9iwYQPd3d08+eSTdHV1MWXKFEJDQzGZTFy4cIGXXnqJ8ePHc+ONN5KamqqiNoHnqqurGT169A9e3/8SG73L5eJPf/oTf/7zn2lsbOSWW25h6dKlREVFMX36dDIzM3UIJBXzokWLKC0t1cGrDDuFCVJdXa3Yrbhitra2ahsVHR1NWVmZukAKVCMPTmdnp4ZpZ2Zm4nA4iI6OVjWsBIGIKlNwT5PJxC9+8Qv1dxEpvwh5pH3u7+9n6dKlmtoTFBREfn6+HgpOp1P/XmVlJTBQfX3yySe0trbyxhtvqArV5XLpwE2CUiS4xWAwsHr1asLCwli4cCFjxoxReqm0qa4rhlYOh4Pt27dr5SfXSh7y7777jqlTp7Jv3z6VlEukn3xPwXsdDgdHjx7FarVSVFSkCVvirTJ4k7nttttU9i0HTmdnJ6tXr6a9vX0IY8jlcimtTfDprq4uzp8/T3R0ND09PbS2ttLW1qZ454/ZtbquGH7V19dz5swZAMaNG8e2bdvUTTEnJ4exY8fS2NioA8rJkyfj5jaQg1tTU0NbW5tqGWw2G/PmzVO5fGJiIjk5OYSEhHDy5Ena29uZOHEiI0eOZPPmzdx6662qLUhLS1Otx/z583E6B6I3hR0mStm4uDjKy8vVpEsYMcAQoY4EecvcwW63s3z5curr6zlw4AC9vb3U1tby3nvv0djYSHp6Ounp6fT393Pbbbcp7Pf5558rzDRr1ixGjBihBUxlZSWenp46OxIKaUxMDLfffvsQHxmxrpYKWIanoiCXjsrhcFBTU8OxY8c0tS0tLU2LwoiICOLj41VZXlFRQUpKCpWVldo9+Pv76/e22WxcddVVTJ48mf7+fmX2APz1r39Vhbt0EuKSmZ6eTldXF7t27aKmpkZtO371q1/h7+/PW2+9RWFhIZcuXeKll14iIyODAwcOMGrUKKVE/5DXvwR0YzKZXElJSSQmJvL999+r8KGjo4Po6GhCQkIoKirS/y5fTlLo4+PjlZ4nRksyIR81ahR2u5329nZqamp0SNXc3Iy/vz9dXV18++23LFiwQDef7u5u4uPjaWhoULdEQB8sgT9GjBjBsGHD+Pjjj3WjCg0N1cUoqjbx5RZ1m8PhYNq0aRw/fly58iaTCX9/f0aOHInFYuGDDz7QQdJPf/pT1q9fDwxE5km77nA4uPbaa6msrOT06dMa9uHu7k58fLx+Bnd3d+rq6ujs7BxifjV58mR27dqlFbYcgDbbQMq8+OPL4REbG0tbWxutra3cd999fPDBB1rFCVdZNANSwQiEYrPZhnCAhSkjcwcx3QoJCRkyuBs1ahSlpaV6OKSkpFBcXMzx48cZP368Xtfw8HCF+wb7ArW1teHt7f2DmAn/rLUdERGhlZenpycvvvgizz//PMuWLePVV19l5syZfP311wqP+Pv74+vrS319vUKZgHq8A2JPi8FgIDY2Fm9vb5YtW8YjjzyCp6cnI0eO5Ny5cxQVFZGcnKwBMmK2BTBv3jzKysooKSnBYrGQk5PD2rVr1RRMTLXkWgqcIvClwWBg0qRJ9Pf3c/LkSSIiImhoaCA9PZ1rrrmGoqIi9u7dS3R0NC+//DLz588nNDQUp9NJWVkZKSkpjBw5EofDweHDhzXARyIWBZ6ULlWq9ZycHPbt28f8+fNVGb9p0yaefPJJ7r77bl588UXdA0RlLcyeS5cu6Ybb09OjWoG5c+fy3Xff6ZxE3k9mHUFBQdTU1Og6TU5O1s+YmZmpYkvJbIABbcCjjz6qQScGg0G70Ly8PLX2KC8vVxGoCK/c3NzYvHkzixYt0thDp9PJuXPn+I//+A+OHTuGyWQSkd2/B0bv7u7uuueee9ixYwdBQUE8++yzPPvss3R3d6uFgJzQg1s0sTwQtoXD4dDKVlSs8vDIgEowucEbklSt064kJHV0dDB8+HAKCwvVlCw5ORmHw0FxcTEmk0nVthkZGTowEeaCr68vaWlpKh4JDg5WPxt5X/l/RX0q30c2PavVqlTHxsZGdRo0m810d3djsVg0OUc2cOlmvL29WbBgAR9//DGpqamqEszMzOTMmTMqPzeZTIwfP569e/fi5uZGW1ub2qnKHEHolR0dHXh6ehIXF4eHhweFhYUqWpOHQXQD3t7eTJw4kU2bNmnSUGtrK1lZWeTl5anpmMPhoKOjQ++vp6enRinKxii8/nXr1mlimODTcl/9/Px48cUXWbFihQ6ThdIXGhoqdLQfZaN3c3NzTZkyRcPZb7rpJrZs2aKH+A033MD69eu1eBFvl6CgIJqamli+fDkbNmwgLCyM8+fPK8wp11w2FfGaFyy/sLCQ4OBgXnvtNd566y1qamoYOXIkJ0+eVGvcnJwctm3bRl9fnzJAJDg+NDRUu6SQkBAaGho0NjIxMVE3Ghm+AzQ2Nmp1fNttt/GXv/xFocikpCQAtcwwmUz4+vqyYMECzp07pyla2dnZlJeXK94uGz2gamiBwhISEigtLdXnXVTYixYtYuPGjUOcbOV6mc1mMQIDBmZt/v7+BAcHc+211+J0Ojl+/DiXLl1SjU5NTY12DDKwTU5OxmAw0NraSkNDg96H++67j927d6t6Vdaxm5ubWj8PPkhSUlJwc3Pj4sWLTJs2jYMHD+pMRQSM8t2EaireWfLs9/b2/ntg9A6HQ6XICQkJLF++fIgDX29vrxqNyXDQ6XTqQ1FXV0dVVRX19fW0t7cTEhIyZChps9nU+0Kq146ODg2bjouLo7+/n/379+t/z8vLUzsFm83GhQsXqKmp0TAFwf9OnjypcwNxpnO5BkzBBINcv349ixYtUoxNBk4CY4g0vauri/7+fpqamnTjHT16NN7e3sydOxdvb2+Cg4OVOREXF6eUODHNEmvV/fv343K5aG9v59ChQ9x9992qOm1ubuaZZ55h7dq17N+/X4dAklTV39+vrB1hZAg2KnCI8KKlUJDPInh+VFSUHsLNzc0YDAbOnz9PSEgIqampKoOHvxt/eXh4MGLECP1dfn5+1NXVcfDgQRwOB3V1dZqf2d/fz1//+lduv/12MjMzWbduHXa7XSEnQIf1YifxY7zc3NwoKCjg8ccfp7CwUJWTNpuNyMhI1q9fr5uRv78/Fy5cYNq0adjtdqKionj11VdpaGjg0qVLei+Ekiq4uvz9/Px82traqK+vVz+dZcuWUVlZSVJSEsOHD8fd3Z3JkydTW1vLxo0b1RvebDZTU1NDcXGxstiys7OVEfPTn/6UgIAAQkJCmD17NjExMRo+39XVNcTltL6+nrfeeks58pYr6VQTJkzAx8dHZ0TNzc1s3ryZ2bNn89lnn9Hf309xcTHNzc08++yzTJ48GavVqs/wNddcw8KFC9UP6Be/+IWSKjw9PZkwYQLe3t6sW7dO4UxhlCUkJJCYmEhNTY3aYshz3N7eTmVlJQcOHOCDDz5QaMff35/CwkJsNhujRo2itrZWN/De3l66u7tVP+Pv74/RaOQvf/kLdXV1Q4rTiRMnYjabuXz5Ml5eXrr5G40DLrNLlizB09NTLSvEgtrpdKp9iczdBnfLg5lx/9PrX6Ki9/T0dGVmZlJRUcHEiRM5ePAgfn5+6scxd+5ctm7dCgw8vI888givvPKKnmzSvk+aNIn29nYKCgr04lz5/fr/SEj2VVddxbFjx9RyWAZYCQkJVFVVAQMPKQwYe/X29pKamjqEISEPRWJior6nfGYx/RL8UzZ4oWL5+PgQFBREXV2d3kTJ3DQajdx8883s2bOHnJwc9uzZo1CNfC/ZjKWKHz16tHr4yHDr9OnTmsojEX933HEHH3/88RAMU9pzi8Wirb3k9Yo1amBgIFarVX+/fGYYoPiNGDGCL7/8kvHjx3Po0CECAgIwGo00NTWxdOlS1q1bp22qdDUSfRgeHq5ul2JANngxCztFDkpxdxSraH9/f5KTk/n+++81rEU2GNn8HD/AyvWf8XJ3d3c9/fTTvP/++/j6+vLVV19x/fXXYzabqaioICIigqamJtVUSHZBW1vbEOOz2NhYNSaDAdhSePWA3kehZYaEhCjcEBISQk1Nja4fmUuZzWbNP+jr69PAbUm5OnjwIIGBgfj6+pKXl6cYvtlspqioiNDQUNauXctLL71EdXU1np6e+uyI4lngOUDdGaVwmDdvHnv37qWlpYWqqiqGDRumcyyxIBDBkeQOBAQEMHfuXHbu3Kn6gyVLlpCWlsaZM2f44osv6OvrY+HChZw6dYry8nJMJhPTp0/nxIkTCjvJ9ZbfGxgYiKenJ0899RS//vWv9QAQLYEw0cQeXNLLrr/+enbt2kVqaionTpzA6XRqBjKg99BgMDB8+HAVldlsNs2BttvtPP7440olBfQetba28sQTT/DRRx9x6623snHjRs3IluCX/y4m87++/iUqeqfTqe6ES5YsUUe+8ePH43Q62bx5s1aOqampvPrqqzqgBRROyMvLo7i4WDdZeUkepZz8ISEhlJWVkZaWRlBQEHfeeafymkVd6e/vj9ls5s4779QDpaioiNzcXFpbWykoKKC1tZVHH32U3Nxcenp6mDFjBr6+viQmJmrVLbaraWlpimGnp6fT0NBAYmIinp6e/PKXv2TixIl89tlnuoEKQ+aLL75QNsYNN9ygHY2vry+hoaHcf//9GAwGTp8+rck2Xl5enDt3jvr6eq655hpl53R2dmo7LQeSdElGo5Ha2lo1Suvo6NBw4/+nvTONjavK8vjvpr2Uy45dXisVJ8QL3prIYBTjhIwwTBLEYkaCWMmEER1QREeokTrQyqjRCCmAEAKh6YAYTdLyIBBgBBEjk6CICEwWyIeeCV46lJfEsWXswvtSVLnKlkPefKh3zzg9TMMMOOUq379UKr9XV6573jt137ln+Z+5uTnGx8dJTU3F7XaLlax3GD09PeL+OXfuHNdffz3l5eXMzc1J2f78/DwDAwOy3Qc4duwYTzzxBKFQSHKo6+vrJZUNEG50HU/RmQk6M0Nvmdvb20lLS6Onp4dQKMQzzzxDR0fHVc1LogHLsmhoaJDF7v7772fHjh3C21RaWipW6Q033CAdmDwejxRFwX9TeANSU6B3kDoeo1SkN4NmTpyZmZFm2dpVoP3EHo9HAr9TU1P09fWxf/9+CgoKuHz5Mh9//DHBYJDq6mq6urrweDykpKTwzTffSMBwYmKCgwcPSuBb30N9T+bn51m1apX4/HWRmHY5nT9/XmI2q1atYtu2bdTU1AgBn9Z17WfXyRba8g2Hwzz00EO89dZbHDhwgObmZmkwfubMGanEvffee+nq6iIQCMhutKioiKqqKpxOJ0opXn31VUZGRjh8+DCPP/64VB07nU46OztFpuzsbLKzs2ltbaW7u5umpiamp6el+ZGOh2VnZ/PAAw+wevVqMVRmZmbkwa7TyTXNwpdffklFRYU87LXB53a7OXLkCE6nU/pdbN26lRUrVpCTkxNbFAgJCQmWbh6gF+L+/v7/wbes/d/hcFiyP7T/z+fzSdrV8PCwBALn5+fZunUrra2t+P1+ybv2+/1SCdfR0SEVs11dXczOzuJ2uzl06BA7d0ZagmoLaGZmhuLiYsbGxggGg5SWltLZ2SkWr84A0tusqqoquru7cTgcQMSS0GRMuqmEblemecq1xa9dGto3qQtPNPGS5tbQXXb0PG+//Xbxoep0U/2jKS4uZnx8XAjhtIW30Gep/5fH4xE3lvbTr169Gp/PJ/7TcDhMSUkJvb290nZO84CkpaVJ5eHhw4fZu3evzGX79u188cUXsiA5HA4pNdd0xlqJNaPi7OwsRUVFhMNhfD6f9A6uqakhEAjQ29tLSUmJLPqa/8amgoiKRe92uy3NA5ScnCyxkWAwKDUMusGIdl9lZWUJHYb2x+vWdB6PRzLE9EMsJSVF7klmZiY7duygqamJQCBASkqKkMVpJkgdlMzIyCAnJ4fCwkKam5vle7KysnA6nXi9XmnRqDNq6uvrJfajs2EWLsJJSUns27ePV155RdwMOqifm5uLw+FgxYoIDbJuBqT99bq+RQfW9YJXWloq39PS0oLD4SA/P1/SMQcGBjh58iStra3inmprawOguLhYdrWZmZn09fVJha/OEtOZYqmpqeTl5bFr1y5efvllXC6XuIl1DUxycjLXXXcdBw4coKmpiRMnTpCQkMCuXbu4cuWKUCVMTU1RWVlJfX09H3zwAW1tbeTk5ABQW1vLkSNHxGDZu3cvhw4duoqORO/+tU5kZmYKNcK2bdvo7e1lampKZ2rFhkWvy/QhsmUfHByUFENdhLFz504ee+wxfD4fWVlZnD17VraqPp9PCismJye56667cDqdsp09deqUKHF2drbkBU9PT0uKZVJSEv39/VRXV/Piiy8yNzfH0aNHpUqxsrKSF154AY/HI7SpiYmJXLp0SXpxOp1OHnzwQVasWMHzzz9/Vas7zTnicDiorq4GYNOmTQQCASYnJyXXV7PwaZeEz+eT4pOxsTGcTqdU25aUlEjKYXl5Od99951w12v6A70QpKeni7KEQiHWrVsnDJ1zc3O43W6pAXjkkUdIT09nZGQEr9crPk39XlhYKLn5KSkpjI+Ps2bNGoqLi8U61b7j4eFhMjIypI2gLg3X3Pc6zWx+fp49e/YQCoXYuHGjPCiLiopkV6GUIhgMMjo6isvlIj8/n8zMTHp7e0WOixcvSuGcDnRH00c/MTEhD1udgz45OUl6erokBQSDQeEz0Ts37aPVgX/tTpuZmeHTTz+VYhlteDidTnJycigoKKCxsVF0VMegNHmXzpzZt28fDz/8MIODg5w6dQqAu+++m8uXL3Prrbdy4cIF0tLS6Ovrw+PxsHPnTiorKzl+/Dgul0se7AvdRevXryc5OZk33nhDuHNuu+025ubmpIdwOBwmKyuLTz75RB7oAGfOnJF7NTw8zNNPFwOjIQAABt9JREFUP83KlSslUOn1ehkcHCQ9PZ0tW7YwOjqK3+/n2Wef5eDBg7S0tJCcnExfXx/t7e2SgZabmysPi6GhIZKSkujp6ZEUSP2d+n1iYoKWlhY2bNhAZmam+Mjr6upITEzE4/EwMjLCo48+yocffihZdG+//TYNDQ0EAgHR6ePHj/Pmm2/y1VdfkZaWJjuFxMREGhsbSUhIoKKignfeeQeIGFYFBQWyy9i/fz9JSUnU1dURCoXkfnq9Xnw+H36/X1oj/hCWhEWfmJho6fJ4nUNdXl5OR0cHtbW1dHZ2Mjk5KURgZWVl4jPU3NRjY2Okp6czODgovCq6w7umztVbXe0e0UU+C4M22gqByDb7/fffF8tZ83eUlZXR0NDA5s2bpWXfk08+yWuvvcbo6KhUIc7Pz1NbW8v09DSdnZ2sXbuW8fFxsWza2tpITEwU7gzN91JWVkZPT48Uoeinuw7wlJaWMjAwQDgcFj4UbR0uXNT0bqCzs5Pk5GQcDgdTU1Oy4Oqto9PplACwzl4qsOkH9FZSWz3nz5+nqqqK3NxcIc7SWRmaPygUCjE9PU1RUZF03tFFI1oGy7LYvXs3TU1NzM7O4nK5qKio4LPPPpNcbv0Av/POOxkdHZUye4hsoXWhzOeff05eXp4EpXUWlbbCVq5cydDQUFRW+6SkJMvj8RAOh8XF6PV68fv95OXlMTs7y4YNGyTDJSEhgaGhIWZmZiT2cOHCBcnUyM/Pp7+/X4L+2h1y8uRJ7rjjjqt88ampqUIXffr0ae677z7Wr1/PSy+9JJZsRkYGTqeT5uZm6U4VDAaF+kPHAGpra1m3bh2NjY0899xzvP7663g8Hs6ePcuVK1ekuc+7775LXV0dbrebYDCI1+uluLiYnJwcoRDRhU95eXlipU5PT+NyueTzG2+8kcLCQt577z0hKNRdo2666SZJzoDI77K/v1+oELSlrEkPb7nlFs6dO3fV70Nb8OXl5Rw4cIDt27eLQXns2DGh78jNzZUMGM3m+vXXX7NlyxZOnz7N5s2bmZiYkIdQMBjE5XJJ4sa3334rrSBvvvlm2tvbxaWpq4GVUpIIUVNTg9/vZ3Z2lqGhIcmE0qSMgUBA6DL0Lu/HVMYuiYVeKRUAuqM9j2uIHGA82pO4RlgKsq6zLCs3Gl+8zHR7Kdzra4mlIO+P0u2EHxpwjdBtWdaGaE/iWkEpdW65yLucZP1fsGx0e7nd61iSd0n46A0MDAwMFg9moTcwMDCIcyyVhf6P0Z7ANcZyknc5yfp9WE7yLydZIYbkXRLBWAMDAwODxcNSsegNDAwMDBYJUV/olVJ3KaW6lVI9SqnfR3s+PxVKqbVKqZNKqU6llFcp9Vv7fJZS6hOl1EX7PdM+r5RSr9ry/1kpdXN0Jfi/Qyn1C6VUq1LqI/u4UCn1J1vW95RSSfb5ZPu4x/68IJrzXkzEm16D0W37OCZ1O6oLvVLqF8C/AHcDvwR2KaV+Gc05/Qy4DPzOsqwKYCPwG1um3wPNlmWVAM32MURkL7Ffvwb+9dpP+Sfjt0DnguMXgT/Ysk4Be+zze4Apy7KuB/5gj4s7xKleg9FtiFXd1kyC0XgBm4ATC46fAp6K5pwWQcYPgW1EimY89jkPkfxqgMPArgXjZVwsvIA1RH7cfwt8BCgiRSQJf3mPgRPAJvvvBHucirYMi3BN4l6vbbmMbseIbkfbdZMPDCw4HrTPxQXs7VsV8CfAbVnWEID9nmcPi/VrcBD4R+CKfZwNTFuWpYmyF8ojstqf++3x8YZYv6c/CKPbQAzpdrQX+u/jaIiLNCClVBrwAbDPsqxv/9rQ7zkXE9dAKVUHjFqW9eXC098z1PoRn8UT4lpOo9tXISZ0O9oUCIPA2gXHa4BvojSXnw1KqUQiP4R3LMv6d/v0iFLKY1nWkFLKA4za52P5GmwG/k4pdQ/gANKJWEEupVSCbdkslEfLOqiUSgAygMlrP+1FRyzf078Ko9uxqdvRtuj/EyixI9lJwN8DR6M8p58EFaHH+zeg07Ksf17w0VFgt/33biL+TX3+V3aGwkbAr7fBSx2WZT1lWdYay7IKiNy7zyzL+gfgJFBvD/tLWfU1qLfHLxmr52dE3Ok1GN2Oad2OdpAAuAe4AFwC/ina8/kZ5PkbIlu2PwNt9useIv66ZuCi/Z5lj1dEMjQuAeeBDdGW4f8p9+3AR/bfRcB/AD3AESDZPu+wj3vsz4uiPe9FvB5xpde2TEa3Y1S3TWWsgYGBQZwj2q4bAwMDA4NFhlnoDQwMDOIcZqE3MDAwiHOYhd7AwMAgzmEWegMDA4M4h1noDQwMDOIcZqE3MDAwiHOYhd7AwMAgzvFfJeBjGbtXdOwAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig,ax = plt.subplots(1,2)\n", - "ax[0].imshow(frame_a,cmap=plt.cm.gray)\n", - "ax[1].imshow(frame_b,cmap=plt.cm.gray)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "winsize = 24 # pixels\n", - "searchsize = 64 # pixels, search in image B\n", - "overlap = 12 # pixels\n", - "dt = 0.02 # sec\n", - "\n", - "\n", - "u0, v0, sig2noise = extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=winsize, overlap=overlap, dt=dt, search_area_size=searchsize, sig2noise_method='peak2peak' )" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "x, y = get_coordinates( image_size=frame_a.shape, window_size=winsize, overlap=overlap )" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "u1, v1, mask = sig2noise_val( u0, v0, sig2noise, threshold = 1.3 )" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "u2, v2 = replace_outliers( u1, v1, method='localmean', max_iter=10, kernel_size=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "x, y, u3, v3 = uniform(x, y, u2, v2, scaling_factor = 96.52 )" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "save(x, y, u3, v3, mask, 'exp1_001.txt' )" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "display_vector_field('exp1_001.txt', scale=100, width=0.0025)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:openpiv]", - "language": "python", - "name": "conda-env-openpiv-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/openpiv/examples/tutorial_notebooks/tutorial_part2.ipynb b/openpiv/examples/tutorial_notebooks/tutorial_part2.ipynb deleted file mode 100644 index ef7a890c..00000000 --- a/openpiv/examples/tutorial_notebooks/tutorial_part2.ipynb +++ /dev/null @@ -1,187 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# OpenPIV tutorials\n", - "\n", - "In this notebook we compare the time to run the same analysis using Cython (precompiled) version\n", - "with the Python process using FFT and/or direct cross-correlation method" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from openpiv import tools, process, scaling, pyprocess, validation, filters\n", - "import numpy as np\n", - "import pylab\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "frame_a = tools.imread( 'exp1_001_a.bmp' )\n", - "frame_b = tools.imread( 'exp1_001_b.bmp' )\n", - "pylab.imshow(np.c_[frame_a,np.ones((frame_a.shape[0],20)),frame_b],cmap=pylab.cm.gray)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 1.91 s, sys: 38.6 ms, total: 1.95 s\n", - "Wall time: 1.96 s\n" - ] - } - ], - "source": [ - "%%time\n", - "u, v, sig2noise = process.extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=24, overlap=12, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' )\n", - "x, y = process.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", - "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", - "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", - "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "tools.save(x, y, u, v, mask, 'exp1_001_extended.txt' )\n", - "tools.display_vector_field('exp1_001_extended.txt', scale=100, width=0.0025)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 1.17 s, sys: 21.5 ms, total: 1.2 s\n", - "Wall time: 1.2 s\n" - ] - } - ], - "source": [ - "%%time\n", - "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, corr_method='fft', window_size=24, overlap=12, dt=0.02, sig2noise_method='peak2peak' )\n", - "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", - "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", - "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2.5)\n", - "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "tools.save(x, y, u, v, mask, 'exp1_001_fft.txt' )\n", - "tools.display_vector_field('exp1_001_fft.txt', scale=100, width=0.0025)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%%time \n", - "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, corr_method='direct', window_size=24, overlap=12, dt=0.02, sig2noise_method='peak2peak' )\n", - "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", - "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", - "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2.5)\n", - "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "tools.save(x, y, u, v, mask, 'exp1_001_direct.txt' )\n", - "tools.display_vector_field('exp1_001_direct.txt', scale=100, width=0.0025)" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [conda env:openpiv]", - "language": "python", - "name": "conda-env-openpiv-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/openpiv/examples/tutorial_notebooks/tutorial_part3.ipynb b/openpiv/examples/tutorial_notebooks/tutorial_part3.ipynb deleted file mode 100644 index e45ac3da..00000000 --- a/openpiv/examples/tutorial_notebooks/tutorial_part3.ipynb +++ /dev/null @@ -1,231 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# OpenPIV tutorial\n", - "\n", - "Here we analyse less optimal images " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from openpiv import tools, process, scaling, validation, filters, pyprocess\n", - "import numpy as np\n", - "import pylab\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "frame_a = tools.imread( 'test001.png' )\n", - "frame_b = tools.imread( 'test002.png' )\n", - "pylab.imshow(np.c_[frame_a,np.ones((frame_a.shape[0],20)),frame_b],cmap=pylab.cm.gray)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 364 ms, sys: 10.9 ms, total: 375 ms\n", - "Wall time: 383 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "u, v, sig2noise = process.extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), \n", - " window_size=24, overlap=12, dt=0.02, \n", - " search_area_size=64, sig2noise_method='peak2peak' )\n", - "x, y = process.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", - "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", - "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", - "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "tools.save(x, y, u, v, mask, 'exp1_001_extended.txt' )\n", - "tools.display_vector_field('exp1_001_extended.txt', scale=100, width=0.0025)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 958 ms, sys: 17.4 ms, total: 976 ms\n", - "Wall time: 987 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, corr_method='fft', window_size=24, overlap=12, dt=0.02, sig2noise_method='peak2peak' )\n", - "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", - "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", - "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2.5)\n", - "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "tools.save(x, y, u, v, mask, 'exp1_001_fft.txt' )\n", - "tools.display_vector_field('exp1_001_fft.txt', scale=10, width=0.0025)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 3.09 s, sys: 16.4 ms, total: 3.1 s\n", - "Wall time: 3.13 s\n" - ] - } - ], - "source": [ - "%%time\n", - "u, v, sig2noise = pyprocess.extended_search_area_piv( frame_a, frame_b, corr_method='direct', window_size=24, overlap=12, dt=0.02, sig2noise_method='peak2peak' )\n", - "x, y = pyprocess.get_coordinates( image_size=frame_a.shape, window_size=24, overlap=12 )\n", - "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 2.5 )\n", - "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2.5)\n", - "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", - "tools.save(x, y, u, v, mask, 'exp1_001_direct.txt' )\n", - "tools.display_vector_field('exp1_001_direct.txt', scale=10, width=0.0025)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "a = np.loadtxt('exp1_001_extended.txt')\n", - "b = np.loadtxt('exp1_001_fft.txt')\n", - "c = np.loadtxt('exp1_001_direct.txt')\n", - "\n", - "fig,ax = pylab.subplots(1,2)\n", - "ax[0].scatter(a[:,2]-b[:,2],a[:,3]-b[:,3])\n", - "ax[1].scatter(b[:,2]-c[:,2],b[:,3]-c[:,3])\n", - "#ax[1].set_aspect(1)\n", - "#ax[1].set_xticks([-.2,.2])\n", - "#ax[1].set_yticks([-.2,.2])\n", - "ax[0].set_xlabel('pixel/dt')\n", - "ax[1].set_xlabel('pixel/dt')\n", - "ax[0].set_ylabel('differences');\n" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [conda env:openpiv]", - "language": "python", - "name": "conda-env-openpiv-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/openpiv/examples/tutorials/WiDIM.py b/openpiv/examples/tutorials/WiDIM.py new file mode 100644 index 00000000..5a77cb6f --- /dev/null +++ b/openpiv/examples/tutorials/WiDIM.py @@ -0,0 +1,37 @@ +from openpiv import tools, scaling, process, validation, filters,preprocess +import os +import numpy as np +import matplotlib.pyplot as plt + +from time import time +import warnings + + +scaling_factor = 100 + +# we can run it from any folder +path = os.path.dirname(os.path.abspath(__file__)) + + +frame_a = tools.imread( os.path.join(path,'../test2/2image_00.tif')) +frame_b = tools.imread( os.path.join(path,'../test2/2image_01.tif')) + +#no background removal will be performed so 'mark' is initialized to 1 everywhere +mark = np.zeros(frame_a.shape, dtype=np.int32) +for I in range(mark.shape[0]): + for J in range(mark.shape[1]): + mark[I,J]=1 + +#main algorithm +with warnings.catch_warnings(): + warnings.simplefilter("ignore") + x,y,u,v, mask=process.WiDIM( frame_a.astype(np.int32), frame_b.astype(np.int32), mark, min_window_size=16, overlap_ratio=0.0, coarse_factor=2, dt=0.02, validation_method='mean_velocity', trust_1st_iter=1, validation_iter=1, tolerance=0.7, nb_iter_max=3, sig2noise_method='peak2peak') + +#display results +x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = scaling_factor ) + +tools.save(x, y, u, v, mask, '2image_00.txt' ) + +tools.display_vector_field('2image_00.txt',on_img=True, image_name=os.path.join(path,'../test2/2image_00.tif'), window_size=16, scaling_factor=scaling_factor, scale=200, width=0.001) + +#further validation can be performed to eliminate the few remaining wrong vectors diff --git a/openpiv/examples/tutorials/masking_tutorial.py b/openpiv/examples/tutorials/masking_tutorial.py new file mode 100644 index 00000000..60626288 --- /dev/null +++ b/openpiv/examples/tutorials/masking_tutorial.py @@ -0,0 +1,82 @@ +from openpiv import tools, scaling, process, validation, filters,preprocess +import os +import numpy as np +import matplotlib.pyplot as plt + + +import os + +# we can run it from any folder +path = os.path.dirname(os.path.abspath(__file__)) + + +im_a = tools.imread( os.path.join(path,'../test4/Camera1-0101.tif')) +im_b = tools.imread( os.path.join(path,'../test4/Camera1-0102.tif')) + +plt.imshow(np.c_[im_a,im_b],cmap='gray') + +# let's crop the region of interest +frame_a = im_a[380:1980,0:1390] +frame_b = im_b[380:1980,0:1390] +plt.imshow(np.c_[frame_a,frame_b],cmap='gray') + +# Process the original cropped image and see the OpenPIV result: + +# typical parameters: +window_size = 32 #pixels +overlap = 16 # pixels +search_area_size = 64 # pixels +frame_rate = 40 # fps + +# process again with the masked images, for comparison# process once with the original images +u, v, sig2noise = process.extended_search_area_piv( + frame_a.astype(np.int32) , frame_b.astype(np.int32), + window_size = window_size, + overlap = overlap, + dt=1./frame_rate, + search_area_size = search_area_size, + sig2noise_method = 'peak2peak') +x, y = process.get_coordinates( image_size = frame_a.shape, window_size = window_size, overlap = overlap ) +u, v, mask = validation.global_val( u, v, (-300.,300.),(-300.,300.)) +u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.1 ) +u, v = filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3) +x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 ) +# save to a file +tools.save(x, y, u, v, mask, 'test.txt', fmt='%9.6f', delimiter='\t') +tools.display_vector_field('test.txt', scale=50, width=0.002) + + + +# masking using not optimal choice of the methods or parameters: +masked_a = preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.005) +masked_b = preprocess.dynamic_masking(frame_b,method='intensity',filter_size=3,threshold=0.0) +plt.imshow(np.c_[masked_a,masked_b],cmap='gray') + + + +# masking using optimal (manually tuned) set of parameters and the right method: +masked_a = preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.01) +masked_b = preprocess.dynamic_masking(frame_b,method='edges',filter_size=7,threshold=0.01) +plt.imshow(np.c_[masked_a,masked_b],cmap='gray') + + + +# Process the masked cropped image and see the OpenPIV result: + +# process again with the masked images, for comparison# process once with the original images +u, v, sig2noise = process.extended_search_area_piv( + masked_a.astype(np.int32) , masked_b.astype(np.int32), + window_size = window_size, + overlap = overlap, + dt=1./frame_rate, + search_area_size = search_area_size, + sig2noise_method = 'peak2peak') +x, y = process.get_coordinates( image_size = masked_a.shape, window_size = window_size, overlap = overlap ) +u, v, mask = validation.global_val( u, v, (-300.,300.),(-300.,300.)) +u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.1) +u, v = filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3) +x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 ) +# save to a file +tools.save(x, y, u, v, mask, 'test_masked.txt', fmt='%9.6f', delimiter='\t') +tools.display_vector_field('test_masked.txt', scale=50, width=0.002) + diff --git a/openpiv/examples/tutorials/tutorial1.py b/openpiv/examples/tutorials/tutorial1.py new file mode 100644 index 00000000..94c333ee --- /dev/null +++ b/openpiv/examples/tutorials/tutorial1.py @@ -0,0 +1,25 @@ +from openpiv import tools, process, scaling, validation, filters +import numpy as np + +import os + +# we can run it from any folder +path = os.path.dirname(os.path.abspath(__file__)) + + +frame_a = tools.imread( os.path.join(path,'../test1/exp1_001_a.bmp')) +frame_b = tools.imread( os.path.join(path,'../test1/exp1_001_b.bmp')) + +frame_a = (frame_a*1024).astype(np.int32) +frame_b = (frame_b*1024).astype(np.int32) + +u, v, sig2noise = process.extended_search_area_piv( frame_a, frame_b, \ + window_size=32, overlap=16, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' ) +x, y = process.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=16 ) +u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 ) +u, v, mask = validation.global_val( u, v, (-1000, 2000), (-1000, 1000) ) +u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2) +x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 96.52 ) +tools.save(x, y, u, v, mask, 'test1.vec' ) +tools.display_vector_field('test1.vec', scale=75, width=0.0035) + diff --git a/openpiv/examples/tutorials/tutorial2.py b/openpiv/examples/tutorials/tutorial2.py new file mode 100644 index 00000000..e8662215 --- /dev/null +++ b/openpiv/examples/tutorials/tutorial2.py @@ -0,0 +1,42 @@ +from openpiv import tools, scaling, process, validation, filters +import os +import numpy as np + +def func( args ): + """A function to process each image pair.""" + + # this line is REQUIRED for multiprocessing to work + # always use it in your custom function + + file_a, file_b, counter = args + + + ##################### + # Here goes you code + ##################### + + # read images into numpy arrays + frame_a = tools.imread( os.path.join(path,file_a) ) + frame_b = tools.imread( os.path.join(path,file_b) ) + + frame_a = (frame_a*1024).astype(np.int32) + frame_b = (frame_b*1024).astype(np.int32) + + + # process image pair with extended search area piv algorithm. + u, v, sig2noise = process.extended_search_area_piv( frame_a, frame_b, \ + window_size=64, overlap=32, dt=0.02, search_area_size=128, sig2noise_method='peak2peak') + u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.5 ) + u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2) + # get window centers coordinates + x, y = process.get_coordinates( image_size=frame_a.shape, window_size=64, overlap=32 ) + # save to a file + tools.save(x, y, u, v, mask, 'test2_%03d.txt' % counter) + tools.display_vector_field('test2_%03d.txt' % counter) + +path = os.path.dirname(os.path.abspath(__file__)) +path = os.path.join(path,'../test2/') +task = tools.Multiprocesser( data_dir = path, pattern_a='2image_*0.tif', pattern_b='2image_*1.tif' ) +task.run( func = func, n_cpus=1 ) + + diff --git a/openpiv/junk.py b/openpiv/junk.py deleted file mode 100644 index a685e1ae..00000000 --- a/openpiv/junk.py +++ /dev/null @@ -1,105 +0,0 @@ -from six import iteritems - -class ProcessParameters( UserDict ): - def __init__ (self, config_file='' ): - """ - This class provide a consistent way to set and get all the - parameters needed to process piv image files. It uses a - ConfigParser.SafeConfigParser, which bring some cool features, - like reading parameters from INI files. COnfigParser is a - built-in python module. See its documentation for more details. - - To instantiate this class you may want to provide as an argument - a specific configuration file, but default values are already loaded - as you create an instance. - - The optional file should be formatted like an INI file, with a unique - section named 'options'. Example: - - [options] - initial_window_size = 32 - final_window_size = 32 - ... - - Parameters - ---------- - - config_file : string, optional - an optional configuration file containing user setting - processing parameters. - - """ - - # instantiate ancestor's class - configparser = ConfigParser.SafeConfigParser() - - # read configuration files - configparser.read( [openpiv.__default_config_file__, config_file] ) - - UserDict.__init__(self, configparser.items('options') ) - - # cast parameters to the right type. - # this trick is necessary because the ConfigParser - # class only understands strings - for k, v in iteritems(self): - try: - self[k] = int(v) - except ValueError: - try: - self[k] = float(v) - except ValueError: - pass - - def pretty_print ( self ): - """ - Pretty print all the processing parameters. - """ - for k, v in iteritems(self): - print(("%s = %s" % ( k.rjust(30), repr(v).ljust(30) ))); - -class Hdf5Database( ): - """ - A class for writing/reading PIV data to an hdf5 file. - - This is currently work in progress, because it is not easy to - make parallel write to an hdf file with h5py. - """ - def __init__ ( self, database, mode='create' ): - """ - A database can be opened in read/create/modes. - """ - - if mode in [ 'create', 'c', 'w']: - try: - self._fh = h5py.File( database, mode='w-' ) - except: - msg = "A file names %s already exists in folder %s. Delete it first if you really want to." % ( os.path.basename(database), os.path.dirname(database) ) - raise IOError(msg) - elif mode in [ 'read', 'r']: - self._fh = h5py.File( os.path.abspath(database), mode='r' ) - else: - raise ValueError('wrong mode. create of read are accepted') - - # two groups for the two velocity components - self._fh.create_group('/u') - self._fh.create_group('/v') - - def write_coordinates( self, x, y ): - """ - Write two datasets with the coordinates of the PIV vectors - """ - self._fh.create_dataset ( 'x', data = x ) - self._fh.create_dataset ( 'y', data = y ) - - def write_velocity_field ( self, i, u, v ): - """ - Write datasets for the two velocity components. - """ - self._fh.create_dataset ( '/u/field%05d' % i, data = u ) - self._fh.create_dataset ( '/v/field%05d' % i, data = v ) - - def close ( self ): - """Close file""" - self._fh.close() - - diff --git a/openpiv/src/lib.pyx b/openpiv/lib.pyx similarity index 100% rename from openpiv/src/lib.pyx rename to openpiv/lib.pyx diff --git a/openpiv/openpiv b/openpiv/openpiv deleted file mode 100644 index 4685472b..00000000 --- a/openpiv/openpiv +++ /dev/null @@ -1,29 +0,0 @@ -#!/usr/bin/env python -""" -Copyright (C) 2011 www.openpiv.net - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. - -This program 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 -GNU General Public License for more details. - -You should have received a copy of the GNU General Public License -along with this program. If not, see . -""" - -from PySide import QtGui - -from openpiv.ui.widgets import MainWindow -import sys - -if __name__ == "__main__": - app = QtGui.QApplication(sys.argv) - form = MainWindow() - form.show() - app.exec_() - diff --git a/openpiv/src/process.pyx b/openpiv/process.pyx similarity index 100% rename from openpiv/src/process.pyx rename to openpiv/process.pyx diff --git a/openpiv/src/__init__.py b/openpiv/src/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/openpiv/test/test_filters.py b/openpiv/test/test_filters.py index 314406d7..7080634e 100644 --- a/openpiv/test/test_filters.py +++ b/openpiv/test/test_filters.py @@ -1,4 +1,5 @@ -import openpiv.filters as filters +from openpiv import filters +from openpiv.lib import replace_nans import numpy as np from skimage.util import random_noise from skimage import img_as_ubyte @@ -7,7 +8,8 @@ def test_import(): """ test of the simplest PIV run """ try: - import openpiv.filters as filters + from openpiv import filters + from openpiv import lib except: raise ImportError @@ -38,15 +40,15 @@ def test_replace_nans(): """ test of NaNs inpainting """ u = np.nan*np.ones((5,5)) u[2,2] = 1 - filters.replace_nans(u,2,1e-3) + replace_nans(u,2,1e-3) assert(~np.all(np.isnan(u))) v = np.ones((9,9)) v[1:-1,1:-1] = np.nan u = v.copy() - filters.replace_nans(u,1,1e-3,method='disk') + replace_nans(u,1,1e-3,method='disk') assert(np.sum(np.isnan(u)) == 9) # central core is nan u = v.copy() - filters.replace_nans(u,2,1e-3,method='disk') + replace_nans(u,2,1e-3,method='disk') assert(np.allclose(np.ones((9,9)),u)) diff --git a/openpiv/tools.py b/openpiv/tools.py index ab6e1a8a..7beb9c2b 100644 --- a/openpiv/tools.py +++ b/openpiv/tools.py @@ -25,12 +25,9 @@ import multiprocessing import numpy as np -import scipy.misc +from matplotlib.image import imsave as _imsave, imread as _imread import matplotlib.pyplot as pl import matplotlib.patches as pt -import matplotlib.image as mpltimg -from scipy import ndimage -from skimage import filters, io from builtins import range @@ -81,7 +78,7 @@ def display_vector_field( filename, on_img=False, image_name='None', window_size im = imread(image_name) im = negative(im) #plot negative of the image for more clarity imsave('neg.tif', im) - im = mpltimg.imread('neg.tif') + im = imread('neg.tif') xmax=np.amax(a[:,0])+window_size/(2*scaling_factor) ymax=np.amax(a[:,1])+window_size/(2*scaling_factor) implot = pl.imshow(im, origin='lower', cmap="Greys_r",extent=[0.,xmax,0.,ymax]) @@ -95,7 +92,7 @@ def display_vector_field( filename, on_img=False, image_name='None', window_size def imread( filename, flatten=0 ): """Read an image file into a numpy array - using skimage.io.imread + using imageio.imread Parameters ---------- @@ -119,12 +116,19 @@ def imread( filename, flatten=0 ): """ - - return io.imread( filename, as_gray = True) + im = _imread(filename) + if np.ndim(im) > 2: + im = rgb2gray(im) + + return im + +def rgb2gray(rgb): + return np.dot(rgb[...,:3], [0.299, 0.587, 0.144]) + def imsave( filename, arr ): """Write an image file from a numpy array - using scipy.misc.imread + using imageio.imread Parameters ---------- @@ -141,21 +145,30 @@ def imsave( filename, arr ): >>> imsave( 'negative-image.tif', image2) """ - - if np.amax(arr) < 256 and np.amin(arr) >= 0: - scipy.misc.imsave( filename, arr ) + + if np.ndim(arr) > 2: + arr = rgb2gray(arr) + + if np.amin(arr) < 0: + arr -= arr.min() + + if np.amax(arr) > 255: + arr /= arr.max() + arr *= 255 + + if filename.endswith('tif'): + _imsave( filename, arr ,format='TIFF') else: - raise ValueError('please provide a 2d array of grey levels (value in [0, 255])') + _imsave( filename, arr) def convert16bitsTIF( filename, save_name): - img = pl.imread( filename ) + img = imread( filename ) img2 = np.zeros([img.shape[0],img.shape[1]], dtype = np.int32) for I in range(img.shape[0]): for J in range(img.shape[1]): img2[I,J]=img[I,J,0] imsave( save_name, img2) - print("converted"); def mark_background(threshold, list_img, filename): diff --git a/openpiv/ui/__init__.py b/openpiv/ui/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/openpiv/ui/ui_mainwindow.py b/openpiv/ui/ui_mainwindow.py deleted file mode 100644 index 62822680..00000000 --- a/openpiv/ui/ui_mainwindow.py +++ /dev/null @@ -1,333 +0,0 @@ -# -*- coding: utf-8 -*- - -# Form implementation generated from reading ui file 'openpiv/data/ui/mainwindow.ui' -# -# Created: Fri Apr 25 11:33:15 2014 -# by: pyside-uic 0.2.14 running on PySide 1.2.1 -# -# WARNING! All changes made in this file will be lost! - -from PySide import QtCore, QtGui - -class Ui_MainWindow(object): - def setupUi(self, MainWindow): - MainWindow.setObjectName("MainWindow") - MainWindow.resize(815, 650) - MainWindow.setMinimumSize(QtCore.QSize(815, 650)) - icon = QtGui.QIcon() - icon.addPixmap(QtGui.QPixmap("images/urapiv_icon.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - MainWindow.setWindowIcon(icon) - self.centralwidget = QtGui.QWidget(MainWindow) - self.centralwidget.setObjectName("centralwidget") - self.gridlayout = QtGui.QGridLayout(self.centralwidget) - self.gridlayout.setObjectName("gridlayout") - self.hboxlayout = QtGui.QHBoxLayout() - self.hboxlayout.setObjectName("hboxlayout") - self.vboxlayout = QtGui.QVBoxLayout() - self.vboxlayout.setObjectName("vboxlayout") - self.topCombo = QtGui.QComboBox(self.centralwidget) - self.topCombo.setObjectName("topCombo") - self.vboxlayout.addWidget(self.topCombo) - self.topGraphicsView = QtGui.QGraphicsView(self.centralwidget) - self.topGraphicsView.setMinimumSize(QtCore.QSize(250, 200)) - self.topGraphicsView.setObjectName("topGraphicsView") - self.vboxlayout.addWidget(self.topGraphicsView) - self.bottomCombo = QtGui.QComboBox(self.centralwidget) - self.bottomCombo.setObjectName("bottomCombo") - self.vboxlayout.addWidget(self.bottomCombo) - self.statsTable = QtGui.QTableWidget(self.centralwidget) - self.statsTable.setMinimumSize(QtCore.QSize(250, 200)) - self.statsTable.setDragDropOverwriteMode(False) - self.statsTable.setSelectionMode(QtGui.QAbstractItemView.NoSelection) - self.statsTable.setObjectName("statsTable") - self.statsTable.setColumnCount(0) - self.statsTable.setRowCount(0) - self.vboxlayout.addWidget(self.statsTable) - self.hboxlayout.addLayout(self.vboxlayout) - self.vboxlayout1 = QtGui.QVBoxLayout() - self.vboxlayout1.setObjectName("vboxlayout1") - self.hboxlayout1 = QtGui.QHBoxLayout() - self.hboxlayout1.setObjectName("hboxlayout1") - self.aFrameButton = QtGui.QPushButton(self.centralwidget) - self.aFrameButton.setCheckable(True) - self.aFrameButton.setChecked(False) - self.aFrameButton.setObjectName("aFrameButton") - self.hboxlayout1.addWidget(self.aFrameButton) - self.bFrameButton = QtGui.QPushButton(self.centralwidget) - self.bFrameButton.setCheckable(True) - self.bFrameButton.setObjectName("bFrameButton") - self.hboxlayout1.addWidget(self.bFrameButton) - spacerItem = QtGui.QSpacerItem(181, 27, QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Minimum) - self.hboxlayout1.addItem(spacerItem) - self.redrawButton = QtGui.QPushButton(self.centralwidget) - icon1 = QtGui.QIcon() - icon1.addPixmap(QtGui.QPixmap("../../../../../../.designer/backup"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.redrawButton.setIcon(icon1) - self.redrawButton.setObjectName("redrawButton") - self.hboxlayout1.addWidget(self.redrawButton) - self.vboxlayout1.addLayout(self.hboxlayout1) - self.graphicsView = QtGui.QGraphicsView(self.centralwidget) - self.graphicsView.setObjectName("graphicsView") - self.vboxlayout1.addWidget(self.graphicsView) - self.hboxlayout2 = QtGui.QHBoxLayout() - self.hboxlayout2.setObjectName("hboxlayout2") - self.startButton = QtGui.QToolButton(self.centralwidget) - self.startButton.setText("") - icon2 = QtGui.QIcon() - icon2.addPixmap(QtGui.QPixmap("../../../../../../.designer/backup"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon2.addPixmap(QtGui.QPixmap(":/icons/icons/player_start.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.startButton.setIcon(icon2) - self.startButton.setIconSize(QtCore.QSize(32, 32)) - self.startButton.setToolButtonStyle(QtCore.Qt.ToolButtonIconOnly) - self.startButton.setAutoRaise(True) - self.startButton.setObjectName("startButton") - self.hboxlayout2.addWidget(self.startButton) - self.backButton = QtGui.QToolButton(self.centralwidget) - self.backButton.setText("") - icon3 = QtGui.QIcon() - icon3.addPixmap(QtGui.QPixmap("../../../../../../.designer/backup"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon3.addPixmap(QtGui.QPixmap(":/icons/icons/player_rew.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.backButton.setIcon(icon3) - self.backButton.setIconSize(QtCore.QSize(32, 32)) - self.backButton.setAutoRaise(True) - self.backButton.setObjectName("backButton") - self.hboxlayout2.addWidget(self.backButton) - self.frameSpinBox = QtGui.QSpinBox(self.centralwidget) - self.frameSpinBox.setMinimumSize(QtCore.QSize(80, 0)) - self.frameSpinBox.setMaximumSize(QtCore.QSize(100, 16777215)) - self.frameSpinBox.setAlignment(QtCore.Qt.AlignRight|QtCore.Qt.AlignTrailing|QtCore.Qt.AlignVCenter) - self.frameSpinBox.setMaximum(99999) - self.frameSpinBox.setObjectName("frameSpinBox") - self.hboxlayout2.addWidget(self.frameSpinBox) - self.forwardButton = QtGui.QToolButton(self.centralwidget) - self.forwardButton.setText("") - icon4 = QtGui.QIcon() - icon4.addPixmap(QtGui.QPixmap("../../../../../../.designer/backup"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon4.addPixmap(QtGui.QPixmap(":/icons/icons/player_fwd.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.forwardButton.setIcon(icon4) - self.forwardButton.setIconSize(QtCore.QSize(32, 32)) - self.forwardButton.setAutoRaise(True) - self.forwardButton.setObjectName("forwardButton") - self.hboxlayout2.addWidget(self.forwardButton) - self.endButton = QtGui.QToolButton(self.centralwidget) - self.endButton.setAutoFillBackground(False) - self.endButton.setText("") - icon5 = QtGui.QIcon() - icon5.addPixmap(QtGui.QPixmap("../../../../../../.designer/backup"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon5.addPixmap(QtGui.QPixmap(":/icons/icons/player_end.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.endButton.setIcon(icon5) - self.endButton.setIconSize(QtCore.QSize(32, 32)) - self.endButton.setAutoRaise(True) - self.endButton.setObjectName("endButton") - self.hboxlayout2.addWidget(self.endButton) - self.vboxlayout1.addLayout(self.hboxlayout2) - self.hboxlayout.addLayout(self.vboxlayout1) - self.gridlayout.addLayout(self.hboxlayout, 0, 0, 1, 1) - MainWindow.setCentralWidget(self.centralwidget) - self.menubar = QtGui.QMenuBar() - self.menubar.setGeometry(QtCore.QRect(0, 0, 815, 25)) - self.menubar.setObjectName("menubar") - self.menuNew = QtGui.QMenu(self.menubar) - self.menuNew.setObjectName("menuNew") - self.menuView = QtGui.QMenu(self.menubar) - self.menuView.setObjectName("menuView") - self.menuTools = QtGui.QMenu(self.menubar) - self.menuTools.setObjectName("menuTools") - self.menuHelp = QtGui.QMenu(self.menubar) - self.menuHelp.setObjectName("menuHelp") - MainWindow.setMenuBar(self.menubar) - self.statusbar = QtGui.QStatusBar(MainWindow) - self.statusbar.setObjectName("statusbar") - MainWindow.setStatusBar(self.statusbar) - self.toolBar = QtGui.QToolBar(MainWindow) - self.toolBar.setWhatsThis("") - self.toolBar.setMovable(False) - self.toolBar.setObjectName("toolBar") - MainWindow.addToolBar(QtCore.Qt.TopToolBarArea, self.toolBar) - self.actionNew = QtGui.QAction(MainWindow) - icon6 = QtGui.QIcon() - icon6.addPixmap(QtGui.QPixmap("icons/filenew.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon6.addPixmap(QtGui.QPixmap(":/icons/icons/filenew.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionNew.setIcon(icon6) - self.actionNew.setIconVisibleInMenu(True) - self.actionNew.setObjectName("actionNew") - self.actionOpen = QtGui.QAction(MainWindow) - icon7 = QtGui.QIcon() - icon7.addPixmap(QtGui.QPixmap("icons/fileopen.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon7.addPixmap(QtGui.QPixmap(":/icons/icons/fileopen.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionOpen.setIcon(icon7) - self.actionOpen.setObjectName("actionOpen") - self.actionSave = QtGui.QAction(MainWindow) - icon8 = QtGui.QIcon() - icon8.addPixmap(QtGui.QPixmap("icons/filesave.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon8.addPixmap(QtGui.QPixmap(":/icons/icons/filesave.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionSave.setIcon(icon8) - self.actionSave.setObjectName("actionSave") - self.actionSaveAs = QtGui.QAction(MainWindow) - icon9 = QtGui.QIcon() - icon9.addPixmap(QtGui.QPixmap("icons/filesaveas.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionSaveAs.setIcon(icon9) - self.actionSaveAs.setObjectName("actionSaveAs") - self.actionPlay = QtGui.QAction(MainWindow) - icon10 = QtGui.QIcon() - icon10.addPixmap(QtGui.QPixmap("icons/player_play.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionPlay.setIcon(icon10) - self.actionPlay.setObjectName("actionPlay") - self.actionFF = QtGui.QAction(MainWindow) - icon11 = QtGui.QIcon() - icon11.addPixmap(QtGui.QPixmap("icons/player_fwd.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionFF.setIcon(icon11) - self.actionFF.setObjectName("actionFF") - self.actionFullFF = QtGui.QAction(MainWindow) - icon12 = QtGui.QIcon() - icon12.addPixmap(QtGui.QPixmap("icons/player_end.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionFullFF.setIcon(icon12) - self.actionFullFF.setObjectName("actionFullFF") - self.actionPause = QtGui.QAction(MainWindow) - icon13 = QtGui.QIcon() - icon13.addPixmap(QtGui.QPixmap("icons/player_pause.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionPause.setIcon(icon13) - self.actionPause.setObjectName("actionPause") - self.actionRW = QtGui.QAction(MainWindow) - icon14 = QtGui.QIcon() - icon14.addPixmap(QtGui.QPixmap("icons/player_rew.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionRW.setIcon(icon14) - self.actionRW.setObjectName("actionRW") - self.actionFullRW = QtGui.QAction(MainWindow) - icon15 = QtGui.QIcon() - icon15.addPixmap(QtGui.QPixmap("icons/player_start.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionFullRW.setIcon(icon15) - self.actionFullRW.setObjectName("actionFullRW") - self.actionHelp = QtGui.QAction(MainWindow) - icon16 = QtGui.QIcon() - icon16.addPixmap(QtGui.QPixmap("icons/help.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionHelp.setIcon(icon16) - self.actionHelp.setObjectName("actionHelp") - self.actionAbput = QtGui.QAction(MainWindow) - icon17 = QtGui.QIcon() - icon17.addPixmap(QtGui.QPixmap(":/icons/icons/help.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionAbput.setIcon(icon17) - self.actionAbput.setObjectName("actionAbput") - self.actionSetup = QtGui.QAction(MainWindow) - icon18 = QtGui.QIcon() - icon18.addPixmap(QtGui.QPixmap("icons/configure.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon18.addPixmap(QtGui.QPixmap(":/icons/icons/configure.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionSetup.setIcon(icon18) - self.actionSetup.setObjectName("actionSetup") - self.actionImageIn = QtGui.QAction(MainWindow) - icon19 = QtGui.QIcon() - icon19.addPixmap(QtGui.QPixmap("icons/import_image.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon19.addPixmap(QtGui.QPixmap(":/icons/icons/import_image.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionImageIn.setIcon(icon19) - self.actionImageIn.setObjectName("actionImageIn") - self.actionImportVector = QtGui.QAction(MainWindow) - icon20 = QtGui.QIcon() - icon20.addPixmap(QtGui.QPixmap("icons/import_vector.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionImportVector.setIcon(icon20) - self.actionImportVector.setObjectName("actionImportVector") - self.actionQuit = QtGui.QAction(MainWindow) - icon21 = QtGui.QIcon() - icon21.addPixmap(QtGui.QPixmap("icons/exit.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - self.actionQuit.setIcon(icon21) - self.actionQuit.setObjectName("actionQuit") - self.actionZoomIn = QtGui.QAction(MainWindow) - icon22 = QtGui.QIcon() - icon22.addPixmap(QtGui.QPixmap("icons/viewmag+.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon22.addPixmap(QtGui.QPixmap(":/icons/icons/viewmag+.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionZoomIn.setIcon(icon22) - self.actionZoomIn.setObjectName("actionZoomIn") - self.actionZoomOut = QtGui.QAction(MainWindow) - icon23 = QtGui.QIcon() - icon23.addPixmap(QtGui.QPixmap("icons/viewmag-.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon23.addPixmap(QtGui.QPixmap(":/icons/icons/viewmag-.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionZoomOut.setIcon(icon23) - self.actionZoomOut.setObjectName("actionZoomOut") - self.actionProcessImages = QtGui.QAction(MainWindow) - icon24 = QtGui.QIcon() - icon24.addPixmap(QtGui.QPixmap("icons/kcmsystem.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon24.addPixmap(QtGui.QPixmap(":/icons/icons/kcmsystem.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionProcessImages.setIcon(icon24) - self.actionProcessImages.setObjectName("actionProcessImages") - self.actionFilterSet = QtGui.QAction(MainWindow) - icon25 = QtGui.QIcon() - icon25.addPixmap(QtGui.QPixmap("icons/filtersettings.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon25.addPixmap(QtGui.QPixmap(":/icons/icons/filtersettings.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionFilterSet.setIcon(icon25) - self.actionFilterSet.setObjectName("actionFilterSet") - self.actionFilter = QtGui.QAction(MainWindow) - icon26 = QtGui.QIcon() - icon26.addPixmap(QtGui.QPixmap("icons/filter.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off) - icon26.addPixmap(QtGui.QPixmap(":/icons/icons/filter.png"), QtGui.QIcon.Normal, QtGui.QIcon.On) - self.actionFilter.setIcon(icon26) - self.actionFilter.setObjectName("actionFilter") - self.menuNew.addAction(self.actionNew) - self.menuNew.addAction(self.actionOpen) - self.menuNew.addAction(self.actionSave) - self.menuNew.addAction(self.actionSaveAs) - self.menuNew.addSeparator() - self.menuNew.addAction(self.actionQuit) - self.menuView.addAction(self.actionZoomIn) - self.menuView.addAction(self.actionZoomOut) - self.menuTools.addAction(self.actionImageIn) - self.menuTools.addAction(self.actionSetup) - self.menuTools.addAction(self.actionProcessImages) - self.menuHelp.addAction(self.actionHelp) - self.menuHelp.addSeparator() - self.menuHelp.addAction(self.actionAbput) - self.menubar.addAction(self.menuNew.menuAction()) - self.menubar.addAction(self.menuView.menuAction()) - self.menubar.addAction(self.menuTools.menuAction()) - self.menubar.addAction(self.menuHelp.menuAction()) - self.toolBar.addAction(self.actionNew) - self.toolBar.addAction(self.actionOpen) - self.toolBar.addAction(self.actionSave) - self.toolBar.addSeparator() - self.toolBar.addAction(self.actionImageIn) - self.toolBar.addAction(self.actionZoomIn) - self.toolBar.addAction(self.actionZoomOut) - self.toolBar.addSeparator() - self.toolBar.addAction(self.actionSetup) - self.toolBar.addAction(self.actionProcessImages) - self.toolBar.addSeparator() - self.toolBar.addAction(self.actionFilterSet) - self.toolBar.addAction(self.actionFilter) - - self.retranslateUi(MainWindow) - QtCore.QMetaObject.connectSlotsByName(MainWindow) - - def retranslateUi(self, MainWindow): - MainWindow.setWindowTitle(QtGui.QApplication.translate("MainWindow", "OpenPiv", None, QtGui.QApplication.UnicodeUTF8)) - self.aFrameButton.setText(QtGui.QApplication.translate("MainWindow", "Frame A", None, QtGui.QApplication.UnicodeUTF8)) - self.bFrameButton.setText(QtGui.QApplication.translate("MainWindow", "Frame B", None, QtGui.QApplication.UnicodeUTF8)) - self.redrawButton.setText(QtGui.QApplication.translate("MainWindow", "Redraw", None, QtGui.QApplication.UnicodeUTF8)) - self.menuNew.setTitle(QtGui.QApplication.translate("MainWindow", "File", None, QtGui.QApplication.UnicodeUTF8)) - self.menuView.setTitle(QtGui.QApplication.translate("MainWindow", "View", None, QtGui.QApplication.UnicodeUTF8)) - self.menuTools.setTitle(QtGui.QApplication.translate("MainWindow", "Tools", None, QtGui.QApplication.UnicodeUTF8)) - self.menuHelp.setTitle(QtGui.QApplication.translate("MainWindow", "Help", None, QtGui.QApplication.UnicodeUTF8)) - self.toolBar.setWindowTitle(QtGui.QApplication.translate("MainWindow", "toolBar", None, QtGui.QApplication.UnicodeUTF8)) - self.actionNew.setText(QtGui.QApplication.translate("MainWindow", "New...", None, QtGui.QApplication.UnicodeUTF8)) - self.actionOpen.setText(QtGui.QApplication.translate("MainWindow", "Open...", None, QtGui.QApplication.UnicodeUTF8)) - self.actionSave.setText(QtGui.QApplication.translate("MainWindow", "Save", None, QtGui.QApplication.UnicodeUTF8)) - self.actionSaveAs.setText(QtGui.QApplication.translate("MainWindow", "Save As...", None, QtGui.QApplication.UnicodeUTF8)) - self.actionPlay.setText(QtGui.QApplication.translate("MainWindow", "Play", None, QtGui.QApplication.UnicodeUTF8)) - self.actionFF.setText(QtGui.QApplication.translate("MainWindow", "FF", None, QtGui.QApplication.UnicodeUTF8)) - self.actionFullFF.setText(QtGui.QApplication.translate("MainWindow", "FullFF", None, QtGui.QApplication.UnicodeUTF8)) - self.actionPause.setText(QtGui.QApplication.translate("MainWindow", "Pause", None, QtGui.QApplication.UnicodeUTF8)) - self.actionRW.setText(QtGui.QApplication.translate("MainWindow", "RW", None, QtGui.QApplication.UnicodeUTF8)) - self.actionFullRW.setText(QtGui.QApplication.translate("MainWindow", "FullRW", None, QtGui.QApplication.UnicodeUTF8)) - self.actionHelp.setText(QtGui.QApplication.translate("MainWindow", "Help", None, QtGui.QApplication.UnicodeUTF8)) - self.actionAbput.setText(QtGui.QApplication.translate("MainWindow", "About", None, QtGui.QApplication.UnicodeUTF8)) - self.actionSetup.setText(QtGui.QApplication.translate("MainWindow", "Setup...", None, QtGui.QApplication.UnicodeUTF8)) - self.actionSetup.setWhatsThis(QtGui.QApplication.translate("MainWindow", "Setup processing information", None, QtGui.QApplication.UnicodeUTF8)) - self.actionImageIn.setText(QtGui.QApplication.translate("MainWindow", "Import Image...", None, QtGui.QApplication.UnicodeUTF8)) - self.actionImageIn.setWhatsThis(QtGui.QApplication.translate("MainWindow", "Import images", None, QtGui.QApplication.UnicodeUTF8)) - self.actionImportVector.setText(QtGui.QApplication.translate("MainWindow", "Import Vector Maps...", None, QtGui.QApplication.UnicodeUTF8)) - self.actionImportVector.setWhatsThis(QtGui.QApplication.translate("MainWindow", "Import vector maps", None, QtGui.QApplication.UnicodeUTF8)) - self.actionQuit.setText(QtGui.QApplication.translate("MainWindow", "Quit", None, QtGui.QApplication.UnicodeUTF8)) - self.actionZoomIn.setText(QtGui.QApplication.translate("MainWindow", "Zoom In", None, QtGui.QApplication.UnicodeUTF8)) - self.actionZoomOut.setText(QtGui.QApplication.translate("MainWindow", "Zoom Out", None, QtGui.QApplication.UnicodeUTF8)) - self.actionProcessImages.setText(QtGui.QApplication.translate("MainWindow", "Process Images", None, QtGui.QApplication.UnicodeUTF8)) - self.actionFilterSet.setText(QtGui.QApplication.translate("MainWindow", "Filter Settings", None, QtGui.QApplication.UnicodeUTF8)) - self.actionFilter.setText(QtGui.QApplication.translate("MainWindow", "Filter", None, QtGui.QApplication.UnicodeUTF8)) - -import ui_resources_rc diff --git a/openpiv/ui/ui_resources_rc.py b/openpiv/ui/ui_resources_rc.py deleted file mode 100644 index 167eb5f0..00000000 --- a/openpiv/ui/ui_resources_rc.py +++ /dev/null @@ -1,2589 +0,0 @@ -# -*- coding: utf-8 -*- - -# Resource object code -# -# Created: Fri Apr 25 11:33:15 2014 -# by: The Resource Compiler for PyQt (Qt v4.8.6) -# -# WARNING! All changes made in this file will be lost! - -from PySide import QtCore - -qt_resource_data = "\ -\x00\x00\x06\x33\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x10\x00\x00\ -\x0b\x10\x01\xad\x23\xbd\x75\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x09\x09\x14\x30\x03\x75\x06\x85\x3f\x00\x00\x05\xc0\x49\x44\ -\x41\x54\x78\xda\xc5\x97\x4d\x6c\x1b\xd7\x11\xc7\x7f\xbb\x5c\x7e\ -\x73\xad\x95\xe4\xc8\x72\x9c\x2a\x52\x80\x26\x46\x9a\xda\x54\x84\ -\xd4\x69\x9b\x16\x16\x20\x07\x69\x51\x24\x05\x9a\x22\x40\x0e\x59\ -\x03\x86\x7b\xe8\xc5\xe8\xb9\x28\x24\xf4\xd2\xab\xdd\x1e\x7b\xf1\ -\xa2\x97\xa2\x48\x51\xb4\x75\x5a\xc4\x68\x2b\xa1\x89\x03\x3b\x85\ -\x62\x26\x76\x52\x35\x82\x2d\xda\xaa\xf5\x41\x52\x21\x25\x92\xbb\ -\xfc\x58\xbe\xd7\xc3\x92\x14\x29\x92\x26\x9b\x4b\x1e\x30\xc4\xf2\ -\xbd\x99\xf7\xff\xef\xbc\xd9\x99\x79\x8a\x94\x92\x2f\x72\x68\x00\ -\xa6\x69\x0e\x6c\xb0\xfa\x98\x35\x09\x4c\x4a\xc9\xe9\xc6\x9c\x90\ -\x20\x04\x4b\x02\x92\xcf\x6c\x99\xc9\x41\xf7\xb2\x2c\xcb\x23\xd0\ -\x6f\xdc\x99\xb0\x0c\xe0\x2c\x60\x22\x88\xb7\x3a\xad\x0e\x8e\x80\ -\x79\x80\xdb\xe3\x56\x42\x48\x2c\x29\xb8\x7c\x32\x6d\xe6\x06\xf2\ -\x40\x1f\xf0\x05\xe0\x02\x60\xa8\x0a\x44\xc3\x10\xf4\xc3\x89\x47\ -\xf3\x44\xc3\x41\x00\xa4\x28\xf3\xde\x5d\x1d\xbb\x04\xc5\x32\xf1\ -\x72\x95\x38\x30\x7f\xf3\xb0\x75\x69\x3a\x63\x2e\x7c\x2e\x02\x6b\ -\x8f\x5b\x86\x90\x2c\x02\x71\x4d\x85\x58\x18\xbe\x7b\xb2\x4a\x7c\ -\x4a\x65\xfa\x09\x1f\xa0\xb7\x68\x07\xf8\x09\xb0\x9e\x11\x7c\xb8\ -\x26\x78\xe7\xd6\x2e\xd7\xd6\x46\x0d\xe1\x32\xbf\x3c\x6a\xbd\x02\ -\xcc\xce\xec\x74\xf7\x86\xd6\x03\x3c\x5e\x07\x37\xf4\x10\xcc\x3e\ -\x5d\xe1\xfb\xa7\x34\x46\x74\x3f\x00\x99\x3d\xc1\xda\x86\x4d\xc5\ -\x15\x08\xa9\x34\xed\x9e\x7d\x52\x67\xf6\x84\xca\xec\x89\x51\xde\ -\xfe\xc0\xe5\x8f\x37\x4a\x7c\xb2\x15\x8b\x0b\xc1\xda\x0d\xc3\x9a\ -\x3d\x95\x33\x13\x7d\x09\xb4\xbc\xb9\xf1\xc4\x61\x87\x1f\x7c\xdd\ -\x4f\x7c\x2a\x00\xc0\xc6\x8e\xcb\xd6\x8e\x03\xc0\x8b\x33\x7a\x07\ -\xf1\xab\xcb\x79\x00\x9e\x9a\xd0\x79\xe1\x69\x8d\x2f\x3f\x1a\xe1\ -\xcd\xa5\x6d\xfe\x74\xfb\x88\x01\x2c\x5e\x1f\xb2\xa6\x9e\xdf\x6d\ -\xf7\x44\x07\x81\x06\xb8\x11\x85\x73\x73\x41\x8e\x0c\xab\x38\x55\ -\x48\x65\x2b\x14\x8b\x0e\xdf\xf9\xda\x50\xcf\xf3\x6c\x90\xba\xba\ -\x9c\x67\xe2\xa8\xce\xa1\xa8\xca\xeb\x67\xc6\xa8\xc9\x14\x57\x6e\ -\x8f\x19\xc0\x22\x30\xdd\x6a\xa3\x76\x09\xb8\xb8\x1e\x82\xd7\x9e\ -\x77\x89\x86\x54\x0a\x0e\x64\xf3\xa2\x2f\xf8\x41\x22\xf7\x37\xf3\ -\x14\x1c\x70\x6b\x0a\x67\x9e\x3b\xcc\xf1\x71\x1b\x21\x89\xbf\x77\ -\xc8\x5a\xe8\x4a\xa0\xfe\xa9\x5d\x50\x15\x78\x6e\xaa\xc2\xe4\xb8\ -\x86\x53\x05\xa7\x0a\x77\x1e\x14\x3b\xc0\x37\xb3\x70\x6d\x05\xde\ -\x59\x81\xeb\xab\x90\x2f\xb5\x93\xf8\xd6\x57\xf5\xa6\x7d\x34\xac\ -\xf2\xf2\xa9\x00\x7e\x1f\x08\xc9\x85\x77\x75\xcb\xe8\xe6\x81\xb3\ -\x80\x71\x28\x02\x27\xa6\x34\xf2\x0e\x4d\x19\x1f\x6e\x73\x14\x4e\ -\x05\x6e\x26\x61\xb7\xbe\xfe\x59\x01\xfe\x9e\xa8\x50\x2c\xb9\x4d\ -\x9d\x70\x00\xca\x95\xfd\x3d\x8e\x8e\x68\x3c\xfb\xa5\x3c\x80\x21\ -\x24\x67\xbb\x11\x30\x55\x05\xa6\x27\xaa\x80\x8a\x5d\xa2\x29\x41\ -\x7f\x3b\x81\x8f\xd7\x69\x5b\xb7\x4b\x9e\x07\xd6\xb7\x9d\x36\x3d\ -\xbf\xe6\xad\xad\x6d\xd5\xf8\xd7\xaa\x8b\x1e\x0b\xa0\xa9\x20\x04\ -\x66\x5b\x10\xae\x3e\x66\x4d\x22\x88\x87\x43\x30\x14\x53\x29\x96\ -\xdb\xdd\x69\x87\x02\xcd\xe7\xb2\x0b\x9f\x6e\x42\xd5\x6d\xd7\xd9\ -\xdd\x49\x73\xfc\xf4\xb1\xb6\xb9\x7f\x7c\x58\x25\x99\x56\xb0\x5d\ -\xad\x09\x37\x12\x83\x8d\x2c\xf1\xa5\x88\x35\x09\x24\x1b\x2b\x93\ -\x52\x7a\x6e\x0b\xf8\x3a\x09\xdc\x49\xf9\xf8\xcb\x4d\x18\x89\xc1\ -\xea\x46\xe7\x79\xbb\xf6\x36\xaf\x7c\xd3\x68\x9b\xfb\xf7\x7f\x05\ -\x9f\x6c\xfa\x3b\x02\x34\x16\x06\xb2\x20\x25\xfb\x04\x1a\x85\x25\ -\xa4\xd5\x28\xd7\x7c\x94\x6b\x9d\x91\xfd\xf1\x7a\x8f\x54\x5a\xd9\ -\xe6\x47\xdf\x1b\x25\x1a\xda\xff\xa2\xed\xb2\xe4\xd7\x57\xab\x40\ -\xb0\x43\x3f\xe8\x07\x29\x41\x78\x98\x4b\x5a\x6b\x51\x31\x22\x35\ -\x8a\x65\xdf\xc0\x95\x31\x50\xbe\xc7\x8f\x5f\x3d\xd6\x01\xfe\x8b\ -\xdf\x57\x58\xcf\x05\xbb\xda\x84\x03\x1e\x96\xd7\x06\x28\x5e\x0c\ -\x88\x7a\x75\x13\x42\xa1\xe0\x0c\x06\x2e\x4b\x29\x7e\xfe\x46\x77\ -\xf0\x95\xad\xe0\xc3\x6d\x5b\xca\xa9\x47\x40\x78\x7f\xb2\xb6\x86\ -\xcf\xdf\x1f\x5c\x41\xf2\xd2\x71\xd1\x06\x9e\xde\x93\xfc\xea\x4a\ -\x95\x4f\xb7\x83\xa8\x4a\x6f\xdb\x83\xf1\xd5\xd8\x61\x49\xc0\x7c\ -\x55\x28\x94\xab\x0f\x67\xee\xd5\x7e\x85\xa7\x26\x22\x6d\x6b\xbf\ -\x7c\xab\xc6\xdd\x4c\x00\xad\xcf\x09\x96\xab\x80\x14\x00\x4b\xe0\ -\xab\x7b\x00\x92\x8d\x04\xe3\xd6\xc0\xa7\xca\x16\x50\xa5\x79\x44\ -\xa0\x34\x7f\x15\xf6\x75\xee\x67\x24\x6b\x69\x0d\x65\x80\xa3\xcb\ -\x15\x00\xcf\x36\xd9\x4c\x44\xcf\x6c\x99\x49\x21\x49\xec\xd9\xa0\ -\x2a\x1e\x68\x43\xc0\x9b\x3b\x28\x99\xc2\xfe\xab\x2e\xdf\x55\xba\ -\xea\x74\x93\xd4\x1e\x00\x89\xb9\xca\xb9\x64\x5b\x35\x94\x02\xab\ -\x2c\x88\xdb\x25\x17\x23\xd6\xbf\x53\xfb\xdd\xfb\x31\x36\xf2\x50\ -\x2c\x79\x35\x21\x30\x40\x73\xb7\x99\x75\x71\xbd\x04\x66\x75\x2b\ -\xc7\x97\x81\xf9\xf5\x1d\xd5\x38\x32\xdc\x7f\x33\xbb\xf0\x19\x46\ -\xc0\x4f\x48\xba\x8c\x0f\xe9\x64\xed\xfe\x0c\xfe\xb3\xa1\x00\x32\ -\x57\xc7\x6a\xaf\x05\x27\xd3\x66\x4e\x48\x2e\x15\x2b\x2a\xd9\xdd\ -\x02\xe1\x00\x3d\xc5\x27\xf2\xfc\xec\x87\x7e\x5e\x9c\xd1\x79\xf9\ -\x1b\xc3\xfc\xf4\x55\x0d\x23\xca\x43\x6d\xb6\x32\x79\x9c\xb2\x04\ -\xc4\xa5\xb9\xca\xb9\x5c\xd7\x7e\xa0\xde\x40\x26\x3e\x7a\x10\xa3\ -\x54\xcc\xe2\xd7\xe8\x2e\x8a\xcb\xe3\x47\xf5\xb6\xe4\x32\x39\x46\ -\x4f\xfd\xbd\xdc\x0e\xd7\xef\x84\x01\x91\x98\xab\x9c\x5f\xe8\xd9\ -\x90\xd4\xc7\xac\x10\xe4\xfe\xb6\x32\x4c\xa5\x90\x26\xe8\xa7\x43\ -\xc2\x91\x30\x4e\xe5\xc0\x91\x94\xe8\xaa\x6b\xef\xa5\x78\xeb\xd6\ -\x10\x20\x72\xc0\xec\x41\xb0\x0e\x02\x33\x3b\x66\x4e\x48\x66\xa5\ -\x24\x77\xe5\xf6\x23\x64\x52\xa9\x0e\x77\xea\xb1\x10\xbf\xbd\xe6\ -\x55\xc5\x7b\x69\xf8\xc3\xfb\x50\x72\x3b\xdd\xbe\xb9\xb9\xc9\x9b\ -\xcb\x23\x4d\xf0\xb9\xca\xf9\xdc\x40\x5d\xf1\xa9\x9c\x99\xb8\x3e\ -\x64\x4d\x09\xc9\xe2\xdb\x2b\x63\xf1\xc3\xf7\x6d\xce\x7c\xa5\xc0\ -\xe8\xe8\x58\x53\x67\xcf\x86\xbf\x7e\xb0\x6f\xd3\x92\x14\xc9\xa4\ -\x1e\xf0\xe7\x8f\x86\x48\x17\x1e\x01\x44\xa2\x17\xf8\x43\xef\x05\ -\xf5\xee\x75\xfa\x5d\xdd\x5a\x48\x15\x23\x17\x7e\x73\x23\x62\x1c\ -\xd3\xf3\xcc\x4c\xec\x32\x36\x1c\x24\x14\x0c\x11\x8d\x79\x71\x50\ -\x2c\xe6\x71\x1c\x87\xad\x4c\x89\x1b\xf7\x0c\x36\xf6\x8e\x00\xe4\ -\xbc\x80\x3b\xff\xf9\x2e\x26\x8d\xf1\x42\xde\x5c\xf8\x67\xcc\xba\ -\x08\x9c\x5d\xdf\xd5\xcd\xf5\x5b\x7a\xbc\x5e\x4e\x5b\x0a\x4b\x0c\ -\x64\xa4\x91\xe1\x12\xde\x77\x2e\x2e\xf7\x7a\xeb\xff\x8b\x00\xc0\ -\xb7\x0b\x66\x0e\xb8\x08\x5c\x5c\x0c\x7b\x97\x53\xe0\x74\xb3\xaa\ -\x35\x73\x3b\xc9\x46\x86\x1b\x74\x28\x5f\xf4\xf5\xfc\x7f\x92\x93\ -\xb2\xba\x6d\x79\x43\x86\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\ -\x60\x82\ -\x00\x00\x07\x6d\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\x00\x00\x00\x00\x00\xf9\x43\ -\xbb\x7f\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x0d\x00\x00\ -\x0b\x0d\x01\xed\x07\xc0\x2c\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x09\x09\x12\x39\x09\x40\x9c\xab\xda\x00\x00\x06\xfa\x49\x44\ -\x41\x54\x78\xda\xc5\x97\x5b\x6c\x1c\x57\x19\xc7\x7f\x33\x67\x67\ -\x2f\xb6\xb3\x5e\xc7\xce\xd5\x49\xe3\x5c\x9b\x10\x02\x8e\x37\x44\ -\x0a\x69\x03\xa9\x08\x91\xaa\x48\x40\xc4\x43\x24\x02\x34\x85\x48\ -\xe4\x01\x09\x89\x2a\x2f\x48\x48\x11\x3c\x22\x95\xd2\x07\x1a\x59\ -\x24\x5c\xf2\x60\x78\x70\xab\x82\xd2\x8a\x36\x04\xa5\xf4\x02\xad\ -\x37\x8d\x4d\xeb\xaa\x89\x1d\x3b\x8e\xbd\xbe\xad\xf7\xbe\x33\xb3\ -\x33\x73\x0e\x0f\xb3\xde\xf5\xc6\x49\x56\x44\x48\x1c\xe9\xaf\xdd\ -\xd5\xf9\x2e\xff\xf3\x9d\x6f\xbf\xf3\x7d\xf0\x7f\x5e\xda\x7f\x23\ -\xdc\x73\xe6\xc6\x66\x50\x87\x41\x76\x03\xdd\x28\xb9\xc4\x86\x1a\ -\x44\xc9\x41\xa4\x73\x75\x6b\xe6\x85\xdb\xb1\x58\xcc\xed\xed\xed\ -\x55\xff\x13\x02\x3d\x67\x6e\x9c\x02\x9e\x01\x0e\x81\x02\x24\xe8\ -\x41\xd0\xc3\xbe\x80\xb4\xc0\xb3\x96\xaa\xbc\x83\x74\x2f\xc5\xd5\ -\x6f\x2e\xe4\xf3\x79\xb7\xaf\xaf\xcf\x7b\x24\x02\x3d\x67\x6e\xec\ -\x45\xd3\x9f\x47\xc9\x2f\xa1\x0b\x08\xc6\x20\xb8\x92\x60\x28\xc2\ -\xc6\x68\x8e\x2f\x6c\x48\x03\x50\xb0\xe0\xca\xd8\x26\x4c\xab\x0c\ -\xf6\x1c\x58\x29\x50\x0e\xa0\x4c\x3c\xeb\xb9\x38\xbf\xff\x6d\x3e\ -\x9f\xb7\xef\x47\x44\x6b\x70\xea\x0b\x00\x44\xd6\x12\x6c\x59\xcd\ -\xf7\xf6\x4f\xb2\x67\x4b\x0b\x3b\x36\x34\x11\x0e\xea\xcb\x74\x26\ -\xe7\x6d\xde\x1b\xce\xf2\xd6\x27\xf0\xc1\x98\x01\xc5\x71\x7f\xc3\ -\x2b\xbf\x1c\xe7\xe2\xf7\xf3\xf9\x7c\xa1\xaf\xaf\xaf\xdc\x90\x40\ -\xd5\xb9\x08\x41\x74\x07\x27\xf7\xde\xe5\x6b\x07\x3b\x68\x6b\x09\ -\x3c\x30\x5a\xea\x1e\x53\x6f\x0d\x65\x38\x7f\xd5\x60\x66\x7a\x1a\ -\xdc\x02\x48\x67\x30\xae\x2e\x7c\x35\x95\x4a\xa5\xfa\xfb\xfb\xdd\ -\x45\x39\xf1\x40\xe7\x81\x26\x36\x6e\x5c\xc7\x73\x47\x0b\x1c\xd9\ -\xb7\x12\x23\xa0\xe3\x4a\x1e\x08\x4f\xaa\x3a\x74\x76\x84\x78\x72\ -\x27\xa4\x0b\x2e\x63\x73\x1a\x28\x6f\x4d\x52\xed\xfe\xcc\xd6\xa6\ -\x9b\xaf\x74\x75\x75\xc9\xe1\xe1\x61\xb9\x8c\x40\xcf\x99\x0f\xf7\ -\x82\x76\x19\x61\xd0\xd9\xd9\xc9\xd9\x63\x8a\xae\x35\x61\x1c\x57\ -\xd5\x61\x78\x74\x96\xf1\xbb\xf3\xdc\x9d\x4e\xb3\x90\x35\x11\x46\ -\x84\x92\x2d\x81\x7a\xb9\x80\xd0\xd8\xd3\x15\x61\x36\x27\x99\x48\ -\x01\xa8\xed\x49\x67\xf3\xbb\x5b\x5b\xc6\xee\x74\x75\x75\x79\xc3\ -\xc3\xc3\xea\xde\x98\x5e\x04\x0f\xa2\x7b\x78\xf6\xc9\x14\xd1\xa6\ -\x26\x4a\x76\xed\x9f\xf4\xfe\x87\xc3\x6c\x5a\xd3\xcc\x96\x75\x31\ -\xb6\x6f\x7e\x0c\x80\xe4\x6c\x86\x85\x6c\x86\xac\x29\x28\x5a\x4d\ -\x34\x87\x97\x05\x95\xef\x1c\x8e\x32\x93\x37\xb8\x35\x5a\x80\x60\ -\xec\x1c\x92\xeb\xed\xed\xed\xb3\x80\xd4\x6a\xa7\x4f\xf8\xa1\x8f\ -\xac\xe7\xdb\x5f\x2c\x73\x60\x77\xac\xce\x48\x2e\x35\xc9\x91\x83\ -\x3b\x1f\xfa\x77\xfd\xc7\xbf\xb3\x18\x01\xfd\xbe\x7b\xc9\x94\xcd\ -\xcf\x5e\xc6\x4f\x4c\xb7\xf8\xd3\xb8\x76\xe9\x45\x20\x57\x93\x56\ -\xf2\x19\x10\xac\xe9\x58\xc1\xce\x4d\xcd\x14\x2d\x59\x43\x7a\xaa\ -\xa1\xf3\xc5\x44\xac\xd3\x5b\x82\x68\xb3\xc1\x37\xba\xb3\xa0\x19\ -\x20\xc2\xc7\x81\x18\x60\xe8\x00\x3d\x3f\xf8\x60\x33\x70\x88\x70\ -\x3b\x4f\x6d\x4b\xe1\x7a\x50\xb2\x3d\x4a\xb6\xc7\xc2\xf4\x28\x4f\ -\x1d\x78\xbc\xa1\x73\xdb\x91\xcc\xa6\xcb\x55\xbd\xa5\xc8\x16\x5d\ -\x46\x93\x25\x14\x02\xc2\xed\xa0\x89\xee\x01\xfb\xe9\x5d\x40\x78\ -\x31\x07\x0e\x03\x10\x5c\x49\x47\x34\x47\xd1\x94\x00\xdc\x9d\x9c\ -\xe2\xc7\xdf\xda\x5b\xe7\xc8\x2a\x7b\x5c\x1b\xca\x31\x3e\x63\x63\ -\x3b\x8a\xf6\xa8\x20\x6c\xe8\xe4\x4d\x8f\x5c\x49\xb2\xaa\xd5\xa8\ -\xca\x4e\x2f\x58\xdc\x59\xd0\xf8\xe7\x64\x67\xcd\x40\xd0\x04\x73\ -\x1a\x8c\xd6\x83\xc0\xf5\x45\x02\xdd\x00\x6b\x5b\x25\x0a\xff\xf4\ -\x00\x9f\xdf\xd6\x5a\xe7\xdc\x2c\x4b\x7e\xfd\xe7\x69\xda\x5a\x02\ -\x04\x84\x46\x40\x68\x58\x65\x85\x55\xf6\xe5\x9b\xc3\x7a\x55\xf7\ -\xd4\xd1\x35\x55\xbd\x27\xce\x2d\xf1\x1f\x8a\x50\x06\xd0\x83\x3b\ -\x81\x48\x8d\x80\x08\xd3\x16\x29\x53\xa8\x9c\x1e\xa0\x7d\x43\xfd\ -\x5b\xf2\x97\xf7\x16\x30\x84\x5e\x27\x53\x47\x30\x3b\xc9\xd9\xef\ -\xee\x5b\x5e\xef\x35\x50\x15\x53\x42\xc7\xcf\x03\xdd\xdb\x86\xac\ -\x5d\x01\xe8\x61\xa2\xa1\x32\x45\xdb\x37\x3e\x31\x67\xf3\xc3\xaf\ -\x6f\xa9\x33\x34\xbd\xe0\x2c\x33\x1e\x76\x27\xd8\xb7\x6b\x35\x7b\ -\x77\x77\x01\xeb\xee\x9f\x9c\xaa\x9e\x04\x81\x66\xb0\x4d\x0d\x30\ -\x02\x4b\x4b\x72\xd1\x09\x92\x37\xfd\x2a\x99\x29\x2e\xaf\xd2\x96\ -\x23\xf9\x64\x26\x52\xfd\x7d\x22\xbe\xc0\x91\x03\xfb\x1b\xbf\xf9\ -\x0f\x7e\xf2\xf4\x5a\x04\xa4\x45\xda\x0c\x13\xd0\x7d\x9a\xe1\xe6\ -\x08\x37\xc7\xe7\xd9\xbe\xa9\xa3\x2a\xf2\xea\x70\x67\x9d\x76\x47\ -\x34\xd7\xd0\x79\xbe\xe4\x02\x81\x7a\x22\x6e\xb1\xc6\xa0\xda\x4c\ -\x78\x16\x19\x3b\x44\xb2\xb0\xa2\x8a\xd1\xb9\xfa\xa2\x72\xe1\x54\ -\x8e\x66\xc3\x21\x14\xf0\xaf\xe9\x56\xaa\xa5\x21\x81\x9b\x93\x66\ -\xf5\x7b\x40\xaf\x5c\x83\x72\x40\x39\x23\x80\xd4\x2b\x45\x68\x10\ -\xa0\x68\xba\xd8\x9e\xa8\xe2\xf2\xbf\x32\x75\xc6\xb6\x6f\x8c\xf2\ -\xe2\x49\x13\xa9\x7c\xb5\x5f\xfd\xbd\x83\xd7\xde\x1e\x7b\x28\x81\ -\xa2\xad\x30\x04\x18\xc2\x8f\x80\x69\x55\x5e\x63\xcf\x1e\x01\x1c\ -\x3f\x36\xd2\xb9\x8a\x10\x50\x4e\xa1\xeb\xb5\x44\xfa\x38\xbb\x85\ -\x6b\x43\x79\x0e\xed\x59\x51\x47\xe2\x6f\x3f\x81\x4f\x6f\x27\x29\ -\x96\xec\x4a\xf2\x3d\x78\x8d\x4c\xd9\x7e\xe6\x2f\xae\x72\xaa\xf2\ -\x99\x4e\x10\xc1\xd2\x01\xb6\x66\x5e\xb8\x0d\xbc\x83\x39\x87\xa1\ -\x39\x44\x02\x35\xfc\xe2\xf5\x30\x37\x27\xad\x65\x86\x77\x6c\x5e\ -\xd7\xd0\xf9\x62\x04\x16\x6d\x19\x9a\x03\xe6\x1c\x48\x77\x28\x1e\ -\xf9\xeb\x38\x60\xea\x00\xb1\x58\xcc\x45\xba\x97\x50\x0e\xb9\xcc\ -\x3c\x6d\x61\xb3\x0e\x3f\xef\x2f\x33\x78\xdb\x6c\xe8\xac\x60\x2e\ -\x6f\xfd\xee\xce\x3b\x55\x3b\xb9\xcc\xbc\x7f\xff\x6e\xe1\x0d\xa0\ -\x08\x98\x02\x20\x91\x48\x70\xac\x47\x1b\x4a\xea\xf1\xaf\xb8\x76\ -\x61\x43\x47\x5b\x94\x58\xc4\x23\x1c\xa8\x21\x31\xea\x30\x3a\x55\ -\x60\x75\x2c\x40\xec\x9e\xce\x68\x36\xe3\x70\xf9\xfd\x1c\x17\xaf\ -\x94\x18\x9d\x2a\xb0\xff\xf1\x66\x00\xc6\x66\x6c\xae\x7d\xec\xeb\ -\x9b\xb6\x24\x39\x35\xe1\x9f\x5e\xfb\xc3\x2f\x81\x19\x20\xb3\xd4\ -\x92\x83\x67\x9d\x45\x44\xae\x8d\x8c\x4f\xf2\xc4\xe7\x56\x61\x88\ -\xfa\x4a\x38\xb5\x00\xbd\xaf\xfb\x77\xd8\x1c\xd2\xaa\x21\x5e\x5c\ -\x2b\x42\xbe\xcc\x8f\xce\x4f\xb0\xba\x35\x40\xd1\x56\xac\x08\x81\ -\xe3\x69\x8c\x8c\xcf\x55\x8a\x49\xf2\x25\x42\x64\x80\x0c\xe0\x54\ -\xbb\x87\x44\x22\xa1\x8e\xc5\x03\xc9\xa4\xfa\x6c\xda\x93\xfa\xd1\ -\xf9\x8c\xcd\xb6\xf5\x41\x82\x86\xc0\x10\xda\x32\x28\xfc\x06\xfd\ -\x7e\x7b\x4d\x21\xbd\xba\xa7\xe3\xf2\xf6\x60\x9a\x92\xe5\x40\x39\ -\xfd\x7c\xdc\x78\xe5\x0a\x90\x04\x32\xbd\xbd\xbd\xde\xbd\xdd\x83\ -\x1b\xe7\x77\xe7\xf1\xcc\xb3\xf9\x52\x99\x37\x07\xd2\x38\xb6\x49\ -\xc8\xd0\x1f\x09\x8e\x6d\xf2\xe6\x40\x9a\x7c\xa9\xec\x3b\x17\x7f\ -\xea\xaf\x84\x3e\x0d\xb8\xcb\x7a\xc2\x44\x22\x41\x3c\x1e\xf7\xd6\ -\x73\xe3\x46\x52\xed\xce\x3a\x52\x1c\xf9\x74\xd2\xc2\x91\x3a\x1b\ -\xdb\x75\x8c\x80\x4e\x40\xa7\x21\x34\xe5\x32\x70\xab\xc4\xbb\x1f\ -\x65\x70\x5c\xb9\xd4\x79\x12\x98\x05\xcc\xc5\xa9\xe9\xbe\x55\xfa\ -\xf4\xe9\xd3\x3a\xd0\x34\xe0\x7e\xf3\xcb\x04\x63\xe7\xd0\x44\x4f\ -\xc8\xd0\x79\x6c\x6d\x13\xbb\xd7\x4b\x56\xae\x6c\x45\x08\xa3\x4e\ -\xc7\xf3\x1c\x16\x16\xb2\x7c\x34\xa5\x73\x67\xba\x84\xed\x48\x90\ -\xee\x10\x56\xf2\xa5\x78\xe8\xf2\xf5\xca\xc9\x67\x81\x52\x6f\x6f\ -\xaf\x6c\x38\x98\x54\x48\x84\x81\xb6\x01\x75\xf2\x59\x44\xf8\x38\ -\x9a\xe8\x5e\xdc\x8f\x04\xa1\xa3\xd5\xcf\xe1\xf9\xac\x8b\xb9\x74\ -\xdc\x90\xee\x10\x6e\xe1\x8d\xb8\xf8\xe3\xab\x95\x64\x9b\xaf\x84\ -\xdd\x5a\xea\xbc\xe1\x68\x76\xfc\xf8\x71\xbd\xbd\xbd\x5d\x00\xcd\ -\x40\x6c\xc0\x7e\x7a\x17\x46\xeb\x41\xf4\xe0\x4e\x74\x63\x1b\x4a\ -\xd5\xf4\x95\x33\x82\x67\x8f\x50\x4e\x27\x2a\x45\xa6\x08\x64\x53\ -\xa9\x94\xac\x10\xb0\xfa\xfb\xfb\xe5\x23\x0d\xa7\x27\x4e\x9c\x10\ -\x9e\xe7\x45\x3c\xcf\x6b\x05\xda\x94\x52\x6d\x4a\xa9\xe8\xaa\x55\ -\xab\x26\x6a\x0f\x1a\x12\x70\x00\x0b\x30\x53\xa9\x94\x10\x42\x64\ -\x85\x10\xe6\xc3\x86\xd3\xff\x00\xb9\xde\x95\xba\x10\x8e\x99\x33\ -\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x06\x1f\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x0d\x00\x00\ -\x0b\x0d\x01\xed\x07\xc0\x2c\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x0a\x09\x13\x22\x05\xa6\x7e\x3c\x8c\x00\x00\x05\xac\x49\x44\ -\x41\x54\x78\xda\xc5\x97\x5d\x6c\x1c\xd5\x15\xc7\x7f\x73\x67\x67\ -\x3f\xec\x64\x6d\x6f\x0c\x09\x36\x21\x09\x35\x91\xd3\x7c\xc8\xf1\ -\xb4\xa8\x6a\x08\x6d\x2a\x25\x91\x22\x24\x04\xa2\x6f\x40\x21\x60\ -\xa8\x51\xc4\x53\xc8\x43\x91\x90\xe0\xa1\x7d\xe4\xa1\x7d\x00\x56\ -\x0e\x4d\x05\x0f\xed\x03\xfd\x78\xe0\x01\x82\x22\x11\x3e\x5a\x09\ -\x6f\xb0\x03\xb4\x02\xb6\x4a\x00\x67\x4d\xfc\xb1\xbb\xce\xee\xce\ -\xec\xde\x99\x7b\xfb\x30\xb3\xeb\x5d\x3b\xeb\x35\x11\x52\x8f\xf4\ -\x97\x66\xee\x7f\xee\x39\xe7\x9e\x7b\xe6\x9c\x7b\xe1\xff\x2c\xc6\ -\x77\xf9\x78\x74\x7c\x6a\x07\xe8\x43\xa0\x46\x80\x11\xb4\x6a\xd2\ -\xa1\xa7\xd1\x6a\x1a\x25\xcf\xd9\x9c\xc9\x02\x2a\x9d\x4e\xeb\xef\ -\xc5\x81\xd1\xf1\xa9\x47\x81\x47\x80\xbb\x41\x03\x0a\x44\x14\x44\ -\x3c\xf8\x40\xb9\xe0\xbb\xcd\x53\x3e\x40\x79\xaf\xd9\x7a\xe2\x34\ -\x20\xd3\xe9\xb4\xba\x21\x07\x46\xc7\xa7\xf6\x63\x88\x17\xd1\xea\ -\x67\x08\x13\xa2\xbd\x10\x4d\x11\x8d\x25\xd8\x9a\x5c\xe2\xc7\xb7\ -\xe6\x01\x28\xb9\xf0\xce\xa5\x6d\x38\x6e\x0d\xaa\x73\xe0\x2e\x80\ -\x96\x80\x76\xf0\xdd\x93\x36\x7f\xfa\x23\xe0\x5e\xcf\x11\xa3\xc3\ -\xaa\x4f\x03\x90\xd8\x42\x74\xc3\xcd\x3c\x76\xe7\x0c\x7b\x6f\xdf\ -\xc0\xce\x5b\xbb\x88\x47\xc5\xaa\x39\x33\xf3\x55\xfe\xf9\xef\x22\ -\xe7\xff\x03\x1f\x5d\xb2\xa0\x7c\x39\x20\xfc\xda\x5f\x6d\x5e\x7d\ -\x1c\x58\x4a\xa7\xd3\x5e\x47\x07\x1a\xc6\xcd\x18\x24\x77\xf2\xe0\ -\xfe\x6f\xb8\xf7\x40\x3f\x7d\x1b\x22\x6d\xa3\xa5\x57\xa8\x3a\x7f\ -\xb1\xc0\xcb\xe7\x2c\xbe\x9d\x9d\x05\xaf\x04\x4a\x4e\xdb\xfa\xf4\ -\x11\x60\xae\x39\x12\x66\x5b\xe3\x91\x2e\xb6\x6e\xbd\x85\x93\x47\ -\x4b\x1c\xfe\x51\x0a\x2b\x22\xf0\x14\x6d\xe1\x2b\xdd\x82\xc1\xfe\ -\x18\x07\x87\x21\x5f\xf2\xb8\x34\x67\x80\xf6\x37\xe7\xf4\xee\x1f\ -\x0e\x30\xf5\x77\xdb\xb6\xbd\x4c\x26\xa3\x57\x39\x30\x3a\xfe\xf1\ -\x7e\x30\xde\xc4\xb4\x18\x1c\x1c\xe4\xd4\x3d\x9a\xed\x9b\xe3\x48\ -\x4f\xdf\x10\x22\xa6\xc1\xde\xed\x09\xae\x2e\x29\xbe\x5e\x00\xd0\ -\x77\xe4\xe4\x8e\x0f\x07\xc4\x67\x5f\x87\x4e\xb0\x72\x23\x5f\x05\ -\x1f\x92\xc3\x1c\x3f\xe8\x92\xec\x8a\x50\xa9\x6a\x7e\xfb\x86\x43\ -\xa5\xaa\xdb\x62\x2d\x5e\x69\x78\xf8\x50\x92\xa1\xdb\xfa\x02\x0b\ -\xd1\xde\xe7\x81\x3e\x20\xd2\x12\x81\xd1\xf1\xcc\xa3\xa0\x9f\x24\ -\x31\xc0\x43\x77\xe6\xd9\xb5\x6d\x03\xd2\xd7\x48\x5f\xf3\xd4\xb1\ -\x5e\x7e\xf3\xfa\x35\xf6\x6d\x33\x1a\x63\xcd\xe8\xc4\x6b\x60\x7b\ -\xbf\xe2\xdd\x6c\x2f\xc8\xa5\x5b\x72\x6a\x57\x61\xc0\x98\xbe\x60\ -\xdb\x76\x6d\x39\x02\x5a\x3d\x02\x26\x9b\xfb\x37\x32\xbc\xad\x9b\ -\xb2\xab\x1a\x00\x98\x38\x91\xe2\x95\xb3\xb2\x65\x7c\xbd\x7c\xd9\ -\x55\x24\xbb\x2d\xee\x1b\x29\x82\x61\x81\x19\xbf\x1f\xe8\x05\x2c\ -\x01\x30\xfa\xeb\x8f\x76\x00\x77\x13\xdf\xc4\x2f\x86\x16\xf0\x7c\ -\xa8\x54\xfd\x06\xea\x32\x71\x22\xc5\xeb\xef\xf9\x2d\xdc\x7a\xf8\ -\x62\xd9\xe3\xbf\xb9\x0a\x1a\x13\xe2\x9b\xc0\x30\x47\x26\xab\xc7\ -\x76\x01\xf1\xfa\x7f\x75\x28\xd8\x9f\x14\xfd\xc9\x25\xca\x4e\xdb\ -\xc2\xc5\xc4\x89\x14\x8f\xfd\x61\x91\x23\x7b\x54\x47\x7e\x76\xd1\ -\xe5\xab\x45\x83\x7f\xcd\x0c\x2e\x7f\x10\x75\xc0\x99\x05\xab\xe7\ -\x00\x70\xa1\xbe\x05\x23\x00\x5b\x7a\x14\x1a\xda\xae\xb0\xd9\xc8\ -\x5b\x9f\x88\x8e\xfc\x62\xc9\x6f\x35\x0e\x44\x63\x89\xe0\x41\x44\ -\x87\x81\xc4\xb2\x03\x66\x9c\xbe\x44\x8d\x92\xa3\x56\xa1\xdd\x4a\ -\xdf\xfb\xc2\x5a\x93\xff\x66\x69\x23\x86\x01\x46\x53\x8d\x32\x05\ -\x41\x1e\x08\x6b\x08\x88\x2f\x27\xa1\x88\x93\x8c\xd5\x28\x57\x55\ -\x03\x9d\x64\xe2\x44\x0a\x57\xae\xbd\x5d\x00\x5a\xb7\x3a\x41\xa4\ -\x1b\xb4\x36\x1a\x49\x58\x2f\xc9\x65\x19\xe5\x9a\x43\x03\xeb\x91\ -\x67\x7e\x39\xb8\x26\x7f\xfe\xb9\x15\xc6\x5b\x45\x2c\x17\x77\xe5\ -\x92\x77\xe2\x44\xc4\x72\x0b\x9f\x2d\x75\x76\xe0\xe0\x0b\x81\x91\ -\xb5\xf8\x46\xe3\xa9\x3b\xe2\x95\x97\x83\xd1\x38\x4c\xf8\xee\x5d\ -\x85\x6a\x0c\x4f\x47\xd6\x7d\x40\x69\x56\xbe\x1e\x3e\x22\x40\xfa\ -\x04\xad\x5a\xcb\x2c\xa0\x22\x61\x11\x9a\xc6\x30\x29\x3b\x1e\x96\ -\x19\xf9\xde\x8d\x5b\x4d\x1d\xc7\x71\x6b\x61\x8b\xae\x66\x31\x91\ -\x41\x0e\x28\x79\x0e\x80\xda\x02\x42\x88\x55\x58\x29\x87\x7f\xf7\ -\xdd\x9c\x33\xc5\x32\xa8\x2d\x04\x83\xb5\x7c\x06\x70\x05\x40\x78\ -\x86\xfb\x00\x67\x0e\xcb\x90\x24\x22\xad\x58\xa9\xdc\x95\x6b\x1b\ -\xef\x4b\xc8\x16\xd4\xf5\x58\x86\x04\x67\x0e\x94\x77\xd1\x4e\xbc\ -\x75\x19\x70\xea\xf1\x56\x28\xef\x35\x04\x3f\x5d\x2a\xcc\xf3\x83\ -\xc1\xee\x15\x6a\x2d\x00\x7e\xf5\xfb\x25\x6e\xef\xbb\x9e\xd9\x64\ -\x07\x3e\x90\xec\x4c\x39\xd8\x7f\xaf\xf4\x36\x26\xe5\x86\x03\xe9\ -\x74\x5a\x8f\x8d\x71\x7a\x92\x27\x1e\x76\x8a\x57\x7e\xa2\x36\x6f\ -\xa7\xaf\xbb\xf5\x40\xfb\xf4\x2b\xf3\xf4\xc4\xda\x2b\xef\xc4\xe7\ -\xcb\x06\x4e\xf1\x4a\xb0\x7a\xf3\xcf\xff\x00\x8a\x80\xdb\x9c\x71\ -\x12\xdf\x3d\x85\x99\x78\x37\x7b\x79\x86\xbb\xf6\xdd\x84\x65\x06\ -\x4e\x3c\x7b\xe6\x0a\x1b\xd7\x50\xde\x89\x97\xbe\x41\xf6\xf2\x5c\ -\xf0\xe2\xe6\x5e\x22\x46\x01\x28\x00\xb2\x91\x9f\x99\x4c\x46\xdf\ -\x63\x47\x72\x39\xbd\x27\xef\x2b\x71\x74\xbe\x50\x65\x68\x20\x4a\ -\xd4\x32\xb1\x4c\xe3\x86\x21\xf0\x78\x7f\x3a\x4f\xc5\x95\x50\xcb\ -\xbf\x68\x5b\x7f\x7b\x07\xc8\x01\x85\x74\x3a\xed\xaf\x4c\x71\xcf\ -\xe6\xcc\xcb\xf8\xce\xa9\x6b\x95\x1a\x67\x27\xf3\xc8\xaa\x43\xcc\ -\x12\x37\x04\x59\x75\x38\x3b\x99\xe7\x5a\xa5\x16\x18\x37\xff\xf2\ -\x06\xf0\x2d\x90\x07\xbc\x55\x67\xc2\x4c\x26\x83\x6d\xdb\xfe\x00\ -\x53\x53\x39\xbd\xbb\x28\x95\x79\xf8\xf3\x19\x17\xa9\x04\x5b\x37\ -\x09\xac\x88\x20\x22\xe8\x08\x43\x7b\x4c\x7e\x59\xe1\xc3\x4f\x0b\ -\x48\x4f\x35\x1b\xcf\x01\x57\x01\xa7\x7e\x6b\xba\x6e\x95\x1e\x1b\ -\x1b\x13\x40\xd7\xa4\xf7\xc0\xcf\x89\xf6\x3e\x8f\x61\x8e\xc6\x2c\ -\xc1\x6d\x5b\xba\xd8\x3d\xa0\x48\xa5\x7a\x30\x4d\xab\x65\x8e\xef\ -\x4b\x16\x17\x8b\x7c\x7a\x45\xf0\xd5\x6c\x85\xaa\x54\xa0\xbc\x8b\ -\xb8\xb9\x97\xec\xd8\x9b\x17\xc2\x95\x5f\x05\x2a\xcd\xc7\xf2\xb6\ -\x6d\x22\x74\x22\x0e\xf4\x4d\xea\x07\x8f\x63\xc6\xef\xc7\x30\x47\ -\xea\x7c\x22\x0a\xfd\x3d\x41\x0e\xcf\x17\x3d\x9c\x5a\xd3\x64\xe5\ -\x5d\xc4\x2b\xbd\x1d\x66\x7b\x01\x98\x0f\xc3\xbe\xea\x76\xb4\xe6\ -\xd5\x6c\x6c\x6c\xcc\x08\xfb\x45\x37\xd0\x3b\x59\x3d\xb6\x0b\xab\ -\xe7\x00\x22\x3a\x8c\xb0\x86\xc2\x96\x1a\xb6\x13\x99\xc5\xaf\x66\ -\xa9\xe5\x33\x61\x91\x29\x87\xbf\x5a\x21\x7c\xf6\xae\x77\x59\x5d\ -\xd7\xe5\x34\x8c\x86\x15\x46\x24\x11\x22\x1e\x8e\x89\x46\x31\x03\ -\x09\xb8\x80\x13\xc2\xed\x74\x39\xfd\x1f\x79\x3a\x71\x2e\xdf\x7c\ -\x09\x0c\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x03\x36\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\xeb\x00\x00\x00\x32\x08\x06\x00\x00\x00\xbd\x3b\x2c\x32\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0e\xd4\x00\x00\ -\x0f\x2a\x01\x57\xc2\xb8\xd5\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd8\x01\x0a\x15\x08\x0b\x25\x82\xcf\x2d\x00\x00\x02\xc3\x49\x44\ -\x41\x54\x78\xda\xed\x9d\xdb\x8e\x83\x30\x0c\x44\x03\xea\xff\xff\ -\x72\xf6\xa9\x12\x5a\xb5\x34\x37\xdb\xe3\x70\x46\xea\x23\x9b\xcd\ -\xd8\x63\x4f\x02\x84\xa3\xd4\x52\xcb\x17\xd4\x52\x8f\x62\x84\xa3\ -\x1c\x75\x66\xcc\x6f\xd7\xaf\x82\xe5\xdc\x57\x71\x15\x15\x23\x45\ -\xbe\x47\x38\x8a\xe2\x75\x54\x13\x67\x01\x5f\x89\x7b\xff\xd4\xff\ -\x4f\xf8\x5e\x5f\x20\x14\x79\x45\xac\x1d\x89\x04\x13\xf0\x8d\x58\ -\x13\x25\x91\xe2\x98\xbb\x26\xb6\xc7\xbc\x54\xba\x6b\xcb\xb2\x10\ -\xb1\x52\xf5\x29\x90\x49\xf0\xda\x71\x52\xa3\x9b\x03\x24\x86\x3d\ -\xc7\x23\x3c\x1f\xe5\xa8\x4a\x1b\x7e\xd8\x60\x91\x04\x7c\xff\x14\ -\x84\xdd\x33\x46\xa6\x42\x73\xe5\x59\x41\x84\xd1\x56\xb8\xf5\xce\ -\x08\x62\x35\xe8\x1c\x00\xae\xe9\xac\x24\xd1\x63\xb9\x8e\xbc\xaf\ -\x1e\xe1\x5a\x3e\xfd\x3f\x88\xd5\xc9\xa6\x7a\xfc\xed\xec\x6b\xee\ -\x27\x16\xc7\x9e\x98\x21\xd6\x64\x09\x44\xb7\xc7\x06\x83\x4d\x3a\ -\x36\x3b\xda\x79\xac\x70\xef\x23\xb7\x88\x35\x61\x32\xd1\x5d\xe9\ -\xac\x00\x50\x10\x83\x37\x9a\xee\xc6\x47\xac\x1b\x59\x60\xac\xf0\ -\xde\x71\x46\xac\x46\x55\xd0\x7a\x2c\xac\x30\x36\x18\x00\x8a\x70\ -\x90\x15\xfe\x55\x80\x11\xab\x90\xa5\x5c\x39\x56\x46\x2b\xfc\x14\ -\xfb\x3e\x3a\x4f\xc4\x3a\x48\x6a\xa4\x05\x7e\xa2\x15\xf6\x9e\xab\ -\x77\x77\x6d\x99\x1f\x62\xdd\xb8\xab\x64\xea\x54\x74\xd5\xdf\x78\ -\x21\x93\x7e\x42\xd9\xdc\x81\xef\x08\xd0\x59\x2f\x09\xd3\xf2\x62\ -\xb9\x92\x1d\xcb\x9e\xc8\xea\x2f\xf2\x7b\x59\xe1\xd6\x18\xbe\x76\ -\x15\x5e\xa6\x75\x93\xf5\x0b\x01\x6a\x82\xee\x99\xef\x4e\x5d\x75\ -\x36\xce\xd8\xe0\x87\x25\x4c\xa6\x35\xa6\x3a\xef\x2b\x0a\x61\xcf\ -\xf5\xd8\x60\xe1\x84\x69\x1d\x7b\xc7\x62\xa2\x32\x27\x25\x6e\x11\ -\xeb\x4d\x90\x3c\x02\xa5\x76\x3c\x0c\x02\xd1\x8d\x01\x62\xdd\x24\ -\xc1\x77\x29\x8e\x8a\x42\xb5\xda\x68\xea\x9d\x2b\xa7\x1b\xde\x10\ -\x1e\xb9\x39\xd3\x3b\x6e\x2d\xf5\xc8\x76\x68\x1a\x25\xaa\x0f\x6c\ -\x30\xfd\x48\x74\x4b\xc1\x7a\x3f\xca\xb8\x72\x1e\x88\xad\x9d\xdb\ -\x55\x71\x46\xac\xc1\x82\xc5\x86\xe7\xcf\x0f\xaf\x62\xc7\x9a\x35\ -\xa8\x5b\xa8\x7e\x8a\x03\xe8\x72\x8e\x58\x49\x74\xb0\xa0\x98\x7b\ -\x3c\xe8\x81\x58\x8d\x02\x02\xc0\x6a\xb0\x66\x0d\x58\xbf\xce\x7e\ -\x48\x7a\xc6\x05\xf0\xdd\x18\x5b\xf7\x75\xe5\x76\x75\x71\xa7\xb3\ -\xb2\xf6\x06\x8e\xdc\xce\x5c\x7f\x2a\x7e\x8e\x1d\x3b\x0c\x00\x9d\ -\x35\x5c\xb0\x5e\x85\x8a\x62\x13\x9b\x17\x9f\x38\x9e\x8d\xf1\x39\ -\xba\xf6\x01\xf0\x03\x02\x3a\x2b\x6b\x1c\x9f\xf5\x9f\x92\xb8\x29\ -\x34\xf9\xb8\x3d\xbd\x07\xce\x98\x24\xd6\x96\xd2\xaa\x58\x52\x84\ -\x75\x8a\xf8\x8a\x58\x9c\x9e\x02\x53\x39\x2d\x90\x2e\x05\xd2\xda\ -\xe0\x16\xb1\xb4\x9e\x51\x74\x77\x6d\x66\xa1\xce\x7e\xec\x37\x6a\ -\x07\x9c\x8d\xa6\xf8\xee\xba\x2a\xc6\x43\x0f\x45\xfc\x0f\xf2\xcc\ -\x8d\xe0\x4c\x1d\x35\xdb\x6b\x68\x60\xd3\xce\x3a\x23\x9c\x99\xae\ -\xcb\xc6\x02\x00\x83\x6b\x56\xaf\xb7\xf5\x55\x4f\x05\xb0\xb0\xc3\ -\xd1\x0f\x81\x60\x85\xe3\xf2\x61\x65\x8c\xcf\x08\x7b\x9a\x7d\x97\ -\x72\x76\xfd\x0a\xc0\x90\x73\xab\xb5\x2d\xaf\x66\x13\x90\xdb\x08\ -\x00\x38\x89\x15\x00\x20\xb6\x66\x05\x00\x20\x56\x00\xc0\x04\xfe\ -\x00\x21\x3f\xb6\x7f\xc4\xf1\xbc\x5d\x00\x00\x00\x00\x49\x45\x4e\ -\x44\xae\x42\x60\x82\ -\x00\x00\x05\x44\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x04\x67\x41\x4d\x41\x00\x00\xaf\xc8\x37\x05\x8a\xe9\ -\x00\x00\x00\x19\x74\x45\x58\x74\x53\x6f\x66\x74\x77\x61\x72\x65\ -\x00\x41\x64\x6f\x62\x65\x20\x49\x6d\x61\x67\x65\x52\x65\x61\x64\ -\x79\x71\xc9\x65\x3c\x00\x00\x04\xd6\x49\x44\x41\x54\x78\xda\x62\ -\xfc\xff\xff\x3f\xc3\x40\x02\x80\x00\x62\x62\x18\x60\x00\x10\x40\ -\x03\xee\x00\x80\x00\x62\x41\x17\x58\xb7\xfe\xc8\xff\xdf\xbf\xff\ -\x30\xfc\xfe\xf5\x97\x81\x91\x91\x81\xe1\xcf\x9f\xbf\x40\x0c\xe4\ -\xff\x46\xd0\xa8\xec\x3f\x60\x35\x08\x1a\x55\x0c\xc4\x7f\xf5\xe6\ -\x23\xc3\xfb\x77\x9f\x19\x2e\x9c\x9f\xc9\x88\x6e\x1f\x40\x00\xa1\ -\x38\x60\xfd\xfa\xa3\xff\x6d\xed\xf5\x81\x9a\xff\x31\xfc\xfd\xf7\ -\x8f\x41\x46\x42\x10\x2c\x7e\xf9\xe6\x13\x14\x4d\xba\xea\x32\x24\ -\xf9\x72\xfb\xc1\xcb\x0c\x7f\x7e\xfd\x66\x70\x72\x2e\xf9\xbf\x6f\ -\x6f\x0f\x8a\x23\x00\x02\x08\xc5\x01\xbf\x81\xbe\xfa\xf1\xf3\x37\ -\xc3\xd7\x6f\x3f\x19\xfe\xfc\x45\x38\xc0\xd4\xbf\x91\x41\x52\x54\ -\x80\x81\x83\x83\x95\x81\x83\x9d\x95\xe1\xfc\x96\x46\x92\x1c\x70\ -\xe7\xe1\x2b\x86\xbf\x7f\xff\x32\x38\xb9\x9a\x30\x48\x4a\x86\xfe\ -\x7f\xfe\x7c\x35\xdc\x11\x00\x01\x84\xea\x00\x60\x70\xfd\x05\x5a\ -\xfc\xfb\x0f\x84\x86\x01\x6e\x2e\x76\x06\x23\x1d\x79\x06\x41\x3e\ -\x2e\x06\x01\x7e\x2e\x92\xe3\xf9\x0f\xd4\xbc\x5f\xbf\x7e\x31\xb0\ -\xb0\xa0\x26\x3b\x80\x00\x62\x41\x57\x08\xf2\x39\x18\x03\xd9\x30\ -\xc0\xc6\xca\xc2\x20\x29\x26\xc0\x20\x00\x72\x00\x1f\x79\x0e\x00\ -\x99\xf9\xe1\xc3\x27\x86\x7f\xff\xfe\xa1\xc8\x01\x04\x10\x5a\x08\ -\xfc\x01\xc7\x3d\x38\x24\x90\x14\x4a\x88\xf2\x03\x1d\xc0\x0f\x75\ -\x00\x37\xc9\x0e\x00\x85\xe8\xa7\x8f\x9f\x19\xbe\x7f\xfb\x01\x74\ -\x00\x6a\xb9\x03\x10\x40\x18\x21\xf0\xf7\x0f\x28\x04\x50\xa3\x20\ -\xd0\xcd\x98\x41\x5f\x53\x8e\x81\x07\x18\x15\x3c\xdc\x1c\x24\x3b\ -\x00\xe4\xf3\x6f\x9f\xbf\x32\xfc\x04\x26\x44\xf4\x82\x0f\x20\x80\ -\x30\x12\x21\xc8\x72\x58\x90\xc1\x40\x5d\x9e\x1f\x59\x79\x1c\x14\ -\xdc\xaf\x5e\x7d\x60\xf8\xf2\xe9\x0b\xd8\xec\xdf\x40\x07\xa0\x47\ -\x01\x40\x00\xa1\x86\x00\x38\x11\xfe\x07\x2a\xfe\x07\x0e\x81\xdb\ -\x0f\x5e\x82\x83\xec\x1f\xd0\xd5\xff\xa1\x34\xc8\x00\x90\x27\x20\ -\xe2\xff\xc0\x3e\xfa\x07\x97\xfb\x0f\xe7\xff\xfe\xfd\x9b\xe1\xcd\ -\xeb\x0f\x0c\x5f\xbf\xfe\x00\x26\xbe\x3f\xe0\x72\xe3\x17\x96\x10\ -\x00\x08\x20\xcc\x5c\xf0\x0f\x92\x00\x41\xf4\xf5\x3b\xcf\x51\xf8\ -\x7f\xa1\x09\x14\x99\x86\xb0\x21\x0e\x07\xd1\xa0\x74\xf4\xf9\xd3\ -\x57\x86\xaf\x5f\xbe\x22\x0a\x30\x50\x81\x04\x72\xc0\xef\xdf\x18\ -\x69\x00\x20\x80\x30\xa3\x00\x1c\xfc\x7f\xe1\x85\x11\x2e\x8b\xfe\ -\xa2\x39\x04\x14\xbf\x5f\xbf\x7c\x63\xf8\xf6\xf5\x1b\xb4\x24\x84\ -\x94\xa6\x10\x33\xa1\xfc\xdf\x98\x21\x00\x10\x40\x98\x51\x00\xca\ -\x05\xe0\x28\xf8\x8b\xd5\xc7\x7f\x90\x1c\xf3\xf3\xe7\x2f\x30\x06\ -\xa5\xee\x9f\xc0\x02\x0c\x6e\x31\x88\xfe\x8d\xb0\x1c\xe6\xb1\xdf\ -\xc0\xa8\x40\x77\x00\x40\x00\xb1\xa0\x67\x17\x58\x19\x00\xb2\x44\ -\x58\x90\x07\x1c\xe7\x7f\xff\xfd\x87\xd3\xbf\x80\x16\xfd\xf8\x01\ -\xb4\xf4\xfb\x0f\x06\x56\x46\x56\x06\x76\x66\x46\x06\x2e\x56\x66\ -\x88\x25\xbf\xff\x22\xd5\x0b\x50\x4b\x81\xf4\x83\x27\xaf\xc0\xd1\ -\xf0\x0b\x4b\x08\x00\x04\x10\x66\x39\x00\xf5\x1d\x28\x0a\x5c\xac\ -\xb5\xe0\x72\x20\xf1\x6f\xc0\x22\x1a\xe4\x63\x48\x05\x05\x51\x03\ -\x71\xec\x5f\x24\xb1\xbf\x18\xf2\x3d\xb3\xd6\x43\x1d\x86\x99\x0b\ -\x00\x02\x88\x05\x5b\x91\x89\x5e\x10\x81\x82\xf7\x1b\x30\x98\x91\ -\x0d\x85\xe1\xbf\x7f\xff\x42\x8b\xf0\xbf\x58\xe5\x91\x6b\x4a\x50\ -\x28\xa0\x87\x00\x40\x00\x61\xe4\x82\x3f\x48\xf1\x0c\x52\x0c\xc9\ -\x46\xbf\xb1\x1a\x8c\xea\x10\xdc\xf2\x60\x07\xfc\x85\x44\x0b\xba\ -\x03\x00\x02\x08\x7b\x14\x40\x35\x7e\xf9\xf2\x9d\xe1\xf4\xe9\xc7\ -\x90\x1c\xf1\xf7\x2f\x3c\x61\xa2\xd2\x08\xcb\xb1\xc9\xc9\xcb\x0b\ -\x01\xd3\xc1\x6f\x60\x09\x0b\x49\x0f\xe8\x0e\x00\x08\x20\x8c\x44\ -\x08\xab\x0d\xbf\x01\x7d\xfe\xe3\xc7\x6f\x06\x39\x39\x7e\xb4\x78\ -\xfe\x87\x16\xe7\xff\x30\xd2\x00\xb2\x27\x60\x39\xe2\x2f\x8e\x10\ -\x00\x08\x20\xb4\x6c\xf8\x07\x1c\xfc\xdf\xbf\xff\x64\xf8\xf6\xfd\ -\x07\x58\xc3\x87\x0f\xdf\x90\x7c\x88\x6a\x21\x2e\x3e\x8c\x0d\xc2\ -\xbc\xbc\xec\x40\xfe\x6f\x78\xcb\x0a\xdd\x01\x00\x01\x84\x11\x02\ -\xa0\x60\xfa\xf2\xe5\x1b\xbc\x39\xf5\xe1\xc3\x77\x94\x60\x45\x0e\ -\x6a\xe4\xa8\x41\x15\x47\xb0\x39\x38\x98\xa1\xb5\x2c\x76\x07\x00\ -\x04\x10\x46\x22\x04\x17\x2a\xc0\x86\x03\x28\xd8\x40\x65\xb8\xac\ -\x2c\x1f\xd6\xac\x85\x9e\x13\x70\x25\x4a\x48\xc2\xfe\xc3\xf0\x0f\ -\xe4\x50\x2c\x0e\x00\x08\x20\x54\x07\xfc\x02\x15\x32\x3f\x81\x85\ -\xcd\x1f\x78\x61\x72\xf1\xe2\x73\xb0\x05\xff\xfe\x21\x07\xed\x3f\ -\xb4\x50\x41\x84\x04\xb8\xc0\x42\x12\x93\x96\xe6\x07\x27\x40\x50\ -\x1a\x00\x61\x06\x06\x54\x07\x00\x04\x10\x8a\x03\x40\xe5\xf9\x6f\ -\xb0\xcf\x7f\x43\x2a\x10\x20\x96\x96\xe6\xc5\xc8\xe3\xc8\x3e\x46\ -\x4e\x70\xc8\xc1\x8f\x28\x23\xfe\x80\xd3\x00\xac\x80\x43\x0f\x01\ -\x80\x00\xc2\xc8\x86\xe0\x22\x13\x9c\xef\x21\x69\x80\x8d\x8d\x09\ -\xc8\xfe\x0f\x6c\xa2\xc3\x30\x23\x10\x33\x41\x7d\x02\x11\x63\x60\ -\x60\x04\x63\x90\x1c\x8c\xfd\xff\x3f\x04\x43\xa2\x00\x18\x32\x7f\ -\x60\x51\xc0\x8c\xe2\x00\x80\x00\x42\x71\xc0\xaf\xef\xbf\x18\xbe\ -\xbc\x7d\xcf\xf0\xe9\xf9\x2b\x70\x62\xbc\x7b\xf7\x0e\x46\x1e\xff\ -\xf3\xe7\x1f\x96\xc4\xf6\x0f\x6b\x79\x00\x8b\x86\xaf\xaf\x5e\x80\ -\xab\xe1\x3f\x3f\x7f\x02\x1d\x80\xda\xa6\x04\x08\x20\x46\xf4\x20\ -\x31\x30\x48\xfd\xff\xf1\xe3\x17\x70\x02\x14\x10\xe0\x82\x37\xcd\ -\x40\xea\x20\x98\x01\x1e\x8c\xa8\x7c\x04\x1b\x5d\xec\xe5\xcb\x37\ -\x50\xf5\xa0\xe2\xfe\x00\x4a\xbf\x00\x20\x80\x18\x07\xba\x73\x0a\ -\x10\x40\x03\xde\x37\x04\x08\xa0\x01\x77\x00\x40\x80\x01\x00\x80\ -\x70\xef\x0c\xb7\x02\x84\x52\x00\x00\x00\x00\x49\x45\x4e\x44\xae\ -\x42\x60\x82\ -\x00\x00\x07\xdc\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xd4\x00\xcd\x00\xcd\xf9\x94\ -\xd9\xf8\x00\x00\x00\x09\x70\x48\x59\x73\x00\x04\x53\x49\x00\x04\ -\x53\x49\x01\x94\x66\x43\x22\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd8\x01\x07\x12\x37\x10\x00\x1c\xe2\xa5\x00\x00\x07\x69\x49\x44\ -\x41\x54\x58\xc3\xd5\x97\x5b\x6c\x1c\x57\x19\xc7\x7f\x67\xd6\xbb\ -\x3b\x7b\x5f\x3b\xbe\xc4\xa9\x93\xd4\x75\xa4\x84\x6c\xee\x16\x4e\ -\x73\x91\x5a\x04\x12\xa2\x55\x49\x09\x82\xa4\xca\x03\x54\xa2\xf4\ -\x25\x2f\xa0\xf0\x50\x84\x2a\x1e\x2a\x54\x29\x8d\x42\x45\x85\x44\ -\x0b\x22\x01\x05\x14\x1e\x80\x56\x0a\xa2\xc5\xce\xcd\x29\xb6\x73\ -\xc1\x4e\xea\x36\x37\x12\x3b\x75\x63\x67\xd7\x97\xdd\xd9\x5d\xcf\ -\xae\x77\x67\xe6\xf0\x30\xb3\xb3\xbb\x71\x52\x41\x85\x84\x38\xd2\ -\xea\xcc\x99\x3d\xe7\x7c\xff\xef\xff\xfd\xbf\x73\xbe\x81\xcf\xd8\ -\x8a\x07\xf1\xe8\xaf\x22\xf8\x7f\x6f\xb5\x1e\xc8\xff\x85\xed\x86\ -\x7f\x67\xe6\x73\x7b\xf7\xb2\x67\xef\x5e\x00\x26\x27\x27\xd1\x34\ -\x0d\xd3\x34\x39\x7c\xf8\xa7\x64\xb3\x1a\x08\x10\x08\x84\x10\x08\ -\x01\x48\x01\x02\xbc\x5e\x2f\xa6\x69\xba\x5e\x0a\xa1\x38\x3d\xe4\ -\xf2\x79\xea\x00\x84\xc3\x61\x84\x10\xce\x04\x81\x70\xfa\x48\x34\ -\x4a\x22\x91\xa0\xa7\xa7\xc7\x05\x34\x37\x37\xc7\x0f\x0e\x1c\x40\ -\x11\x10\x8f\xc7\x58\xb1\x62\x25\xd2\x32\xb9\x7b\x77\x12\x81\x00\ -\xc5\x5e\x7f\xe8\xd0\x21\xc6\xef\xdc\xe1\xb7\x47\x7f\x43\x36\x9f\ -\x75\x40\xda\xce\x57\x00\xb8\x21\x58\xde\xd1\x21\x2b\xc6\x97\x2e\ -\x5d\xca\xf6\x1d\x3b\xd8\xb9\x73\x27\x3d\x3d\x3d\x34\x34\x54\x89\ -\xba\x75\xeb\x16\x3f\x7c\xe9\x25\xa6\xa6\xa6\xec\xc5\x42\xd0\x77\ -\xf2\x24\x1e\x8f\x87\x52\xa9\xc4\x7c\x3e\x4f\x32\x95\x42\xd3\x34\ -\xba\xba\xba\x68\x69\x69\x21\x9f\xcf\xf3\x87\xe3\xc7\xf9\xcb\x89\ -\x13\xe4\xf2\x39\x84\x14\x5c\xf9\x70\x54\xd4\x01\x58\x9f\x48\x48\ -\x84\x60\xfb\xb6\x6d\xfc\xe8\xe5\x97\xf1\x78\x3c\x94\xcb\x65\x2e\ -\x9c\x3f\xcf\xd0\xe0\x20\xcf\xed\xdb\xc7\x9d\xf1\x71\x0e\xbd\xf6\ -\x1a\xc5\x62\xd1\x65\xcb\xeb\xf5\xf2\xd5\x5d\xbb\x50\x55\x95\xf6\ -\xf6\x76\x42\xa1\x10\xcd\x2d\x2d\x44\xa3\x51\xe2\xf1\x78\x5d\x28\ -\xd3\xe9\x34\xbf\x7c\xf3\x4d\x2e\x5d\xbc\xc4\xd9\xf7\xcf\xd5\x6b\ -\x20\x1e\x8f\x23\x84\x60\x72\x6a\x8a\xc1\x81\x01\x2e\x5e\xb8\xc8\ -\x95\x0f\x2e\x53\xd4\x8b\x08\x01\xc5\x62\x91\xab\x1f\x5d\x45\xf5\ -\xfb\x51\x55\xbf\x03\xc0\xa6\xfa\x64\x5f\x9f\x4d\xad\x50\x10\x80\ -\xe2\xf8\xf6\xea\xc1\x83\xc4\xe3\x71\xc6\xc6\xc6\xb8\x3c\x3c\xcc\ -\xc8\xf0\x30\xd3\x33\x33\x75\xc0\x5c\x06\x9e\x79\xea\x69\xa9\x28\ -\xa2\xa2\x16\x44\x45\x58\x35\x63\x5c\xa1\x55\xb5\x52\x11\x15\x08\ -\x14\x21\x2a\x03\x04\x82\x75\x1b\xd6\x73\x67\x7c\x9c\xf9\xf9\xf9\ -\xaa\xb6\x9c\x7d\x8f\x1e\x3b\x76\x1f\x03\x8d\x31\x6c\xfc\x35\x6a\ -\x76\x8d\xd8\xaa\x16\x35\x6a\xaf\x9d\x67\x0b\x5f\xd4\x19\x40\x08\ -\xee\x4e\x4c\xe0\x6d\x68\x20\x1e\x8b\xdd\x27\xf0\x6a\xf6\x37\x58\ -\x6f\xf1\x25\xe5\x05\x7a\x1b\x63\xf1\xfb\xbc\xb4\x37\xda\xd4\xdd\ -\xcd\xea\x35\x6b\x00\x88\x46\xa3\xf8\x55\x95\xbb\x9f\x7c\xc2\x89\ -\x77\xde\xc6\xb2\xa4\x9b\x31\xb5\xac\x55\x52\x4e\x28\x02\x90\xce\ -\x3b\x81\x50\xec\x14\x75\xb2\xd1\x07\x98\x0d\x86\xc5\x25\x80\x78\ -\x2c\x8e\x50\xaa\x9b\x55\x72\x5b\xf5\xab\x2c\x5f\xb1\xc2\x45\x7c\ -\x6f\x72\x92\xbf\x9f\x3b\x47\x34\x12\x25\x18\x08\xb2\x75\xc7\x76\ -\xb2\xd9\x2c\x59\x4d\x63\x3e\x9f\x27\x9f\xcb\xa1\xeb\x05\x84\x80\ -\xee\x9e\x1e\xa4\x94\x7c\x70\x79\x04\xd3\x30\x6d\x16\x04\x28\xa6\ -\x01\x10\x01\x0a\x0d\xbe\x17\x49\x57\x42\x20\x6a\x62\xdc\xd2\xda\ -\xca\x9a\x44\x82\xb6\xb6\x36\xd7\xf8\x74\x2a\xc5\x85\x81\x01\xc2\ -\xa1\x20\x02\x88\x44\x63\x2c\xeb\xe8\x60\xa5\xd7\x5b\x3d\x4e\xa5\ -\xc4\x34\x4d\xf2\xb9\x1c\x3e\xbf\x9f\x60\x30\xc8\xa3\x9d\x9d\x5c\ -\x1d\x1d\x65\x3a\x99\x04\x01\x85\xe2\x02\x80\x1f\xd0\xab\x1a\x88\ -\x35\xa2\x08\x68\x7f\xa4\x83\x15\x9d\x8f\x12\x73\x94\x3a\x9d\x4c\ -\xe2\xf5\x79\x01\xc1\x47\x57\x2e\x13\x8e\x84\xab\x61\x42\x30\x70\ -\xf6\x0c\x81\x40\x80\x50\x38\x42\x28\x1c\x26\x18\x0a\x11\x0c\x85\ -\x88\xc5\x62\x08\xc5\xe6\x3a\x10\x0c\xb2\xa5\xa7\x87\xb9\x99\x19\ -\xee\xdc\xbe\x4d\x7a\x6e\x16\x40\x07\x4a\x2e\x80\x65\xcb\xda\x59\ -\x9d\x48\xe0\x57\x55\x4c\xd3\x24\x39\x35\x45\x6a\x6a\x8a\xd2\xc2\ -\x02\xe1\x68\x84\x42\x5e\x27\x1a\x89\x38\x02\x03\x81\x02\x42\x3a\ -\x3d\x98\xa5\x12\xb9\x74\x9a\x7c\x3a\xe3\x08\x56\xb0\x6a\xed\x5a\ -\x7c\x7e\x3f\x46\xb9\x8c\xae\xcf\x63\x94\x4a\xf8\xfd\x7e\x9a\x96\ -\x2c\x01\xc8\x01\xa6\x0b\x20\x18\x08\xa0\x28\x0a\xb3\xc9\x24\x99\ -\xb9\x39\xa4\x65\x11\x54\x55\x82\xaa\x8a\x10\xe0\x8b\x46\x9c\x23\ -\xb6\x92\x01\xb8\xc7\x35\xb5\x42\x74\x05\x29\x98\xcf\x66\xc9\x96\ -\x4a\x94\x4b\x65\x0c\xd3\xa0\x58\x28\x10\x0c\xa8\x34\xd9\xec\x9a\ -\x75\x69\x18\x09\x47\xc8\x24\x93\x80\x20\x16\x89\xd6\xa5\x1d\x02\ -\xa4\x04\xa4\x44\x4a\x90\x48\x70\x7a\x29\xa5\x1b\x7b\x09\x60\x49\ -\x14\x2b\x8f\x21\x82\xe8\xff\xbc\x40\xda\x52\xd1\x4a\x02\xbf\xdf\ -\x4f\x2c\x1a\x41\x4a\x28\x2d\x94\xaa\x69\x58\x79\x58\x58\x28\x38\ -\x9b\xda\x9b\x21\x25\xc1\x68\xb4\xa2\x2c\xf7\x3f\xc3\x28\xa3\xe7\ -\xe7\x41\x5a\xf6\x5c\xb0\x9f\x6b\x80\x1d\x35\xbf\x0f\x40\xca\x77\ -\xdb\x5e\xaf\x56\x8c\xc0\x13\xc5\x03\x6c\xb2\xb6\x2e\x06\x90\xce\ -\x68\x8e\x9b\x15\xcf\xa0\xb1\xad\x8d\x58\x63\xa3\x3b\xb9\x54\x2a\ -\x71\xfd\xc3\x51\x8a\xba\xee\x32\x12\x0c\x87\xf0\xab\x01\xd2\xb3\ -\xb3\x98\xa6\xc9\x5b\xfe\x6f\xb1\x77\xcb\xcf\x78\x2c\xb4\xaa\xee\ -\xc0\x91\x48\x66\x4b\x33\x7c\xe7\xcc\xf3\xbc\x51\xfe\xf9\x62\x00\ -\x5a\x46\xb3\x0d\x23\x51\x14\x85\xf6\x47\x3a\x50\x83\x81\x6a\x09\ -\x56\x28\x70\x69\x68\x08\x5d\xd7\x6d\xba\x1d\x56\x9a\xdb\xdb\x79\ -\x6c\xd5\x2a\x4c\xd3\x24\x3d\x37\x4b\x71\xd4\xa2\x7b\xe5\x76\x5a\ -\x69\x5d\x54\x57\xa4\x48\x31\x5b\xd4\xc9\xe4\xb4\x07\x31\x90\xc1\ -\xe7\xf7\xd1\xd9\xd5\x45\x67\x57\x17\x7e\x55\x45\xd7\x75\x00\x0a\ -\xba\x4e\xff\xa9\x53\x68\x9a\xe6\xc6\xdb\xaf\xe8\x14\xcd\x00\x57\ -\x86\x87\x99\x4e\x25\x59\xd6\xb1\x9c\xd6\xb6\x36\x28\x59\xf4\xd3\ -\xff\xf0\xea\x66\xc1\xb6\xb5\x18\x80\x96\xa1\x6d\xe9\x52\xd6\x24\ -\x12\xe4\xf3\x79\x2e\xf6\xf7\x73\xf3\xfa\x75\xbe\xfc\x95\xa7\x78\ -\xbf\xff\x0c\x99\x4c\xc6\xf1\xdc\x0e\xbc\x5f\x29\x50\x34\x17\x90\ -\x48\xee\xdd\xbb\xc7\x3f\x2e\x5e\xb2\xef\x8c\x4e\x1b\xc0\x04\x13\ -\x8b\x6c\x2f\x67\x39\x14\x21\xa3\x3d\x80\x81\x4c\x26\x43\x26\x93\ -\x01\x29\xb9\x71\xf3\x06\xa6\x61\x82\x84\xe3\xbf\xff\x1d\x86\x69\ -\x20\x2d\x00\xcb\x05\x60\x4b\xa0\xe0\xc6\xb7\x92\x21\x2c\xc0\x79\ -\xce\x73\x5b\xde\xae\x33\xde\x24\x9a\xc8\x91\x7b\x38\x03\x19\xcd\ -\x16\xe1\xe0\xd0\x60\xd5\x88\xa3\x74\xfb\xd9\x7e\xb9\x61\xd3\x46\ -\xc2\x91\x28\xd3\xa9\x14\x46\xd9\x20\x39\x39\x41\xd1\x3b\xca\x8d\ -\xd6\x21\x3c\x01\x18\xd1\x20\x67\x8c\x23\x17\xa4\x7b\xe1\x0b\x9f\ -\x40\x53\x34\x34\x34\x58\x80\x3f\x37\xbd\x03\x3f\xe6\x14\x30\x52\ -\xc3\x40\xda\x4e\x25\x29\x9d\x32\xc1\xaa\x19\x57\xf3\x7c\xed\xba\ -\xf5\x7c\x6e\xcd\x6a\x1a\xbc\x3e\x72\xb9\x1c\xf7\x6e\x8c\xf0\xc4\ -\xc0\xaf\xe0\x19\xe7\x74\x07\xd0\x4d\xe7\x98\xb1\x5d\x94\x05\x89\ -\x81\x61\x8f\x77\xc3\x34\x33\x00\x4f\xf2\x47\x9e\x5c\xc4\x80\xe5\ -\x52\x6c\xd3\xea\xf3\xfb\x48\x24\xd6\xb1\x61\xe3\x46\x36\x6d\xde\ -\x4c\x73\x73\x33\x33\x33\x33\x58\x96\x45\xa1\xa0\xf3\x8b\x63\x7f\ -\xa2\xb9\xa1\x99\x99\xbe\x19\xf8\x86\x93\xf3\xf3\x9f\x52\x62\x2f\ -\x71\xfa\xbf\x02\x39\x8e\xd4\x65\x81\x94\x20\xa4\x64\x49\x73\x0b\ -\x5b\x1f\xdf\xca\xe6\x2d\x9b\xd9\xb0\x61\x23\xaa\xaa\x22\xa5\x24\ -\x95\x4c\xd2\xd7\xd7\xc7\xb6\x6d\xdb\xb8\x76\xed\x1a\x3f\x79\xe5\ -\x15\xb4\x5c\x96\x36\xd9\x42\x59\x2f\xa1\x15\xb2\xf0\xf5\x1a\x26\ -\x1e\xd6\xfe\x06\x5c\xe5\x08\x6f\xf0\x7c\x95\x81\xb4\x7d\x0e\xec\ -\xdf\xbf\x9f\x6f\xee\xd9\xe3\xce\x1d\x1b\x1b\xa3\xb7\xb7\x97\xfe\ -\xb3\x67\xb9\x79\xf3\x06\xe1\x50\x98\x17\x5e\xfc\x2e\xaf\x1f\x7e\ -\x1d\xc3\x2c\xbb\x6c\x85\x06\x42\x94\xf4\x32\x85\x62\x01\x76\x7d\ -\x0a\x88\x93\xe0\x19\xf2\x60\x36\x99\xdf\xab\xab\x09\x5b\x9a\x9b\ -\xa5\x44\xf2\xec\xb3\x5f\x63\xf7\xee\xdd\x9c\x3e\x7d\x9a\xf7\xde\ -\x7d\x97\x8f\x3f\x9e\xc0\xb2\x0c\x47\x0f\x95\x02\xd0\x42\x5a\x4e\ -\x98\x6a\x8e\x6e\x89\x64\xa1\xbb\x84\xd9\x6d\xc2\xd3\x0f\x00\x71\ -\x06\x38\x0f\x9e\x5e\x0f\x66\xc1\xac\x2f\xcb\x1b\xbc\x0d\x95\x9b\ -\x06\xd3\x15\x82\xfc\x6c\xdf\x6b\x8f\x03\x9f\x07\xbe\xe8\x14\x5e\ -\x00\x83\xc0\x05\xa0\x17\x28\x57\x0b\x62\xa5\xb2\xc6\x28\x1b\xc2\ -\x30\x4c\x61\x98\xa6\x90\xd2\x12\x52\x4a\x21\x9d\x1b\xf7\x3f\xfe\ -\x0d\x22\x98\xe3\x08\xef\x01\x69\xa0\x1f\xb8\xc5\x08\x4d\x34\x52\ -\x76\xe7\x2d\xfa\x38\xfd\xef\xb7\x7d\xfc\x1a\xf8\x36\x30\x02\x7c\ -\x81\x63\x64\xee\x9f\xf2\x2f\x77\x8e\x6a\x9d\x80\x73\x9f\x9d\x00\ -\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x05\xe1\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x0d\x00\x00\ -\x0b\x0d\x01\xed\x07\xc0\x2c\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x0a\x09\x13\x20\x1f\x69\x2a\xa7\x74\x00\x00\x05\x6e\x49\x44\ -\x41\x54\x78\xda\xc5\x97\xdf\x6f\x14\x55\x14\xc7\x3f\x73\x67\x67\ -\x76\xb7\x85\xfe\xa2\x0a\xb4\x20\x3f\x44\x52\x40\x4c\xe9\x28\x51\ -\x7e\x29\x26\x48\x42\x48\x44\xe2\x23\x2a\xa2\x6b\xe4\x81\x37\xe4\ -\xd1\x84\xf8\x07\xf0\xc0\x0b\x64\x03\x88\xf2\xa2\x0f\xa2\x3e\xf0\ -\x20\x20\x46\x14\xc4\xd0\x85\xb6\x01\x09\x52\x43\x81\xba\x85\xfe\ -\xd8\xb6\xec\x76\x66\x77\x66\xee\xf5\x61\xa7\xbb\x5b\xfa\x93\x42\ -\xe2\x24\x27\x93\x7b\xcf\x3d\xf7\x7c\xcf\xb9\xe7\x9e\x73\x2e\xfc\ -\xcf\x9f\xf6\x38\x8b\x9b\x76\xb7\x2c\x02\xb5\x11\x64\x23\xd0\x88\ -\x92\x25\x7b\xa8\x56\x94\x6c\x45\xba\xe7\x2c\x8e\xb7\x03\x32\x1e\ -\x8f\xab\xa7\x02\xa0\x69\x77\xcb\x87\xc0\x4e\x60\x03\x28\x40\x82\ -\x30\x41\x44\xf2\x0b\xa4\x03\xbe\x53\x2a\x72\x01\xe9\x9d\xb0\xd4\ -\x91\xa3\x80\x1b\x8f\xc7\xe5\xb4\x00\x34\xed\x6e\x59\x85\x26\x0e\ -\xa0\xe4\xeb\x08\x1d\xcc\x2a\x30\x6b\x30\xc3\x51\xe6\x57\x0c\xf2\ -\xca\xbc\x14\x00\x69\x07\xce\xde\x5e\x80\xed\xe4\x20\xdb\x0d\x4e\ -\x2f\x28\x17\x50\x36\xbe\xb3\xd7\xe2\xab\x2f\x01\x67\x2c\x20\xda\ -\x24\x56\x1f\x05\x20\x3a\x07\x73\xc6\xb3\x7c\xb4\xba\x93\x95\x8b\ -\x67\xb0\x74\x5e\x19\x11\x53\x8c\x92\xe9\xec\xc9\xf2\xc7\x5f\x03\ -\x9c\xbf\x01\x97\x6f\x1b\x90\xe9\xc8\x33\xfc\xdc\x49\x8b\x63\x1f\ -\x03\x83\xf1\x78\xdc\x9b\x14\x40\x41\xb9\x1e\x86\x8a\xa5\xec\x58\ -\x75\x8f\xb7\xd7\xd6\x52\x3d\x23\x34\xae\xb7\xd4\x23\x5b\x9d\x6f\ -\xeb\xe7\xf0\x39\x83\xfb\x5d\x5d\xe0\xa5\x41\xba\xad\x96\x3a\xfa\ -\x16\xd0\x5d\xea\x09\x7d\x5c\xe5\xa1\x32\xe6\xcf\x9f\xcb\xde\xcd\ -\x69\x36\xbd\x5c\x83\x11\x12\x78\x92\x71\xc9\x97\x6a\x04\xd5\xd7\ -\x86\x59\xdf\x00\xa9\xb4\xc7\xed\x6e\x0d\x94\x3f\x3b\xa9\x56\x2c\ -\xaf\xa3\xe5\x07\xcb\xb2\xbc\x44\x22\xa1\x46\x01\x68\xda\x7d\x75\ -\x15\x68\xa7\xd0\x0d\xea\xeb\xeb\xd9\xb7\x55\xb1\x70\x76\x04\xd7\ -\x53\xd3\xa2\x90\xae\xb1\x72\x61\x94\x07\x83\x92\xbb\xbd\x00\xea\ -\x85\xa4\xbb\xe8\x62\x9d\xb8\x7e\x37\x00\xc1\xa3\x3e\x3d\x06\x3e\ -\x54\xac\x64\xd7\xfa\x5e\x2a\xca\xca\x18\xca\xaa\x27\xbe\xeb\xef\ -\x6f\xac\xe0\xfe\x43\x83\x5b\xff\xa4\xc1\xac\xda\x8f\xe4\x0a\xe0\ -\x02\xae\x56\xb4\x3e\x91\x77\x7d\xb4\x8e\xf7\xd6\xe4\x78\x6d\x45\ -\xd5\xa8\x8d\xfe\xbc\x91\x1e\x31\x5e\xdd\x30\x63\x4a\x3c\x80\x64\ -\x6f\x96\x2f\x4e\x92\x0f\x4c\x2f\xf3\xb9\xa5\x9d\x38\x08\x0c\x16\ -\x3d\xa0\xe4\x4e\x34\x83\xd9\xb5\x33\x69\x58\xe0\x90\x71\x46\x5f\ -\xdd\x3d\xdb\xe6\x8e\x18\xff\x7c\x75\x60\x4a\x3c\x80\x8a\x72\x83\ -\x77\x1a\x7b\x38\x79\xc1\x00\x3d\xb2\x1d\xc9\xd7\x80\x1d\x02\x68\ -\xfa\xf4\xf2\x22\x60\x03\x91\x59\xbc\xb9\xa4\x17\xcf\x2f\xc7\xf3\ -\xfd\x49\x5d\x3b\x94\xf5\xa7\xc4\x73\x3d\x45\xef\x60\x0e\x85\x0e\ -\x91\x59\x60\x77\x35\x36\x67\xb7\x2c\xb3\xc2\xa7\x52\xc3\x1e\xd8\ -\x08\x80\x59\x43\x6d\xc5\x20\x19\x5b\x4e\xe9\x6c\x27\x5a\x97\xb1\ -\x25\x5d\x7d\x0e\x77\xfa\x34\x2e\x75\xd6\x17\x19\xa6\x0d\x76\x17\ -\x18\x95\x6b\x81\x2b\xc3\x00\x1a\x01\xe6\x54\x4a\xd4\x24\x96\x3d\ -\x8e\x07\xfa\xd2\x3e\x97\x3a\x17\x8c\x98\x37\xc3\x51\x72\x00\xc2\ -\x6c\x00\xa2\x45\x00\x7a\x84\xea\x68\x8e\xf4\x14\xad\x07\x26\x5c\ -\xfb\xdb\xdf\x06\x60\xa0\x0d\x97\xaa\xe0\x32\xe9\x02\xd0\x0c\x10\ -\xfe\x12\x24\x91\x62\x10\x8a\x08\x15\xe1\x1c\x99\x6c\x71\xd3\xf2\ -\xb0\x98\x14\x84\xe3\x8e\x0d\xe2\x66\x5f\x4d\x31\xbe\x15\x68\x5a\ -\x11\x04\xa1\x72\xc8\xda\x1a\x60\x84\x4a\x53\x72\xc6\x35\x79\x68\ -\x7b\x25\x00\x26\x56\x7e\xf5\x5e\xb8\xa0\xec\xb3\x89\x4a\xee\xf8\ -\x25\x4f\x14\x3d\x20\x1d\x52\x76\x84\x90\x28\x26\x9e\xae\xf4\x48\ -\x8b\xf6\x6c\x1b\xdf\xca\x29\x35\x1f\xc3\x40\xbc\x4c\x61\x2e\x54\ -\x68\x26\x7c\x67\x5d\x7f\x36\x8c\xa7\xc6\x2e\x38\x33\x4d\x17\x30\ -\x9e\x28\x23\x86\x04\xb8\x3e\xf9\x52\xad\xdc\x76\x40\x86\x82\x24\ -\xd4\x8a\xa6\x93\xb1\x3d\x0c\x3d\x34\x4e\xb5\x13\xd3\x56\x6c\x94\ -\x54\x1c\xdb\xc9\x05\x25\x3a\xdb\x8e\x8e\x9b\xd7\x26\xdd\x73\xe8\ -\x3a\xe4\x7a\x11\x62\xee\x53\xef\xfb\xf4\x52\xec\xb9\xde\xe0\x9f\ -\x4a\x10\xc5\x11\x00\x41\x0f\x77\x01\xbb\x1b\x43\x73\x89\x86\xc6\ -\xa6\xc7\xf9\xaa\xa3\x6e\x81\x86\xe5\x0d\xcd\x05\xbb\x1b\xa4\xd7\ -\x66\x45\x7f\xea\x28\xa4\x62\x40\x22\xbd\x13\x08\xd6\x0c\xf6\xf7\ -\xf0\x7c\x7d\xf9\x98\x9b\x7e\x70\xd0\x1e\x31\x5e\x5c\x5d\xca\x7b\ -\x04\x40\x64\xb4\x7c\x7b\x67\x26\x7f\xfe\x5e\xfa\x34\x3a\x19\xc0\ -\x2e\x5c\x90\x58\x2c\x16\x6e\xd6\x3f\xf9\x05\xb4\x57\x97\x2f\x5d\ -\x48\x75\xb9\x7a\xaa\xc7\x90\xca\x68\x5c\xbf\x79\x3b\x6f\xbd\x3a\ -\xb2\x07\xe8\x00\x92\xa5\x11\xe7\xe2\x3b\xfb\xd0\xa3\xbf\xb6\x77\ -\x74\xb2\xee\xa5\x67\x30\xf4\xa7\x03\xc2\xf5\x35\xda\x3b\xba\x83\ -\xcc\x95\x3c\x44\x98\x7e\xa0\x1f\x70\x0b\xf1\x99\x48\x24\xd4\x56\ -\x2b\x94\x4c\xaa\x17\x53\xbe\x14\x9b\x7b\xfa\xb3\x2c\xa9\x33\x31\ -\x0d\x1d\x43\xd7\xa6\x4d\x02\x8f\xdf\x5b\x53\x0c\x39\x2e\xe4\x52\ -\x07\x2c\xe3\xfb\xb3\x40\x12\xe8\x8f\xc7\xe3\xfe\xa3\x77\xcb\xb3\ -\x38\x7e\x18\xdf\xde\xf7\x70\x28\xc7\x99\xe6\x14\x6e\xd6\x26\x6c\ -\x88\x69\x91\x9b\xb5\x39\xd3\x9c\xe2\xe1\x50\x2e\xaf\x5c\xff\xf6\ -\x3b\xe0\x3e\x90\x02\xbc\x51\x3d\x61\x22\x91\xc0\xb2\x2c\xbf\x8e\ -\x96\x96\xa4\x5a\x31\xe0\x4a\x7d\xd3\xcd\x4e\x07\x57\x0a\xe6\xcf\ -\x12\x18\x21\x41\x48\x30\x29\x69\xca\xa3\xf9\xd6\x10\x17\xaf\xf5\ -\xe3\x7a\xb2\x54\x79\x12\x78\x00\xd8\xc3\xaf\xa6\x31\xb3\x74\x2c\ -\x16\x13\x40\x59\xb3\xf7\xee\x1b\x98\x55\xfb\xd1\xf4\xa6\xb0\x21\ -\x78\x6e\x4e\x19\x2b\xea\x24\x35\x35\x95\xe8\xfa\xc8\xac\xe8\xfb\ -\x2e\x7d\x7d\x03\x5c\xfb\x57\x70\xa7\x6b\x88\xac\x2b\x41\x7a\x6d\ -\x38\xc9\x43\x56\xf8\xd4\x95\xc0\xf2\x07\xc0\x50\x69\x5b\x3e\x6e\ -\x99\x08\x40\x44\x80\xea\x66\xb5\x63\x17\x7a\x64\x3b\x9a\xde\x38\ -\xcc\x8f\x9a\x50\x5b\x99\x8f\xe1\x9e\x01\x0f\x3b\x57\x22\x2c\xbd\ -\x36\xbc\xf4\x69\x4b\xff\xe6\xc7\x20\xd8\x7a\x02\xb7\x8f\x7a\x1d\ -\x4d\xf8\x34\x8b\xc5\x62\x5a\x50\x2f\xca\x81\xaa\xe6\xec\x96\x65\ -\x18\x95\x6b\x11\x66\x03\xc2\x58\x82\x52\x45\x79\xe5\xb6\xe3\x67\ -\xdb\xc9\xa5\x12\x41\x92\xc9\x00\x03\x01\x80\x0c\xe0\x8d\xf5\x58\ -\x9d\xd2\xe3\x34\xf0\x86\x11\x78\x24\x1a\x50\x24\x98\x13\x85\x64\ -\x96\x6f\xb5\x1d\xc0\x0e\xc8\x99\xec\x71\xfa\x1f\xe6\x0a\xb7\x90\ -\xf7\x83\x9b\x8a\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\ -\x00\x00\x06\x2c\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x0d\x00\x00\ -\x0b\x0d\x01\xed\x07\xc0\x2c\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x0a\x09\x13\x22\x36\x19\xae\x5d\x9a\x00\x00\x05\xb9\x49\x44\ -\x41\x54\x78\xda\xc5\x97\x5b\x8c\x13\x55\x18\xc7\x7f\x73\xa6\x33\ -\x6d\x77\x97\xee\x85\x55\x60\x57\x04\x14\x09\x88\x98\x65\x47\x8d\ -\x11\x51\x31\xf1\x12\x63\xe2\x25\xea\x93\x77\xad\xca\x83\x3e\x29\ -\x2f\x26\x26\xfa\xea\x83\x89\xbe\xa8\x8d\x28\xea\x8b\x9a\x78\x7b\ -\x30\x46\x41\x8c\x28\x6a\x42\x0b\xbb\xc4\x4b\x90\x1a\x16\x5d\xba\ -\xb0\x97\x76\x97\xb6\x33\xed\xcc\x9c\xe3\x43\xa7\xdb\x96\x6d\xdd\ -\x4b\x4c\x9c\xe4\x9f\x5e\xbe\x73\xe6\xfb\x7f\xff\x99\xef\x72\xe0\ -\x7f\xbe\xb4\xc5\x2c\x1e\xdc\x39\xb4\x0e\xd4\x0e\x90\x03\xc0\x00\ -\x4a\xd6\xdd\x43\x0d\xa3\xe4\x30\xd2\xdd\x6f\xb1\x27\x0d\xc8\x44\ -\x22\xa1\xfe\x13\x02\x83\x3b\x87\x1e\x01\x1e\x06\xae\x03\x05\x48\ -\x10\x26\x88\x48\x65\x81\x74\xc0\x77\xea\xb7\x1c\x44\x7a\xef\x5b\ -\xea\xad\xdd\x80\x9b\x48\x24\xe4\x92\x08\x0c\xee\x1c\xda\x8a\x26\ -\x5e\x41\xc9\xeb\x11\x3a\x98\x5d\x60\xf6\x60\x86\xa3\xac\x8e\xcd\ -\x70\xe5\x05\x59\x00\xf2\x0e\xec\x3b\xb1\x06\xdb\x29\x43\x69\x1c\ -\x9c\x49\x50\x2e\xa0\x6c\x7c\xe7\x59\x8b\x77\xdf\x01\x9c\x66\x44\ -\xb4\x79\xa2\xde\x0d\x40\x74\x25\x66\xc7\xf9\x3c\x76\xd5\x28\x5b\ -\x2e\xea\x60\xc3\x05\x6d\x44\x4c\x31\x67\xcf\xe8\x44\x89\x9f\x7e\ -\x9b\xe6\xc0\xef\x70\xe8\x84\x01\x85\x91\x8a\xc1\x2f\x7f\x62\xf1\ -\xf6\xe3\xc0\x4c\x22\x91\xf0\xe6\x25\x30\xeb\x5c\x0f\x43\x6c\x03\ -\xf7\x6f\xfd\x9b\x3b\xb6\xf5\xd2\xdd\x11\x6a\xa9\x96\x3a\xe7\x56\ -\x07\x8e\xe6\x78\x63\xbf\xc1\xe9\xb1\x31\xf0\xf2\x20\xdd\x61\x4b\ -\xed\xbe\x19\x18\xaf\x57\x42\x6f\xe9\x3c\xd4\xc6\xea\xd5\xab\x78\ -\xf6\x96\x3c\x37\x5d\xd1\x83\x11\x12\x78\x92\x96\xf0\xa5\x6a\x40\ -\x7f\x6f\x98\xed\x1b\x21\x9b\xf7\x38\x31\xae\x81\xf2\x57\x64\xd4\ -\xe6\x4b\xfb\x18\xfa\xcc\xb2\x2c\x2f\x95\x4a\xa9\x39\x04\x06\x77\ -\x1e\xd9\x0a\xda\x17\xe8\x06\xfd\xfd\xfd\xec\xba\x5d\xb1\x76\x45\ -\x04\xd7\x53\x4b\x42\x48\xd7\xd8\xb2\x36\xca\x99\x19\xc9\x5f\x93\ -\x00\xea\x92\x8c\xbb\xee\xc7\x3e\xf1\xeb\x5f\x01\x09\xce\xd5\xf4\ -\x6d\xf0\x21\xb6\x85\x47\xb7\x4f\x12\x6b\x6b\xa3\x58\xaa\x65\xd2\ -\x97\x87\xb2\xdc\x7a\x45\xf7\xa2\x73\xfd\xc1\x1d\x31\x4e\x9f\x35\ -\x38\xfe\x67\x1e\xcc\xae\x17\x91\x1c\x06\x5c\xc0\xd5\x6b\xd1\xa7\ -\x1e\x01\xf5\x24\xd1\x3e\x1e\xb8\x2a\xcb\xa6\x35\x1d\xb8\xbe\x6a\ -\xc0\x7d\xd7\xf7\xf2\xee\xde\x33\xf4\x2d\x37\xe7\xd8\x5c\x5f\xb1\ -\xef\xc8\x34\xc7\x4f\x39\x1c\x3f\xe5\x34\xac\x51\xc0\xda\x5e\xc9\ -\x77\xe9\x2e\x70\x67\x56\x65\xe4\xa6\x5c\x9f\x36\x7c\xd8\xb2\xac\ -\x72\x4d\x01\x25\x1f\x46\x33\x58\xd1\xbb\x8c\x8d\x6b\x1c\x0a\x4e\ -\xf3\xd4\x7d\xee\xde\x7e\x5e\xfe\x68\x14\xeb\x92\x8e\xa6\xb6\xea\ -\xf5\xcd\x91\xe9\x06\x5b\xac\xdd\xe0\xae\x81\x09\x3e\x39\x68\x80\ -\x1e\xb9\x1b\xc9\x7b\x80\x2d\x00\x06\x9f\x3a\xb4\x0e\xb8\x8e\xc8\ -\x72\x6e\x5c\x3f\x89\xe7\x43\xb1\xe4\xcf\x41\xbd\xa3\xe4\x1f\xf9\ -\x96\x76\x68\xdc\x3f\x5d\xf0\xf8\x33\x53\x44\xa1\x43\x64\x39\x68\ -\xfa\x40\xb2\x74\xdb\x26\x20\x52\x55\x60\x07\x00\x66\x0f\xbd\xb1\ -\x19\x0a\xb6\x9c\xf7\xb9\x56\x95\xb8\xf0\xbc\x70\x53\x7b\xc1\x96\ -\x8c\x4d\x39\x9c\x9c\xd2\xf8\x79\xb4\xa6\x0c\xa6\x0d\xf6\x18\x18\ -\x9d\xdb\x80\xc3\xd5\x6a\x32\x00\xb0\xb2\x53\xa2\x68\x1e\xfd\xb9\ -\x11\x56\x49\x9c\x1c\x2f\xb5\x54\x60\x2a\xef\x37\x3a\x07\xcc\x70\ -\xb4\xf2\x45\x98\x1b\x81\x68\x68\x96\x80\x1e\xa1\x3b\x5a\x26\xbf\ -\x80\xe8\x9b\x29\x11\x31\x1a\x2b\xe3\xf7\x7f\x18\x80\x81\x56\x6d\ -\x55\x41\x32\xe9\x02\xd0\x0c\x10\xfe\x7a\x24\x91\xda\x2e\x11\x21\ -\x16\x2e\x53\x28\xc9\x59\x2c\x86\x84\xe3\x36\xae\x3f\x36\xd5\xc3\ -\xb1\xa9\x9e\x59\xe7\x5a\x7d\xa1\x0c\xb5\x83\x52\x1a\x60\x84\xea\ -\x4b\x72\xc1\x35\x39\x6b\xd7\x4a\x75\x7b\x78\x71\x4a\xb4\xec\x78\ -\xad\x5b\x9e\xa8\xa5\xa1\x74\xc8\xda\x11\x42\xa2\x56\x78\xc6\xf2\ -\x8d\x11\x3d\x7d\x67\x6b\x02\xdb\x5f\x82\x03\x2f\xcc\xd3\xfb\xab\ -\x44\xbc\x42\x4d\x8c\xd9\x61\xc2\x77\xae\xcd\x95\xc2\x78\xaa\x79\ -\xc3\x59\x66\xba\x80\xd1\xd2\xf9\x42\xae\x90\x00\xd7\xa7\xd2\xaa\ -\x95\x9b\x06\x64\x28\x28\x42\xc3\x68\x3a\x05\xdb\xc3\xd0\x43\x2d\ -\xba\x9d\x58\xb2\x73\xa3\xae\xe3\xd8\x4e\x39\x68\xd1\xa5\x34\x3a\ -\x6e\xc5\x9b\x74\xf7\xa3\xeb\x50\x9e\x44\x88\x55\x0b\x7e\xee\x0b\ -\x8d\x5c\xaf\xe7\x5e\x9e\x0c\x3e\xb3\x29\xa2\x38\x02\x20\x98\xe1\ -\x0e\x62\x8f\x63\x68\x2e\xd1\x50\x73\x2c\xc6\x79\x77\xd4\x9d\x45\ -\x75\xbf\xa1\xb9\x60\x8f\x83\xf4\x8e\x5a\xd1\xaf\x46\x00\xbb\xaa\ -\xb7\x44\x7a\xef\x23\xb8\x66\x26\x37\xc1\xc5\xfd\xed\xad\xc4\x04\ -\xe0\xa1\xd7\x66\xb8\xa8\x69\x53\x8c\xd5\x08\x44\xec\x39\xd6\xf4\ -\x68\xa1\xf2\xfc\xbd\xfc\xd7\xe8\x14\x00\x7b\x36\x41\xe2\xf1\x78\ -\x38\xa9\x3f\xf1\x2d\x68\x57\x5f\xba\x61\x2d\xdd\xed\x73\x07\xda\ -\x57\x9f\xe8\xe5\x99\x37\x27\x96\x34\x7e\x67\x0b\x1a\xbf\x1e\x3b\ -\x51\x89\x5e\xbd\xf5\x34\x30\x02\x64\xea\xdf\x38\x17\xdf\xd9\x85\ -\x1e\xfd\x2e\x3d\x32\xca\xb5\x97\x9f\x87\xa1\x37\x92\x78\x7e\xcf\ -\x29\x96\x85\x17\xef\xdc\xf5\x35\xd2\x23\xe3\x95\x1f\x4e\xe6\x75\ -\xc2\xe4\x80\x5c\xc3\x3c\x90\x4a\xa5\xd4\xed\x56\x28\x93\x51\x97\ -\x65\x7d\x29\x6e\x99\xc8\x95\x58\xdf\x67\x62\x1a\x3a\x86\xae\x2d\ -\x19\x02\x8f\x1f\x86\xb3\x14\x1d\x17\xca\xd9\x57\x2c\xe3\xd3\x7d\ -\x40\x06\xc8\x25\x12\x09\xff\xdc\xdc\xf2\x2c\xf6\xbc\x81\x6f\xef\ -\x3a\x5b\x2c\xb3\x37\x99\xc5\x2d\xd9\x84\x0d\xb1\x24\xb8\x25\x9b\ -\xbd\xc9\x2c\x67\x8b\xe5\x8a\x73\xfd\xc3\x8f\x81\xd3\x40\x16\xf0\ -\xe6\xcc\x84\xa9\x54\x0a\xcb\xb2\xfc\x3e\x86\x86\x32\x6a\xf3\xb4\ -\x2b\xf5\x9b\x8e\x8d\x3a\xb8\x52\xb0\x7a\xb9\xc0\x08\x09\x42\x82\ -\x79\xa1\x29\x8f\xe4\xf1\x22\x3f\xfe\x92\xc3\xf5\x64\xbd\xf3\x0c\ -\x70\x06\xb0\xab\xa7\xa6\xa6\x55\x3a\x1e\x8f\x0b\xa0\x2d\xe9\xdd\ -\x73\x03\x66\xd7\x8b\x68\xfa\x60\xd8\x10\x5c\xb8\xb2\x8d\xcd\x7d\ -\x92\x9e\x9e\x4e\x74\xbd\xb1\x2a\xfa\xbe\xcb\xd4\xd4\x34\xbf\x9c\ -\x12\x9c\x1c\x2b\x52\x72\x25\x48\xef\x28\x4e\xe6\x75\x2b\xfc\xc5\ -\xe1\x20\xf2\x33\x40\xb1\x7e\x2c\x6f\xd9\x26\x02\x12\x11\xa0\x3b\ -\xa9\xee\x7f\x14\x3d\x72\x37\x9a\x3e\x50\xb5\x47\x4d\xe8\xed\xac\ -\xbc\xc3\x13\xd3\x1e\x76\xb9\x6e\xb3\xf4\x8e\xe2\xe5\xbf\xb6\xf4\ -\x0f\x3e\x0f\x5e\xb6\x89\x40\xf6\x39\xa7\xa3\x7f\x3d\x9a\xc5\xe3\ -\x71\x2d\xe8\x17\xed\x40\x57\xb2\x74\xdb\x26\x8c\xce\x6d\x08\x73\ -\x23\xc2\x58\x1f\xb4\xd4\xa0\x56\xbb\x69\xfc\x52\x9a\x72\x36\x15\ -\x14\x99\x02\x30\x1d\x10\x28\x00\x5e\xb3\xc3\xea\x82\x0e\xa7\x81\ -\x1a\x46\xa0\x48\x34\x40\x24\xf8\x4f\xcc\x16\xb3\xca\xa8\xed\x00\ -\x76\x00\x67\xbe\xc3\xe9\x3f\x1b\x12\x1d\x02\xc3\x6b\x0b\x76\x00\ -\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x07\x57\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x13\x00\x00\x0b\x13\ -\x01\x00\x9a\x9c\x18\x00\x00\x00\x04\x67\x41\x4d\x41\x00\x00\xb1\ -\x8e\x7c\xfb\x51\x93\x00\x00\x00\x20\x63\x48\x52\x4d\x00\x00\x7a\ -\x25\x00\x00\x80\x83\x00\x00\xf9\xff\x00\x00\x80\xe9\x00\x00\x75\ -\x30\x00\x00\xea\x60\x00\x00\x3a\x98\x00\x00\x17\x6f\x92\x5f\xc5\ -\x46\x00\x00\x06\xcd\x49\x44\x41\x54\x78\xda\x62\xf8\xff\xff\x3f\ -\x03\x08\x13\x0b\xc4\xc4\xc4\x18\x38\x39\x39\xd9\x98\x98\x98\x78\ -\x98\x99\x99\xf9\xa1\x98\x0f\x88\xb9\x18\x19\x19\x99\x88\x35\x07\ -\x66\x2f\x40\x00\x31\x10\x72\x00\x0f\x0f\x0f\xaf\xa5\xa5\xa5\x53\ -\x5a\x5a\x5a\x79\x7f\x7f\xff\xdc\x75\xeb\xd6\xed\x3a\x79\xf2\xe4\ -\x39\x20\xb8\x73\xfe\xfc\xf9\x47\x67\xcf\x9e\x7d\x7c\xe2\xc4\x89\ -\x7b\x07\x0e\x1c\xb8\xbc\x68\xd1\xa2\x7d\x0d\x0d\x0d\x8b\xa2\xa2\ -\xa2\x6a\x0d\x0c\x0c\xbc\xb9\xb9\xb9\x85\x09\x39\x00\x20\x00\x9d\ -\x73\x68\x03\x30\x08\x05\x50\x70\x0f\x36\x40\xb4\x13\x31\x0e\x13\ -\x54\x54\xa2\x08\xc1\x60\x70\xcc\x80\x46\x62\x7e\xd2\x30\x03\x41\ -\xbc\xb2\x00\x37\xc1\x1d\x03\x5a\xeb\xcb\x5a\xfb\xb4\xd6\x64\xce\ -\xc9\x5a\x8b\x31\x06\xb5\x56\x4a\x29\xa4\x94\x08\x21\xe0\xbd\x27\ -\xc6\x48\xce\x99\x1d\xa1\xf7\x8e\x88\xb0\x73\x38\xe7\x3e\x63\xcc\ -\xab\x94\xba\x4f\x81\x5f\x00\x32\xc8\xd0\x06\x60\x10\x0a\xa2\xa6\ -\xa6\xfb\x80\x24\xc1\x20\xb1\x84\x39\x50\x38\x24\x06\xc9\x48\x24\ -\x8c\xc0\x14\xa8\x8a\xca\xd7\x9f\xca\xd6\x9e\xb8\x7b\xf7\x7e\x00\ -\xa2\xf7\x2c\xa5\xd4\xbd\xf7\x2d\x39\x6b\xad\x77\xa8\xd6\x4a\xce\ -\x99\x94\x12\x62\x83\x18\x23\xde\x7b\x9c\x73\x18\x63\xd0\x5a\x23\ -\xaf\x51\x4a\x11\x42\xa0\xb5\xc6\x18\x83\x39\x27\xbd\xf7\xcb\x5a\ -\x9b\xa5\xfe\xf8\x02\x3c\x02\x50\x41\x86\x36\x00\x83\x00\x10\x4c\ -\xaa\x48\x15\x03\xe0\x40\x33\x01\x0a\xc5\x06\x2c\xc1\x1c\xa4\x2b\ -\x10\x04\xc1\xe2\x3a\x02\x93\x5d\x29\xaa\x15\xaf\xef\xee\x7f\x02\ -\x42\x88\xb3\xd6\x7a\xbf\xe0\xb7\xa2\xf7\xbe\x37\xc6\xa0\xb5\x46\ -\xce\x99\x94\x12\x31\x46\x42\x08\x38\xe7\x36\xd8\x5a\xcb\x7a\x0c\ -\xad\x35\x4a\x29\xa4\x94\xac\x0e\x8c\x31\x5b\x7c\xce\x49\x29\x05\ -\xef\xfd\xb5\x30\xc7\x57\xe0\x11\x80\x4a\x32\x36\x02\x18\x84\x61\ -\x60\x83\xf1\x1d\x13\xc0\x02\xde\x26\x33\xb0\x05\xa5\x17\x48\xc9\ -\x3e\xcc\xc0\x04\x66\x8d\x74\x0a\xb8\x4a\x0a\xb5\xd2\x4b\xa7\x1f\ -\x80\xaa\xde\x27\xdc\xcc\x7c\xd6\xb5\x16\xe6\x9c\xe8\xbd\xa3\xd6\ -\xea\x4d\x45\x04\x39\x67\x0f\x49\x29\x61\x43\x83\x99\x11\x63\x04\ -\x11\x61\x9f\x11\x21\x04\xec\x93\x1e\x53\x57\x6b\x0d\x63\x8c\x53\ -\xe0\x29\xa5\x5c\x5f\x80\x57\x00\xc1\x19\xb2\xb2\xb2\xf2\x40\xcb\ -\xde\xfe\xfd\xfb\xf7\xff\xac\x59\xb3\xfe\xef\xd9\xb3\xe7\xff\xc5\ -\x8b\x17\xc1\x9a\x2d\x2c\x2c\xfe\x03\xe3\xf1\x3f\x2f\x2f\x2f\xd8\ -\x52\x10\x06\xb1\xf9\xf9\xf9\xc1\x18\xe4\x18\x10\x0d\x93\x07\x39\ -\x0a\xe4\x18\x98\x23\x04\x05\x05\xc1\xe6\x81\xa2\xd2\xce\xce\x6e\ -\x1e\x50\x8c\x15\x66\x2f\x40\x00\xc1\x1d\xe0\xe2\xe2\xe2\x7b\xea\ -\xd4\xa9\xff\x5f\xbe\x7c\xf9\x5f\x55\x55\xf5\x5f\x51\x51\xf1\x3f\ -\xd0\x51\x60\x03\x41\xbe\xe2\xe3\xe3\xfb\xaf\xa4\xa4\xf4\xdf\xcc\ -\xcc\xec\xbf\x9b\x9b\xdb\xff\x90\x90\x90\xff\xb1\xb1\xb1\xff\x13\ -\x13\x13\xff\xa7\xa4\xa4\xfc\x4f\x4e\x4e\x06\xf3\x03\x03\x03\x41\ -\x96\x80\xa3\x03\x98\x0b\xc0\x0e\x00\x39\x68\xd7\xae\x5d\x60\x47\ -\x78\x79\x79\x6d\x03\x8a\xf1\xc3\xec\x05\x08\x20\xb8\x03\x74\x75\ -\x75\x1d\x36\x6f\xde\xfc\xef\xfb\xf7\xef\xff\x81\x59\x0a\xec\x23\ -\x58\x10\xc2\x30\x28\x68\x41\x86\x8a\x88\x88\x80\xe3\x1a\xe4\x48\ -\x50\x3c\xab\xaa\xaa\x82\x1d\x27\x2d\x2d\xfd\x5f\x48\x48\x08\x1c\ -\xff\xc0\x32\x01\xae\x0f\xe4\xd8\x67\xcf\x9e\x81\x1d\x00\xf4\xc0\ -\x02\xa0\x18\x2f\xcc\x5e\x80\x00\x82\x3b\x00\x18\x8f\x1c\xc0\xd4\ -\x7f\xec\xf5\xeb\xd7\xa0\x64\x00\x76\xb1\x96\x96\x16\x86\x23\x48\ -\xc1\x20\x07\x27\x24\x24\xfc\x7f\xf0\xe0\xc1\xff\xf7\xef\xdf\xff\ -\xef\xea\xea\x7a\x0b\x74\x5c\x34\x50\x8e\x1d\x66\x2f\x40\x00\xa1\ -\x24\x42\x61\x61\x61\xfd\x89\x13\x27\xde\xff\xf4\xe9\x13\xd8\x11\ -\xef\xde\xbd\x83\xa5\xde\xff\xc0\x02\x89\x28\x4b\x41\xf1\x2e\x27\ -\x27\xf7\x3f\x29\x29\x09\x5c\x5e\x7c\xfc\xf8\xf1\xff\x8f\x1f\x3f\ -\x40\x39\xe9\xb7\x82\x82\x42\x1b\x50\x8d\x34\x72\x22\x04\x08\x20\ -\x8c\x72\x00\x98\xc2\xed\x81\x59\xee\xe5\xd7\xaf\x5f\xc1\x1a\x61\ -\xe0\xf1\xe3\xc7\xff\x37\x6e\xdc\x08\xf2\xc5\xff\xfc\xfc\x7c\xb0\ -\xcf\x22\x23\x23\xff\x47\x47\x47\x83\xcb\x85\xea\xea\x6a\xb0\x63\ -\x0f\x1f\x3e\xfc\x1f\x58\x86\xfc\xff\xf7\xef\xdf\xff\x97\x2f\x5f\ -\xfe\x7f\xf3\xe6\x0d\x38\x4a\xf5\xf5\xf5\xe7\x00\x8d\x57\x45\xcf\ -\x86\x00\x01\x84\xb5\x24\x04\xc6\xa7\x3f\xb0\xa4\xfb\x04\x72\xc4\ -\x8b\x17\x2f\xfe\x83\x68\x62\xc1\x9f\x3f\x7f\xc0\xd9\x17\x54\x32\ -\xae\x5f\xbf\xfe\xff\xd1\xa3\x47\x41\x89\x76\x23\xd0\x58\x03\x6c\ -\x05\x11\x40\x00\xe1\x2c\x8a\xb5\xb5\xb5\xe3\x81\xe9\xe0\x17\xc8\ -\xf2\x3b\x77\xee\xfc\xbf\x7d\xfb\xf6\xff\xa7\x4f\x9f\x82\xe3\x12\ -\x94\x50\x41\xc5\x33\x88\x06\x05\x31\x28\x81\x01\x8b\xec\xff\x7b\ -\xf7\xee\x05\x17\x5c\xa0\xc2\x67\xfa\xf4\xe9\xe0\x32\x24\x2e\x2e\ -\xee\x28\xd0\x38\x3b\x50\xbc\x63\x2b\x8a\x01\x02\x08\x6f\x65\x04\ -\x2c\xe5\xf2\x8f\x1d\x3b\x06\xce\x9a\x97\x2f\x5f\xfe\x0f\xca\xa6\ -\xa0\xa2\x15\x14\xcc\xa0\x82\x65\xdb\xb6\x6d\xff\x37\x6c\xd8\x00\ -\x2e\xb4\xe6\xcc\x99\xf3\x7f\xea\xd4\xa9\xff\xbb\xbb\xbb\xff\xcf\ -\x9d\x3b\x17\xec\xe8\xf2\xf2\xf2\xeb\xc0\xdc\x00\x2a\x78\xb8\x71\ -\xd5\x05\x00\x01\x44\xb0\x36\x04\x26\xc0\x46\x50\x81\x04\xf2\x29\ -\xb0\x06\x04\x07\x29\x28\x4e\x41\x09\x0c\x14\xcc\xa0\x4a\x09\xe4\ -\x00\x60\x4d\xf8\x7f\xda\xb4\x69\xa0\x0a\x08\x5c\x8c\x03\x6b\xce\ -\x67\xc0\x14\x1f\x0f\xca\xf3\xf8\x6a\x43\x80\x00\x62\x20\xa2\x3d\ -\xc0\xe4\xe7\xe7\x37\xf1\xe6\xcd\x9b\xe0\xc4\x05\x0a\x11\x90\x03\ -\x40\xd9\x14\x58\x6e\xfc\x07\x56\xcf\x60\x07\x80\x7c\x0d\xaa\x2f\ -\x9e\x3c\x79\xf2\x7f\xf9\xf2\xe5\x9f\x80\x65\x45\x11\x50\xaf\x28\ -\xa1\xea\x18\x20\x80\x18\x88\x6c\x90\x70\x00\x53\xfb\xa2\x87\x0f\ -\x1f\x82\xab\x64\x50\xf0\x83\x42\x00\xe6\x80\xa5\x4b\x97\x82\xe3\ -\x1e\x64\x39\x30\x1d\xfc\x06\x26\x62\x50\xa5\x23\x0b\xc4\x8c\x84\ -\x1c\x00\x10\x40\xc4\x3a\x80\x01\x18\x97\xfc\x19\x19\x19\x9b\x41\ -\x0e\x00\xa5\xf2\xad\x5b\xb7\x82\xe3\x1f\x54\x53\x82\x1c\x00\x2a\ -\x6c\x40\x6d\x00\x63\x63\xe3\xb9\x40\xe5\xea\xb0\xec\x46\xc8\x01\ -\x00\x01\xc4\x40\x4a\x93\x0c\x58\xc1\x88\x15\x17\x17\x1f\x02\x95\ -\x09\x57\xae\x5c\x01\x3b\x00\x54\xc1\x80\x12\x28\x28\xd1\x01\xab\ -\x68\x50\x76\x33\x42\xce\x6e\x84\x1c\x00\x10\x40\x0c\xa4\xb6\x09\ -\x81\x75\x84\x26\xb0\xc0\x79\x0d\xca\x92\x20\x0c\xca\x9e\xa0\xbc\ -\x0f\x74\xc8\x5b\x60\x28\xf9\xa1\x67\x37\x42\x0e\x00\x08\x20\x92\ -\x1d\x00\xac\xf7\x39\x80\xc5\xf5\xf5\x5b\xb7\x6e\xfd\x7f\xf5\xea\ -\x15\xb8\xa0\x02\x39\x00\x18\x0d\x2f\x81\xd2\x16\xa4\x36\x4a\x01\ -\x02\x88\x1c\x07\x70\x4f\x9a\x34\xe9\x06\xa8\xe0\x01\x25\x4a\x50\ -\x1b\x10\x54\x20\x41\x1d\x60\x49\xaa\x03\x00\x02\x88\x6c\x07\x80\ -\x4a\x39\x50\xd6\xbc\x76\xed\x1a\xb8\x8c\x00\x96\x03\x64\x39\x00\ -\x20\x80\xc8\x72\x00\x30\x0a\x6e\x80\x5a\xc7\xa0\x02\x0a\x54\x38\ -\x81\xaa\xf0\x05\x0b\x16\xbc\x04\xa6\x01\x92\x1d\x00\x10\x40\x64\ -\x39\x60\xc2\x84\x09\x37\x40\x25\x22\xb0\x7f\x00\x2e\x9a\x41\xf9\ -\x1f\x58\x02\x92\xe5\x00\x80\x00\x22\xdb\x01\xa0\xd2\xf0\xd0\xa1\ -\x43\xff\xf7\xef\xdf\x0f\x4e\x07\xc0\xba\x80\x2c\x07\x00\x04\x10\ -\xb9\x0e\xb8\x09\xaa\xf9\x40\x4d\x2c\x50\x89\x78\xe3\xc6\x8d\xff\ -\xc0\xe6\xfc\x2b\x72\x1c\x00\x10\x40\xe4\x38\x80\x13\x58\xdd\x5e\ -\x02\xd5\xf5\xa0\xda\x70\xcb\x96\x2d\xe0\x74\x00\xec\x7c\xbc\x20\ -\xc7\x01\x00\x01\x44\xb2\x03\x40\x00\xd8\xb2\x6d\x07\x35\xdd\x41\ -\xa5\xe0\xca\x95\x2b\xff\xaf\x5e\xbd\xfa\x7f\x68\x68\x28\xa8\xde\ -\xd7\x20\xd5\x01\x00\x01\x44\x96\x03\x80\x0d\x58\x41\x77\x77\xf7\ -\x39\x25\x25\x25\xaf\x80\xdd\xb5\xf7\x41\x41\x41\x27\x80\xad\xe5\ -\x28\xa0\x14\x1f\xa9\x0e\x00\x08\x20\xb2\x1c\x00\xab\x21\x81\xad\ -\x5e\x3d\x60\xfd\x60\x0b\x0c\x7a\x6d\xa8\xe5\x8c\xa4\x3a\x00\x20\ -\xc0\x00\x89\x56\xd8\x40\xbc\xba\x94\x85\x00\x00\x00\x00\x49\x45\ -\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x08\xb8\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x04\x67\x41\x4d\x41\x00\x00\xaf\xc8\x37\x05\x8a\xe9\ -\x00\x00\x00\x19\x74\x45\x58\x74\x53\x6f\x66\x74\x77\x61\x72\x65\ -\x00\x41\x64\x6f\x62\x65\x20\x49\x6d\x61\x67\x65\x52\x65\x61\x64\ -\x79\x71\xc9\x65\x3c\x00\x00\x08\x4a\x49\x44\x41\x54\x78\xda\x62\ -\xfc\xff\xff\x3f\xc3\x40\x02\x80\x00\x62\x62\x18\x60\x00\x10\x40\ -\x2c\x20\x82\x91\x91\x91\x2a\x86\xd5\xb4\x6e\x56\x64\x66\x60\x9d\ -\xff\xfd\xd7\xcf\xa3\x5d\x8d\xfe\xcd\x40\xa1\x5f\x40\xfc\x0f\x9f\ -\x1e\x80\x00\xa2\x5a\x08\x34\x76\xee\x6c\xe4\xe6\xe2\xbe\xe7\xe3\ -\xa5\x67\xcf\xc3\xc3\x5d\xe5\x1b\x5c\xe6\x04\x14\xe6\x04\xf9\x0f\ -\x9f\x3e\x80\x00\x62\xa1\xd8\xe2\xae\x1d\x86\x40\x3b\xe6\x2b\xca\ -\x8b\xe8\xfb\x79\xe8\x32\xb0\xb3\xb1\x00\x31\x33\xc3\xeb\x37\x1f\ -\x26\x00\xa5\x9d\xa0\xa1\xf0\x1b\x97\x7e\x80\x00\x62\x20\x37\x11\ -\xb6\xf7\xef\x15\x68\xed\xdd\xdd\xd8\x33\xe5\xc0\xff\xbb\xf7\xdf\ -\xff\xff\xfd\xfb\xff\xff\xb7\x6f\x7f\xfe\x7f\xf5\xea\xdb\x7f\x10\ -\x98\x3e\xff\xe4\xff\xc8\xc4\x09\xdd\x40\xa5\x42\xf8\x42\x1a\x20\ -\x80\x18\x41\x0e\xe0\x0e\x3f\x7c\xe0\xff\xdf\xbf\x4c\xff\xff\xfd\ -\x67\x04\xba\x08\xe2\x28\x10\x82\x3a\x0e\x28\xce\xf0\xef\xe7\x9b\ -\xb6\xbf\x7b\xa2\xf6\x82\x7c\xd3\xde\xb7\xcb\xe1\x3f\x03\xd3\x7c\ -\x0d\x35\x09\x79\x5f\x0f\x6d\x86\x5f\x3f\xff\x31\xfc\xfe\xfd\x97\ -\xe1\xef\xdf\xff\x40\xfc\x97\x81\x89\x89\x91\x81\x9d\x83\x95\xa1\ -\xa9\x6b\xe7\x97\x43\xfb\x96\xf9\x9c\x3c\xb2\xf4\x34\x50\xdf\x77\ -\x06\xb0\xa9\xa8\x00\x20\x80\xc0\x51\x60\xaf\x23\x64\xbf\xa9\x56\ -\x9b\xe1\x03\x90\xfd\xe7\x2f\x03\xc3\x0f\x20\xfe\xf9\x07\x18\x76\ -\x50\xf6\xce\x93\x9f\x18\x7a\xe6\x5c\xd8\xc6\xe2\xb9\xa4\xb1\xd8\ -\x49\x58\x54\x50\x90\x37\xcb\xdd\x49\x93\x41\x4e\x86\x9f\xe1\xc7\ -\x8f\x7f\x0c\xff\xfe\xa1\x9a\xfb\xe7\xcf\x3f\x06\x2e\x26\x26\x06\ -\x17\x07\x0d\x9e\xd7\x6f\x3c\xfb\x80\x0e\xf0\x81\x46\x03\x46\x54\ -\x00\x04\x10\x0b\x24\x1a\x18\x18\x3e\x01\xe9\x27\xdf\x80\x9a\xff\ -\x41\xf0\xef\x3f\x10\x1a\xe4\x08\x43\x3d\x3e\x86\xd2\x28\x45\x86\ -\x6f\x77\xfe\xd6\x5b\x5b\x2b\x30\xd8\x98\x2b\x82\xf5\xfc\xf9\x83\ -\x3b\x8a\xde\xbf\xff\xca\xe0\xe6\xa8\xc4\x70\xea\xdc\x63\x23\x1d\ -\x9f\x19\xdd\x57\x6e\xde\xed\x61\xb8\xdd\x7d\x05\x28\xf5\x17\x39\ -\x24\x00\x02\x88\x85\x01\xe6\x02\x1c\xe0\x1f\xd0\xcd\xcf\xce\x5c\ -\x67\x90\xf8\xf2\x89\xc1\x27\xc1\x9c\x41\x5c\x94\x0b\xac\xfc\xdf\ -\x3f\xc2\xe9\xe4\xcd\x9b\x1f\x0c\x31\xa1\x46\x0c\x37\xef\xbf\x8b\ -\xbe\xf9\xf2\xdf\x47\xa0\x51\x35\x40\xe1\xcf\xa0\x40\x82\xa9\x01\ -\x08\x20\xb0\x03\x40\x21\xf8\x17\x8b\x1b\x3e\x3d\xff\xcc\xf0\xe8\ -\xd4\x25\x06\x4b\x23\x79\x06\x13\x43\x4d\x92\x13\xea\xaf\x5f\x7f\ -\x18\xa4\x24\x78\x19\xfc\xdd\xd5\x19\x3e\x7e\x78\xa5\xb8\xf9\x34\ -\x83\x20\x34\x2d\xc0\x1d\x00\x10\x40\x2c\xb0\x44\x86\xec\x80\x3f\ -\xc0\x8c\x73\xf7\xc8\x15\x06\xce\x7f\xbf\x18\x12\xc2\xcd\x19\x78\ -\x79\x48\xcb\xad\x57\x1f\x7e\x61\xd8\x72\xfa\x0d\xd8\x67\x8c\xcc\ -\x8c\x0c\x6c\x2c\xcc\x0c\x8f\x7e\x4b\x78\xb2\x5a\xcc\x6e\xfa\xfd\ -\x8f\xf3\x19\x03\x03\xcb\x6f\x88\xaf\x7f\x5f\x04\x08\x20\x48\x08\ -\x40\xe3\x1d\xee\xf2\xaf\x7f\x18\x7e\x7d\xfc\xc8\x90\x10\x6f\x4d\ -\xb2\xaf\xaf\x3c\xfc\xca\x10\xd0\x72\x91\xc1\x40\x43\x84\x41\x45\ -\x9a\x1f\x92\x4e\x7e\xfe\x67\xd0\xb7\xd0\x61\x50\xd6\xf9\x19\x0d\ -\xf4\xe8\x07\x50\x36\xdd\x7b\xfc\x11\xef\xd7\x17\xcf\x17\x03\x04\ -\x10\xd8\x01\x7f\xff\xa3\x86\x00\x97\x20\x0b\x03\x9b\x90\x10\xc3\ -\xe9\xf3\x4f\x18\x4c\x0d\x65\x88\xb6\xfc\xe3\xd7\xdf\x0c\xb9\xd3\ -\x6f\x30\xd8\x1a\x49\x31\x64\x45\x6a\x33\xdc\x7c\x09\x49\xc4\x20\ -\xc0\xc6\xca\xc0\xf0\xf2\xd5\x2f\x86\x97\xef\xbf\xfd\xfc\xfe\xf9\ -\xc7\x8b\xaf\xdf\xee\xea\x32\x7c\xb9\x71\x03\x20\x80\x70\xa6\x81\ -\x9d\x0f\xd8\x19\xba\x36\xdd\x63\x90\x97\xfd\x00\x4e\x74\xff\xff\ -\x42\xca\x87\xff\xc0\xe0\x82\x44\xd9\x7f\x30\x0d\x13\x07\x65\xc5\ -\x47\x2f\xbf\x31\xe8\x6b\x88\x32\x64\x47\x6b\x33\xac\x3d\xcf\xc0\ -\xf0\xee\x2b\xc4\x6c\x70\x99\x0f\x2c\x8a\x58\x98\xd9\x18\x8e\x9d\ -\x7a\x26\xfe\xe4\xe0\xa5\x7f\x0c\xdc\xbf\x99\x18\xee\x76\x1f\x05\ -\x08\x20\x68\x14\xfc\x03\xe7\x7f\x18\x78\x0e\x8c\xbe\x8d\x87\x9e\ -\x32\x2c\x2d\xd5\x67\xe0\x61\xfd\xcf\xc0\xcb\xcb\x0e\x96\xff\x03\ -\xcc\x3d\xbf\x41\xd1\x05\xb4\x14\x14\xb4\xbf\x41\x05\x0f\x28\xcb\ -\x82\xe4\xfe\xfc\x67\xe0\x64\x67\x65\x10\x10\xe6\x60\xd8\x78\x11\ -\x98\xd4\x7f\x20\x2c\x07\xd5\x75\xa0\x10\xb8\x75\xe2\x21\xc3\xf3\ -\x63\x37\xfe\x31\xb0\xfc\x13\x60\xf8\xf5\xe6\x18\x28\xb6\x01\x02\ -\x08\x9e\x06\x90\x43\xe0\xe8\xf9\x57\x0c\xba\x8a\xbc\x0c\x3e\x66\ -\xfc\x0c\xf7\x1e\x7c\x62\x10\x10\x62\x65\xe0\xe6\x63\x01\xe7\x9f\ -\x4f\xc0\xbc\xf4\x19\x58\x5e\x7c\xfa\x0e\xc1\x5f\x81\xec\xcf\x40\ -\x1a\x94\xc7\x3e\xbf\x07\xe2\xa7\x10\xcb\x7f\x43\x3d\xf4\xf7\xc7\ -\x6f\x86\x0f\x4f\xdf\x33\x5c\x3d\x72\x8b\xe1\xdd\x2b\xa0\x8e\x2f\ -\xbf\x5e\x32\x08\xfc\x91\x64\xf8\x72\xff\x28\x28\x47\x00\x04\x10\ -\xd4\x01\x10\x9f\xc0\x4a\xec\xb5\xbb\x1f\x31\x34\x46\x29\x31\xfc\ -\x00\x55\x67\xa2\x7c\x0c\xf7\x1e\xbe\x66\x50\xd1\x12\x05\xa5\x25\ -\x86\x5f\x40\x8b\x80\x66\x32\x7c\x00\x96\x5c\x4f\x5f\xff\x67\x78\ -\xff\xf9\x1f\xc3\xe3\xe7\x3f\x81\xfc\x7f\x0c\x1f\x3f\xff\x65\xf8\ -\xfc\xe5\x0f\xc3\x8f\x6f\xbf\x18\x7e\xff\xf8\xc9\xf0\xe7\xf3\x57\ -\x86\x77\x4f\xdf\x31\xbc\x7b\xff\x8d\xe1\xef\xf7\xdf\x1f\x81\x1a\ -\x5f\x33\x30\xff\x67\x61\x60\xfa\xcf\xce\xf0\xf1\x24\xa8\x78\xfe\ -\x06\x10\x40\xd0\x44\x08\x0c\x42\x68\x08\xdc\x7e\xf4\x87\xe1\xf9\ -\xeb\x6f\x0c\x3e\x16\x42\x0c\xc0\x22\x9e\xe1\x1f\x1b\x50\x90\x8f\ -\x9f\xe1\xea\xbd\xcf\x0c\x42\xe2\xbc\x0c\x77\x80\x3e\x7c\xfc\xf2\ -\x1f\xd0\xc2\xbf\x60\x0c\xb2\xf4\x03\x10\x7f\xfc\xf8\x87\xe1\x1d\ -\x90\xff\xf5\x0b\xd0\xe2\xef\xbf\x18\xfe\x00\x83\xe6\xcd\xf3\xb7\ -\x0c\x7f\x81\xd9\xeb\x2f\x13\x07\x30\x48\x7e\x41\x4a\x40\x76\x06\ -\x6e\x86\x3f\xdf\xee\x30\xbc\x3b\xf0\x08\xe4\x00\x80\x00\x42\x84\ -\x00\xd0\x01\xcc\x40\xf6\xf6\xc3\x4f\x19\x7c\xcc\x45\x19\xb8\x80\ -\x16\xbf\x07\xd5\x09\xa0\x02\x1c\xc8\xb9\xf5\xe4\x27\x03\xf3\x7b\ -\x60\x1a\xf8\xc3\xc8\xf0\xf3\xf7\x7f\x70\x48\x80\xd2\x02\x28\x1d\ -\xfc\x06\xb2\x7f\xfd\x81\xb0\xc1\xc5\x3a\x30\xa4\x3f\xbd\xfb\xc2\ -\xc0\xc4\xc6\xc9\xc0\xc8\xce\x08\x89\x2b\x18\x60\xfe\xcb\xc9\xf0\ -\xeb\xed\x21\x06\x88\xd1\x3f\x00\x02\x88\x09\x96\x0b\x60\xe5\xc0\ -\xa1\xb3\x2f\x19\x7c\xcd\xc5\xc0\xb2\x9f\x81\x05\xd2\xa3\x77\xc0\ -\xa0\xfe\x00\x0a\x09\x5e\x86\x97\xaf\xbf\x02\x2d\x86\x58\x08\x4a\ -\x94\xbf\x40\x09\xf1\x37\x24\x31\xfe\xf9\xc7\xc8\xf0\xed\xfb\x5f\ -\x86\xa7\x4f\x3f\x31\x7c\x01\xc6\x15\x0b\x0f\x2f\x03\x23\x0b\x96\ -\x02\x8c\xe5\x1f\x0f\xc3\x87\xa3\xdb\x40\xbe\x07\x25\x42\x80\x00\ -\x82\x87\x00\xc8\x01\x8f\x1e\xfe\x61\xf8\xf6\xf5\x17\x83\xb7\xa5\ -\x30\xc3\x93\x2f\x0c\x60\x0c\xe4\x82\x53\xfc\x7f\xa0\x53\xff\x30\ -\x32\x33\xbc\xfb\xf8\x83\x81\x91\x89\x0d\xec\xe3\x3f\x60\x5f\x43\ -\x1c\xf3\x1c\xe8\xb8\x97\xaf\x7f\x32\x30\x72\x72\x31\x30\xff\xfb\ -\xcb\xf0\xff\xc7\x0f\xcc\x3a\x86\xfd\x3f\x37\xb0\xf4\xfb\xc2\xf0\ -\x7a\xdd\x75\x20\xef\x2b\xc8\x01\x00\x01\x04\x4f\x03\x20\xbc\x7c\ -\xfb\x03\x86\x00\x0b\x31\x06\xa0\x39\x40\x5f\x00\x13\x20\x23\x24\ -\x0b\x81\xf2\x30\x33\x30\x7e\xfe\xf3\xb1\x33\x3c\x7d\xf2\x99\x81\ -\x93\x8b\x99\x81\x0d\x98\x29\xd9\x18\xff\x32\xb0\xfd\xff\xcd\xf0\ -\xf5\x1d\x50\x0c\x28\x2f\x21\xc2\xc1\xf0\xff\xe7\x4f\x20\xfe\x01\ -\x2c\x23\xbe\x03\x43\xf6\x27\xb8\xac\xf8\xc6\xf9\x1b\x98\xfe\xfe\ -\xb3\xfe\xf8\xf7\x87\x0d\x96\xfd\xa0\x75\xc2\x5f\x80\x00\x82\x84\ -\x00\x34\x3f\x1f\x38\xfd\x9c\x61\x19\x30\xef\x6b\xf2\x02\x05\x79\ -\x11\x0e\x07\xb6\x31\xc0\x0d\x8e\x3f\x40\xaf\xfe\xd1\x64\x05\xb2\ -\x7f\x42\xd8\xc0\xa0\x01\xd5\xfd\xbf\x7f\xb3\x41\xd9\x7f\x20\xd1\ -\xf3\x87\x05\x88\xb9\x80\x98\x1d\x2a\xc6\x09\xa4\x79\x79\x43\xdb\ -\x1f\x32\xfc\x78\xf4\xf4\x02\x28\xee\xa1\x8e\xf8\x0f\x10\x40\xf0\ -\x92\x70\xcf\xa9\x4f\xc0\x44\xf8\x9f\xc1\xc3\x88\x0f\xb3\xe5\x0a\ -\x0e\x01\x46\x60\x54\x31\x82\x5b\x3b\x4c\x40\x01\x26\x26\x60\x45\ -\xc3\x08\xa1\x51\xe5\x40\x98\x19\x2a\xff\x1f\xce\xbe\xfb\xfc\x17\ -\xc3\x8f\xb7\x40\xd7\xbd\x59\x7f\x18\x1a\xff\xe0\xc6\x09\x40\x00\ -\x41\x13\xe1\x7f\x86\xc3\x67\x9e\x33\x24\xb9\x61\x2f\xf7\x21\xd1\ -\x00\xb3\x98\x19\x6c\x21\x88\xcf\xcc\xcc\x04\x6e\xd2\x23\x2c\x65\ -\x02\x8b\x21\x1c\xc2\x08\x96\x07\xa9\x3f\x7c\x15\x18\xe5\x7f\xbf\ -\xde\x63\xf8\x71\xf7\x1d\xb2\x03\x00\x02\x88\x09\x56\x12\x9e\xbf\ -\xf4\x82\x21\xd1\x5d\x16\x67\x45\x03\x33\x08\xd9\x70\x88\x83\x98\ -\xc0\x21\x81\x29\x07\x53\x0f\x92\x67\x66\x38\x78\x19\x98\xa2\xbf\ -\xdf\xdb\x0d\x8d\xfb\x1f\xb0\xfe\x02\x40\x00\x81\xa3\xe0\xce\xbd\ -\xb7\x0c\xca\x72\xbc\x0c\x1a\x52\xac\xb8\x3b\x10\x4c\xd0\x22\x1b\ -\xd8\x44\xfa\xf9\x0b\x18\x9c\xc0\x92\xee\x27\x30\xb1\x81\xe8\x1f\ -\x3f\x7e\x31\x7c\x07\xa6\xfa\x1f\xc0\x04\xf8\xf3\x07\x48\xee\x07\ -\xb0\xac\xf8\xc5\xf0\x0f\x54\x08\x01\x35\x7d\xfa\xf6\x8f\xe1\xcd\ -\x63\x60\xaa\xfe\x76\xf5\x1c\xd0\xa8\x2f\xd0\xf8\x07\x03\x80\x00\ -\x62\x81\x85\xf1\x7b\x60\x21\xef\x5c\x7e\x16\xdc\x5a\x03\x37\x32\ -\xff\x43\x0a\x15\x10\xf1\x0f\x5a\xf3\xfd\x03\x66\x2f\x90\xa1\x7f\ -\x80\xa9\xf2\x1f\x30\xd5\xfe\x03\xd2\x7f\xa0\xf4\x63\x60\xd6\xf9\ -\xfc\xfa\x37\x24\x41\x81\x5c\xfa\x1f\x9a\xb8\xfe\x43\xf1\xbf\x9f\ -\xaf\x18\xde\x6f\xbe\x06\xcd\x7e\xf0\xc6\x29\x40\x00\x81\x9b\xe5\ -\xc0\xe0\x05\xa5\x3c\x50\xf8\xf3\xd3\xb0\x1b\x08\x0a\x72\x50\xdb\ -\xf7\x29\x94\x06\x17\x12\x00\x01\x04\x73\x00\x2b\xb4\x1b\xc5\x4a\ -\x43\x07\xfc\x87\xfa\x1c\xa5\x4d\x08\x10\x40\x8c\x03\xdd\x3d\x07\ -\x08\x30\x00\xbb\x4c\x41\x1b\x78\xb7\x50\xc8\x00\x00\x00\x00\x49\ -\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x06\xd5\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x13\x00\x00\ -\x0b\x13\x01\x00\x9a\x9c\x18\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd4\x07\x18\x0f\x35\x0d\xb5\x2a\xae\xcf\x00\x00\x06\x62\x49\x44\ -\x41\x54\x78\xda\xc5\x96\x5d\x6c\x54\xc7\x15\xc7\x7f\x33\x73\x3f\ -\xf6\xde\xdd\x35\x6b\xec\x80\xa1\x44\x36\x90\x18\x9a\x36\x68\x4b\ -\x93\x2a\xa0\x56\x71\xaa\x50\xa1\x24\x04\xa7\x6a\x78\xa8\x44\x20\ -\x12\x51\x9b\xbc\x04\xd4\xaa\x7d\x08\x2a\x28\xca\x03\x3c\x54\xa9\ -\x91\x0a\xaa\x62\x09\x9b\x46\x45\x48\x21\x60\xda\x26\x21\xa9\x6a\ -\x4b\x4d\x52\x15\x37\x60\xa9\x0d\xe0\x84\x80\xf9\x30\x8e\xc1\x1f\ -\x8b\x31\xfb\x71\xf7\xde\x99\x3e\xac\xbd\x98\x04\xd4\x35\x25\xea\ -\x91\x46\xf7\xea\x6a\xee\x9c\xdf\xf9\x9f\x33\x67\x46\x70\x0b\x3b\ -\x7c\xf8\x83\xf5\x4a\x99\xd5\x4a\x99\x26\xcf\x73\x53\xae\xeb\x12\ -\x86\x21\xe3\xe3\x59\xa2\x48\x74\x45\x91\xe8\x30\x46\xb4\xad\x5c\ -\xb9\x3c\xc3\xff\x60\xe2\x8b\x1f\x0e\x1d\xea\x6a\x72\x1c\xbd\x3b\ -\x32\x51\x43\x88\xc4\xf5\xe3\x18\x63\x90\x52\x22\xa5\x44\x6b\x8d\ -\x25\x20\x2a\x16\xd0\x41\x98\x29\x16\x55\xcb\xaa\x55\x0f\x6f\xbd\ -\x23\x00\xfb\xf7\xbf\xb7\xd5\x76\xa2\x2d\x45\xa1\xf0\x13\x09\x12\ -\x09\xbf\xec\x58\x0a\x90\x52\x22\xa4\x40\x20\x08\x8a\x21\xb9\x6c\ -\x8e\xfc\xf8\x18\xf9\xf1\xa8\x2b\x0c\xc5\x53\x6b\xd6\x3c\x9a\xb9\ -\x6d\x80\xbd\x7b\xdf\xda\x6a\xbb\xe1\x16\x11\x4b\x52\x5b\x9b\xc2\ -\xb2\x2c\x6c\x4b\xa1\x94\x42\x08\x81\x10\x82\x7c\x21\xc0\xb1\x2d\ -\xa4\x92\x58\x4a\x62\x8c\x21\x9f\x0f\x18\x19\xfc\x9c\xd1\xa1\x7c\ -\x4f\x18\xf2\xc8\xda\xb5\x8f\x4d\x0b\x42\x02\xec\xde\xdd\xd1\x64\ -\xc8\x6e\xc1\x4d\x50\x5b\x9b\x22\xe6\x3a\xf8\x7e\xac\x3c\x62\x31\ -\x87\x58\xcc\x21\x99\xf0\x28\x04\x45\x82\x42\x40\x10\x84\x48\x29\ -\x49\x26\xe3\xcc\xbe\xfb\x6e\xfc\x19\x76\x3a\x0c\x8b\x5b\xa6\xab\ -\x80\x04\x30\x26\xb7\x5b\x7a\xd7\x9d\x7b\x9e\x8b\xef\xc5\x88\xc7\ -\x3d\xe2\xbe\x47\x22\xee\x93\xcb\x15\xf0\xfd\x18\xa9\x19\x09\x6c\ -\xc7\x46\x59\x0a\xad\x35\x00\xc9\xb8\x47\xfd\xfc\x7a\x84\x15\x6e\ -\xdc\xb5\x6b\x7f\xd3\xb4\x00\x76\xec\xd8\xbb\xde\xc8\xa8\x21\x55\ -\x3d\x21\xbb\x63\xe3\x38\xa5\x88\x3d\xd7\xc5\x77\x1d\x7c\xd7\xc1\ -\xb1\x2d\x0a\x85\x22\x89\xb8\x8f\xeb\xd8\xb8\x13\xf3\xa4\x94\x48\ -\x55\x52\x62\xe1\x3d\xf3\x08\xc3\xe0\xc5\x69\x01\x68\x9d\x5b\xed\ -\xf8\x09\x3c\xcf\x45\x29\x85\x6d\x95\x86\x63\x59\x38\x96\x45\xcc\ -\x71\x88\x39\x0e\xb6\x63\xa3\xb5\x2e\x3b\x77\xdd\xeb\x43\x4a\x89\ -\xed\xd8\xcc\x9a\x53\x47\x14\xe5\x9a\xb7\x6d\x6b\x4b\x55\x0c\x10\ -\x86\xf9\xa6\x99\xb5\xb5\x48\x29\x51\xb2\x54\x6c\x93\x95\xaf\x94\ -\x2a\x47\xa9\xb5\xc6\xb6\x6d\x04\x02\xdb\xb1\xb1\x2d\x1b\xc7\xb2\ -\xb0\x95\xc2\x56\x0a\x25\x04\xbe\xef\x93\xaa\xad\x22\x0c\xa3\x74\ -\xc5\x00\xb1\x98\x95\x52\x4a\xdd\xb0\xcf\x0d\xa6\xf4\x34\x86\x7c\ -\x21\x60\x60\x68\x18\xdb\x52\x25\xd9\xed\x92\x53\x4b\x95\x00\xa7\ -\x0e\x4b\x49\x66\xcf\xaa\xa6\x50\x08\x2a\x06\xb0\x5c\xd7\xc6\xb2\ -\x2c\x84\x10\x20\x20\xd2\x86\xc1\x4b\xa3\xf8\x9e\x83\x6d\xd9\x18\ -\x0c\xb6\x6d\xe3\x38\x16\x55\x71\x9f\x28\x8a\xae\xf7\x06\x28\xfd\ -\x07\x18\x63\xd0\x80\xd6\x9a\x20\x08\x2b\x4f\xc1\xc8\xc8\x08\x51\ -\x14\x95\xf6\x3a\x02\x4b\x49\x92\x09\x8f\x30\xd4\x84\x51\x58\x8a\ -\xcc\x92\x24\x62\x31\x94\x52\x84\x5a\x63\x49\x89\x25\x6f\xa2\x80\ -\x94\xe8\x28\xa4\x50\x28\x56\xdc\x0b\xac\xe1\xe1\x51\x82\x20\x40\ -\x4e\xb4\xa4\x2b\x63\xd7\x98\x51\x15\x67\xe6\xcc\x2a\xa4\x90\x65\ -\xc9\x35\x90\xcd\xe7\xcb\x8e\xa5\x94\xa5\x7a\x99\x58\x68\x32\xfa\ -\xb3\x7d\xe7\x09\x82\xa0\xa7\x62\x05\x72\xb9\xe8\xe0\xc8\xe5\x4b\ -\xe5\x6e\x67\x5b\x8a\x6c\x36\x4f\xe6\xca\x38\xd7\xb2\x39\xb2\xb9\ -\x3c\xd9\x20\x20\x0c\xc3\xeb\xd2\x4b\x89\x12\xa2\xa4\x84\x65\x95\ -\xa3\x0f\x0a\x01\xbd\x27\xcf\x50\x2c\x46\xd3\x01\x30\x1d\x9f\x9e\ -\x38\x41\x50\x0c\x41\x80\xe3\x3a\x65\x18\x21\x44\xb9\xf7\x4f\xe6\ -\x7a\xf2\xfb\xe4\x2e\x99\xaa\xc8\xf1\x8f\x8f\x93\xcd\xea\x83\xaf\ -\xbd\xf6\x52\xc5\x29\x90\xad\xad\xdb\xda\x2e\x7d\x7e\xb1\xaf\xef\ -\x74\x1f\x46\x9b\x72\x75\x4b\x71\x8b\xb6\x39\x79\x88\x4c\x05\x11\ -\x82\x7c\x2e\xcf\xdb\x7f\x7e\x9b\x6c\x96\x96\x69\xb7\xe2\x7c\xde\ -\xde\xd4\xfd\xc1\xdf\xc8\x64\xc6\x00\xf0\x3c\xb7\x1c\xf1\x54\xd3\ -\x53\xde\x8d\x31\x18\x63\x08\xb5\x26\x32\x86\x37\xde\x78\x13\x29\ -\x13\x34\x36\x2e\x58\x3d\x6d\x80\x3d\x7b\x5a\x0e\x8e\x5f\xcd\xfe\ -\xe6\xf0\xa1\x0e\x46\x47\xaf\x60\x8c\xc1\x71\x4a\xa9\x30\xda\x60\ -\x30\x65\x87\xc6\x94\x7a\x84\xd6\x9a\x28\x8a\x88\xa2\x88\x3d\xed\ -\xaf\x73\xfa\xb3\xb3\x2c\x59\xb2\x94\xab\x57\xb3\xa9\xdb\xbe\x0f\ -\x3c\xf7\xdc\xf3\xaf\xc6\x13\xc9\x8d\x0f\xaf\x58\xc1\xbd\x8d\x0b\ -\xf1\x62\x6e\x49\x62\xab\xd4\xe9\x26\x73\x3e\x99\xff\xd1\x91\x51\ -\x3a\x0e\x74\x30\x32\x3c\xc2\xf2\xe5\x8f\x70\xf6\xec\x65\x92\x49\ -\x3f\x33\x6b\x56\x75\x8b\x77\x74\x63\xbd\x08\x32\x99\x65\x2f\x1d\ -\xdf\x34\xad\x1b\xd1\x86\x0d\x2f\x34\x0b\x61\x5e\x9d\x3b\x6f\x5e\ -\xc3\xd2\x07\x1f\x60\xf1\x7d\x8b\x71\x9c\xd2\x61\x34\xb9\x03\x06\ -\x2e\xf4\x73\xf4\x9f\x47\x39\x76\xf4\x18\x96\xe5\xb4\x3d\xf4\x50\ -\xd3\xfa\x53\xa7\x06\xfa\x96\x2d\xbb\xbf\x21\x97\x2b\x90\x38\xff\ -\x3a\xa9\xf1\xbf\x62\x8a\x59\x46\x72\xc9\xb6\xef\xbf\x7c\xe2\xd9\ -\x8a\x01\xa6\xa8\xb1\x1e\x58\x07\x34\xd5\xd4\xd4\x10\x4f\x26\x89\ -\x8a\x45\x06\x07\x2f\x13\x86\x41\x0f\xd0\x15\x04\x76\x4b\x7b\xfb\ -\x8e\xbe\xcd\x9b\x77\xa5\x5f\x79\xe5\xf9\x9e\xed\xdb\xdb\x0f\xdc\ -\xef\xbe\xdf\x3c\x27\x31\xc8\x82\xfa\x18\x41\xff\x11\xce\x9c\x2b\ -\x72\xf9\x5a\x55\xdb\xe3\xdb\x6f\x0e\x21\x2a\xc9\xd3\x86\x0d\x2f\ -\x34\x08\x61\x1a\x8c\x11\xb4\xb6\xee\xec\xba\xd5\xbc\x3f\xbc\xb8\ -\xf4\x40\x63\xfa\xde\xe6\xf4\x0f\x7f\x4a\xf1\xe2\x47\x04\xfd\x47\ -\x08\xfa\xbb\xe9\xfd\xac\xc8\xc0\x95\x64\xdb\xd3\x2d\x5f\x86\xb0\ -\x2a\x01\x68\x6d\xdd\xd9\x07\xf4\xfd\xb7\x79\x51\x90\x6d\x48\x79\ -\x43\xa8\xe0\x1c\xcc\xfd\xf6\x44\x7c\x82\x45\x74\x13\x9c\x1c\x5b\ -\xdf\xfe\x93\xc5\xac\xfb\xdd\xc9\x1b\x20\x14\x77\xd0\x9e\x48\xd7\ -\xee\x3b\x7d\xea\xea\xca\x84\x39\x53\x77\x57\x7d\x3d\xa2\xfa\xeb\ -\x08\x51\x72\x71\x97\x3b\xc8\x58\x26\x9b\xfe\x6e\xe3\xd7\x1a\xfe\ -\xd4\x33\xd4\xf1\x95\x00\x1c\x3a\x3a\x94\xff\xc1\x37\x6a\xf6\x7d\ -\xfa\xc9\xd8\xca\x24\xa7\xeb\x66\xcf\xaf\x47\x54\xdf\x87\x90\x12\ -\x04\xd4\xf9\x97\xc8\x8c\x64\xd3\x0f\xce\x9f\xdb\x70\xf8\xdf\xc3\ -\x1d\x37\xd4\x80\xf7\x21\xe6\xa6\xab\xfe\x1d\x72\x3f\xab\xac\x56\ -\x26\x6d\xfb\xd3\x8b\x52\x91\xa6\xf3\xf1\x27\xe6\xa4\x97\x3c\xf6\ -\x0c\x3a\xb6\x80\x60\xe0\x18\x41\xff\x11\x8a\xfd\xdd\x74\xfe\x23\ -\x47\xef\xc5\x44\xdb\xe6\x03\xbd\xcf\xde\x00\xf0\xc7\x7b\x7e\xf5\ -\xa5\xc5\x56\xfd\xfe\xe5\x69\x03\x00\x6c\x5d\xb5\x28\x15\x69\xd3\ -\xd9\xfc\xd4\x9c\xf4\xd2\x55\xcf\xa0\xbd\x85\x04\x17\x7b\x26\x20\ -\x8e\xf0\xee\xfb\x39\x3e\x3e\x1f\x6f\xbb\x0e\xf0\xeb\x5b\x28\x00\ -\xb7\x05\x00\xf0\x8b\x15\x8d\x29\x63\xe8\x5c\xb3\xa6\x2e\xfd\xc0\ -\xea\xb5\x68\xaf\xb1\xac\xc4\x85\x7f\x75\xd3\xfe\x8e\x77\x7b\x0b\ -\x4f\xc7\x7e\xfe\x68\x63\x0a\xe8\x7c\xf2\xc9\xd9\xe9\xef\xad\x59\ -\x8b\xf6\x17\x71\xae\xfb\x2f\xb4\xef\x7c\x8b\xd8\x37\x7f\x7c\x67\ -\x8b\xf0\x66\xf6\xe1\xe9\xe1\xfc\xf2\x05\x35\xfb\x7a\x7b\xaf\xad\ -\x1c\xbd\xf0\x49\x5d\x4d\x8d\x43\xfb\x6f\xdf\xe3\x5b\x3f\xfa\x25\ -\x1f\x1d\x1f\xca\x7c\xe5\x0a\x7c\x51\x09\x2d\xec\xf4\xcc\xef\xac\ -\xe3\xec\xa5\x62\x26\x93\xb9\xba\x49\x18\x63\xf8\x7f\xda\x7f\x00\ -\x35\xae\x9c\x9a\x49\xed\xbd\xc2\x00\x00\x00\x00\x49\x45\x4e\x44\ -\xae\x42\x60\x82\ -\x00\x00\x06\x15\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x0d\x00\x00\ -\x0b\x0d\x01\xed\x07\xc0\x2c\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x0a\x09\x13\x1f\x34\x9d\x48\x74\x08\x00\x00\x05\xa2\x49\x44\ -\x41\x54\x78\xda\xc5\x97\x4b\x6c\x1c\x45\x1a\xc7\x7f\x5d\x3d\x3d\ -\x0f\x3b\x19\x7b\x1c\xef\x26\xb1\x09\x49\xc0\x44\xce\x66\x41\x8e\ -\x1b\x38\x10\x02\x04\x14\x90\x22\xc4\x4b\x48\x5c\x02\xcb\x63\xad\ -\x5d\x1f\xb2\x27\x14\xad\xc4\x89\x95\x10\x48\x1c\x38\xec\x1e\x80\ -\x11\x81\x00\x17\x38\xf0\x3a\xe4\xc0\x43\x91\x40\x84\x87\xf0\x04\ -\x3b\x0a\xa0\x88\x11\x0e\xc4\x19\x27\x7e\xcc\x78\x32\x33\xdd\x3d\ -\xd5\x5d\xb5\x87\x69\xcf\x8c\xe3\x99\x38\xf1\x22\xad\xa5\xbf\xe4\ -\xa9\x7f\xd5\xf7\xfd\xbf\xaf\xaa\xbf\xfa\x0a\xfe\xcf\x7f\xc6\x95\ -\x4c\x1e\x1e\x1d\xdf\x0a\x7a\x0f\xa8\x21\x60\x08\xad\x9a\x6c\xe8\ -\x09\xb4\x9a\x40\xc9\xa3\x36\x87\xb3\x80\x4a\xa7\xd3\xfa\x77\x11\ -\x30\x3c\x3a\xfe\x04\xf0\x38\x70\x1b\x68\x40\x81\x88\x82\x88\xd7\ -\x26\x28\x17\x02\xb7\x79\xc9\x31\x94\xff\xb6\xad\x5f\x3b\x04\xc8\ -\x74\x3a\xad\x56\x25\x60\x78\x74\x7c\x27\x86\x78\x09\xad\x6e\x47\ -\x98\x10\xed\x86\x68\x0f\xd1\x58\x82\x4d\xc9\x22\x37\x5d\x95\x07\ -\xa0\xe4\xc2\x67\x93\x9b\x71\xdc\x2a\x78\x33\xe0\xce\x81\x96\x80\ -\x76\x08\xdc\xa7\x6d\xde\x7c\x03\x70\x5b\x09\x31\x56\x88\xfa\x10\ -\x00\x89\x0d\x44\xd7\xfc\x91\xa7\x6e\x9e\xe2\xfa\x6b\xd6\xb0\xed\ -\xaa\x0e\xe2\x51\xb1\x6c\xcd\xd4\xac\xc7\xd7\x3f\x2e\xf0\xc5\x4f\ -\xf0\xdd\xa4\x05\xe5\xd3\x35\x22\xa8\xbe\x6f\xf3\xfa\x5f\x81\x62\ -\x3a\x9d\xf6\x57\x14\x50\x77\x6e\xc6\x20\xb9\x8d\xfd\x3b\xcf\x70\ -\xff\xae\x5e\x52\x6b\x22\x6d\xb3\xa5\x2f\x32\xf5\xc5\x89\x02\xaf\ -\x1c\xb5\x38\x37\x3d\x0d\x7e\x09\x94\x9c\xb0\xf5\xa1\xbb\x81\x99\ -\xe6\x4c\x98\x6d\x9d\x47\x3a\xd8\xb4\x69\x23\x4f\xdf\x53\x62\xef\ -\x8d\x3d\x58\x11\x81\xaf\x68\x8b\x40\xe9\x25\xe8\xef\x8d\xb1\x7b\ -\x10\xf2\x25\x9f\xc9\x19\x03\x74\xb0\x3e\xa7\x77\xfc\xa9\x8f\xf1\ -\x0f\x6d\xdb\xf6\x33\x99\x8c\x5e\x26\x60\x78\xf4\xfb\x9d\x60\x1c\ -\xc1\xb4\xe8\xef\xef\xe7\xe0\xbd\x9a\x2d\xeb\xe3\x48\x5f\xaf\x0a\ -\x11\xd3\xe0\xfa\x2d\x09\xce\x17\x15\xbf\xcd\x01\xe8\xeb\x72\x72\ -\xeb\x57\x7d\xe2\x87\xdf\x42\x11\x5c\xbc\x91\xaf\x43\x00\xc9\x41\ -\x9e\xdc\xed\x92\xec\x88\x50\xf1\x74\x4b\x1c\xf9\xb6\xd0\x96\x6b\ -\xe6\x95\x86\xc7\xf6\x24\x19\xb8\x3a\x55\xf3\x10\xed\x7e\x16\x48\ -\x01\x91\x25\x19\x18\x1e\xcd\x3c\x01\xfa\x6f\x24\xfa\x78\xf4\xe6\ -\x3c\xdb\x37\xaf\x41\x06\xba\x25\xbe\x3c\x79\x81\x03\x0f\x6c\x64\ -\xf2\x9c\x7b\x59\xbc\x06\xb6\xf4\x2a\x3e\xcf\x76\x83\x2c\x6e\xcc\ -\xa9\xed\x85\x3e\x63\xe2\xb8\x6d\xdb\xd5\xc6\xa9\xd2\xea\x71\x0c\ -\x8b\xf5\xbd\x6b\x19\xdc\xec\x52\x76\x5b\x7f\xba\x27\x27\x2b\x1c\ -\x78\x60\x23\x40\xcb\x39\xed\xf8\x64\xa7\xc5\x83\x43\xb3\xbc\x7f\ -\xcc\x02\x33\xfe\x10\x8a\xb7\x00\x27\x02\x30\xfc\xf7\xef\xb6\x02\ -\xb7\x11\x5f\xc7\x9d\x03\x73\xf8\x41\x27\x7e\x10\x2c\x33\xfe\x4b\ -\xce\xab\x1b\x07\xa8\x78\xc1\x65\xf1\xd2\xd7\xcc\x15\xab\x68\x4c\ -\x88\xaf\x03\x67\x7a\x68\xcc\xdb\xb7\xdd\x8e\x1d\xc9\x2f\x66\x60\ -\x4f\x6d\x7f\x7a\xe8\x4d\x16\x29\x3b\xcb\x23\x3b\x5f\x90\x4b\x8c\ -\x03\x4b\xe6\xb5\xe2\xb3\x53\x15\x7e\x9d\x37\xf8\x66\xaa\xbf\x31\ -\x18\x75\xc0\x99\x06\xab\x6b\x17\x70\x7c\x51\xc0\x10\xc0\x86\x2e\ -\x85\x6e\x11\x59\xc9\x51\xcb\x8c\x37\x47\xd8\x8e\x9f\x2f\x05\x7c\ -\x33\xb5\x79\xc9\x58\x34\x96\xa0\x0a\x20\xa2\x83\x40\xa2\x21\xc0\ -\x8c\x93\x4a\x54\x29\xb5\x88\xbe\x95\xf1\x45\xc7\x97\xe2\xcf\x14\ -\xd7\x62\x2c\x5e\x55\xe1\xb5\x64\x0a\xc0\xb0\x40\x04\x03\x28\xe2\ -\x8d\x43\x28\xe2\x24\x63\x55\xca\x5e\x43\x40\x67\x4c\xb4\x35\xbe\ -\x92\x38\x80\x53\xf3\x3d\x75\xe7\x86\xd1\x10\x41\xa4\x13\x3c\xc7\ -\x00\xac\x48\x73\x49\x2e\xcb\x28\x17\x9c\x46\xa9\xfe\xe7\x23\xab\ -\x77\xbe\xa4\xde\xb7\xbf\xf2\x44\xa3\x10\x29\x97\xbc\x13\x67\xba\ -\x94\xa8\xe3\xa9\xff\xcc\x5f\xd2\xf0\xee\x7f\x5d\x61\xf3\x61\x84\ -\x62\xfc\x72\x43\x41\xbd\x99\x08\x5c\x0a\x5e\x8c\x5c\x69\xed\x12\ -\xec\x7b\x41\xfe\x6e\x22\x22\x22\xdc\x06\x2d\x41\xcb\x2c\xa0\x44\ -\x58\x84\x26\x6a\x9f\x95\x8f\x17\x98\xcb\x70\xd7\x73\xea\x7f\x12\ -\x61\x99\x35\x18\x06\xb5\x9e\x01\x20\xf0\xb2\x80\xac\x09\x50\xf2\ -\x28\x00\xd5\x39\x84\x10\x2d\xb1\xf7\x79\x56\x2d\xc2\x14\x0d\x50\ -\x9d\xab\x0d\x56\xf3\x19\xc0\x15\x00\x61\x0f\x77\x0c\x67\x06\xcb\ -\x90\x24\x22\xad\x71\xdf\x8b\x57\xb6\x1d\xa9\x84\x24\x95\x68\xac\ -\xb7\x0c\x09\xce\x0c\x28\xff\x84\x9d\xf8\xf8\x74\xbd\x14\x03\x0a\ -\xe5\xbf\x8d\xe0\x96\x62\x61\x96\x6b\xfb\x3b\xdb\x3a\xf9\xcb\xbf\ -\x1d\x0e\x1f\x48\x02\x70\x4d\xaa\xd8\x82\xa7\xce\xa7\xe2\xce\x45\ -\x95\xb1\x5c\xdb\x7f\xbf\xf4\x09\x26\x65\xc0\x11\x00\xe9\x74\x5a\ -\xd7\x1a\x48\xfd\xb5\xb3\x70\x16\xe5\x4b\xba\x62\xd5\xb6\xf8\xc7\ -\xab\xb3\x00\x57\xc4\x2b\x5f\xe2\x2c\x9c\xad\x45\x6f\xbe\xf3\x11\ -\xb0\x00\xb8\xcd\x3d\x96\x24\x70\x0f\x62\x26\x3e\xcf\x9e\x9e\xe2\ -\xd6\x1b\xfe\x80\x65\xb6\xef\xaa\x9f\x39\x7c\x96\xb5\x31\x2e\x8b\ -\x97\x81\x41\xf6\xf4\x4c\xed\x87\x9b\x7b\x99\x18\x05\xa0\x00\xc8\ -\x7a\x3f\x90\xc9\x64\xf4\xbd\x76\x24\x97\xd3\x7f\xce\x07\x4a\xdc\ -\x33\x5b\xf0\x18\xe8\x8b\x12\xb5\x4c\x2c\xd3\x58\x35\x04\x3e\x5f\ -\x4e\xe4\xa9\xb8\x12\xaa\xf9\x97\x6c\xeb\x83\xcf\x80\x1c\x50\x48\ -\xa7\xd3\xc1\xc5\x1d\x91\x6f\x73\xf8\x15\x02\xe7\xe0\x85\x4a\x95\ -\x4f\xc7\xf2\x48\xcf\x21\x66\x89\x55\x41\x7a\x0e\x9f\x8e\xe5\xb9\ -\x50\xa9\xd6\x9c\x9b\xef\xbe\x07\x9c\x03\xf2\x80\xbf\xac\x27\xcc\ -\x64\x32\xd8\xb6\x1d\xf4\x31\x3e\x9e\xd3\x3b\x16\xa4\x32\xf7\x9e\ -\x9a\x72\x91\x4a\xb0\x69\x9d\xc0\x8a\x08\x22\x82\x15\x61\x68\x9f\ -\xb1\x9f\x2b\x7c\x75\xb2\x80\xf4\x55\xb3\xf3\x1c\x70\x1e\x70\x16\ -\x5f\x4d\x2d\xab\xf4\xc8\xc8\x88\x00\x3a\xc6\xfc\x87\xef\x20\xda\ -\xfd\x2c\x86\x39\x1c\xb3\x04\x57\x6f\xe8\x60\x47\x9f\xa2\xa7\xa7\ -\x0b\xd3\xb4\x96\xac\x09\x02\xc9\xfc\xfc\x02\x27\xcf\x0a\x7e\x9d\ -\xae\xe0\x49\x05\xca\x3f\x81\x9b\x7b\xd9\x8e\x1d\x39\x1e\x46\x7e\ -\x1e\xa8\x34\xb7\xe5\x6d\xaf\x89\x50\x44\x1c\x48\x8d\xe9\xfd\x4f\ -\x62\xc6\x1f\xc2\x30\x87\x16\xf9\x44\x14\x7a\xbb\x6a\x67\x78\x76\ -\xc1\xc7\xa9\x36\x2d\x56\xfe\x09\xfc\xd2\x27\xe1\x69\x2f\x00\xb3\ -\x61\xda\x97\xbd\x8e\x2e\xf9\x34\x1b\x19\x19\x31\xc2\xee\xb5\x13\ -\xe8\x1e\xf3\xf6\x6d\xc7\xea\xda\x85\x88\x0e\x22\xac\x01\xb4\x6e\ -\xac\xd7\x32\x4b\xe0\x65\xa9\xe6\x33\x61\x91\x29\x87\x9f\x5a\x21\ -\xfc\xdf\x6f\xf5\x58\xbd\xac\xc7\x69\x98\x0d\x2b\xcc\x48\x22\x44\ -\x3c\x1c\x13\xf5\x62\x06\x12\x70\x01\x27\x84\xbb\xd2\xe3\xf4\xbf\ -\xc4\x07\x59\x45\x3e\x69\x0d\xf8\x00\x00\x00\x00\x49\x45\x4e\x44\ -\xae\x42\x60\x82\ -\x00\x00\x06\x34\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x0d\x00\x00\ -\x0b\x0d\x01\xed\x07\xc0\x2c\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x0a\x09\x13\x23\x1e\x35\x00\xc4\x21\x00\x00\x05\xc1\x49\x44\ -\x41\x54\x78\xda\xc5\x97\xcb\x6f\x1b\x55\x14\xc6\x7f\x73\xc7\x33\ -\xb6\x93\xd6\x79\x34\xd0\x36\xa1\xb4\x85\x52\xb5\x94\x42\x9a\x01\ -\x84\x28\x05\x8a\x04\x48\x08\x89\x82\x58\xf2\x06\x03\x5d\x84\x15\ -\xea\x06\x09\x09\xfe\x01\x24\xd8\x00\x16\x85\x02\x1b\x58\xf0\x5a\ -\x74\xc1\xab\x88\x42\x01\x89\xb8\x24\x55\x01\x15\x0c\x09\x10\x9c\ -\x34\x0f\x3b\x89\xed\x99\xf1\xcc\xdc\xcb\xc2\xef\xd8\x49\x48\x84\ -\xc4\x95\x3e\x69\xe6\x9c\x7b\xe7\x7c\xf7\xcc\xb9\xe7\x9c\x0b\xff\ -\xf3\xd0\x56\x33\x79\xe0\xf0\xf0\x76\x50\x07\x41\xf6\x03\xfd\x28\ -\x59\xf7\x0d\x35\x82\x92\x23\x48\xef\x84\xc5\xb1\x14\x20\x13\x89\ -\x84\xfa\x4f\x08\x0c\x1c\x1e\x7e\x18\x78\x08\xb8\x11\x14\x20\x41\ -\x98\x20\x22\xa5\x09\xd2\x81\xc0\xa9\x5f\x72\x0a\xe9\xbf\x6d\xa9\ -\xd7\x8e\x02\x5e\x22\x91\x90\x6b\x22\x30\x70\x78\x78\x1f\x9a\x78\ -\x01\x25\x6f\x42\xe8\x60\x76\x82\xd9\x8d\x19\x8e\xb2\x25\x36\xcf\ -\x35\x17\x65\x00\xc8\x39\xf0\xd9\xe8\x56\x6c\xa7\x08\xee\x14\x38\ -\x33\xa0\x3c\x40\xd9\x04\xce\xd3\x16\x6f\xbe\x01\x38\xad\x88\x68\ -\x2b\xec\xfa\x28\x00\xd1\x4d\x98\xeb\x2e\xe4\xd1\x6b\xc7\xd9\x7b\ -\xc9\x3a\x76\x5e\xd4\x46\xc4\x14\x4d\x6b\xc6\xa7\x5d\xbe\xfd\x69\ -\x8e\x93\x3f\xc3\xf7\xa3\x06\xe4\xc7\x4a\x8a\xa0\xf8\xbe\xc5\xeb\ -\x8f\x01\xf3\x89\x44\xc2\x5f\x91\x40\xd5\xb8\x1e\x86\xd8\x4e\xee\ -\xdb\xf7\x17\x77\xed\xef\xa1\x6b\x5d\x68\x49\x6f\xa9\x45\x9f\x3a\ -\x79\x26\xcb\x2b\x27\x0c\x26\x27\x26\xc0\xcf\x81\xf4\x46\x2c\x75\ -\xf4\x36\x60\xaa\xde\x13\xfa\x92\xc6\x43\x6d\x6c\xd9\xb2\x99\xa7\ -\x6f\xcf\x71\xeb\xd5\xdd\x18\x21\x81\x2f\x59\x12\x81\x54\x0d\xe8\ -\xeb\x09\x73\x60\x17\x64\x72\x3e\xa3\x53\x1a\xa8\x60\x63\x5a\xed\ -\xb9\xbc\x97\xe1\x0f\x2d\xcb\xf2\x93\xc9\xa4\x6a\x22\x30\x70\xf8\ -\x87\x7d\xa0\x1d\x47\x37\xe8\xeb\xeb\xe3\xc8\x9d\x8a\x6d\x1b\x23\ -\x78\xbe\x5a\x13\x42\xba\xc6\xde\x6d\x51\xce\xcf\x4b\xfe\x9c\x01\ -\x50\x97\xa5\xbd\xed\xdf\xf4\x8a\x1f\xff\x2c\x93\x60\xb1\x4f\x5f\ -\x87\x00\x62\x7b\x79\xe4\xc0\x0c\xb1\xb6\x36\x0a\xae\x5a\xf5\xd9\ -\xfe\x62\x78\x8e\x9b\xaf\xea\xa8\xbe\x3f\x70\x30\xc6\xe4\x82\xc1\ -\xaf\xbf\xe5\xc0\xec\x7c\x0e\xc9\x69\xc0\x03\x3c\xbd\xb6\xfb\xe4\ -\xc3\xa0\x9e\x20\xda\xcb\xfd\xd7\x66\xd8\xbd\x75\x1d\x5e\xa0\x1a\ -\xf0\xf5\xd9\x05\x46\x27\x5d\x46\x27\x5d\x2e\xec\x32\x9a\xf4\x95\ -\x39\x83\x87\x36\x33\x3a\xe9\x54\x65\x0a\xd8\xd6\x23\xf9\x32\xd5\ -\x09\xde\xfc\xe6\xb4\xdc\x9d\xed\xd5\x46\x4e\x5b\x96\x55\xac\x79\ -\x40\xc9\x87\xd0\x0c\x36\xf6\xac\x67\xd7\x56\x87\xbc\xd3\x7c\x74\ -\x07\x0f\x6d\xae\x3e\x7f\xfe\xc3\x5c\x93\xfe\xec\x68\xa1\x3a\x67\ -\xf1\xfa\x58\xbb\xc1\xdd\xfd\xd3\xbc\x7f\xca\x00\x3d\x72\x0f\x92\ -\xb7\x00\x3b\x04\x30\xf0\xe4\xf7\xdb\x81\x1b\x89\x6c\xe0\x96\x1d\ -\x33\xf8\x41\x3b\x7e\x10\x2c\xeb\xe6\x82\xdb\xa8\xff\x3d\xed\x36\ -\x10\xac\xd7\x7b\xbe\x62\x66\xbe\x88\x42\x87\xc8\x06\xb0\x27\xfa\ -\x87\xdc\x3b\x76\x5b\xe1\xe3\x99\x8a\x07\x0e\x02\x60\x76\xd3\x13\ -\x9b\x27\x6f\xcb\x15\xff\x73\xfd\x9c\xf3\x59\xaf\xc1\x78\x45\x3f\ -\x31\xeb\xf0\xc7\xac\xc6\x77\xe3\x7d\x35\x85\x69\x83\x3d\x01\x46\ -\xc7\x7e\xe0\x74\x85\x40\x3f\xc0\xa6\x0e\x89\x6a\xb1\xbb\xe5\x3c\ -\x90\xb3\x65\x93\xf1\x8a\x7e\x36\x17\xf0\xdd\xf8\xd6\x06\xb9\x19\ -\x8e\x52\x04\x10\xe6\x2e\x20\x5a\x23\xa0\x47\xe8\x8a\x16\xc9\xfd\ -\x8b\xdd\x57\x0c\x2f\x8e\x8b\xfa\xf1\xd5\x2f\x06\x60\xa0\x55\x4a\ -\x55\xf9\x30\xe9\x02\xd0\x0c\x10\xc1\x0e\x24\x91\x5a\x10\x8a\x08\ -\xb1\x70\x91\xbc\x5b\x23\xd0\x1e\x16\xcb\x92\x58\xca\x38\xc0\xb9\ -\xd9\xee\x5a\x7c\x2b\xd0\xb4\x1a\x09\x42\xed\xe0\xda\x1a\x60\x84\ -\xea\x53\x72\xde\x33\x59\xb0\xfd\x3a\x02\x6b\x33\xde\x54\x70\x96\ -\x2e\x79\xa2\xe6\x01\xe9\x90\xb1\x23\x84\x44\x2d\xf1\x4c\xe4\x1a\ -\x77\x34\x78\xa8\xf6\x7e\xe0\x79\x38\xf9\xec\x2a\x9b\x8f\x0a\x11\ -\x3f\x5f\x95\x85\xaa\xcd\x44\xe0\xdc\x90\x75\xc3\xf8\xaa\x75\xc1\ -\x59\x6f\x7a\x80\xd1\x20\x5b\x2d\x89\x90\x00\x2f\xa0\x54\xaa\x95\ -\x97\x02\xa4\x28\x27\xa1\x91\xd2\xd1\xf1\x71\x03\xbd\x25\x9c\xc0\ -\x68\xf9\xd1\x03\xcf\xaf\x6c\xd8\xd0\x4b\xd0\x34\x4a\x3d\x03\x40\ -\xe0\xa6\x00\xaf\x44\x40\x7a\x27\x00\x28\xce\x20\x84\x68\x09\x7d\ -\x99\x78\x5c\x89\x84\x2e\x6a\xa0\x38\x53\x12\x16\x33\x49\xc0\x11\ -\x00\xe5\x1e\xee\x14\xf6\x14\x86\xe6\x11\x0d\xb5\xc6\x72\x63\x31\ -\x89\xae\xa8\x57\x45\x65\xbd\xa1\x79\x60\x4f\x81\xf4\xcf\x58\xd1\ -\x8f\xc7\xaa\xa9\x18\x90\x48\xff\x6d\x04\xd7\xcf\x67\xa7\xb9\xb4\ -\xaf\x7d\x29\x67\x56\x9f\x2e\xe9\x9a\x6f\xd2\x3e\xf8\x12\x1c\x1b\ -\x8c\x95\x08\x44\xec\x26\x7d\x6a\x3c\x5f\xfa\xff\x7e\xee\x13\x74\ -\xf2\x80\x5d\x3d\x20\xf1\x78\x3c\x3c\xa4\x3f\xfe\x05\x68\xd7\x5d\ -\xbe\x73\x1b\x5d\xed\xab\x2f\xc3\x95\xf1\xe2\xe3\x3d\x3c\xf5\xea\ -\x74\x83\x2c\x93\xd7\xf8\xf1\xdc\x68\x69\xf7\xea\xb5\x41\x60\x0c\ -\x48\xd7\x87\xbc\x47\xe0\x1c\x41\x8f\x7e\x99\x1a\x1b\xe7\x86\x2b\ -\x2f\xc0\xd0\xd7\x46\xe2\x99\x63\x7f\xb3\xbe\x2e\x87\x78\x81\x46\ -\x6a\x6c\xaa\xf4\xe2\xa4\x5f\x26\x4c\x16\xc8\x36\xf4\x03\xc9\x64\ -\x52\xdd\x69\x85\xd2\x69\x75\x45\x26\x90\xe2\xf6\xe9\xac\xcb\x8e\ -\x5e\x13\xd3\xd0\x31\x74\x6d\xcd\x10\xf8\x7c\x3d\x92\xa1\xe0\x78\ -\x50\xcc\xbc\x60\x19\x1f\x7c\x06\xa4\x81\x6c\x22\x91\x08\x16\xc7\ -\xb6\x6f\x71\xec\x15\x02\xfb\xc8\x42\xa1\xc8\xa7\x43\x19\x3c\xd7\ -\x26\x6c\x88\x35\xc1\x73\x6d\x3e\x1d\xca\xb0\x50\x28\x96\x8c\xeb\ -\xef\xbe\x07\x4c\x02\x19\xc0\x6f\xea\x09\x93\xc9\x24\x96\x65\x05\ -\xbd\x0c\x0f\xa7\xd5\x9e\x39\x4f\xea\xb7\x9e\x1b\x77\xf0\xa4\x60\ -\xcb\x06\x81\x11\x12\x84\x04\x2b\x42\x53\x3e\x43\xbf\x16\xf8\xe6\ -\x6c\x16\xcf\x97\xf5\xc6\xd3\xc0\x79\xc0\xae\xdc\x9a\x5a\x66\xe9\ -\x78\x3c\x2e\x80\xb6\x21\xff\xde\x9b\x31\x3b\x9f\x43\xd3\x07\xc2\ -\x86\xe0\xe2\x4d\x6d\xec\xe9\x95\x74\x77\x77\xa0\xeb\x8d\x89\x29\ -\x08\x3c\x66\x67\xe7\x38\xfb\xb7\xe0\x8f\x89\x02\xae\x27\x41\xfa\ -\x67\x70\xd2\x2f\x5b\xe1\xe3\xa7\xcb\x3b\x3f\x0f\x14\xea\xdb\xf2\ -\x25\xcb\x44\x99\x44\x04\xe8\x1a\x52\xf7\x3d\x82\x1e\xb9\x07\x4d\ -\xef\xaf\xe8\xa3\x26\xf4\x74\x94\x62\x78\x7a\xce\xc7\x2e\xd6\x2d\ -\x96\xfe\x19\xfc\xdc\x27\x96\xfe\xce\x47\xe5\x60\x9b\x2e\xbb\xbd\ -\xe9\x76\xb4\xec\xd5\x2c\x1e\x8f\x6b\xe5\x7a\xd1\x0e\x74\x0e\xb9\ -\x77\xec\xc6\xe8\xd8\x8f\x30\x77\x21\x8c\x1d\x28\x55\x5b\xaf\xbc\ -\x14\x81\x9b\xa2\x98\x49\x96\x93\x4c\x1e\x98\x2b\x13\xc8\x03\x7e\ -\xab\xcb\xea\xbf\xba\x9c\x96\xbd\x61\x94\x3d\x12\x2d\x23\x52\x96\ -\x89\x6a\x32\x2b\xb5\xda\x0e\x60\x97\xe1\xac\x74\x39\xfd\x07\x20\ -\x06\x06\xca\xee\x16\xad\xbd\x00\x00\x00\x00\x49\x45\x4e\x44\xae\ -\x42\x60\x82\ -\x00\x00\x09\x51\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x13\x00\x00\ -\x0b\x13\x01\x00\x9a\x9c\x18\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd8\x02\x14\x12\x19\x2f\xb8\x71\x44\x15\x00\x00\x08\xde\x49\x44\ -\x41\x54\x58\xc3\xad\x57\x6b\x6c\x14\xd7\x15\xfe\xe6\xb5\xb3\x33\ -\x5e\xaf\xd7\xbb\xeb\xb5\x5d\xc7\xcb\x23\x06\x6a\xc3\x9a\x18\x81\ -\x31\x51\x1d\x48\x43\xa3\xa6\x4a\x4b\x29\x81\x34\x22\x92\x89\xab\ -\x4a\xfd\xd1\xd2\x88\x4a\xb4\x14\x05\x8b\x12\x0c\x82\x04\x35\x21\ -\xa9\x88\x88\x54\x35\x34\x2a\xa2\x21\x2d\x55\x5b\x95\xa5\x38\x49\ -\x83\x29\x55\xe4\x98\xc4\x60\xbb\x26\xf1\xfa\xb1\x5e\xaf\xf1\x3e\ -\xbc\xcf\x79\xed\xcc\xe9\x0f\xc0\x31\xaf\x34\x71\xf2\x49\xe7\xc7\ -\x8c\x66\xee\xf7\x9d\x7b\xee\x79\x5c\x06\xb3\x80\x24\x49\x36\x4d\ -\xd3\x6c\x0c\xc3\x70\xd7\x5f\x11\x80\x82\x65\x59\x2a\x11\x59\x9f\ -\x67\x2d\xe6\xff\x7d\xe0\x70\x38\x8a\x03\x81\xc0\x8a\x40\x20\xb0\ -\xa2\xb6\xb6\x76\xe1\x9c\x39\x73\xaa\xab\xaa\xaa\xbc\x82\x20\x38\ -\x19\x86\xb1\x59\x96\xc5\x18\x86\x61\xa8\xaa\x9a\x1b\x19\x19\x99\ -\x1c\x1c\x1c\x0c\x0f\x0c\x0c\x5c\xe9\xed\xed\x7d\xff\xca\x95\x2b\ -\x17\x72\xb9\x5c\x7c\x56\x02\x6a\x6b\x6b\x03\x9b\x37\x6f\xfe\xe1\ -\xfa\xf5\xeb\xbf\x5b\x53\x53\x53\xcd\xb2\x2c\x62\xb1\x18\xc2\xe1\ -\x30\x12\x89\x04\xb2\xd9\x2c\x34\x4d\x83\x65\x59\xe0\x79\x1e\xb2\ -\x2c\xc3\xe7\xf3\xa1\xac\xac\x0c\x82\x20\x20\x1e\x8f\xa3\xbb\xbb\ -\x3b\xd2\xd1\xd1\x71\xaa\xa3\xa3\xe3\x48\x24\x12\xf9\xf0\x33\x09\ -\x90\x24\x49\xda\xbe\x7d\xfb\xae\xad\x5b\xb7\x3e\xed\x76\xbb\xed\ -\xfd\xfd\xfd\xe8\xee\xee\xc6\xf0\xf0\x30\x52\xa9\x14\x74\x5d\x47\ -\x36\x9b\x45\x3a\x9d\x46\x2e\x97\x83\xaa\xaa\xd3\x66\x18\x06\x78\ -\x9e\xc7\xfc\xf9\xf3\xd1\xd8\xd8\x88\xa6\xa6\x26\x70\x1c\x87\xae\ -\xae\xae\xec\x1b\x6f\xbc\xb1\xf7\xed\xb7\xdf\x7e\x0e\x40\x61\x26\ -\x1f\x37\xf3\xc1\x6e\xb7\xcb\x87\x0f\x1f\x3e\xbe\x6d\xdb\xb6\x1f\ -\xc4\x62\x31\xfe\xd4\xa9\x53\x18\x1b\x1b\x83\x28\x8a\x10\x45\x11\ -\x86\x61\x60\x6a\x6a\x0a\x89\x44\x02\xa9\x54\x6a\x5a\xc4\x0d\x21\ -\x8a\xa2\x20\x95\x4a\xa1\xaf\xaf\x0f\x67\xce\x9c\x41\x47\x47\x07\ -\xdc\x6e\x37\x96\x2f\x5f\x6e\xab\xac\xac\x5c\x9b\xcf\xe7\xc5\x50\ -\x28\xd4\x71\xfd\xcc\xdc\x8e\x5d\xbb\x76\x1d\x24\x22\x1a\x1c\x1c\ -\xa4\xe3\xc7\x8f\x53\x28\x14\xa2\x8b\x17\x2f\xd2\xe1\xc3\x87\xa9\ -\xa5\xa5\x85\x9a\x9b\x9b\x69\xe1\xc2\x85\x54\x51\x51\x41\x2e\x97\ -\x8b\x64\x59\x26\xbb\xdd\x4e\xa2\x28\x92\xcd\x66\x23\x41\x10\x88\ -\xe3\x38\xe2\x79\x9e\x58\x96\xa5\xeb\x44\xb4\x7d\xfb\x76\xea\xe8\ -\xe8\xa0\xf6\xf6\x76\xb5\xb2\xb2\xf2\xdb\x77\xdc\x81\xea\xea\xea\ -\x39\x7b\xf6\xec\x39\xe2\xf5\x7a\xa5\xd3\xa7\xdf\x42\x75\xf5\x02\ -\x94\x94\xb8\xe0\xf5\x96\x61\xf1\xe2\x00\x56\xad\x6a\xc6\xe2\xc5\ -\x0d\xf0\x78\x2a\x11\x8f\xc7\x10\x8d\x46\xc0\xf3\x3c\x78\x9e\x87\ -\x20\x08\xe0\x79\x1e\x1c\xc7\x81\x65\x59\x30\xcc\x27\x91\x25\x22\ -\xf4\xf6\xf6\x62\xe3\xc6\x8d\x10\x04\x81\x0f\x85\x42\xea\xf0\xf0\ -\xf0\xdf\x01\x58\x00\xc0\xdf\xf8\x70\xd1\xa2\x45\xf5\xba\xae\xbb\ -\x55\x55\xc5\x47\x1f\xf5\x63\x74\x34\x8a\x0d\x1b\xd6\xc1\xed\x76\ -\x02\x00\xbc\x5e\x17\xaa\xab\x2b\xb0\x6c\x59\x00\x4b\x97\x36\xa0\ -\xb3\xf3\x2d\x8c\x8f\x0f\x4f\x13\x13\xd1\xf4\xf9\x88\xc7\xe3\x18\ -\x1b\x1b\x43\x34\x1a\x45\x2e\x97\x83\xa2\x28\xb0\x2c\x0b\x3e\x9f\ -\x0f\x0e\x87\xa3\x02\x80\x0c\x20\x75\x93\x80\x89\x89\x89\xcc\xc4\ -\xc4\x04\x05\x02\x01\x66\xf5\xea\x66\xb4\xb4\x3c\x85\x4c\x26\x8f\ -\x27\x9f\xdc\x88\x9a\x1a\x3f\x38\x8e\x05\xcf\x73\xf0\x7a\x5d\x58\ -\xbb\xf6\x7e\x68\x9a\x86\xd7\x5e\xeb\x45\x7f\x7f\x0f\x18\x06\x30\ -\x4d\x13\x9a\xa6\x41\x51\x14\x28\x8a\x02\x55\x55\x41\x74\x2d\xd4\ -\x8f\x3e\xfa\x28\x96\x2c\x59\x82\xde\xde\x5e\xc4\x62\xb1\xab\x37\ -\xbc\xbf\x09\xa2\x28\xda\xdb\xda\xda\xce\x4f\x4e\x4e\x12\x11\x51\ -\x30\x18\xa4\xc6\xc6\x95\xb4\x75\xeb\x0e\x7a\xef\xbd\xcb\x94\xcf\ -\xab\x64\x59\xd6\xb4\x45\x22\x93\xd4\xd6\x76\x90\x3c\x1e\xdf\x74\ -\xac\x6f\x35\x9e\xe7\x69\xcb\x96\x2d\x34\x34\x34\x44\xc9\x64\x92\ -\x0e\x1c\x38\x10\x97\x24\x69\x33\x00\xf1\x26\xf2\x23\x47\xde\xfc\ -\xfa\x91\x23\x6f\x3a\x3c\x1e\xcf\xd2\x17\x5e\x78\x21\x94\x4e\xa7\ -\x89\x88\x28\x91\x48\xd0\x2b\xaf\x1c\xa5\x67\x9e\xd9\x4f\x5d\x5d\ -\xfd\xa4\x69\xfa\xb4\x00\x45\xd1\x28\x18\x3c\x4f\x0d\x0d\x4d\xc4\ -\x30\xcc\x34\x29\xcb\xb2\xe4\xf7\xfb\xa9\xb5\xb5\x95\x4e\x9f\x3e\ -\x4d\xa9\x54\x8a\x54\x55\xa5\x13\x27\x4e\x18\x73\xe7\xce\x6d\x07\ -\x50\x35\x93\xfb\x7a\x08\xe8\x98\x65\x59\x87\xe2\xf1\xf8\xf3\xfb\ -\xf6\xed\xdb\xe2\x74\x3a\x4f\x6c\xda\xb4\xc9\x27\xcb\x32\x5a\x5b\ -\x9f\x42\x30\xf8\x1f\x64\x32\x39\x58\x96\x35\xbd\xad\x1c\xc7\xa2\ -\xbc\xdc\x8b\x75\xeb\x36\xa0\xb1\x71\x29\xbc\x5e\x2f\xfc\x7e\x3f\ -\xea\xea\xea\x50\x57\x57\x87\xd2\xd2\x52\x4c\x4e\x4e\xc2\x30\x0c\ -\x74\x77\x77\x63\xef\xde\xbd\xbf\x1b\x1a\x1a\xfa\x2d\x80\xf1\xdb\ -\x0a\x51\x67\xe7\x07\x34\x31\x91\x40\x28\x14\xf9\x85\xae\xeb\x2f\ -\x1f\x3d\xba\xe7\xa1\x83\x07\x0f\x1e\x7b\xe0\x81\x35\xc5\xef\xbc\ -\xf3\x3e\x4a\x4a\x8a\xb1\x6c\xd9\x57\x21\xcb\xd2\x4d\xa7\x7b\x68\ -\x28\x82\x58\x6c\x0a\x4d\x4d\x01\x08\xc2\x35\x5f\x4c\xd3\xc4\xe8\ -\xe8\x28\x7a\x7a\x7a\x60\x9a\x26\x7c\x3e\x1f\x76\xef\xde\xfd\x97\ -\x60\x30\xd8\x06\xe0\xd2\xad\x85\x88\x07\x00\x59\x16\x71\xff\xfd\ -\xf5\x20\xa2\xf6\x2b\x57\x46\x4a\x5a\x5a\x76\xfc\xfa\xd5\x57\x5f\ -\xdf\x97\x48\x58\xcf\xce\x9b\x37\x87\x6d\x68\x58\x08\x41\xe0\x61\ -\x18\xc6\xf4\x8f\x96\x45\x50\x55\x1d\xf9\xbc\x82\x68\x34\x8a\x4c\ -\x26\x8d\x68\x34\x8a\x70\x38\x8c\x48\x24\x02\x97\xcb\x85\x55\xab\ -\x56\xe1\xd0\xa1\x43\xe7\x83\xc1\xe0\xf3\x00\xfa\x6e\x25\x9f\x16\ -\x90\xcd\x2a\x10\x04\x0e\x4d\x4d\x4b\x58\x9e\xe7\x7e\xf2\xc1\x07\ -\x03\x35\x6b\xd6\xac\xf3\xcc\x9b\xe7\xa7\x40\xa0\x06\x00\x60\x18\ -\x85\x19\xde\x03\xa6\x69\x61\x6a\x2a\x83\xb1\xb1\x30\x12\x89\x11\ -\xe4\xf3\x39\x68\x9a\x86\x7c\x3e\x0f\x9f\xcf\x87\xd5\xab\x57\xe3\ -\xe8\xd1\xa3\xfd\xc7\x8e\x1d\xdb\x0f\xa0\x0b\x80\x76\xa7\xe2\xc7\ -\x03\x40\x34\x1a\x4f\xf8\xfd\x15\x6e\x51\x14\x50\x5f\x5f\xe3\x60\ -\x59\x66\x43\x51\x91\x84\x05\x0b\xfc\xac\x65\x59\xd0\xf5\xdb\xb3\ -\xc6\x30\x0a\x98\x98\x48\xc0\xb2\x0a\x60\x18\x16\x36\x9b\x0d\xba\ -\xae\xc3\xe3\xf1\x60\xed\xda\xb5\x38\x79\xf2\xe4\xf8\x8b\x2f\xbe\ -\xb8\x9f\x88\xfe\x05\x20\x77\xb7\xa6\xc7\x01\xc0\xca\x95\x0f\x7f\ -\xb3\xac\xac\x74\xae\xdd\x2e\x32\x2c\xcb\xa2\xbc\xdc\xcd\xb8\xdd\ -\x4e\xe6\xda\x56\x5b\xb7\x99\xa6\xe9\xc8\x64\x72\x60\x59\x06\xe3\ -\x91\x18\x9c\xc2\x14\xa0\x27\xc1\xd9\x24\x7c\xe3\xe1\x47\x70\xee\ -\xdc\xb9\xcc\x8e\x1d\x3b\xda\xd3\xe9\xf4\x49\x00\x89\x4f\x6b\xc7\ -\x3c\x00\x0c\x0d\x8d\x9f\xb2\xd9\x7a\x96\xad\x59\xb3\xac\x44\x96\ -\xed\x9f\x3a\x1f\x18\x46\x01\xf1\xf8\x14\xb2\x59\x05\xce\x62\x09\ -\x75\x15\x59\x94\x26\xfe\x80\x92\x52\x15\xe4\xde\x84\x81\xcb\x5d\ -\x85\x9d\x3b\x77\xfe\x26\x16\x8b\xfd\x11\x40\xec\xba\x13\x3c\xc3\ -\x30\xe6\xf5\x74\xbd\x5d\x80\x69\x9a\xc7\x2e\x5f\xfe\xf8\x3e\x55\ -\xd5\xb6\xac\x58\x51\x07\xaf\xd7\x05\x9e\xe7\x6e\x23\xb7\x2c\x0b\ -\x99\x4c\x1e\x96\x05\x94\x38\x25\x70\xc9\x6e\x94\xe7\xff\x04\xaf\ -\x3f\x09\x86\x0c\x64\xb3\x7f\x46\xef\x99\xcc\xa5\x2a\xf1\xea\xc9\ -\x41\x60\x6c\x46\xd7\xa3\x1b\xe9\x7b\xd7\x79\xa0\xb5\xf5\x57\x76\ -\xcb\xb2\x7e\x26\xcb\xd2\xb3\x81\xc0\xbd\xa8\xae\x2e\x87\xd3\x59\ -\x04\x8e\xe3\xa0\xeb\x06\x74\xdd\x40\x69\xa9\x13\x1c\xc7\x82\xe3\ -\x58\x30\xc9\x0f\x61\x0d\xbc\x8c\x8a\xaa\xab\xa0\xbe\x30\x24\xce\ -\x42\x61\x51\x25\x62\x71\xb1\x90\x18\x31\xf7\x71\x2c\x76\x37\xfd\ -\xb2\xcf\xfc\xdc\x23\xd9\x13\x4f\xec\x6c\x20\xa2\xa7\x45\xd1\xb6\ -\xbc\xb8\x58\x2e\x16\x45\x81\xcf\x66\x15\x35\x9f\x57\xf5\x9a\x9a\ -\xea\x8a\xe6\xe6\xa5\x25\x65\xfc\x18\xf4\x9e\x43\x28\x73\x8f\x43\ -\xce\x4c\xc1\x45\x3a\x18\x06\xc8\x73\x02\xf4\x4a\x37\x22\x61\x1b\ -\xa6\xa2\xb4\xd7\x34\xf1\xdc\x9a\xdd\xbd\x53\xb3\x1a\xc9\x1e\x7b\ -\xec\xe7\xe5\x00\xee\x05\x50\xc4\x30\xcc\x24\x80\x24\xcf\x14\x36\ -\x3d\x54\x8f\xb6\x3a\xb9\xb3\xa8\xca\x13\x85\x8b\xcd\x43\x66\x08\ -\x1c\xf7\x49\x7a\x6a\x1c\x0b\xd5\xe1\x40\x38\x6c\xc3\xe4\x28\xbd\ -\x64\x5a\xb4\xff\xe1\xf6\xfe\xb1\x59\x0f\xa5\x33\xf1\xea\x4f\x1f\ -\xa8\x29\xb3\x25\x3a\x6b\xeb\x0b\xbe\x7b\x5c\x79\xd8\x88\xc0\xb2\ -\x37\x2f\x41\x44\x30\x08\xd0\x04\x01\x23\x61\x51\x0d\x7f\x4c\xbf\ -\x27\x30\xbb\xbf\xb5\xbf\x2f\x7c\xd7\x34\xfc\xac\xf8\xd1\x83\x52\ -\x32\xad\x18\x71\x2d\xcb\xae\xf3\xde\xc3\xa3\xa8\x94\x07\xc4\x19\ -\x66\xe3\xc1\x08\x1c\x38\x9e\x83\xc0\x58\x28\x75\x83\x57\x0d\xe6\ -\xbe\x64\x02\xa5\xdf\x5f\xe5\xed\x3c\xfe\xef\x98\xf2\x85\x04\xbc\ -\x7e\x2e\x86\xbf\x5e\xcc\x0e\x7c\xed\xa1\xf5\x4f\x29\x57\x93\xc5\ -\xb2\x5d\x85\xec\x16\xc0\xc8\x36\xc0\xc6\x01\x86\x09\xe4\x75\x40\ -\x33\xc0\xe8\x26\x38\xbd\x80\x92\x12\x62\x72\x1a\xdb\x90\x4a\x33\ -\xd1\x13\x17\x62\x17\x6e\x5d\x93\x9d\xcd\xc5\x24\x57\xb4\x20\x83\ -\xb9\x8f\xa3\x67\xa0\x1c\x63\x83\x06\x88\x65\x01\xc9\x06\x64\x54\ -\x40\x31\x80\x89\x0c\x30\x9e\x02\x26\xd2\x90\xf2\x39\xcc\xab\xd0\ -\xc0\xf3\xd6\x8f\xef\xb4\xd6\xac\x04\x80\xe1\x48\xa8\xa8\x87\xe9\ -\xff\x1e\xba\x2e\x79\x30\xda\x9d\x06\xf4\x02\x90\xd5\x00\x9e\x05\ -\x54\x03\x28\x58\x00\xcf\x01\xc9\x3c\x3c\x92\x06\x86\x68\xfe\x97\ -\x27\x00\x60\x2c\xb0\x10\xca\x97\x80\x5d\xf0\x38\xfe\x79\xbe\x18\ -\xa1\x77\x62\xd7\x48\x45\x01\x70\x4a\x40\x5a\xb9\x26\x44\x60\x41\ -\x6a\x01\x86\x71\xe7\x42\x34\x1b\x01\x96\xa2\x28\x5a\x3a\x9d\xbe\ -\x76\x11\xf1\xd6\x60\xfe\x23\xdb\x70\xf6\x52\xb9\xd9\x17\xe2\x50\ -\x88\xa4\x00\x7f\x29\x50\xf7\x15\xc0\x25\x81\xc0\x60\x30\xcc\x21\ -\x9d\x43\xf7\x5d\x7b\xc1\xe7\x81\xae\xeb\xca\xbb\xef\xbe\xfb\x37\ -\x8f\xc7\x13\x70\x38\x1c\xe0\x38\x0e\x0a\x2b\xa3\x2b\xe9\xed\x2f\ -\xe4\x93\x48\x67\xb1\xb8\x36\x79\x15\x4e\xb1\x00\xcd\x64\xf1\x71\ -\x42\xc2\x87\xe3\x52\x38\x95\x63\x9f\xfd\x52\x04\x00\xc0\xd9\xb3\ -\x67\x0f\x98\xa6\x59\x16\x08\x04\xbe\xc3\xf3\xbc\x30\x30\x30\xf0\ -\xdf\xb3\x67\x3a\x5f\x92\x56\x7a\x87\x8d\x82\xe3\xc9\xbe\x71\xfb\ -\xe3\x02\x47\x25\xa6\xc5\x14\x32\x3a\x77\x41\x31\xb8\xe7\x09\xf8\ -\xc7\x17\x2e\x44\xb7\xc0\xce\xf3\xfc\x42\x86\x61\x4a\x0a\x85\x42\ -\x82\x88\x46\x01\x64\xee\x7a\xed\xba\x0b\xfe\x07\x5e\x42\x76\x26\ -\x84\xe8\x2c\x7b\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\ -\x00\x00\x07\x2f\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x04\x67\x41\x4d\x41\x00\x00\xaf\xc8\x37\x05\x8a\xe9\ -\x00\x00\x00\x19\x74\x45\x58\x74\x53\x6f\x66\x74\x77\x61\x72\x65\ -\x00\x41\x64\x6f\x62\x65\x20\x49\x6d\x61\x67\x65\x52\x65\x61\x64\ -\x79\x71\xc9\x65\x3c\x00\x00\x06\xc1\x49\x44\x41\x54\x78\xda\x62\ -\x64\xc0\x02\x76\xec\x38\x2e\xc0\xc8\xc8\xd8\xcf\xc8\xc8\xe0\xc0\ -\xc0\xc0\xa8\x20\x24\xc4\x07\x16\x7f\xf7\xee\x13\x90\xfc\xff\xe0\ -\xff\x7f\x86\x0d\xff\xff\xff\x9f\xe8\xe1\x61\xf9\x80\x81\x42\x00\ -\x10\x40\x8c\xd8\x04\xb7\x6f\x3f\xa6\xf0\xef\xdf\xbf\xf3\x0a\x0a\ -\x52\x02\x5a\x5a\x8a\x28\x72\x9f\x3f\x7f\x65\xb8\x7f\xff\x39\xc3\ -\x93\x27\x2f\x19\x80\x8e\x68\xf4\xf1\xb1\x6d\xa0\xc4\x01\x00\x01\ -\x84\x13\x6d\xdc\x78\xd0\x60\xc3\x86\x03\xef\x1f\x3e\x7c\xfe\x1f\ -\x1b\xf8\xf0\xe1\xf3\xff\xfd\xfb\xcf\xfc\x5f\xbf\x7e\xff\x7c\x4a\ -\xec\x01\x08\x20\xbc\x68\xcd\x9a\xbd\x06\xab\x56\xed\x79\x7f\xff\ -\xfe\x53\xac\x8e\xf8\xf5\xeb\xf7\xff\x5d\xbb\x4e\xfc\x5f\xb9\x72\ -\x77\x3f\xb9\x76\x00\x04\x10\x13\x3e\xc9\x90\x10\xe7\x0b\x7f\xfe\ -\xfc\x71\x3c\x7a\xf4\xd2\x87\xbb\x77\x9f\x60\xc8\xb3\xb2\xb2\x30\ -\xd8\xda\x1a\x32\x00\xd3\x4a\xc1\xe2\xc5\xdb\x1c\xc8\x71\x00\x40\ -\x00\x31\x11\x52\x10\x15\xe5\x01\x74\xc4\x5f\xc7\xc3\x87\x2f\x7c\ -\xb8\x75\xeb\x11\x28\xde\x51\xe4\xd9\xd9\x59\x19\x74\x75\x55\x18\ -\x7e\xff\xfe\x53\x4f\x8e\x03\x00\x02\x88\x69\xc6\x8c\x75\x05\x40\ -\x9c\x80\x4f\x51\x42\x82\x0f\xd8\x11\x07\x0e\x9c\x63\x78\xf9\xf2\ -\x1d\x6a\x2a\x06\x7a\x5f\x4a\x4a\x14\x44\x3b\x00\xcd\x51\x20\xd5\ -\x01\x00\x01\xc4\x04\x0c\xe2\x7c\x66\x66\xc6\xf9\x93\x27\xaf\xc4\ -\xeb\x88\x1f\x3f\x7e\xe6\x03\xed\x02\x07\x3b\x30\x87\xa0\x60\x90\ -\x98\xa0\x20\x2f\x03\xd0\x2c\x92\xa3\x01\x20\x80\x98\x80\x41\xa7\ -\xe0\xed\x6d\xc3\xc0\xc4\xc4\x34\xbf\xb7\x77\x29\x56\x47\xf4\xf5\ -\x2d\x9d\xcf\xc7\xc7\x9d\xe0\xee\x6e\xc1\xc0\xc3\xc3\x05\x0c\xee\ -\xbf\x28\x18\xe4\x08\x6e\x6e\x4e\x50\x34\x90\x1c\x02\x00\x01\xc4\ -\x04\x34\x98\x81\x9f\x9f\x87\x01\xe2\x08\xc6\xf9\x1d\x1d\x0b\x50\ -\x1c\x01\xe4\x83\x2d\x07\x16\x3a\x0c\xc2\xc2\xfc\x20\x5f\x62\x60\ -\xa0\xc5\x0c\xc0\x1c\x01\xc6\xa4\x02\x80\x00\x62\xfa\xf2\xe5\x3b\ -\xd8\x10\x01\x01\x1e\x06\x1f\x1f\x48\x48\x34\x35\xcd\x01\x3b\xa2\ -\xb9\x79\x0e\xd4\x72\x2b\x60\x62\x63\x03\xaa\xfb\x8b\x15\x83\x1c\ -\xf0\xf3\x27\xc8\x01\x7f\x48\x76\x00\x40\x00\x31\xbd\x7d\xfb\x11\ -\xac\x11\x64\x90\xa0\x20\x1f\x38\x24\x98\x99\x99\xe6\xd7\xd6\xce\ -\xd8\x0f\xb2\xdc\xd3\xd3\x8a\x81\x83\x83\x0d\x87\xc5\x10\x0c\xf2\ -\xc4\xd3\xa7\xaf\x40\x0e\xb9\x40\xaa\x03\x00\x02\x08\x94\x06\x2e\ -\xdc\xb8\xf1\x00\xec\x0b\x50\x48\x08\x0b\xf3\x31\x78\x79\x59\x33\ -\x48\x4b\x8b\x3a\x40\x2c\x67\x07\xcb\x61\xc3\xb0\x28\x00\x26\x50\ -\x86\x67\xcf\xde\x30\xfc\xfd\xfb\xf7\x00\xa9\x0e\x00\x08\x20\x26\ -\x60\xbc\x2d\x04\x39\xe0\xc7\x8f\x5f\x70\x1f\x89\x88\x08\x30\x80\ -\xe2\x9c\x93\x93\x03\x67\xb0\xc3\xf0\xc7\x8f\x5f\x18\xd8\xd8\x58\ -\x19\x54\x54\x64\x18\xbe\x7f\xff\x49\x72\x89\x08\x10\x40\x2c\x40\ -\x43\x16\x5c\xba\x74\xb7\x5e\x5e\x5e\x52\x40\x59\x59\x06\x94\x10\ -\xe1\x92\x20\xdf\x61\x03\xb0\xb2\x08\x58\x1f\x80\x2b\x25\x90\x03\ -\xac\xad\xf5\x19\x18\xff\x7e\x4b\x38\xdd\x67\x11\xc0\xcf\xf6\x59\ -\xe0\xdf\x7f\x86\x44\x8d\xdc\xab\x0b\x08\x39\x00\x20\x80\xc0\xb6\ -\x65\x66\x76\x24\x00\xf3\xf2\xfc\xf0\x70\x17\xb0\xef\x19\x19\x09\ -\x16\x90\xc0\x78\xff\xc6\xf0\xe6\xcd\x07\x06\x16\x16\x66\x30\x66\ -\x65\xfc\xc9\xc0\x77\xbb\x8d\x81\x83\xed\x11\x83\x80\x26\x07\xc3\ -\xf3\xc3\x5f\x40\x0e\x4d\xd4\x2d\xc4\xee\x08\x60\x89\x0a\xaa\xf2\ -\x3f\x00\x04\x10\xdc\xbb\xc9\xc9\xcd\xf3\x81\x79\x39\xc1\xce\xce\ -\x90\x01\x58\x0d\x33\x70\x71\x71\x60\xd3\x06\x0d\x19\x48\xd0\x33\ -\x33\x83\x2c\x67\x62\x60\xfe\xff\x83\x81\xf1\x5c\x1d\x03\x37\xc7\ -\x63\x06\x31\x65\x60\x96\x7c\xfe\x85\x81\x55\x55\x92\xe1\xe1\x3e\ -\x88\x23\x8c\x4a\xaf\xe1\x0c\x09\x80\x00\x62\x86\x31\xce\x9f\xdf\ -\xbf\x51\x5d\xdd\xf2\xe3\x8d\x1b\x0f\x3d\x3e\x7d\xfa\x02\x4e\x58\ -\xa0\xf4\x00\x8a\x86\x9f\x3f\x7f\x81\x7d\xfc\xf2\xe5\x5b\x70\x5a\ -\x01\xa5\x0d\x50\xe9\x07\xca\x9a\xec\xcc\xbf\x19\xfe\x9c\xaa\x65\ -\x60\x67\x7d\xc4\x20\xa5\xf2\x9b\xe1\xdb\xe1\xc7\x0c\x5c\x9f\xbe\ -\x32\xfc\x65\xfc\xcf\xc0\xaf\xc3\xcf\xf0\xf6\xfe\x9f\x80\x14\x67\ -\xd1\x87\x73\xf6\xbe\xc6\x9a\x43\x00\x02\x88\x11\xb3\xf2\xa9\x51\ -\x00\x06\x4f\x3d\x10\x27\xf0\xf2\x72\x81\x4b\x3e\x50\x85\xf3\xf9\ -\xf3\x37\xb0\xe5\x5f\xbf\x7e\x67\x00\xe5\x0e\x5d\x5d\x55\x06\x6e\ -\xf6\xbf\x0c\x1f\xf6\x97\x33\xb0\x33\xdd\x67\x50\x50\xfd\xc1\xf0\ -\xe3\xd2\x6b\x06\x51\xee\x7f\x0c\xa0\x64\xf4\xf5\x17\x23\xc3\x2f\ -\x19\x01\x86\x3f\xc2\xc2\x0c\xb7\x0f\xfd\x04\x87\x84\x4d\x2d\x66\ -\x48\x00\x04\x10\x23\xbe\x78\x0e\x0d\xad\x00\x95\xed\x06\x40\x2c\ -\x00\xc4\x0f\xa0\xf8\x03\x10\xef\xf7\x70\xd1\x17\x50\xfd\xb2\x98\ -\x81\x8b\xf5\x21\x83\xa2\xd4\x67\x86\xff\xaf\xbe\x30\x08\xf2\x30\ -\x02\x2d\x47\x18\xf9\xfd\xd7\x7f\x86\xdf\xa2\xdc\x0c\xdf\xb9\x04\ -\x19\x6e\x1e\xf9\x0d\x76\x84\x43\x23\xaa\x23\x00\x02\x88\x91\x9c\ -\x2a\x34\x2f\x2e\xc5\xc1\x4a\xec\xca\x7e\x05\xc9\x4f\x0c\xea\x4a\ -\x5f\x18\x18\x3e\x7e\x67\xe0\xe7\x61\x65\x60\x64\xc4\xf4\xde\x8f\ -\x9f\xff\x18\xfe\xf0\xb1\x31\x7c\x66\xe4\x63\xb8\x76\xec\x2f\xd8\ -\x11\xae\xad\xd7\xe1\x8e\x00\x08\x20\x26\x72\x1c\xe0\x29\x7d\xf4\ -\x03\x3f\xcb\x47\x06\x71\x39\x06\x06\x0e\x4e\x46\x06\x7e\x71\x6e\ -\x06\x46\x1e\x36\x06\x06\x6e\x34\xcc\xc5\xc6\xc0\x21\xc8\xc1\xc0\ -\xf6\xe7\x3f\x83\x00\xd3\x67\x06\x0d\x53\x46\x06\x60\xfa\x9d\xbf\ -\xad\x42\x13\x5e\xdf\x00\x04\x10\x59\x21\x00\x02\x9b\x4a\xc1\x86\ -\xcc\x37\x30\xff\xcf\x20\x2b\xf9\x8f\x81\xe1\x1f\x16\xa3\x80\x85\ -\x01\xc3\xdf\x7f\xe0\x82\xe3\x1f\x90\x66\x64\x67\x66\x78\xf2\x92\ -\x99\xe1\xc2\x69\x26\x70\x48\xf8\xf7\x5c\x5f\x00\x10\x40\x64\x3b\ -\x00\x04\xd6\x16\x42\x1c\x61\x6c\xf2\x87\x41\x5e\x85\x85\x01\x98\ -\x27\x11\x92\x20\x8b\xdf\x7f\x85\xe5\x5c\x94\x68\x79\xf8\x9a\x95\ -\xe1\xec\x59\x50\xbb\x82\xc1\x10\x20\x80\x98\x29\x71\xc0\xaa\x13\ -\x6f\x2e\x04\x99\x8a\x3e\x7c\xf2\x84\x31\x80\x9b\xf5\x37\x83\xa0\ -\x38\xd0\x38\x6e\x60\xf9\xc1\x06\x74\xc8\xfb\x6f\x0c\x0c\xdf\x80\ -\xd5\xf3\x6f\xa0\x43\x9e\x01\xd3\xed\xab\xcf\x0c\x0c\x6f\x81\xe9\ -\x85\x8b\x9d\x41\x80\xf7\x1f\xc3\xa7\x1f\x4c\x0c\xef\xde\x33\x4a\ -\x00\x04\x10\x13\x03\x85\x20\x62\xf2\xf5\x05\xc0\x7a\x29\xf1\xe8\ -\x49\x56\x86\xbb\x67\x80\x96\x02\xb3\x2a\x28\xee\x19\x3e\x00\xd9\ -\xc0\x72\x84\xe1\xc7\x6f\x08\x06\x89\xf1\x00\x1d\xf7\xe8\x2d\x90\ -\xff\x87\x41\x4d\xf6\x27\x28\x3d\x04\x00\x04\x10\xc5\x0e\x00\x81\ -\xd8\xe9\x37\xc0\x8e\x38\x74\x86\x9d\xe1\xf6\x11\xa0\x6f\x3f\x01\ -\x2d\xff\x0e\xb4\x14\xd4\x3e\x10\xe3\x05\xf2\x7f\x00\xcb\xee\x9f\ -\xc0\x28\x62\x02\x5b\x0e\x12\x17\xe4\x00\x56\x7e\x40\x26\x40\x00\ -\x51\xc5\x01\x20\x90\x34\xfb\xc6\x02\x60\xa1\x99\xb8\xff\x2c\x17\ -\xc3\xcd\x5d\x6f\x20\x82\xbf\x80\x21\xc0\xc7\x09\x2c\x45\xb8\x80\ -\x0e\x00\x3a\xe2\x33\x10\xf3\xb2\x33\x80\xbc\xfe\xeb\xcb\x5f\xb0\ -\x03\x00\x02\x88\x99\x81\x8a\x60\xf3\x85\x37\x17\x3c\x75\x45\x1e\ -\xde\x7b\xc1\x16\xc0\xcb\xf2\x8b\x41\x94\x13\xe8\xeb\x6f\x40\x6c\ -\xa1\x04\xcc\xaf\xac\xc0\x36\x3c\x0b\x24\x5a\x18\xfe\x31\x5c\x79\ -\xc8\xc1\xf0\xe0\x35\xfb\x03\x80\x00\xa2\xaa\x03\x40\x60\xdb\xa5\ -\x37\x17\xdc\xb4\x85\x1f\xde\x79\xc5\x1e\xc0\xc7\xfe\x87\x41\x94\ -\x09\x98\x13\xee\x03\xe3\xfd\xc3\x77\xa0\x63\x7e\x81\x2b\xb4\xd7\ -\x9f\x58\x19\x76\x5e\xe5\x07\xc6\x04\x63\x21\x40\x00\x31\x32\xd0\ -\x08\x74\x87\xa9\x27\x00\xf3\xfa\x7c\x6d\x89\xaf\x0c\xd6\x72\x1f\ -\x19\xf8\x39\x80\x95\xda\x1f\x26\x86\x33\x4f\x79\x19\xce\x02\xf1\ -\xcf\xbf\x4c\x0b\xca\x56\xdd\x4c\x04\x08\x20\x9a\x39\x00\x04\xda\ -\x82\xd5\x0d\x80\x8e\x00\xf5\x98\x02\x90\x84\x1f\x00\x8b\xec\xc6\ -\xaa\xb5\x37\xc1\xc5\x31\x40\x80\x01\x00\x64\xca\x54\x17\xb1\xaa\ -\x7b\x84\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x05\x59\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x04\x73\x42\x49\x54\x08\x08\x08\x08\x7c\x08\x64\x88\ -\x00\x00\x00\x19\x74\x45\x58\x74\x53\x6f\x66\x74\x77\x61\x72\x65\ -\x00\x77\x77\x77\x2e\x69\x6e\x6b\x73\x63\x61\x70\x65\x2e\x6f\x72\ -\x67\x9b\xee\x3c\x1a\x00\x00\x04\xeb\x49\x44\x41\x54\x58\x85\xb5\ -\x97\x5b\x6c\x54\x45\x1c\x87\xbf\x99\x39\xe7\x6c\xb7\x65\x5b\xdb\ -\xda\x6d\x4b\x8b\x6d\x91\xd8\x16\x2c\x68\xc4\xd4\x10\x30\x51\xb0\ -\x91\x18\x91\xd6\x18\x30\x31\x36\x26\xc0\x8b\xc6\x57\x4d\x50\x79\ -\xf2\x45\x13\xa2\x3e\xa1\xbe\x58\xb9\x18\x8d\x74\x15\x45\x43\x09\ -\x8a\x25\x85\x92\x1a\x2e\xc1\x5b\x0b\xb6\x8d\x2d\x54\x7a\x11\xbb\ -\x4b\xd7\xee\xee\x39\x67\x7c\x38\x4b\xef\x5b\xda\xa6\xfc\x92\xc9\ -\xec\xcc\xce\xcc\xef\x3b\x33\xff\x99\x33\x47\x68\xad\x99\xaa\x96\ -\x8b\xd7\xfa\x80\x9c\x64\x51\x4c\x6b\x30\x93\x92\xc3\x68\x57\xf7\ -\x47\xa3\x91\x13\x35\xeb\x2b\xea\xe7\xd2\xcd\x48\x51\x9f\xf6\x50\ -\x45\xd0\xb2\x4c\x35\xd9\x43\x43\x2c\x0e\xf1\x18\xc4\x12\x5e\x1e\ -\x8f\x43\xec\x56\x1e\x07\x5b\x0e\xe4\xb9\xae\xf3\x7c\xa8\xa9\x6d\ -\x04\x78\xb9\xb6\xe6\xe1\xe9\x4f\x38\x41\x72\xa6\x4a\x21\x40\x4a\ -\x31\x2d\x29\x25\x48\xf3\x09\x7c\x3e\x41\x9a\x25\xf0\x59\x02\x6b\ -\x62\x6e\x0a\x94\x34\x9c\xe2\xe0\x32\x53\x49\xe3\x25\x10\xfb\x43\ -\x4d\x6d\x6a\x26\x8f\x59\x01\x66\xed\x20\xc1\xb2\xc0\x34\xc1\xb4\ -\xc0\x9a\x92\x0b\x89\x9b\x91\x6e\xb1\xa2\x78\x65\x9a\x92\x66\x1d\ -\x88\x50\xa8\xa9\xcd\x9a\x2f\xc0\xac\xeb\xae\xd4\x04\x53\x73\x3c\ -\x37\x4d\x30\x14\x7e\xcb\x07\x59\x01\x1f\xa5\xf9\x2b\xfd\x4a\xfa\ -\x36\xa1\xc5\xb1\x50\x53\x5b\xfa\x7c\x00\x6e\x2b\xd3\x48\x9a\x4f\ -\x99\x0d\x21\x90\x3e\x0b\xfc\x7e\x08\x2c\x31\x29\xce\xad\xf4\x2b\ -\xe9\xaf\x46\x8b\xe6\x50\x53\x5b\xd6\xa2\x01\xc0\xcc\x4b\x21\xa4\ -\xb7\x4c\x7e\xbf\x97\x32\x32\x0c\x82\x59\x15\x7e\x25\x02\x55\x5a\ -\x8b\xd6\x50\x53\x5b\xde\xc4\x31\x52\xed\x82\x39\xcb\x34\xbd\xdd\ -\xa1\x5d\x70\x35\x28\x29\x68\x39\xdf\xc9\xe0\x8d\x88\x57\x3f\x96\ -\xb4\xa5\xb5\x5b\x81\x10\xa7\x1b\x1a\x1a\x2a\xeb\xeb\xeb\xed\x45\ -\x01\x90\x72\x02\x84\x86\xe2\x60\x36\xab\xcb\xb3\x01\xb8\x79\x13\ -\xda\x3b\xc0\x71\xbc\xff\xc2\x23\xc3\x9c\x6b\x3f\x99\x57\xe0\x67\ -\x0f\xf0\xe6\xa2\x00\x40\x32\x28\x4d\x70\x5d\x2f\x01\x44\xff\x83\ -\xce\x2e\x6f\x4b\x2b\xe5\x01\x48\xe9\x95\x27\x3d\xc0\x62\x00\x00\ -\x18\x86\x17\x13\x86\x01\xa3\xa3\xd0\xdd\xed\xd5\x5b\xe1\x2b\x28\ -\x67\x04\xa5\x3c\x90\xa9\x5a\x34\x00\x18\x9f\x85\x9e\x9e\xa4\xf9\ -\x5f\x27\x28\x0b\xbf\x42\x5e\xd3\xa3\x48\x1c\xd4\x0c\x6e\x8b\x0a\ -\x30\x3a\x34\x40\xdf\xe1\xbd\x38\xff\x74\x62\x28\x10\x3d\xa7\xc8\ -\xa8\xd9\x48\xee\xe3\xe5\xc4\x23\x57\x51\x0a\x8a\x07\x4e\x9b\x45\ -\x1d\x8d\xab\x66\x07\xd0\x38\xf3\x35\x8f\xc7\xa1\xaf\xe1\x75\xca\ -\x9e\x1e\xa4\xf0\xea\x2e\xdc\xde\xb3\x93\xd6\x5b\x29\xb8\xab\x75\ -\x37\xcf\x3d\x13\x4e\x5f\xb7\x36\x51\xdb\x58\x23\xd6\xa6\x04\x10\ -\x42\xa4\x47\x22\x30\x32\xe2\xbd\x68\x6c\xdb\x0b\xa2\x54\x1a\x19\ -\x81\x81\x01\x70\x8a\x1f\x41\x47\x23\x64\x6d\xdd\x4a\xe1\x8d\xdd\ -\xa8\xeb\x17\xc6\xda\x64\xb6\xbe\xc5\x7d\x5b\x7c\x18\xe5\x95\x44\ -\xfb\x86\xe2\x8d\x5d\xf4\x40\xaa\x5d\x90\x24\xb7\x6d\x48\xd8\xe3\ -\x5b\x0c\xc6\x23\x59\xbb\xe3\x51\x6f\xdb\x5e\x7d\xfa\xfa\x9d\x74\ -\x7d\xf7\x1a\x65\x4f\x76\x90\x55\xbb\x15\xe9\x7e\xee\x0d\x67\x19\ -\x94\xd6\xe5\xa2\x8a\x4a\x19\xfa\xf4\x0b\xfd\xd5\xb5\x07\x0e\x1d\ -\xb8\x7c\xf6\x7a\x6a\x80\xe4\x94\x29\x83\x49\x87\x09\xc9\xdc\x75\ -\x27\x43\x29\x05\x6e\xff\x65\x12\x7f\xb7\xe3\x2f\xdb\x40\xef\xc7\ -\xef\x50\xbc\x43\x10\x78\x76\x3b\xb8\x36\xbe\xfb\xd7\xa0\xa5\x45\ -\x78\xff\x41\x7e\xf8\xed\x9e\x78\x49\x60\x38\xed\xf2\x76\xb1\x79\ -\x89\x49\xb3\x98\xe9\x42\xd2\x7a\xa9\x2f\xba\x6a\x79\xd0\x6f\x28\ -\x35\x66\x3a\x5b\x4a\xfc\x7e\x9c\x25\x89\xf7\xf1\xad\xa9\x02\xd7\ -\x03\x15\x42\x22\xb3\x0a\x40\xf9\x00\xd0\x91\x21\xdc\xe1\xb0\x77\ -\x71\x71\x81\x84\xcd\xf5\x8f\x0e\xf5\xa6\x9e\x01\x09\x86\xba\xbd\ -\xb9\xd6\x90\x90\x12\x77\x34\x9e\x0c\x16\xcf\x40\xcb\xa9\x9b\x5e\ -\x83\x63\x7b\xe6\x2e\x68\xdb\xc1\x49\xc4\x9d\xd9\x97\x60\x8e\x00\ -\xe9\x55\x1b\x09\x77\x17\xd0\x7f\xa1\x1d\xad\xc1\x3c\xb3\x97\xa5\ -\x3b\xaa\xd1\x80\x48\x44\xd1\x76\x1c\xe1\xcf\x24\x7a\xea\x7b\x8e\ -\x9e\x2f\x8c\x49\xe5\x7e\x93\x76\xf1\xf0\x81\x4f\x3a\x68\x49\x75\ -\x0e\x68\xef\x56\x34\x0e\x72\xbb\x94\xbd\x7c\x15\xf9\xeb\xea\x08\ -\xf4\xb7\xb0\x74\x57\x35\x2a\xbf\x94\xc8\x67\x07\xc1\x4d\x10\xff\ -\xe5\x12\x76\x67\x3b\x81\xed\xdb\xa8\x79\x70\xd0\x52\x59\xf9\xc3\ -\x5b\x8e\xe9\xaf\x1b\xbb\xf4\xe0\x9c\x0e\xa2\x54\x30\x86\xe1\x05\ -\xaa\x91\x2c\xc7\x9a\xf7\x91\xb3\x49\xa3\x82\x25\x0c\x1f\x6e\x64\ -\xb0\xb7\xc8\x7b\x1a\xdb\xa1\xfb\x78\x0c\xfb\xcf\x76\x72\xb6\xd5\ -\x89\xc7\x82\xe7\x5f\xdc\xb7\x41\x64\xc3\x02\x4e\xc2\xa9\x30\xc6\ -\x04\xa0\x58\xd7\xcf\x08\x69\xf0\xef\x97\x8d\x0c\xdf\xfb\x36\xe9\ -\x25\x55\x63\xfd\x32\x36\xbf\xc1\x95\x9f\x4c\xe2\x97\x2e\x92\x56\ -\x90\x67\x1a\x92\x15\x0b\x02\x98\x0d\x28\xf7\x85\x77\xb9\x76\xa6\ -\x98\xc4\xda\x0f\x29\x5a\xb3\x0e\x29\x93\x07\x8a\xd6\x48\x25\xf0\ -\x3f\xb5\x87\x86\x6f\x83\xd1\x23\x27\x45\x68\x67\x33\xe7\x52\x02\ -\xe8\xb1\x5b\xfe\xfc\x64\x05\xb2\x59\xb6\xe5\x55\x82\xcb\xcb\x51\ -\x0a\xfc\x95\xeb\x89\x1c\x39\xca\xd0\x8f\x7f\x90\x71\x77\x10\x25\ -\x61\xb8\xb0\xda\x8e\xad\xae\xfd\x55\x6b\xed\xc0\x22\xdd\x07\x66\ -\x92\x10\x10\x58\xbd\x91\x70\x6e\x09\x99\x4f\xe4\x90\x91\xee\x23\ -\x32\x32\x3a\xad\xdd\x1d\x03\xb8\xa5\xcc\xa2\x15\x63\xbf\xe5\x9d\ -\x7e\x1d\x2f\x44\x29\xcf\x81\x3b\x65\x28\xa6\x7c\x72\xa4\x5c\x02\ -\xc7\x71\xb1\xe5\xdc\xbe\x4b\xe7\x2a\xc7\x71\xa7\xd5\xcd\x08\xa0\ -\xb5\xb6\x3f\x68\x68\x72\x1d\xed\x8e\x13\x2c\x68\x4e\x26\x77\xb2\ -\x0c\xe5\x68\x57\xdb\x73\x00\xa0\xa0\x20\x6d\xf0\x3d\xc0\xbf\x10\ -\xdb\xf9\xe8\x7f\xff\x36\x0d\x84\x58\xc7\x02\xb3\x00\x00\x00\x00\ -\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x08\x15\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x04\x67\x41\x4d\x41\x00\x00\xaf\xc8\x37\x05\x8a\xe9\ -\x00\x00\x00\x19\x74\x45\x58\x74\x53\x6f\x66\x74\x77\x61\x72\x65\ -\x00\x41\x64\x6f\x62\x65\x20\x49\x6d\x61\x67\x65\x52\x65\x61\x64\ -\x79\x71\xc9\x65\x3c\x00\x00\x07\xa7\x49\x44\x41\x54\x78\xda\x62\ -\xfc\xff\xff\x3f\x03\x35\xc0\x9b\x99\x8c\xf7\xff\x8b\xe5\x29\xbc\ -\xbd\xf5\x94\xe1\xd5\x99\x83\x1b\x7e\x7d\x78\x33\xd1\x65\xf7\xff\ -\x03\x84\xf4\x01\x04\x10\x03\xc8\x01\x94\xe2\x37\x13\x19\x1c\x7e\ -\x5e\xe6\xfb\xff\xff\xfd\xe6\xff\xff\x3f\xdc\xf9\xff\xfb\xe9\xb9\ -\xff\x77\x67\xe5\xfd\xdf\xed\xc2\xd0\x4f\x48\x2f\x40\x00\x51\xc5\ -\x01\xef\xe6\x32\xec\xff\xff\x9a\xf1\xff\xff\xbb\xfc\x40\xdc\x05\ -\x76\x04\x08\x43\x1d\x11\x80\x4f\x2f\x40\x00\xb1\x80\x42\x61\xdd\ -\xfa\x23\xff\x7f\xff\xfe\xc3\xf0\xfb\xd7\x5f\x06\x46\x46\x06\x86\ -\x3f\x7f\xfe\x02\x31\x90\xff\x1b\x41\xa3\xb2\xff\x80\xd5\x80\x68\ -\x59\xb6\x1b\x0c\x19\xfe\x8c\xd0\x78\xf8\xc4\xc0\xf0\xa5\x9c\x81\ -\xe1\x56\x3f\x03\xc3\x4f\x7b\x06\xce\xa7\xe7\x41\xa2\x17\xf0\xc5\ -\x00\x40\x00\xb1\xac\x5f\x7f\xf4\xbf\xad\xbd\x3e\xd0\xc0\x7f\x0c\ -\x7f\xff\xfd\x63\x90\x91\x10\x04\x4b\x5c\xbe\xf9\x04\x45\xa1\xae\ -\xba\x0c\x56\x03\xbe\x1f\x4f\x64\xe0\x50\x01\x32\xbe\x02\x1d\xf1\ -\x05\x9a\x9e\xde\x70\x00\x25\xae\x30\xdc\x7e\x2b\xc4\xd0\xf6\xaf\ -\xf8\xbe\x0b\x03\x03\x23\x2e\x07\x00\x04\x10\xcb\x6f\xa0\xaf\x7e\ -\xfc\xfc\xcd\xf0\xf5\xdb\x4f\x86\x3f\x7f\x11\x0e\x30\xf5\x6f\x64\ -\x90\x14\x15\x60\xe0\xe0\x60\x65\xe0\x60\x67\x65\x38\xbf\xa5\x11\ -\x43\xf3\xbf\xcf\x0f\x18\xfe\x7f\x5f\x08\xe1\xbc\x66\x65\x60\x60\ -\x02\x3a\xe0\x17\x13\xd0\x72\x6e\x86\xe7\x0f\x3e\x30\xdc\x94\x8e\ -\x67\x70\x92\x96\x61\x90\x94\x0c\xfd\xff\xfc\xf9\x6a\xac\x8e\x00\ -\x08\x20\x16\x50\x90\xfe\x05\x5a\xfc\xfb\x0f\x84\x86\x01\x6e\x2e\ -\x76\x06\x23\x1d\x79\x06\x41\x3e\x2e\x06\x01\x7e\x2e\xac\xae\xff\ -\x79\xa1\x89\x81\x53\x03\x68\xee\x6f\x90\xa5\x40\x35\x4c\x7f\x18\ -\x18\xde\x0b\x81\xe5\x6e\x7f\x93\x63\xf8\xa8\xa0\xc3\xf0\xeb\xf9\ -\x2b\x06\x16\x16\x26\x9c\x51\x00\x10\x40\x2c\xe0\xf8\x06\x5a\x0c\ -\xc6\x40\x36\x0c\xb0\xb1\xb2\x30\x48\x8a\x09\x30\x08\x80\x1c\xc0\ -\x87\xe9\x80\xff\xbf\x3e\x30\x30\xb1\x6c\x63\x60\x64\xe7\x64\x60\ -\x78\x0e\xc4\x4c\xc0\xe4\xf4\x8b\x1d\x18\x0d\xfc\x0c\xef\x5f\x7f\ -\x66\xb8\xcd\xe9\x0a\xf6\xd4\x87\x0f\x9f\x18\xfe\xfd\xfb\x87\xd3\ -\x01\x00\x01\xc4\x02\x4a\x48\xa0\xb8\x07\x87\x04\x92\x42\x09\x51\ -\x7e\xa0\x03\xf8\xa1\x0e\xe0\xc6\xf4\xfd\xc5\x09\x0c\xac\xd2\x40\ -\xc6\x1f\x5e\xa0\xa5\xdc\x10\xdf\x7f\x06\xb2\x99\xd9\x18\x9e\xbd\ -\xe5\x66\x78\xa9\xec\xc4\xf0\x09\x68\xf9\xf7\x6f\x3f\x80\x0e\xc0\ -\x5d\xd6\x00\x04\x10\x38\x04\xfe\xfe\x01\x85\x00\x6a\x14\x04\xba\ -\x19\x33\xe8\x6b\xca\x31\xf0\x00\xa3\x82\x87\x9b\x03\xc3\xf7\xff\ -\x3f\x2f\x60\x60\x56\x01\x5a\xf8\x9a\x19\x68\x39\x10\xff\x65\x63\ -\x60\xf8\x26\x08\x4c\x4f\xdf\x19\x04\xdd\x8b\x19\x3e\x9c\xf9\xc4\ -\xf0\xed\xf3\x57\x86\x9f\xbf\x7e\x33\xe0\x2b\xec\x00\x02\x08\x9c\ -\x08\x41\x96\xc3\xa2\x02\x06\xea\xf2\xfc\x70\x6a\xfa\x73\x7f\x03\ -\x03\xbb\x1a\xd0\xf2\xff\x40\x8b\xbf\x82\x12\x1f\x50\xdf\x27\x50\ -\x1a\xe0\x60\x78\x78\xf7\x0d\x03\xbf\xbf\x1f\xc3\x97\x7d\x6b\x18\ -\x40\x66\xff\x06\x3a\x00\x5f\x14\x00\x04\x10\xcb\x1f\x70\x22\xfc\ -\x0f\x54\xfc\x0f\x1c\x02\xb7\x1f\xbc\x04\x07\xd9\x3f\x50\x41\x01\ -\xa5\x41\x06\x80\x3c\x01\x11\xff\xc7\xa0\xfa\x7c\x22\x03\x9f\x19\ -\x30\xb7\xbc\x87\xfa\x8c\x09\x98\x76\xbe\x09\x31\xfc\xf8\xfe\x95\ -\xe1\x16\xab\x25\xc3\x9b\x7d\xe7\x19\x7e\xfd\xfa\x03\x2e\x37\x7e\ -\x11\x08\x01\x80\x00\x62\x81\xc5\x3d\x38\x2a\x80\xf4\xf5\x3b\xcf\ -\x51\xf8\x7f\xa1\x09\x14\x46\x2b\xfc\xda\xc6\xa0\x6f\x09\x4c\x74\ -\x8c\x40\x1f\x7f\x81\x59\xce\x06\xf6\xfd\xdd\xeb\x0f\x18\x76\xfd\ -\xf6\x66\xf8\x76\xfa\x06\xc3\x1f\x50\xc1\x06\x72\xc0\xef\xdf\x78\ -\xd3\x00\x40\x00\x41\xa2\x00\x1c\xfc\x7f\xe1\x85\x11\xcc\x42\x88\ -\xa5\x90\x10\x82\xa5\x11\x15\x81\xf3\x0c\x2c\x12\xc0\x42\xe9\xcb\ -\x1f\x50\x49\x00\x49\x7c\xdf\x84\x81\xf2\xbf\x18\x8e\xbd\x94\x64\ -\xf8\xca\xc7\x0a\xb4\xf8\x37\xd8\xf7\x90\x92\x13\x7f\x08\x00\x04\ -\x10\x24\x0a\x40\xb9\x00\x1c\x05\x7f\x31\x7c\x8c\x4c\x8b\xfd\x3d\ -\xc7\x20\xab\x0a\x32\x0c\xe4\xfb\xdf\x10\xcb\xbf\xf3\x82\x43\xe3\ -\xd1\x85\x2b\x0c\x17\x39\xfc\xc0\x3e\x06\x5b\x0c\xf5\xd8\x6f\x60\ -\x54\xa0\x3b\x80\x91\xd1\x90\x13\x14\x76\xff\xff\x9f\xff\x0a\x10\ -\x40\x2c\xbf\x61\xe5\x00\xb4\x20\x12\x16\xe4\x01\xc7\xf9\xdf\x7f\ -\xff\xe1\xf4\x2f\x60\x49\xf9\xe3\xc7\x2f\x06\xd3\x3f\x9b\x18\x58\ -\xe5\x0c\x81\x96\xfe\x02\x26\x40\x60\xe1\xc2\x0c\xcc\xfb\x7f\xf8\ -\x18\x18\x58\x98\x19\x4e\x3d\x11\x62\xe0\x96\x91\x67\x60\x07\x59\ -\x0a\xb4\xfc\xc1\x93\x57\xe0\x68\xf8\x05\x0d\x01\xa0\xa5\xcc\x10\ -\x97\x83\x31\x13\xd4\x21\xac\x00\x01\x04\x29\x07\xa0\x41\x0d\x8a\ -\x02\x17\x6b\x2d\xb8\x4b\x41\xe2\xdf\x80\x45\xf4\xcf\x9f\xbf\x80\ -\xc5\xee\x7d\x06\xa1\xaf\x82\x10\xfd\xdf\xff\x43\x8c\xf8\x0d\x34\ -\xf3\x3f\x2f\xc3\xf3\x2b\x17\x18\xe4\x83\xcb\x19\x64\x79\x25\xc0\ -\x66\x80\x3c\xd3\x33\x6b\x3d\x98\xfe\xf5\xeb\x17\xd0\x1c\x50\x74\ -\x31\x88\x61\x89\x01\x4e\x80\x00\x62\x81\xf9\x1c\xbd\x20\xfa\x09\ -\xf4\xf5\x37\x60\x21\x02\xa9\x19\xff\x31\x70\x3d\x9d\xcd\xc0\x62\ -\x6c\x01\x2c\xed\x7e\x02\x7d\xfd\x1b\x92\xf7\xff\xf0\x00\x7d\xcf\ -\xc2\xf0\xe0\x01\xd0\x13\x7a\x40\xcb\x7f\x43\xb3\x33\x10\xff\xfc\ -\xf1\x13\x6c\xc6\x8f\xef\x3f\xf0\xa6\x01\x80\x00\x02\xe7\x82\x3f\ -\x48\xf1\x0c\x52\xfc\xf5\xeb\x0f\x70\xf6\x81\xf9\x06\x84\x39\x19\ -\xaf\x03\x95\xab\x01\x7d\xff\x07\x9c\xe2\x19\x40\x29\xfb\x3f\x1f\ -\xc3\xf3\x0b\xa7\x18\x7e\xe9\x46\x30\xfc\xfb\x0d\xc9\x72\x5f\xbf\ -\x7e\x07\xe3\xef\x40\x8b\x61\xe5\x0b\x3e\x07\x00\x04\x10\x22\x0a\ -\xa0\x16\x7d\xf9\xf2\x9d\xe1\xf4\xe9\xc7\x90\x1c\x01\x4e\x94\x90\ -\x10\x72\x15\x50\x65\x60\xfb\x07\x2c\x72\xff\x7c\x05\x3a\x00\x58\ -\xe6\xff\x06\x46\x05\x0b\x2b\xc3\xbd\xc7\xff\x18\x2e\x8b\x4a\x32\ -\x7c\x7f\x71\x1f\xe8\xe3\x9f\x60\xf5\x32\x32\x82\xe0\x74\xf0\x0f\ -\xda\xae\xc0\xe7\x00\x80\x00\x62\x81\xd5\x82\x20\xfa\x1b\xd0\xe7\ -\x3f\x7e\xfc\x66\x90\x93\xe3\x87\x26\xca\xbf\xf0\x28\xf8\x0d\xaa\ -\xe3\x7f\xdb\x30\x30\xb0\xdf\x05\x46\xc3\x5d\x70\x5a\x78\x7f\xff\ -\x3a\xc3\x73\x06\x25\x06\x2e\xa0\x5b\xd8\xd9\xd9\x81\xea\x59\xe0\ -\x8d\x99\xbf\xe0\x28\x05\x95\xb2\x38\x1d\x00\xaa\xf9\xbe\x03\x04\ -\x10\x0b\x28\xa5\x82\x82\xff\xfb\xf7\x9f\x0c\xdf\x40\xc1\x06\xd4\ -\xfc\xe1\xc3\x37\x78\xa8\x80\x1c\xc1\xfa\xe6\x24\x03\xa3\x28\x30\ -\xef\x33\x02\x8b\x5d\x36\x0d\x30\xfe\xfc\xe6\x3a\xc3\xb1\xad\xab\ -\x19\x5e\xe9\x64\x33\xfc\xf9\xf2\x13\x1e\x52\x20\x9a\x87\x87\x0d\ -\x6c\xf1\x5f\x70\x3d\x83\x11\x05\xc0\x2c\xc4\xf0\x0d\x98\x05\xbf\ -\x83\x38\x00\x01\x04\x0e\x01\x50\x70\x7d\xf9\xf2\x0d\xdc\xc4\x02\ -\xa5\x89\x0f\x1f\xbe\xa3\x18\xc8\xf6\x11\xd8\x58\x91\x16\x87\x9b\ -\xf0\xf9\xc1\x75\x86\xbd\xb3\xe6\x30\xdc\x51\x4a\x63\xf8\xfb\xf9\ -\x27\x52\x54\xfd\x07\xd3\xec\xec\xcc\xe0\x2c\xf8\xf7\xff\x5f\xe4\ -\x10\x00\x59\xf8\x15\x68\xf1\x6f\x64\xd7\x00\x04\x10\x38\x11\x82\ -\xaa\xcc\x9f\xc0\xec\x02\x4a\xc5\xa0\x32\x5c\x56\x96\x0f\x9e\x26\ -\x40\xf8\xdf\x1f\x2e\x86\x7d\x07\xae\x32\xe8\xb1\x28\x32\x70\xbd\ -\xb8\xc8\x70\xf9\xd8\x59\x86\x2f\x96\x59\x0c\xa2\xd0\xac\x0b\x0b\ -\x29\x78\xe9\x09\xd2\x07\x0c\xfe\xff\xa0\x3a\x04\x9c\xb3\x18\x81\ -\x8e\x38\xff\x01\x5b\x3c\x00\x04\x10\x0b\xa8\xb6\xfa\x01\xcc\x32\ -\xbf\x7e\xfe\x81\x36\x36\xff\x30\x5c\xbc\xf8\x1c\x6c\xe0\x3f\x68\ -\x9d\xc0\xfe\xfa\x2d\xc3\xdf\xef\xbf\x19\xce\xae\x98\xc3\xf0\xf9\ -\x07\x0f\xc3\x4b\x31\x37\x86\x3f\xb7\x5f\x43\x0a\x2a\xa8\x3a\xe4\ -\x10\x90\x91\x11\x00\xe6\x10\xa0\xa5\xa0\xc2\xfa\x1f\x28\xaa\x71\ -\x27\x42\x80\x00\x62\x01\xd5\xd7\xbf\xc1\x3e\xff\x0d\xa9\x40\x80\ -\x58\x5a\x9a\x17\x25\x01\xfe\xfb\xc9\xc9\xf0\xe3\xfa\x09\x86\x5f\ -\x52\x96\x0c\xff\x55\x1c\x19\x44\xfe\x21\x4a\xce\xbf\x28\x59\x8d\ -\x11\x58\x2c\xb0\x30\xb0\xb2\x32\x81\x13\x20\xac\x80\xc3\x97\x0b\ -\x00\x02\x08\x9c\x0d\xff\x40\xf3\x30\xac\xd9\xcd\xc6\xc6\x04\x64\ -\x83\x8a\x4f\x08\xfe\x23\x24\x0d\x2c\x84\xa2\x18\x7e\x89\x68\x33\ -\xf0\x20\x65\x4f\x70\x81\x03\x2c\x25\x41\x0d\x57\x26\x60\xc1\x04\ -\x0b\x7e\x48\xd9\xf2\x17\x9c\x0d\xff\x82\xb3\x21\x33\x4e\x07\x00\ -\x04\x10\xcb\x2f\x60\xb9\xfe\xe5\xed\x7b\x86\x4f\xc0\xc6\x23\x28\ -\x31\xde\xbd\x7b\x07\x29\x07\xc0\x7c\x08\xa4\x99\x44\x19\xfe\xbe\ -\x7e\x8e\x24\x8e\x54\x79\xa1\xab\x05\xd2\x5f\x5f\xbd\x00\x57\xc3\ -\x7f\x80\x65\xc3\xff\xff\x5c\x38\x1d\x00\x10\x40\x8c\xa0\xe0\x31\ -\x30\x48\xfd\xff\xf1\xe3\x17\x70\x02\x14\x10\xe0\x82\x37\xcd\x10\ -\x3d\x18\x06\x78\x30\xa2\xf2\x11\x6c\x74\xb1\x97\x2f\xdf\x40\xd5\ -\x83\x3a\x3a\x07\x70\xf6\x0b\x00\x02\x88\x91\x5a\x9d\x53\x72\x01\ -\x40\x00\x31\x31\x0c\x30\x00\x08\xa0\x01\x77\x00\x40\x80\x01\x00\ -\x7b\xd6\x28\xba\xe5\x29\x08\xf0\x00\x00\x00\x00\x49\x45\x4e\x44\ -\xae\x42\x60\x82\ -\x00\x00\x06\x1f\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xd0\x00\xcd\x00\xcd\x0c\x14\ -\x7f\x38\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x13\x00\x00\ -\x0b\x13\x01\x00\x9a\x9c\x18\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd8\x01\x07\x10\x0f\x21\x45\xd9\x8a\x0a\x00\x00\x05\xac\x49\x44\ -\x41\x54\x58\xc3\xc5\x97\x5f\x6c\x14\x55\x14\xc6\x7f\x77\xba\x6c\ -\xb7\x7f\x96\xce\xb6\xa6\xa5\x34\x2d\x2d\xf1\x0f\x0f\x42\x03\x22\ -\x46\x52\x1f\xc4\x07\x13\xea\x83\xd1\x14\x4c\xd4\x06\x13\x89\x52\ -\x0c\x31\xea\x03\x98\x90\xf0\x20\x4a\x5a\xcb\x83\x9a\x08\xfa\x60\ -\x35\x40\xe9\x03\x5a\x13\x13\x4a\xd1\x18\x6c\x54\xac\xc1\x16\x10\ -\x0d\x91\x62\x2b\x5a\x0c\x91\xce\x2c\x2d\x3b\xb3\x65\x67\xae\x0f\ -\x73\x67\x76\x76\xb7\xf5\x41\x88\xde\x76\xb2\x37\x33\x77\xef\xf9\ -\xbe\xef\x7c\xe7\xec\x1d\xf8\x97\xc3\xee\xa2\x28\xb5\x07\xc1\x4d\ -\x8e\xf0\x06\x92\xff\x76\x08\x00\x8d\xff\x79\x44\x6e\x8e\x82\xf0\ -\x78\x08\xe1\x31\x11\x02\xa1\x78\x09\x81\x37\x17\x02\xff\xcf\x7f\ -\x2e\x84\x20\x95\x4a\xe5\x02\x88\xc5\x62\x08\xef\xdb\x08\x21\xd4\ -\x15\xda\x4c\x05\x13\x42\x28\xed\x04\x8d\x8d\x4d\xbc\xb7\x7f\x3f\ -\x20\xd8\xb2\xe5\x79\x26\xc6\x27\xbc\x3d\x84\x07\x4f\x0b\x01\x50\ -\x9b\x20\x84\x40\x0b\x01\x08\x3c\x50\x5b\x5b\x2b\xf3\x51\xfa\x2c\ -\x03\x30\x79\x00\x8f\x1c\x39\xc2\xca\x95\x2b\x01\x18\x19\x19\x61\ -\xe3\x86\x0d\x2a\xa0\xaf\x46\x21\x21\x3f\xc6\xb9\x73\xe7\x44\x8e\ -\x02\xba\xae\x23\x34\x85\x96\xfc\x2f\x10\x30\x13\x68\xde\x0a\x0d\ -\x8a\x8a\xb2\x19\x8c\x44\x22\xe8\x89\x84\x0a\xae\xa9\xc0\x6a\xbd\ -\x96\x4d\x99\xd0\xd4\x9e\xf9\x1e\x48\x24\x2a\x55\x00\x2f\x70\x5d\ -\x5d\x1d\x3b\x77\xee\x04\x60\xf7\x6b\xbb\x99\xfc\xf3\x72\xf0\x35\ -\x4d\x68\x48\x01\x9d\x5d\x9d\xbc\xba\x63\x07\x00\x5d\x5d\x6f\xa2\ -\xeb\x09\x65\x09\x6f\x0f\x19\x90\xd0\x40\x80\xe6\xc9\x98\x53\x7b\ -\xc1\x74\x7d\x6b\xab\x0c\x4b\xd7\xd5\xd9\xc9\xb2\x65\xcb\x00\x38\ -\x7f\xfe\x3c\xdb\xb7\x6f\x0f\xe4\xcd\x97\x16\x7c\xbf\x08\xa5\xa2\ -\x62\x19\xb0\x15\xd4\xd4\x54\xd3\xd1\xd1\x81\x10\x82\x7d\xef\xee\ -\xa3\x7b\x6f\x77\x6e\x0a\x12\xba\x9e\xcd\x3f\x1a\x91\x48\x9e\xbc\ -\x7a\x42\x49\x29\x82\xb4\x68\x79\xe6\x0a\xd2\x24\x41\x08\x2d\x54\ -\x05\xb0\x6d\xdb\x36\x9a\x9a\x9a\x00\xd8\xfa\xc2\x56\xba\xf7\x76\ -\x7b\x7b\xbb\xef\xf3\xa8\xb6\x99\x7e\x3d\x91\xc8\xb2\x40\x70\xa8\ -\xf7\x10\xed\x4f\xb7\x03\xd0\x7b\xb8\x17\xbd\x52\x0f\x72\xa7\x89\ -\x50\x60\xc2\x66\xf3\x02\x87\xef\xfb\xaa\x16\xe5\x11\x02\xa2\x80\ -\x1b\xc9\xb8\x7c\x05\xa0\x27\xf4\x20\xff\x08\x81\xe3\x38\xf4\x7c\ -\xd8\x13\xb0\xf2\x14\x82\xb9\x2a\x45\x0b\x99\xce\x77\x9c\xe6\x93\ -\x51\xca\x0c\x1e\x1b\x60\xfd\xfa\x56\x00\x06\x07\x3e\x03\x88\x03\ -\x37\x22\xd1\xe7\x98\x2a\x4c\x41\xd6\x0b\x81\xdc\xc1\x03\x0d\x0d\ -\x89\xb2\xb3\x6a\x40\xb9\x72\xcf\xe9\x0d\x01\x03\xc7\x8e\x22\x80\ -\x59\xc7\x05\x28\x06\x52\xa1\x2a\xd0\xf3\xa4\x0b\x37\x1e\x51\x10\ -\x80\xfc\xfb\xa1\x0a\x2a\x2c\xe3\xdc\x74\xcc\xcc\xcc\x00\xa4\x81\ -\xd9\x00\x40\x65\x8e\x02\xa2\xa0\xa1\xf8\x80\xca\xca\xca\x68\x6e\ -\xf6\x9a\xcf\x99\x33\xa3\xd8\x96\x15\x04\x0c\x77\xba\x3b\xee\xbc\ -\x8b\xc5\x8b\xeb\xb8\x3c\x39\xc9\xd8\x85\x5f\xbc\xdf\x3a\x21\xb0\ -\x2d\x9b\x58\x55\x0c\x20\x09\x38\xb9\x8d\x28\x14\xb8\xb0\xd4\xbc\ -\xf9\xf2\xe6\x66\xe2\xf1\x85\x00\xac\x5a\xb5\x9a\x9f\x7e\x3c\x1b\ -\x52\xc2\x6b\x52\xf5\x4b\x1a\xa8\x59\x54\x0b\x40\x7d\x43\x03\xd1\ -\x68\x94\xdf\x7e\x1d\x27\x65\x5b\xe8\x15\x15\x44\xa3\xc5\x00\x99\ -\xdc\x4e\xb8\xd0\xab\x02\x29\x25\x52\x4a\x40\x7d\x4a\x81\x54\x73\ -\x29\x65\x4e\x17\x03\x90\xae\x44\xe2\x22\xa5\xb7\xa7\x2b\xa1\xaa\ -\xa2\x18\x80\xd4\xd8\x29\x4c\xca\x30\xd3\x2e\xe3\xbf\x4f\x10\x8f\ -\xc7\x71\x9c\x0c\x56\x3a\x5d\xd8\x09\x93\xd7\x4c\x2f\x08\x12\xef\ -\x5f\x22\x25\x0a\x0c\xc1\xb3\x91\x91\x1f\x58\xbe\x62\x05\x00\xa7\ -\x4f\x8f\x62\xa5\x52\xb8\x0a\x30\x12\xa4\x84\x8e\xaf\xd7\x11\x8d\ -\x16\x33\x76\x6d\x34\x8b\xb4\xc4\xe3\x7c\x7f\xfa\x45\xee\x76\xd7\ -\x14\x02\x30\x93\x06\x52\x82\x2b\xbd\xb3\x49\x59\x59\x29\xab\x57\ -\xdf\x07\xc0\xf0\xf0\xb7\xcc\xcc\xcc\x20\x01\xc3\x34\x99\xbc\x3c\ -\x89\x1b\x04\xf4\xa2\xfa\x00\x0f\x96\x6e\xe6\x89\xe5\x6f\xb3\xb4\ -\xec\xf6\x1c\xb5\x24\x92\xab\xb3\x7f\xf1\xec\x89\x4d\x74\x5a\x6f\ -\x15\x02\x98\x32\x4c\x25\xa3\xc4\x95\x92\x96\x96\x07\xa8\xaa\xaa\ -\x52\xb9\xbe\x97\xfe\x4f\x3f\x21\x4b\x54\xaa\x75\xe4\x04\x47\x82\ -\x2d\x5c\xee\x59\xb2\x96\x6a\xaa\x0b\xce\x0f\x57\xb8\xc2\x55\xdb\ -\xc2\x30\xcc\x39\x00\x98\x66\x28\xa7\x92\x4c\xc6\x09\x16\x65\x9c\ -\x0c\x86\x69\xe6\xa4\x24\xa6\xa5\xb0\x32\x31\x95\x1e\xcf\x03\x12\ -\xa0\xdc\x65\x88\xa1\xf9\x4f\x31\x69\x4f\xc5\xc2\x14\x18\x49\x8f\ -\x8d\xca\x7d\x6f\x6f\x2f\x6d\x6d\x6d\x00\x1c\xee\xeb\xc3\x34\x7c\ -\x8f\x78\x2a\x14\x0b\x0b\xcb\x49\x67\xcd\xaa\x7c\x42\xb5\x07\xe0\ -\x12\x97\x0a\x62\xd7\x53\x0f\xf6\x7c\x00\x4c\x33\xc4\x44\x62\x18\ -\x06\x6f\xec\xd9\xa3\xf2\xec\x82\x10\x41\x25\xc8\x80\xae\x85\x1b\ -\x80\x52\xf7\xd2\x30\xcc\x30\x17\xe5\xc5\x9c\xe0\x95\xa2\x92\x69\ -\xa6\x21\x0d\xe6\x5c\x29\x30\x0c\x43\x29\xe0\x97\xa2\xda\xd4\xaf\ -\x06\x42\x66\x0b\x18\x83\x86\x43\x51\xfc\x02\x7f\x2c\x39\x4b\x51\ -\x09\x8c\x26\x61\x3a\x33\x8e\x4c\xcb\xe0\x07\x5f\x44\x05\x49\x2d\ -\x49\x92\x24\xa4\x61\xa0\xe6\x28\xec\xe2\x4b\xe0\x74\x60\xd3\xd6\ -\xd6\x47\x24\xb8\x48\x97\x80\x91\x1b\x2a\xc9\x6c\x70\x40\x3a\xc4\ -\x17\x56\xd0\xde\xde\xce\xd2\xdb\x4a\x69\x3e\xfa\x30\x3c\xa6\xba\ -\x3b\x40\x03\xe0\xcc\x73\xec\x9d\x08\xcd\x3f\x0e\x2b\x60\x1a\xd9\ -\xb2\x0a\x9a\x90\x52\xc4\x95\x41\x29\x21\x25\xe9\xd9\x59\x5e\x7a\ -\xf9\x15\x5a\x5a\x5a\x00\xd8\x78\x61\x23\x7d\x5f\xf4\x41\x1b\x10\ -\x03\xae\xff\xc3\x51\xba\x4a\x7d\x0e\x00\xd3\xf4\x84\x4c\x68\x04\ -\x1d\x0f\xbf\xbc\xc8\x76\x46\x5f\x15\xc7\xf1\xa8\x95\x96\x96\x52\ -\x5e\x5e\x0e\xc0\x81\xa7\x0e\x30\xb5\x77\x8a\xe3\x1f\x1d\x87\xc7\ -\x43\x4a\xcc\x37\x8e\x03\x3f\xd3\xc3\x3b\x3c\x53\xe4\xdf\x5b\xb0\ -\x20\xb2\xcb\xb6\x6c\x6c\x2b\x8d\x65\x59\xd8\xb6\x8d\x65\xdb\xd8\ -\xb6\x9a\x5b\x29\xec\x94\x8d\x9d\xf6\xae\xc1\x63\x83\x2c\xaa\x59\ -\x44\x63\x53\x23\xfd\xfd\xfd\xf4\xbd\xde\x47\xea\x7a\x0a\xf7\xaa\ -\xeb\xa5\xc0\x05\x66\xe7\xb8\x06\x40\x0c\x09\x88\xf1\x20\xa7\xb0\ -\x03\x0f\x94\x94\x94\xc8\x70\x4d\xe7\x36\x1a\xdf\x1b\x52\x1d\x23\ -\x43\x7e\xc8\x7f\xa3\x5b\x0b\xac\x01\x5a\xe7\x50\xe2\x04\xf0\x1d\ -\x30\x08\xcc\x92\x7b\x26\xb4\x2c\xeb\xd6\xbc\x6b\x7d\xa3\xd8\x3b\ -\xc0\x43\xea\xe0\x05\x70\x12\xf8\x1e\xf8\x1c\xb8\x91\x5d\xae\xe5\ -\xbd\x2c\xde\x9a\xeb\x24\x82\x29\x7a\x18\x04\x0c\x60\x08\x18\x63\ -\x94\x4a\x12\xdc\x08\xd6\x15\xbc\x1d\xdf\xfa\xf1\x24\x1f\x00\x9b\ -\x80\x51\x60\x1d\x07\x31\xf2\x97\xfc\x0d\xc7\xa6\x9d\xda\x7e\x92\ -\x07\x79\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x07\x7b\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x04\x73\x42\x49\x54\x08\x08\x08\x08\x7c\x08\x64\x88\ -\x00\x00\x00\x19\x74\x45\x58\x74\x53\x6f\x66\x74\x77\x61\x72\x65\ -\x00\x77\x77\x77\x2e\x69\x6e\x6b\x73\x63\x61\x70\x65\x2e\x6f\x72\ -\x67\x9b\xee\x3c\x1a\x00\x00\x07\x0d\x49\x44\x41\x54\x58\x85\xc5\ -\x97\x49\x6c\x1c\x65\x16\xc7\x7f\xef\xab\xea\xcd\x6e\xdb\xe9\xb6\ -\xe3\x71\x1c\xdb\x31\x31\x6d\x07\x05\xc5\x09\x4b\x34\xc9\x44\x80\ -\x66\xc4\xa2\x44\x42\x39\x70\xe4\x80\x10\x20\x84\x10\x52\x0e\x13\ -\x0e\x20\x61\x09\x44\x16\x89\x1c\xb8\xc0\x81\x2b\x42\x82\x03\x17\ -\x92\x81\x64\x32\x08\x65\x63\x11\x0e\x26\x13\x5b\x4a\x3c\xce\x82\ -\xdb\x59\xec\x76\xa7\xbb\xdd\x5d\xd5\xdd\xb5\xcc\xa1\xaa\xab\x17\ -\x5b\x73\x8b\xe6\x93\x4a\x5f\x2d\xaf\xde\xff\x5f\xff\xf7\xbe\xf7\ -\xbd\x12\xd7\x75\x39\x28\xb2\x17\x98\x00\xc6\x81\x30\xf7\x77\x54\ -\x80\x29\x60\xe2\xa8\xeb\x9e\x90\xbf\xc3\xde\xae\x58\xec\xf8\xdf\ -\x1e\x7a\x88\x1d\x43\x43\x44\x74\xfd\xbe\xa2\x97\x2d\x8b\x8b\x37\ -\x6f\x72\x7a\x66\x86\x9c\x61\xec\xd3\x81\x89\xbf\x6e\xd9\xc2\xf8\ -\xc6\x8d\x5c\x99\x9f\x67\x3e\x93\xa1\x6a\x59\x6b\xbe\x2c\x22\x68\ -\x22\x28\xa5\xd0\xfc\x43\x29\x85\x26\x12\x9c\x2b\xa5\x50\xbe\x4d\ -\xeb\xac\x2b\x45\x22\x1e\xe7\xd1\xa1\x21\x5c\xd7\xe5\xeb\x8b\x17\ -\x27\x74\x60\x7c\x7c\x70\x90\xab\xe9\x34\xf9\xe1\x61\x52\xaf\xbe\ -\x8a\x16\x89\xac\x85\x8e\x00\x4a\x04\x44\x50\xfe\x3d\x25\x82\xf8\ -\xcf\xa4\xe5\x9c\xc6\xfb\x00\xd5\x2a\xa5\x33\x67\xc8\xcd\xce\x32\ -\x3e\x38\xc8\xd7\x17\x2f\x8e\xeb\x40\x38\xac\x69\xa4\x33\x19\x52\ -\xaf\xbd\x86\x1e\x8f\xaf\xc6\x6e\x70\x12\xea\xea\x22\xdc\xdd\x4d\ -\x28\x91\x40\xeb\xea\xc2\xb2\x6d\xcc\x4c\x06\x29\x14\xd0\x56\x56\ -\x70\x56\x56\x02\xb5\xa4\x75\x0e\x85\x88\x3f\xf1\x04\xf9\xcb\x97\ -\x59\xe7\xe1\x84\x75\x00\xd7\x75\xa9\xda\x36\xae\x6d\x63\xf9\x0e\ -\x5a\xc1\xe3\x23\x23\x24\x77\xed\x42\x8f\xc5\x56\x11\xec\xec\xef\ -\xaf\xc7\xb8\x58\xe4\xc6\xe9\xd3\x24\x0b\x05\x10\x09\xd4\x0b\x66\ -\xc7\x01\x11\x5c\xd7\x05\x20\x20\x00\x60\x15\x8b\x88\xa6\x35\xc7\ -\x3c\x16\xa3\xf7\xa9\xa7\xe8\x18\x1d\x5d\x33\x2f\x5a\x47\xa4\xbd\ -\x9d\xd1\xe7\x9f\xe7\xc6\xe4\x24\x32\x39\x49\xbb\x52\x75\x70\x11\ -\xc4\x71\x50\xad\x04\x1c\xff\xc2\x2e\x16\xc1\x27\x20\x40\x7c\x78\ -\x98\xfe\xfd\xfb\x09\x35\x84\xc5\xb1\x6d\x96\xe6\xe7\xb9\x33\x37\ -\xc7\xdd\xb9\x39\xda\x22\x11\x12\x43\x43\x74\x0f\x0f\xd3\x3d\x30\ -\x80\xf2\x01\x37\x3d\xf2\x08\xc5\xcd\x9b\xb9\xf6\xd5\x57\xf4\x57\ -\x2a\x01\x01\xd7\x71\x50\x4a\x05\x98\x1e\x01\xc7\x01\xa0\x9a\xcf\ -\x23\xa1\x10\x4a\x04\x3d\x1e\x5f\x05\x7e\xed\xb7\xdf\xf8\xd7\xa7\ -\x9f\xb2\x29\x14\x62\x7d\x3c\xce\x48\x2c\x86\x52\x0a\xb9\x71\x83\ -\xdc\xf7\xdf\x73\x2b\x12\xa1\x6f\xff\x7e\x7a\xb7\x6c\x01\xa0\x7d\ -\xdd\x3a\x1e\x78\xe1\x05\xa6\x3e\xfa\x88\x2d\x89\x84\xa7\x80\xeb\ -\xa2\x44\x02\x4c\x05\x60\xfb\x17\xb7\x4e\x9e\xa4\xba\xbc\x8c\x5d\ -\x2a\xd1\xbf\x6f\x5f\x00\x5e\x35\x4d\xfe\xf1\xf1\xc7\x9c\x3b\x72\ -\x84\x3f\xb7\xb7\xf3\x40\x7b\x3b\x1d\x80\x6b\x9a\xb8\x86\x81\x6b\ -\x18\x44\x2c\x8b\x64\xa9\x84\xf5\xc5\x17\x5c\xff\xf2\x4b\xaa\xe5\ -\xb2\x47\x22\x91\x60\xfd\x73\xcf\x91\xcb\x66\xc1\x34\x11\xd3\x44\ -\x44\x02\x4c\xd5\x14\x82\x5c\x8e\xa5\x1f\x7e\xa0\x63\x64\x84\x75\ -\xdb\xb7\x07\x5f\x7e\xea\x93\x4f\xa8\x5e\xb8\xc0\x63\x3d\x3d\x84\ -\x2c\xcb\x03\x35\x4d\x22\x03\x03\x44\x06\x07\x71\x0d\xc3\x73\xee\ -\xcf\x91\xc9\x49\xf2\xdf\x7c\x13\xbc\x9f\xda\xb3\x87\x74\x77\x37\ -\xf8\x64\x95\x48\x80\x19\x28\xa0\xc0\x93\xb3\x5a\x65\xe8\xc5\x17\ -\xeb\xb2\xff\xfa\x2b\x37\x4f\x9c\x60\x24\x16\xf3\x80\x4b\x25\x1c\ -\xc3\x20\xf9\xec\xb3\xf4\xbf\xf1\x06\x7d\xaf\xbf\x4e\x61\xd7\x2e\ -\x8c\x5c\x0e\xd7\x34\xa1\x54\x02\xc3\xc0\x3a\x73\x86\xc2\xcc\x4c\ -\xe0\xe7\xd1\x97\x5f\xe6\xf2\xfc\xbc\xa7\x40\x83\xea\xaa\x96\x03\ -\xb5\x8a\xd6\x91\x4a\x11\x4e\x26\x83\x84\x3b\xfe\xc1\x07\xec\xe8\ -\xec\xf4\xd8\x97\x4a\x01\x89\xf8\xce\x9d\x81\xf3\x4d\x4f\x3e\xc9\ -\xd5\x3b\x77\xa0\x54\xf2\x48\x18\x06\x18\x06\xe5\xcf\x3f\xc7\xb5\ -\x6d\x00\x62\x5d\x5d\x64\xc3\x61\x9c\x4c\x06\x59\x95\x03\xae\x1b\ -\x94\xd3\x75\xdb\xb6\x05\x8e\xef\x5e\xb9\x42\x78\x66\x86\x68\x0b\ -\x38\xa6\x89\x34\x54\xcb\x70\x2c\x46\xae\x50\x80\x1a\xb8\x69\x82\ -\x69\xe2\xcc\xcf\x53\x4d\xa7\x03\xbb\xe8\x86\x0d\x54\xd3\x69\x94\ -\x08\x76\x63\x08\x1c\xc7\x09\x6a\x79\x57\x03\x81\xf4\xd4\x14\x5d\ -\x8e\x43\x35\x9d\xc6\x5a\x5a\xf2\xe4\xad\x81\x34\x0e\xd7\x85\x4a\ -\x05\xca\x65\xa4\x5c\x0e\x08\x88\x69\xe2\xcc\xcd\x05\x66\xbd\xa9\ -\x14\xf7\x2c\x6b\x0d\x05\x6a\x21\x50\x8a\x8e\x87\x1f\x0e\x5e\x58\ -\xf8\xfd\x77\x92\xa1\x90\xb7\xb6\x0d\x03\x7b\x79\x19\xf7\xde\x3d\ -\xdc\x62\xd1\x03\x6d\x1c\x95\x4a\xf0\xf5\x52\x2a\x41\x3e\x8f\x9b\ -\xcd\x62\x5d\xba\x14\x98\xfc\x69\xeb\x56\x32\xd5\x2a\x4a\xa9\x20\ -\x07\x74\x00\xdb\xb6\xd1\x94\x42\x6a\x55\xcb\x1f\x22\x42\x5c\xd7\ -\x83\xdd\x4c\x03\xc4\xb6\xbd\xaf\x6c\x19\x52\x2e\x23\x86\x51\xdf\ -\x90\xfc\x8d\xaa\xc5\x21\x2b\xb6\xed\x2d\x43\x3f\x37\x14\x80\xe5\ -\x87\x40\x53\x0a\x63\x7a\x3a\xb0\xdf\x38\x3e\x4e\xb1\x41\x9d\xc6\ -\xed\xb6\x75\x28\x1f\x50\x35\x80\x8b\x08\xa1\xb1\xb1\xc0\x66\xf1\ -\xf2\x65\x12\xe1\x30\x4a\x04\xab\x29\x04\xb6\x8d\xf8\xab\xa0\xd8\ -\x40\xa0\x7f\xdb\x36\x0a\xb5\xfc\x68\xd9\xdb\x57\x29\xb0\x06\xb8\ -\x12\x41\x4f\xa5\xea\x04\xa6\xa7\x59\x1f\x89\xac\x56\xc0\x76\x9c\ -\xa0\xd1\x30\x1a\xd6\xee\xfa\x54\x0a\xab\xaf\x6f\xcd\x06\xa3\x55\ -\x83\x46\xd0\xda\xa1\xf5\xf5\xa1\x86\x86\x02\x9b\xcc\xcc\x4c\x9d\ -\x40\x6b\x12\x8a\x2f\x6f\xe5\xfa\x75\x2a\xd9\xac\xf7\x50\xd3\x78\ -\xfc\xfd\xf7\x29\xf8\x3b\x58\x23\x89\x46\xa2\x77\x2e\x5d\x22\xa2\ -\x69\xcd\x21\x50\x8a\xb6\x03\x07\x82\xdd\xd5\xc8\x66\x51\xe9\x34\ -\xba\x52\xab\x0b\x91\x65\xdb\x75\xe7\x22\xa4\x8f\x1e\x0d\x9c\x0f\ -\xef\xde\x8d\xb1\x6f\x5f\xd0\xfd\xd4\xec\x4a\x9f\x7d\xc6\xad\x1f\ -\x7f\xe4\xe6\xf9\xf3\x9c\x3f\x76\x8c\x91\xb6\xb6\x26\xf0\xf0\xde\ -\xbd\xe8\xe3\xe3\x81\x9f\x73\x87\x0e\x31\x16\x8f\x7b\xca\x89\x60\ -\xf9\x21\xd0\x6b\x0a\xa8\x5a\x5f\x27\x42\xe9\xf4\x69\x16\x4f\x9d\ -\x62\xfd\xd3\x4f\x03\xb0\xfb\xed\xb7\xf9\xb7\xae\x93\x38\x79\x32\ -\x20\x61\xcf\xce\x22\xef\xbc\x43\xbe\x5a\x65\x4f\x28\x44\x5b\x34\ -\xda\x04\x1e\x79\xe5\x95\x00\x7c\xf6\xdb\x6f\x29\x9f\x3d\xcb\x58\ -\x6f\x6f\xd0\xa6\xad\x0a\x41\x6b\xa2\xe5\x8e\x1d\xc3\xcc\x64\x00\ -\x08\xc5\x62\xec\x78\xf7\x5d\xc2\x87\x0f\x53\xee\xe9\xa9\xc7\x59\ -\x29\xfa\xa2\x51\xda\x74\xdd\x6b\x5e\x36\x6c\xa0\xfd\xc3\x0f\x89\ -\xbd\xf9\x26\x2a\x1a\x05\xa0\xb4\xb8\xc8\xcf\x47\x8e\xf0\x97\x64\ -\xd2\x03\x6f\x21\xa0\xd7\x42\x10\x0d\x87\x9b\x62\xec\xe6\x72\xdc\ -\x7d\xef\x3d\x7a\x26\x26\x68\xeb\xe9\x01\xa0\x7f\xf7\x6e\x9c\x9d\ -\x3b\x29\x5e\xbb\x46\xe5\xca\x15\xe4\xea\x55\x22\x9a\x86\x36\x3a\ -\x8a\x4a\xa5\x08\x6d\xda\xd4\xd4\x51\x95\x16\x17\xf9\xe7\xc1\x83\ -\x6c\xd7\x34\xda\x43\xa1\x00\xdc\x6d\x0d\x41\x53\x0e\x34\xcc\xf6\ -\xd4\x14\x0b\x2f\xbd\x44\xe4\xad\xb7\x18\x7c\xe6\x19\x4f\x32\x5d\ -\xa7\x23\x95\x82\x86\xe5\xb5\xd6\xf8\xcf\x77\xdf\x31\x79\xf4\x28\ -\x8f\xe9\x3a\x03\x1d\x1d\xf5\xce\xd8\x6f\x4a\x56\x13\x80\xb5\x7b\ -\xf9\x95\x15\xd4\xe1\xc3\xcc\x9e\x3d\xcb\xc6\x03\x07\x88\x25\x12\ -\xff\x13\xd8\xc8\x66\x39\x77\xe8\x10\xea\xc2\x05\xf6\x26\x12\x84\ -\x35\xad\x19\xdc\xb7\x6b\x26\xe0\x38\xb8\xb0\xe6\x7a\xd7\x94\x42\ -\x44\xe8\x38\x7f\x9e\xc5\x73\xe7\xb8\xdd\xdb\x8b\x1a\x1d\x25\x36\ -\x36\x46\xf7\xd6\xad\x80\x57\xe1\x32\xd3\xd3\x54\x66\x67\x89\x2e\ -\x2c\x30\x12\x8b\x31\xd0\xdd\xdd\x14\xf3\xc6\x7f\x84\xaa\x6d\x07\ -\x95\x50\x07\x2a\xa6\x65\x85\x8b\xa6\x49\xb4\xb3\x73\x4d\xf0\x5a\ -\xd2\xb5\x29\xc5\x83\xcb\xcb\xc8\x4f\x3f\xa1\x7e\xf9\x05\xd3\x71\ -\xc8\x59\x16\x09\x4d\x63\x73\x38\xec\xad\xf1\x64\xb2\x0e\xb8\x06\ -\xb8\x88\x90\x5e\x5a\xc2\xf4\xfe\xbe\x2a\x3a\x30\x75\xbb\x50\x78\ -\x5c\xc3\xeb\x84\x93\x9d\x9d\x28\xd7\x45\xfc\xd6\xb9\x26\x59\x6d\ -\xef\x73\xfc\xbf\x22\xc7\x75\x89\x2a\x45\x9b\x5f\xd9\xc4\xbf\x27\ -\xae\x5b\x07\xac\x9d\xfb\xfe\x6c\xdb\x66\x7e\x71\x91\xab\x0b\x0b\ -\xdc\x2e\x14\x00\xa6\x74\x60\xe2\x66\x3e\x7f\xdc\x05\xca\xb6\xcd\ -\x82\x5f\x05\xef\xd7\xb0\x5d\x97\xc5\x52\x89\x3f\xf2\x79\x80\x09\ -\xf9\x7f\xff\x9e\xff\x17\xc5\xd6\x3d\x9a\xb0\xf3\x6b\xe8\x00\x00\ -\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x06\x2d\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x0d\x00\x00\ -\x0b\x0d\x01\xed\x07\xc0\x2c\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd3\x0a\x09\x13\x21\x0c\xf4\x8f\xd7\xeb\x00\x00\x05\xba\x49\x44\ -\x41\x54\x78\xda\xc5\x97\xdb\x6f\x1c\xd5\x1d\xc7\x3f\x73\xce\xce\ -\xec\xae\xed\xac\x2f\x71\x93\xd8\x4e\x9a\x04\x02\x4a\x1a\x52\x1c\ -\x4f\xcb\x03\x49\x28\xa9\xb8\x08\x14\x89\x10\xf1\xc8\x1d\x2c\x1a\ -\x89\xf4\x09\xe5\x85\x27\xfa\x0f\x50\x89\x3e\x00\x2b\x42\xd3\xf2\ -\x52\x1e\x5a\xda\x07\x1e\x0a\x28\x2d\x88\xab\xf0\x06\xdb\x0a\x44\ -\x88\x45\x09\xc1\x59\x27\xbe\xec\xda\xd9\xdd\x99\xd9\x99\x39\xa7\ -\x0f\x3b\xeb\x5d\xdb\xbb\xbe\xa9\x12\x47\xfa\x6a\xa4\x73\xfb\x7d\ -\x7f\xbf\xf9\xdd\x0e\xfc\xc4\xc3\x58\xcf\xe6\xa1\x93\xa3\xbb\x41\ -\x1f\x05\x35\x08\x0c\xa2\x55\xc3\x1d\x7a\x0c\xad\xc6\x50\xfe\x39\ -\x9b\xb3\x59\x40\xa5\xd3\x69\xfd\x7f\x21\x30\x74\x72\xf4\x29\xe0\ -\x49\xe0\x2e\xd0\x80\x02\x61\x81\x48\x54\x37\x28\x17\x42\xb7\xf1\ -\xc8\x27\xa8\xe0\x2d\x5b\xbf\x71\x06\xf0\xd3\xe9\xb4\xda\x10\x81\ -\xa1\x93\xa3\x07\x31\xc4\xcb\x68\xf5\x1b\x84\x04\xab\x0b\xac\x1e\ -\xac\x78\x92\x1d\xa9\x79\x7e\xbd\x3d\x0f\x40\xd1\x85\x0f\x2e\xed\ -\xc4\x71\x2b\xe0\x4d\x81\x3b\x03\xda\x07\xb4\x43\xe8\xbe\x60\xf3\ -\x97\x3f\x03\x6e\x33\x22\xc6\x2a\x5a\x9f\x01\x20\xb9\x0d\xab\x63\ -\x0b\xcf\xdc\x31\xc1\x81\x9b\x3a\xb8\x75\x7b\x1b\x09\x4b\x2c\x3b\ -\x33\x31\xed\xf1\xd9\x37\x73\x7c\x74\x11\xbe\xbc\x64\x42\xe9\x72\ -\x75\x21\xac\xfc\xc3\xe6\xcd\x67\x81\xf9\x74\x3a\x1d\xac\x4a\x60\ -\x41\xb8\x8c\x43\xea\x56\x1e\x3d\xf8\x23\x0f\x1d\xea\xa5\xbb\x23\ -\xd6\xd2\x5a\x7a\xc9\x55\x1f\x8d\x17\x78\xed\x9c\xc9\xb5\xc9\x49\ -\x08\x8a\xa0\xfc\x31\x5b\x9f\xb9\x0f\x98\x6a\xb4\x84\x6c\x29\x3c\ -\xd6\xc6\x8e\x1d\x7d\xbc\x70\x7f\x91\x7b\x7f\xd5\x83\x19\x13\x04\ -\x8a\x96\x08\x95\x5e\x84\x81\xde\x38\x47\xf6\x42\xbe\x18\x70\x69\ -\xca\x00\x1d\x6e\xcd\xe9\xfd\xbf\xe8\x67\xf4\x9f\xb6\x6d\x07\x99\ -\x4c\x46\x2f\x23\x30\x74\xf2\xab\x83\x60\xbc\x8b\x34\x19\x18\x18\ -\xe0\xf4\x31\xcd\xae\xad\x09\xfc\x40\x6f\x08\x31\x69\x70\x60\x57\ -\x92\xeb\xf3\x8a\x2b\x33\x00\xfa\x96\x9c\xbf\xfb\xd3\x7e\xf1\xf5\ -\x95\x88\x04\x4b\x6d\xfa\x26\x84\x90\x3a\xc0\xd3\x47\x66\x48\xb5\ -\xb5\x51\xf6\x96\x47\xd2\x7f\x46\xe7\xb8\xfb\xf6\xce\x35\x87\xef\ -\xe3\x47\x53\x5c\xbb\x61\xf2\xdd\xf7\x45\xb0\xba\x5e\x42\x71\x1e\ -\xf0\x01\x5f\xd6\xb5\xcf\x3c\x05\xfa\x39\x92\xfd\x3c\x76\x47\x9e\ -\x7d\x3b\x3b\xf0\x43\xdd\x14\x27\x0e\x6f\xe6\xed\xff\x4e\xb3\xa5\ -\xdb\x6c\xb9\xa7\x11\x1a\xd8\xd5\xab\xf8\x30\xdb\x05\xfe\x7c\x5f\ -\x4e\xed\x2b\xf4\x1b\x63\xe7\x6d\xdb\xae\xd4\x5d\x59\xab\x27\x41\ -\xb2\xb5\x77\x13\x7b\x77\xb6\x53\x72\x55\x4b\x00\x9c\x3a\xde\xc7\ -\x17\x17\x8b\x2b\xee\x6b\x44\xaa\xdd\xe4\xe1\xc1\x39\x30\x4c\x90\ -\x89\x13\x40\x17\x60\x0a\x80\xa1\xdf\x7d\xb9\x1b\xb8\x8b\xc4\x66\ -\x7e\xbb\x67\x86\x20\x84\xb2\x17\xb6\x44\x6d\x9c\x3a\xde\xc7\x85\ -\x4b\xe5\x15\xf7\x96\xbd\x90\xb9\x52\xc0\xf7\xb9\x32\x1a\x09\x89\ -\xcd\x60\xc8\xc1\x11\xef\xc1\x7d\x40\xa2\xe6\x03\x47\x01\xb0\x7a\ -\xe8\x4d\xcd\x53\x72\xd4\x9a\xff\xef\xa9\xe3\x7d\xbc\xf2\x4e\x8e\ -\x2d\x5d\xe6\xb2\xb5\xc9\x59\x97\x1f\x66\x0d\x3e\x9f\x18\xa8\x4f\ -\x5a\x0e\x38\x93\x60\x76\x1e\x02\xce\xd7\x08\x0c\x02\x6c\xeb\x54\ -\x68\x58\xa4\xe5\x7a\x48\x74\x24\x17\x27\xa7\xd9\x62\xc8\xe7\x13\ -\x3b\x17\xcd\x59\xf1\x24\x15\x00\x61\xed\x05\x92\x75\x02\x32\x41\ -\x77\xb2\x42\x71\x1d\xda\x37\x23\x01\xe0\xfa\x8a\x8b\xd7\x92\x80\ -\x89\x51\x2b\x55\x51\x30\x49\x41\xd5\x0f\x44\xb8\x07\x55\xff\x05\ -\x20\x12\xa4\xe2\x15\x4a\x5e\x9d\x40\x7b\x5c\xac\x9b\xc4\x33\x7f\ -\x9a\xe5\xdb\xd9\x9e\xc5\x59\x52\x83\x61\xd4\x49\x10\x6b\x07\xcf\ -\x31\x16\x9c\xb0\x96\x92\x4b\xbe\xc5\x0d\x87\x05\x2c\x1d\xae\xaf\ -\xf8\xea\xc7\xf8\x8a\x24\xde\x78\xbe\x67\x79\xc5\x6b\x5d\xf2\x44\ -\xdd\x02\xca\x25\xef\x24\x88\x89\x7a\xe2\x99\x2c\xd6\x77\x2e\xd5\ -\xaa\xd5\x38\xf2\x87\x15\x6a\x7f\x8d\x48\x50\x5a\x98\x8b\x2d\x34\ -\x13\xa1\x7b\xb8\xe0\xc5\x09\x74\xf3\x82\xb3\xc9\xf2\xab\x3c\x35\ -\x80\xb9\x6e\xe1\x00\x31\x01\x7e\x48\xb5\x54\x6b\x3f\x0b\xa8\x58\ -\x94\x84\xc6\x30\x24\x25\x27\xc0\x94\xb1\x16\xd5\x4e\x6c\x58\x73\ -\xb3\xa1\xe2\x38\x6e\x25\x2a\xd1\x5e\x16\x89\x5f\x95\xa6\xfc\x73\ -\x48\x09\x95\x19\x84\xe8\x5b\x77\x04\xac\xa6\xb9\x6c\xe4\x5e\x99\ -\x89\xbe\xf9\x0c\x49\xdc\x18\x80\xcd\xd9\xec\x08\xcf\x7d\x82\x33\ -\x75\xa7\x69\xf4\x12\x93\xad\x2f\xcb\x3b\xe6\xaa\xc2\xbb\x93\x7e\ -\xd3\xb3\x41\x08\x38\x53\xa0\x82\x71\x3b\xf9\xef\xcb\x80\x53\xb3\ -\xb7\x42\x05\x6f\x21\xb8\x73\xbe\x30\xcd\xcd\x03\xed\x2d\x09\x74\ -\x27\x1c\x20\x05\xc0\x13\xaf\xcc\x73\x53\xf7\xda\x2d\x95\x9d\x28\ -\x55\xff\x7f\x50\x7c\x0f\x49\x09\x70\x24\x40\x26\x93\xe1\xd8\x90\ -\x31\x9e\x13\xf6\x3d\x81\x57\xdc\xde\xdb\x9d\xa2\x2b\x19\x92\x88\ -\x35\xc7\x03\x76\x1b\xbf\x7f\x7d\xba\xe5\x7a\x33\x38\x9e\x22\x77\ -\xf5\x4a\x55\x7b\xe3\xaf\x7f\x04\xae\x01\x85\x46\x8f\xf3\x09\xdd\ -\xd3\xc8\xe4\x87\xd9\xcb\x13\x1c\xfe\xe5\xcf\x30\x65\xf3\xae\xfa\ -\xc5\xb3\x57\xd9\x14\x5f\xbb\xe6\x7e\x68\x90\xbd\x3c\x15\x25\x93\ -\xdc\xab\xc4\x29\x00\x85\x45\xfd\x40\x26\x93\xd1\xc7\xec\x58\x2e\ -\xa7\x6f\xcb\x87\x4a\xdc\x3f\x5d\xf0\xd8\xd3\x6f\x61\x99\x12\x53\ -\x1a\x1b\x86\x20\xe0\xe3\xb1\x3c\x65\xd7\x87\x4a\xfe\x65\xdb\x7c\ -\xe7\x03\x20\x07\x14\xd2\xe9\x74\xb8\x34\xb6\x02\x9b\xb3\xaf\x11\ -\x3a\xa7\x6f\x94\x2b\xbc\x3f\x92\xc7\xf7\x1c\xe2\xa6\xd8\x10\x7c\ -\xcf\xe1\xfd\x91\x3c\x37\xca\x95\xaa\x70\xf9\xf6\xdf\x23\xd3\xe7\ -\x81\x60\x59\x4f\x98\xc9\x64\xb0\x6d\x3b\xec\x67\x74\x34\xa7\xf7\ -\xcf\xf9\x4a\xde\xfb\xed\x84\x8b\xaf\x04\x3b\x36\x0b\xcc\x98\x20\ -\x26\x58\x15\x86\x0e\x18\xf9\xae\xcc\xa7\x17\x0a\xf8\x81\x6a\x14\ -\x9e\x03\xae\x03\x4e\xed\xd5\xd4\x34\x4b\x0f\x0f\x0f\x0b\xa0\x6d\ -\x24\x78\xe4\x6e\xac\xae\x97\x30\xe4\x50\xdc\x14\xfc\x7c\x5b\x1b\ -\xfb\xfb\x15\x3d\x3d\x9d\x48\xb9\x38\x1c\xc3\xd0\x67\x76\x76\x8e\ -\x0b\x57\x05\x3f\x4c\x96\xf1\x7c\x05\x2a\x18\xc7\xcd\xbd\x6a\xc7\ -\xdf\x3d\x1f\x69\x7e\x1d\x28\x37\xb6\xe5\x2d\xcb\x44\x44\x22\x01\ -\x74\x8f\xe8\x47\x9f\x46\x26\x4e\x60\xc8\xc1\xda\x7a\xd2\x82\xde\ -\xce\xaa\x0f\x4f\xcf\x05\x38\x95\x86\xc3\x2a\x18\x27\x28\xbe\x67\ -\xcb\xbf\xfd\x2b\x72\xb6\xe9\xc8\xec\xcb\x5e\x47\x2b\x3e\xcd\x86\ -\x87\x87\x8d\xa8\x5e\xb4\x03\x5d\x23\xde\x83\xfb\x30\x3b\x0f\x21\ -\xac\xbd\x08\x73\x0f\x5a\xd7\xcf\x6b\x3f\x4b\xe8\x65\xa9\xe4\x33\ -\x51\x92\x29\x01\x73\x11\x81\x12\x10\x34\x7b\xac\xae\xe9\x71\x1a\ -\x59\xc3\x8c\x2c\x92\x8c\x90\x88\xe6\xc4\x42\x32\xab\xb6\xda\x2e\ -\xe0\x44\x70\x57\x7b\x9c\xfe\x0f\x78\x7e\x48\xde\x43\xc7\x8c\x32\ -\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x09\x4d\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x04\x67\x41\x4d\x41\x00\x00\xaf\xc8\x37\x05\x8a\xe9\ -\x00\x00\x00\x19\x74\x45\x58\x74\x53\x6f\x66\x74\x77\x61\x72\x65\ -\x00\x41\x64\x6f\x62\x65\x20\x49\x6d\x61\x67\x65\x52\x65\x61\x64\ -\x79\x71\xc9\x65\x3c\x00\x00\x08\xdf\x49\x44\x41\x54\x78\xda\x62\ -\xfc\xff\xff\x3f\xc3\x40\x02\x80\x00\x62\x62\x18\x60\x00\x10\x40\ -\x58\xd1\x9f\xad\x0c\x0b\xff\x1f\x66\xf8\xff\xff\x20\xc3\xff\xd7\ -\x8b\x19\x66\x03\x85\x04\x3f\x2c\x64\x08\xfd\xbd\x8c\x61\xd3\xf3\ -\xe9\x0c\x59\x40\x3e\x37\x10\x33\x53\xc3\x2e\x80\x00\x82\xa3\xef\ -\x5b\x19\x14\x3f\xac\x63\x30\x06\x32\x59\x7e\x6f\x62\xb8\xf4\xff\ -\x13\x03\x28\x76\xfe\xff\x3f\x0e\x74\xc4\x7c\x86\xf3\x7f\x96\x33\ -\x7c\xfa\xff\x12\xe2\xa8\xab\x1d\x0c\x33\x81\xea\xc4\x40\x6a\x29\ -\xb5\x17\x20\x80\xc0\xe8\xc3\x7a\x06\xc1\xbf\x3b\x18\x2e\xfe\x3f\ -\xc9\xf0\xff\xcb\x5a\x86\x13\xff\x77\x01\x2d\x7a\x05\xc4\xff\x90\ -\xf0\x3b\x28\xfd\x96\xe1\xff\xa7\x19\x0c\xaf\xa7\xc7\x31\xe4\x00\ -\xb5\x0a\xbf\x9f\x00\x76\x34\x33\xb9\xd1\x09\x10\x40\x8c\x20\xe2\ -\xf7\x36\x86\x26\x16\x55\x86\x5a\x06\x19\x20\xe7\x33\x10\x83\xd2\ -\x25\x1f\x10\xdf\x01\xe2\xdb\x40\xfc\x16\x88\x7f\x01\xb1\x24\xc8\ -\x4a\x28\x7d\x89\x81\xe1\xc7\x0b\x86\xe7\xac\x7c\x0c\x92\x17\xae\ -\x33\x94\x9a\xb4\x33\xcc\x05\x8a\x7e\x02\xe2\xbf\xa4\x38\x00\x20\ -\x80\xc0\xf1\x58\x1b\xc1\xd0\xc4\x7c\x8f\x41\x8e\x41\x10\x29\x76\ -\x8f\x00\xf1\x05\x20\xfe\x02\x35\x92\x05\xea\x5c\x90\x03\x1f\x02\ -\xb1\x1c\x50\xc8\x84\x81\x97\x51\x03\xe8\xd6\x57\x0c\x6e\x4c\xbf\ -\x19\xae\x1e\xbe\x03\x96\xf9\x05\xf5\x02\x51\x00\x20\x80\xc0\xc1\ -\xf6\xf7\x0f\x30\xf8\x40\x6e\xbf\x0f\xc4\x3f\x80\xf8\x09\x10\xdf\ -\x43\x53\xc5\x0e\xc4\x6c\x40\x2c\x00\xc4\x0a\x50\x75\x77\x81\x6e\ -\xfa\x03\xb4\xf1\x03\x03\xc3\xea\x73\x60\x59\x41\x52\xa3\x02\x20\ -\x80\x98\x7f\x6d\x64\x48\x62\xf8\xc7\xe0\xc4\xc2\xcd\x20\x0a\x0e\ -\x5a\x56\x88\x0f\x7f\xbc\x64\xf8\x31\xf9\x20\xc3\xc6\xaa\x8d\x0c\ -\xab\x97\x9c\x66\xd8\xf5\xe2\x2b\xc3\x4d\x0e\x1e\x86\xbf\x52\xd2\ -\xc0\x88\xe2\x80\x3a\x84\x13\x88\x3f\x02\x73\x0d\xd0\x4a\x45\x66\ -\x06\xee\x55\xe7\x18\xf6\x03\x45\xde\x91\x12\x0d\x00\x01\xc4\xf8\ -\x77\x2b\xc3\x43\x26\x09\x60\x80\xfe\x87\x06\x3f\x03\x24\x24\xea\ -\x26\x33\x2c\x69\xde\xce\xb0\x0f\x1a\x16\x6f\xa1\xc1\xca\xdd\x91\ -\xce\xe0\x94\x19\xcd\x50\xc2\x27\x06\x4c\x0d\x5c\xd0\x00\xff\xcd\ -\xc0\xf0\x0a\x18\x65\x2f\xee\x32\xbc\x7c\xf3\x99\x61\x65\x93\xc4\ -\xde\x35\x07\x6b\x9d\x4f\x41\x64\x80\xde\xc3\x03\x00\x02\x88\x89\ -\xe9\x27\xd0\x72\x46\x68\xc0\x7d\x87\x62\x60\xb0\x8a\xf3\x82\x45\ -\x40\x71\x7a\x1d\x88\x6f\x41\x93\xe3\xd5\x8a\x99\x0c\x0b\xfc\x8b\ -\x19\x42\xbe\xfc\x65\x78\x0d\x8e\x16\x31\x48\x48\x88\x01\xf3\x82\ -\x5e\x18\x83\xb8\x94\x28\x43\x9e\x94\x8c\xc0\x36\x97\x05\x2f\xee\ -\xd9\xb5\x9d\xcc\x07\xca\xf2\xe2\x2b\x33\x00\x02\x88\x09\xec\x83\ -\xb7\x50\xfc\x15\x1a\xb7\xc0\x1c\xe0\xa5\xc3\x60\x06\xf5\xc1\x0f\ -\xa8\x3f\x7f\x41\x55\xbc\xe2\x4f\x39\xf5\x7b\xda\xdb\x35\xbf\xc1\ -\x0e\x00\x45\x87\x10\x54\x15\x50\x16\x18\x32\x0c\x3c\x9c\x9b\x79\ -\x0e\xda\x8a\x49\x31\x73\x0a\xe5\x0a\x69\xd8\xe9\x03\x65\xb8\x60\ -\x39\x0e\x1d\x00\x04\x10\xe3\xff\x15\xc0\xa0\xfd\x0c\xe5\xb1\x42\ -\x52\x37\x18\x3c\x63\x60\xd8\x7e\x82\x61\x9e\xd7\x14\x86\x46\x08\ -\x0f\x14\x2e\x10\x10\xb1\xe7\xfb\x83\xfd\x12\x6c\xf2\x7d\xe2\x49\ -\x0c\x51\xc2\x0b\x21\xce\x3c\xca\xc0\xf0\x0d\xe8\x89\xb3\xc7\xf8\ -\x18\x92\x4c\x2f\x32\xbc\x17\x13\x65\xe0\x62\x64\x64\x90\xb9\xfc\ -\xea\xf5\xdf\x37\x6f\x76\x30\x73\x0a\x8a\x3c\x39\x38\x2b\xf3\xf1\ -\xae\xae\xe7\x50\x8f\x81\x73\x0a\x40\x00\x31\xfd\x63\x04\xa6\x7f\ -\x6e\xa8\x1b\x39\xa0\xd9\xee\x07\x24\x91\x79\x9a\x33\x24\x6d\xad\ -\x60\xc8\x84\xa6\x6e\x70\x30\x46\x6f\x7e\xaf\xf8\xe8\x39\xb3\xfc\ -\xcb\x0f\x4c\x0c\xab\x7f\x04\x20\xfc\x05\xd4\xf3\x0e\x68\xf4\xb6\ -\xff\xd1\x0c\x9c\x17\xbe\x30\xc8\x1d\x78\xc2\x20\x75\xe9\x03\xc3\ -\x07\x59\x21\xd1\x87\x76\xda\xb1\x77\x4c\x24\x3d\x45\xcd\x12\xf6\ -\x00\x55\xca\x40\xf3\x13\x18\x00\x04\x10\xd3\xdc\x3d\x0c\x2e\x5d\ -\x9b\x19\x2a\xb6\x9d\x67\xd8\x0a\x16\xf9\x8b\x14\xe8\x40\x87\x79\ -\x59\x32\x54\xdc\x58\xc0\x30\x25\x3b\x98\x41\x19\x14\x46\xbf\x7f\ -\xfc\x54\xfe\x09\x0a\xb1\xbd\xc0\x12\xf4\xa7\x00\xc4\x94\xbb\x10\ -\x3d\x12\x12\x0c\x0c\xb1\xfc\xd3\x19\xe2\xff\xd5\x32\x30\x03\x63\ -\xfe\xef\xaf\xcf\x0c\xa2\xcf\x3e\x32\x28\x7e\xfa\xc3\xf0\x8b\x8d\ -\x85\xe1\xef\xcf\x1f\x20\x2f\x2a\x43\xd3\x05\x18\x00\x04\x10\xf3\ -\xe6\x73\x0c\xef\xf7\x5c\x61\xb8\x6f\x20\xcb\xf0\xc1\x5a\x81\x21\ -\x18\x1c\x30\x7f\x90\x30\x30\xb0\x44\x04\x19\xb4\xdd\x9c\x19\x12\ -\x73\x52\x18\x8c\x24\xb9\x6e\x28\xf1\x88\x88\x18\x59\xa9\x6c\x66\ -\x28\x52\xed\x62\x90\xb8\xfb\x02\x52\x60\x01\xd5\x32\x01\xd3\xbb\ -\xa8\x08\x30\x20\x5f\xdc\x60\xd8\x25\x9d\xf7\x83\x8d\x9f\x83\x05\ -\x94\x4e\xb8\xfe\xfd\x63\x10\x60\x61\x63\xf8\xf0\x8b\x95\x8f\xe5\ -\xcb\xaf\x87\x5f\x1f\x9f\xba\x02\x2b\x73\x01\x02\x88\x11\x9a\x38\ -\x98\xbf\xcd\x60\x58\xc8\x29\xc0\x10\xc5\xf0\x0d\x4f\x9e\xe1\x87\ -\x46\x06\x28\xff\xff\x04\xe2\x97\xd0\x64\x09\x2b\x53\xe5\x81\xf8\ -\x0d\x03\xc3\xc1\xfd\x0c\x3f\x3c\x56\xcb\x76\xe8\x55\xcd\xf3\xe0\ -\x57\x37\xb0\x00\x49\xf3\xfe\x63\x63\x38\xc1\xce\xc5\xc0\x7c\xf1\ -\x0d\x03\xeb\x93\x37\xb7\x3f\x9f\x5f\x13\xfb\xfa\x40\xe3\x45\x80\ -\x00\x62\x82\x26\x86\x3f\xec\xcc\x0c\x36\xe0\x74\x2f\x02\x8d\x02\ -\x50\xa1\x04\xd2\x2a\x0a\xe5\xff\x80\x5a\x78\x03\x88\xcf\x03\xf1\ -\x35\x68\xce\x81\xc9\x29\x43\x12\xf0\x23\x60\x36\x3e\xfb\x88\xe1\ -\xdc\x8f\x57\x8f\x1f\x9c\x2a\x70\x2d\xff\xfb\xfd\xe9\x6e\x4e\x09\ -\x2e\x86\x7f\x12\x2c\x0c\x9a\x40\xdb\x1e\x1b\x48\x30\x3c\x37\x57\ -\x56\xe5\x90\xb2\x6c\x01\xea\x90\x06\x08\x20\x78\xb1\xf9\xe7\x37\ -\xc3\xe7\xff\x20\x03\x2d\x81\x2e\x72\x00\x9a\xc9\x01\xb5\x1c\xe4\ -\x08\x33\xa8\x33\xf1\xe0\x7b\x87\x21\xf8\xec\x1e\x86\x17\xc5\x9b\ -\x19\x56\x40\xcb\x90\x1b\x77\x97\xf4\x16\xb2\x72\xff\x7b\xc9\x2e\ -\xce\xc1\xc0\xc1\xce\x04\x0e\xb9\xbf\x9f\x81\x34\x9b\x90\x11\x28\ -\xcc\x00\x02\x08\xee\x80\xea\xf5\x0c\xfe\xaf\xf7\x33\xdc\xfd\xfd\ -\x14\x58\xa5\x01\x0d\xda\xbf\x9a\xe1\xfc\x4b\xa0\x31\x3f\xde\x43\ -\x43\x05\x19\x00\x1d\xc9\xe0\x03\xc5\xec\x10\x21\x16\xa0\xc1\x17\ -\xf7\x31\xbc\xc8\x5e\xcf\x30\x05\x6a\x39\xa8\x04\x7d\xf7\x70\xdd\ -\xe2\xdb\xbf\xde\xbf\x5e\xcd\xc8\xcc\x04\xac\xcf\x18\xc1\x89\x5b\ -\xe4\xe2\xdd\x1f\x6f\x0f\xd5\x2f\x00\xe5\x06\x80\x00\x82\x97\x50\ -\xc7\xee\x31\x7c\x53\x12\x61\xb8\xcb\xf1\x9c\x41\xb9\x64\x39\xc3\ -\xe2\xea\xcd\x0c\x3b\x9e\xbd\x66\x38\xae\xf8\x96\x41\x5d\x44\x89\ -\x81\x9f\xe5\x29\x34\xa4\x80\xb9\xe4\x33\xb0\xb0\xf9\x0b\xcc\x00\ -\x6c\xb2\xd0\x5a\xf2\x11\x30\xf7\x02\xa3\xe1\xea\x3f\x83\x3f\x1b\ -\x6f\xf3\x6c\xfd\xf5\xe5\x1d\x28\x59\x3e\x86\xe6\xa5\x7f\xca\x31\ -\xa9\xcc\x82\x1c\x62\x91\xf7\x5f\x31\x32\x3c\x05\x66\x73\xb6\x77\ -\x3f\x58\x58\x7f\x71\xff\xf8\x7e\x77\xc3\x4e\x80\x00\x62\x44\x6b\ -\x1b\x70\x42\xf3\xa9\x08\xb4\x44\xf8\xb4\x29\x95\xa1\xca\xa9\x88\ -\x21\x15\x5c\x4d\x00\xd3\xed\xbd\x5d\x0c\x0c\x3b\xcf\x31\x9c\x57\ -\x52\xe4\xd7\xb4\xaf\xfc\xc8\xc1\x01\x6c\x1f\x7c\x3c\xce\xc0\xb0\ -\x6e\x9d\x01\x43\xbb\xf6\x2e\x06\x25\x76\x96\x6f\x6c\x5f\x9f\x6d\ -\x60\xf8\xf3\x75\xd5\xe6\x4c\xf3\x9d\xc9\xbb\xdf\x69\x33\x71\xb1\ -\x26\x7f\xf9\xcf\x93\xb9\x0e\x18\x2e\x3f\xa1\x35\x03\xcf\xf5\xe7\ -\x0c\x4c\x87\x56\xf6\x02\x04\x10\x72\x93\xea\x3f\x34\x39\x01\xfd\ -\xc3\xf0\x02\x56\xcd\x08\x70\x32\x7c\xf8\xcf\x0a\x49\x64\x5f\x81\ -\xd5\xf4\x8d\xfb\x0c\x1f\xfa\xef\x98\xee\x33\xb1\xae\x31\x94\x5c\ -\xec\xcf\x00\x72\xc0\xc5\x73\x0a\x0c\x55\x6a\xeb\x19\x5e\xfc\x15\ -\x65\xb8\xfd\x8d\x81\x4b\x96\x93\x2f\x4a\x98\x83\x21\xca\x6d\xfb\ -\x5f\x86\x9b\xbf\x18\x19\xde\x7e\x62\x64\xb8\xfe\x1e\x6a\x0b\x0b\ -\xa4\xc4\xfd\xfb\x9f\x89\xe1\xcf\x9b\x4b\x7f\x01\x02\x08\xbd\x4d\ -\xf7\x0f\x29\x5d\x83\x01\x30\x68\x2f\x9c\xe9\x65\xb8\x2d\x20\xc7\ -\xa0\xfa\x1d\x98\xc5\xba\x0f\x30\x2c\x62\x77\xcc\x16\xdb\xaf\xe0\ -\x0a\xcc\xef\x0d\x0c\x2f\x1e\xcb\x33\x6c\x37\x49\x80\x64\xd1\xd7\ -\x10\x9d\x8f\x7f\x31\x33\x3c\xfe\x84\x23\x2b\x4b\x03\x83\xfa\xff\ -\x5f\x06\xb6\x7b\x4f\x7e\x7c\x7d\x77\xf5\x23\x40\x00\x31\x12\x51\ -\x65\x73\x42\x6b\x08\x15\x73\x39\x06\xf5\x93\x8f\x18\x1e\x69\x25\ -\xcc\x55\x62\xb2\xf6\xef\xbc\x62\x24\xcc\xc0\xfc\xf1\x1f\x83\xf0\ -\xeb\xaf\x0c\x6f\xe5\xb9\x19\xfe\xb2\x32\x41\x92\xde\x2b\xdc\x86\ -\xf1\x3e\x7a\x00\x2c\x42\x3f\xff\xf8\xb1\xa5\x68\xd6\xef\xa7\x7b\ -\x0e\x03\x04\x10\x31\x4d\x6b\x50\xd4\x80\x8a\xa7\x37\x4f\x3f\x82\ -\x5b\x89\x8f\x5f\x5f\xd8\x74\x46\x54\xda\xea\x93\x00\x8b\x88\x93\ -\xd4\x95\x17\x3f\xfe\xee\x5c\xba\x53\xe2\x83\x98\xec\x4f\x71\x0e\ -\xd6\x5f\x6c\x6c\x90\x26\x09\x03\xb4\xe5\x64\x01\x2d\xa0\x9e\x40\ -\xc2\x97\xf5\xd1\x7b\x86\x3f\xc7\x66\x6f\xfc\x75\x67\xe9\x01\x50\ -\x55\x0f\x10\x40\xc4\x3a\xe0\x37\xb4\xcc\xfb\x08\x2d\x42\x7f\xbe\ -\x3e\xb3\xe2\xb2\xa8\xa8\x25\xc7\xbd\x85\x71\x8b\xde\x9e\x5f\x79\ -\xe6\xcb\x8d\xdd\x1b\xa5\x99\x9d\x1c\xde\x69\x02\x4b\x9d\xb7\x10\ -\x8d\x7c\x2f\x5f\x33\xb0\xbe\xfa\xca\xf0\x4b\x0d\x98\x84\x79\x80\ -\x41\xff\x01\x18\xf4\x97\x1e\xfc\xf8\x79\x79\xca\xba\xff\xdf\x9e\ -\x81\x72\xca\x2d\x80\x00\x22\xb5\x5d\x0f\x2b\x7a\x40\x69\xe5\xc3\ -\xcd\x39\x41\x2d\xd0\x1c\xf3\xeb\xc7\xeb\x1b\x5f\xff\xfe\xf9\xfb\ -\x80\x41\x0d\xc8\x57\x04\xda\xb7\xff\x1d\x03\xeb\x86\x0d\xc7\xfe\ -\xfd\x63\xfa\xcb\xc9\xe6\x6f\xfb\x53\x8b\x8f\x81\xf3\xf4\x3d\x86\ -\x9f\xa7\xdb\x97\xfc\x7d\x73\x06\x54\x9e\x82\x32\xf6\x17\x80\x00\ -\xa2\xa4\x63\x01\xaa\x37\xdf\x43\x43\x04\xc4\xfe\xf3\xef\x1f\xf3\ -\x6f\xfe\x43\x6f\x18\x7e\xf3\xb1\x30\x70\x1d\xbe\xf2\xe2\xed\x89\ -\xa6\x4d\x7f\x3f\x3f\xb9\xcd\x27\xa6\xa7\xce\xbc\xf0\xd5\xc7\x9f\ -\xb7\x17\xed\xfb\xfd\x60\xcd\x51\x68\xeb\x0a\x94\x52\xfe\x00\x04\ -\x10\x23\x03\x15\x01\xbf\x51\xa6\x22\x13\x87\x90\x1f\x13\xb7\x9c\ -\xd3\xb7\xbb\x5b\x2e\x7f\xbf\xb7\xf9\x14\xb4\xf6\xf8\x07\x4d\x11\ -\x6c\xd0\xd4\xf0\x08\xda\x87\xf8\x07\x10\x40\x54\x75\x00\xb4\x60\ -\x16\x86\xd6\x22\x6c\xd0\x16\xf2\x73\x68\x08\xf1\x42\x0b\x3b\x58\ -\xc3\x0f\x5c\x24\x01\x04\x10\xb5\x1d\x00\x6b\xde\xb2\x41\x2b\xe8\ -\xdf\x84\x5a\xc6\x00\x01\x06\x00\x7b\x3f\x43\x8c\xbc\x68\x11\x63\ -\x00\x00\x00\x00\x49\x45\x4e\x44\xae\x42\x60\x82\ -\x00\x00\x06\xf7\ -\x89\ -\x50\x4e\x47\x0d\x0a\x1a\x0a\x00\x00\x00\x0d\x49\x48\x44\x52\x00\ -\x00\x00\x20\x00\x00\x00\x20\x08\x06\x00\x00\x00\x73\x7a\x7a\xf4\ -\x00\x00\x00\x06\x62\x4b\x47\x44\x00\xff\x00\xff\x00\xff\xa0\xbd\ -\xa7\x93\x00\x00\x00\x09\x70\x48\x59\x73\x00\x00\x0b\x13\x00\x00\ -\x0b\x13\x01\x00\x9a\x9c\x18\x00\x00\x00\x07\x74\x49\x4d\x45\x07\ -\xd4\x07\x18\x0f\x35\x31\x9a\x45\xd2\x48\x00\x00\x06\x84\x49\x44\ -\x41\x54\x78\xda\xc5\x96\x6d\x8c\x15\x57\x19\xc7\x7f\xe7\xcc\xcc\ -\x99\x99\xfb\xb2\x5c\x70\x0b\x05\x8a\x2c\xd2\x02\x9a\xb6\xae\x14\ -\xd7\x20\x6d\xb2\xdb\x6a\x1b\x5b\x09\x60\x0a\xb5\x69\x94\x6d\xfc\ -\xa0\x7e\x30\x85\xd0\x54\x13\x9b\x42\x10\x93\x42\x82\x48\xf8\xa0\ -\x46\xeb\xee\x52\x52\xb2\xd2\x16\xb6\x0d\x16\x68\x52\xa8\x52\x8d\ -\xa0\xb0\xd1\xf0\x26\x95\x2e\x94\xe5\x75\x61\x2f\xcb\x72\xef\x9d\ -\xb9\x33\xe7\xf8\x61\xd8\xcb\x5a\x40\xef\xa5\x4d\x7c\x92\x93\x99\ -\x9c\x9c\x39\xcf\xef\xf9\x3f\xe7\x79\xe6\x08\x6e\x62\xdb\xb7\xbf\ -\xd7\x6a\x59\x66\x8e\x94\x34\xfb\xbe\x9b\xf3\x3c\x45\x14\x45\x0c\ -\x0e\x16\xd0\x9a\x5d\x5a\xd3\xa5\xb5\x6c\x7f\xe4\x91\x59\x79\x3e\ -\x86\x89\x8f\x4e\x74\x75\xbd\xdb\xac\x94\x6e\xd3\x44\x0d\x11\x12\ -\x37\x95\xc6\x18\x83\x94\x12\x29\x25\x5a\x6b\x6c\x01\x71\x39\x80\ -\x28\xcc\x47\x91\x5c\xfb\xe8\xa3\x0f\x2e\xfb\x44\x00\x5e\x7b\xed\ -\xed\x65\x8e\x8a\x97\x96\x85\x45\x2a\x93\x21\x93\x49\x55\x1c\x4b\ -\x01\x52\x4a\x84\x14\x08\x04\x61\x39\xa2\x58\x28\x12\x0c\x5e\x22\ -\x0a\xc2\x5d\x41\x60\xcd\x7b\xfc\xf1\x87\xf3\xb7\x0c\xb0\x71\xe3\ -\xef\x97\x39\x6e\xb4\x54\x78\x59\xea\xeb\x73\xd8\xb6\x8d\x63\x5b\ -\x58\x96\x85\x10\x02\x21\x04\xa5\x20\x44\x39\x36\xd2\x92\xd8\x96\ -\xc4\x18\x43\xa9\x14\x72\xf1\xec\x19\x0a\x97\x07\xba\x8b\x45\xbb\ -\xe5\xa9\xa7\xbe\x5e\x13\x84\x04\x68\x6b\xeb\x6a\x36\x14\x96\xe2\ -\x66\xa8\xaf\xcf\xe1\xb9\x8a\x54\xca\xab\x0c\xcf\x53\x78\x9e\x22\ -\x9b\xf1\x09\xc2\x32\x61\x10\x12\x86\x11\x52\x4a\xb2\xd9\x34\x63\ -\x26\x4c\xc0\xf1\xfc\x46\x21\x0a\x4b\x6b\x55\x40\x02\x18\x53\x68\ -\x93\xfe\x35\xe7\xbe\xef\x92\xf2\x3d\xd2\x69\x9f\x74\xca\x27\x93\ -\x4e\x51\x2c\x06\xa4\x52\x1e\xb9\x11\x19\x1c\xe5\x60\xd9\x16\x5a\ -\x6b\x00\xb2\x69\x9f\x09\x93\x26\x61\x30\x8b\x5e\x7a\x69\x63\x73\ -\x4d\x00\xeb\xd6\xbd\xd2\x6a\xa4\x6e\xc8\x8d\xbc\x2a\xbb\x72\x50\ -\x2a\x89\xd8\x77\x5d\x52\xae\x22\xe5\x2a\x94\x63\x13\x04\x65\x32\ -\xe9\x14\xae\x72\x70\xaf\xae\x93\x52\x22\xad\x44\x89\x4f\x4f\x6a\ -\x40\xeb\xd2\x33\x35\x01\xc4\x71\x69\x8e\x4a\x65\xf0\x7d\x17\xcb\ -\xb2\x70\xec\x64\x28\xdb\x46\xd9\x36\x9e\x52\x78\x4a\xe1\x28\x07\ -\xad\x75\xc5\xb9\xeb\x5e\x1b\x52\x4a\x1c\xe5\x30\x7a\xec\xed\x84\ -\x61\x38\x77\xf5\xea\x5f\xe7\x6a\x00\x28\x36\x8f\xaa\xaf\x47\x4a\ -\x89\x25\x93\xc3\x36\x74\xf2\x2d\xcb\xaa\x44\xa9\xb5\xc6\x71\x1c\ -\x04\x02\x47\x39\x38\xb6\x83\xb2\x6d\x1c\xcb\xc2\xb1\x2c\x2c\x21\ -\x48\xa5\x52\x8c\xc8\x8d\x00\xc2\xc6\xaa\x01\x5c\xd7\xce\x59\x96\ -\xf5\x1f\x75\x6e\x30\xc9\xd3\x18\x4a\x41\xc8\xe9\xbe\x0b\x38\xb6\ -\x95\xc8\xee\x24\x4e\x6d\x2b\x01\x1c\x3e\x6c\x4b\x52\x7f\x5b\x3d\ -\x61\x58\xaa\x1a\xc0\x76\x5d\x85\x6d\xdb\x08\x21\x40\x40\xac\x0d\ -\x67\xcf\xf5\x93\xf2\x15\x8e\xed\x60\x30\x38\x8e\x83\x52\x36\x75\ -\xe9\x14\x71\x1c\x5f\xeb\x0d\x90\x7c\x07\x18\x63\xd0\x24\xdf\x47\ -\x51\x58\x7d\x0a\x2e\x5c\xe8\x27\x8e\xe3\xa4\xd6\x11\xd8\x96\x24\ -\x9b\xf1\x89\x22\x4d\x14\x47\x49\x64\xb6\x24\xe3\x79\x58\x96\x45\ -\xa4\x35\xb6\x94\xd8\xf2\x06\x0a\x48\x89\x8e\x23\x82\xa0\x5c\x75\ -\x2f\xb0\xfb\xfa\xf2\x84\x61\x88\xbc\xda\x92\x2e\x0d\x5c\x61\x44\ -\x5d\x9a\x51\xa3\xea\x90\x42\x56\x24\xd7\x40\xa1\x54\xaa\x38\x96\ -\x52\x26\xe7\xe5\xea\x46\x1a\xd0\x5a\x73\xe2\xf8\x09\x4a\xa5\xa8\ -\xbb\x6a\x05\x8a\xc5\x78\xcb\xc5\xf3\xe7\x2a\xdd\xce\xb1\x2d\x0a\ -\x85\x12\xf9\x4b\x83\x5c\x29\x14\x29\x14\x4b\x14\xc2\x90\x28\x8a\ -\xae\x49\x2f\x25\x96\x10\x89\x12\xb6\x5d\x89\x3e\x0c\x42\xde\x3f\ -\xfa\x3e\x41\x60\xaa\x07\xb8\x72\x85\xae\xa3\x87\x0e\x11\x96\x23\ -\x10\xa0\x5c\x55\x81\x11\x42\x54\x7a\xff\x50\xae\x87\xe6\x87\xaa\ -\x64\xb8\x22\x07\x0f\x1c\x24\x0c\xc3\x2d\xeb\xd6\xfd\xa4\xea\x14\ -\xc8\xf6\xf6\x9f\xb6\x9f\x3c\x71\xbe\xa7\xe7\x58\x0f\x46\x9b\xca\ -\xe9\x96\xe2\x26\x6d\x73\xe8\x27\x32\x1c\x44\x08\x4a\xc5\x12\x6f\ -\x6d\x7d\x8b\x42\x81\xb5\x35\xb7\xe2\x62\xd1\x5d\xfc\x97\xdd\xef\ -\x91\xcf\x0f\x00\xe0\xfb\x6e\x25\xe2\xe1\xa6\x87\xbd\x1b\x63\x30\ -\xc6\x10\x69\x4d\x6c\x0c\xaf\xbe\xfa\x3a\x4a\x79\x4c\x9c\xf8\xd9\ -\x39\x35\x03\x74\x76\xae\xda\xd2\x77\x2e\xfe\xf9\xf6\x37\xba\xe8\ -\xef\xbf\x84\x31\x06\xa5\x92\x54\x18\x6d\x30\x98\x8a\x43\x63\x92\ -\x1e\xa1\xb5\x26\x8e\x63\xe2\x38\x66\x7d\xc7\x06\x7a\x3e\xe8\xe1\ -\xee\xbb\x67\x30\x30\x50\xcc\xdd\xf2\x7d\xe0\xc9\x27\x9f\x5d\x73\ -\xdb\x18\x7b\x51\xcb\xc3\x0f\x71\xd7\x94\xc9\xf8\x9e\x9b\x48\x6c\ -\x27\x9d\x6e\x28\xe7\x43\xf9\xef\xbf\xd8\x4f\xd7\xe6\x2e\xfa\xce\ -\xf7\x73\xff\xfd\xcd\x1c\x3f\x7e\x9e\x6c\x36\x95\x1f\x3d\x7a\xe4\ -\x5a\x7f\xdf\xa2\x89\x22\xcc\xe7\x67\xfe\xf8\xe0\xe2\x9a\x6e\x44\ -\x0b\x16\xfc\x70\xae\xe7\x95\xd6\x4c\x9a\x3c\xba\x61\xfa\x17\x67\ -\x30\xed\x73\xd3\x50\x2a\xf9\x19\x0d\x55\xc0\xe9\x93\xbd\xec\xfb\ -\xeb\x3e\xf6\xef\xdb\x8f\x31\xe9\xf6\x59\xb3\x1e\x68\x3d\x76\xac\ -\xb7\x67\xe6\xcc\x7b\x1a\x8a\xc5\x80\xcc\x87\x1b\xc8\x0d\xbe\x83\ -\x29\x17\xb8\x58\xcc\xb6\x3f\xb8\xfc\xd0\xd3\x55\x03\x0c\xd9\x13\ -\x4f\x3c\xd7\xea\x38\xe5\x85\xb6\x1d\x35\x8f\x1e\x33\x92\x6c\x5d\ -\x9a\xb8\x5c\xe6\xcc\x99\x3e\x4a\xa5\xb8\x3b\x8a\xec\x5d\xe5\xb2\ -\xb3\xb6\xb3\x73\x55\xcf\xf3\xcf\xff\xa2\x71\xc5\x8a\xef\x77\xaf\ -\x5c\xd9\xb1\xf9\x1e\x77\xf7\xdc\xb1\x99\xb3\x7c\x66\xa2\x47\xd8\ -\xbb\x87\x0f\x4e\x94\x39\x7f\xa5\xae\xfd\xb1\x95\x37\x86\x10\xd5\ -\xe4\x69\xfe\xfc\x1f\x35\x00\x0d\x00\x9b\x36\xbd\xb8\xeb\x66\xeb\ -\x5e\x79\x66\xfa\xe6\x29\x8d\x77\xcd\x6d\xfc\xc6\xf7\x28\x9f\xfa\ -\x1b\x61\xef\x1e\xc2\xde\xbd\x1c\xf9\x57\x99\xd3\x97\xb2\xed\xf3\ -\xd7\x5e\x0f\x61\x57\x03\xb0\x69\xd3\x8b\x3d\x40\xcf\xff\x5a\x17\ -\x87\x85\x86\x9c\xdf\x87\x15\x9e\x80\x71\xf7\x5d\x8d\x4f\x30\x95\ -\xbd\x84\x87\x07\x5a\x3b\xbe\x3b\x8d\x85\xbf\x3a\xfc\xf4\xcd\x4a\ -\x3b\x29\xc1\x3f\x61\x86\x46\xad\xd7\xab\xb0\x4c\xcb\x3b\x3b\x7a\ -\xbb\x8f\xec\x58\x8f\x15\x1c\xc7\x19\x37\x1d\x35\xfe\x4b\xa8\xf1\ -\x4d\xdc\x3b\xcd\x65\x4c\xf6\x72\xeb\x2f\x5b\xa7\xb5\xfd\x57\x00\ -\x80\x37\xef\x7c\x01\xfe\x5c\xfb\x15\xfb\x3b\xbf\x39\x9c\x0f\x42\ -\xd3\xb2\x6d\xeb\xc9\xee\x03\xdb\x3a\xb0\x82\x9e\x04\xe2\x8e\x26\ -\x9c\x3b\x9a\x98\x71\xaf\xc7\xb8\x11\x97\x5b\x7f\xf6\xcd\xa9\x6d\ -\xd7\x01\xdc\x28\x6a\x7f\x35\xc6\x5f\x5d\x9b\x12\x3f\xd8\x70\x24\ -\x1f\x94\x69\x79\xa3\xeb\x54\xf7\xdf\xb7\x76\x60\x95\x8e\xa1\xc6\ -\x26\x4a\x38\xe3\x9b\xf8\xf2\x7d\x3e\x13\x3e\x35\xd8\xba\x62\x5e\ -\x02\x21\x86\x03\xbc\x79\xe7\x0b\xd7\x6d\x38\xfb\xe5\xe5\x14\x97\ -\x54\x77\x58\x87\xdb\xb2\xd9\x53\x73\xb1\x36\x3b\xe7\xce\x1b\xdb\ -\x38\x7d\xf6\xb7\xd1\xfe\x64\xc2\x53\xdd\x84\xbd\x7b\x28\xf7\xee\ -\x61\xc7\xee\x22\x07\x3e\x4c\xb7\x8b\xe1\xd1\x02\x30\x33\x49\xc1\ -\xec\x97\x97\x57\x36\xbb\x15\x00\x80\xe7\xbe\x3a\x25\x67\x0c\x3b\ -\x17\x2c\xb8\xbd\x71\xc6\x9c\x6f\xa1\xfd\x29\x84\xa7\xf7\x13\xf6\ -\xee\xe1\xe4\x3f\xf6\xd2\xb1\xcd\xbf\x96\x82\xe2\x12\xc4\x47\x1d\ -\xdd\x68\xae\x16\x5b\xf5\xf6\x3f\xf3\x06\x5a\x3a\x7f\x77\xa6\xfb\ -\x8f\x9d\xeb\x91\x85\x23\xa8\xb1\x5f\xe0\xa2\x99\xcc\xa6\x3f\xd4\ -\x31\xaa\x69\xe1\xf5\x9b\x0f\xcf\xf9\xc7\x71\x3e\xdc\x9e\xfd\xca\ -\x94\x1c\xb0\x73\x46\x53\x7d\xe3\x03\x73\xbe\xc6\x6f\xd7\x6c\xe3\ -\xf3\xf3\x96\xb0\xed\xdd\xa3\xf9\x4f\xc4\x41\x2d\x10\x5a\x38\x8d\ -\xa3\x9a\x16\x72\xfc\x5c\x39\x9f\xcf\x5f\x5e\x2c\x8c\x31\xfc\x3f\ -\xed\xdf\x59\x90\xa8\x1e\xb1\x5a\x60\x2b\x00\x00\x00\x00\x49\x45\ -\x4e\x44\xae\x42\x60\x82\ -" - -qt_resource_name = "\ -\x00\x05\ -\x00\x6f\xa6\x53\ -\x00\x69\ -\x00\x63\x00\x6f\x00\x6e\x00\x73\ -\x00\x08\ -\x0c\x33\x5a\x87\ -\x00\x68\ -\x00\x65\x00\x6c\x00\x70\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0f\ -\x01\x7b\x78\x87\ -\x00\x72\ -\x00\x65\x00\x6c\x00\x6f\x00\x61\x00\x64\x00\x5f\x00\x70\x00\x61\x00\x67\x00\x65\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0e\ -\x08\xc8\xc2\x27\ -\x00\x70\ -\x00\x6c\x00\x61\x00\x79\x00\x65\x00\x72\x00\x5f\x00\x66\x00\x77\x00\x64\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0f\ -\x0c\x17\xa8\x27\ -\x00\x75\ -\x00\x72\x00\x61\x00\x70\x00\x69\x00\x76\x00\x5f\x00\x74\x00\x65\x00\x78\x00\x74\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0c\ -\x05\x68\x0e\x67\ -\x00\x66\ -\x00\x69\x00\x6c\x00\x65\x00\x73\x00\x61\x00\x76\x00\x65\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x11\ -\x08\x69\xdd\xa7\ -\x00\x69\ -\x00\x6d\x00\x70\x00\x6f\x00\x72\x00\x74\x00\x5f\x00\x76\x00\x65\x00\x63\x00\x74\x00\x6f\x00\x72\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\ -\x00\x10\ -\x03\x05\x50\x67\ -\x00\x70\ -\x00\x6c\x00\x61\x00\x79\x00\x65\x00\x72\x00\x5f\x00\x70\x00\x61\x00\x75\x00\x73\x00\x65\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0e\ -\x01\x58\xc2\xc7\ -\x00\x70\ -\x00\x6c\x00\x61\x00\x79\x00\x65\x00\x72\x00\x5f\x00\x65\x00\x6e\x00\x64\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0a\ -\x0a\xc8\xf7\x27\ -\x00\x66\ -\x00\x69\x00\x6c\x00\x74\x00\x65\x00\x72\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0c\ -\x0b\x21\x0f\x87\ -\x00\x66\ -\x00\x69\x00\x6c\x00\x65\x00\x6f\x00\x70\x00\x65\x00\x6e\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0c\ -\x08\x03\xcb\x27\ -\x00\x76\ -\x00\x69\x00\x65\x00\x77\x00\x6d\x00\x61\x00\x67\x00\x2d\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0e\ -\x0d\xd9\xc2\x47\ -\x00\x70\ -\x00\x6c\x00\x61\x00\x79\x00\x65\x00\x72\x00\x5f\x00\x72\x00\x65\x00\x77\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x10\ -\x07\x02\x48\x27\ -\x00\x70\ -\x00\x6c\x00\x61\x00\x79\x00\x65\x00\x72\x00\x5f\x00\x73\x00\x74\x00\x61\x00\x72\x00\x74\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x12\ -\x0c\x9f\xc8\x47\ -\x00\x66\ -\x00\x69\x00\x6c\x00\x74\x00\x65\x00\x72\x00\x73\x00\x65\x00\x74\x00\x74\x00\x69\x00\x6e\x00\x67\x00\x73\x00\x2e\x00\x70\x00\x6e\ -\x00\x67\ -\x00\x0d\ -\x08\x51\xc9\x27\ -\x00\x63\ -\x00\x6f\x00\x6e\x00\x66\x00\x69\x00\x67\x00\x75\x00\x72\x00\x65\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0b\ -\x04\x14\x52\xc7\ -\x00\x66\ -\x00\x69\x00\x6c\x00\x65\x00\x6e\x00\x65\x00\x77\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0e\ -\x0b\xdf\x7d\x87\ -\x00\x66\ -\x00\x69\x00\x6c\x00\x65\x00\x73\x00\x61\x00\x76\x00\x65\x00\x61\x00\x73\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x10\ -\x0a\xe8\xe6\xe7\ -\x00\x69\ -\x00\x6d\x00\x70\x00\x6f\x00\x72\x00\x74\x00\x5f\x00\x69\x00\x6d\x00\x61\x00\x67\x00\x65\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x08\ -\x0f\x07\x5a\xc7\ -\x00\x65\ -\x00\x78\x00\x69\x00\x74\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0f\ -\x03\x75\x07\x07\ -\x00\x70\ -\x00\x6c\x00\x61\x00\x79\x00\x65\x00\x72\x00\x5f\x00\x70\x00\x6c\x00\x61\x00\x79\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0d\ -\x09\xf9\x37\xc7\ -\x00\x6b\ -\x00\x63\x00\x6d\x00\x73\x00\x79\x00\x73\x00\x74\x00\x65\x00\x6d\x00\x2e\x00\x70\x00\x6e\x00\x67\ -\x00\x0c\ -\x08\x05\xcb\x27\ -\x00\x76\ -\x00\x69\x00\x65\x00\x77\x00\x6d\x00\x61\x00\x67\x00\x2b\x00\x2e\x00\x70\x00\x6e\x00\x67\ -" - -qt_resource_struct = "\ -\x00\x00\x00\x00\x00\x02\x00\x00\x00\x01\x00\x00\x00\x01\ -\x00\x00\x00\x00\x00\x02\x00\x00\x00\x01\x00\x00\x00\x02\ -\x00\x00\x00\x00\x00\x02\x00\x00\x00\x16\x00\x00\x00\x03\ -\x00\x00\x00\xfc\x00\x00\x00\x00\x00\x01\x00\x00\x2a\x12\ -\x00\x00\x00\x26\x00\x00\x00\x00\x00\x01\x00\x00\x06\x37\ -\x00\x00\x00\xd6\x00\x00\x00\x00\x00\x01\x00\x00\x24\x2d\ -\x00\x00\x02\x80\x00\x00\x00\x00\x00\x01\x00\x00\x7f\x23\ -\x00\x00\x02\x06\x00\x00\x00\x00\x00\x01\x00\x00\x64\x0b\ -\x00\x00\x00\x90\x00\x00\x00\x00\x00\x01\x00\x00\x17\x05\ -\x00\x00\x01\x96\x00\x00\x00\x00\x00\x01\x00\x00\x4d\x4b\ -\x00\x00\x01\x56\x00\x00\x00\x00\x00\x01\x00\x00\x40\x59\ -\x00\x00\x02\xc4\x00\x00\x00\x00\x00\x01\x00\x00\x8e\xa5\ -\x00\x00\x01\xe6\x00\x00\x00\x00\x00\x01\x00\x00\x5c\xd8\ -\x00\x00\x00\xae\x00\x00\x00\x00\x00\x01\x00\x00\x1c\x4d\ -\x00\x00\x00\x4a\x00\x00\x00\x00\x00\x01\x00\x00\x0d\xa8\ -\x00\x00\x02\xa4\x00\x00\x00\x00\x00\x01\x00\x00\x85\x54\ -\x00\x00\x01\x1e\x00\x00\x00\x00\x00\x01\x00\x00\x30\x42\ -\x00\x00\x02\x44\x00\x00\x00\x00\x00\x01\x00\x00\x71\x81\ -\x00\x00\x01\x38\x00\x00\x00\x00\x00\x01\x00\x00\x37\x9d\ -\x00\x00\x02\x22\x00\x00\x00\x00\x00\x01\x00\x00\x69\x68\ -\x00\x00\x00\x6c\x00\x00\x00\x00\x00\x01\x00\x00\x13\xcb\ -\x00\x00\x00\x10\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\ -\x00\x00\x01\xbc\x00\x00\x00\x00\x00\x01\x00\x00\x53\x83\ -\x00\x00\x01\x74\x00\x00\x00\x00\x00\x01\x00\x00\x47\x32\ -\x00\x00\x02\x6a\x00\x00\x00\x00\x00\x01\x00\x00\x77\xa4\ -" - -def qInitResources(): - QtCore.qRegisterResourceData(0x01, qt_resource_struct, qt_resource_name, qt_resource_data) - -def qCleanupResources(): - QtCore.qUnregisterResourceData(0x01, qt_resource_struct, qt_resource_name, qt_resource_data) - -qInitResources() diff --git a/openpiv/ui/widgets.py b/openpiv/ui/widgets.py deleted file mode 100644 index 07c595a0..00000000 --- a/openpiv/ui/widgets.py +++ /dev/null @@ -1,27 +0,0 @@ -#!/usr/bin/env python -""" -Copyright (C) 2011 www.openpiv.net - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. - -This program 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 -GNU General Public License for more details. - -You should have received a copy of the GNU General Public License -along with this program. If not, see . -""" - -from PySide import QtGui - -import ui_mainwindow - -class MainWindow(QtGui.QMainWindow, ui_mainwindow.Ui_MainWindow): - def __init__(self, parent=None): - super(MainWindow, self).__init__(parent) - self.setupUi(self) - diff --git a/openpiv/validation.py b/openpiv/validation.py index b341599f..1d14fbc9 100644 --- a/openpiv/validation.py +++ b/openpiv/validation.py @@ -59,6 +59,8 @@ def global_val( u, v, u_thresholds, v_thresholds ): a boolean array. True elements corresponds to outliers. """ + + np.warnings.filterwarnings('ignore') ind = np.logical_or(\ np.logical_or(u < u_thresholds[0], u > u_thresholds[1]), \ diff --git a/recipe/meta.yaml b/recipe/meta.yaml index 37a89864..686f730c 100644 --- a/recipe/meta.yaml +++ b/recipe/meta.yaml @@ -1,9 +1,9 @@ package: name: openpiv - version: "0.21.2" + version: "0.21.3" source: - git_rev: 0.21.2 + git_rev: 0.21.3 git_url: https://github.com/openpiv/openpiv-python.git requirements: diff --git a/setup.py b/setup.py index a82d6bec..6d4335a1 100644 --- a/setup.py +++ b/setup.py @@ -1,11 +1,10 @@ import sys import glob -import numpy - try: from setuptools import setup from setuptools import Extension + from setuptools.command.build_ext import build_ext as _build_ext except ImportError: from distutils.core import setup from distutils.extension import Extension @@ -15,61 +14,50 @@ from setuptools.dist import Distribution Distribution(dict(setup_requires='Cython')) -try: - from Cython.Distutils import build_ext -except ImportError: - print("Could not import Cython.Distutils. Install `cython` and rerun.") - sys.exit(1) - - -# from distutils.core import setup, Extension -# from Cython.Distutils import build_ext +from distutils.core import setup +from Cython.Build import cythonize +# try: +# from Cython.Distutils import build_ext +# except ImportError: +# print("Could not import Cython.Distutils. Install `cython` and rerun.") +# sys.exit(1) -# Build extensions -module1 = Extension( name = "openpiv.process", - sources = ["openpiv/src/process.pyx"], - include_dirs = [numpy.get_include()], - ) - -module2 = Extension( name = "openpiv.lib", - sources = ["openpiv/src/lib.pyx"], - include_dirs = [numpy.get_include()], - ) +class build_ext(_build_ext): + def finalize_options(self): + _build_ext.finalize_options(self) + # Prevent numpy from thinking it is still in its setup process: + __builtins__.__NUMPY_SETUP__ = False + import numpy + self.include_dirs.append(numpy.get_include()) -# a list of the extension modules that we want to distribute -ext_modules = [module1, module2] -# Package data are those filed 'strictly' needed by the program -# to function correctly. Images, default configuration files, et cetera. -package_data = [ 'data/defaults-processing-parameters.cfg', - 'data/ui_resources.qrc', - 'data/images/*.png', - 'data/icons/*.png', - ] +# Build extensions +ext_modules = cythonize(["openpiv/process.pyx","openpiv/lib.pyx"]) # data files are other files which are not required by the program but # we want to ditribute as well, for example documentation. -data_files = [ ('openpiv/examples/tutorial-part1', glob.glob('openpiv/examples/tutorial-part1/*') ), - ('openpiv/examples/masking_tutorial', glob.glob('openpiv/examples/masking_tutorial/*') ), - ('openpiv/docs/openpiv/examples/example1', glob.glob('openpiv/docs/examples/example1/*') ), - ('openpiv/docs/openpiv/examples/gurney-flap', glob.glob('openpiv/docs/examples/gurney-flap/*') ), - ('openpiv/docs/openpiv', ['README.md'] ), - ('openpiv/data/ui', glob.glob('openpiv/data/ui/*.ui') ), - ] +data_files = [('test1',glob.glob('openpiv/examples/test1/*')), + ('test2',glob.glob('openpiv/examples/test2/*')), + ('test3',glob.glob('openpiv/examples/test3/*')), + ('test4',glob.glob('openpiv/examples/test4/*')), + ('notebooks',glob.glob('openpiv/examples/notebooks/*')), + ('tutorials',glob.glob('openpiv/examples/tutorials/*'))] +# [ ('test', [glob.glob('openpiv/examples/test1/*')]), + # ('readme', ['README.md']), + # ] # packages that we want to distribute. THis is how # we have divided the openpiv package. -packages = ['openpiv', 'openpiv.ui'] setup( name = "OpenPIV", - version="0.21.2", + version="0.21.2a", author = "OpenPIV contributors", author_email = "openpiv-users@googlegroups.com", description = "An open source software for PIV data analysis", @@ -81,19 +69,18 @@ are free, open, and easy to operate.""", ext_modules = ext_modules, - packages = packages, + packages = ['openpiv'], cmdclass = {'build_ext': build_ext}, - package_data = {'': package_data}, data_files = data_files, - install_requires = ['scipy','numpy','cython','scikit-image >= 0.12.0','progressbar2 >= 3.8.1'], + install_requires = ['numpy','scipy','cython','scikit-image >= 0.12.0','progressbar2 >= 3.8.1',\ + 'pygments','future'], classifiers = [ # PyPI-specific version type. The number specified here is a magic constant # with no relation to this application's version numbering scheme. *sigh* 'Development Status :: 4 - Beta', # Sublist of all supported Python versions. - 'Programming Language :: Python :: 2.7', - 'Programming Language :: Python :: 3.6', + 'Programming Language :: Python :: 3.7', # Sublist of all supported platforms and environments. 'Environment :: Console',