From ea508bd94c393d464b7471de2dd99225fcff88ae Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Tue, 20 Jun 2023 15:41:12 +0100 Subject: [PATCH 01/10] old test file deleted --- test_independent.py | 16 ---------------- 1 file changed, 16 deletions(-) delete mode 100644 test_independent.py diff --git a/test_independent.py b/test_independent.py deleted file mode 100644 index dab405c..0000000 --- a/test_independent.py +++ /dev/null @@ -1,16 +0,0 @@ -# import torch -# a = torch -# if 'api' in torch.__dict__.keys(): -# print('true') -# else: -# print('false') - -# print(a.__dict__.keys()) - -# import sys -# thismod = sys.modules[__name__] -# print(thismod) - -import deepxde as dde -print(dde.backend.__dict__.keys()) -#print(dde.) \ No newline at end of file From c99e5e2e69491c2c4c9f72d1cd12f90f53d16be7 Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Tue, 20 Jun 2023 15:53:48 +0100 Subject: [PATCH 02/10] Support added for geometry import --- Tutorials/L_plate.stl | Bin 0 -> 1084 bytes Tutorials/polygons_external_objects.ipynb | 302 ++++++++++++++++++++++ requirements.txt | 4 +- 3 files changed, 305 insertions(+), 1 deletion(-) create mode 100644 Tutorials/L_plate.stl create mode 100644 Tutorials/polygons_external_objects.ipynb diff --git a/Tutorials/L_plate.stl b/Tutorials/L_plate.stl new file mode 100644 index 0000000000000000000000000000000000000000..e39bc4d8bc75878f23fd07b0988c40d029c9fb22 GIT binary patch literal 1084 zcmbu7JqiLr429TxtZW)yoT?+naO7VDuXN8OuqLr z(bw~Fzg5@c`E+P5&8}?^q53D5!AE?DQ0?)2P({w@@?-m5qo6uF6_MZhq;~m;=2?jN z;6xtqp;q6|dk|oVz(njcBIo9v{R9}HH+neQ6WhgRmGs%En=+|gF5PabdBW>j4y6>l zLkaohld|3Z7JN6Uj_{k#bty-4LKV9ygyrZ`ZhNDy_n9TIJ8mRJ@i8r&SWb`Lrqvx2 zX_E{IPRps}VH1HeEfP*wlTs9ZDJG{H5Ce~xNYl+8szTR1Q1601c3V%VtN+_1$|l1! YyrHMZ{}M7&9%c6VsYvRycue^H07K`8SO5S3 literal 0 HcmV?d00001 diff --git a/Tutorials/polygons_external_objects.ipynb b/Tutorials/polygons_external_objects.ipynb new file mode 100644 index 0000000..773b778 --- /dev/null +++ b/Tutorials/polygons_external_objects.ipynb @@ -0,0 +1,302 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Polygons and External Objects\n", + "=============================\n", + "Thanks to a soft dependency on Shapely and Trimesh polygons and polyhedrons can be\n", + "created. For this, two additional domains exist: *ShapelyPolygon* and *TrimeshPolyhedron*. \n", + "They combine the properties of the previously explained domains with the feature of the packages. \n", + "This means you can:\n", + "\n", + "- Call the boundary with **.boundary**\n", + "- Compute volume, bounding boxes and normal vectors\n", + "- Create points inside and on the boundary\n", + "- Use the operations *+*, *-* and *&* to create complex domains\n", + "\n", + "But what is **not** possible, is the creation of variable/changing polygons. \n", + "The vertices have to stay always the same.\n", + "\n", + "Polygons\n", + "--------\n", + "If you have the package Shapely installed, you can find the class *ShapelyPolygon* under:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using default backend: PyTorch\n", + "Using Pytorch: 2.0.1+cu117\n" + ] + } + ], + "source": [ + "# This is only valid when the package is not installed\n", + "import sys\n", + "sys.path.append('/home/hell/Desktop/repos/DeepINN/')\n", + "\n", + "import DeepINN as dp\n", + "from DeepINN.geometry.domains.domain2D.shapely_polygon import ShapelyPolygon # polygon creator" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This class can be constructed through two different ways, either you create your own \n", + "shapely-polygon yourself, or you pass all vertices of the polygon to the constructor:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R2('x')\n", + "P = ShapelyPolygon(X, vertices=[[0, 0], [1, 0], [1, 2], [0, 1]])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Like mentioned before, all properties of the pre implemented domains work also for these domains. Therefore, we can have a look at the polygon we created. Again we need \n", + "the *PointSamplers* which are part of the next tutorial. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/hell/Desktop/repos/DeepINN/.venv/lib/python3.8/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", + "/home/hell/Desktop/repos/DeepINN/DeepINN/geometry/domains/domain2D/parallelogram.py:134: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3571.)\n", + " bary_coords = torch.stack(torch.meshgrid((x, y))).T.reshape(-1, 2)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.GridSampler(P, n_points=100) + dp.samplers.GridSampler(P.boundary, n_points=100)\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you have the package Trimesh installed, you can find the class *TrimeshPolyhedron* under:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from DeepINN.geometry.domains.domain3D.trimesh_polyhedron import TrimeshPolyhedron" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this class, there are also two different ways to create a polyhedron. The first one is to define the vertices and say which vertices create a side of the object. For example, a simplex is created with:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R3('x')\n", + "vertices = [[0, 0, 0], [1, 0, 0], [0, 1, 0], [0, 0, 1], [0.5, 0.5, -1]]\n", + "faces = [[0, 1, 3], [0, 2, 3], [1, 2, 3], [0, 2, 4], [0, 1, 4], [1, 2, 4]]\n", + "P = TrimeshPolyhedron(X, vertices=vertices, faces=faces)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.GridSampler(P.boundary, n_points=100) # only show the boundary\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "External Objects\n", + "----------------\n", + "The other way is to import an externally created 3D-Object, on which a PDE should be \n", + "trained. This is already implemented in Trimesh and supports STL, ASCII, OBJ and many \n", + "more. \n", + "\n", + "To do this one has to only specify the path to the object and the type of the file,\n", + "in the constructor of the *TrimeshPolyhedron*:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R3('x')\n", + "P = TrimeshPolyhedron(X, file_name='L_plate.stl', file_type='stl')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Where we now have used an L-shaped domain, again all previously mentioned methods are useable:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.GridSampler(P, density=0.2)\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The last point of this tutorial is the possibility to transform a *TrimeshPolyhedron* to a *ShapelyPolygon*, by either projecting or slicing with a plane. This is also a functionality implemented in Trimesh. \n", + "\n", + "This may be useful, if the problem should first be researched in 2D, which most of the time is less expensive. For this, only have to choose how we want to create the 2D-representation. Here we use slicing, the projection works the same:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "new_space = dp.spaces.R2('x') # the new object is 2D\n", + "p = P.slice_with_plane(new_space=new_space, plane_origin=[0, 0, 0], plane_normal=[0, 0, 1])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The created object *p* is a *ShapelyPolygon*, that can be used like before:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_sampler = dp.samplers.RandomUniformSampler(p, n_points=100) \\\n", + " + dp.samplers.RandomUniformSampler(p.boundary, n_points=100)\n", + "\n", + "dp.utils.scatter(new_space, p_sampler)" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "fb770cb910411e790a99fd848f827dc995ac53be5098d939fbaa56bcec3c9277" + }, + "kernelspec": { + "display_name": "Python 3.9.4 64-bit ('bosch': conda)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/requirements.txt b/requirements.txt index ce719b2..a27804a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,4 +4,6 @@ numpy scikit-learn scikit-optimize scipy -shapely \ No newline at end of file +shapely +trimesh +rtree \ No newline at end of file From fa9dacdef1d2c7d59a3ddcf26c35fb8bc2cfdff8 Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Tue, 20 Jun 2023 16:00:07 +0100 Subject: [PATCH 03/10] test file simplified --- test.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/test.py b/test.py index 1863e7b..c45fa20 100644 --- a/test.py +++ b/test.py @@ -3,9 +3,9 @@ #print(dp.__version__) -print('dp keys ',dp.__dict__.keys()) +#print('dp keys ',dp.__dict__.keys()) print(dp.__dict__["__about__"]) #print() -print(dp.config.Config) \ No newline at end of file +#print(dp.config.Config) \ No newline at end of file From 1d8cf04f1265bc55fb6857746fb4219dfe8886a4 Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Tue, 20 Jun 2023 17:08:11 +0100 Subject: [PATCH 04/10] example organised --- .../{ => 1. Geometry}/Basic_domains.ipynb | 2 +- Tutorials/{ => 1. Geometry}/L_plate.stl | Bin .../{ => 1. Geometry}/domain_creation.ipynb | 24 +- .../polygons_external_objects.ipynb | 302 ++++++++++++++++++ Tutorials/polygons_external_objects.ipynb | 302 ------------------ 5 files changed, 315 insertions(+), 315 deletions(-) rename Tutorials/{ => 1. Geometry}/Basic_domains.ipynb (95%) rename Tutorials/{ => 1. Geometry}/L_plate.stl (100%) rename Tutorials/{ => 1. Geometry}/domain_creation.ipynb (90%) create mode 100644 Tutorials/1. Geometry/polygons_external_objects.ipynb delete mode 100644 Tutorials/polygons_external_objects.ipynb diff --git a/Tutorials/Basic_domains.ipynb b/Tutorials/1. Geometry/Basic_domains.ipynb similarity index 95% rename from Tutorials/Basic_domains.ipynb rename to Tutorials/1. Geometry/Basic_domains.ipynb index 9963d5e..5f32757 100644 --- a/Tutorials/Basic_domains.ipynb +++ b/Tutorials/1. Geometry/Basic_domains.ipynb @@ -8,7 +8,7 @@ "source": [ "# This is only valid when the package is not installed\n", "import sys\n", - "sys.path.append('/home/hell/Desktop/repos/DeepINN/')" + "sys.path.append('../../') # two folders up" ] }, { diff --git a/Tutorials/L_plate.stl b/Tutorials/1. Geometry/L_plate.stl similarity index 100% rename from Tutorials/L_plate.stl rename to Tutorials/1. Geometry/L_plate.stl diff --git a/Tutorials/domain_creation.ipynb b/Tutorials/1. Geometry/domain_creation.ipynb similarity index 90% rename from Tutorials/domain_creation.ipynb rename to Tutorials/1. Geometry/domain_creation.ipynb index c509631..b57800b 100644 --- a/Tutorials/domain_creation.ipynb +++ b/Tutorials/1. Geometry/domain_creation.ipynb @@ -51,7 +51,7 @@ "source": [ "# This is only valid when the package is not installed\n", "import sys\n", - "sys.path.append('/home/hell/Desktop/repos/DeepINN/')\n", + "sys.path.append('../../') # two folders up\n", "\n", "import DeepINN as dp" ] @@ -131,7 +131,7 @@ "text": [ "/home/hell/Desktop/repos/DeepINN/.venv/lib/python3.8/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n", " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", - "/home/hell/Desktop/repos/DeepINN/DeepINN/geometry/domains/domain2D/parallelogram.py:134: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3571.)\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domain2D/parallelogram.py:134: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3571.)\n", " bary_coords = torch.stack(torch.meshgrid((x, y))).T.reshape(-1, 2)\n" ] }, @@ -221,24 +221,24 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/hell/Desktop/repos/DeepINN/DeepINN/geometry/domains/domainoperations/union.py:30: UserWarning: Exact volume of this union is not known, will use the\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domainoperations/union.py:30: UserWarning: Exact volume of this union is not known, will use the\n", " estimate: volume = domain_a.volume + domain_b.volume.\n", " If you need the exact volume for sampling,\n", " use domain.set_volume()\n", " warnings.warn(\"\"\"Exact volume of this union is not known, will use the\n", - "/home/hell/Desktop/repos/DeepINN/DeepINN/geometry/domains/domainoperations/sampler_helper.py:50: UserWarning: Will sample random points in the created domain operation, with\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domainoperations/sampler_helper.py:163: UserWarning: Will sample random points in the created domain operation, with\n", " a for loop over all input parameters, in total: 1\n", " This may slow down the training.\n", " warnings.warn(f\"\"\"Will sample random points in the created domain operation, with\n", - "/home/hell/Desktop/repos/DeepINN/DeepINN/geometry/domains/domainoperations/sampler_helper.py:163: UserWarning: Will sample random points in the created domain operation, with\n", - " a for loop over all input parameters, in total: 1\n", - " This may slow down the training.\n", - " warnings.warn(f\"\"\"Will sample random points in the created domain operation, with\n", - "/home/hell/Desktop/repos/DeepINN/DeepINN/geometry/domains/domainoperations/intersection.py:107: UserWarning: Exact volume of this intersection-boundary is not known,\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domainoperations/intersection.py:107: UserWarning: Exact volume of this intersection-boundary is not known,\n", " will use the estimate: volume = boundary_a + bounadry_b.\n", " If you need the exact volume for sampling,\n", " use domain.set_volume()\n", - " warnings.warn(\"\"\"Exact volume of this intersection-boundary is not known,\n" + " warnings.warn(\"\"\"Exact volume of this intersection-boundary is not known,\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domainoperations/sampler_helper.py:50: UserWarning: Will sample random points in the created domain operation, with\n", + " a for loop over all input parameters, in total: 1\n", + " This may slow down the training.\n", + " warnings.warn(f\"\"\"Will sample random points in the created domain operation, with\n" ] }, { @@ -253,7 +253,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] diff --git a/Tutorials/1. Geometry/polygons_external_objects.ipynb b/Tutorials/1. Geometry/polygons_external_objects.ipynb new file mode 100644 index 0000000..167a63a --- /dev/null +++ b/Tutorials/1. Geometry/polygons_external_objects.ipynb @@ -0,0 +1,302 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Polygons and External Objects\n", + "=============================\n", + "Thanks to a soft dependency on Shapely and Trimesh polygons and polyhedrons can be\n", + "created. For this, two additional domains exist: *ShapelyPolygon* and *TrimeshPolyhedron*. \n", + "They combine the properties of the previously explained domains with the feature of the packages. \n", + "This means you can:\n", + "\n", + "- Call the boundary with **.boundary**\n", + "- Compute volume, bounding boxes and normal vectors\n", + "- Create points inside and on the boundary\n", + "- Use the operations *+*, *-* and *&* to create complex domains\n", + "\n", + "But what is **not** possible, is the creation of variable/changing polygons. \n", + "The vertices have to stay always the same.\n", + "\n", + "Polygons\n", + "--------\n", + "If you have the package Shapely installed, you can find the class *ShapelyPolygon* under:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using default backend: PyTorch\n", + "Using Pytorch: 2.0.1+cu117\n" + ] + } + ], + "source": [ + "# This is only valid when the package is not installed\n", + "import sys\n", + "sys.path.append('../../') # two folders up\n", + "\n", + "import DeepINN as dp\n", + "from DeepINN.geometry.domains.domain2D.shapely_polygon import ShapelyPolygon # polygon creator" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This class can be constructed through two different ways, either you create your own \n", + "shapely-polygon yourself, or you pass all vertices of the polygon to the constructor:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R2('x')\n", + "P = ShapelyPolygon(X, vertices=[[0, 0], [1, 0], [1, 2], [0, 1]])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Like mentioned before, all properties of the pre implemented domains work also for these domains. Therefore, we can have a look at the polygon we created. Again we need \n", + "the *PointSamplers* which are part of the next tutorial. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/hell/Desktop/repos/DeepINN/.venv/lib/python3.8/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domain2D/parallelogram.py:134: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3571.)\n", + " bary_coords = torch.stack(torch.meshgrid((x, y))).T.reshape(-1, 2)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.GridSampler(P, n_points=100) + dp.samplers.GridSampler(P.boundary, n_points=100)\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you have the package Trimesh installed, you can find the class *TrimeshPolyhedron* under:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from DeepINN.geometry.domains.domain3D.trimesh_polyhedron import TrimeshPolyhedron" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this class, there are also two different ways to create a polyhedron. The first one is to define the vertices and say which vertices create a side of the object. For example, a simplex is created with:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R3('x')\n", + "vertices = [[0, 0, 0], [1, 0, 0], [0, 1, 0], [0, 0, 1], [0.5, 0.5, -1]]\n", + "faces = [[0, 1, 3], [0, 2, 3], [1, 2, 3], [0, 2, 4], [0, 1, 4], [1, 2, 4]]\n", + "P = TrimeshPolyhedron(X, vertices=vertices, faces=faces)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qMuoNwubIPNV3DSCRSGiis9l3TY108uG7BhtFJxgMUlpaumVPRx9rsHd0kdlncrGGCQQC9PT0IIoizc3NBSkzhsKlyyRJ0sY6X758GUEQSCQSWmXS0NAQ0WgUh8NBRUWF1vhXqN6dfFCMC04xnpP6W93p3IxGY1rfNbWIIBgMFsR3TZKkLW4E6nnrA9z2hi4y+0S63pftfqxzc3PcunWL5uZmDh8+rF1whSDf6TI1PSZJkta7o44kMJvN1NbWamad4XAYj8ezoQfD6XQiSRIWi6Vo79SLhWIUYrgbYeX63WXju6Za4KjjD3bju7bZ4SLVc009f/Vxuujkhi4y+0Au6bFEIsGtW7dYWVnhzJkz2sVWiJSWSj6PnUgk6O/vx+PxIIoiBw8e3PbxNpuNxsZGGhsbN4whnp2d1dIo6l1sRUUFVqs1L+f5oLDXXpRCkWsjZiYy+a55vV6Gh4eJRqO78l3byUYpnejoU0OzQxeZe0wuY5H9fj/d3d1YrVYefvjhDQtqIVJaKvmKZNbX1+nq6sJms3H27Flef/31nM9DHUOslqHW1tZq9iZDQ0NYrVYtteZyufKSOsmWYowaivGcoHDil6vvWnl5edrzyNWrb7PD9E5TQ9Vy6Teiw7QuMveIzb0vOzknT09PMzw8TFtbG21tbRn7ZApBPgRsdnaW27dvc/DgQQ4dOkQoFMrLAqguFm1tbSQSCXw+Hx6Ph4mJCfr7+7W7WLWIIJ9Vd/cDxZpOzFcksxObfdfC4bDmMJ3qu5ZqgSOKorYns1u2E503+tRQXWTuAZt7X7bLTcdiMfr7+/H7/Vy4cEEr9dxMIUVmL5GMJElaeu/s2bNUVVXt+Zjq8zdjNBqpqqrSXkNNnXg8Hm7fvk08HtcWFNXI8UG/oKE4N/73I40nCAJ2ux273a6lX1N912ZmZjTftUQioe3v5LMxFPSpobrIFJBce188Hg+9vb04HA6uXr26balmoUVmN8cOBAJ0d3drg9FS03updjW7vYh2EqnU1Il6F6sWEUxPTwNs6L+w2+0P3AX9oO/J7IV0vmuBQECLhoeGhhgeHt7gRlBSUlJQ0VGnhqqPeRBFRxeZAqH2hEiSpIXJ26XHxsfHGR8f5/Dhw7S0tOz4wyrkxv9u0mULCwv09/fT0tJCR0fHloVu8/vZjXdZLueUeherLiip9iajo6OYTCYtytlt01+xLQDFnC4rNvFT9/xKSkoYGRnh8uXLxGIxvF4vbreb8fFxzXct3zcm24lOuqmhk5OT1NbWZjUTqtjQRaYAqNHLiy++SEdHh1aem45IJEJvby+RSITLly/jcDiyeo1Cb/xnK2CyLDM4OMj8/DynT5/Wqn7SHRP2bxFM9dQ6cODAhk5ztekvtf/C5XLlZQTxveaNtvGfD1LdCNTfSGtrq+a75vV6tRsTo9G4wWE6375rKpunhv78z/88H//4x/nYxz6259e619x/V1ERkzrVT71z2+6iVw0Dq6qqOHfuXE6LWjFs/IdCIXp6elAUhatXr2K32zM+dq/uzvnu3UntND906BDxeFzL1Y+NjREOhykrK9OinExVScVGMUcyxXhecFdkNn+/qu9aeXm5dmPi9/vxer0sLi5u8V1zuVx5K6nfbPapOhLcj+gikyfS9b4YDIa0QiDLMsPDw8zMzHD8+HEaGxtzfr393vhfXl6mr6+P+vp6jh49uuMCvFlkim3BMZlMG/ovIpGItp+jViWpkyDVGSnFGDUUq8jcD5HMTueXje+a1WrdkF7Lh++aWrCgi8wbmEy9L2ppZCrq3b8sy3R2du76h7NfG/+yLDMyMsL09DQnT56kvr4+62NC8UQyO2G1WmloaNCmQaqDudRyaXVBWlpaora2Nm/OwXulWEWmmCOZbCyd0pHOd011I8i371ogENBF5o1Iau9LOmuYzZHMwsICAwMDNDQ0cOTIkT3X5Rdq0c2ULotEIvT09BCPx3MWyHyIzH4hCBsHc6m5+hs3brCyssLExITmHKxGOvkycdzt+RYbxR7J5OPcNpfUp/NdKy0t1SKdXHzX9HTZGxBZljX/LUjfXKlGG5Ikcfv2bZaWljh16tS2hQDZcq/TZW63m56eHqqqqrhw4ULOArlZZNSNzVwolvSUmqsHOHnyJCaTibW1NTweD1NTUwwMDGxwlnY6nfesKVSPZHKnUJVv6XzX1MbQzb5r6r5fun1ZNZLWReYNwk5jkVMRRZFwOMy1a9cwGo1cvXo1b2mVe5UuUxSFsbExJiYmOHbsGI2NjXtaLO7HSGY7BEHY4hysLiZq70U0Gt3SFFqou/piFZk3QiSzE5vNYFN919TfSTrftXA4jKIoexaZH/7wh3z605/mxo0bLCws8I1vfIMnnnhi2+c8//zzfPKTn2RgYIDm5mZ++7d/m5/5mZ/J6XV1kcmBzZv72wmMulm3trZGW1sbhw4dyusP+V5EMrFYjN7eXkKhUE7l1ZmOCXuLRoolktmJbJ2l1dRavhr+oHg/o2KOZPZqKbNbNvuupVrgqL5rX/ziF3E6nVRXV+/Zly8YDHL69Gl+7ud+jh//8R/f8fETExO85z3v4eMf/zhf+tKXePbZZ/mFX/gF6uvreeyxx7J+XV1ksiSXuS/xeJyBgQHW19epqamho6Mj7+ej7psU4s5VjcBeeuklnE4nV69e3XPPyP28J7NXMjlLu91uxsbGtN6LfDhLF2skU4zNmCrFcm42mw2bzaYVm4TDYQYGBvjud7+Lz+ejqamJhx9+mLe//e184AMf4PDhwzkd/93vfjfvfve7s378U089xcGDB/mTP/kTAI4dO8aLL77In/3Zn+kik0/S9b5sdxH7fD56enooKSnZVWlythSquVFdBNfW1jhy5Aitra15O/5ej1NMd+l7EUvVWbqlpQVZlrUyWNVZ2mazbei9yPUOthhFpljFD4pHZFJRHSs+8YlP8Mgjj/DYY49x7do1nn/+eZ577jk6OjpyFplcuXbtGo8++uiGvz322GP8yq/8Sk7H0UVmG3KZ+6IoCpOTk4yOjmqDuUZHR4lGowU5N/WiyOcFEo/H6e/vZ319nbq6Og4cOJCX46rspSKuWBeovSKK4hZnaTVPn+osndoUul1qp1jTUsW4kKvsV7osW9Ty5ePHj3PixAn+7b/9t/fkdRcXF7cUKdXW1uL3+wmHw1nvL+sikwF1Al420Us0GqWvr49gMMjFixdxOp1A+j6ZfJEqMvlgbW2N7u5uSkpKaGhoKMiCsNey62KKZFTyvaAbjcYNFUm7cZYuRpHRN/53jzpy+n5FF5lN5DoW2e1209vbi8vl4urVqxtSG5k6/vNBvkRGURRmZmYYGhrSZtcMDw9rc2/ySarI7MYg843IZmfpVKv6zc7SFRUVBfu97RVZlos2WrhfROZeXwN1dXUsLS1t+NvS0hIOhyOnKlldZFLIJT0myzJjY2NMTk5y9OhRmpqa7ulgMfW19nL8RCLBwMAAbrebc+fOaSW4hTLffBAjmXtJOqv6zc7SqSKeL1uTfKBHMrtnvyKZzs5Ovv3tb2/42zPPPENnZ2dOx9FFhtx6XyBZatjT00MikeDKlSuUlZWlfVwhRUY9/m4X3kAgQFdXFxaLhYcffnjDYlRIN4H7xVZmJ4rhXNI5S7/++uuYTKYtztJqU+h+OUsX614RFP+eTL4aMQOBAKOjo9p/T0xM0N3dTUVFBS0tLfzmb/4mc3NzfPGLXwTg4x//OH/5l3/Jb/zGb/BzP/dzPPfcc3zta1/j6aefzul13/Ais3ks8k4Cs7S0RH9/P7W1tRw7dmzbH2ch92TU4+9GxObn5xkYGKC1tZX29va0s18KIY6polisC879jMFgwGAwUFdXR01NzQZn6ZGRESKRyL45S+uRzO4JBAJ5iWSuX7/O2972Nu2/P/nJTwLwsY99jC984QssLCxoKViAgwcP8vTTT/Orv/qrfO5zn6OpqYn/8T/+R07ly/AGF5nNY5G3+6FJksTQ0BDz8/OcOHEiK2PIQu7JQO4ik2pvc+bMGW1zOd1x9Ujm/kUV8N04SxdK/Is5kpFlec+NjoUkXw7MjzzyyLbX0Be+8IW0z+nq6trT674hRUZNj42Pj2O1Wqmurt72AggGg3R3dyOK4o5zU1K5F+mybI8fCoXo7u5GEIQd7W0KtaDfD1VQ9zvb9aNk4yydWkSQT2fpYo9kij1dpleX3Uekbu57PB7KysoyTnMEmJub49atWzQ3N3P48OGcLpRCp8uyTWstLS3R19dHY2MjR44cyWr2SyHEcS/HLdZIptiEMtumx3TO0psHclksFi3K2auzdDFHMqqLR7ESCATuy7HLKm8okdlsDWM0GjMueolEglu3brGysrJtamk79nvjXx2ONjs7y8mTJzWPpJ24V5HMvXruG4ndfm/qLHun08nBgwdJJBJ5dZYu5n2PYj43SEYyra2t+30au+YNITKZel8MBkPaSMPv99Pd3Y3VauXhhx/etZfUfu7JqBVwkiTR2dmZU7itlzDfv+TLviXfztK6rczuCYVCWafoi5EHXmS2633ZnM5SFIXp6WmGh4c5ePAghw4d2tOFsV97MisrK/T29mZVAZeOQqbLHhRbmWIVvEIt5qnO0qp5o1q5NjMzg6IoG/zWNjcPFvNC/kYpYd4vHmiRyTQWWcVgMBCLxYDknVp/fz9+v5/z589rI1X3gipihbrwN4uMoiiMjo4yOTnJ8ePHd23QWch0mR7JFJZ7ETGo5o12u32Ds7TH49niLK3u6RT7xn+xnhvoIlOUbO59ydS5r6bLvF4vPT09OBwOrl69mrfRuerdUaEu/NSIIxqN0tPTQzQa3bZBNBuKMV1WbJFMMXOvP6tUZ+nW1lbNWdrj8TA3N8fg4CCQLKKRZXlXztKFRBeZwvLAiczm3pedJlf6/X6uX79OR0dHXm3t1eOr51SIH7EqBh6Ph56eHlwuF+fOncvL7JdCpflUkYnFYvh8vh1dhdM9VyczxbD3kVoKDckimldeeQVRFBkfH9fGDmfrLF1oillkVL86XWSKgFRrmGyckyORCNPT00QiES5fvqzNbM8n+XZK3owgCCwvL+PxeDhy5AjNzc15WWAKHcl4vV66u7uRJGnDlMiKioqMRoD7vXBmotjOqxiF2Gg0IggCzc3NOJ1OotGo1hSarbN0IdH3ZArLAyEyuRhbQnJjvK+vj5KSEoxGY0EERj0PoCC9MrFYDL/fjyzLXLp0Ka/voZA9KSsrKywtLdHR0UFtba3Whe7xeBgfH8doNGqCU1FRsSF1WYwLaLFRDJFMOlL3ZCwWC/X19dTX129wlvZ4PGmdpW02W0HfUzFHMqCLzL6Ty1hkWZYZGRlhenqa48ePYzKZGBkZKdi5CYJQkAqztbU1urq6tLvDfItkIdJlkiQRDocJBoNcuHCB8vJyYrGY5iqsNgSquXzV4LG0tJSKigpMJpMuMllQrCKTqRlzs7O0LMtaEcHy8jIjIyOYzeYNRQT5dpYuZpGRZVlPl+0XuY5FDoVC9PT0IMsynZ2dlJaW4na7C9qRD/ktY04tsW5vb2d9fb1gVWv5XNBDoRBdXV3Iskx7ezsulyvtZ5Kayz906NCG3oyFhQXi8bjmGrtdau2NTjF+JtlWl4miuMVZevONRz6dpWVZRlGUok2XhUIhFEXRReZek2t6bHFxkf7+fhoaGjhy5Ij2gyq07Yv6GvkQmUQiQX9/P16vlwsXLuByuRgYGCi6KrDNqD079fX1mEymnBaE1N4Mj8fDrVu3qKyszCq1VmiKNaq63yKZnTAYDNr3C6R1lnY4HNrNSa7O0tmY4+4nwWAQQBeZe8lOvS+bH6u6Dp86dWrLvOpCd+RDfoRsfX2drq4ubDYbV69e1dIFhWr2zEe6TFEUxsfHGR8f58SJEzQ0NHD9+vWsFufVQIxZb5hATMJlM9Lksmmpx+bm5h1TaxUVFftesbRfFKPIKIqStz6Zzc7SqU2hc3NzSJKUk7P0/SAyJpOpaIbP7Yb7RmRSe1+yGYu8vr5OT08PRqMxo+twJluZfLJXIZudneX27dtpHQgKFYntNV0Wj8fp7e0lEAhw+fJlHA4HkF2ENOMN8+qkj0A0gdkgMpKQGV0NcbLSsOG526XW1IqlbKrWHjSKMcJSz6kQC7nNZsNms+3aWfp+EBm73X5f/3bvC5GRZZlEIpFVekxRFGZnZxkcHMw4lEtFFYBC3v3tNtqQJIlbt26xvLzM2bNnqaqq2vKYYrR/UaMuu93O1atXNzTd7XTcuCTTM+cnLskcqEh6NSmKwrQ3zJAcw7HNczfbnoRCoayr1vZCMV38xToQLrVnrZDsxlk6m4Kh/SRfA8v2k6IWmVzHIsfjcQYGBvB6vRkX5lRSS4wLNZZ2N9FGMBikq6sLo9G4rUFnIftZfBGZVyc8xCSF2jILbVV2jIbt7/YWFhbo7+/nwIEDtLe3p50fs935eoJxvKE4dWUbR0FXlZhZ8QcwJbJ7r6kVS2+k1FqxikwhI5ntSOcs7fP58Hq9mrO03W5HURTcbnfOztL3gvu9fBmKWGQ2b+7vJDA+n4+enh5KSko27Ftsh/qDKpbBYnB3oc5mfk2h9mQGFgI8OwfOxAIARlHgVKOD952ux2raehHKsszQ0BBzc3OcPn162/k824mMIEC6b1gGREFI+2/Z8EZJrRWryNyrSGYnjEYjVVVV2s1nLBZjbm6OqakpBgcHicViOTlL3wtCodB9+3tUKUqRkWUZt9vN8vLyjk7IiqIwOTnJ6Ogo7e3tHDhwIOsvpJDNkirZ7snIsszg4CDz8/M89NBDW4oU0lEIkfGGYjw77CEhQ0d1CaIoEIpJ3Jxeo8ll4+FDd4cnJSSZgTkvz12/TSSe4E2nj2NzZDYW3SmScdlNVJWYWVqP0VhuSaYDFQV3ME59qRnLWn7e436l1u4VxbYgFav4mc1mnE4nCwsLdHZ2akUEasS7k7P0vUBPl+WZ1N6XUCjE4uIi7e3tGR8fi8Xo7e0lGAxy8eJFnE5nTq+33UyZfJFNuiwcDtPd3Y2iKPs+3nl8NYQnHKfCAqAAAnazgVKLgZ6ZNU1kZFnhn7un+G7XOHablfraRl6cXGfWL/GeU3U4bFsNEHcSGZNB5HSTg1cmfUx6whhEAUlWqHVYOF5tYjJPIrP5nHaTWivmDfZiW8zV8uViOy+4aymzG2fp3c6ZyoX7ffQyFJHIbE6PmUymbRdnt9tNb28vTqdzywZzLtwLkdlOCJaXl+nr66Ouro6jR49uyQknJBlvKI7NZKDUuvHrKsTGf0KSEUnmrVKXUaNBICrJ2kJ2/fY4z3SNc7C+ipb6GgQhKQijK0FuLaxzpW1rRJPNIlNfbuXthytZWIsSikmUWY00Oq1I0dA9WdizTa2pLgvFJDbFdC6p3I82/5udpSVJwu/3a87St2/fxm63b2gKLYSzdCAQ0Pdk8oEsy8RisQ29L0ajMe3iL8syY2NjTE5O5sUUstCDxTKly1ItbtQ+klQUReHVSS/f6V9icT2K2SBysdXJ+07Xa1FCITb+G8qt2MwG3AngzrFlRcEXivOWjnJkWWZgYICesRUqqmtobbg7ltogCjisRsZWghlFJvV8M31v5TYT5ZsioUBsf+6CM6XWVldXAXj11VeLJrVW7JFMMZKtpYzBYNjgLB2Px7UigrGxsYI5S6t7Mvcz+yoymcYiQ/oIIxwO09vbSywW2/PMFJX9iGQikQg9PT3E43HN4mYzN6bX+F8vTROTZCpKTEQTMv88sMRKIMYvv60No0EsiEA2uWyca3Hy91OzTLpD2Mwm1iIJGp02TtZaefXVVxFFkdMPncI96ttS/i3JSsYqtM0ik+uiuN936qmptbq6Ol544QWOHj3K2tpaUVStFavIFHMks1sHZpPJRHV1NdXVyZusVGfpW7dukUgk8uIsrafL9sBO1jDq4q8uYktLS/T391NbW8v58+fzVnKcq8jEEjKCkNw/yIbNezJut5uenh6qqqoyvg9FUXh2cJlIQqKt6u4PrMRsoH/ez9BSgBMNjoKIjCAIvPtELbNDvZgrbMQVgQsHXBwokRjtu0F9fT1Hjx7FE4pzfSbA8nqMWkeyki8ckwjHJI7Upg/vH8ShZS6Xi6qqqqKqWiu2z+pBiGR2Yjtn6ampKQRB2JWzdDAY1ITsfmVfREZRFC09lmlDUF184/E4o6OjzM/Pc/z48S1ppb2SrchMrAb5yvVZbkyvIQrwcFsFH77YRK1j+80/URQ1lwLVZuXo0aM0NTVl/JHFEjJzvgjl1o0pI7vZSDwRYdEf5URD4VJ9RoNImwPeerEBq9WaPO/h8Q0jnatKLTzcXskLo25GlgOgKBhFkVONDo7V5V9kYP8jmZ3Y76q1Yo1kit3lON/nls5Zen19Ha/Xu8FZOrUpNFPLRTAYpK2tLa/nd6/ZF5FRfai267RXQ9jXXnsNURRzqrrKhWwW6nlfhP/0rUHmfGEcViMJ4J96F7m9GOCPfvzElv2DVAwGA+FwmBs3bhAKhTbYrGTCZBBxWI0s+qNUpvw9LiVF2XGnAKCQHf+CIBCLxbh9+zbr6+tpz/t0Uzl1Disz3jAJWaa61EJrhS3rdFmu53Q/sR8NocXoWwbFnS67FwIoiiLl5eWUl5drztLqfs5OztKhUChv695f/dVf8elPf5rFxUVOnz7NX/zFX3Dp0qW0j/3CF77Az/7sz274m8ViIRKJ5Py6+5Yu26mkcWEh2QjodDo5fvx4wX4I2UQy/zywyPxamBaXDVFMnnP5nQ3u7w+v8sTp+ozPjUajLC8vU11dTWdnZ1YVKKIo8NbDVfyfV2ZYDcSoKDERS8jMeMMcqLRzssFx53GF6fiH5PfT1dVFaWkpnZ2dGe+6ax0WLV2WDQ9KJJPrudyLhtBiFZliTpftx1RMg8FAZWUllZXJW0jVWdrj8WjO0oODg4yNjRGJRPJSKv3Vr36VT37ykzz11FNcvnyZz372szz22GMMDQ1lbJ52OBwMDQ1p/73b77AoqstSSSQS3Lp1i5WVFQwGAy0tLQW908hGZAbm1zEbRE1gIJlSUlAYWQqkfY6iKExNTTE7O0tpaSlnzpzJ6Ut65HAVq4EoL4y6GVsJYjKItFeX8rHOZmzmu6MKChHJLCwsIMsyVVVVnDhxIm8LxF4ir2JdpHZLIVJrxSTCqbzRI5mdSOcs7ff7+d73vserr77Kiy++yNNPP82jjz7KO9/5Tk6ePJnza/zpn/4pTz75pBadPPXUUzz99NN8/vOf51Of+lTa5wiCQF1d3e7f2B32NZLZjN/vp7u7G6vVysMPP8wrr7yy58qvOV+YkeUgTpuJU40ODOLG181GZMptJuLyxgtYvaDLrFs/wng8Tn9/P2tra7S2thIIBHJeJE0GkZ+82Mzbj1Qz4w1jNxvoqCndUHCQb5GRZZnh4WFmZ2cxGAx7Lg/fTGq6LJvjJmQFAbTvrFgX0b2Sa2rN6XSmXRj1SCZ3ZFkuSH/LXrDZbLzvfe/jfe97H5cvX+aXfumXkGWZZ599lldeeYWvfe1rOR0vFotx48YNfvM3f1P7myiKPProo1y7di3j8wKBAK2trciyzLlz5/iDP/gDTpw4kfP7KYpIJnXiY6ql/V7Ki2MJmc88M8J3BpJVWkZR4GBVCb/33mMcqr5bsZXNQv3IkSpenfDgDcVw3tl/WQ3EsJuNvKm9csNj/X4/XV1dmofaysoKfr9/V+8BoNZhzVhckM89mWg0Sk9PD7FYjM7OTl577bW8L+rZ9sl4gjFuzqwxuhJCEOBITSknapIpuWJdSPNJutSaWh67XWqtWD+bYo9kis0UU0WNcE+ePMk73vEOfvVXf3VXx1ldXUWSpC1WVbW1tQwODqZ9zpEjR/j85z/PQw89xNraGp/5zGe4evUqAwMDNDU15fT6+y4ysVhMu+s/f/68NgEPklFGIpHY1XG/cG2af+xZxGwUcN2JRIaXAnzqGwP8zc+ex3LH6DEbIXtLeyUjZxv4Vt8iM94ICFBmMfLTl5u1/ZHUEQNtbW20tbVpBQ6FavZMPfZeFhifz0dXVxcul4tz585hNBpz3qRXFIVYQsZoELdEiyrZnJ8/kuBbfctMe8K4SkwoisILox6m3WZqCjv6Z1fci0XdbDZTV1dHXV3dtqm1QhTG5INijmRUq/9iZb9cmDs7O+ns7NT+++rVqxw7doy//uu/5vd///dzOta+iozX66Wnp4eysjIefvjhLXnnTF3/OxFLyHyjex6DCKWW5Fu0iAKizci0J8y1CS+PHE46sRoMBmKx2LbHEwSBn3+4lbcfraZ3dg2DKHK+xUmDMxlhqPtIq6urnDt3TtvQg8I6CoiiyHxQ4X+9NMWEO4SrxMTlAy4uHXDtaMsPSWGYmZlhaGiIjo4OWltbtcUglyhpcHGdF0bcWlrv4gEnb26vwmzceA7ZCNfQUoBpb5hD1XZNrFx2E+MrAaTEGyOS2Y50qTW1UmlxcZFEIsFrr722Y2rtXlLskUyxnhvkR2SqqqowGAwsLS1t+PvS0lLWey4mk4mzZ88yOjqa8+vvm8gsLy9z/fp1Dh8+vGFxS2W36bL1SIJAVMK8aaFN7mdILPnvluFl+xqCINBWVbKhORKSecvu7m5MJhNXr17dUglSqOmVACMrIZ6bFykNeyi3mZlcDTG6HGQlEON921S8wd2haCsrK1siSMi+3Pj2wjpffHWaYETCZTfhDcX4etcCq4EY/+p844bvNZtjzvoiWI0boyGTIdmouxZ/44pLJkRR1ASlqqqK3t5eWlpa8Hg8Wuf5fo8xKOZIpphFRpIkwuHwnjv+zWYz58+f59lnn+WJJ54A0PZ4PvGJT2R9Ln19fTz++OM5v/6+iUxlZSVXrlzZtmdktyJTbjNSWWJi0R/VKrEgGeGIArRU3E0r7EUE5ufnGRgY2HYC517HL2dClhWeH/EQTsDpKruWV14NxHhpzM2Vg66MezmhUIju7m4EQUgrjJBdebSiKPxgZJVgNMGh6ruLly8c58a0j6uHKml23R13m43IlJgNxKStj5EVBbNQPJv/xXIeqagRQzaptXvptVbsC3mx7skEg0GAvNhnffKTn+RjH/sYFy5c4NKlS3z2s58lGAxq1WYf/ehHaWxs5A//8A8B+L3f+z2uXLlCe3s7Pp+PT3/600xNTfELv/ALOb/2vomM0WjcsSnRaDTuak/GaBD50IUmPvfcGGvhpINxQlYIxSRONDi4dMClPXY3IiBJEoODgywuLnLmzJltbR8KlS4LRBPM+iKUbSqMqSwxMbwcZM4XSSsyq6ur9PT0aPYwmS7+bNJl4bjMnDdMhd284U613Gpk2R9lcS2Ss8i0V5fQM+dnJRCjqiT55hb9UcosJmrE4lvYi4nNqcTtUmu5VK3l+7yKiWIWQFVk8rEn86EPfYiVlRV+93d/V1u3vvOd72jFANPT0xs+B6/Xy5NPPsni4iIul4vz58/z8ssvc/z48Zxfu6hKmDezl+qyD51vJBqX+Nvrc6xHEhhEgbd0VPEfHuvYkIrJ9TU2RwE2m23bx6eLlBRF4fqUj5fHPITiEicaynj74eotVv7bYTaKmI0GEspGS/64pGAQhS37Iam2Nqn2MNud906CYDIIWE0G1qMbbwTisoIoCmmnaO50zIOVNt5yqIJXJ32MroYQFHDaTXQecuAbmyrKCKJY2GkxT02tpVatpabWUuel5Cu1VswLeTGfWygUwmKx5K3E+hOf+ETG9Njzzz+/4b//7M/+jD/7sz/Ly+vue3XZdhgMBuLx+K6eK4oCP3O1lZ8438iMJ0y5zaRt1G9+jWxFZmlpib6+PhobGzly5EjWFuGpEYGiKPzPl6b4h655oonk3783uMy/DCzz+z92jIqS7NIXVpOBs83lDIzPEoolcNgMSLLCtDdMg9NKR0qZdiKRoLe3N6M9TDqyiTpMBpELrU7+qXcRvyWOw2oiLslMecI0u2x01GzMJWdzTEEQuHzQRUdNCQtrURCgyWmlxCTww7EdT/sNTy6isF3VmjqkKx+pNX3jf3cEAgHsdnvRRoHZUvQiEw6H93SMUouRY/WZc5rZ7MmkNimePHkypy5YNV2m3mUOLQX4RvcCJoNITVmy9yMuydxeXOfrXfP8wpsOZH3sHzlWw0tdAyz5oyyuJ8W4vtzKvzrfqJVoBwIBbt68id1u59LlK/QuBLnZNUEsIXOioYzOtgpKLFt/BtlWl72lo4rl9Sg9c34W/VFEQaDJaeWD5xq2RDK5lEVXlJg3CK6aNt3p+auBGIv+KAAN5ZasRXu3FNMCsJe0VKbUmsfjYXp6ek+ptWLe+C/mPZkHYfQyPMDpsmzZaU8mEonQ3d2NJEl0dnbm/KWrF6K6AFyf8hGJSzSUW1mPJIgmZAyigMkg8IMRd04i47CZeKxZpKKtgXXJQInZwPF6h+ZCsLi4SF9fHwcOHKCt7RD/69o03xtcuWO0CT8cdfPSmIdPPtq+xbkgW180m9nARy418yZPiKX1KHZT0pkgteBCZS8LzU7PVRSF16Z8XJ9aIxBN/mYcNiOdB52caSrf9eveT+Rz7yM1tQZsm1pTe3QyvbaiKEW7kBdzJKOWLxerQGdLUUcyu+2TyYXthEzdJK+treXYsWO7ulDU56hNX7KiICkKU54QobisTZ9USFr554rRIHC42qaNA4aNkdfp06epqamhd26N54ZWKbcZNdfoaEKmZ3aNZ4dWtph85tInI95xUzhYtb0Abz7mblyZMz1+0hPm2rgXu9nAoarkPtlKIMYLox5qyiw0lBd+Hvt+U8j9qs2ptWAwmHVqrZgjmWIWmXw6MO8n+yoyOy0ye+n4z5Z0IqMoCqOjo0xOTma1Sb4d6g9YXVxPN5UTTciEYxIlFiOiICDJMuuRBLIsE4lLaTfMtzt+6me42R5GjbwG5teJJCSabHcXW4tRxGISuT7pTSsyhbCVKdRzx1dDxCSF5pT0WE2ZhZGVIJPuUN5FphgLEO5VFZcgCJSWllJaWkpLSwuSJGlea2pqLXUUcbEu5Goau1ijrEAgsC/d/vmmqCOZe5kuUy/QaDRKb28vkUgkLyOe1YteFZm2KjtlVqM2RVIQQFbAaTNhNhq4vbjO2WZn1sdPLZH2+Xx0d3fjdDo1e5gN5LAuFmKMQKpwLbt9vN4/hN1mo6OxmqpKV1YXe6ZzisRljGnsbAyCQDRRfIJQCParVNhgMGybWovFYtjtdu1xxbKZrV43xSiA8GCMXoYiF5m9pstGlwM8N7TKWjhOR00Jjx6t2VImnBpprK2t0dPTg8vl4uzZs3kZ8az6l6nvIy4ptLpsVNjNrIXjJCSFylIzjU4rc76IVnGWLeqxZ2ZmGBwc3GIPo3Kivox/MomsheNauiyWkInGZS6k9A2lnvduRGbWG6Zv3k80LtF6Z/aN6hytHvPF/gm+fX0UrGWgBHlxdJX2Mon2OieVlZVpF6KdFqVGp4W+eT8JWdHEJi7JyEBNWeE2/4thsVQpln6Uzam17u5uDAYDbrebsbExTCbThv2ce9EQmo5iF5lQKKRHMnslm3TZbkXm6b5FPvvcGKGYBAoIAvxD1wJ//OMnqE9Jnah3z+Pj40xOTnLkyJG8W9ynFhc4bSZaKkq4vbjO+Ran9jqrgSgOm5EDFbnlYAVBYHJykvX19S2+aamcaHDwtsPVPDu4gjsQS+6PKAqnGh28/Y6P2+bj5tpE+oORVf7u+hy+cLLSzWQQONvs5OcfbtUq2KbdQV4ZGKOutpaW6nIkWWHBH8VnULCUidpCpI6nraysxOW6G+Vk+r10VJcwWBFkfDVEuc2IoiTNNttrSjhUdf/ntbOlGEQmFfUmq6Kigqampm1Ta+qE0Hu16Be7yOjVZfeA3YrMaiDKXz4/TjQhU1OW7EZPSDJjKwH+x4uT/M57jmqPVY8/NzfHpUuXNmyg54vUlJYoCrz3oTpmfCHGVoI4bCbCMQlZUXjvQ3WYDCIznhBVpZa0FVqphMNhQqEQsixntIdRMYgCP3e1hVONDm5O+4jeKWF++FClZiKaSq6RzOJahL+/MUdclumoSTbxhWISr016OVRdwjuPVjI5OcmMP0F1XRMdDc5k+aio0FBu4dqEj8WAieoyF4frG2l2KEQCa4yNjREOh7XvJRAIYLFYtMV0PZJgeT2KrMDDbS6aK6wMLwURBDjX7OBUoyOnPa77mWLcJ4KNm+vbpdYGBgZyqlrbK2oxTrEJs4qeLrsHqOmyXNMA18a9rEcSVJXetTsxGkRsZgMvjXkIxyRsZgNra2t0d3cDcObMmYIIDGy1ljnTXM6vvP0Q37u9wthKkEanlXMtThbWwvx/nx4klpBx2U08erSatx2p3jCRU0WtfDMajRw6dCirEa1Gg0hnWwWdbRU7PjbXPZmBhXV84TjtKR5mdrMBu9nAi8PLOHwjiKJIwmChrOTuuUqywquTa9xaCFBRYmI5YKZ71s+J+jJ+rrONjo4OwuEwHo8Hn89Hf3+/Vsm0RgmjaxBIKCiKQJnFwEONZXzscuOO470fRIolXbaZ7c4rU9VaampNFRyXy5XX1FqxFiSoBINB6uu3N7q9H9j3dNl2pJb/5rI/EpdkFJIpslREQUBSFGIJieWFWYaHh2lvb2dsbKygP7Z0DZ/H6x0cr0923kuywl98f5wb016qSy2UlpjxhmL87fU5zCYDb04ZjKYoChMTE4yNjXHs2DHm5+cLcs65pstikqw9LxUpEWdmwU31iSZcLhcD7kH8MUkTsDlfhAl3iBKLSGuFncpSE9GEzMDCOtenfLyloxKbzUZjYyPDw8NcuHCBeDzO+PwKz92aJRKNUVdupbS0lFjMzutTEhUl5g2eaYWgGKOGYhWZbBfz7arWpqamGBgYyGtqrdhFJhQK6ZFModmtyJxuKsdqFFmPSjjubPQrikIwmuBCi5PxoQF8Pp9mcT81NZX3KrZoXOKZwRVeGfewspzgUaOX91dUpp3zMrIc4NaCnyanTdu7sJttTHlCfH9ohattFRhEgUQiQV9fH2tra1pqb3FxsSAGnLlGMgcr7VhNBvzhOA6bCUWBtbU1Ftx+Hj9Zx9GjR1leXqaxRMRoNTHhDlFhMzLlCbEeTdDqslFuuzP7xyhiMojcXgrwlo67Aqvm910uF8aQAWeNmVanmUAgwHpgnYDHy1IIbBE3bz9eT0VFBRaLJe+fTbFSrCKzW1uZQqfWil1k9mtgWb4papFR86WJRCKnxeJQdQnvfaiOr3ctsByLYjQIxBIKDouB8yVeEonkaGT1mPkulY7EJX7t7/t5fcqLLENCkrixMseNhTi//75jWrWVijsYI5aQt9i7OKxG3IEY4ZgEiQhdXV1YrVauXr2qpQ3yOYI5lVz3ZA7XlNJ5sILnR1ZxB2NEQgH84ThHm6p4/+V27ZjlFoHTx2u5PullzhdClpNTRlsr7RgNdxcIRSFtSbJ6TsmxDQJGkwmny4XT5QJFwby0hmKIMTc3x+3btzUrlMrKynu6qbxfFKPI5KsZM9+ptWK2lAG9TyYvZPPD220Z8y+/7RAdNaX8c/8SnlCMVofIEZOHq0cP0N7evuG18y0y/9izwOtTXkrMRsxGkUhERkLgueEVHhms4l0nNs7aLreZMBpEwnEJW8omdTAqUV1mxudZ4fZAP62trXR0dGw490KNEhAEIafPRBQFfvpyM40OI09fH8FsEnj8TDuPHq/TqvlU4Wpy2Wgot+BeDzO8VMbfvD5PJCFhNSUFIBhNFkKc2OQ5l/q+K+wmEJKpUVW0JQUwmDjdXsupRgfxeFxbhAYGBpAkSbvzrays3NFBO5vPqJh40CKZ7chHau1+iGTyMUtmvynqSAZ2LwCiKPCeU3W863g1t2/fZmlpidOnz1JVtbVcN9/TK78/tIqisMFu32wQiEgKPxxZ3SIyR2pLaa8uYWBhnYZyK1aTiDcUJ5KQaLdHGbw1wEMPPaTNfth87oqioCgKC2tR1qMJnDYTtY6tkZ+iKAwuBnhlwkM0IXO0royrbRVbxgKkHjcXAn4fppUhfulS0oZn8wWcGh0JgkC5zcTZZgczvig/HHGz4o+BkIxgLraWc655ayGG+vxml40DFTbGV0M4rMbk5MxwnEanlYN3SpZNJhO1tbXU1taiKAqBQACPx8Py8jIjIyPYbDZNcJxOZ1Hf1WZDsYrMvbCV2U1qrdhF5n60lVlZWeHUqVP88i//Mr/1W78F3Ccis1trmWAwqDWCPfzwwxkrsPI9vTIhZ1icFSXtv5kMIj97tZUvvTbDyHKAlYBMqVnkVFmYA2aFC+czG3OKoog/EudLr80yuLhOOC5RYjZwuqmc95yq21C++5Xrs3z5tTlCsQQIyW74s81OfufxI1uaVHNNl01PTzM0NMSRI0doaWlJ+5h0xxQFgSdO13KsrpTh5QCSrHCouoTjdaVb0oqpC5XZKPLWjkpqysyMr4aQFTjfWs6x2tKMJdllZWWUlZXR2tpKIpHA6/Xi8XgYGhoiFovhdGZuBr0fKMZiBNgfq/9sUmtWq5VEIkEsFtu3htBMqOd8v0Uy1dXVfP7zn+eJJ57gne98J0eOHHlw02WLi4v09/fT1NTE4cOHt/2R5ztd9qZDFfTMrpGQZIx35tPHpeRdZqby4VqHhV99xyGmPWGWPD6WJ4ZoqnFx8uTJbYseRFHke2MBJkNRGpxW6h1W1iJxXhh1YzUZeM+p5FiCkeUAf/v6HJCMAgRBIBKXuDHt4x97F/jIpWYgWenmDcUIxGSELIRXlmVu3brF8vIyFy5cwOXa6h6gkkm4REHgWF0px+p2zj+nPt9uNnC+xcnZ5nIUhQ3D6HbCaDRSXV1NdXX1hlkqmZpB8+H+UGjeyJHMdmRKrU1NTRGJRHjxxRf3rSF0O+7XPpnHH3+cJ598ko985CNcuHDh/ohkchEAWZYZHBxkfn6eU6dOpU0x7fU1duL9Zxt4ZnCF4aUAggCJRNJa/1xLBe86nvl8BEFADLlZmxzkREc7Bw4c2PHidIdlxjxRmmrLcFiTdjEuu5mEpHBzeo23dlRRajXy2qSXUCxBk9OmHdNqMmAyCHx/aJWPXGpmcHGdF0bcLK1HCa77qbFKNLfHMs5kiUajdHV1IcsynZ2dO+5x7NV0M9NnIQoC7GEN2zxLRZIkbZZKajOoKjqlpaVFGTUUq8gU29AyNbW2vr6OyWTi8OHD+9YQuh2hUOi+i2RUPvOZz3Dy5En+7u/+7sESmXA4THd3N4qicPXq1azzmfnekym3mfirD5/m613z/GBklXAoyOUmOx9/7FTGLn5Jkrh9+zbLy8vb2sNsJiJBVFK2pIhKLAbcwRiBaIJSq5F4Qga2NigaRIFYQmZiNcjXu+eJxCSqyyzEQgIDKzG+0T3PT19q1oagqaytrdHV1YXLlYy2stnPyIez871Y3A0GA5WVlVRWVm5oBnW73UxNTWEwGHA4HCiKQjwez9t43L1SrCKz35FMJtQ9mf1sCM1EIpEgEoncl5EMwNjYGPPz88iyfH+ITDZ7MsvLy/T19VFXl+zJyGUTN997MpCcS/9zD7fycw+3Mjg4iKIoaSdQQlIcu7q6EARhR3uYLa9jM2IzwFo4viHi8IUTlFlNmhnmiQYHRlEgGEtQcmdujSQrhGIS7zzm5Oa0j/VwgsO1yZRVzGZEiYuMrQQZXQlyouHuyOb5+XkGBgZob08fbcUSMpKsYDVttezYTiRkRWFoKcjYahCzQeRUQ9kGn7m9LFSRuMSsL4IkK9SWWXDasxcGtRm0sbFRM1JdWloC4IUXXsDhcGhRjsPh2PfUULFRbJGMSroS5nvdEJqJQCAAcF9GMrFYjJ/+6Z/mQx/60IOxJyPLMqOjo0xNTXHixAkaGhpyPo9CjxQQRZF4PJ7239xuN93d3dTV1aWtyNqJCruJw5UmRgMx4pJCqcXAWiRBMJbg0aNVWuR0trmchw9V8MNRN2uhOAaDSCQu0eyy8f6zDXyzex6H7e7PQUDAJEJCQTO8VBSFoaEhZmdnOXPmDNXV1RvOJRSTeG3CQ/+8n7is0Oi0culABQcqkxHl5uqyVGIJmS++Osu1CS/RhIKCQrnNyAfPNvC2wxsdD3JlfDXEd2+vsLQeQ1GU5MTMA06uHHTlvCirzaAWi4XFxUU6Ozu1u97Z2VkATXDudTNoMUYyauVjMYpMNtVl++W1FgwGAe7LPpn/+B//I2tra/z5n/85paWl90ckk0kAIpEIPT09xONxOjs7d/2FGAwGYrHYXk5zW9Kl4zbbwzQ1Ne362FcazLRbargx5cMXjlNmNfIjR6t5OMWOxmgQ+Y13dnCq0cH3h1YJxSXONTv5sdN1NDptVJaYWfZHtccLgkBCUVCAErOReDxOd3c3kUgk7RhqSVb4dv8iPbNruGwmzEaRWwvrzPki/MTZBpor7FvSZakX4wtjHn446qGqxEyZ1YiiKCz6o/zdzXnaq+1asUKurIXjfLt/GW84TovLikEUcAdiPDvsxmk3Z1VssB0Wi4X6+nrq6+tRFAW/34/H49mXZtBi3CdSMwTFJn6QPLdcU533KrUWCoWwWq33XVn9888/z2c/+1m+//3v43Aksx/3hcikEwC3201PTw9VVVWcP39+T9U/hY5kNqfj0tnD7BZBEDAICu86Ucub2ysJxpJWOumchy0mA0+caeCJM1ujvdNN5QwtBVhYi1BdZiYmySz4JU532KizK1y7do2SkhI6OzvTftZTnhC3FwO0uuxa9OSymxleDtA1s6aJTCZenfBhEAXK7pRSC4JAncPC2GqInjm/5kWW60I6thpiORCjvdqeLBAAqsssBNwhBhbW9ywyqQiCQHl5OeXl5Rw8eDBjM6ga5ey1GXQzxRrJQHHa6cuyvKdFvJCpNdXmv9i+z5145JFHtmRtij5dtlkAFEVhfHyc8fFxjh49SlNT056/iEJ1zac7fiAQSGsPs5djqxdyicWYcd9nJ47Xl/Huk7W8OOpm0h0mFpGoLRF5U5OJvpuvc+DAVqeEVDzBGAlZ3lLY4LSZmPaGtQUwk0iE4hKmTSXISSflZCpN/e9cRSYckxAFNIFRsRqTA9wKSaZm0KWlJYaHh/PeDFqMIlPMkYxq9Z8vdkqtSZKE0+nMKrX2oMySgSKIZHZaOFL3ZGKxGL29vYRCIS5fvqyFY3vlXuzJyLLM4uIifX19ae1h9nrsvSIIAlcOVnCy3sHSehSvexXf3Bork4OcOnWKurq6bZ9vNRkQlGTaLLVfJRKXqLwzcmG77/p4XWmyqVJWtNEGoZiEQRRozXGQWyoVJWZNqFRnA0VRWI8mONW4+03VXMXuXjWDFttiXuyRTCHPay+pNXUqZj6+z7/6q7/i05/+NIuLi5w+fZq/+Iu/4NKlSxkf/3d/93f8zu/8DpOTk3R0dPBHf/RHPP7447t+/X0XmZ1QBUCdX19eXk5nZ2dey0YLLTKCILC+vk5/f39Ge5jdku8orNRqxGqE5dF5pEScq1evZlXhcrDSTq3DyqQnRIvLhlEU8IbixCSFhxqT6cDt9mTedriS7lk/Y+6kTUxCUggnJC62lPPQHTHYTSRzqMrOoSo7Q0tBKkvMGEWB1WCMyhIzpxvzc5OyGwrRDKpHMrlxL21lsk2tuVwuxsfH8fl8ebGU+epXv8onP/lJnnrqKS5fvsxnP/tZHnvsMYaGhqipqdny+Jdffpmf/Mmf5A//8A/50R/9Ub785S/zxBNPcPPmTU6ePLmrcyh6kRFFkWAwyOuvv55xfv1eyZfILKxF+Jdby6ysRzlYZeex47WYBImX+8dxB+I8cvkcNTXZ9b9kS75FJhQKcfPmTQRBwG63Z11CWWIx8vjJWv7l1jJTnjCyolBmMfLm9kpO3VnM1e8t3WJYX27l37/tIN8bXKFvfh2L0cCVg07ecaRKs5fZzfduNoq891QtVaVehpaCxCSZ43WlXDno2lAevZ/sphk03WdRjCJTrJVlsPc9mb2QKbU2Pj7Ok08+SSgUwuVy8bnPfY53vvOdHD16dFff7Z/+6Z/y5JNP8rM/+7MAPPXUUzz99NN8/vOf51Of+tSWx3/uc5/jXe96F7/+678OwO///u/zzDPP8Jd/+Zc89dRTu3qvRS0y8Xic6elpotEoly5d2tayZLfIskLPQojnx2NMGmd4U3slrZW530G8NObmd/7pNuuRuz09n39xkjpTGF/cQFQycCM8w7kWPx+90pLWX2s35NPqXy2nbmhooKqqisHBwZye31pp52NXmpn2hoklZGodFqpK75bwbhaZzVFJo9PKx640a/8diCaYdIeIywpVJWbkO+WwuVJuM/Gu4zW8tUNCkhVKzIa8LMaFWtCzaQZNLZNWo/pirS4rNuFTyfeezF5ITa1NTEzwn//zf+bb3/423/72t/nUpz5FVVUV169fzykLEovFuHHjBr/5m7+p/U0URR599FGuXbuW9jnXrl3jk5/85Ia/PfbYY3zzm9/c1fuCIhCZTCkQv99Pd3c3JpMJi8VSEIGJxiX+0/8d5MWRVSIxiecWxvn8y1P8P289yE+ca8z6OKGYxP/77SHWIwmcdhOiIBCNxZjyhFgyGbjcWkos6MduNvDDYTelFiMfvZLeRDIVWVZYXo+SkBXqHJa0A89245a8GUVRmJqaYmRkRCundrvduxIvi8lAR036iq1UkdmJ8dUQzw2vshqIAwoWowFzQKHt0O4F1Zam4u5+IF0zaGqaRW0GjUajRTekrdgjmWI8N1EUsdvtnDx5kq9+9atEIhFefvnltOmt7VhdXUWSpC3CVFtbm/EGcnFxMe3jFxcXc3sTKey7yGxGURRmZ2cZHBykra2NyspKbt68WZDX+vub87ww4sZmErEApaVmvKE4//UHE5xpKqc9w2K5mdcnvawGYzhsRkRBIBaNEktISWNMGQx3fshOm4mEJPPKhJf3na7XuvHTMe0J8c2eBSZWQ0iyQkO5lcdP1Wr7Gyp7TZdJksTAwABut5uLFy/idDq14xbqznin465HEjw3vIo/nKCt0oYoCgSiCbpnZQaXw9Tldq09UKjNoC6Xi0OHDhGNRrUox+v14vP5CIVC+9IMmo5ijmSKVWRg41RMq9XK29/+9n0+o91TVJ+w2j8yMjLCuXPnOHToEEajcddW/zvxnVtLCELSzReSKRyX3UQ4LvH88GrWx4kkJGQFBBQi4XCyyctsBu3O/e7CajcbiMQl/NuUz/pCcf7Xy9P0zfopsxiosJuY8oT4P6/MML4a3PDYvYhMJBLhtddeIxgM0tnZqQkM5LbJLssKcqbxBncIRhP8YMTNtSWBl8bcWllyOma8YVYDcZpcVq3SrNRixGIQGF4NZ3VObxTUZtCTJ09SVVVFfX09JSUlzM3N8dJLL/Haa68xOjqK1+staJl+Jop5IS/myZj5mIpZVVWFwWDQLJBUlpaWMlaL1tXV5fT4bNj3SEa9ywkEAlp6LNW/y2g0IstyQTY11yPSnXJbAXU9VV8jGMu+EOChxnKsBgFfIEqZxYDZYiEhycgK2EwidouRkD/52LVwgnKbicrSzHeYPbNrzHrDHKou0cqBD5oNjCwHeW3CS1vV3fr53e7JeL1euru7qaqq4vjx42k9nHY67qw3zJdem+GlMQ+iAG9qr+SnLzVTt2lDfXQ5wB98Z5gZT5hQWOTad0Y4UrvIf/iRQ1SVbP0JxiQFAWVLb4tRhHC8ML+FXCnG/Q9BELDZbLS0tOxLM2g69HTZ7ggGg1pRwG4xm82cP3+eZ599lieeeAJIvudnn32WT3ziE2mf09nZybPPPsuv/MqvaH975pln6Ozs3PV57LvIwF3DxZaWFjo6OjZ88eriJ0lS3md6nG8t5+m+JSC5YChAPJEM7zeP/s2EoihEPAtcrIjx4rKBoCQQjSSISzJWo0hViRl3ME4krjDvCxNJyLzvdN2d6Ck9nlByQmRqv4kgCNjNBubWIhseu5tIZnZ2ltu3b3P48GFaWlrSLtg7pctW1qP8xtcHmPaGsN/Z6/hm9wK9c34++8FTmllnQpL5s2fHmPaEqHNY8MtBSkrM3FpY57+/NM1vvrNty7GrSpO2NIFoQiuQUBSFYByaHOZ9F5hiZbP43utm0HTo6bLdEQqF8tKM+clPfpKPfexjXLhwgUuXLvHZz36WYDCoVZt99KMfpbGxkT/8wz8E4N//+3/PW9/6Vv7kT/6E97znPXzlK1/h+vXr/Lf/9t92fQ77LjKjo6OMj49z+vTptBtb6g8/kUjkXWQ+fKGJa+NelgMxSEAiGCMuK5xuLOctHVvHNG8m1R7md3/iIj+YCvONrnmW/FEO15byE2cbWFqP8vzQMquSQr3dxI8fqeaxE9tXiJTbTCiKgqxsvJsPxSRqSzc6BOSyd6LO2llYWNhxnMBO6bKn+xaZ9Yapd1g1MXTYFCZXQ/zLrWV+8mLSi+32YoCJ1SDVZRatFNliFHHaTXTPrrG0HqW+fOMddUO5leN1ZXTNrGE3JzAZRXyhOE6LwNGa4ig7Lka2+772azJosUYyqnFnsabL8jUV80Mf+hArKyv87u/+LouLi5w5c4bvfOc72ub+9PT0hu/n6tWrfPnLX+a3f/u3+a3f+i06Ojr45je/ueseGSgCkVHL9jKF7qKYtIsvRLNkR00pf/oTJ/k/r0zzw9vzOG0mHjtRy7++3Jx27n0q6exhnnA6eeJ0/ZbH/siRCr7z7BI/9q4j2C0728icbizn++WrjK+EaHAmF/Elf4Qyq5GLBzeG0NlGMrFYjO7ubs1MdKdGr53SZb1zfkRxY7RlFJM2MP1zfriY/FswliAhK5gNIupkMUVJ9q+E4xLB6NbvVRQE3n4kOVp5YGGdSELmYms5SomH6pLimN0CxddgmEsa8V5NBi3WSEZdT4pRACG/UzE/8YlPZEyPPf/881v+9sEPfpAPfvCDeXltKAKRKSsr23Fjf7cjmLPhaF0Z/+8TJ/iObY6Hr57M6u5haWmJvr4+mpubOXz48I4XUanVhNPCFm+uTFSWmvnolWa+3jXPrDeMpCjUlFl5/GQtR2o3bgaqIrPdAuP3+7l58ybl5eWcO3cuqwVjpwipzGpMu9mvKEnXAJVDVSWUWoz4wnEqU+fdhOJUlZppKE+/N2UyiJxtLudsc7kW0V2/PpXTXsjwcpDvD68y6Q5TU2bmLe2VnGve33kvhWS3e1WZmkFVwcm2GTTTORXjQq7eQBXjucH9PRVzM/suMtlQaNsXAJPRsOMCpigKw8PDzMzMcPLkyawrLtQfsiRJWdvhdNSU8muPtjPtDSPLCk0uW1pn5e266AHNL62trY22trasF4edjvu2I9W8MOpmLRzHcUdU1sIJTAaRRw7fTTVWl1l4z8lavnZzjoW1CLGEQHgtgslo4IPnGtK+p82oKcNcKt66Ztb4qx9O4QvFsZkNjK0GuTnj5yMXG3nX8eqdD3Afkq+CiNRmUCDrZtB0FGskU+wiEwgE8mIrUwzsu8hk68RcqDLm1NfYTshisRg9PT1EIhGuXLmSU3mhmvLLdYPeaBA3VJJlOjZs3cRUFIWRkRGmp6cz7ndth/q9ZLLeeEt7JT9+poF/6l1gYS05h8ZmEvnQhUauHNzYOPuxzhYqyyw83bvIRDhIR7WdD5xv5q3troJ8r5Ks8PddC/gjcQ5W3Z1Ds+iP8o+9i3QedG7bo3S/Uqiqu2ybQdNNBi3WSEbt9i9GAVTNNPVI5h5SyHSZynYi0zu5xDdeGsBitfGjl0/tKldaqHEC6gWceocfj8fp7e0lGAzmLIjbHXfjvwv820cO8uixam5M+wC4dMCVttvfaBB54nQ973uojn/+7vd489UOrFYrvb29RCIRqqqqskrDZBvJLK1HmfVFqCrdWIlWVWJmzhdhfDXE2ebdz/CB4ixhhsLvE23XDJpuMmgxRzLFKH4q+dyT2W/uC5G5F+myzYPFILmQ/Pl3+vhq1xKSYMRgiPMvU/2896E6fuXth7RGwWxQEJhYDVIWFWl22TZsmO+F1EgGkj/OmzdvYrPZ9uRWnZou651b48uvzdI/76eq1MITp+t470P1GESBo3VlHK3L7o5LEJIjncPhMF1dXdjtdurq6vB6vVoaRk3TVFRU7Hqz2SgKiIKAtGnPSFIURCH57w8i+yF86SaDut1ubTKo2WzGaDTi9XoLPhk0F4pdZFSr/weBfReZ3QwuKwSbRyTLssw//LCbv+3yYDabqSlJblAHohLf6J7nZIODdx7PLgXVNePjK2OQmJnEZDLRWmHnX51vzHpx3g718/OFYnzn1Un6Rmc40VzJT14+hcm0+69XPe6rEx5+65+GCcUljKLAkj/KrQU/I8tBfv2dHTkfV1EUent7aW5upq2tjUQiQVNTE7Isa5vN4+PjDAwMaCW1lZWVWkltNgtpdamZI7UlXJ9ao9RixCAKyHfGOTeWWzlc+2BcvJvZ7ybV1MmgbW1txONxhoaG8Pv9+9YMmon9dGDeiVgsRiwW09Nl95J7vScTiUTo6uripYkogsFIZend3owyq5GQX+KZ28tZicz4apD//uIUq2GBg+VGTCYTw0sB/vqFST712GFqHXvzlhIEgcl1+IP/fh1fOIHRYODZBR/fGrvBX374NLUOCxOrQfyRBNWlZppctqwWomR1Gfz1i9OEYhIuu/GuG0I0wTe7F/jAuYYd94xSmZ6eRpZlDh48SEdHx4bvVBRFzfpcdR52u92a6JjNZq2hcCc7EEEQ+MjFRlbWY0x7kjY0ClBdYuajl5uw7FCeni3Flgbab5HZjMlkwm63YzAYOHr0KIFAALfbfU+bQTNRTA7MmwkGk9ZReiRzD7mXezJut5uenh5qamoorXDAylYPM4MIvixH97485sYbilNXImA1ilgtRg5WGRhdCfL6lJcfPbV7TyCAcCzOl8cM+GISZTYTRoOBhKww4Q7xn751m1ONDkaWg0QTEiUWI6cby/ng+YYdxzQLgkAgAWOrIWzmjRukdrMBXzjBzWlfViKT2gRqNBqpqalJNpvKsva9CoKw4aK32Ww0NTXR1NSkldQODg6ytLTE/Py8FuVUVVWlvSNudtn43cc7eHXSx6I/istu4lKrc8+iXswUm8jA3Y3/1GbQAwcO3LNm0EwUc7pMFRl9T+Yeci/SZYIgsLKywvDwMEePHqW5uZmT4VmeG3KTkGWM2t6HQkJWONOU3cbxwloUq1FEVO72nYiCgEEQWPZH93TO4XCYv3nmOmux5NAw4507QaMoYDYIvDbpJZqQ6Kgpw2YSWY8keGncTZnVwAeyGGVgFAUEYHM7jKIkIwOLcec7z3g8Tnd3N9FolM7OTl599VVkWd7Q25MqNKrYbLYWUgsD1OZAt9vN6uoqo6Oj2Gw2La3mdDq155bbTLzz2MZyZUVRWF6PEZNkKkvM29r7bEZRFBb8UWIJmVLx3ptNZkOxiUymjf971Qy63XkVs8jY7faiPb9c2XeRyXZPJhaLFewcEokEfr+feDzOpUuXKC9PCshjJ2r4p95FJlaDyRn2QtLapd5h5YkzWzv701HnsNA148OcMnBLVhQkWaGqbOfu/0x4PB66urrAXI6sRDGk+RgTskJVqUVbSB02E5GEzI3pNR47XruhaTIdpWaRiy3lvDjuw2oUMYjJPRF/JEGZxcjDh9Ib+MUlmbGVIDOrfqbHR+mosXP1yhWMRqMmKupFrqbB1L+p/wd3S783Rzlq42BLS4t2R+x2u7l9+zaJRELL+1dWVmpGqwDuYIzvD60y6QkTlxTKbSYutjg43+rcYsa5mVlfmK/dWGB0JYQky5RbBQ4ZFN5URNFDMUcy21HIZtBMFPOeTCAQoKSkpOi+y92y7yIDO5emGo1GwuHCWLyr7s+yLNPQ0KAJDIDLbuZPf+Ik/+vlKX446kZW4LHjlXyss4VGZ3abllcPVXJt3MPCKphsEsQkFtYi1DosXGrNfRCboijMzMwwNDTE0aNH6Sip5L++/jLRhII95ZqJJmRMBoHqso3pIbvZwFo4TjAm7SgygiDw8YcbmfJFmfHe/fxtJpFff2e7ZoKZSiCa4B9uztM1ucKK24vdbmPVUk69J0J7dfLCmZubQ1GUDVGHesGrKTQ10tk8I37z72TzHXEwGGR1dZXFxUWGh4cpKSlJ9m84XXxnJMiEJ0x9uRWLUcQTjPO9ITd2s5ETDZk3WYPRBP/9xWkmPGHqyiwYDUYWfSGmAnBlfp3Td8ZL7zfFWFa9m8U8n82gmSj2PZkHJVUGRSIyO1GodFmqPUzqgpZKXbmV33z3EX5DTkYi6aZTbseh6hJ+7uED/PUzftzBBDY5xqHqEj50oXGLJf5OyLLMrVu3WF5e5sKFC9q00Et1Iq8uKaxHEpgMAjFJQRQFDlWVsB5JbLFzqSwx4bLvfGEKgkC9w8wXf+Y83xlYYng5gMtu4rHjtRyqTn8RvDji5uXhBSwxP6cP1FBaWsakO8Q/di/wS29u4ciRIywtLdHb24uiKNq+SlVVFWazeUOqTBUaSZIIhUIEAgEqKiqIxWLa41IXCkEQKC0tpbS0lAMHDmywun/u9X5emYcWlw05IiGWlFDrsDDlCdM96+d4fea74545P1PeCAcqbJrJZ2O5hQF/gBdGPUUlMsV295uPZsx0zaCq4OzUDJqJ+yFdVmzf5W55Q4qM2g0/NTXFqVOnqKurY2RkhHg882a+OndmN1xodSKfKSVsLKWpsZHWClvOYhWNRunq6kKWZTo7Ozdsdv/kERPHWir456E1fOE4h6rsfLSzmUhM4nuDK8QSMiVmA75wnISs8NYj1TsagMJd/7Iyq5EPnt95DycST/Bc7wRyOMDBg43Y75xji8vKuDvE2HKAk41VWtTh9/tZXV1lZmZGWyyqqpL/XlZWpi0C6+vrdHd3U1tbS319Mk2pKIpWnaam0zan1VKt7mNla/RHZymxSvjWfCwuLWGxWIgbrCwJydEM5jt7TNGEzPJ6FJNBpLYsOaoBRdEERsVigFnfxtEL+0kxiky+mzFTm0GBHZtBM00GLXaReVAqy6BIRCabdFm+SphT7WE6Ozu1L7PQxQUWk4HKUkPGCGA71tbWuHnzJhUVFZw8eXJL+sFkNPDhM1X8ux85fmexTC64sYRMmdXIKxNegjGJOoeVtxyupPNg+r2UzeTiFRaPx7l+o5v1YIjmxnrsNhsK6sJ3p2BCuZv2Su2pUDvHV1dXWV1d1ezHq6qqMBqNzM7O0tHRQUtLi/Z6qfs3qVVqQNoox2EzYbNaKHFYqKysQkokCAaDjCz5ESLrvHptmYqKCubidm4sxvGGkwPt2qrs1DnMgEBCVjY0ckYlaCiiarViFJlC28rs1AxaWlqqiU5qM2ixT8XU02X3mHwJwNraGl1dXZSXl9PZ2bmhYiVdx38+yfb4wWiC4eUAkqzQVlVCZG2VgYEB2tvbOXDgwBZfqL55Py/OScwLPt7jqsKWUi1lNoq8+2Qdbz9STTAmUWY1brkb345s/dZCoRA3btzAZrNx6fhB+hcCVCdnTqMA3lAch81EQ3nmfSyLxbIhJeL1ehkbG2NtbQ2A5eVlZFmmqqqKkpKStGm11Kq1zVFOk9PCoSo7g0sBasosWAwi64qF6uoqfuxkNfU2mddGFvi73jliiQRVpWYMZis3p6K0VJZQV25hcjVEfbkFo0Fk0R/DJMKb2vc2vTCfFKPI3EtbmXTNoJkmg8ZisV27YRSaB6nbH95AIqNOgzx06BAHDx7c8sMvRCSzGojSP7+O2SBgk8G0w4L9+qSXr16fY8kfQVYUTHKMk2VhPvr2rQaXgWiC//iPt3h1wkskFkccnuN/3fDwh08c56FN5dUWkwFLFm7Hm8lmIJpa5dbQ0MCRI0eo8ISZ80UZXgrgsBiIJGQkBR45XLltj4qsKCQkRUvjLSwsEI1GuXKnKm11dZWVlRXGxsawWCzaPo7L5dLuSDcXD2zuxXlHhxOrUWB8NURAQeudOVaf3FNZkAKUOGSOV1iIhMOEwmFssXUGJtZ4pK0MC0YWgzEkBRxWA+fKBM42Fcd+jEqxicx+GmSmmwyqNoP6fD6MRqO2L3ivm0G3Q9/43wf20vEvyzK3b99mcXGRs2fPUlWVfuLldiKj9lbIikJtmWVHzzJFUfjfr8zwpddmCEQTiIKAw6Tw0dMOjhxJ/5xZb5j/fW2aQDRBk9OC1+thNZxgwFTOYszCZm+B//qDCV4a9WA1iZSaBARRZNEf4VPfvMU//OKlDRHNbtkpXaYKt9pXBHCw0s5PXmzgtUkv054I9U6TNhcmHeG4xP9+ZYZv9S4RiiU4WGnj4aooJytFLl26pOXUm5ubtfJWj8fD6uoqt2/fJhaLUVFRoYmOzWbLWDxQbhN497FK1sLlxCSZYEzm9Wk/L4y6aa20M+kJUWoxYjQYKS0to7S0DKVKIbLgw2o28lhZgBlvBGtJGQeqS/G79/wR55U3eiSzHZubQfv7+7VIfT+aQbdD35MpADt9mbuNMlR7GEVRuHr16rZeSZlcksdXg3zp1RmGlgIoCrRW2vjwhaYt0UIqzw6u8D9fmkQUBCpLzMiKwqo/wl9f9/HmM2GaXFvP48a0D3coxgGnGffqCiaTieMH6hlbDXFtwrPh9cIxiW/3L2E0CFhNBqJyAoMo4LAaWfZHeXHMzY8cy83aPx2Z0mWKojA0NMTc3NyGMc5quqrZaaX1XOOO36uiKPynbw3yw1EPBhEMgkDP7BqDCwL/+X3H027aGgyGtCXLS0tLDA0NYbfbqa6upqqqakMOPjXKqTQa+eGIm796YRp/JAF3FmejKNDotG6IuCRZwWQyc7StkQstTs3uZmlpiXg8zrVr16isrMRS6qSsvJyKEsu+LU7FWsJcjBvsiqLgcDhoaWnZl2bQ7QgEArrI3GuMRuOO0x83k2oPc+zYsR1D4XRC5g7E+JNnRpn1hqkqNSMKArcXA/zZs2P8znuOZLRU+cfeRSQZKsqSOV8DAhU2A+5Qgu/dXuZnrrZueY4/HCcRj7O87KOsrEzr17EYRdyBjY2owViCaELa5CacdBhGYMvjd0u6dFkikaCnp4dQKMSVK1coKSnR5qWnjrTN5nvqm1/n5XEvNrOIWYRoNIbLaiCQEPjCK7O87Uj1jtb/m0uWVSeA3t7epKCkKZEOxmT+5ytzhGMSTU4rAhCXFaY9YWa9YRxWA9WlFhJyssP/QKWd43fMTFW7m7KyMnp7eymrO8D/uTHPwNISsqxwsMLCjz9UzcWOhntuAFmMkUyxzpNJFb/9aAbdjlAolPP8p2LmvhAZVSAkSdrxjkJRFCYnJxkdHd2QxsnmNTaLzEvjbmZ9YQ5U2jVr/lKLgfHVEM8NrtD2pvQis+CLYNrUgq/+KJfTCICiKBD2EQwGaW6ooKzUrv09Epc4uEnMXHYztWVWZrxhzYlAUSAmKRgEgfY0M112w+ZIJhQKcfPmTSwWC1euXMFkMmniolnm5LCg3FpYJyEr2BSFaCSO2ZK0hbcJElOeMGuRBM4chouZTCbq6uqoq6vbtkR6JGBiNRCjrtyqpT7NIlSVmglGJexmA4v+KEYRjtXYec/JGiyGrXflwQT8w00vE24Fp8OBosiM+CL81cuLfGBumhZXerubQlGMIlMs6bLNbBdh3Ytm0O3Q92QKQDbpMkjeRW8nMolEgv7+fnw+HxcvXsTpdGZ9DulEZs4bQYANs18EQcBiEpl0hzIeq72mhDlfeMNFL99ZhFsrNt7dJhIJ+vr6qJTWONlSw8xajLgQQxQFVtajVJdZeFN75cZzFQU+1tnMH35nBF84jhEFSZGRUbh4wMW5PQ7kSn2vqnioG/z19fUcPXpUi3LUFNlupgyWWpKfeRQFm9WK4U7lW0JWsBoNWPfglpyuRNrtdrOyssLgiIdwBMLGBBaLBZPJiCCIGEQRmwV+6S1txBMSRhFqSk2QEqXB3dTqLQ9MusO0VNi1qNJlTzZ4rjuaOHTIzurqKrdu3dpQ2bTZ7iafFNuCXsyRTLYb/YVoBt2OB2kqJhSJyOyEupG73b5MMBikq6sLs9lMZ2dnxias7V5j8/5Dcj9l6x1iLCFTW5b5+D9xrpHXJr2sBmKUWY1IsoI/IlNpEzbslaiRgdls5tG3XOVMSOab3fP0L6wTT8icbXbyvtP1NKfZw3nf6XpkBb5wbZoFXwiTKPD4Qw388tvachqmth2qkKgb/EeOHNF6VVL9xnYjMIlEAmd4HrtRISobsN95fiwhE5cUfvRUFdZdVMRlwmKx0NDQQENDA9WtYb7/5W4C8QSyHCIQSC443pjIQ40OGsstGxbGdCXS4XCYlbCCgoJBAAUFgeSwNItRZNwdprq6Vds7UiubNtvdqAtTPhZiPZLJnt3ayuSrGXQ79Ehmn9hu8395eVkbhNXR0bGrH496/NQLtfNQBf88sMSMN0ydw4ooJNNddrOBtxxOX6UGyQ7/33n8CH/9wiQLaxFEQeBUnZ33NEua39fq6io9PT1a6a8oijSY4d880sZaOI4kK7jspowXqCAI/PjZBt57qpYvPtvFuE8ilpD5h6553txembeU2cLCAn6/P+0G/24FJhKJ0N3djc1k4vd+7AR/8N0x1sIJEEBA4KEmB7/05gN5Of90NDhtfPB8E1++PkdANmI0wFosgd0gc8K8yksvvaQVD6QrkV5aWmJkZISmmkoGxsPaQqqggJAUysrSu1Y+myubUvs3+vr6UBRFW5gqKysxm3dnnFqMG//FHMnk47x22wy6HXp1WQHY7XTMdPYwuyW1+kj9380uG//PWw/yv69Ns+CPICvJOfEfPN/I6R2s/t92pJo3t1cy7Q1jNogYIj4mJydRFIWpqSlGRkY4duwYTU1NW55bnsM+xHNDq3xvIukqXOWMMuEOcnPax5NvPsBDjbtPmyUSCdbX1wH2vMGfit/vp6uri+rqai3tdqrJyfeH3fjCcY7WlnL5oFMbrVAoPnKpiWaXje8NrrIciHK4ppT3nqrlUJVt2xLp1dVVRkZGOHHiBAcNZby6eJvFQJzaUjMICu5AHLNBoLPVQTwe39HuRlEU1tfXWV1d1SLGsrIyrWChrKwsq89YFZhiixqKNZIpRNVbLs2gmSaDqpVueiSzD2y2lonFYvT29hIKhTbYw+yW1OKC1FztpQMuTjU4GFxaR5LhcE0JjixFwGgQtQq05eV1bf/F7XbnvGeUDl8ozj8PLGESBWpLDFQ4rSiKwvhqiP/bu8jJekdOqTNPMMbtxXXWg2H88+NUmBQOHjigCUzqBr9qwZ8LS0tLDAwM0NbWRmtrq/b8ihIzHzib3eiEfCEIAm89XMVb00SkmVydBwcHAairq0uO0XZa+cWHW/nfr84y54+CAg6rkfeeqeZiq3ODIEN6uxtBEHA4HDgcDtra2ojFYtpE0O7ubgRB0CKc7TaZi1VkijWSuRe2Mts1g243GTQQCBRkT8bj8fDv/t2/41vf+haiKPKBD3yAz33uc9uunY888gg/+MEPNvztl37pl3jqqaeyft37RmRSIxn1btjhcHD16tW81LCnNu9txmY2cLbZuafjS5JEOBzGaDTS2dmZl43fSXcITzCOy2ZEUe4O/qouNTPjDbMajFGzzd5RKtenfPzdjTkWvEH8634cditHK2y0tAp73n9Ro7fx8XFOnjy5p/LMQDTB4GIAXzhOmcXIkbrSnCrQckEtkbbb7ayvr2O1WmlpaWF9fZ2+vj7CcZk10cF72ssoKa3BZrVwvK5UG6+Q2gia7awcs9mspV9kWdbSL1NTU9y6dQuHw6GJTmopbbGKzBspktmOTJNB3W631gx67do1ZFnGbDZjt9vzfg4f+chHWFhY4JlnniEej/OzP/uz/OIv/iJf/vKXt33ek08+ye/93u9p/53ruRWFyOSSLpubm+PWrVsZ7WH2cg47FRfsFq/Xy61btxAEgcuXL2f9417yRxlZDuCwGjnZsDUqMRkEDKKADAgp6fiErGAQhU19NJlZWY/y1euzrK4FsCXWaWpwgtlOz/wqbXNB2g7sXmBUxwW3282FCxdwOHZvw7Loj/D3Nxc2zLapc1j4kWPVXJ/y8eqkD7NB4O1Hqnn3yRrMOTpdpyMej9PT04MkSRscCJ4fXuULPxhnZT2EJK1TYpR5/JCFJrEOs1y1YTM/m1k56dJqoijidDpxOp0cOnSISCSiRTlTU1MYjUYtlafe+Rbbgl6skcx+N4mmmww6ODjI3//93zMzM8P73vc+fvRHf5R3vetdvP3tb9/TdQNw+/ZtvvOd7/D6669z4cIFAP7iL/6Cxx9/nM985jM0NDRkfK7dbt/TVkRRiEw2iKLI7OwsgUBgW3uYVLyhGD8YcTPvC1NZYuatHVXbznAphH+Zmmdvbm5mbm4uqx92QpL5Lz+Y4Js9C4RjSTfgg1Ul/Kf3HNmwod9eXUKD08roQphqa3LBiksyK4EYbzpUmXaoWDr65/3MLHtxiVFqa2u0XLFRFLg5F+D9d1ILuS5g6gKdSCS4dOnSnqI3RVH43u0VZr1hDlWXJMVVVri9tM4vf62fYDSBggAovDrp46UxN3/wxLE97e2Ew2G6urqw2WycPXtWE4uR5QCf+/4E4ZhEvSt5V7caiPHtKZmG8jWcKS7SVVVVWpork91NJhdp9X+rWK3WDaW0mxsGAebm5qiuri6KeSSqkO73eWxG3VssFq8ytRn04x//OB/72Meora3lj//4j3nttdf41Kc+xZNPPsmv/dqv7ek1rl27htPp1AQG4NFHH0UURV599VXe//73Z3zul770Jf7mb/6Guro63vve9/I7v/M7OUUz94XIRCIR1tbWEEVxR3sYlfHVIL/39CBz3gjJQlP4etcCv/7Odi5kmEiZT5GRZZnBwUEWFhY4d+4cZrOZmZmZrJ77letz/O31WcwGEZfdREJWGF4K8B++cYu/+dnzmi+ZxWTgpy428RfP+Jldi7OmBBAQ6Kgu4f1ZjodOJBIMjowRjcVoaKvHbDaRzLwolFjNrK4FeOmll7QFs7KyMqv0ZDAYpLu7m5KSEo6dfIjptRjOeDTr9N1m3ME4k54wteUWrW9JFAU8gTjuYIwKuyllHozED0c9/HDEw9uP7Hwzkg41JVtTU6NV/6k8N7TKeiSedAu4s4DWOSxMeyM8u2DiysF2ygwJyokyNjZGX18fTqdT+wxVF2nIHOXsNCtHFEUqKiqoqKigo6MDv9/P9evX8fmSBSZms1lLq6VWyN1LdtOgey9ILVwpNoLBIADvfe97+amf+imAvKxJi4uLW9LUaiS8uLiY8Xk/9VM/RWtrKw0NDfT29vIf/sN/YGhoiK9//etZv3ZRiMx2dzoej4fu7m5tEy0bgVEUhad+OMmMJ+kTZhAFZEVhzhfhr54f56mfOpPWlThf6bJYLEZ3dzfxeJzOzk7sdjuhUCgr23xZVvh61zwiyU1kSDZfVtiNzPvCW3zJTjQ4+H+u1PDy8CI1TQ3UlFk421xOqWXnrzYcDifn1FhEqipcJBAw3ekLkhSZGEbedvoQDx0uY3V1VVswXS6XVuKb7o7G4/HQ29tLfX09r3ht/Mp/fR1/JIGIwJU2F7/z7sPbOjKnQ5IVJDnpaJDKlCfZFCum/N1iNBCKSbwy4d2VyKi2NAcPHtwyXgFg0R9F3FT4EIzJ+MJxXp/2Mu9PNvEerLLzyXecw2VWtFk5qi9WdXW1tplvMBi2RDm5zMoBtCjx1KlTAFq+f3h4mFgstqER9F7Z3RSryKTuixUbwWAQQRA2XFfb3SB86lOf4o/+6I+2Pebt27d3fT6/+Iu/qP3vU6dOUV9fzzve8Q7GxsY4dOhQVscoCpFJR2qp79GjR1lfX8963svCWpShxXUqSsx373oFgZoyC/NrUfoX1jnf4tzyvL3MlAlGE9xaWCcUChFdGKam0sW5c+cwGo2sheOMLAaZCyokJHnbqZjhuIQ3FMeyqdvdaBBBgMW1rZMYK0vMnK81culs5rzqZrxeL11dXdTW1nLx8hG8L8/w6oSXErOIURTwhRPUOaw8crgal8uGy+Wio6ODUCik2e4PDw9jt9u1aZbl5eUsLi5qjZsvLQl89rlRIDm2WpYVXhrz8G++0stXfv58TrNtKktN1JdbmfKEaEsR0LisbHFlUNlNlmZubo7BwUGOHz+uTeHczIFKOy+OepAVBVEQkBWY94WRJIVmp5W2SjtxSWZ0OciXX5/l//Noe1oX6cHBwaxdpLeblZPqzKD+TT2emu9X3Q5GRkaw2e6N3U3qnlMxUewiU1JSkvVn9mu/9mv8zM/8zLaPaWtro66ujuXl5Q1/TyQSeDyenPZbLl++DMDo6Oj9JzKpF4pqD+P1erVS35GREaLRaFbHiksykqKweQ0ziMnXiCXSC8lu02XfvbXMf3txkuW1EPF4nJoyK7/6zkYMBgPf7J7n//Yt4gnGCK6LjPzTbX7xzQe2+JGp2EwGasosTHtClKTc7Mel5Dk3V2yNHLKZ+5LK/Pw8AwMDHD58mJaWFgRB4F9fbqap3MKrkx5iCYW3dlTyyOGqLY7RdrudlpYWWlpaSCQSGwwpE4kEiqJw4MABqmtq+MI3b6Ioyt2xA6KAJCdLrF8c9fC2HKIMoyjy1o5Kvt4VY2QpgM1iuGNwaWN0JYgkKxjv+MVF4hIGQeBqW/YDxRRFYXx8nOnpac6ePUtFRebnPnq0in8eWGbeF8VlNxKOywSiElaTgfo7e34mg0hViZn+uXXcwRiVd/bHsnGRVgUiVQB2mpUTi8W095FKqvmj+p15vd4tdjdqKnQ3HerbfaZQfIv5botY7gXqVMxsz039Le1EZ2cnPp+PGzducP78eQCee+45ZFnWhCMburu7ATLegKWjaERGJdUe5urVq9qPPhcBaHRaaXTamFgNYjPd3bD2BGOU20wcq0tfg74bkemdW+NPvzdKIBzFKkg4HTbWogp//MwoC2sRvtGzgMmQtJCfC/u5teDnc8+N8Z/fdzxtSksUBT50oZHPPDOKNxSnxGwgISsEohIdNSVpF85MYwo2ozavTk9Pc+bMGe3HqSgKFgO881gVjx2vRkFIGxlsxmg0UltbS1VVFX19ffj9fqqrq1ldXWVgZJLFNUMyjaUoWlhhEAUSksLYajAnkQE4UlvKT19uont2jSV/lOpSCz91wc5nvjfK0HIQRUne4YuCwKNHq3nToexERq2A83g8XLx4cceeq0anjd9+dwf//cVpJtxBwnEZi0nkWF3phu/UIApEJVm7QdhMOhdpNcrp6+vb4CKtCkC6KCeRSDA3N4fFYkGSJCRJyriXs7mqSe3dWFhYYGhoKK92N8UayezWUuZeUKhGzGPHjvGud72LJ598kqeeeop4PM4nPvEJPvzhD2uVZXNzc7zjHe/gi1/8IpcuXWJsbIwvf/nLPP7441RWVtLb28uv/uqv8pa3vIWHHnoo69cuKpFR7WGampo4fPjwhh9CLgJgNIh89Eozn/7uaHLIlEkkmpAxG0Q+fLEJpz19X8VuRObp3gV8wTAus0JpaSkGgwGbRWF+LcrXbs5hEETqXFYUBSwGqHBamfKEuTHlS9sICPDE6XpCMYkvvzaDP5KcFXPloIvfeKxDmxyZSjYiozaCrq+vc+XKFUpLS7Uqm71YxESjUbq7uxFFkStXrmiWKOvBEJ/uv04gKhFPJBAQEO7MIpBh1wUAzS7bFi+3v/rwQzzdv8Srk17MBpG3Hani0aNVWQmlOrogHo9z8eLFjBVwm/tQTjY4+OwHTzDjjeALxfjsc+PEZWXD493BGIdrS6kutTCyHOTFMTe+UJwDlXYeOVyJy76x+m9z814mF+mqqrsl0rIsMzw8zNraGufPn9emPaZGOan9OJsbQQtpd6NaNBWbyOx3+fJ2BAKBglUGfulLX+ITn/gE73jHO7RmzD//8z/X/j0ejzM0NEQolNznNJvNfO973+Ozn/1s0iG+uZkPfOAD/PZv/3ZOr1sUIqPeYU9MTHDy5Mm0oViu0zEfPlRJ2Y8ZebpvkfGVEHXlVt51ombbFEq2EYFKIBCgb3wegwBlDoe2+SwIAuKduS5qWkwQkv+n9q54QplnvoiiwE9fbub9Z+qZdIdwWI1p02QqmYaLqagb/CaTSROCVHFR33uuP+z19XW6u7txuVwcP358w4VbVmLnQxea+Py1GRQBDALJYgJJocyoUBtfZH5e1ua87IUyq5EPX2jkwxcac3qeOtTOYrFw4cKFtFVzwWiCF0bd3JxZIy4pnGwo483tldSUJYeTtVTYaKmw8WMP1fGVG3NMekJYjQZCsQQOm4kPnK3n+8Or/NcfTrIeSSAACPDt/iV+9z1H0pqfQmYX6dXVVabvlEhXVFQQCAQAuHjx4oZU124aQXeyu0ltBM3G7qYYy5chNwfme00hfcsqKiq2bbw8cODAhnRrc3Pzlm7/3VAUIqP+4K9cuZLRTsFoNOYcZTzUWJ6Tf1cukczKygo9PT20VZcxE46yYXyYoqAoUOuwEIgmqFLNEgWBaEJCILs7+RKLkRMNOzdhbSeOPp+PmzdvUlNTownBXmbAqKysrNDX15exAgvgl958gPm1KN+9vUxEUhAFkfpyM7/3roNUG0LMzMxoXexq8UChB0KpBAIBbt68SWVlJceOHUv7GcQSMv/n1Vl65tYoMRsxiALfvb3C8FKAJ9904O73CrzvdB01DgvPD6+yEojRVunk0WPV1Dus/Juv9BJNyLS4kiXPCVlhyhPmi6/O8B/fdTir8011kZZlWfNWU/fB+vr6ciqR3qkRdDu7m5mZmazsboq1EbOY02XqnsyDRFGIDEBHR8e2d+OFaJTczWsoisLExARjY2OcOHGCVqOD7q/1seCP4rKZUEh6irnsJj5yqZmvXp9j1ptsBg0nBPy+CMfqyzm3R5uaVDJt/Ksb/B0dHZpXWD4sYqanp7X3X1tbm/GxZqPIHz5xjCff1MKthQDlNiOXD7q0Tvy2tjai0ahW3js5OYnJZNrQxFiIO06Px0NPTw8tLS20tbVl/AwGFtbpX/DT4rJpYweqS82MrgR5fdLLu0/efe/CnUKDzZHy88OreIJxGsrvjmU2igLlNiPdM2usheM5GaJCMkU5MjKC0+nk5MmTxGKxLSXSmz/DXBtBNy/C2drdqCKnRtfFGskUq8g8aOaYUEQik83gslzSZbthJ5GRJIm+vj58Ph+XLl3SRiT/9nuO8F9/MMGcL9kf0VFTwr99pC3Zr2I18s3uBVYDMeIynG8q4+Nva79bcZUHNkcyiqIwOjrK1NTUlg1+NYLZrUXM0NAQy8vLnD9/Xnv/O9FWVZJxVLXFYtnQxe71epODxVLKe9WenHz4vS0sLHDr1i2OHj1KY+P26bVZXxhJVjbMtTGIAnazgeHlAO8ms8CqJORkI/Dmj1q8E9HIaW4OtkONwFQXa0EQsNlsW0qk3W73tiXSkPy9pzpr59IIupPdjdqPo4tMbjxoNv9QRCKzE/cikhFFkXg8nvbf1H0N1eAyNf995WAFF1qcTLhDiILAwUq75jP26NEa3nyokllfhL6u67zpXANV21jb7Pa8VZFRN/j9fn9eN/jj8Th9fX1Eo1EuXbpUkIY+URS1FMyRI0e08t6FhQUGBwcpLS3VBCfXCYTqWO7JyUnOnDmjzcbZDotRREkztC4uKZRk0ewKcLKhjDKrAU8wrqXXFEXBF4pzvtWZk7mnz+ejq6tr2wgstUQ69TPcrkQ6VUR22wiazu5mdnaWWCxGV1eX9r0Wg91NMe/JBAIBXWT2i93syeRKJiFTRw/X1dVlzN8bDSIdGQaFWUwGDlWXsGDffbPndqipiUgkws2bNzEYDHR2duZtgz/Vw+vixYt5cb3eic3lveqewMrKirbxre7jVFRUbHtOqsXPysoKFy5cyNpG/VhdGeW2VRb9UeruOBSshZOb92fuzBOKxCUkRcFuMuANxbm9mNyIP1pXSmWJmTqHlZ84W8+XXp9jxhvBZBCIJmSqSs389KWmrL8LdQ+so6OD5ubmrJ6TTYm0GiluVyK9UyNoJrubiooKhoaGtLL28fFxLZW32d7+XlLMezLBYDDrDMH9wn0jMmo3fiFHzG4WGUVRmJmZYWhoiKNHj2Z9cafjlQkPnx+I4+4ZoaVykfc+VMejR6tzmveSCTWSuXbtGlVVVZw4cSJvG/w+n4/u7m7q6uq2lJXfSzbvCfh8Pm2AWDgc1lJC1dXVG6IsNbILh8M5R2DNrmTV2P/tW2R0JYSCgt1s5K2HK2mpsPI3r85wc2YNSVYQRYHVQIzonUZfl83EB87V8yNHq/nQ+UZaKux8f2iV1UCMI7WlvOtEDQcqszMZnJ+f5/bt25w4cWJPbri7KZGGnRtBIX2UoygKRqORpqYmmpqakCRpi739ftjdFHO6LBQKbeuIfD9SNCKTzZ4MJO9CCnUnnSoysixz69YtlpeXuXDhgjbTezc8c3uZP3lmlLWgjN2SoG9+jVsLfhb9ET56pWXP5726ugokSxDVSq+9pscguX9x+/btbe+eFUVhcCnAjak13MEYLRU2Lh900ZDnlGAqqXfLhw8f1lJCqVY3qs3N2NgYJpOJixcvZhz4tR0PH6qgo6aE4aUAkqzQWmmnutTM574/wa2FdSrsJoIxif55PyaDyJlmByUmI0vrUb78+hxNThvH68vSFgVkw+TkJOPj41mn+LJlc4l0avGAGilWVlZqkeJOLtLpomW1KVTFYDAUjd1NsYqMaivzIFE0IrMTqsgkEomCiYwaEUSjUbq6upBlmc7Ozj3dYcUSMv/72jTRhESlVcBiMWK2mHEHY/zdzXnec7Juwzz4XFA3+CcnJwE0i5h8VJCNj48zNTVNVetRKHVljCBfGPXw9zfnCcUkLEaRntk1Xpv08gsPt3Ko+t5cLKptSmtrq5YSWlhYYHJyEkEQqK2txe12U1lZuSuhqSmzbCg5f3nMw/BSgIOVdsxGkdXF9aQPm5C0/C+rTPqsja4EeXXSy/H63Kccqr1j8/Pze57Dkw1ms3lDiXTqGIHduEjLskwsFtsgNptLpDfb3agFC6rdTWojaD7tbop5T0bf+N9H1LuoQu7LGAwGYrEYL7/8MpWVlZw4cWLPP8YZb5jl9SjldhNSNKGlrpw2E8v+KINL6zxcmvsdqlrptra2xsWLF3nllVe0ktG9RDCSJHHr1i1uTHl5ZrmMyZvjAByqsvMrb2/jXIqx6Fo4ztP9S0Cyog5AVhRGV0J8e2CJT7w1OVTu5rSP795eYT2a4FSDgx89VZuVS/RuMJlMmM1mfD4fra2tVFdX43a7mZiYoL+/H6fTqRUP7PaOcX4tgoyiuS/EEjKCAAZRxB+5WwFpEgW8wfSFJNux2ebmXt/Zbh4jEA6Hcy6R9vv9TExMaBVvqcdONyvHaDRSU1NDTU1Nwe1uinlPJhQK6SJTKHKZjlkofD4fwWCQI0eOZGwwzBWrSUS8YwwpIKAWrKrTK61pRg7sxOYNfjWySy3x3o3AqCMKFoMy/2fUiD8awn7n/AaXAvz6N27xPz5yhoNVyb2E5PjnGAdT9haSbtdmxldDeENxvtG9wF+/OIUkJxtUvzOwzNduzPPUTz20a2uZ7VhaWtLMP5uamgBwuVy0t7dri+XKygqjo6NYrVZtHyeX9EyJxYAsKwQicUxGEYfVxKI/iiRJmA3J70KSFeKyTFt1bqNqJUmit7eXSCSyrc3NvWRzibRqsJmpRHptbY3u7m6tUTfXWTmZ7G7UgoW92t3IsryriPZeoKfL9plC9cqo/k8zMzOYTCYOHjyYt2M3lFs52eDgtQkvZUYwKAqyrOAOJPcvTmXR0Z/K2toaN2/e3LDBr+bC/X7/rgdUBQIBurq6KC8vZ9RvZz06j8tm1ITKYhRYCyf4evc8v/ZoO3BnhouQnNVjSPE8UC3wp71h/ttL0ygKlJiTRqWSrDDlCfHUC5P87uNHcj7PTKQ2iZ46dSqtM+3mxVK1adlsRrmT1Y0vnGB4OUjv3DqiwB2LGYjEZSxGEU8whjsUo9ll4+EsTTohWSauutxeuHChKBfC1H2VdCXSFouFaDRKc3MzLS3J/ca9zspJV7Cglkjv1u6mGNNlqiu3HsnsI4UoY47FYvT09BCNRjl16hQDAwN5Pb4gCPy7R9r4bf8txpf8ICgYo1BVaubXHk1veJmJxcVF+vr6aG9vp76xmbHVEBaDSEO5mbq6Onp6erSBWNXV1bhcrqzuzt1uN729vVr/xVNf6UNgY3Sp/u/h5aD2t7ZqO7VlFuZ8EVorbJqIrARiXDlYwfUpH5KsYDfdjaoMooBBEHjm9gq//e7DG4aN7RZFURgaGmJpaSnrJlGDwbAhPbO+vs7KysoGqxv1c0y1Xn9+eJU/f26cuKQgCsmIZX4tgs1k4FyzExlQgLe0V/LE6XqqS7OL1tTo1G63c+rUqaJcBDezuUR6YWGBgYEBba7Q/Px83kukUwsWdmt3U8zpskAgkHWJ/f1C0YjMfqTL1tfX6erqorS0lCtXrhCJRArSx9Jaaee//OQZ/vb5HpaDEkcPNvLI4SqqslyAFEVhbGyMiYkJTp8+Ta8b/uBrfaysJyc0Hq6x8+Sb2jh+/LjWMT8wMEAikdDSQVVVVWkvuJmZGYaHhzcM6aort2ivq34vipLsXK9LmWhZYjby42fq+PLrcwwvB+9MIIUDFXbec7KWb/WmH+sq3Fmc1YhnL0iSRH9/P4FAgIsXL+Y0e/zu+dz16VLNKNW0mtrboX6GX7g2TVyWcdqMgJCcXSQrxCWF95+t18YL5LLnFAwGkxNKKyoy9mEVO2ol4kMPPZRWuLMtkc41ytlc2r62tobb7WZycnJbu5ti/Yx1W5l9Jp/psqWlJXp7ezlw4ADt7e0IgqCJWCF6ccqsRt56sBRJkjh+PHu34FQrmytXrnBrNc5/+cEIcUnGZTeRkGW6Zvz88TNj/PH7j2sXsTpNdGVlhampKe0OU707t9vtDA8Ps7CwwPnz53E6ndpr/ujJWr57awV/RKLMklwAAlEJs0Hkvac29mmca3FS67DQPetnLRyn3mHlbEs5TpuJiwec/M+Xp4lJChbjXbGKywpXD1Vg3OOFru4hCYLAxYsXM6a4JFnh727O8/c35/GE4pxucvALV1s50ZD+jjHV6iZ1D2Lg1i1uzSfHSCckCQQRk0HAbBSRoglGloO863hN2mNmYm1tja6uLhobG7Xf4f3GzMwMIyMjnD59Wiuz3izcmUqk1cbM7UqkVceKbBpBXS6XtgeXye4mEtk6XbYY0NNlRUA+IpnUqODUqVMbmttS76gKka7YzrYmHaoVvSAImpXNt5+/TTgu0aJZxBuwmwxMe8K8MuHl0aPJvYjNF3kkEmFlZUXb9FYv6KNHj25JL51rcfKr7zjEf/nBBGt3qqVKLUb+zVsOcKHVueU8G502Gp1by7zPNZfzjqNVfG9wlXg0oZVXO6xGfulNB7L+HNIRCoW0KPTkyZPbfl//6f8O8k+9S8miC0XhucFVfjji5qmffIiLB7bvf9q8B1HRc435tShRSUJREoiCgMkgoCBQVZLbHorb7aanp4dDhw7R2tqa03OLhcnJSSYmJjh37tyGG5XNbC6RXltbY3V1dUPVXzYl0tk2gkJmu5twOMzIyAgrKytFZXcTDoeRZVlPlxWKbL7gve7JbPb12vxlpjZ8Fkpksk3HqRv8lZWVnDx5Uuvgn3TfrfiCOzNq7rgaL6xlHk9ttVppbm6mqqpKE66SkhIGBwcZHBzU0mqVlZUYjUY+cLaedxyt4vqUD4ALLc6Mw94yIQgCv//eo5xtXuD/9i2xFk5wvqWcn77UtKceGvXuv76+nsOHD2/727m1sM4/9S4hoM7ySQpdXFL402fH+dufP5/16ypAo8vOrC+KURQw3qkaDMcVrEaFsrUxbt3ya3fn2/2GFhcXGRgY2JCmvJ9Qb9ZmZ2c5f/58Tn08qRHHbkukc52Vk1qW7fV6aWhoSA6Wc7uLxu5GHRamRzL7yF4imVAoxM2bN7FYLJqv12ZSf8SFINvzVzf4Dx06xMGDBzd08Nc7zPSuRze4+qrlwVU7NHWqpaU1NTUcOXJEEy6fz6dFOH19fdpmbXV1tRYZ7RaTQeRD5xv50PncBoplYnl5mf7+ftrb27Xqpe24NuFFAFLdewRBQFAUbi2u52S1P7EawmwQaK2wMeeLEJcBBMwmgXMt5Zx/qAm/183w8DDRaBSXy6Xt5aQ29E5PTzM6Osrp06epqsptBHUxoCgKw8PDLC0tceHChT0viplKpIeGhtJ+jnudlSPLsuYukPqa+213EwgEEEWxKMrW80lRiYy6mGZit3syq6ur9PT00NDQoC2umV6/kA2fO0Uyaqf9+Pg4Dz30kDarJfWu7bHjNdxaDLLkj1JRYiIhKSyvx2hwWulsy5z6UftHDh06pDkDQPI9a3nsjg6WPH7WfW4WFxcZGhrSnI+rq6uzKg8tJGruf6c5NqmYDSLpflEKIAJGQ/bvxxeOE5cU3txeiS+cwB2IYTIKlFkMyX2nEgdHatKX9paUlFBVVUU0GmVlZSWnUQnFhKIo3Lp1C6/Xy8WLF/O+AKeznllZWdnWRTrXWTmbMxWZ7G6Wl5fvqd2N2iOz32m7fFNUIrMTRqORaDRzSmgziqIwNTXFyMgIx48f33F+CBS24XM7kVGrpLxeL5cvX9bSD6npAFEUeXN7Jd5Qgq93L7Doj2EUBTpqSvj4Ww6ktY1XLe7VPah0/SMAL415+Mr1OaY9YcxGkbcdruJfXTpBLJA0olQ3TlPLo+9VSkG1z5mbm9sx97+Zdxyt4k+eHSMhyRjFuzcyggBvOlRJiTn7S6CyxIzNZCAQlXDZTbjupA9nvWGqSs2UWAzM+cKshRPUOSy0trZqVjdqKigcDmM0GpmZmSESiWjpyfsBWZa1Sr4LFy4U/I471XrmwIEDJBKJLb1NqY2gaok0ZI5yotEoiURC+3sx2d2oNv+6yOwjuQiAJEkMDAzgdru5ePFi1gtToUUm3bGj0Sg3b94E0Db4U4dJqc9Vf3zvO13H245UMr4Swmoy0FFTgiGNm7Nq8qnak2TaULw27uH/9y8jhOMSZRYj4ViCv+9aYMoT5g/ed4z6+npuTvt4YWiR0GCQAxMr1FkTmoHiTs2Le0Fd2Px+/64sVhrKrfzaOw7xme+NIt85noBAVamZ33hne07Haq2wcaKhjNcmvVRLFmxmA75QnLgkc665nL9+YYq+OT/RhEyJxchb2iv4wLkGDKLI8vIyoijypje9SYtmVF8wl8ul7YntpgT7XqA6EUSjUS5cuFCw73s7jEbjhqZMtXpybm6O27dvU1ZWtqFEWhUQVUTi8Tj9/f2aiGRTPHAv7W5CoVDRfv97oahEJl/pMrUqC5KLdi53XLlszueKOq4gFb/fz82bN3G5XFqV1GaLfnUjMxWH1cSZ5szpFrXJVJZlLl++nPGOS1GS5b2huESD4+6IYFtconvWz/UpH/9ye5lnbq+QkJPnYxINvP9UDT9WatKaFzeXR+fjbkztgJdlmUuXLm1Z2KY9YV6f8jJzJ5I41+zkWN3WO8F/fbmJM00O/rF3EV8ozomGMt5/pj6ngWGQ/B4+crGJErOB7lk/q+sxym1G3n28mt65dW5M+6hxWKgsNbMWTvCtviVMIhxQFpFlWVucbTYbTqdT2/Qem1lkcGaFwaERSktsmnAXMjWTC4lEgu7ubhRF4fz580XhRLBTibQgCJrgVFZWIooivb292ntQ9yNzbQTdbHejlkin2t2oBQu5CrGeLisCsokyvF4v3d3dVFdXc/z48Zwv0nuZLlN7ddra2rRJh6n55M0/8mwJBoN0dXVRVla2Y3lvTJIZXw1Resf2RcV2ZwjXt/qWeG5oFYtRpMySPJdgTOIf+lbp7DjBlcvJ8mi1eXFsbAyLxaIJzm4XSnVQWqYO+KGlAH/z6izuYAy7xcDIcojuGT8/fqaeq2msXE41OjjVuHcn4zKrkX99uZkfPRVjPSJRWWpiYS3KV28uUO+0ak2YVaVmYokE//j6GP/mfCmXzp/f8h7cwRj//cVZXpnwEpcUasoqeXdHKeWx6AarG7Xqbz+ih3g8TldXFwaDgbNnzxatE8FOJdIGgwGTyaRdD5oDxR5KpE0mE3V1ddTV1W2wu5mZmdEiq1zsbh7EqZhwn4nMTiXMMzMzDA4Ocvjw4Q2b27lwL0Qmmw3+3c6A8Xg89PT00NTUlFVzn8kgUmox4g7GNvxduhO1DC8HkBUFu/nu4qI+/tmhFa4cdGG1WjcMplJnhKh3jqmuA9nsP/j9frq6uqipqdHm2KciKwrP3F7GG4rTUXP3zm/OF+a7t1d4qMmRV5dnSVYYWwmysBbBbBQ5XJuceum6k9nwBtcJxyQayu9Gi4lEglhgjbhg4kDH8S2Lc1yS+c//PEzPrJ8yiwGbSWTOF+ELN6P8xo+089a3nNCGim1upk3tXi8kahrXZrPdN1Y3sLFE+uDBg9y4cYNEIoHNZuPGjRs5lUhn2wi62e4mGo1qeznZ2t08iI2YUGQik83gsnQCoI7XXVhY4Ny5c3sa7lRokVF7dTwez4YN/nwIzNzcHIODgxw9ejSrIgdImlw+dryaL7wyQyCaoMRsQFJgeT1KVakZs0HMaP0SiGz9nDZ7gq2trWn2LP39/Vo56uYJliqrq6tadNfa2pr2c3AHY8x4I9Q4zBv+/f/f3nnHN13nf/yVNEn3nrR0MEpbCt20DBnKKNMWT1wICIoDkVO8EweId4oyPAVFxeP0x6lwjFJAAUEtVEGWdO9SuldGV9I0+/v9/VG/X5LutEmTwPf5ePC4M02aT9Lk+/583uP18nayQVVTB6qbZYPycOkJuUqDlKx65NaKodRQreJcPBjhg8g/LZg9HDrrM+0KDRxtOLSelpptDV93J7jadz+BZFS3oaBeAg97Lq3EbcezQkObAilZ9ZgZ7K5jKtbTaZEK3gPVqNPrdcvlyMjIgJOTEy3Eammo1WpkZmaCw+EgLi6O/m731CKt7apqiEFQa2vrPuVunJ2d6aBDbRikUqlRajLbtm3DmTNnkJ2dTdtg9AdJkti6dSv279+P1tZWTJs2DV988QWCg4P1fn6zCjL90VNNRqlUIisrC2q1GlOmTBnyH8mYNRmNRgOVSgWpVIrJkyfDxsamzwL/QNE2uIqOjoabm34OjMtifFHdLMPv5c1ok3d62Hs5WuPVOWNwtbwFpQIpiD8thoFOmwIWgMiRfaefWCwWXFxc6PoD1Y4qEAhQWloKe3t7OuA4OTmhvr4excXF/Q4octgssFlA1z+ThujUQuMYwNKa4lpFC/6oasNIZ2vYW3M6Lblb5Pg+l49ANzu42HER5G6LCD9HXCtvQYecBXm7GCTXBmw2D/eP89CxcyBIEhWiDtyobIGGILtZPdhbW6G2RQ65moCt1s+6nhYp6XtKo05bQXqoHU8dHR3IyMiAu7s7wsLCLLJGQKX5OBwOIiMj6YDRW4u0tquqPi3SAx0E7U3upqKiAlKpFEePHoWTk5NROvaUSiWWLVuGKVOm4KuvvhrQY3bu3IlPPvkE//3vfzFq1Chs2bIFiYmJKCws1HuNFhVkuqbLqKK5i4sLYmNjDdIKaqyTjFgsRl5eHgAgPj6eLvBrf0h7KvD3R1eByMGI69lwrfDm/GAU89txSyCFgzUH8UEucLDmwNfZBj8XC8EXK/6cOemclh/lYYcF4QPX6WqSKpFfL4MVywETw31hxwG9M8/MzKTfi9GjR8PLq+/f62LLxThvB9yobIGDDQccdqfdQF2LDL4uNghyN9xuMKO6DfY8Nuz/TL+xWCyMdLVBmbADtwTtmBTkChaLhTVTA6BRyHC1TACutR08HO3xQIgHFky481puCdrx5aUqVDR1oE2mQnOHCtZcNjy0TjpylQZejtaw7kOd28rKig7OoaGhaG9v79ZlRf1c35bY9vZ2ZGRkYMSIEQgODrbYAJOZmQkej4eIiIhe03z9tUhrNJpuwXuog6BAd7mbkpIS2NjY4Pz58xAIBGhqasLChQuxcOFCg/wN/vGPfwAADhw4MKD7kySJ3bt3Y/PmzUhKSgIAfPPNN/D29sbJkyfx2GOP6fX8ZhVk9EmXNTQ0ID8/X6dobgiMEWSoAv/IkSNRVVXVYwfZYNIRcrkc2dnZ4HA4iI+PH1LXD4vFQpiPI8J8dNNMI5xt8MkjE/DNtRpcLmsGm83CAyEeeGqy/4Am5UmSxKncRvzvjzq0ydRgsTrnTVZP9cfskBHw9vamW809PT1RX1+PiooKnfborjtzFouFBeFeELUrUSGS/qlJ1nn6Who1Qi/7hP7WrlBrOq2VtaDSh0rNnU5IsYiPaGsBFj0YCq6dM7wcreFoc+fr1dKhxI6fylDfKoenIw8OvM7GitoWOdgsFlxtORDL1VATJBZO8B6wOrV2xxMlfU8F78rKSnA4HDoVRNUfeoOS6wkICKCVJiwNlUqFjIwM2NjYICIiQq/vVU8t0iKRCHV1dSgsLKSDd28t0gMZBO26HjabjbCwMHz55Zd4+eWXwWKxEBERgbNnz2L//v3Iz883zBujBxUVFWhsbMScOXPo25ydnZGQkICrV69adpDpD6oFuKSkBDU1NYiMjOx31zuY5zBUkCFJEhUVFbSRlouLC6qqqnTyu4Otv4jFYmRnZ9MpDWPmzAPd7LBlYcig1Kkzqttw4GoNAGCkiw1IdNZ7vvi1En5OPEjry6BSqXTmg6RSqc7OvCdvFx8nGzw/PQh59WI0SZVwtOZggq9Tv9I6+sBisTDO2wGXbjXBy+FO/UcsU8GWy4afiw39N66qqkJ0dDRcXXtWXfj9dgsa2hTwd7WlZ5rGj3BEQb0EArECHUoN7HlWWDzRGw9FD17LrGuXVdf6AyUZ5OHhoZP2oLoyqVqYJaJUKnUaFYbyndBukdYO3r21SFMq0kDvp5z+mgekUilCQ0OxYcMGbNiwgR4WHW4aGzstOrqqanh7e9M/0weLCjIUfD4fkydPNkonhqFkZaghwqamJsTHx8PZ2ZlWYFapVPSuZjAfIkq/i7K3Ha4P4mCe50KJCHIVgQC3O0V+HydrVDV14NDFHCSHOiAuLo5OdWobYY0aNaqbtwvVHu3h4QFXV1dMHa1f/Ulfpoxywy2BFKUCKZxsOFBqSCg1BKaOdkOAqw1tlhYWEQ2BkoO2pg4EuNl2O4kIJAoApM7QrKM1B0HutuBZsfHs9CAEe9nD37VnmRaVhsDlsmZUNXdghLMNZga792vdTcnpu7u7Y9y4cbTUTUNDA4qLi+Hg4ED7DJWVlenVMGJuKJVKZGRk0C3vht509dci7ezsTJ8YqY2Qvo6gXa2X+zp1vv7669ixY0efay4qKkJoaOgQX/nQMasg09dFjLIHBoDo6GijtfoZwrNGoVAgKysLJEnSw6DUKYDFYiEvLw/e3t7w9PTUa/aBkskpLy/XS7/LlIjaleB20QfTaDRQKBRQsGwRFRWF6hY5rlU0oq5VDm9Ha0we7Yaxf6o0U94u9m5eqCgWorG5DZ6NMrg35AEkqZNWM8aQoJ+LDVZN9sf1ihbcEkhhb22FaH9nxPo70UoEMrex+OjXerR0KGHFZmO0hy0eixupE1g9HXkAOlWbtQONQk0gJsAFD4T0LpRZ1yrDhqP5qGzqAAssECAxwskGu5dNQLDXwGpwXV0sKamb2tpatLa2gsPh0P9rSVI3QOf3LSMjg7Z9MHYnXF8q0tqKzv21SHcdBC0uLkZERMSA1vDqq6/iqaee6vM+o0ePHtTro+xP+Hy+TgMOn89HVFSU3r/PIj5JQqEQOTk58Pf3R2VlpVE/RENNl0kkEmRkZMDFxYWeLaA+UCRJIiEhAUKhkPYnd3Z2hpeXV7+SIlSbtqWJK471skNOXRsdZJUqFdrEEnA4HMSO80dBQzu+ulKNJqkSNhwr5NSKca2yFasSRtJeL7/fbsY7Z0rQJlN1KiqzWYj1d8Obs0eio60ZlZWVKCgogIuLi47qgKHwdbbB0qg7Xza1Wo2cnByoVCpwRoTgxPV6WLFYGOFsA5WGQEFDO/7zexU2zRtLNwzcN8YNJ3MaUdsqh6cDD1ZsFpqlSthwrZAY1rfS9dbTJaho6oA1x4q2F2gQy/HGqUIcfSZuUO6iXC6XrjtERkaCy+XqSN1oa4KZs9QJFWAcHR1N1mo9EBXp/lqkd+/ejbq6ugGfPKjPuTEYNWoUfHx8kJaWRgcVsViM69ev44UXXtD795l1kNEeWgwPD4evry9qa2sN5o7ZE0MJMgKBADk5ORg1ahTGjBmjM8FPFfi1i7TaRmK3bt3q1tJLnexUKhVyc3OhVCqRkJBgUVLg88K88OutJlS3yGDPISGTyaFk8RDo6YAZwe7496UqtMlUCPa0p9+v6hYZTuQ0ImKkE2RKAltPF0MsV8PJmgMWq7PgfqOqFUdz7fHy7LEYO3YsJNIONIuEEIlEuHXrFuzs7Oj30tnZ2WApRaplnpq9+PTXKqg0BPw9Ok8UPA4bo9zZqGqWIadOTKfzXO14eG3uWHx5qRKVTTIQJAl3ex4eifXt0zitsqkD2bVikCSgUGmgYrNgzWGDZ8VGZZMMeXViel5HHyhF66ioKLrl3dXVFePGjUNHRwedoqTaeqnTorOzs9nMzFCzPM7OzggPDzeLRoWeWqS7vpceHh5wdHSEq6srrK2t8fnnn+Nf//oX0tPTER8fb/A1VVdXo7m5GdXV1dBoNMjOzgYAjB07ls4IhYaG4oMPPsDSpUvBYrHw8ssv47333kNwcDDdwuzr64vk5GS9n99sg4xarUZ+fj5aW1t1hhaNOSwJDK4mQykdl5WV6bht9jdgSRmJ+fv70zpIAoEAmZmZdJuqk5MTKisrYWdnh0mTJllUGgMAgtzt8EZiML5IK0aZQApbO1vE+7viqckBUGlI1LV1psi0rQd8nKzRKFagqkmGwkYJHWCoOR1rDgtKDYHT+XxYc61woUSIJqkKng48LInwwUP3TYC4tXM3mZWVBTabrWPK1luuWyxXoaFNAW9H6x4N2mQyGTIzM2m5HjabjUaxopu6gEShQU2LDN9cq4FaQ+K+sW5gs1gI8XbArofCUS6SQqnubAPXVlLoieuVLZApNSABUJ8euUoDe2srECSJlo6BO61SVFRUoLKysldFazs7OwQEBNAqxFRbb05ODgDoSN2YSsdMLpfj5s2bcHV1xfjx480iwHRFu0U6MDBQ57386quvsHv3bkyYMAF5eXk4evSoUQIMALz99tv473//S/93dHQ0AODixYuYNWsWAKCkpARtbW30fV577TVIpVI8++yzaG1txX333Ydz584NaoPLIvtSpBxmSJKEUqmkv8wcDgdRUVE6LayXL19GSEiI0Y6K9fX1qKmpQUJCwoDuTxAECgoKIBKJEBMTQ6extE8w+s6/UF1BNTU1EAqFYLFY9BS9Kb/Yg0E7zRcwbgKcnBzh/udcSF2rDO+eLYWzLVfnQi1TaSBsV+C1ucG4Ut6Mz3+thLOt7oW8XaGGRKEBSLLTG4bVaYNsy+3s0Ho9MZh+fsqUTSgU9thhpVBr8FFaOU5kN0CpJsC1YmPRBG+8Nm8sHQQkEgktdRMSEkL/PT9NL0dmtRhjPDtTSnl1YuTXSwB0pvUIksSUUa747LGJsOboJ8uiJgg8sj8DJfz2zt/H6vTBIclOR1R7Hgcnn5+EEc4D++JrWybExsbqbfNLKThQO3OpVErbJhtSGLU/ZDIZMjIy4ObmZrHDomq1Gjt37sSRI0fA4/FQUlKCqKgorFy5Ehs2bDD18gyK2W2Lm5ubaWvd0NDQbkdzY59k9Pn9VOpEo9HoqD139YDR90vAZrOhUCjQ1NSE0NBQODk5QSgU0p0s2s6V5pw6oyR05HJ5j2m+Ec6dg5NFje0Y7WEF9p/psoY2OQLdbBHkbotmqUNnikxN0PMvBElCIleDIAErFmDN6TQmUxMk1ASJn4uFeCTWF6M97HVsd6lUkFAopDusHB0dcaycjZ/LpWABsGKzoCIInMxpQLtCjQ//Ek639wYGBnabH5kx1h1FDe2oaZaBxQLy/gwwQOdFmQXgekULDlytwXPTg/R6/wob2iGQKOBg3SlZQ5B3TjMECdw31k2vAFNSUgKBQDDooV1tBQdqcl0oFNJeOV07/4yRVpPJZLh58yY8PDx61LWzBEiSxJEjR7Bnzx6cOnUKDzzwAIRCIc6fP6+XX5alYFZBhpKzCA0Nhb+/f4/3MUT3V18MNMhIJBJkZmbCycmJniruOsE/WImY27dvo6amBlFRUbQOm7OzM8aOHUtfJCnnSmpAzMvLy6xkwqkOOy6Xi7i4uB5PX2wWCw/H+GL/5SrcFkrBZrGgIUl4OVhjWYwfuFZsxAW6IMbfGTerW6HUELBisyD9M31kxQY4lJQHOgOOUq2BFYv1Z+DSvZB2nfBWKpUorW5E2i+3Qf7Z9cUCwGWzoCZIpJWIkF1Wi+bqUowbNw4jR47s9hoi/JzwZPxInC3g42p5Cx0E2H/+LqBT7uZEdqPeQUapJkCQgJMNB1wrNsRyNTQkCTYALoeNx+MG1m5MEASKiooM7mapne6lpG6EQqGO1I0h/Yao64Onp6fOadKSIEkSx44dwyuvvIKUlBQ88MADADoL+U8++aSJV2cczCrI2NvbY/r06X3uzvtTYh4qAwkyAoEAubm5CAwMpJWODTHBTxmtUQZdPbVp29nZ0Y6L1ICYQCBARUUFvZP08vKCi4uLyb6EUqmU9sjpz25hrKc9/jZ3DG5WtYEvkcPD3hqxAc70Dt2KzcKOpePx5aVKnCsUQKEm4OtsA7FMhXaFRsdamUXpmbEAh35qHUDn7IOc6wQCLPC4bLAAkAQJDUEAJAk1ycLFzGI8Mi2s1/kRFouFqWPcEBvojI0pBeBLFD12e7Ur9N8YhY1wgIstB60yNVztuHCy4UBDkBDLVXB3sMYE3/7TXQRBIC8vD1KpFJMmTTKok6M22lI32oZilN8QNVDr4eExKPfHjo4O3Lx5E97e3hg3bpxFBhgAOHXqFNavX4/Dhw9j/vz5pl7OsGBWQQZAv+mf4Sj89yaQqV3gnzBhAt1Drn2CGeyApUKhQE5ODlgsVo8GXT2hPSCmLbFPFWipL31fxW5DQ6WW/P396Q67/vB0sO5TB83RhoO/zR2LDQ+MhlylQX2rHG99XwxAgTaZGgSr81Sk1hAAiwVvR+s+O7YoSJIEh91ZLyMIgGPFAsuKBTYAlVoDFknCx8kaRUVFqK+v11Ed6Io1xwozgt3x660mHWUEkuwUFo0Pcul3PV2x53Gw9r5AfJxWjiZpp9W2miDB41jhuemB/Q5jajQa5OTkQKlUDqubZVdDMWqglhpe5HK5OgrS/X02pVIpMjIy4OPjY7F6agBw+vRprF27Ft999x0WL15s6uUMG2YXZAzljjlY+rITKCwshFAo1LFzNoREv0QiQXZ2NlxcXAbd699VYp8qdpeWlkKhUNCpC30HQPWhsbERhYWFvaaWhgrPqrN119Gbg7hAF1wsFUGmIqBQEyDJzo2BlwMPb84P7rdrq7BBgiMZdSgXdcCWw4ZEoQYJNjhsQK0hoCGAMB8HTE+YCJlcAZ5KjCaRCGVlZbC1tdUxZaP+5osneuO/V2tQ2yoHoeVqyrVi4dn7ggb1mpdGjYC3ozWOZ3faYQe62eLh6BGY0o/SgVqtpoeXtRUVTAE1UOvn56czR1JUVASlUqkjQtl1kymVSnHz5k34+voOyB/JXDl//jzWrFmDr7/+GkuXLjX1coYVs+ouAzqL6X0tqaioCAAQFhZmlOeXyWT49ddfkZiYSH+gtQv8MTExBivwA6AVX3sqKhsCbS0wgUAAiURCm195eXkZZNBOW4lg4sSJRuv806ZDqcHRjDqklYggaleCx2FjSpArnp0eADf7vlNCVc0dePdsKUTtSng48KBQEyhokECpJsBCZ3Hd380WHg48VDTJQJJAoJstXpwZhEkBTvSJUSQSAYBOe3SrnMAnF8txtkAApZrAlNGu2DBrNMIHkNoyFNTnlcvl6sjcmxvan02RSIS2tjY4ODjQaTU2m43MzEz4+fkN+FRsjly8eBGPPvoo9u3bh+XLl1vs6xgsFhdkbt26BYVCgQkTJhjt+S9cuIC5c+fCysqKlj53cnLCxIkTweFwunnADEaiH+gckiorK8P48ePp2Rpjoz0A2tzcDDs7O1pxQHsAdKBQXUt8Ph/R0dH0PNNwoVBr0KHUwMmGqyPX0hcHrlbjRE4jRrvfablVqTXIq21GqCsbD04agz3p1WiVqWBnbQUWAKlCAwdrDj59dCJtiKZtyiYUCtHR0dGtPXq4LyiUm6WxNLyMCWX2RgUdjUYDR0dHjBo1Ch4eHmYbLPvi0qVLePjhh7Fnzx6sXr36ngswAJMu64a2vhBlZRwQEEDngg1R4CcIAqWlpeDz+b0OxBmLngZAKU8X7eKtm5tbv69N28smPj7eYF1L+mDNsdJ7/qSiqQM2nDsnT4IkIBG3wtqKBT8fL5zKE6FRogDPigWVhoQ9zwpu9my0dKhxPKse40eEAOhuykYJUPL5fJSUlNC7ck9PzwF5vA8Van7ExcWl34YLc4TH42HEiBFwcHBAU1MTfH19afFObVdVDw8Pk3zW9OXq1atYtmwZdu7cec8GGMAMg0x/DMecDABUVVWhoqKClrMBDFPgV6vVyM3NhVwuN9mFmYLL5cLHxwc+Pj70AKhQKERhYSFt2NSb+KRSqUR2djbdqGBJA6IeDjwoNZ01HI1Gg5bWFlixrWDF46CIL0VDmxwgO4OITKmBRkPC2Y4LKzZQwpfSv6dZqsTZAgGyatpgx7PCzGB3zBrnj8DAQNSIJKgVNKFN0oaqqipwOBw64Ayk2K0vVEefJc+PAHeMCIOCgjBq1CgA0FGQFggEKCkpgb29PZ2mNKRskKH4448/8Je//AXvvfcenn/+ebNb33BicUHG2C3M1AmlqqrK4AV+mUyGrKws2NjYID4+3qwkYrRl4UNCQiCRSCAQCGjxSVdXVzqtRhAEPSMUHh5ucWmMGWPdcbW8BXUtUnDUUnC5PLSTPLCggRWbBR9nG7R0qMAGwLZiQ6npbC7QEJ02BQAglCjw2olCVDR1gM3qnOy/crsZ6beaUNfSqVtGkoCrHRcvzgjBrEAbCIVCFBUVQaVSGXSGhJrZsvTieFtbGzIzM2kLC2205VmoE7hIJKJ1uLp6u5iSrKwsJCcnY/PmzXjppZcs9u9hKMyuJqNWq/sMIo2NjaioqMCUKVMM/tzU7ry5uRmxsbF0AdsQBf7W1lbk5OTQff6WlMrQ9kFvaWmhW1TDwsIGNfNgakiSxImMKnx3pQIKcGFtbQ0vRx4crK1AkIAdzwrnCoXQEAR4VmyoNASs2GxYc9h4PykMM4Ld8dmvFTiaUQ8vR2tw/qwFieUqVDfL6NkdFvDn0CgLHySFYeGETsdFyi5ZKBTSjRhdvUgGCnVh1t75WyLU69DXNE27LiYSiSCVSmnVYw8Pj0EpGwyFvLw8LFy4EK+++ireeOMNi/tuGAPz2UoPEGOly9rb25GZmQkHBwfweLweC/yDDTBUa+/YsWMREBBg6KUbHWoA1NbWFm1tbfDy8oJGo8GNGzd0BkDNSaG3L5qamuAiLse7C0ahneMCKzYLYT4OSMlqwI2KFox0tcWUUa64UdUKhUoDDQnY8th4bnoQpo/tbB3+/XYzrDlsOsAAgFzdeV8WOtWYWQA0BAG1hsSuX24j2MseYz3tuylx92TKRrVH9/V+Njc3Izs722I/VxStra3IysrCmDFj9H4dXetilLcLpWxua2tLB/D+3s+hUlhYiCVLluCll15iAowWFhdkOByOwQv/1LGbKvBfunQJGo1Gp8A/mA4ybWve4WrtNRZUJ9zEiRNpy+ueBkA9PDxoIU9zTKM1NDSgsLAQ48eP1zFkAoAYf2dk1bSBL1Yg0N0W3k7WKKwXg8exwmvzxmD8iDudc2wWC11TAFJF52aEkqch0akxRgLgixXYdKIQUSOdseGB0XCx7Uzp2NjYYOTIkRg5cqTO+5mXlweCIHTao7XTQNR9QkND6ZqhJUIN744dO7ZXKSl90PZ2UavVtNQN9X5qK0gbcl6stLQUS5YswdNPP42tW7cyAUYLswsy/f1xDHmSIUkS1dXVKC0txfjx42npECsrK6hUqiGlx6jhzZaWFsTFxemteGsukCSJW7duob6+vlsnnDkMgOpDVVUVbt++raMJp80EX0csmeiNX4pFuC3sAJsFhPg4IjnSRyfAAMCMsW44+EcdVJpO1WagM6AAAOtPYX61hqBvs2IBDtYcXKtoge3lKvx97thuz9/1/aTSQIWlt3G9rgAitQ08nO0xJcABmqYqTJgwwSLcUXujpaUFWVlZRhve5XA4Ou+nWCyGSCRCVVUVCgoKhpSm1Ob27dtYvHgxnnjiCWzbto0JMF0wu5qMRqPp86QilUrx+++/Y968eUN6Hko0kJrvcHXtlCEhSRI3btwAQRDw9fWFl5eX3hdIpVKJnJwcEATRzarAktDWUouJiRnw4OZwDIDqg7bEfXR0dL+uos1SJSqbOmDFZmGspz3tbtn1Pq+fLEKpoB2U2YtGQ6JF1unvwmGzoNTc+Wq523Mx0dcJrTIV1ASJTx6ZAB+nLtPtCjWulLegSaqEv6stJgW5QCxT42+pBSjlt9N1QS6LxMJRVng01m/Q802mhkr1hYSE9KoLZ0yoNKVIJEJTUxN4PB7diDGQ9n2KyspKLFiwAEuWLMEnn3xiEeni4cbigoxcLkd6ejrmzZs36D8oVeBXqVSIiYmh24ipL3FHRwcEAgGEQiHEYjFcXFzozqr+Wo7b29uRnZ1tsZ1XFCqVCtnZ2SBJElFRUUM6iRh6AFQfqM1Ec3MzYmJiDFoIFstV+LlIhJzazhbmaaPdcLaAjx8LBFARJKhvlg2HjYl+jrDncaBQE2iSKvFBchjCfO6cbosb2/Hej6Wob5MD6BT7DPFywAhna/xYIICrHRckoYFCroSSxQGHzcJbUx1gJWsBm83WmW8y989cU1MTcnJyzCbVR0ndUM0DVPcf1TzQ2yaxrq4O8+bNw7x58/DFF18wAaYXzC7IEAQBlap3tz+1Wo1ffvkFs2fPHlSronaBPyIiot8JfuoCKRAI0NLSAgcHB/oI3vWI3dTUhNzcXL3EIc0RqtWamho35EVLrVbThVmRSKT3AKg+aDQa5OXloaOjQ0cOyJjIVRqcLxTgeFY9ChraYW/NwWgPO9j9KWYpaleCy2Hjs8cm0nUZlYbAcwdzUNHUAS8HHjhWbCjUBAQSBRRqAnY8K9hakVAqVbC1tQGbzYZAokTYCEeI2hWwZgP3jeQi0lEKjUqp0x5tbqdokUiE3NxchIWFdauJmQNU9x/1GRWLxXB0dKTTatRQbWNjIxITEzF9+nTs37/f7AO7KbG4IEOSJM6fP49Zs2bpfdGgCvz+/v60XHhXD5i+CvwqlYoOOE1NTbCxsaEDjlgsRmlpKcLCwsxidzZYxGIxsrKy4O3tbXTPDu0BUIFAALVaTX+ZexoA1Qftk1h0dLRJZie+vFSJ73P5sOOxYcfjQKpQQ64msCzGF6sm3ylyZ1S34vUTRXC25cCacyfItslUqG6Rw8maBVs2AVtbW7DZbCjVGlQ1ywHWny6Z6MzYzQx2x47Fo9CkdYGkJPaHWncwBFQBfjhllIYKZachEolQV1eHDRs2IDY2FqWlpYiMjMShQ4eMGmB+++037Nq1CxkZGWhoaMCJEyeQnJzc52PS09OxceNGFBQUwN/fH5s3b8ZTTz1ltDX2h9kV/vuDxWKBzWbr3WFWXV2NkpISnQK/9oAl9Xv7gsvl6kjrUxPIf/zxB0iShKenJ6ytremGAUuD2mVSswrGviDpMwCqz4aC0u+ysbGhDeVMweopAbDjWeGXYhGkCjUcrDn4S7Qn/hKjuwlpl6uhJghwrXTfby6HDQ6bhExFwtXZhv5M8SXKzs62P7eH1C7x11tNyGzwxaxxozBq1ChaYl+7PVpbYn84P6NCoRC5ubkW16ygbacRGhqKf/7zn/jiiy9QX1+PqqoqPPjgg1i8eDFWrFjRo//TUJFKpYiMjMSaNWvw0EMP9Xv/iooKLFq0CM8//zwOHjyItLQ0PPPMMxgxYgQSExMNvr6BYHYnGZIkoVQq+7xPWloa4uLi+i3gAnc85hsaGhATE6NT4B/qBL9araa1u0aPHo22tjYIBAIQBEEXuc21lbcrtbW1KCkpQXh4uFnsMmUyGV0Xa21tpdOUnp6efQ6A6mOYNlxIlWq0dqjgasfr0YKgrlWOZw/mgAUSzn+m0EgAdU3tsLEiYMWzQatMDa4VGxqCRHNHzyd9KzYLD0WNwD8Wh3T7mbZzpVAo1GnnHeqpsT8EAgHy8vIsLsB0paWlBYsXL0ZgYCCOHDmCiooKnD59GufOncPJkyeNEmS0YbFY/Z5kNm3ahDNnziA/P5++7bHHHkNrayvOnTtn1PX1hsWdZICBS8tQKROFQoEpU6bQXU2GCDByuRzZ2dngcrlISEigTzmhoaF0sKFaeando6enp8klL7qibfesHYRNja2tbTcHUKFQqOMA2nXAjtK98vX1NStzK3seB/a83r9qfi42mB/uiZPZjVCoFbDmWqFNKgcbBF64PxgR/q44mlGP7FoxnG04+KOqFXJ1z8Z6Vr3E1K7OlWKxGEKhkD41uri40D83ZPcfn89Hfn6+znyVJdLW1oakpCT4+vriyJEjsLa2RmhoKEJDQ/G3v/3N1MujuXr1KubMmaNzW2JiIl5++WXTLAgWGmQGMitDuenZ29tj8uTJOgX+oUrEUHULT09PhIaG6uyWe1LmFQgEqK6uRmFh4aBTQMZAe5anN7tnc6CrA2hzczNtgQ2AVuWtrKzEmDFjuuleWQLPTw+Cl6M1Tuc2orGlHX72wOqZYZg33hssFguvJwbT993yQzFOZjdA0yUHoSFIzAnpf+CXxWLB2dkZzs7OGDt2LGQyGd2IcevWLdjZ2dEBZyjik42NjSgoKEBERIRFDyJLJBIsXboUbm5uOH78uNk1U2jT2NjY7bTo7e0NsVgMmUxmEkHeuzLINDU1ITs7G35+fnTxumuBf7ABhs/no6CgYEB1CxaLBQcHBzg4OGD06NF0CqixsRElJSVwcnKiA85wayypVCrk5uZCpVIhPj7erL842nTdkbe1taGyshLl5eVgsVhoaWkBl8s1mwHQgcK1YuOhCC8EaeqgIe0wKSaq11Pv+pmjcPl2M4QSBQgSYLM6B0EXTfDClNH6n0RtbW0REBCAgIAAqNVqWnWAUtnWVh0YaOqXUlaw9AAjlUrx8MMPw9bWFidOnDD5xtASMbsgM5ALf1/SMlSBPywsjJ4iNoQHDEmSqKysREVFBSZMmDCoo3/XFBBVcygrK6NnR7y8vIzuPSKXy5GVlQVra2uTW/MOBRaLBYlEgubmZkRGRsLOzg5CoRB1dXUoKiqiB0BNEcT1RalUIjMzEzweD3H9uFl6O1kj9dk4HL5ZjyvlzbDnWWFJhA8WhHsN+XPD4XDg7e0Nb29vEARBqw7cunULeXl53UzZeqK+vh7FxcWIjIyEh4fHkNZjSmQyGR555BEAwA8//GD2nyEA8PHxAZ/P17mNz+fDycnJZLYiZnl1GYhxWdeTjHaBPzY2Fm5unUKG2gFmsA6W1EBfU1MT4uLiDOL+yOPxaM0qanZEIBDg5s2b4HK5dMDR9pA3BBKJBFlZWbTviDkUxgcDSZIoLy9HdXW1jtyNg4MDRo0aRU90CwQCOohTzRjmNiEvl8vp2a0JEyYM6G/iasfDCzOC8MKMIKOti81mw9XVFa6urrSni1AoRENDA4qLi+Ho6EgHcaoZQzvA9CTdYynI5XI8/vjjkMvlOHfunNmmkrsyZcoUnD17Vue2n3/+2Siq9QPF7LrLgP4tmHNycmgVW0C3wK8tf2KIAKNSqZCTkwO1Wo2oqCijH5e1aw5CoRAAdDrVhhIUqGHRwMBAjBo1yqwutPpAkiSKi4shFAoRExPT7wWASgEJBAKIRCJ6Qt7Ly8vgA6D6QrlZUt1wlvI30W7GaGpqApfLpVW6Lf0Eo1Ao8OSTT4LP5+Pnn382aTNMe3s7ysrKAADR0dH46KOPcP/998PNzQ0BAQF44403UFdXh2+++QYA6EzLiy++iDVr1uDChQvYsGEDzpw5w7Qwa9NfkMnPzwePx6N3V5SneWRkpEEL/FKpFNnZ2bC3tzf45PtAoEQnBQIBBAIBVCoVrXLs4eGhV5qrvr4eRUVFFj8sShAE8vLy0N7eriMJpM/jqQFQoVBIv6fD0crbFao5xcvLy+iDr8ZEo9Hg1q1bqK2tBYfD6dYebUm1MZVKhZUrV6KqqgppaWkmP42lp6fj/vvv73b7qlWrcODAATz11FOorKxEenq6zmNeeeUVFBYWYuTIkdiyZYtJhzHNMshQCsi9UVRUBADw8vJCdnY23Tqs7wR/XzQ3NyM3N9ds2mFJkqSHFQUCATo6Ougvcl8intp2AxERESb/0gwFtVpNnyqjo6OHfPGi3lNKcYAyvKLeU2OeWiUSCTIyMjBy5EiLliACgJqaGpSVldHio9R7KhQK0d7ebjG1MbVajaeffhpFRUW4ePGiRTcsmBMWGWRu3bqFpqYmSCQShIaG0j4UhijwA3d2/SEhIUaRIDcE2irHYrEYzs7OdB1HW/CzuLgYIpEI0dHRFms3AHSmMLKyssDj8WjNOUNDtfIKBAJ6AJQKOIZ0AKVMuizdzRLobLS5ffs2oqOjdWwgKLqKo9ra2urMOJlLcNVoNHj++eeRmZmJixcvmsVA8t2CxQUZgiBw48YNtLW1IS4ujt6ZG2LAkpKEr62tRWRkJN08YO70JOLp4eGB5uZmqNXqYROHNBZU3cLZ2Rnh4eHDUkPRrjmIRCLweDy63XwoDouUAnFwcLBBTLpMSVVVFcrLyxETEzMg9Q1tEzGq3qjdHm2qLkeNRoOXXnoJv//+O9LT001iPXA3Y1FBhirCi8ViODg4ID4+HoBhAoxGo0F+fj4kEgmio6PN+ljfFyqVCg0NDbh9+zbUajVsbW3h7e095ME6UyGRSJCZmTksgp290VWShSRJnTrOQGt1d4ubJQC6nT82NnZQ3ZbapmxCoRAdHR10e/RwDioTBIFXXnkFaWlpuHjxIgIDA4flee8lzDLIqNXqbi3KHR0dyMjIgK2tLby8vNDY2Ij4+Hi6/jKUAKNQKJCdnQ02m43IyEiLKlR2pb29HVlZWXB1dUVISAhaWlroTjVqkNHLy2vYBRIHA2XNGxQUhKCgILMIkNTFkXpP5XI53Nzc6FNOb58davrd0vW7ANA1vpiYGIO08wOd6V/q5KidqtSW1zc0BEFg06ZN+OGHH5Cenk53qzIYFosIMs3NzcjKyoKvry9CQkIgEAhQXl6OyZMn9+gBow8SiQTZ2dlmJag4WKiLck9+NlRXFdU4YO4ingKBAPn5+Uaz5jUUlGyQtrR+VxWH2tpalJaWIiIiwqJbewHQOnexsbFGq/GpVCqdVCWHw9FxrTTEZ5UgCGzZsgVHjx5Feno6goOD+38Qw6Aw+yBTW1tLF+EDAgIAdF6AiouLMXny5AFJ9PcGlb4YNWqU2eyUBwu1Ux5Is4J2qkIgEEAul8Pd3Z2+OJpaxLOurg4lJSWDVlYwFQqFgk7/NDU1wc7ODjweD2KxGFFRURZT4+sJavi1pqYGcXFxwzac2FPL+VDbo0mSxLvvvosDBw7g4sWLCAsLM8LKGSjMMshoNBqoVCqUlJSgrq4OUVFROgV+qVSKa9eu0RIYXl5eetUbSJKku2LCw8MtOn1BkiRdgB3MTpl6P6kTTnt7u8lEPCnpnsrKSotqvOgJlUqFwsJCCIVCsNlsnVSlqQdA9YVS6q6rq0NsbKzJpt8p10oq4EgkEr1N2UiSxI4dO/DFF1/gwoULmDhx4jCt/t7FLIMMJbNB2eZSaQftAj9JkjrpHysrKx0plt6+xARBoKSkBAKBAFFRUQPqijFXSJJESUkJ+Hw+oqOjDZIfp0Q8BQIB2tra6C8xZTdtLEiSRGlpKRobGxETE2PR7dYkSeLWrVu0xJGdnR09VKu9G6eGak19cuwLquOyvr4ecXFxZtUQo31ybG5u7tUCgoIkSXz88cf4+OOPkZaWhqioKNMs/B7DLIPM7du30dDQgKioO0q0fRX4qSM1n8+nu3+ogKO9a6SUh5VKJaKiokwmGGcItP3ro6OjjfJalEqljt20sUQ8CYJAQUEB2tradGSBLBGSJGmdOyrAdP15bwOgnp6eZvWZpIJlY2MjYmNjzSrAdEWj0dDq0SKRCARBwMPDg1ZB9/DwwN69e7F9+3b89NNPmDRpkqmXfM9glkFGo9FAqVSCzWbTEjEDLfBTUix8Ph8CgQAajYbe2VRVVcHOzg4TJ060WOVhoPPiT8mwawdiY6It4ikSiWgRT8rKd7ABR61W04E/OjraYiwHeoIKlmKxGLGxsQNKNQ7XAKi+UCdLPp+PuLg4iwr82qZsJ06cwLvvvovQ0FCUl5fj22+/xV/+8pdhWcdnn32GXbt2obGxEZGRkfj000/psYue2L17N7744gtUV1fDw8MDDz/8MD744AOLnnEDzDTIEAQBlUrVbYJf3w4y6sNWXV2NxsZGsFgseieur/aXuSCVSpGVlQUnJ6cBK/YaGoIg6F2jQCAAAJ16w0C7f5RKJbKysmBlZYWoqCiL/HtQUCdLmUyG2NjYQRWkVSqVTuOAdiAfygCovlBpWKFQ2ONpzJIgSRK7d+/GN998A0dHR+Tk5CAsLAzLli3Dli1bjPa8R44cwcqVK7Fv3z4kJCRg9+7dOHbsGEpKSnpsZjl06BDWrFmDr7/+GlOnTkVpaSmeeuopPPbYY/joo4+Mts7hwGyDjFKpBEEQ0Gg0g55/ATrNk4qKijB27Fi4urrSJxyZTGZWHVUDobW1lTZjGzt2rFl0ww1WxFMmk+nI25tbC7U+UJpqGo0G0dHRBvksdR0ApVrOjT0dTylci0QixMXFmVX6Tl9IksTBgwfx6quv4vvvv8f9999Pe91XVVVh06ZNRnvuhIQETJo0CXv37gXQeU3z9/fHSy+9hNdff73b/devX4+ioiKkpaXRt7366qu4fv06Ll++bLR1DgdmGWTKysrg4OAAe3v7IUnEUH4jEydO7NZ11d7ertNRRQ3U9SU2aUqouRFzliPRFvEUCoWQSqU9vq/t7e3IzMyk7avNIVgOFpVKRZ/GKBVwQ9NTy7n2dLyhUoxUPam5uRmxsbEWH2COHTuG9evX4/jx48Mqc69UKmFnZ4eUlBQkJyfTt69atQqtra04depUt8ccOnQI69atw08//YT4+HiUl5dj0aJFWLFiBd58881hW7sxMMv8xPbt23Hw4EHMnj0bSUlJWLRokV4tyhqNBoWFhWhtbe3Vu17bFrmjowMCgYA2XHJxcaGlWMwhH1pdXY2ysjKznxthsVhwcnKCk5MTxo4dS4t4Uu+rs7MzHB0dUV9fj8DAQIwePdqiAwzlZmltbY2IiAijncZYLBZcXFzg4uKC4OBguuWcel8NYeNNkiQKCwvR0tKCuLg4s/jcD4WTJ0/ixRdfxJEjR4bdR0UkEkGj0XQbjfD29kZxcXGPj3niiScgEolw3333gSRJqNVqPP/88xYfYAAzPcmQJIn8/HykpKTgxIkTKCkpwaxZs5CcnIzFixfDzc2t14sTVRQHgKioKL1PJXK5nD7htLa2wsnJiZ7FGe6dHdXdU19fT8uoWypyuRwVFRWora0FANpV0dvbe0DzDebGYNwsjUHXNl5tleOBbsxIkqS7+wbasGDOnD59GqtXr8Z3332HpUuXDvvz19fXw8/PD1euXNFxpHzttdfw66+/4vr1690ek56ejsceewzvvfceEhISUFZWhr/+9a9Yu3atUWtHw4FZBhltqCLk8ePHkZqaitzcXEyfPh3JyclYsmQJvLzu+JoLBAKUlJTAxcUF48ePH/LOkvoCCwQCNDc3w8HBgQ44xm7n1Gg0dKeSpbf1AnfsE8LDw+Hu7q7TqWZtbU2n1CxBxJPS0XNzczMrN0vKAZQKOpQDqKenZ68NGVRHnEQiQWxsrEV39wHAuXPnsGLFCvzf//0fHnnkEZOsYTDpsunTp2Py5MnYtWsXfdt3332HZ599Fu3t7RY1vNsVsw8y2lB1Firg3Lx5E1OnTkVSUhJsbGywefNmHDt2DFOmTDH4F5/q/OHz+fSOkQo4hm41peykSZIc1GnM3KisrER5eXmPvu/UfANVx2Gz2XTAMUcRz/b2dmRkZMDHxwfjxo0zmwDTFYIg+h0AJQgC+fn5aG9vvysCzIULF/DYY49h3759WL58uUn/NgkJCYiPj8enn34KoPPvERAQgPXr1/dY+I+NjcWcOXOwY8cO+rb//e9/ePrppyGRSCy6Mcaigow2lDRMamoqPvvsM1RWVuK+++5DYmIikpOTERAQYLQPGTUzwufz6Z04FXCcnJyG9LwymQxZWVmwt7e3+K4r7XTfQBR7tUU8hUIhPeOkr6S+sRCLxcjMzIS/v79F1ZMoORbqfW1vb4eLiwttqTFp0iSL38j89ttvWLZsGT755BM89dRTJv/bHDlyBKtWrcKXX36J+Ph47N69G0ePHkVxcTG8vb2xcuVK+Pn54YMPPgAAvPPOO/joo4/w73//m06XvfDCC4iNjcWRI0dM+lqGisUGGaBzF/zqq6/i4MGD2L9/P2pra5GamopLly4hIiICycnJSEpKMqq9LbUTpwIOh8PRkbfR53nFYjGysrJM6p1iKAiCoDuVtKWBBgo140TVx0wt4km5WVJiqpaMVCpFTk4O5HI5CIIwmwHQwXLlyhU89NBD2LlzJ5577jmzWf/evXvpYcyoqCh88sknSEhIAADMmjULQUFBOHDgAIDOjeu2bdvw7bffoq6uDp6enliyZAm2bdvWo+OoJWHRQSY/Px+rVq3CsWPHaC8IkiQhEAhw8uRJpKam4uLFiwgNDUVycjKSk5ONevGmhhSpHaP28Gd/qR9KEXrMmDFGPYUNBxqNBrm5uZDL5YiOjh5yIdnUIp6Um6W52w4MBIIgkJOTA4VCgdjYWACg62PUACgVcIZzAHSw/PHHH0hKSsK7776L9evXW/T35m7FooMMAFrLrCcoEc1Tp07h+PHj+OWXXzB69GgkJSVh6dKlRvWP6erfQpKkjn+L9vNSfiOWrggN3KknATCa5E1XKRZHR0c6mBu6IUMgECAvLw/jx4/HiBEjDPq7hxsq+CuVSsTExHT725hqAHSwZGVlYfHixdi8eTM2btzIBBgzxeKDjD60trbihx9+QGpqKs6fPw8/Pz86pRYVFWW0gNN1Kl6tVtNT8W1tbbSdgaurq1Gef7ig2nopfbjhqKEYU8STUosw9/mkgaDRaJCTkwO1Wj0gVYKu9sgymcwoA6CDJS8vDwsXLsTf/vY3vP7660yAMWPuqSCjjUQiwdmzZ3H8+HH8+OOP8PDwwIMPPojk5GRMmjTJqAFHLBaDz+ejtrYWGo0G7u7u8PX1tVg9NaAzz5+ZmQk3NzeEhYWZJM3Sk4jnYFM/1Omyp444S0Oj0SA7OxsajQYxMTGD+oxRg7UCgYB2AB0OC4ieKCwsxIIFC/Diiy9i69atTIAxc+7ZIKNNR0cHzp07h+PHj+PMmTNwdHTEkiVLkJycjClTphh8R65tORASEkKn1To6OuDm5karDViCnhoAtLW1ISsry6w01QiCQHNzM316BAYu4llZWYmKigpER0dbfNFVo9EgKysLJEkiOjraIJuYrgOgNjY2dH3M2HNOJSUlWLBgAdasWYNt27aZxWeNoW+YINMFuVyOn3/+GampqTh16hR4PB6WLFmCpUuXYtq0aUO+8MvlcmRlZcHGxqab5QBV3Obz+XRxmwo4pk5P9AZVFB8zZgwCAwNNvZwe6U3Ek0r9UH8DygGytrZ2QC3X5o5arUZWVhZYLBaio6ONkr4czADoYLl9+zbmz5+Pxx57DLt27TL7pgSGTpgg0wdKpRIXL17E8ePHcfLkSRAEgcWLF2Pp0qWYOXOm3rMFEokEWVlZ8PDwQGhoaJ9fEsqhks/nQywWw9nZmZ7FMRfZj8bGRhQUFFhUUVx7ZoQyDaNEPMViMUQiEWJiYkxmMWwoqADDZrMRFRU1LPUxagCUSqtRA6BU0BnKBq2yshILFizAgw8+iD179jABxoJggswAUavV+O2335CSkoKTJ09CJpNh0aJFSE5OxgMPPNDvhb+pqQm5ubkICgpCUFCQXsd8uVxOqw1QempUcdtUcjOUaGdEREQ3hWtLoqOjA3w+H1VVVVCpVHBycoKPj49JtOoMhVqtRmZmJu3TY4oh1t4GQKm0mj7vbW1tLRITE5GYmIjPP/+cCTAWBhNkBoFGo8Hvv/+O48eP48SJE2hra8P8+fORlJSEefPmdbvwU2q5YWFhQ97xK5VKehdO6alRAWc4dt/aKSVLF+0EoCOtMmHCBLqjqrm5Gfb29jrvrSXk/ynrAQ6Hg8jISJOrJFBQbedCoRAtLS30e+vp6dlnF2BDQwPmz5+P6dOnY//+/WbzehgGDhNkhghBELhx4watGM3n8zF37lwkJydj3rx52LZtG+RyOd555x24ubkZ9LkpPTWqfdfW1hZeXl7w9vY2ykWR8hu5W1JK1NyIQqFATEyMTvpTpVJZnIinSqVCZmYmeDyeUa0Hhgr13gqFQp0uQMrKmzqp8Pl8LFiwAHFxcfjvf/9rtq+HoW+YIGNACIJAVlYWUlJScPz4cfD5fHA4HLz88st4+umnjXpx6tq+y+Px6IAzVD01oPOCnJ+fD6lUipiYGLOpCw0WtVqN7OxsEATR79yItoinSCTSS8lhuKC8bWxsbBAREWEWaxoIGo1GR6+uqqoKp06dwuzZs3HgwAGEh4fj4MGDw9ba/9lnn9FSMJGRkfj0008RHx/f6/1bW1vx1ltvITU1Fc3NzQgMDMTu3buxcOHCYVmvJcAEGSMgkUjwyCOP0O52P//8M0pLS3H//fcjOTkZixYt6tMTZ6h0VTa2srLSuSjq+7wqlQo5OTkgCOKuUIXWdrPUt2ahrW4sEAig0Wh07KZNsdtWKpXIyMigh2AtJcB0hTJO27t3L86fPw+hUIjExEQsXboUS5YsgY+Pj1Gf/8iRI1i5ciX27duHhIQE7N69G8eOHUNJSUmPw7hKpRLTpk2Dl5cX3nzzTfj5+aGqqgouLi6IjIw06lotCSbIGIFHH30Uzc3NOH78OJycnHQ8cY4fP468vDzMmDGD9sTx9PQ0qp6a9rwIi8WizcIGsgtXKBS0+6M55fgHC/V6bG1th6xKYA4inndLgKFoa2ujA8r27dvx448/4uTJkygoKIBAIDDqBichIQGTJk3C3r17AXR+d/z9/fHSSy/1KM+/b98+7Nq1C8XFxRYz02YKmCBjBOrr6+Hh4dHjF4IqnFOeOJmZmZgyZQqSk5Px4IMPYsSIEUYNOF134VTA6WmmoaOjA5mZmbQJnKVfwORyOTIyMuDk5ITw8HCDvx7t1mhqzokaADVGelGhUCAjI8Pk7pyGQiKRICkpCc7Ozjh16pTOeyaRSODo6Gi05x6M0djChQvh5uYGOzs7nDp1Cp6ennjiiSewadMmi9+MGRImyJgQyhOHCjjXrl1DfHw8LW/j7+9vtIBDaVNRszjUgKK3tzc8PDwglUqRlZVl9uZcA4Vys3R3d0dYWJjRX4+xRTypAOPo6GiUgDncSKVSPPTQQ+ByuTh9+vSwt+YPxjI5NDQUlZWVWL58OdatW4eysjKsW7cOGzZswNatW4dz+WYNE2TMBJIkUV9fj9TUVKSmpuLy5cuIjIykBTyNaZJFkiQkEgkdcGQyGQDAy8sLYWFhFp8KoNwsR4wYgeDg4GEPmNoinpSrKpVSG0xTBnUic3Z2Rnh4+F2xAVi2bBk0Gg3Onj1rkq7FwQSZcePGQS6Xo6Kigj65fPTRR9i1axcaGhqGbe3mjmWqMd6FsFgs+Pn54aWXXsL69evB5/NpT5x//vOfCAsLowOOoT1xWCwWnJyc4OTkBAcHBxQUFMDd3R1SqRS//vqrTp3B0or+lK5aQEAARo0aZZILMo/Hg5+fH/z8/GgZFoFAgMzMTHA4HL1EPOVyOW7evAlXV1eMHz/e4gOMXC7H448/DrlcjvPnz5usLZ5q2uDz+Tq38/n8XhsORowYAS6Xq5MaCwsLQ2NjI5RKpcV9V4wFc5Ixc0iSRHNzs44nztixY5GUlITk5GSD1koo5eGJEyfC09MTwJ2JeIFAAIlEQpuFeXl5ma2eGkVLSwuys7MxevRos9RV027KEAqFOp5DPdXIZDIZMjIyaKVrSw8wCoUCy5cvh1AoxE8//WRyq4uEhATEx8fj008/BdD59wkICMD69et7LPy/+eabOHToEMrLy+nv4J49e7Bjxw7U19cP69rNGSbIWBBUHeX7779HamoqfvrpJ4wcOZIOOJGRkYMKOCRJoqKiAlVVVX362lB6agKBAG1tbXB2dqYDjrlJsIhEIuTm5lqMm6W2iKdQKIRSqaRPkB4eHlCr1bh58yate2fpAUalUmHlypWoqqpCWlqaWdgpHDlyBKtWrcKXX36J+Ph47N69G0ePHkVxcTG8vb2xcuVK+Pn54YMPPgAA1NTUIDw8HKtWrcJLL72EW7duYc2aNdiwYQPeeustE78a84EJMhaMRCLBmTNnaE8cT09PPPjgg1i6dCni4uIGFHCo9mo+n4+YmJgBd/AoFAo64LS0tBjVnVJf+Hw+8vPzER4ebvTZCmPQk4gni8WCs7MzJkyYcFcMwq5ZswbFxcW4ePEifWo2B/bu3UsPY0ZFReGTTz5BQkICAGDWrFkICgrCgQMH6PtfvXoVr7zyCrKzs+Hn54enn36a6S7rAhNk7hKkUqmOJ46zszPtiTN58uQeP/SUbpdEIkFMTMygTyNd3SkpXSpvb2/Y29sP666b0onTTvlZMlKpFDdv3oSdnR09l+Ps7Eyn1UwlkDpYNBoNnnvuOWRnZ+PChQsWuQlg0A+TBxl9ZRyOHTuGLVu2oLKyEsHBwdixYwcj4dAFmUxGe+J8//33sLa21vHE4XA4aGlpwenTpxEcHNxNt2sodNX8ogytvL29h2yH3B81NTW4desWoqKiDK4TZwqkUikyMjLg4+NDd8VRhmFUp5oliXhqNBq89NJLuHLlCi5evAg/Pz9TL4lhGDBpkNFXxuHKlSuYMWMGPvjgAyxevBiHDh3Cjh07kJmZiQkTJpjgFZg/SqUSFy5coD1xAGDevHm4ceMGRowYgdOnTxtNF0qj0dABRygUgsvl0gHH0DpuFRUVqKysvCvcLIE7bde+vr69uo1akognQRB4+eWXceHCBaSnpyMgIMDUS2IYJkwaZPSVcXj00UchlUpx+vRp+rbJkycjKioK+/btG7Z1WypqtRpHjx7FunXr4ODgALlcjgULFiApKWlAnjhDQaPR6MjbaOupDaR1tzdIkkRZWRnq6uoQGxtr1Knw4YIKMH5+fhgzZsyAggWlV0fJ6VPyQVSnmimHNQmCwGuvvYYzZ87g4sWLGD16tMnWwjD8mGxOhtJceuONN+jb2Gw25syZg6tXr/b4mKtXr2Ljxo06tyUmJtI7dIa+KSoqwt/+9jesWLECH330Ea5evYqUlBS88sorEIvFdMCZO3euwXP9VlZWtJx7WFgYWlpawOfzkZeXB5Ik6YCjzwWRaloQCASYNGmSyRsODIFEIkFGRgb8/f0xZsyYAT9OO2hrywcVFhbqiHi6u7sPm6Ix0BlgNm/ejO+//54JMPcoJgsyIpEIGo0G3t7eOrd7e3ujuLi4x8c0Njb2eP/GxkajrfNugs/n48UXX8Sbb74JFouFGTNmYMaMGdi9ezeuX7+OlJQUvPXWW1i7di3mzZuH5ORkzJ8/3+ADcmw2G+7u7nB3d6dbd/l8Pn1BpHbg7u7uvXbpEASBoqIitLS0YNKkSWbXQj0YqAATEBAwpIsxm82Gm5sb3NzcEBISQot43r59G/n5+Tqt0cYcGCRJEu+++y4OHz6M9PR0BAcHG+25GMwXZuL/HmLOnDmYM2dOt9vZbDamTJmCKVOmYNeuXcjMzERKSgree+89PP/885g9ezaSk5OxcOFCg3jTaMNiseDq6gpXV1f6gsjn81FaWgqlUqkjo0/twAmCQF5eHqRSKeLi4iy+pRcAxGIxMjMzERgYiFGjRhns91Ktz87OzggODkZ7ezuEQiFqampQWFhIWyIbWsSTJEls374dX3/9NS5evIjQ0FCD/W4Gy8JkQWYwMg4+Pj563Z9Bf9hsNuLi4hAXF4f3338f+fn5SElJwccff4x169bhgQceQFJSEhYvXjwob5q+6OmCyOfzUV5eTkvdeHh4oLGxEWq1GnFxcXeFdEdbWxsyMzMxatQoBAUFGfW5HBwc4ODggFGjRkEul9M1stLSUoPNOpEkiY8//hiff/450tLSmKacexyTF/71kXF49NFH0dHRgR9++IG+berUqYiIiGAK/0aGJEkUFxcjJSUFqampyM/Px8yZM5GUlGR0Txygsxje2NiI6upqaDQauLq6wsfHB15eXhYdaKgAY2rpm55EPKm0pT6nV5IksXfvXuzYsQPnz5/HpEmTjLxyBnPH5C3M+sg4XLlyBTNnzsT27duxaNEiHD58GO+//z7TwjzMUB1dlEVBVlYWpk6diqSkJKN54iiVSmRlZYHL5WLcuHF0665YLDZaysfYtLa2IisrC2PGjDGrll5tEU+RSDTgTkCSJPHvf/8b//jHP/Djjz/qqBkz3LuYfBhTXxmHY8eOYfPmzfQw5s6dO5lhTBNCkiSqqqrogHP9+nXEx8cjKSkJSUlJBvHEodwse3J/1E75tLa2wsnJiZ7FMedmgJaWFmRlZSE4OBj+/v6mXk6v9Cbi6enpqdOYQZIkDhw4gDfeeAOnT5/GjBkzTLxyBnPB5EGG4e6BJEnU1dXRnji///47oqKiaIuCwUjtU8rDA3HnVCqVdMBpbm6Gg4MDvL29zUJPTZvm5mZkZ2dbjHgnhbbRnUAggFKpxKlTpxAaGgorKyts2bIF33//Pe6///5hW5O+iiEUhw8fxuOPP46kpCRmBMLIMEGGwSiQJAk+n48TJ04gNTUV6enpCA8PpwPOQNw2pVIpMjMzB6U8rFKpIBQKwefz6RoDFXBMKb9CBZiQkBCLllWhRDzfe+89/PDDD6iurkZMTAzWrl2LpKSkYWnG0VcxhKKyshL33XcfRo8eDTc3NybIGBkmyDAYHZIk0dTURHvipKWlITg4mLYoCAsL63ZCkUgkyMzM7FNWZaCo1WqIRCLw+XxafoUKOIZuye6LpqYm5OTkIDQ0FL6+vsPynMYmNTUVzz33HHbv3g2xWIwTJ07g2rVr2LdvH5555hmjPre+iiFApzLCjBkzsGbNGly6dAmtra1MkDEylm0MbiQ+++wzBAUFwcbGBgkJCbhx40av992/fz+mT59Oz3rMmTOnz/vfi7BYLHh4eODpp5/GmTNnwOfz8dprryE/Px8zZsxAbGwstm7diuzsbBAEgYsXL+Ltt99GQECAQeySORwOfHx8EBkZiVmzZtG2uZmZmbh8+TJKSkrQ0tICY+63RCIRcnJyEBYWdtcEmNOnT+O5557DwYMHsXbtWrz66qu4fPkyamtrkZSUZNTnphRDtOe++lMMAYB//vOf8PLywtNPP23U9THcgRnG7MKRI0ewceNGnSN4YmJir0fw9PR0PP7445g6dSpsbGywY8cOzJs3DwUFBRadDjEWLBYLLi4uWLlyJVauXAmxWEx74sybNw9ubm4QiURYvXq1UVp6u8qvUF1UOTk5YLFY9M9cXV0NpvclFAqRl5eH8ePH3zUzXefOncPq1atx4MABJCcn6/xsOF7jYBRDLl++jK+++grZ2dlGXx/DHZiTTBc++ugjrF27FqtXr8b48eOxb98+2NnZ4euvv+7x/gcPHsS6desQFRWF0NBQ/Oc//wFBEEhLSxvmlVsmTk5OePzxx5GSkoJvvvkGAoEAsbGx+O677zB+/Hi89tpruHLlCjQajcGfm81mw9PTE+Hh4ZgxYwYmTpwIAMjPz8dvv/2GgoICCIVCEAQx6OcQCoXIzc21WAO1nrhw4QJWrlyJf//733j44YdNvZwBIZFIsGLFCuzfvx8eHh7D9rypqamYO3cuPD094eTkhClTpuD8+fPD9vzmAHOS0WIwop1d6ejogEqluiv8TIaTH374AStWrMC3336LZcuWQSaT4aeffkJqaioeeeQR2NjY0J44U6dONbjIo7beV2hoKNra2sDn81FcXAy1Wq0jbzNQ10OBQIC8vDxMmDCh247bUvntt9/w+OOP49NPP8UTTzxhsgYKfRVDbt++jcrKSixZsoS+jdo8cDgclJSU6CVIOlB+++03zJ07F++//z5cXFzwf//3f1iyZAmuX7+O6Ohogz+fOcIU/rWor6+Hn58frly5ojNI9tprr+HXX3/F9evX+/0d69atw/nz51FQUGBRg4GmprKyEiUlJUhMTOz2M6VSiV9++QWpqak4deoUWCwWFi9ejOTkZMyYMcPoIo+UwKRAIIBcLqcDjqenZ6/BjrKAnjhxYp+dTpbElStX8NBDD+HDDz/E2rVrTe5Xo49iiFwuR1lZmc5tmzdvhkQiwZ49ezBu3LheP0dCoRATJ07Ehg0b8OabbwLofC9mzZqFH3/8EbNnz9Zr3eHh4Xj00Ufx9ttv6/U4S4U5yRiQ7du304qzTIDRj6CgoF51u3g8HhYuXIiFCxfiiy++wG+//YZjx47h2WefhVKpxOLFi2lPHGtra4OuS1tPbezYsWhvb4dAIEBlZSWtp+bt7Q1PT09wuVwAnWrhBQUFiIiIuCssoAHgxo0bePjhh/H++++bRYABgI0bN2LVqlWIi4ujFUOkUilWr14NADqKITY2Nt1UQShzu/7UQjw9PfH1118jOTkZ8+bNQ0hICFasWIH169frHWAIgoBEIrmnMh1MkNFiMKKdFB9++CG2b9+OX375BREREcZc5j0Nl8vF7NmzMXv2bHz22We4fPkyUlJS8PLLL0MikWD+/PlITk7GnDlzDO6Jw2Kx4OjoCEdHR4wZMwZSqRQCgQDV1dUoLCyEq6srbGxs6MHA4cz9G5PMzEwsXboUb7/9Nl588UWzCDBAp5ahUCjE22+/TSuGnDt3jk5NVldXG6x5Y+HChVi7di2WL1+OuLg42Nvb03JX+vDhhx+ivb0djzzyiEHWZQkw6bIu6CvaCQA7d+7Etm3bcP78eUyePHk4l8vwJwRB4Nq1a0hJScHJkychFAppT5zExESDe+J0RSaT4datW/QGxcXFhZ7FseRTbW5uLhYtWoS///3v2LRpk9kEGFMgk8kwYcIE1NTUICMjg24UGSiHDh3C2rVrcerUqR4tN+5WmCDTBX1FO3fs2IG3334bhw4dwrRp0+jfQ0mqMww/BEEgIyMDKSkpOHHiBGprazFnzhwkJydjwYIFcHZ2Nvhz1tXVoaSkBJGRkbC3t6fVBlpbW+Ho6EgHHEOfroxJYWEhFixYgPXr1+Ptt9++pwMM0Nl1OGnSJKhUKpw4cUKniaA/Dh8+jDVr1uDYsWNYtGiREVdpfjBBpgf0Ee0MCgpCVVVVt9+xdetWvPPOO8O4aoaeIAgCubm5tIBnWVkZZs+ejaSkJCxatMggnji1tbUoLS1FVFRUt1x7Vz01e3t7HXkbc6WkpAQLFizA008/jffee++eDzBKpRLx8fGIiopCSEgIdu/ejby8vAE1dfzvf//DmjVrcPjwYaMPqZojTJBhuGcgSRJFRUW0J05hYaGOJ46Hh4feF9OamhrcunUL0dHRcHV17fO+lJ6aQCBAU1MTbG1t6eFPR0dHs7mQl5WVYcGCBXj88cexc+dOg9U1LJm///3vSElJQU5ODhwcHDBz5kw4Ozvj9OnTfT7u0KFDWLVqFfbs2YOHHnqIvt3W1tYoJ2pzhAkyDPcklCcOFXCys7Mxbdo02hPHx8en34t+dXU1bt++jejoaLpTaaBQemqUZwuPx6MDjrOzs8kCTmVlJd08sXv3bibAoFPVY+7cubh48SLuu+8+AJ3vU2RkJLZv344XXnih18fOmjULv/76a7fbV61apWNhcjfDBBmGex6SJFFZWUmn1G7cuIGEhATaE2fkyJHdLvpDCTBd0Wg0tLyNUCjUkb4xtMV1X9TU1CAxMRHz58/H559/zgQYBoPABBkLg/HPMC4kSaK2tlbHEycmJoa2KAgKCsK2bdtgb2+PNWvWGDzloW0SJhAIwGKx4OnpCW9vb4PqqXWloaEBiYmJmDFjBvbv3z9gVQMGhv5ggowFwfhnDC8kSaKxsZH2xPn1118RHByMmpoa7N27Fw8//LBRTxkEQaC1tZUOOBqNhg44bm5uBgsEfD4fCxYswKRJk3DgwAEmwOhBeHh4j40/APDll19i+fLlw7wi84MJMhYE459hOkiSxJYtW7Bnzx4kJCTg0qVLGDdunI4njjEDjrYrJZ/Ph0qlgoeHB7y9vfXSU+uKSCTCwoULER4ejoMHDxpcE+5up6qqCiqVqsefeXt7w9HRcZhXZH4wnygLYbDindr+GZcuXRqOpd6V7NixA19++SV+//13TJw4Ea2trfj+++9x/Phx/Otf/0JgYCAefPBBLF26FBMnTjR4WouySHBxcUFwcDAkEgkEAgHKysqQn59Py9t4eHjQ8jb90dzcjCVLliA4OBjfffcdE2AGgTHsKO42mE+VhcD4Z5iW+Ph4XLx4kda5cnV1xapVq7Bq1SqIxWKcPn0ax48fx5w5c+Dj40MHnJiYGKMEHCcnJzg5OdHyNnw+n9ZTc3Nzo/XUehN9bG1tRVJSEvz9/XHkyJEBByYGBn1h2kfuUkzln3G38sADD/QqpOjk5IQnnngCx48fB5/Px/bt29HQ0IDFixcjPDwcmzZtMponDovFgoODA8aMGYMpU6Zg6tSpcHV1RW1tLX777TdkZGSgpqYGCoWCfoxYLMZDDz0EDw8PpKSkGFXFuiuM6+y9B1OTsRCUSiXs7OyQkpKi40S4atUqtLa24tSpUzr3z87ORnR0tE6unvLPYLPZRvPPYLiDTCbD+fPnkZqaih9++AG2trZ48MEHkZycbBRPnJ6en5K3qaysxEcffYS5c+fi6tWrsLa2xpkzZ2Bra2vUNWijb+PK8uXLMW3aNB3X2RMnTjCusxYGE2QsiOHyz2AwPHK5HGlpabQnDpvNxpIlS2hPHGOnq4RCIf7zn//g6NGjtELBsmXL8Je//AXBwcFGfW6KwTSuaKPRaODq6oq9e/di5cqVxl4ug4Fg0mUWxMaNG7F//37897//RVFREV544YVu/hlUYwDln6H9z8XFBY6OjpgwYQITYIYZGxsbLFq0CF999RUaGhpw6NAhcLlcrF27FqNHj8YLL7yAc+fO6aS1DImjoyOuXbsGd3d3lJeXY/369bh8+TImTJiAzMxMozynNlTjirb6MOM6e2/AFP4tiOH0z2AwHlwuF3PmzMGcOXOwd+9e2hNnw4YNaG9vx4IFC2hPHEOksxQKBZ588km0tbXhp59+gouLC1avXo3Vq1dDLBYPi1DnYBpXurJp0yb4+vreUzL5dwNMuoyBwUzQaDQ6njgikQiJiYm0I+NggoFSqcTKlStRU1ODtLQ0k50Chmptvn37duzcuRPp6emMKaCFwWx7GRjMBCsrK0ybNg0ff/wxbt++jbS0NIwePRr/+Mc/EBQUhMcffxyHDx+GWCwe0O9Tq9V45plnUFFRgZ9++smkaSZDuM7+9NNPTICxQJggw8BghrDZbMTHx2Pnzp0oKSmhh0A//PBDBAUFYdmyZfj222/R0tKCnpIRarUazz33HAoLC/HLL7/A09PTBK/iDjweD7GxsUhLS6NvIwgCaWlpOiebruzcuRPvvvsuzp07h7i4uOFYKoOhIRkYDMTevXvJwMBA0tramoyPjyevX7/e5/1bWlrIdevWkT4+PiSPxyODg4PJM2fODNNqLROCIMj8/HzynXfeISMiIkgul0vOnTuX3Lt3L1lZWUm2t7eTYrGYXLlyJRkcHEzW1dWZesk0hw8fJq2trckDBw6QhYWF5LPPPku6uLiQjY2NJEmS5IoVK8jXX3+dvv/27dtJHo9HpqSkkA0NDfQ/iURiqpfAMAiYIMNgEA4fPkzyeDzy66+/JgsKCsi1a9eSLi4uJJ/P7/H+CoWCjIuLIxcuXEhevnyZrKioINPT08ns7OxhXrnlQhAEWVJSQm7bto2MjY0lORwOOWPGDHLq1KlkUFAQWVVVZeolduPTTz8lAwICSB6PR8bHx5PXrl2jfzZz5kxy1apV9H8HBgaSALr927p16/AvnGHQMIV/BoOg7wzEvn37sGvXLhQXFzOSJgaAJElUVFTg22+/xZ49e3Dp0iWEh4ebelkMDEx3GcPQ0VeNAAAWLlwINzc32NnZ4dSpU/D09MQTTzyBTZs2MVLzDAx3EcycDMOQGcwMRHl5OS5cuIDly5fj7NmzKCsrw7p166BSqbB169bhWDYDA8MwwAQZBpNAEAS8vLzw73//G1ZWVoiNjUVdXR127drFBBkGhrsIJsgwDJnBzECMGDECXC5XJzUWFhaGxsZGKJVKRvaGgeEugZmTYRgyg5mBmDZtGsrKymhlaAAoLS3FiBEjmADDwHAXwQQZBoOgj3gnALzwwgtobm7GX//6V5SWluLMmTN4//338eKLL5rqJTAwMBgBJl3GYBD0Fe/09/fH+fPn8corryAiIgJ+fn7461//ik2bNpnqJTAwMBgBpoX5LqehoQGvvvoqbt68ibKyMmzYsAG7d+829bIYGBjuEZh02V2OQqGAp6cnNm/ejMjISFMvh4GB4R6DCTIWgFAohI+PD95//336titXroDH4+kU23siKCgIe/bswcqVK+Hs7GzspTIwMDDowAQZC8DT0xNff/013nnnHdy8eRMSiQQrVqzA+vXrMXv2bFMvz2L47LPPEBQUBBsbGyQkJODGjRt93n/37t0ICQmBra0t/P398corr0Aulw/TahkY7g6YIGMhLFy4EGvXrsXy5cvx/PPPw97eHh988IGpl2UxHDlyBBs3bsTWrVuRmZmJyMhIJCYmQiAQ9Hj/Q4cO4fXXX8fWrVtRVFSEr776CkeOHMGbb745zCs3HfoG5WPHjiE0NBQ2NjaYOHEizp49O0wrZTBrTCjOyaAnHR0d5OjRo0kul0vm5ubq/fiZM2eSf/3rXw2/MAsgPj6efPHFF+n/1mg0pK+vL/nBBx/0eP8XX3yRfOCBB3Ru27hxIzlt2jSjrtNc0FdV+/fffyetrKzInTt3koWFheTmzZtJLpdL5uXlDfPKGcwN5iRjQdy+fRv19fUgCAKVlZWmXo7FoFQqkZGRoeMNz2azMWfOHFy9erXHx0ydOhUZGRn07r28vBxnz57FwoULh2XNpuajjz7C2rVrsXr1aowfPx779u2DnZ0dvv766x7vv2fPHsyfPx9///vfERYWhnfffRcxMTG0KjfDvQszJ2MhKJVKPPnkk3j00UcREhKCZ555Bnl5efDy8jL10syewQh4PvHEExCJRLjvvvtAkiTUajWef/75eyJdRgVl7eHZ/oLy1atXsXHjRp3bEhMTcfLkSWMulcECYE4yFsJbb72FtrY2fPLJJ9i0aRPGjRuHNWvWDOix2dnZyM7ORnt7O4RCIbKzs1FYWGjkFVs26enpeP/99/H5558jMzMTqampOHPmDN59911TL83o9BWUGxsbe3xMY2OjXvdnuHdgTjIWQHp6Onbv3o2LFy/CyckJAPDtt98iMjISX3zxBV544YU+Hx8dHU3//4yMDBw6dAiBgYH3TMptMAKeW7ZswYoVK/DMM88AACZOnAipVIpnn30Wb731lo56AQMDQ+8wQcYCmDVrFlQqlc5tQUFBaGtrG9DjyXtc1EFbwJMyVaMEPNevX9/jYzo6OroFEkox+m5/PwcTlH18fPS6P8O9A7MdY7gn0FfAc8mSJfjiiy9w+PBhVFRU4Oeff8aWLVuwZMmSu965czCq2lOmTOk2GPzzzz/3en+GewgTd7cxDJHx48eT9vb2Pf777rvvTL08s+LTTz8lAwICSB6PR8bHx5PXrl2jfzZz5kxy1apV9H+rVCrynXfeIceMGUPa2NiQ/v7+5Lp168iWlpbhX7gJOHz4MGltbU0eOHCALCwsJJ999lnSxcWFbGxsJEmSJFesWEG+/vrr9P1///13ksPhkB9++CFZVFREbt26lWlhZiBJkiQZgUwLp6qqqlsqjcLb2xuOjo7DvCKGu4W9e/di165dtKr2J598goSEBACdKdygoCAcOHCAvv+xY8ewefNmVFZWIjg4GDt37rxnWr4ZeocJMgwMDAwMRoOpyTAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGA0myDAwMDAwGI3/B/GSRDHVKmzQAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.GridSampler(P.boundary, n_points=100) # only show the boundary\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "External Objects\n", + "----------------\n", + "The other way is to import an externally created 3D-Object, on which a PDE should be \n", + "trained. This is already implemented in Trimesh and supports STL, ASCII, OBJ and many \n", + "more. \n", + "\n", + "To do this one has to only specify the path to the object and the type of the file,\n", + "in the constructor of the *TrimeshPolyhedron*:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R3('x')\n", + "P = TrimeshPolyhedron(X, file_name='L_plate.stl', file_type='stl')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Where we now have used an L-shaped domain, again all previously mentioned methods are useable:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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xZkrnbnTGNE7tTPHc4Bwl3SKoSOSrJsmQyt95rJdCqcyZCzmePrWDfe2RJSLjui7ThTqFqk48qNIR07Acl5du5ZBE6El4UURIldBkkcHZKsnI9gnN0FyVa+kyA8kggYX0XktY4fpchbMTRT50aH3XBLZ2c/1OpdTZbJZbt24himJzb+evh3SuzVQYSIXQFBHdcrg5W+HPz83wD57qX/W+epCFZivPe61ZPMuFx5/Fszl8oXkbcRyHdDpNJpNhz549b8lNuziiKZVKnDt3DlVVefLJJwkE1p8mEgSBjz7cSXtM49XhHIWayeM7EsSCCl+9nGY6V6Gcg0MlnUNd0ebflesWX7uSZnCmSFW3CWteBHRyIEFuWaMmQFiVmLQcyubWvP/VmCsb2I7bFJnG+4tpMqOZ6vYdeIMsL6Ve7Eo9ODbDy1fLBBWRsqRjBQIEAgE64xo35ytMFfSmgC/mQRaa7drIX+zRBkuFx58+ujl8oXkbWDxiuVqtkslk2Lt371tybFEUsW2biYkJrl69yo4dO9i9e/emvrSyJPLk7hae3N2C67q8MpzjC2cmEICQLJI2Xf7s3BQl3eLjx7oB+Oa1Wc6NF+iKqXRFVcqGw5mxApIoENG8qCgevF3uWzMdFEkkIG0uUrg2U+bl4RwT+TrtEZXHdyY42hNbsiAElNuVSot/XrccYsH79yuy2JVaineSnLxFTHXBMiiVSmQyGVxJomQpTKbnaAt1oKpLe5R8obk7dxIef/ro+rh/v0U/oCxPlcmy/JaMVl58/NnZWUzT5Pjx47S2ruxb2Qym7fKdwTkkQaAvFcQ0TMoBiIZUXhnO8a49nlHmjXSFrniAiOql8GIBGdN2uD5b4eHuKF+7Os9c2SAZUqgZNtMFnf1tQTrucvzVODdR4I9en6KiW0Q0mXRR52q6zMcf7uDd+26/792tIVrCKuO5Oj2JAKIAuapXWn54UTS2Xt6OxaUtqpIKKxTqFj3JBACu4zA6XyYmG9TmJ3lx8saKUuqtTkG9VbyVQrOcxcKz3umj73Th8YXmLWKt3ph78R7bKKVSiZmZGSRJ4vTp0xtKld2NXNUkWzFJNvzLBO89p8IKQ3NV0kWdaECmbtm0R1XgdoQSUiUyFZOjPTFA4JXhHGPZGposcqwvxof3Jxg8P7ah8zFth69fmUM3bfa03a5amyrUee56hhP9CXTLIV3SUSWRZw+08p3rGW5lqriuS1STeXpvy4aFZrU9mvmywcWpEjXTpjuucbgruubsnc0SVCTeu7+VPz07zUimRjQgUarbICn88PFentnfumopdTAYxLIscrncA+VK/XYKzXL8IXB3xxeat4A79cZIkrTtQuO6LhMTE1y7dq2Z499KkQFvL0VTROqmTUSTEfDeX82w0WSRsCaTCCpENJlsxcCpep5goVCIkiURDSikIiofOdLOqV1JZks6YU2iJx5A1/UNn8982SBdMmhbZmfTFlEZy9X48/MzpIs6Jd1CWujn+cDBNhzHxXRcuuMa7dF7t4o5N1Hkj16fZL5sIACSKHC4K8rPnu4jGtjar9+Tu5IEFYkXh7LMlQ12tgR5cleKkwNxYPVS6omJiWZz7npLqS3H5dXhHK+PFijWTfa2h3nX7hR9ybXL4beau/XRvJ3cSXgmJibIZrNNv8B3ivD4QrPNLB+xvPzLsd0RjWVZXLp0iVwuxyOPPEI2m93Uwn03IgGZ431xvnl1Dk2WCEguhgXjuRoP98TpTwYRBEio8KU3R5FFgbawijBfxjRtTvUFmB63SSaT3mIXut1z0/jyua6LC6SLOrrl0BJW11ysFUlEFgVMZ2mEYdkuFd3m/ESR/mSAPa0hLMdlPFfnO9fn+XtP9K0w9dwsxbrFF85MUqiZ7GoNIQoCddPm7ESBb1wL8GPHurbkOA0EQeBEf5xH+mJYjoss3rnZNxgMkkwmyeVyPProo2uWUjc82sJhLzL807PTfGcwgyiAJot869o8FyZL/MK7+tnRElrzeFuF4zj3tdAsZ7HwNNaDRuP0O2X6qC8028R6Ryxvp9AUi0XOnTtHMBjk9OnTaJpGLpfbti77Dx3uoFizuDRVpKKb5Ax4sjPKj5/oQRQF/vyV63zv4hiqomKgMFpx6IjG+fGTbRxKuBTyXpOiblpU5Bh1MUQyHmVfh5e+ylQMvnVtnpFsDdN2iQVkTg7EeWJHsulO0KAlrLC/I8xrI3nCC2OiLcdlolBHEAQSQbnZ/6NIAgOpIMOZKjfnKsiiwMvDeXTL4eGeKE/sTK469XMtGp/ztZkysyWDHS2eyAAEFIl4QOG1kTw//FAHM0WdcxNF5soGHVGV433xe24SFQQBRVrf+S5O465VSt2wyxFFEV2J8e0bJrFQgNZoAAGBTtflxlyFbw3O83On++/p3Nd7zrD1U0HfCmzbXmJ9s3z6aEN4ftCmj/pCsw1spDdmO4TGdV3Gx8cZHBxk165d7Nq1q3n87RS2iCbz9071M5arMZUtc+3CLH/nmR3IosiLb1ziq2dn6OlIsaMjhWFZVOoWE4U6iDK9PW309nRTN22+8NoYb4xkqelZDCNNWBV4KC5w+fs3SddE+ltCqLLIrbkq//X745wbL/DUnhb6kgEqhk1Uk4kHFT76UAfZislwtobruCBAT1zDAcLq0ltfEgUcx+VP3pzijbEiZcPGdV3+7KzIowNxfvmDe5ZUw63FYhHXLQcXr3FyMYokYNouFydLfOnCDLmqiSZLnB13eH20wCdPdtOTCPDGWIGhuQqaIvFQd5Qj3dGmYG0Va1WdrVZKXSqV+OalSQrlEopRZrokoQU0AlqAeEDixmwFw3K2zb6nwVrZgQeBhtAsZq1UW2P6aL1e5yd+4if4zGc+w0//9E+/Had9z/hCs8Vs1EZmqxd+0zS5dOkS+XyeEydONM0cG2y3b5goCuxoCdEdlSkOganrvHnxIoNzBpFUKwPt3n6BJApEAhJqWeTPz80wNFehPaqhyiKX0jV2diUJq97+1chsiVfmMgSLOVoVi3RdIm1ozNRcqhZkBk1eGc4hCiJdcY2wJnO0J8qzB9r4xXfv4PJ0iWzFJBqQOdIV5ZvX5jg3UVyyf1MzbLJVk+uzFVwXOqIqkihQqFm8MpLnj89M8g+f2rGha7GjJUhYk8jXLJIhT6Rc1yVbNXikL85fXZzhxmwFQfBSfR1RjVzV4MvnZxBFgRtzVWRRwHa80vH37mvl40c7tvSpdr3lzaIoEo/H6e12iI1YdKUC2KZJXa9TLpdJlw0imszNm9dpTaVIJBIrSqm3isb35UF8ul9NaJazmkHo/Pz8tl3PtwJfaLaIxb0xG5kb0xCarehnKBQKnDt3jnA4zJNPPrnqjflWVbk13ssrr7xCR0cHh9o6uXJ2+vb/R2AqX+eNsQJ10yZdrAMCuuUw0BIkvLBPIooiA60RbkxnCcdj7N+ZZDJTZHKsgOhYaLZDWRep1CQQRdqjCqIA372RwbRdfux4Fyf7E0vO7WR/glvzVYbmK6RC3vycXNWkZthYjktrWGmm4uJBr1LuleE8f+dRa0Mb+L2JAE/uSvLctQzFukVAFinpFi1hlf5kkK9dmWs2ijquTaZs0B7VuFAuIkkiBzoizeq0XNXk+ZsZjvbG2NW6dfsgG73vDnREaImoTBcMepNeU2g9ZJOnylO7wigSDA8PU6lUts2VulGS/SBGNI7jbLiyTxAEKpVKc4/sQcQXmi3gXmxkFj+1bFZoXNdldHSUGzdusHv3bnbu3Lnma70VTsiu6zI8PAzA3r176e/vJ13UiQW9Hpn2qIZhO1yYLFHWLXakgvQmg1iOw5nRAiOZ6kIJ8O330PhXw3apuTKyrNEWi5Ep1ilVDEKSS80wuTI+x96URiCg8uZolqf2pFZUj/WngvzosS5eHckxma+jSiLv29/K31yeZThbW7LfY9ouuAKG5VA37XUJTePaC4LAjz/STU8iyCsL7gmP9Md4Zm8Lz12bXxgWp6LI3sLTKLe2bIddreElJdCJoMx82WBovvK2Ck0ipPDjx7v44htTDM17rgmSIHCsL87HTtyupFutlDoajTaFJx6Pb7qU+kHt/QEvotmo4DY87yKRO5vS3s/4QnOP3OuI5YbQbLYvoJEqKxQKnDx5kmQyedfjbTaiMSyHwXSZubJOSJU40BElEVq6b2EYBufPn6dYrjJcgmIazuam2Nce5Zk9LXzr2hzXZorMFOuM52sEFYmg6uWlZVGkPaIwVTSYK+l0xTVmSwbXZ8vM1wXUusXro3kCiojluhRrJo4gEFBlbFwqDlRdiWt5l6BYQxPKfOelDId7U83KqYYj9a7WEDtbgtRMB1kUUGWRdEnnzFiBmuEgSQLFmoVuOdQsh6QlU6hbtK1R8qxbDmdG87xyY55czqAcy/DoQJywJvP0nhRP71mawpwu6sSCMhXDISGJIAioksCcYXseb8pq94LbLBvfKjbzgHOiP05/MrDQG+TQk7jdG2RYXnQ+lNG5NGVjOVF2d3VwolWjUvIGwF25cmXDrtSLuZ96aDbKelJnq+FHNO9QlvfGbLYiZLHQbJR8Ps/58+eJRCKcPn16XTnczUY0hZrJF89MMpguLZQZC7RHVH7skR72dXhPWrlcjvPnzxMIxxhV+nlh+gbtTg5BFHlpKMdTe1L83Sf6+PzrE1yZLuG6YDswkqlRqlv0p4IkQyrzVYuxXJ35isHQXBXTdogqLqmQwmzZJGCJCzNuBA50hDk7USRT9sb5toVVQppMpmzgKBpHDg4QcirMzMxw/fp1NE0jGE0QjCbo72whFLgtHM/ub+W5wXmuTpcxHbdZTh2SJRJBmb84P8NnnuhbMWrasBz+4NUJzowVsE2DWt3h829McXGqyM+e7l+1XDqkSnTGAmQqBtmqiSgI2I63kf7oQJypgr5kYz1bNQlrEnvatrZ8eLORdFtU4737b1+7dFHnq5dnOTtRZCpfp2raRDUJVZaQBDjeF+fnn+ynq6trhSv1+Pg4juM0S6mTySSRSGTN83qnCk00unGXivsFX2g2wfLemHsZTrYZoXFdl5GREW7evMmePXvYsWPHhlJ1mxG1716f4/JUkZ2tITRZwnFcRrJV/vLCNP/omZ2kpya4ceMGe/fuZdqOcvGNKVKay562ELIsk6+ZfH8oiyyJzJZ0DnZGsB2Xsm6jSALzFZOIJlMzbfa3h3n3vha+cmmOoCLxcE8UIz9Lf2uIRMiiZto8PhBnOFunbjpUDBvLdokGJUKqhG07yJKAKAiYksbOgXZ27txJqarzV+fGeeNSjlItS1AY5ERXkFO7W2hpacEUAjy1K8VEvs5sUUeVRdqjGkd7YvQmNG7MVbk8XeKZvS1Lrs3FqRJvjhe8smQLiiWdZDLIpakSZ0bzPL3s9wEe6YsznKlysCNCSbeoGjZ1y6E9qvGpx3v5q4uzXJkpIwIOoEkC7z/YxkBqa5sit2RvsGby/3xvhJvzVVRRIF3SsR0XAXi4NYQLvDFW4FBXlvcfaFt3KfXicdfBYHBJL8o7SWgMw8CyLF9o3imstzdmIzREar2Lv2EYXLx4kVKptGqqrG7anBnNcz1dRpEEHu6N81B3DHGhfHeiYHArb7G7pK+ZBlpOzbC5OFkiFVbR5MYmvUBfMsjIfIWvvXSWpFBpns+3vz+KpogI0u1y30RQYaag8/pIDt106E+Gqeo2V2bKnlA4LsOZKr2JAB881MYze1s4P1kkrIaJaBJjBaBpaWNyaleK07sFLk0VGc3VSAQVBKBq2EiSQG8igOtCWff2zVzX5S8vz/PapE4yFqe9RSRT1nk9pxOerhIcT/PtcYuyq9KiSUgxFU2R6Yxpnv+ZKKBIIvNlY8X1GZqv4LhelFK1QMBrZFQkkavp8qpC88TOBKPZKucnipi2iyyJ9EU1PvpQO7taw/z8k/2cHS9wK1NFkyUOd0VIhRX+5vIsMyWD1ojKib74qo7MG+FOQuO6LmO5OjfnKoiCwL72MN3xleO2XxnJcytTZVdLiIl8DVEQiIVlynWLdMlgIBVEkQTeGCvw/gMrRy6sVUqdzWZJp9PcuHEDRVGaogMPZmkzbK4YoFwuA/ips3cC2zk3puGofDcaqalYLLZqqqyiW/z77w1zbryAs5D2+da1OT54qJ33HWjjj1+b4OJ4hnzR4NXCIKd2p/jRY9137XuwHRfLcVGXNQHalsHs3Bx6IsTpd98+n0Zmbvn1EfA68xs/708FCKgSE7kaMyWd7liAf/j0AI/tSKKbdjPnL2i3v5iG5aBIAmFNZl97mKM9UfI1i6szZbrjGrrloEoiDjC/yIJmIl/n0lSJzpjWHEUQ0WTGsiLjVoADHV2I+Vn2h1xuzJTJlExEDCbmdeKKTW8qgmk7zTLlxUiiVyyQr5lYxu3P0QHkNRbEoCLx04/28OhAgqmCV5CwvyNMZ+z2LJ4nd6d4cre3t3NjtsL/891R0qU6siRSqlt8+fwMHznczocPt2/azWAtoXFcly+fT/PdGxmqho0LxAIyHzzYygcOti35m5FMFUkQkEWh+dmLghdRFmuN1LKAZa8vZdsopY7H4+zcuRPbtikUvP2dyclJisUigiAwODjYrGh7UEp/G20PG6FcLiMIAqHQ9rsubBe+0KyD7R6xfLd01uJU2d69exkYGFj1HL53I8MbY3n6Fg3wylUNvnF1lvMTBWaKOqmgjLawFn7h9QleHsqyqzXE4Z4Yp3amCGsrb4mwJtGfDHJxquhFDoJAsVjk5uQsbYkoz546vuSLfqgryqWpIrZzO6Ip1kxUReRYX5yZYp2aaaOK3gC1VEghlq3xt092c3pXCsf1nvCPdkf59vUMwYWNcdN2GM8b7G7zNvLBE7On96QYzlSZzNdxgLmiTsWweag7SutC93+mYlIzbXriS6O4eFAmWzUYmodEKEAqEeBgIEqJHDXDwjFMZnMVZubzRDUJreKQTntWOaqqepViRZ2JfJ2pYh1VcAkKDmrUwHVdjnSvXSmkSCKHu6J3Ne50XJe/vJhe8C8LcXOuSr5qUNId/uNLY1yZKfG3T/awu23jT7xrVXBdmCzyzWvzRAMSXQvXbK5s8NXLc+xsDbOv/faxIpqMvWD1EwvKiCJYtjfqW5UFTNuhZtgc7Y1t+PzKusWrw3muz1UIyCrH+/ayv7vC2OgooigyMjJCuVzetlLqrWYzqbNGIcCDGsWBLzR35K0asXwnoWmkysrlMo8++iiJRGLN13ljNIcmi0sGeCVDKuPZGpmywdHeOIJjUiu5zBTrTBXqpEs6MyWd79/K8vpIjn/8nt1ElomNIAg8s6+ViXyNwXQJu14mX66RSqb4yLE+Wpel4B7uifHta3M8d0vgenWOsKbQFtX40OF2PnConZlinTdG80iCiyR6RpwHu6Ic74vx8nCOl2/lyFZNYgGJ9qjGbElnpgpmXmcgFeITx7uWlP4+1B3lkye7+dwLo9yaryKJ3ijoQt3mv746wc+c6vM2piWRuuUQXHR9qoZNNKAQDyrMlrzparGAzMM9Ma7Plpk0HZRQkCPdUR7vUUkKNUZHR7l8+TKRSITLpQBX0ja9CY25skmpbjJnOujTZX7kaAeP9MXXfR+sxUxRZzxXozOmMpWvM12oE9ZkgqoXxQ7PV/kfb07zP71n54Yjm7UimnMTRSzHbdr0ALRHNW7MVrg4VVwiNCf64nzvRoaZok5rVKE9rDJRqC8Ue7iMZGoc6Ijw1O7UiuPciULN5P/+7gjX0mVEARwXnr+Z5VSPxom42pzhtJ2l1FvNZoUmFAo9sCXd4AvNmryVI5bXcnBupMri8TinT59GUe5sgWKvsWhYjvd0GVBEdB0KustUvU5IlRAFgb6F/Yyz4wVevJnhQ4dXTn/Z3Rbmp4638+cvXmQOeNfhHTy+u5WjPSsX0jfG8kwX62iSQECRMB0X23XZ2RompMp85tQA+9vDnB3L4bgCD3VHeWxHgldHcvzVxVlEwRuCNpnXQYBTO5NkpDkePdbJ4Z4kguB1yzf6XQRBIKrJRFSJ0zuTJEJK09tsaK7Cq8M5nj3Yxq7WEFdmSvQmggQVkXzVpGzYvHd/K+1RjZtzVbIVbxZOS1ilNxGkKx7kx451cqgrskTcDMNgIj3PlaEJ0HWS2JRcmZLjIAK6adMWUTfkkXY3HBfSJQNFFlEkAcvxyp274gGmCnVuzFUWRi2sn7WEpmrYyKv4pQkC1M2l9+r+jjCfON7Fly+kGc3UkCSRvmSQtrBKXyrAQ90xTu9KrsvCZzHPDc5zZabEQCqIKt2uvnthpETXHoETC7+33JW6Xq83hefq1auYpkksFiOVSm24lHqr2cwezYNe2gy+0KzKvfbGbJTlEU2j4XFoaIh9+/bR37/6vPflHO9LcHW6jGE7zS9msW4SUmVUSaCs26iCQMkAZ6E8WFNEZElEFAQUUeTseH5VoUmn04xducjHHuppWpyvRrlu8Y0rs6iSyJ4EdHXFUBWV4UyVb16d5XBXlKAq8czeFk7vuD3/pFS3eP5mloAi0RnzIqRUWGUyX+fGXJUTURfbcfnCG1OUdZtESOGR3hhHuqMIgsBotobpsKTAQRYFIprM5ZkyHzrczieOd/Fn5+DWfBXdcogGZN69t4Wn9qQQBYGn9qR4bSTPjbkKgiCQCit88EAbh7tXprZUVSUUTxGIlOhuk7kyU6RUrhNRHFzJpVTX+aPvDyHqRZ460H1PT6QdUY3eRIDBdAXTdpAWStQbA92SIYV8zaJm3H2fbzlruSDvaQvz5ngRy3aQF+4lw3IQXNixrPJNEAQ+cLCNY70xrs14G9f7OiLNz3GznBkrEFal5r0MoIgCk0WDP7gCw84wp3YmOdkfXzoxNRCgq6urWUpdq9XI5XJks9kNl1JvJY0MyWb2aMLhsB/R/KCwuDdmIzYy98pioTEMgwsXLlCpVHjssceIx9efenn3vlbOjxe4MlNCkURs10UEPnCwDd12eG04T0wVMB0wLBdJhK54oGnU6MKKhkDHcbh+/ToTExMcOXKEzs7OO57DeK5GtmowkAwxuVApJggC7RGNqXyd2ZKOYbuU6wYxVaAz7i1a6ZJOvmbRu6yKKhVWmC8bnDcFdD1DWFMJaxIzhTp/na9jOS7H++LN6Gb5E7q9UMTQ2Mj/udP9TOTrVHSLtoi6RJjet7+VI11Rpot1JEFgoCXULBxYjVjAm68zlq8zUTARRclLF7kWbdEAAdXl+RvzqMVJNFVpNo0mk0k0bf2LsCQKCwahE0zka1R1m4AqEZBF9raHqZoOIUWkaxOuz2tFNI8NJHhjrMDNuQqxoILrupTqFoe7ohxfIx3YHl3fDJ+ZYp2RTA1FEjnQEV6xL2g5LoPpMtMFnbJu0RZxUSSBfM3i2kyJsu4QlATOThS5OFUiXergh46sPoO1sYkeCoXo6elZs5Q6kUg0P5vFpdRbSeM7vtGI5kF3BQBfaJo4joNlWbz++uv09fXR3t7+lj1BNIQmm81y/vx5ksnkulJly4kHFf7n9+3mpVtZLk8W0RSRR/oTC1VcDomgyitDc4iAKnsLU8fCwlAzbSzH4ZFFvmD1ep3z589jmianTp1aV/iuSAKS4KV1EITmHE3LcTBthz99c5J0yaBuWIRVkeN9cT5wsI2AIqJKIrrlLElR6ZaDIMBkRWBHSqJ7QYgSQYWpQp3XR/Mc6oqyrz1MVJOYK3uVZoIgUDVscjWTaEXmX371BookcmLBAmatfpSOmEbHOp/EQ6rEwz0Rnr+ZIVMxCCoSlu319CRjEgPtEUzb5eTjO7DqlWZz4pUrVwiHw82FbT2b1/s7Ivzjd+/gLy+m+ebVeVzXZaAliGW7pGs6T+5K0p/cOqFJhBR+/sl+vnczw7mJIpIg8N59LTyzt2XTFW624xU1fO+G5/0mCAIdC8PuclWTm3MVNFlkMl9npqgzW6ozXzYp1i32d4SZyNWpGjZBRaA7ItHfEmK2pPPNq/M8sSO5opF2NdYqpc7lcquWUieTyS0bEthIw2+mvPlBrjgDX2hWjFhuWHO/lWGqIAjMzMwwPz/P/v376evr2/TxY0GFDx/u4MML6a981eR71+dJl3RSYYVfeLKXS+czFBK9vHAzy635Kghe6fHJ/iTv2uP1fGQyGc6fP09raysnT55c95djoCVEbzLIyHwV2XXB9SqQpos6Ap4LQH8qREDWyJR1XriZJRqQeWp3ij1tIc5PFBloCaHJ4oLZps6BjjCDWYhoXsTQuDSJoEKualKomfQmAnzgYBtfvzrHxakSJd1Gt2wcxyvz7oxp1HWTv7qYZjxX52dP96EslAl7nl0uO1tCG95HiGgy0YBEoSYgCF70FJTAcWC+4p1XKKAihzRSqRS7d+/GNM1mKqexeb14DyEWi62aXumKB/iFdw3w7r0tPH8zy1i2RlCV+MDBVp7a07Kpe+ZOA8RaIyo/dqyLHz3qRbHLX991XW7NVxnL1dFkkUOdkRWWRIt5bTTP31yeJaLJ7G4NYTsuQ/NV/uVXbxALyAQUkbmyQaFmsbs1xLHeBBcmi8yWdc6OF7EdF1kS6AiJRFSxeY635qsMZ6rrEprlLC6l3rFjx4pS6mvXrhEIBJrR6L2UUi/e790IDYPSB5l3tNCsNmJZkqR19bRsFbquN+vkH3/8cWKxjZeArsVYtsrvfOcW47naQn+DS0tI5njA4eee3MEj/UnOjxewXZeDXVEe35FEk0WGhoa4desWBw8epKenZ0MLmCKJ/Njxbv7g1XEuZwTK81VU1UtTVU2bHS0hAornbZYMKeiWy5tjBU7tTPKjxzqpmTbDmSq20xh7HGFfW5gXr8CrI0WSEZ3uuEZXLEDdclAWquwEQeA9+1owbIc/en1qwQTToazbBBSJcGuIkKqSDNlcmipxdaZMzbT5ywuzC02YXoXV3zrSzpO7kut+z9dnKzzUFSOkyswWdUKyi2C7lHULtSryY8c6VxQEKIpCe3s77e3tAEv2ECYmJpp7CA3hWZ6f398RYV97GMP2pmguH/q2ERoRjeO6nBkt8OpIjrJuc6AjwtN7U7SE1VWvhWE5fP7MFK+N5qmb3velNaLyUye610ytvTqca/4egLwwl6dQN+mOa3TGA8yVDRRJYKao05sMcKw3xmS+zljOMzvtimm0KGbzNe2Fvcb1Dnq7G5IkkUqlmuM1LMsin8+Ty+XuuZR6s3u+vtA8wKzVG7Pe5smtIJPJcOHCBc8Kf2BgS0XGdV2+8PoEY9kqu1rD3mAv1+XWXJnncwKfclwe25HksR23nQUMw+DNN89RqVTuSfT2tEf4n9+3m//ylRlysobuSEii4PXSSIuf5gSvm970RKE9qvGLz+zgerpCoW6SDKkYlsNzg3OICFRNG6lmUKh5ZcSCIPLEjkRzH6VmOrx0K0c0IHO4K8IbYwUkEfI1L2p5qDu6YMnvcn6iyLnJIqblsGOhJydd1Pmzs9O0R7Ul5bt3vs5eM+KJvjgXJoukC1V0w0VQ4JFer9rqbgSDQYLBIN3d3Uv2EDKZDENDQ8iy3BSdVCqFpnnd+Zp874tro8/pC2em+KtLs1i2gyQKnBkr8OJQlv/f+3c1m0gX88JQludvZmiPavTENUzb5cpMmX/+1Rs8PhDn0R0JntyVWpJmy1UttEXNwY7jkqkYyKKA43r/bTsQkL0Uar5q0ZMIMJAKYrsu/ckgI9kaluOiSCKO6zKZr9MZ09jXvj0LsSzLtLa20traCnjfkXw+vyQaXW8p9WZ9zqrVql919qBxt96YtUqNt/ocbt68ycjICAcOHGB+fn7LU3WzJZ3rs94wscYTryh4pbDXxwvcnCtzuPv2k2c+n+fcuXPEYjFOnTq14f2h5bguDBVc8tSIBgOUdYvxXA2AJ3be7qeYLemENZmRTLW5+d6o8jJt76lZlUUOpaCkahTqDlXDZmi+xt863M5Ti1yRb8xVmCnUCSgSl6e8YWe26xAJeCabDVcBF5gs1CnWLPa03a4G604EuDFX4dxEYd1Cs78jzHCmSntU5dSuJBOzMJUr09oS5ydOdC/Zb1oPq+0hFAoFstksk5OTXL16lVAo1BSeZDJ5T82JrusyVbb5+tU5QopIamEPzHZchjM1vnJpjp893bfi714dzqPJIrGAjOO4XEuXSRd1b3bPiMvFqRJnRgv8f9+9o7nZv7stxNj12pJ9oYU+T4KqhCwJhFWRXNVccqxCzSKkSnzieBd/fSnNhdEaCA4Bo0pLWOWnTnZvet9oo6iquiQaXauUuvFQsLiUerNCUy6XH2ifM3iHCc16emO2O3VWr9e5cOECuq7zxBNPEI1GyeVyWy5upu3iuO6KtErDJsS0bnuANcY+b9Sg8068eDPDZBkO9WhEoyHv2tteX0sypNIdDzA4U2S6qNMZ0/jim9OkQgrv2dfSTL0U6xaFhemUZVlgT0+EmiN6m/xVi9O7k0sqlgzLYbKgo1vOwjXwDDcN0yUZ9rrX0yWdZFAhqslI4kozVFVaudDdieN9cYYzNW7MVpAlgVLdRhYF3r23he74vZX3AkvMJcEbC9F4oh4aGqJWqxGNRpvCE4/HN7QH4LouQ1mTim43Izvw0paxgMTro3k+c6p3xQjpsn47OpkrG8wUdYKqCIJXlt4aVrgwWeTFWzk+eNDzN3tqT4qLkyVuzVdJhVUvehI8m56oJiEAPYkA2aqJveCePZGvYVgu793fwsM9Ufa2h/nySxWKtsTOnk6O9cbWVem2XaxVSp3L5ZakQZPJ5KaHtVUqFbq6urbh7N863jFC4zgOhmHcNU+6namz+fl5Lly4QGtrK4888kjzSXQ7pl42zCCH5qqEVan5fmfLJhHF64WwLItLly6Ry+VWHft8L5ybKBBUQJJuN1Ue6Y5SMywqhsVUoUa2arKzJcThTq+PYaak8/Urc7RGVPqSQTRZRJUF6gvCIQoCLWGVgGwhCuKSDn/wzD+rC27QjZJcqWqSq5lohsh4rkZbRONHjnWSq5icnSguafx0XBfdcujbgFFlRJP5xPEurs6UGcvVqBYdYq7Du/dtbnN+Ma7rcmmqxBtjBQp1i91tIZ7YkaStrY22Nm/xrtfrZLPZ5ua1bdtNYUqlUkv2dwo1k/MTRaqmTX8yyIHOyEIxwO3qwCXHhxUC02BfR5jnb2Zpi6hkqyZekaHnbxZWJTRZRBYFzo0Xm0KzsyXEzz3Zx9evzjGSqSJLIj96rJPBdIWJvFdSbrsu3fEAbREVRRKIBmTetTvFexauZ0iVeLhdIRKJMDCw0qDz7eRupdS5XA7Xdbl48eKS+Uh3u0/8hs0HgI2OWN6OiMZxHG7evMno6OiqG+zbITSyJPKjx7v53PMj3JyrElJFaqZDUBF5rM3FNeu8fPYMmqZx+vTpDfV1rOv4TYPF20uYJAqkIip/60gnddMCXA523E4JdMcDvDle4D+9OIYiCbRFNTRZIF3UWTBhpm7aTBV0DnZGm4aZDaaKujd62XQo1Ewk0Vv4YprM/o4wP3Oqn33tYRIhr1rtpVtZhua9aiUBmC8bdMc1Hh1IbOi9hlSJE/1xTvTHmZy0mZurr7lAL6dQMz2rl5Cy4r786uVZvnxhFt2ykUWRM2N5XhnO84+eHmj2zAQCAbq7u5v7O5VKpSk8jR6RVCrFlBHgz69VyFS9whdVFjjZF+eplMP+1hDRMZP5itm8pqbtUKrbvGdf66rv5d17W7g6U+bmXJWKYWHaDlUDWsNqc8/M5XaFYINGIUNZ95wHgopEvmry8nCOofkqUU3mZH+cQ10RLMcrdlh+XR6UMQHL06BTU1NMTEwQjUaZm5vj5s2b6yql9vdo7nM2YyMjSRKGsdIKfrM0elEMw2imypazXVHU8b4E//T9e/je9XnGsjU6Yhrv2p1i6tIcZ86cYceOHezZs2dbSrkf6U/w+o1JCjWLjF5rpkIiqsTDvXFeG86iLdu/GMtWOTdRRBCgK6YxmK6gyF5TX9mEW5kaoYDGnrYwz+xNreoOHQ8q7GpVmCsb1E2v+9+yHQ51eTY3DZIhhZ97sp+vXp5lMF0B4NGBBB861Lbu8Qn3wnShzl+cn+HydBnXddnREuKHH+rgQKe3qT1TrPO1K3OokkBvwltkbMflVqbC167M8ZlTK/dNBEEgEokQiUSa+zvFYpGxmXn+2+sz5Kom7WGJgKZhCRIvDmURqy4/cjTBU7uT/I83p7kxW0YWRcKqxMO9UX7oSPuq57+jJcQvvGuAbw/O88pInvmySXtUZWdLCFHw+rJsl1W93gRBWDISOxFS+PDhlcdZq5LsQRGa5TiOg6Zp7Nix466l1I2KNk3T/Kqz+5nFUcxGBpNt5aI/NzfHhQsXaG9v58SJE2tu2oqi2Cyx3mr2tkfYu1CR4zgOV69eRRDg4MGD9Pb2bssxAd61p4XPvyDwylgJ2/FSM6ok8uSeFD1xDc2uMJ/Nk1IsIpEwuarNd65nKNUt4gGJQt0iEVQQ8Sz+39UOe/emaE/F6I4HVi3pPdAZ4VvX5hc6zr33XDNtJgv6qh5g3fEAP3e6n2Ldc4KIBeQtEd27vUaxbvHvn/cMQFsjKqIgcGGyyGS+zmfft4uBVJDrs1WKdYtdLbcb9SRRIBlUuTBZXDJ9cy0aHe8X5h0MqciBvgS2ZWIYBq5Rw6xZvDYhsjOW5vVxEU0WEJExHBdJEjjSFb1jb8qu1hADqT6O9sb4w9cmuDlX5cZsBVX2LI1O9sd5cvfdq+42ylqO0/c7y4sB7lRKPTo6yq/8yq/wxhtvEI1GGRwcpFgs3nNl6u/+7u/ym7/5m8zMzHD06FF+53d+h8cee+yuf/eFL3yBT37yk3zsYx/jS1/60oaP+wMnNKv1xmzkptyKqjPHcbhx4wZjY2McOnSInp6eO/7+dqTOllOtVjl37lzzeiwfmLbVFGomJQNSIYVIUG3m389PFPj//LdX6JBrRNQglydyqMxyqyxRqEFIEWmJaLhAtmLSFVPJVU30sMie1gDx+NoTJg93RXl6T4rv3cwyW/IMOUUETvTFeHxRNLOcO9nMbJT1jMl+Y6zASLbGzpZg00csFpC5OV/lhZtZBh7raRoBebZAS19fEDb2NF81LHC9dKosac00qavplEslvjeuM5GxaQ+4aFEVTVUpWyLP38zyvv2tS6xtGrb9g7NlJAGGMjVG5qsYtudFVzFs9rSF+ehDHTy2I7GknHk9mLbDeK6OJHrD61Z7oHiQI5o7nffyUuq+vj6+/vWv89u//dv8wR/8Ab/5m7/JyZMn+emf/mn+8T/+xxs+/he/+EU++9nP8rnPfY7HH3+c3/qt3+KDH/wgg4ODzSq61RgZGeGf/tN/ylNPPbXhYzbf26b/8j5k+YjlzdyM97pHU6vVOH/+PJZlcerUqXWFvNtdUj07O8vFixfp6uriwIEDPPfcc9subG+M5amaLnvaNcLhMIWayY3ZMplSnXIV9I4Y4YDMw7vbmMhVcap5grKNKjhUK2UkSUJAZL7sEg+prKcnURYFPvloD4e7o1yeKmG7Lvs7IjzSF191wZsp6lyeKgFwuDt6zyaQ62W6UG/O3GkgCAIhRWI4UwXgQEeYRFBhtqQ3+1gs2xuu9v6DbXeNZhYzkAqhKSLlBRNOYMG7zKYnKpM1FfraNWKqiGHo6LqOXTeYrAn89StX+MiRDlKpFAYyv/v8KNfSZWRBYLasM1sy6Ihq7G4LwYK79ExRZ0dLcMMic2Ysz5fOp5kp6ogC9KeC/OQj3exdVmr+oArNRsubu7q6+PSnP82//tf/mj/5kz9hYGCA73znO5s+/r/7d/+On//5n+czn/kMAJ/73Of4yle+wu///u/zS7/0S2ue80//9E/zL/7Fv+CFF14gn89v6tg/EEKzlSOW7yW6aCzoHR0dHDx4cN031UZGOW+ExUUIhw8fpru7G/De43qevFdjtqSTrRi0hNU77mVUdRsEAdPxuuRvzpbIlr0owxFlTCBXNcnXTX7o4Q5MxyVTMRnP1wkERFzbwdANsjWTpKTToTlkMhmCweAdLUBkUeCRvjjJkFdee3GyyEyhztHeOLtavTSUuzBI7E/PzlCsN2bQKHzieCc//FDHtqdlYkEZ3JU+Y3XLoWVh/ktbVOOHH+rgT89Nc2OugrTQvb+7LcyHDm2s2mp/R5iT/XFeupWlpNtokkChZhEPKjzeYfPNSa+fRVZkZFmi4sjMVSWKlsnz4yal2jgHI9e5UpB5c1ZiR0uYSCjATElHFgWKdYuybhPVZDqiKiPZGmfGCvQl144+l3NzrsJ/eXmCqmHTHlFxXJfr6Qr/8cVRPnSojZtzVWzH5Uh3FMncuAPy/cBm+2gaezR9fX186lOf2tSxDcPgjTfe4Jd/+ZebPxNFkWeffZaXX355zb/7l//yX9Le3s7P/uzP8sILL2zq2PADIDRbPTdmMxFNw+F4fHx8yYK+kWNutdDout4sQlgeWW1GTCu6xRfOTPL6SI6qYRNSJR7fmeQnT/au2izXGQ9QMR2uzdawnSq5moUoCEiS1+Rn297+yc25Ks/ubyUeUghrMhXdM8IEqNsy7XGVn31XB8zfIp1OMzIyQiQSaea2V+vEvjxd4i8vpCkbFhFVYjRb48pMhY8+1M7DPTEuTJX4/OtTCALNxTBTNvj861PsaAlteKbLcpbff6btMFsykESB9qjKib4437g6z1iuTndcQxQE5soGmixyelei+Xfv3d9CXyrI2fECZd1iIBXi0YH4hv3YREHg77+rn/5kkO/dzFAzHU4OJPhbR9qpT10n7QT5/nideFCmUPMGqdUtr9G1syXGjbpFoq2L+WKBoFKlXi1RKuao1EQERCzboVQ3iWreHpfAypk1d+OloSzFmsWu1tvlvgOKyMvDec5PFgnI3mf8zWvz9Gomv7J7Qy9/X2Db9oZ90hqVhPdaDDA/P49t282ZPQ06Ojq4du3aqn/z4osv8v/+v/8v586du6djwwMuNNsxYnmjxQC1Wo1z587hOA6nT5/eVBniVu/RNFygU6nUkn4d8HLsN/JQGsqxp1tkf0d0XV5ZXzgzyTevztIaVulOBCjVLb5+ZRZBEPh7p/pX/P5Etto8ngC4roAFqIJXthyQRXTTplgzaY2onOxP8PxNb6x0oW6Sq5rEgwo/e6qPw91RzubHOXDgAOFwuOkL1ujEbviCpVIp1ECQF25mMWyHvYtGG4/najx/M8v+jgjfH8o2fdcatEU1RjJVvj+UvSehWR4pXpku8eJQlnRJx7Rc+lNBPnKknb/3RC9fODPFeL6O47iossjJ/jhRTcZxPf8uQRDY1x5et0vBnQgqEj9yrJOPHe3AXrBwATgz6fLBfQmyRonrsxVmit4Yh2hA4khXlJ6Fz/pKuoIgKARDIdoTQWzHZt4uMFHQwYFyqUzOqVNxRMq6ty9U0a1VR4OvxnRBJ6As/Q5nq17DbktYaTaT1kybwdkqL42W+PGO1nu+Lm8lmxl6Vq/XcRznLa86K5VK/N2/+3f5vd/7veae0b3wQArNdo5Y3khEk06nuXTpEp2dnRw4cGDT42K3SmgWD0xbzQX65myZ//bKGJfGHMKZNKGreR7qifGZUwNE7rAhPlvSeX0kR2tYbY72baR4Xh3O8tGHOmlZVJ2ULta5OJFjb9ShaIpkLBXd8UrGA7I3DsB1XeoLw8c6oio7WkK0RVTOjhco6TY7UkESQYVr6Qovj+TJTDvo0RLPHI43pyk2nvZeuTHDl1+dZrY4TFwTyNoqu9siWJaKvPAk3B7VFqzndQp1a9XJl7LozTzZKsayNb5yeZbRbI2JXI1i3cK66fLiUJZ/8r5d/IOnBrg1X+E71z3b/MF0hZFMjUNdET5xvGvFSO27UaiZTOS9Hp6BVHDVSFMUBMRFZcOu69ISVvhf37+b529m+W+vThBQRHa1hptFEhFNYqaoc6AjwmtFfaHiTWJ3e4z5ap6aaaMEVG4VDcqGiSzA518Z4blLE/zsYx2c2td118bEzrjG5ZnSknTifFnHwSW2KIILKp6DwJuTFX58Q1fn7WczQ88qFa/0/l6FprW1FUmSSKfTS36eTqdXnTE1NDTEyMgIH/3oR5s/a6xRsiwzODjI7t3rDysfOKHZ7hHL60ljOY7D4OAgk5OTHD58+J7tIbZCaEzT5OLFi5RKpVUHpummzR+8Os5Uvk5HUKCtJYgjypwZzdMRC/ATJ9aujMtWDKqGTfeywVqNBShbNZYIzdBEmrHpObojEru64rhamDMjOTIVk5ppky7VEREW9lM852NJFHh0IMGjAwkMy+Grl2f5H29ONXtqKpbLd4aKiFqW9+73nrAEQeDFsRp/fKFMzZSRxShjRZOKbiK7eQrZOVRV82Z5yBoCErIosKctzPdv5Za4AtiOVzW1fOP5Xrg45dmt3Jj1JmMGFQkXhwuTJX7h8xfZ0RKkbjqEVIljvTECikRFt3hjrEBUk/mx4+u/r75/K8u3r2fIV00EvLk6Hz7czuGuO3tkNRb2sCbz7IFW3hgvUKxbSyrx9AWPuCd3J6mZNpenSwh4e0Z9yQDxoMxEro5ueynTvkQAy7aZytf4T69MU5sdIxlWm1FnMplckUI6vSvF66N5xnN12qMqjuuNbZZFgURw6TIlAPb21rJsC5vZoymXy4iiSDC4/v2u1VBVlRMnTvDcc8/x8Y9/HPDWseeee45f/MVfXPH7Bw4c4OLFi0t+9n/8H/8HpVKJ3/7t36avb2Uf1514oITmrRixfLeIplqtcv78eVzXXfcwsLtxr0JTKBQ4d+4ckUiEU6dOrZoHHkyXmcjX6UsGmZ8t4LouYdUbA/z6SI6PPtRJcA1jwtaISkiVKOkWLfLt1y7VPbPDRnTTMAuduDVCR0sS2/RMNBNBhe5E0Mv7axK7WsKIAoRViQ8cbFuSujNth69fneNLF9IYlk0sIDOe1xFMaNcELkyVOL6w2Z+rmvz5uWnAszcBsN0A58aLjNUlDh/sxjJ0ypUKt2aKdAUdpm9V2BOK0xVVGMvWiC/MTynUTPqTQd69t2XTn0ODxU/kU4U6huWQCMq4grcJby9EczXDIV3WCcgiO1pCdCoSYU2mNeL1yuxuC2M7Lj0JbVUH5QaD6TJfuTSLIonsag3hOC4TBZ2/OD9DW0S9oxfY4ghCkURO7Ujw5+fTZCoGyZBC3XSYyNXZ3xHm4Z4YBzoi/M3lWb5zPUOhbrKjJcRHDrfx31+dRJHEZuWeIom0xwWG56v88WScrrDEoZrJvvwIRvUyJSHErB1EC4Q42NvCsb4En368jy9fmFmoOhPY2xZmJOM1+zYwbAfLdXmkb+uczt8qNiM0DVeArVjrPvvZz/LpT3+akydP8thjj/Fbv/VbVCqVZhXapz71KXp6evi1X/s1AoEAR44cWfL3iUQCYMXP18MDITTLe2O2c8RyY9FfbfLgzMwMly5doru7m/379286VbbWMTeK67pMTExw7do1du/ezc6dO9e8LnXLwXa8J1NBEFjwh/GmWtoOhu0QZC2h0Xh8Z5JvXJnFdSEakCjVLXJVk4881EEqrDZHUFerVT78zBOYV/J87dwwimoTdlySQW/scVcsQG8qSFSTeKgrzJHupU/cw5kaF6eKKCKkYgE02dtsHi14I37LC8dNhhSupcvkqp5ANJAEgd5kkMl8je+PFLBsF0WS2dfdyU8db0WzPIuWZ1N5XrFFRqsmiizz9O4kP3Wyd0PDszIVgxeHslyY9CZQPtKfYId2+yGlNaI2rfEFQaBm2hi2s2CrArbrooreTJabc5XmIu04LmfGClyeLuO4LmFN5l27k/y9J/pQJYF0yaBUt+iIqsSCChcmS55H28J1ECWBgWSA67MVrs2U1y00AE/vbaFQt3h9tMCtuao30KwrwkcfaueV4Rwv3Mzw+mgB8AaxzZZ0/ssrE0zm6yQXpbiqps1YtkbFsKmbDnlD4tvjNpUd7exoUfnrCzMUqhVMs8AX35giFpA41hPlqR0p+tu6CSgyXXGN3/7OMC8P5xEqJoIAlu3SF3J5776t8+V7q9jMHk25XN4yofnJn/xJ5ubm+NVf/VVmZmY4duwYX/va15oFAmNjY9tWzXffC83y3piNNmBuFEnyhnItsTJ3HK5du8bU1BRHjhxZNad5L2xGaCzL4sqVK8zPz/PII4/Q0nLnJ/GeRICopjSdiRvvMVM1ONARJXqX/YCfOtmLJAq8fCvLTFEnrEp85KEOfvyRnmZEFY1GmyMGPnY0yPTUJGNlh4lcjYgm85lT/ZwYSGA7EA9KKDgrfLSmCp65oqZIGJbjmTNKIoLgTazsSQUJKt6XYa0aBu+z8yImTRJxBQFXFCiYEif6++jr6+OhhxyeLRSYmp0nl81h1MaZvpEjF01wtSAzmLWQRZFH+uM8sze1wsAzXzX5Ty+OMTRXIRKQcV34s7PTDERdPtzvndhD3VHCqkixbqMpIobl4rigiOAiUNJtyoaD4ziMZmsc7PSiiNdG8+SrFrGgl84r6RZfOp8GFyqGzaujeYo1i4Ai8tTuFIokrOhZaRhcVow77zcuFxpFEvnRY108tTvFbMkgpEm0R1T++MwU5yYKTOTq5KomQUUkXzM50BEhVzGwbJdc1SQR9CrP5ssGNcMmoIh0xTVawioV3ebl4RxnxkXiAY3+lgg35qsMzVWZydtMlIp860aBfQn4meNx1HoLf//xDo73xnh1tIBlOxzvjaHMXiUR2tyUy7eTze7RbKXP2S/+4i+umioD+O53v3vHv/2v//W/bvq4963QbGVvzEZoPHE0bopGRz3A6dOnt2V290aFplwuc+7cORRF4fTp0+uaad4dD/Dk7hTfuDJLteZiyRbTlSqqLHKiP4HleE/XaxFUJT71RD8/9FAn2YpBaqEwYGJigqtXr66IqCIBmQ/sDlEXVFo6+0iFFZKLFoeGm/ZyZFFAkUR64wEGZ8tN40XLcSnWHZ5sCdKx8OR/sNOzSJkpelM3BUHAclwmC3USQYWndt/2Q5sp6nx/OMf+jjARTV5hv28YBpPpDP/38+Ncm6sjCi6SJPHqrTnODCf4J+/fS1C9/XV5dTTP0HyVXW3hZmGBbtrcmMmzJypzAuhPhfj4w5380euTlOo2jusg4OIiLjhF26iSQNUG3bJ5ZTjvuSFXTBCgrNtIorCwf2Txh69PElBEpAUX45pp89eX0uxsCS2I3W3RsGwHBO4aoa0WuYNXhdfok3ptJM/FySJdMY3xXJ1kSEGRRDJlg/mIQUdEbZqZjufrxAMy82UDG2gLKSQX0pNhTaJYtxAE2NsaIlezGM7UkEWvWTWoynTFNEbKOhdyMhJzFG7eJKIofGLAczuOxWK8kr27zc/9yGZSZw2heRDf72LuS6FxXZdisUi5XCaVSr1lIgO33QQcx2mmynp6eti/f/+2hZUbKamenp7m0qVL9Pf3s3fv3nWfkyAI/Ngj3bRFNf7i5TK64yBLAqIIX7uS5o2xPO/Z38aJ/vgdr3VDYBzH4fLly8zMzHD8+PFVSyAFQSAZkNjdtv4nsr5kkDfHC8QCCnUryExRJ1M20G2B/e1Bnj3Q1oyCYgGZT57o5r++MsFwpoYogOm4BBWRR/tjS95He0TlVqbKTFFnT9vK215VVQZLMhM1ib09Lch4Qlis6Xz/xiwt1jzP7G1p2rtfT1cILFjhN9AUCceFmcrth4afOd2H5bp869o8Fd1Gt7woRRYFJKBme75dsiCQqxqEVBHHBU0SllSNFWoOxbpFQFZpi3rjlSOaTLZiMF3UORRSuDlfpS2sYrve5MqdLSEOdd65WsmyHb4zVOCNqTSlusWhrigfPtRGf+p2OnJovgoChBQJkYXmzgVX5ULVpDWsEg8qfOzhFi5NlxjL1lBlkbgicqQ72vy8HNfFxUtvCoLAXEnHtl0Cmhe9Oq5LSJWQJZGrBZGfee9xbNsmPZ/j9aE02dEREkKVuAq3bt2ipaVlQ6OUl7xvx2VwpsxMUScakDnSHd324Wn3IjQPOved0DSimPn5eSYmJnjiiSfe0uM3Fu5r164xNzfHQw89tKLJaTuOuZ5Kt0b67ujRo3f0JloLRRJ534E2QoVhnpuWmaoKdEY1VFkkXazzP96YQJNFHrpLH0m9Xufs2bO4rsvp06fXrIgRBGHDDgR9yQAn++O8OVYgrMp0xcABovEanzzW0nw6bvD03ha6EwFeHc6RrZp0xQIMzVUILyvXtheGwN3Jvv/CZBFREAjIIiAiyzKhUIiaW6UeDKNpSjOCm5/VKFYk6iGhOVoZPG8yZZH2K5LIP3p6Bz/8UAc356rMlw3++MwEY9n6wn6NSCokEdYkclWv50gUWbW3yXUbjsYCZd2iajqYloPluBzsjKBIIiMLgnt6Z4p372u5Yx+L67p8ddThajmNLIoosshwpsobY3l+6QN7mk4KsugdW5ZEOmIatzI1NFlsjgGYzNdpi6h8/GgHP/1oN8W6xfM3M3zxjemFijUvgpvK67RFNARcSnWLRXv8WI5Ly8JnJgkCuuk9eF2cLvOfX5phuqjjODJhNc4+rcgnupzmKOVYLNasaFs80XItCjWT3395nMvTZUzbS9/2JAL8zKm+5nveahoZms3u0Tzo3DdCs7w3RlGUbZ10uRaNuvVSqbRtqbLlNCxh1kpjNJpCGwv7vZ7TVAVG8wb7ulMEFvYewprM0GyFl29l7ig0mUyG8+fP097eflebnc0IjSgIPLEzSX8qyHRBB7whbtM3i2vaxu9pC7NnUdT01UuzvDaaJ6Z5T8fuwmz59qg3DM5xXYbmqgxnqriuS38qxN72MLLkJbaW4woQCYfo39FLXmllwi5ga3lK2RIjMxkisouiKNRRCUguu+Irv1Z9yWBzs163Hf7D8yOEVIlYQG56npXqNrbjElJlqoYNOEiigGk7C5EA1EyHdEmnZtoIgjdV1HVhNFPjlz+0B9N2kQTW1Sh5fbbCxQxEwyKCJIIL7VEvFfmXF9L8z+/dCcCBjgjfH85RqJnsbg1RrFvMlg1My6FiyLSGNX7yxO2+n3hQ4f0H2pjI1Xl9tEC65KVIkyGFT57s5ka6wvM3s+iWje16BR6RgEwqpGA7Lrrt8Eh/nPmywe9+b5RMxWg6ds+V6rw8K/KM3M4zpw42J1pms9nmRMvFg99CodCK79RfXUzz5niR3kSAkCph2t4e2X9/dYJf+eCeDfnIrZfGg+RmIpoHfUQA3CdCs1pvjCzLb7nQTE1NcfnyZURR5PDhw2+JyMDtm2+1J57GqIF7bQpdTMlwcRy3KTINYkGZ6YK+pL+kgeu6jIyMcPPmTQ4cOLCuOvq7Cc2aU04Fgd5EkN7E7UgpvQHROrUryXzFYCRTpTF7rTWq8r79rSiSwFcvz/LyrVxz5LMsiTzaH+doT4xXh/NLOtpLdQtFFDjSFeG/vzrJy8NZLNs7D0tQydjgahKWYaFicCiqEzBqXL58ufmUvXyo3P728ELjoZdCclyXim6jKRLtUZX+lMTFqRKW45V7S6IXJdmiQLZq4uKl1lRJwHa8zy1d1rk4WVoyc+duXEuXKRiQM+s4rvdZSKJATJM4P3l7+uihrijv2pXi+7dy1C2HeFAhIIv0JIM8tSfF8VXGKQcUiV94aoBn9pYZydbQJJGHe6K0RTUeG0iwuy3MayM5LCdHvmYSkEWyVRPddBhoCfLhQ+28OpJnvmLQnww2I9GWkEK2AN+5nuGZvS0Eg0GCwWBz8FtjomUmk2FoaAhZlpu9O6lUCguJN8aLpEJKM1WmSCIdUY0bs2UuTBY5ucHBd+th8dq2EarVqi80W8FavTHbMenyTudw9epV0uk0R48e5erVq5s2ndwMi/eFGkLS6EkZGRlZ16iBjRBWRcDBtJ2mFQl4m8+7WgMrqrkaI5/z+TyPPvooqGFevpUlXawTDyoc7IzSGV9ZkLCeiGatKG6111ovyZDCjz/SxdBc1auQUkX2tHqTNQfTZb5/K0cyqDQ9w8q6xWujeT5xvIvTu5K8PJwjXTZwXdBkkffsa0EUBL5/yxtd3Hhy74hZjOfqnBxIcqAjwr6OMFZ+hnw+TzAYZHJykqtXrxIOh5uik0gk2Nce5mBnhFvzVYoLTgRBVaQ7HqAzqvLDD3fyh69NMpar4ThQrJtUHYeWsEK+ZlE3HeqWi265yKLnK3ZtpsKfvjnFyYH4uqd7jmVrlE0XRXIJKN5+k2m7zFc8+5/Gy0iiwMePdnKkO+rt1wC7W0PsaQvf0b5IFDyROrSsaVSRRJ7ak+KpPSn+4dM2X786x0tDWeqmw4n+OB853E5HTCO/4Hm39P24qJLnDbec5RMtHcehUCiQyWT4zqUxzk1do+LIjFZEL7INyTiutweVLuqUDZvf/u4wP3K0k48+1LHku3GvbFZo/NTZPbK4N2a1EcuSJG3bMLDFNCq4ZFlu7jdcv379LY2mFgsNeIaYFy5coF6vrzmV817YkVTpzsDwfJWehNer0vjiPrErueRzKJfLnD17tjnyOVNz+NNXx5nMe9VClu3y2kiOH364i4PLFpS1XKld1yVXNajVDeJBmarpEtGku36xVxMt13V5eTjPd67Pky4Z9CUCPHugleN98RU9OgBDc1VMy22KzFxJ51amyniuznzZ4FOP9/L4jgRXZ8r8398exsLr8B+IQWsivsQWJqrJaLJIQJF43wGvGGKkIKCqKrt27WLXrl2YptlM7Vy7dg3TNInH45xoU7EsFU2VCSoyquS5IB/ri3O8L87OlhBnxgre3tmb06iy1wwZVAzmFkqHHTxRDWkyuarJmxNFvns903ROuBOXp0s8fzOD44Jpe1VtiiyhSd7coIgmLVngJVFgf0eE/R1b+3QdUiV+5GgnP3J0ZctAbyKAAEseiBzHpW7Dnra7ZxsalYXPjdT5m6kyhiXjOjbZmk62WsGolMiYEpm6gCR6e3MCAn96dgaAHz12b44fi2kUAmy0qKlSqWz77Ki3grdFaNZjI9NIna33iXczTE5OcuXKlRUVXG/FILLFLO7XyeVynDt3jmQyyfHjxzdVUXM3gorEh/ZGOJf3jCRN2yERUnn2QDuP9CWav5dOp7l48SJ9fX3N6/Pd857I7G0LIy48zY5kqnzz6iw7W0NL0nGrfW5j2Sp/8sYkl6dLzJV0DMsmEVTojAd4z74WPnCwbVUfstvd9gY103MMiAcVvnZljj8+M4XtOIQUiTfGC1yZKfOZU308vWdlU5/tus1JYtOFOmfGCugLzawzRZ3/9uoEj/TF+Y8vji35u9EijBYL7Fm2WSwIXjXVWiiKQnt7O+3t7biuS61WI5vNcoQMc3MFbhUE6rJKIhzgXTtb+eBBbwRAIqTw7IFWZop1/uTsDLGAd10b7g0ut3vKXNclIItoisi3rs3fVWjKusVfnJ+hbjqoIriCgONC3bSxHa/U+E5Nnm8Vjy6k2K7PlkkGVWTRq1QLK/CBg+sblTCeq/E3l2cJyCK9CS/qjgZ1Lk+XGasr6KbtNWg7EA9YRICiI/Ktq7N84EArkcDGnLLXYjOFAOClzjZq93I/8rYITWPRuFPz5Z32Le4V27a5cuUKs7OzHDt2jLa2pTftW5m2g9vXYWxsjLGxMfbt20d/f/+2CawgCLSFJP7BwzuZyNXQLYeueKA5x911XW7cuMHo6CgPPfRQs0E1XzUZyVTpiGpNkQGvGXQsW2MyX19Syrw8oslWDH7720OMZmtYtsNMsY7tuJR1G9eFP359kopu8+OPrHySrFku37lZIGPXqZs2EU1mR0uIv7qYRhYFehOeALQBE7kaf3UxzRM7Eis2dgdSQUQBqrrF4GwZw/ZscQo1L8pxHFaIzGK++OY0P7lwfjXTO++DdykhXnw9QqEQoVCI3t5eHjnqMD6bZTydwawUcQvXOf/m5JI0WyygEFQlaoZn9xNSJTRFpKLbCLgYloOAQCqkeNWDJeOuD2c356rMFg36UiHmijUiQRnL9uxdFFEgGpR5qOfuUXSxbjFdqNMSVjfkqLBeQqrEP3nfLj5/ZpJzE0XqlsPulgDHY85dPdwaXEuXKes2O1tu7/e1RzUqus1sWcdBIBn2LH5aQhKmoaNZOjPzeb7x/Mvs77ld0r6efrW12EyzJvjlzffM3YZvLW6c3EqhWdzs+OSTT65682x0VMC9YppeLnpycpJHH3206Sm0XTQiNkkUGGhZ+oRuGAbnz5+nXq+vOiG0UdK6GGHh58s/z+WL3SvDWcayNfqTQd4cz3tpJ1mkULco1k1Cmsw3r83x7IHWJWXMrutyfs5mWq+zqytEe0SlULd47to8E/n6Chv9VFhltuT5jO1Y9v4OdkY41hvjleE86aKBi8tMyXNzLtRNqvX6Xa9fYwqm48Lxvhgn+28bmNqOy1zVq2JqW/CIWwtRFBnobGWg04tAFqfZBgcH0XWdRCLBox0SXxvSkUSTiCoRUiRygklIleiOa4QDChFNYjxXY2/73Zv7TNvBwWUgoTEoe3s8miyhIGLYDr2JIO/dt3ZUZNoOf/jaJF+9PEvFsFElkSd3JfmFpwa2dCw2eBWH/8t7d5Gvmhi2g1srMDY6uu6/F1j9WoQ1iR1qCMd1iQVkogupVFVVqKHSGYZHH+7CrBaZnp5mcHCQYDDYFJ1EIoGirD/auZehZ77QbCONdJplWRseFrQWjR6IgYEB9uzZs+YTxlsZ0RSLxabzwMMPP7ztIgNrb9IXCgXOnj1LPB7n1KlTK9J28aDMQCrExcki0YDczOFPFXTaIio9iaX9NMsjmslc3SvJtR1My5vBUjUddNMhXTKIml766rlrc3zikdvD4+bLBpMlh46U3FzIUiGFeFBCX/j7xfs71kK1VL5mMjRXoT2qEQ14zY2vjOQ9J+qE129T0i3CqkRrWEUSBUpVE7jzZ/9IfxzXhYe7o+xqDfHGWIFs1StouTpaIF8zSOQmSYYUntiZXHO+TcPWX8Arf44GVk+zPU2G4RmdM3MGdRsQQJUEwqpESJWRBYHpvE5AlvjwodX7q2zH5cJkkZGsZ1KpySIV02F/wqUshZgpGeiWw6GOCL/ywd1N94XV+PyZKT5/ZgpN9obY6aZnhFrWbf7539p7V6FLF3UM24uiV0uTrkZi4cEjXd1YKv1QV4RYQGaubBBZ6FVyXZeKYfPRhzoo1ExeHsnjCt71LNYtCjWTHzrSQV9nK+AJrmVZ5PN5stkst27dolKpEIvFmsITj8fvGLHc63TNB537VmgEQdiyBX+xL9haXeyL2Y6Jl6vREL6dO3cyPj6+5SnCtRBFsRlFLT+XO5lzZioGO1pCjGWrXme8IqJbDrGgzPsOtK9wf17+GomQ4jX+iZ4jQd20qZlej0hIlQgqEmXd4vvDOZ7cnaJroZKtajqYDgSVpa/XmwgSDZSYKursUqWFqimH6UKdsCbxh69NYtgu8YDMvo4wZ0YLTBXqIAg4C/0alu3SHlOQRGFhr+Xu99s/enoH4O1NfelCmrmygeDCtdkyuq5zpFWiPxlkrqTzrWvzRDV5RSPgmbE837uRJb/gPZcKK7x3f2tTlBan2Vo6uhBuXEXNF9EUBwEH3XKo1A3mCg4BVaEzEeTHjnXx6MDS8RDgpbh+/Rs3OT9Rwm72c4i0hRUsA/q6NCIBmZawymdO9dGfWnujvWrYfOXSLKoskAp7i78mi0givDFeYGi+uqSnaTHjuRqfe2GUi1MlHMebQfOpx3p4egOO2Y3q1PXSHQ/woUNt/IcXvH6cRpOo513n8unHewG4OFUmWzYIaxLP7m/lR48tLU6QZZnW1tbm2qHrOtlsllwux+XLl7Esi0Qi0RSeSCSy5P73heZtYj1PJVshNKVSiXPnzjWrptaTZ93uiGbxHlFD+Kampt6yAoTFEY3jOFy5coV0Or2mOWdFt/jS+WnOjReomTayINAe0+hPBWmLBjjUFV11PnzjOIblcHm6SLZqoJs2I5kqiaDCaKbq2ZlIAqosUlmYeWPZLoPpSlNoopqEJguUdIfF2/sVw+bUzgQT+TpjudrtFB6emEUDCkHF8+T6w9cmvXLbzgi5mkm2bFDRPWfhuaLuFTEI0BkPk6tX7noNbcfl+ZtZclWTvW0hpos6qiTgSgLTZYfDguduPDRf5epMqSk0+arJH70+wV9fmgO86qkDHREKdYuvX56jNaw2m0qvTpe5NF3i3ESRc5NFOmJaMxVnOw6TuTr7UjLvajcIC2XiFZOxsfKKhe4PX5vgzGiBlrBCUFWxHJeZgk6xbrEj4BLRZI71JTi9K7nq57iYubJBZWGU92JCqkS+pjOVr68qNKW6xT/7ynVGMzViQa/Kbixb498+d4uwJnOif6VArsZGhQYgX/MKSGRRWBBF74Hki29Mc6Ajwv/0np2M5+rkaiYdUfWOIxkaaJpGV1cXXV1duK5LtVptCs/IyEiz4q3Rw7OZ8268ri8028y9lDi7rtvsY9ixYwd79uxZd8i9nVVnlUqFc+fOIUnSkj2i7Tim7bhcnSlxY7aM68Le9giHuqLNYzUcB4A7Wsn8xdkpnr+ZoS2ikQqpFOteUcChrigfXCNVA57QGJbD51+f4MxYDsfxLO8n8/UFnzUBx3ZRJRHHcWmPqhztjTGZr6MvmmyVCqvsiIlcLRgUrKK3IS6LmI7L+/a1sKc9wptjBXJVE92yeWEoR28i0KyAiwRkaguLY6ZiMFs2UESBVFglXdQRRc+CpC8ZpDuh0RNV+NbN/Krv6eL//jTgLbjThTqdMa35PkVBIKqKlHWbUt0iHlQIKaJnkolX7fUb3xzi9dE8uuUQkEUuTpWYKek8u7+VsWyNS1NFJvI1vncjw43ZKrGgzFi2RtVwyFVNZElElQQkUSQckMnYGh9/36PNNFs2m20udPFEklkryF9emG9WxjUiyo6YymzJYHcL/MMPrp1GXk4ypKDJInXTWeJoXTM9p+3FRQHXZsr81aU0g+kKNdNmNFujLxlEWUiXBRWR6QUXgu0SmkLN5Ls3cgiCQGc80Ez3mpbnHfe1q3Oc2pWiPxWkn80NFxMEgXA4TDgcpq+vD8dxKJVKZLPZ5v6OJEnIsszs7CzJZHLd+zt+RPMWsFl3AMuyuHz5MplMZl0W+svZroimYdLZ29vLvn37lnxhtlpobMfl869P8MLN+WYHvCqLPLW7hSdaPVub73//+3R0dHDo0KE1v7zpos65ySLtUa3pvtwa0XBceG0kx/sOtDer1ZYjCAJnpnWeT6dJBpWF3/Mma1YMm0f7o4xk63RGNcKaTEtYwbC8IoWuRXsEjuv1TkyWTArzBVwgEZT50WOdHO2NI4kC797nfcavjuR4YSi3pMzacb2mP8N2yVRNVElEk8UFuxeRoOLN19FkkfFMDU1T+F/es5PvXJvh3LQ3vO23/3Yf7925c83r3Tje4iFd4EVdh7q89/LiUJZr6TIRTQKXZlQwVzIYmveiuy++MU3dcpgqeCOZGw2isihQNz0Ba1lIWZkLacHl1WyO45DNFfjC6+O8PDbFfMkz7qwZFomgTHvM2xtxXZeavbFm2FhA5tn9rfz5+Rmkure/pVueCB7rjXFgoQLv4mSRX//mEPmqSViVmSnplHWL+bLR/GwFQSCgSNycu3sE2WCjQlOsW1QNC0lY6nMnS16ZwExxZePnvSKKIvF4nHg8zs6dO7Esi2vXrlGpVBgeHubSpUtEo9El+ztrpdV8oblHtit11thcDwaDPPnkkyvsP9aDKIqrWthvlsWjn9eaZ7PVlW4XJgs8f2Oe1IKzLkCxZvL8zQxiUafFyXPkyBF6e3vv+DqFmknVsGkLLy3IiAZk5ko6+Zq5qtC4rssr4xW+fL1G0RIZBWqGjSKJBBSRmmFCrUB3TCFXNJFjIaZth3Ld4uFeb5Jjg7PjRV6dMkkGVQ73xNEtm7myydnxIu/Z17rkKToZUlEkgZphN/eMIpqEIoten4gtEFhouizrFsmQyvFeT/Bc12WqqJMuGVycKnm+azsS/E/v2dls/qwaNvNlg6gm0RUPMJqtsbMlSCokEw3IDKUrpALe/JzhTJVYUOHwwt9emi5RqJnUTIe66VCoW4RV73enCnXKdct78o5q5GsSYVUiVzVwXAVV9qKmim6RDMrNOTPPHli53yiKIiMVgRsliUN9HeTMPNmqgSh4JeaYOogSEiKdwY07YHz6iV4qhsULN7PMloyFURNx/sn7diEupEv/x9lp8lWL/mQQQRAwHe+zzVe9mTuBhbJz3bJpj61MtWUrBpemSlRNh75EgP2dEWRR2LDQpEIK8YBCumgssVbSLQcXl10t9zYieT3Isoymaaiqyr59+9B1nVwuRy6X4+rVq80m3obwRKPRZtrZF5q3gI2kzlzXZXx8nMHBQXbu3Mnu3bs33YeylcUA9Xqdc+fOYdv2HUc/b3VEc2my6D3xLpp6GNEkbkwVuGxbfOxA8q4iA94GfqMaJxVeOsY5rMlLpiou5uZchW8PlZo2LqW69znajoPoOgiOS8EJ8IG+OJVKhWvpLLIIx7rDPN0j4tomyN5DwuujeRygJSSjyiKqLHomoPNVLkwWlzQo7m4Nsb89woWFKExTRHJVk+64RqlukakYGLZnnalKIkd7YiRCCg8FFTRJZDhTa+5fiaLA9dkK/+abQ/zOTxzm24PzfOPaPKW6RUCRONgRJqJJvDqSJ1c1KS44EssiFHWbgVSQx3Yk6V7YaxqZr1KoWaiyiCyBbbsU6jaSQLMoYG97CMsGXK8bP6J5BptHuqKcn/QW3pmSgSaLfOBgGx86tHrj4pXpMgDRgMKhzgivjuaxbBdXEKm4IpIDx9oEukLw4osvNhe59fSLhFSJf/rsbj55sofxXI2WsMqettvmlRXD5uZctTkEDaAlpDJd0JtRmRpSyNctJFHkI4eXvodzE0X+8LUJ5ssGICBLAsd6Y/zMqb4NC01Yk/nIkXZGnh8hVzWbYxiqhk17VOWHjmyvM3uDxf2AmqbR2dlJZ2fnkurCXC7H2JjXw/X1r3+dWCxGIpHYsvLm3/3d3+U3f/M3mZmZ4ejRo/zO7/wOjz322Kq/+3u/93v89//+37l06RIAJ06c4F//63+95u/fjftaaNabOmt4ceVyuU2lypazVamz+fl5Lly4QFtbG4cOHbpj1cl2pM4WV46ahsHs3ByCC4lkCkla37HaoxqP9Cf49uAcjusSDcgUat6T6Q893ElkjbTZhYkiNdOlMyJyo+BZ2QdkkZphUda9jnlXELiWc/lnHzmGJguUF/La2bkZxoauEw6HaWlpYSpbXzGUrZEGKdStJQ2KkijwyZPdhDSJq9MlSrpFIqjwQ0fa6Yxp/KcXx7iWLtMWUTnQGSGqyaRLOo8NxPmPL41TMSwCsojtQq1uYTsul6YtfuYPz2M5LjHNe0KumjYvDefY2RLCsLzxzLvbQlh1MCybvW1h/taR9uZ5Vg0vChMFL3WoShKm6FJfsPnf3xEmUzYJyhKC4olz1bDRZG9h7Ixq0AO9ySD72sMc7opyoGPtnpmGizNAV1zjUGeEkWyNQs17QPjkyR4+ciDO+Tde5+GHHyaTyTA1NdXsF2mITjKZXPO+7UkE6EmsFCVZ9N6jYd2+x1RZZGdLkBtzleYYcNtxiQYkvnZ5FtuB9+xroW7a/NHrk+SrJjtbQ80poa+N5OlLBjgccje8qf6xhzvQLYc/PTtNpmIgCgJ728L8wrv6m9HmdmPb9qptGqulPUulEi+++CJ//dd/TT6f5/HHH+f9738/zz77LM8+++ym1rcvfvGLfPazn+Vzn/scjz/+OL/1W7/FBz/4QQYHB1cdOfLd736XT37yk80Cqt/4jd/gAx/4AJcvX96U7+IDnzpbnCo7ffr0plJly7nXNJbrugwNDTE8PMzBgwfXFTlsdUn1vo4Iz9/MeOkio878/DyBcJSoorK3LYTrltb9Wh872oUowJtj+eYY5w8f6eCDh9Z+GqwYFpIICVUgUvciopphYbvgOgKhhVXw1nyVr13xmjQTiQSJRKLpEdbY3FbrWQo1h5jsRUWaFmC6ZDKWrfHctTkyFYPTO5NN88ZESOFTj/WQqZjUTJuW8O3Gyf/zo/v55tU5Bme9DWpJsHlsIMGBzgi5ioki3h6BLOCNi3Ycl7FsnYAisiMVQpFEgqqEKHgzbI71xjjY6R07kzGZLzmcnyjw+ECc9oUKpvkFL7n2qEquamIsOOFokoCiSXz0oU6+dnmOTMWkJxGgN+m5LcwtFC7k6xYn+uP8+CPd62qK3Nce5s2xPKOZKmP5OjXDRsQbof1zp/v4kWNdVCqVJfsJjeve6Be5fv06uq4Tj8eXzHuxF+xqQqrUTJWZtosiCc19l9O7kvz1xTSBhSovWRKomQ69iQCG7TJbMnBdh7IOLw/nGcrUGJqrcLQnxlzJYEfLbcfmsCoR0SReGc6z74CAssEyYUUS+elHe/iRo53cmq+gyhK7WkPr7uHZCtZb3tz4PH7lV36Fn/qpn+LEiRP8+3//7/nOd77Dr/3ar1EoFPj7f//vb/j4/+7f/Tt+/ud/ns985jMAfO5zn+MrX/kKv//7v88v/dIvrfj9P/qjP1ry3//5P/9n/uzP/oznnnuOT33qUxs+/n0d0dxJaFzXZWxsjOvXrzcNDLfKsuVeFn3DMLhw4QLVapXHH3+cWOzOQ8QarGVAuVke6U9wbDTHS4PTWIZONBpFt1WO9cZ4uDvA/Exh3a8VUiV+8mQv7z/Y7qXQQgqxNVJmDZIhhVzNpuJaRGQBBQdZFtEtSIZVuuMB5ko6BzsjjOVqXJkuc2rXbfNARVHo6Oigo6ODv9M+wPhfniNdd6k7VSYKBTKGQCIgEZIcrkyVGJ6v8smTPc29FEEQVrVFCakSHzvayWxJp6x7nmmtEZUbs2UUSUC3XGqmNxemUR3l4DZHKueqZtMHLKCI1EynuWA5jstIzuTqnEFxLM23BjM80hfn7z/ZR1c84DkkSwodUY3CQipRkQRc1+v3+PDhNv7o9SmGM1UimkREk1EkkSd2Jnn2QAsHOiLNogOvws5pWs+s+Pz7Ynzn+jzPDWYwLM+AU8DbzH9zrMBTe1oIsLL5UVEU2tramrZM1Wq16VZwa2SMl2bgbFZCd0S64gF6U2Guz1bIVgx6EgF+/JFuPniwlQ8caOWbV+e4mvYqHkXRK2yIahKluoEiQjSg4rpeqq2qW7wynCOiyd6w62VfZXWh0s2yBLRVKrZc1+XmXJWLU0UMy2V3W4hjvbEljbwhVeJI9/q+j1vNvUzX/PCHP8xHPvIRYHVj2bthGAZvvPEGv/zLv9z8mSiKPPvss7z88svreo1qtYppmqRSK/0D18N9LzSr7dGYptm0rT9x4sSm3/ydjruZiCafz3Pu3LlmZ/1GLCq2OnUmujbHAhmkTodqoAdFVXi4N87jO5IUs3ObOlZjjPPdmMjVuDZTomY5pCsOIjqKIqNbbnNY1635Cu0RlX3tEUzHZWi+yuM7E6ta3O9oCfHx/WHenIfpmoRVqbAzKrAzJuIaJVzTYqag8Jdn6vQ+s4t4LHrHhw7L8XpHwqrkOSGbdtMd+cZcBcPy9nCsRRVkFcMmrIqYi8quDcsTo8axrs6UODNdQ7c8m56ybvG9mxluzFb4vz5xiHftTnnebCGFrrhGzbCZKxs80hdnb1uIvW0hwprE8zeyTBbqHOmKEFQlclWTv7o4y1zZ4FhPjBeGstyYrWDYLqmQwqldSY73Lh1dHdZkwpqMYTtYjheZCYKAbjlcmC5xaarEiS71rg9njbROT08P/9e3b/HddBrBdZCwODdR5LWxEgFZIBaQuDHn7WeV6iY356ooksiethCm7aJb3lydQt3Ccd0FcRQQBJrl0hXDxnLcZhVg42HGdV1yFZPHdyaRhMqKc3Zdl7+6mObLF9JUdBsEL333SF+cf/DUwIqen5linZtz1YWS/9C6+mbulc300ZTL5RWFAJt5mJ6fn8e27RWTgjs6Orh27dq6XuN/+9/+N7q7u3n22Wc3fHy4z1Nnsiyj6/qSnxUKBc6dO0c4HObJJ5/cMnuaxWw0dbY4utq7dy8DAwMbviG2MnXWELxEIsEvfPTECiuZ8l185u4F13X57vV5MqU6D8UNpkQXU41SqFuU6hZ1y8F2vPknjusyOFthIBVAvMtUw/64zIGuEDNunD8+M7Vkf8I0LdR8mal8je+/fpaoJpJKpWhpaSGVSjXvEd1y+OrlWb57PcNcyfM560kE6I4HaF0oGRZYfcomQMVwvOjAcamaNpmKwZ62MJblkCkbXE2XWSgGa+7F6KbDeK7GL3/pGu8/2MpAKshotsZ0QSegiBzrjfGPnr59v5zsT3CyP0GxZvIv/+YGl4dyjSvLy7dytEVVumIaXfEA8aDXo/PXF9Nokrhiv+HNsQKuCx3R24JSM23mSwaj2SqPdCrruk+zFYPrcxW+NThPRJOJBRUM22GuXkEQXBzXRXItgriUDZHfe2GE1qhX7ThTNDybH0XCtFzKho0qC6xV49MT1xB3JPjezSzFulc4UaxbpCIq7z/Qij5bWrFgD2dqfOlCeqHSUESVJVRJ4PXRPAc7I3z4sLcH4bou37w2zzeuzlOse8UXsYDM+w+08oGDbdtmYgv3FtG83fz6r/86X/jCF/jud7+7aWPR+z6iaSz4rusyOjrKjRs37miTslXHXe+iv7gQ4eTJk5ueHbFVEc34+DjXrl1jz5497NixY9VrtFaazrA8R2VREOhaGJ27UbIVk+tTWYz8HMlIgKhm0z/QxZXpIq+N5OlOBAmpXuluxbC4ni6D6/LDD3esiGZsx8Va8OVqVi9FNDRZxLBdNNn7maLIKIEgXeEwzzy1A6NaJpvNMj4+zpUrV5o9C395y+LlsQqiIFCsmeiWN7u+PaIykq2Rq5mEZIf6HQodR+ZqCKJnBnqiP87feayHl4ZyvDKSJ1+1cBwQRS/VYy5M4rRdGJytMFHwfM28/h2JaEDy/nsVXfvGtXkuTZdoj2jN1FiuanA9XaEnHiCx8LTfk5AYyVQ5M17gUNdtN4C6aVOoe/tki++BRgVgse6NTL/TdyhbMfgPL4zy8nCect2iULfojGm4rkvdsHFcb7y0g4CqBZBFwLCaFXi67bk0iKLQHPCmSAJBRcF2TGxHRBS8BwB1odnzaG+M94ZVepMBvn8rR6lu865dUd67v5XdbWEuzKyMDF4ZzjE8X11It3nvJ6RKBFWJV0byTaEZTFea9jmNeTZzZYOvXp6jPxVatwv3ZtiM0FSrVcLhu5uk3o3W1lYkSSKdTi/5eTqdXrXVYjH/9t/+W37913+db33rWzz88MObPoe3VWjuNoGxkTozTZOLFy9SLBbvaTFfL+tNnTXsbQKBwD0XItxrAUJjSujs7OxdK+9Wc86+MFngO4PzzJW8TvneRJAPHmpf4e58J1zXZWx8jNnZWfo6W4gFNTLz84ii4HXjSwLdiQC5qkmuagIuJd1GVcQltu/ZisF/eWWC5wbnsWyXh7qjPNNh8lBPkJ0tQQZSQW5lquxIBVEkkbJukatavP9AKxXDIWcoqIkuHh7YieBYZLNZLo7M8sJgHlV0sUUZAZG2iEK2ZnFxusTJvjiG5ZC9i3mzAfy9J3o52BFhV6tX0tuXDNKX9Ew6a4aNKoJle+OyG744ggC27WA6LgFZwnZckkGFKzNlfu+lMf73D+1ZIrSvjuQREKhbNmXdQhIFBLyhZHNlg/2LsiDRgEymbGDaLuqC+IqCQFSTmC/DbFlHkUQ02RtU51WAhaibNpcyLuefH0UU4OGeGI8OxFEkr5n1X3z1Bhcmi4RVmYAikqu5zCw4KajSbV9kAU9MBAFqpovleOLZHP3juoi4mK4XL8Y1gZrpRSoNu6CeRIBPnuxp2g69/0Ab7z/QtmLkwWopqHMTRWqmTXtUaxYnlHWbmmFTN29/py5MFambNr3J21FCe1TjxmyF85PF+05otmq6pqqqnDhxgueee46Pf/zjgHcdn3vuOX7xF39xzb/7N//m3/Cv/tW/4utf/zonT568p3O47yMaXdd56aWXiEajnD59eltSZctZz6LfGJq2UXubOx1zudHleqnVapw9exZBENbl57Zc4IfnK3z53LTnqBvTsF24NVfhz89O8ZnTA03n3Dth2zaXL18mOz/Psb19TJQcYjjNJFRlofO+LxmkLaJRqBmYtoMowLGeGOGFJsq6afO/fukaV2fKqLL3xPvKSJ5zYw6/FNDYuVPk40c7+dOz04zl6jiOt3Ae642hygJfvpCmZtqIgkB7ROXpvSk6OzsZLCkoQZOeuMLIfJWaYVKuGViuwLBu0hsR112FpMlic+5OzbQZnq/SEQtwsj/GXxbqmA6AFzE2KnxVScB2vWuvyQK67TkId8Q0rs9WuDlXXTLuQDdtb4Szcfs+FAVv8V7hPqDbdCc0FOn2+WerBiXdpm55YUXddKgIAmHNM/w82hvjP790i1dHXSLzGVzghZtZntyd4uef7OP8ZJErM2USQYWAIuHikq9ZC6k3nT1tIRRJoG66RAJeZVlFtygbNsmwQqZiAS6SIODg4uANV7Nd6NV09gRsZk2FgKZyvD/Fhx7qpncNv7zFLBea4kJ0pi44PYgLlW9BVWxW8C2+TuIqn7EsCkuu83awmblaW5k6++xnP8unP/1pTp48yWOPPcZv/dZvUalUmlVon/rUp+jp6eHXfu3XAPiN3/gNfvVXf5U//uM/ZseOHczMeFNHI5HIphpI71uhcV2XTCZDuVxm//79a6aBtoM7pc4akUM6nV51aNpm2WzqbH5+nvPnz9PZ2cnBgwfvuOHoOC7juRrT83VytUVPehNFSrrFvvbbN9Cu1hA35ytcS5d4Yuediy0WC92Tp0+zt+rwZ2enuDVXoFqxMWdKdMUDZKueuIQ1ibAaJFPWccIuBzpvRzPfu5llMF0mHpSbFUNh1WW2WOerN8q8/6Rnqf8PnxpgaK5KxbBpjaie68FQlvaI5hlzOi4T+RrP38jysaOdXimuKIAogSRjuA5BTcE1vT6cmzMFRMsB7r5hG5AlZks6/9e3h3lhKItluwRViT2tITojEjMle0FUaJZIq5LYtALy7mMX23EJKiKzJae5ZwDeva8tpN5C6m0BbDS9NgoNNNlbTC3X5UR/Ysn34w9fm8KwvKq6uungOC6263l8feJ4J9dnK5yfqpDSoGfB8LOsW7x0K8uJ/hhTBX1hL81bHAUEuuIa4wuD8maKOhHNc8yWBIFM2RszEFYlHhtI8NxgBsvx7IMa9ROS4NkBDVY0fvJYO784oHBlbI7v3Zrknw9O0hEP8N59rZze30UwGKRYt7wS7WydaEDimb0tK4TGWDhmZ1TzXLQF7+HFtL1re2zRiIYdLSFeHs5h2Q7ywr1lLaRnd6S21yFgM4PPVisG2Cw/+ZM/ydzcHL/6q7/KzMwMx44d42tf+1qzQGBsbGzJ+f2H//AfMAyDT3ziE0te55/9s3/GP//n/3zDx78vU2eGYXDx4kUKhQKaprHzDh5T24EkSbiuu+KmrlarnDt3rhk5rGVCuRk2KjSu6zI8PMzQ0NC6enXmyzp/fnaaobkK5VqdesnBPTfFR450MlfWCSlLn7ZEUQD39uK2Ftls1ivOSLaS6NpBtu4Jwd99vI+XrwlcvFnk8YPt7GwN8fXLs5ybKDTPXxbgmb2pJfPfB2fKuLCkLFUQBBQRBudv2wIFFKm5+e24Ln96Nk9YlZt2OPJC+m88V2OqUOdId5SeeICRbA3Tdhb2eRxs10vnqZJEf1ygpVriwlzDA3rlg01Ek1BlgX/w+Yvcmq8unJ9npXJxyqYjJPB4t8r1gldpJeIZToZVibrleCOTLRvb8d5DoWYR0aSmewBApmKiKSJdMY35iumFMQsH6oypHO2Nkq+ZC84PMk/taeXhRRMxK7rF66M5VFkioEgYitMsYKhZLl+6kCaqyZ6gLRq9ENFkZosGl6fL7GkN4bou+ZqJtOB6HJBFz+JHFPj0E73sbAmxryPMy7dyzC6YjE7m6/QmvD2kbNUA14vtvI9TICCLxIMy3xjM0d/ax38bdMlUAoj/f/b+O8yu+7rvhT+7n96md/QOkCBRKUqiJRaJKpaLLCuW5Si2bCevUixf3ySO3zjv1WP75rmK4xInur43TlwiWVaxitVIUaIKO4leBgPMYDC9nN722f3943fOwQwwqARIKvF6HpLgYPbZ++yzz2/91lrfgs+leYcj87O8bWyKrZ0GX5mSmSh6WM0h1n99dpp3DnqMjFx+NtIRjf5UCNPx6E2GmC812uTg3oTRhruDgHy/eKnI+aUaqbB4Toqmy6auyE2Let5OtNaS253R3Kn42Mc+ds1W2dNPP73q/ycnJ+/YeeENWNEUCgWOHz9OIpFgz549nDx58jW/hlZyWZlolpaWOHHiBAMDA2zduvW2bFlvdM5bASC0ZlYHDhwgmbz+l8TzAz5/ZI4z8xWGMiF6ohLnqgWeHssSD6n0JAzOLVavOiaQWCVhszJakj9nR8+xoPVxcjygdHocXZXZ3hvnZ/cN8MD6FMn6LG/ZJqq+jzwwzInZMheWqqiyxOauMNt6oqtmE7GQCgFX9ea9AGL62vfc84UVQWs+0Qq16TGTqwqdq/fu6eF/vDTL2JKNIomZRzqi0h0zaDge0yWb7ngMqHB1khGJJ6zA516eZrpgillFc1DveQGO55MzJR5eH+bd+/r56olF8jWHpapFwRSwXt8H0xbkxrmSSTyk8fjO7lWJRqg6SDywIc1y1WG+1ECRpaaFNrx7Zw8RQ8VyfTqjWrvt2Ip83WGq0KDhXH6e/CBoD8sv5U1s10eTIX3Fo7Ny2xcEsFSx0BQJRZbQFKHL9qH9Q3zg/svGdK1h+8nZMv/9hRlMx+fQ+hTfOZdrz2GCQEJThHpCJqJxKW/y356bIVdzGEwZ7c96qWJxtKqwKMmcXa4Q+AG6EiDLEtmKz+fPB+zf2qDVSFBkiYe3dbJQtqhZLhs7I9RtjwB4ZHvXKjh+Mqzxi4eH+N75HMdmygAcXp/mrZs7rvmc34loteFvp3X2P4POGbyBEs3KHXoLIlyr1W7bJuDVxEobaVmWOX/+PFNTU+zatYu+vqv97O9E3CwYoFqtcuTIESKRCIcPH76pmdVkrs5EtsZIJkxYV7Asn5gaEAmpvDRZ5P339XNitsxEtkZPwsD3Yb7UYDAdbotb+n7ApXydquXRE9dZmrrA0tISVmYT3z9TaNoKh2g4Hi9eLNBwPD68N7OqYg1pCgfWpTmwLi3Y5I5zVUX7Y1s6+PRLs5RMl0RYRYL2gvng8OUKsma5HJ+tcH65hq6IHrvp+GQil+9HyXRYLFs8MbrcZq5v740RUmScwG/yOzxOz1ep2R6O51MyHXrjGtmKw8onry9hYDouETXgxHRR6JEhBvyyJBZizxNtmIoT8O5dPRwcSXFspszJuQrfOZelYnnt5KcpEq4vtNk+fHB1NdoZE4TWizkxt2nNbqYLJqmIRl8qtEqif2UEQcB/f35GiEY2z+N4AX5zOB9SYTAVIl+zWazYFC1oNX9rlrC07okbPDG6zK7+OOeXapQaLrYb4Hgeb9mU4YP7+tc897beGPcNJXllqiTABf0xXpoqIxHQnQjRkzCI6kqznRawWLHIRFdDrDuiuvCGaYjvYTKmIRHgeh6S5FKxAj7z7AQRu9hWK7hnIIF+WOaZ8TxTBZO+ZIiD61IcWJe66ho7Yzo/tbeP990j0Fa3g6y81WhtIG8HDHAjk8YflXjdW2dwmU1fq9VW7dBb6K8rd7d3O1o20vV6nbGxMRzH4fDhw3d1d3EzFc3CwgInT568ZQBCzXKxXb+tZixLgisS0RXqtkdHzOCn9vbz3XPLAlUkSezsT/DI9m4SYY2lisWnX5zm3GKVhu3imhV2ZGR+9Z0H+IPvTaOpMr3NHbmuymiKzLnFKhO5yC3zddZ3RPjnP7aeP356si00qcgS+/tDPLIh0n4/n31ljtHFGoYmvGxqtieqFEm0U2w34GKuRsF06I7pZNI6jhdwKVdnutSg0nDRFInFiqh2JGgrARRNgYRTEfOVuKEgSRKypHBgY4ZjMxWWG3U8H3w3EKNuSbQaAwkyYVHldMUNHtnexfrOCLmazVAqhKoI7TLTEYgozxcACGMFj0iRJX5sSwe5ozbHZ0pUbY9i3SFmKPz4PX2rfrcVQRDwnbEcf3dyke9fyLeRYGJO0vwdRMVoqDLdMZ18zWbJBC1XJ0CgyB7YkEZVBBx5S3eUzV1RlqpWm1C5sy++SokgCALOzFd58VKRbM1mMBXikW2dLDeryHhY49R8leG0eO9BELBcsUmEVUzbX11CISpX2/PxXcHPkZstN01WkRWFmt3A0qLEYjEWFhYYGxsjHA6TTqf58S0ZUqm+myJKvxYJphWe5yFJ0i2vYbVa7TUfG9yteN0rmnw+z/Hjx0mlUjzwwAOrHpLWDuB2+puvNiRJ4siRI3R1dXH//VeTHu90XC/R+L7P2NgYMzMz3HPPPWuK4F0vMlGdiK5SMh3RIpDEAlGsO/Qlw8QMhW29cTZ1RclW7bZciCQJ2ZU/f26KU3NluiIyfrWIpBqMNSI8PV4SNgFXtG7CuoLjBZQaLvptEEPfs7uH/SNJfnChQMP12DOQIFSdp9WtfHmqyAsXi6RjWttsy3I8LuUbJAxRBcVDCglDJawpdDYlYwxVkCiLpvB0qTZc/GaS8QE3AMUP2jMiWYKK5VEOPOKGxL7hJB86MMSZhVFauGUxzZHaYxRVCuhwCxw7dqxNGG0l29Zio0hiHmLaHjNFk//67DSJkMqegQR7h4RsytaeGG/b2smfPzdNzfKEL01I5cRsmc6m7fPK+OKxBT7z8hxWcw5EU17GUGVMx2tDjT0fiqZDVFOIaDLr47CpP04ipHHvYIKD61J8ezSLYO2LxN1izs8UzbY9QSu+O5bjb47MU28SMY/PlOmJG/zjt4ywqSvKQtni3z9xgYlcvX2P4obKzx8c4PsX8hyZKhE1hGZazXIZb/5e4AdYXoAqO6KylYRWmgRs7Iqyfv36ttdLS5ttfHwc0zRJJBLtaieRSLymm9S1otUZudXrME2TSOTm6QVv5HhdE83k5CSjo6Ns2bKF4eHhqz6I1uLuuu5rlmiCIGBiYgLf91m3bh2bN29+TR7UayUay7I4fvw4tm1f12bgejGYDnPPQIJnJvKCHCcHZBvQG8CDmzJtBI6qXK5MWnF+qcr5pSoZ3adayJNOpUgkhAvmi5MFUmGNhbK1CgJdtz10RThYVnK3p0DQmwjx/vtEmzJbtfnGmE3d8TlvL/I3L88xW7YIVwThMRPVuXcwjqaIhTViKFQtl6WqkNOfzNVRJIlkWCVbs5GCgIFkiFkaULFRJJCal+kFYp7hBwH3DSbI1132jaR408Z0uy2UDKlkwirZutOuFgBCqszGjIoTDpHJZMjlcoyPj4OiIVk6E4sWm3qTyLKCabs8e7GA54u2lh8EvHSpyJs3ZfjgvgFkSQiOZqI6B9Zf5o1lqzYvTBbZM5Boa7mVTIevnV5CUyT6EmGWqzZ2s6XnB0LSpWYLaRaJgHzVZqaJRJuVwFmocf9Qgt39cTRFbpJ1RaXVQp21qsaVwI2S6fDVk4uA0BaDpqBs1uQrJxZ5/95e/uboApfyJq4X0Jc0OLguxVs3d7KlO8rGzihzxQazRQsIyNUcgkC04GQCTs5VKJguri8qED8ISBsBD67QxFNVlc7OznaLyTTNtjbb9PQ0wCoLhDsJ4LnZuB0ODdxZ1NnrHa9rokkkEtcdZrd2gHfD7XKtaKHdqtUqhmHQ2dn5mu2G1ko0xWKRo0ePkk6nue+++15VVfXee/qIhVSOTpeoNGwSGvzU3j7uH05d97hi3aZQqiCrNt3d3W2OTsxQqNs+D27q5IvH5pkrNchENBqOz2LZ4t6hJJs6Ixy5dP1Ec6O26MnZMn/54izji1Xqtk/pxAVszycZ1khHNPxAsLvPLFSxXZ9vnV1uqwqPLdWwXI91HRGMZkuvVHdAEoKYIVUWZEL5MsnR833Bgwl8lmsO77+vj5+89/JcTsCKFXYOxDk9X20iigI0VaY7qtEZ8pitBgwPDzM8PIzneRSLReraAt88V+CZ0wUihsaypVC3Au4fTpJuDqzLDZdnJwrcN5RkJBNmMldHksQ9WKwIaHh3TEdTZRbKVjvRXGrK//fE9SbZNsREri6UFZpcFlkCRRLzGtsLxD00ZLoiEpos8d3zeRquz798ZCM7eoXl94nZMjFDRZEkSqbDcCbMvhXPy4XlOrmaw7oV5mFCzFTjzHyFX7tYYLnpneM3RS9DqsKHDoiZ1ObuKP/n+7bz3bEcz4zncbwqm3tiZFqbFkni7EKVhuvREdEZSIcYII/nByxVrHbVvTLC4TDhcJj+/n6CIGhbKi8uLjI2NkYoFFplgXC3OxVw+4nm78EAdyg6OjquO+yXJOmu2SpfGS0NtRYx9Pnnn3/NEhysTjQrTdxuVzvtygjrCu/a3cvugQSnZoucs+YYSF5fycCyLOYmziEHHvGOrlVE0JLp0pcM8cj2LhRZ4jvnsiyVbXRV4oGNGX7m/gFU37rpGU22qRWWrVikIjrbeqIkwxqfPTLPUsVq8kAE8isIoFR3CKkyXXGDuKEwU2jgB7C+I8zWnhjLVZuYoWA6Hvm6w6auiHB4NB1CmoKM0LkSUjGX+S1eIOYysZCKIks8M1FgZ1+crU1QRGdMFy28ABKGSiaqCc5XzSEdM/CdOqosUW562STDKh0dHTze0cGebSbHLuWZz5V45mIRFId6MYvfCBEKhYiGDBZdn/FsHVmSGF2oMlNsCKXnQNgPTxdMdEVmabcFCOhuRBd8FgF4gP6kgSTBVN4U7SdFYu9ggq4m1+TcYpWQKhM3QFcEGkuWJE7MVriYM9nQGeEf7OtnXSbM0Zkytudz/0gnb9qQXqWILeRtWorCzXlrU/dtqtAQqLiYhmn72J5AvZ2YK/P0WK6NVOtNGHxwXz8xQyFfdy4nGUQlbigytu/z+I5uvnFmiSfnZL4+cx5NkdndH+fjb1vP9r7VGm+tkCSJRCJBIpFg3bp1N2yzxePxO44mhdtv/dfr9b9PNK9V3IrL5u3EykV9pYbanfaHuVG0zud5HmfOnGF5efmOKlMHQcAPx/N86/QihbrN0pLEwtMXedu2bh7Z3n0VY7pVTW3oTPOWXT28OFnEC2zCukyh5uAFAQ9t7URXFd6xs4cHN3WwVBFeNd1xAVetVu2bSjTTBZOvnlxkqbn7td0Kx2fLbOyMtMEJFVtwUoIAwpogM5bqjtDSQrTr0hGNTU3GftF0SIQE6VP4xos20IaOCKmoxlzJomK5hDUFRQK7CU+WJYmwymWZnNkKT5zN8sn39/LYli1s64mxuSvKK9MlvMCnZLp4gSA29sQNphdrZOsef/jdi3h+wGAqxENbOtjUFWUwFWYwNQAMUPr2OBPZGp1RhUbDoloVO++ypTA1C2dmdAICyg0XWaI9SJebCszfO59rz2k2dEbY0Bnh9HyFwVQITZHpjOpULZeOiE5XTOO+JqGzaAofH/Falz+bmKGQq9ssVSw2dEaIGiqPbO9qW0WvtdHZ3BWlO24wV7IYSoeoWh5jSzVyNUHe9H2YXqnp01Q2eOpctp1oWtGbMJCl1e26IAio2i4bO6N86cQiY4tVLA8UKcD1PV68VOTX//Ysf/jTO9jcfeMF+co2W6PRaHse3c022+2QNX9UbZyXl5fZvXs3/+yf/TN+8zd/E4Bnn332jZ9obtZl83bCdV0hm5LPX7Wov1aVVCta8OYXXngBWZZvSkrmVmIyV+drJxeQJWGKpVQEz+SJs0sMpsPsXOHTMTMzw9mzZ9vCnJssj2RY55WpIoW6Szqq87atnbx542U9tZihEjOufpxulGj8IOAHF/Lkag6bV9gBT+VNjkyVaDgeC+UGpiMQSK4vkkJYU0iEVLpjOl4Q0JcMoTb1tgB8X+y2I7pMSNN588YMYV1UPm/akCYAjs+UOTpdIle3KdYccnWHwA2o2Fdf5//2uQX+ur/Ef/vIfv7B/gE6YzpPncsyV2qgyTIdEY2aLciFizWXjQmJkCYztlRjsWzx4UODDK2QWNk7mOTsQpVAVkkmDZLJhKjmag0C3+XcbAncgCAQaLAWJFiRJTJRTdg625fNx37lwWH+43cuMlUw8ZrzlLCm0BHTmCtbWBcL7BtJicTalFzpDCsgic1UzfYINYEVK+N6lXTUUPmZ+/r4yxdmOL9cZ7FsCc2xmEHN9lgoW00tM1Cb+nq2H3Bspozj+atIufcMJNjaE+PUfIVMRENTZPI1m6iu4vo+Y0vVNnETQJPFPG2hZPHXr8zx/33nlus+Z2tFKBSiv7//rrfZ/ldqnXV1dfFnf/ZnvO997+PRRx9l69at/PzP//wbA958vbhbC361WuXYsWPour6mIOad9oe5UZRKJVzXJZVKsW3btjtewp+Zr1BtuGztjQkEkgQdUY3JQoNTs2V29ifwfZ/R0VHm5+fZu3dve+cXC6l86OAQ79nTK3bJUb2967xerCXeeWUU6g5zpcYqKXuAnoTBxVyNmiX4MaoiocugyDJF020Ou8V8pyuq89iOLn54Ic9i2aIvGSIVUSnlbBquz5buKKmIRqUhbJoHUiH6kiH2j6S4mKvz758Yp277aIpHxb32s/bynAkI+PQH7u/n8Z1dXMyZZKs2rhcwma8zvVRgJKmRadoOxA2F80t1XpkqrUo0hzekObtY5fhMWaCsCFBlmVDY4EsXqpQbMhFNRpZcQgr4gdBv02UhUHnlfV3XEeH3fnwbr0yVeHJ0meWKzZ7+GMmIzuhilVNzFZ4ZzzOYCtEV05gt+nhN3bRywyFbczgwkqQnrl+VBK4X+0dS9CYMnji7zNdPL7GlO8q6TJjTC1Xmy1YzSbYAFuK5K9Qdfu0LZ3jblg7eurmDjqiOrsr8k7eM8PmjCxydLlG3PdZ3RHhgQ5rf/85FbPfy+/UDcPymWJAMJ2dv3i32WnE322z/KyUagMcff5yPfvSj/NzP/Rz79u0jGo2+8Suau5Fo5ubmOH36NCMjI2zatGnNB+a1qmhaKLfx8XEAduzYcVfOYzpeGx58eT0PhPqx7WLbNkePHm1zhtaCVSbD2i0zqK9cEBuOsEheycWQVsCDV4YiyXRENcoNl5rl4MlCgj9mKPiBSGQ7+2K8bUsHg6kQhZrND8YLVJZqBAGUG4Kfko5oXMqZIMG9gwl6E5c3FZYjBuzbe6M8dS5HxTKv+34uXrzY5jbEQxp7BjTGl2t86cQiR6ZLTJddak6Aq5sMJA3yNZeS6bSH/EPpkPCJ14Wl8rGZMhPZOqoMXz25xNGZmrhvvlC2dnzxPjVFwnN9XN+nWLfZlfYZPXW8DaGOxWJEdIXtvTFhx5AMtS2ft/XEiGgyMyULLwjY2hNjY1eUM9N58o2AiOSiSvCdczm+enKJeEjlHTu6+KUHhm7q8x5Kh3locwen56r0J4WtwUAyxInZMp4v2mWuF7RFfcRMy+aLxxY4MVvhn//YetIRjY6ozq88OEzJbLqHRnU+89Isluu1RLDbeg1BAL4kev9rOYy+2rhem21mZoYgCG66zXY7icb3/TsuQfNaxic/+Ul27drF5z73OV555ZU3fqJRVfWOzWhW7thvxEd5LRJNy/6gUqmwd+9eXnnllbtGTh1MhwkCmlItAtPvej4Nx6cnLPHss8+SSqXuKGeolcCDIGCm2ODbZ5c4O19BkiTuHUrw0KY0mYjGYDrE2FKtzacIgoC5UoOOmE5YExXIkUt5SqaQy9eQcPyAuC5zKVfnr16ymtwUhZgut6sMH3A8mYWyzaPbEmzpiTGSCZOt2ULZNxlCVQQiK1u1uYbCzaq4CKyk0BXrDp95eY7FikVXVGe5KIbyp+cqzBWFDEyp4dJwfD7z8ixv3pThgQ2iRRvSFA6tT7NvJMX//sUzHJ+trOIvti7HdHxMAZbD9iCqK/yDN22hOy4sECYnJ1EUhUwmg6nGqNsOXbHVCWKubPHcRAFFlpCb/JjdXToPDKp8btRqW0uL83n8zSvzXFiu8cc/s+umVK37UyE6YhpLVUHa7IzppMIqhXpLguYyN1NXZTY1hTzHl+s8M5Hn3bsu+x6sTG7nlmokDCEMajpCDVxuinMSiPbvm1bAne9WvJo22+24a9ZqYsMRj68NdHijx/j4OHNzc/i+z+Tk5P86rTPTNDl27BhBEFxzx74yXq0/zI2iUqlw9OjRtpRMK+4WOXV3v1hoz85XSEU0SrZEPVunP6rgLIwxvO3umcktlhv8Pz+YZKZo0hHV8fyAJ84sMbFU5VceHOItmzIUTWH/q8oSrh/QEdN5bHsXL14qMpU3eWxTlHNLJjlXo2YJVr0TwGTepOH6JEMa23ui1G2fybwp2O9xA8v1OT5bpjuus74zwkf+8jiji1X8ICBuqDy+sxtJlnjuQgF3LQeyK+JtVzC1T89XmC9bbOqMYHsBk8sytick6auWS0/cIBVW2TucRJUlnp0osKFztX3wF47O8/SF/FW+nisbtzFdxlAVooYgwz47VeWtj21icHAQ3/cplUrkcjmWFucpLNUp5XV6UlHS8ShlV+aZ8YJQBtAVaIIfjsybnM1KVCxxZqU5rA+a7PwTs2VenCy0E+P1IqwpPLKtiy8cEwkqoit0xQxydXdVtRogzl00XTpjOoYmIMwrE83KSEc0kCQ2d0c5tyDAAC3ukiJL3DOY4EMHBm54fXcybrbNlk6n28ja29E5A34kKxrbtvnQhz7EBz7wAbZu3cov/dIvvfErmjuRaJaXlzlx4gS9vb1s27btpj70u4k6m5+f59SpU6ukZFpV291KNFFD5ecPDvPDCzmOz5TQZNiZdBlUizy4/87ZHayM1i7uhYt5Zgomm3tibQHNZEjm+OQS39BrPLxrgPfu6uJ81qTacNEVmU3dUdZ1RFBkiXzN5uKCw3LdQzXEsDoe0hhOhxlbqqHKMjFDYTJvMltqYKgyalMIMh3RUBsS3zuf56nRLMs1G1WSkJsKAX9zZJ50RCVfc7idHFux3LbcS0iWWJdUmal4lKpC2FFTZTZ3RdvturHFKtOFxqpE88XjC8IcjasUWdrRHTfapmAl0+H4bJli3SEV0ZBlmXQ6TTqdJtU7zLdzF3hpssiJXJWYXKbmCkWAiNYESzQ9cUwbSg1xxqZYd/siPF8IgJ5dqN1UogHYP5IkGVZ56VKRpYoNSEzmTWQJbFfA01u+PBeydTpjOq4niK7XijdvzPDMhNgE7OmPMrVcperLyJLEB/f185HDQ2uCUK6MmaLJiZly0yU0xN7BxE35LN1MXK/NNjs7i+u6hEIhZmZmyGQyN8X2r9fr6Lr+qswUX6/4N//m31AqlfijP/ojYrEYX//61380Es3tts6CIOD8+fNcunSJnTt30t+/thjgtc57pysa3/c5d+4cs7OzV7XuVipG361IRTTevaeXh7em+e53J4mELfbtuz21gVuJieUa4SY6CsCxbZaXFgkCmZmyw1987wznCz62pKHpOv3pKBeydeKGQrnhcma+ymLRZqnmYpdqOF5AOqKRjlx+fDVFJI6G4xPRFVy/6XAJRA2FhbJFw/UwFBmtubDpClRtl4WKjSFLhHQFIwioNNb+3E/+m7dc9bNMRAeJtsdJwpDZbihUHIeQqpCJaFQsl8WKRXdMR0Iw3FdGrir4R669dppRJJHQWrRRWRKtQ/cKA7S67fHfnptmvuww1BGjZNqUGx4130WWPFQJLNsWum2yDCukxtaakXmB4AHdbEiSxNaeWJtz9MlvT6ApMpmIhu355OuOSMoElExh9yxJXFeif/9Ikg/c18eXji+wULEJJNjYGeWD+/uvqoIWyhYnZsv4Aezuj7dNz47NlPjsK/MU6k5bYeCZiTwfOTS0yhjtTsWVbbbjx48DQgH+/PnzGIaxqs22ljZbtVolEonclQ7D3Yynn36aP/iDP+C73/0uiYRAsv7lX/7lj0br7HYSTUu6xbKs2xLEfDWOl9e6nmPHjuG6Lg888MBVu5rWvbjbc6FyuczRo0dRZIkdO3bc1STTSp6JsIrdNP2q12ssL2dJxONEFIVFR8V0DULJgOVcjUKpzuhCDVmWKFiiTaIpEnZTgVhuwnFzNZtyw6E7ZjQl8IW9sCJLQgJfEVUNiIG/5wdIASjK6meuZcqlyhIRTUGSJQxFtE0LDZ/7+nX+/COHyNdsjk4LL52hdLgNA97ZF2NdJsx4zqQnrlOzPYq2eO/FhsvoYhVJkhhdrDGUDjGQNK5a3Lb3xnh+soiuSKsgvCAqDZGgxXW3PGJ2DyToiK5eoE7MlrmwXGdjV6RpxxzB8XxenipjFkxkVUWTJPzAx3Jc7HZ2Wft7GAQBD22+tiX4jaJ1fUJFWiamK1RtT9hJK1A2Xd66OcP+kdQ1X0OSJD5wfz9v3pTh+bF55ufmeP/bdtAdv7zTD4KAr5xc5LOvzLf9k2KGyvvu6eHdu7r5yolF6o7H5u5IW79vfLnON88s8Y8OD93VxbzFyUulUgwNDbWVIvL5PBcvXuT06dPE4/FV2myyLN8xG+fXOh566KGr1s1169bdhJ3g6xy3w6PJ5/M8++yz6Lp+26rLd7KiKRQKPPvss4RCIQ4dOrRm6dzaZd7NimZ+fp4XXniBgYEBFE2/KyzoteDMeweTaKrExHyWpaVlOjo6qElhFEmiYrmMZMLomkooZBCPhKn5ChVHJAG/pebbfFk/EL15CeGiWLEEZHm+bBE3VAaSIRqujywLAc2G41GoO+1Fr1XlBIGwCGiF1RQBtRzR8rI8WJcJ8wuHN/J/fusC/9sXz/Kff3CJ//HiLH/6w0s8M54Hmi3JA4Ps6Y8znTeZLnv4gUTMUOhLGOiKQkiVsV2fscUa/akwA1foyX344CC6IrcH3a20YqgyA0lRMflN2ZXpYoNUROMf7Ou/aoFcrtoEBNQsjwvLNSZzdWqWx2DKIB4SIp51x8P2AmoOCFXkla+x+rNTFaFwcDsxW2wQ0YUwabbm4PlCLTykyhiazGPbu/j42zfw4YODNwWl7k+GeMv6OPt61VVJBuD0fJX/8dIcruczmA4xlA4REPA3R+b52ukllio2A8nLnjeKLNEd1zm/XKNk3n0bkpWETUVR6OjoYPPmzRw8eJDDhw8zMDCAaZqcPHmS73//+/zMz/wMX/ziF2/oM3Wz8Sd/8iesW7eOUCjEwYMHefHFF6/7+5/73OfYtm0boVCI3bt38/Wvf/1VX8Pr3jq7lstmK25lwQ+CgMnJSS5cuMDWrVsZGrr93cqdAAMEQcDU1BRjY2PXFA698px3I9EEQcDY2BhTU9PI3Zt4chZOjgccb8zz9t1CNfjV7urmSw2OTZeYzNWIGiq7+hPs7BMJfmtXiHsSFj+YrKNGkszXoSOqsK0nyqm5MmFNoW55+D4UTGFRXLFEspAlQdKEy3rJLTKmkNv36U+G8AIYSodIhlWSEZXpQoP5koWuyuzsj/POHZ38zrfGqVsewkbZp9HkZkiINlHD9dq2y6ois6EzzPcu5BlbqiFJoAUSvq7g+QFPjmbpTRhs7IpyfrnGs02XScvyma/ZpCI69w8nKZoulYZLpyz0wmJNy4GVsX8kxe++dyt/8r1JxrN14RCpyW3i4oGRCD1xo+0G2WLV/8fvXOTCco3ehME7dnQR1RWmCyYnZss4nkAvhjWJREjjPbt7sFyfJ0ez2G6Tk6ME7Tbc5TvcrKICaNge33npJNK2bjo6OojH4zf1nDw9luNvTyxQNh06YzozxQbLVRtdkQhpCh+4v59//OZhTsxW+H+fmaLcEIZlD2zI0JO49kziWuitZycK1G2PkUwY2/Wp2+L91W2XY9Pl5uxp9XVL0mok3K1Gw/EYXaxRtz36kgbrMuFr3pvrwZtDoRB9fX309fW17eu3bt3KU089xejoKBs3buSRRx7h0Ucf5R3veMctVzmf/exn+fjHP86nPvUpDh48yB/8wR/w2GOPce7cuTVRt88++ywf/OAH+b3f+z3e/e538+lPf5r3ve99HDlyhF27dt3SuVfG655obhQ32zprQYXL5TL79+8nlUq96vO+mkTjeR6nT58ml8uxb98+0ukbQzDvBgDBcRyOHz+OaZpIfdt4YqzU/s5NFiw+89IMptPHofW3L3UzX2rwxaNzZKu2IEaWLSZzCyyVUwQBHDt2jHs6FB4/uJ/ZiovcRBGNzpc5NVfC8wMMTaHumLh+gAJNdxSRJFv7kFZakCWJsCacKuOqxyN9NjuHO0inMyRjUXRV5vxynZmCSVdMZ2d/HAmYL1n8t+dnqDZcWvw/sfgJSRvbFRDakCazIR2mPxnCblZHfQkDzw8omA5dcYOa6XJ2oYrrB/zuty5QNl2ihkJUg3wDFis22ZpDfzLU3oGfX6q1K6or462bO3jzpgzzJYtzi1XOLdZwPJ+dfXEe2JgmrAl78fmyxZGpEv/3D6eoNI3KzsxX+OF4nr2DCZYqNn4gLBGCAGqWT8Ox6IpqfPjQEP/ykY2UTIf3fOpl3Gs833qzwvCCgHV9ndRqtbZESyaTaXN31hpUzxRN/vb4Ap4fsLEziiRJbOy0Gc/WedMGYZo2kArx1ZOLfOXkIo4nAAInZiu8eKnEP3nLyCpi68q4VqIpNRzkJhF0qWLhNNuPtuczW2owkgmzWLbaLUs/CFiq2NwzkGhbOt9KTGTrfPqlWWaKjbY69n1DST5wf9+aROab5dFIkkRnZyef+MQn2Lp1K3/1V3/Fb/3Wb/Hkk0/y27/929x333237E/z+7//+3z0ox/lIx/5CACf+tSn+NrXvsaf/dmf8a/+1b+66vf/8A//kHe84x38xm/8BgCf+MQnePLJJ/lP/+k/8alPfeqWzr0y3vCJ5mZaZ625QywW44EHHrgp18kbxatZ9Ov1OkePHkVVVQ4fPnzTUjKSJN3RRNOCUEejUfbct5///IMpDE2mPxliqiaTTmqUXIkfnM9x72Dyptj+a8WRqSLZqs3m7mh7V1c2HV6aWGZjAH3RKHv27EGWZYZW2Khs6Y7SEze4VDBJhVR0RRYQY1kibihtMckrl2bHD1A8GVWV+Jn7++jpCDgzlYWxi/QkDDo6Oujo6GDjpvSqL/g/emCYR7d38ZcvzvLlE4ukIyrRpk+PJQvRR8cL2DuY4OD6NEsVm5rVoNpwOV2zxaKoymQiFmFdoVB3+MPvXmS5YhPRZCzHp+IKmRjLCZjKm22L5rrtoSpSW4ttrZAliYFUiIFU6Cq/mcWyxd8eX+D8Uo2Xp0rUbI/umEaiyTnJ1xy+M5ZrVmQC2QVivhUAk/k6QFPCRue+oQTPTuTRm23IlfdYkgTfqiOmk0xlyDs+qQ1D9EV8KsUCs7OznD17llgs1p4tpFIpZFnm1FyVsumycYWcUDqi0x3z8IOAgVSIhXKDJ84uE9YUhtPiu9pSd/7mmWU++qbhNe/PtRLNpq4o3x7NUmk02mRYggDLFWZtO3rjvDJd4vxSDV0Vn1NvwuCxHV23XMk3HI9PvzTLdLEhzNxkiYrl8cOJPF0xjcfXgGnfLo8mkUjwzne+k3e+8523dGwrbNvmlVde4V//63/d/pksyzz88MM899xzax7z3HPP8fGPf3zVzx577DG+9KUv3dY1tOJ1TzSvpnUWBAEzMzOMjo6yYcMGNmzYcMcGe7db0bSg1P39/WzduvWWHrA72Tq70o3zUt6kaDrt+UDrPnXGdBYrFstV+5o7yeuF5wvXyvQVlryBXWNqdoGuTti8efOa9yERUnnfnh7+5ugCi1WbqK4Q0kSySYdVTNej4az9bFiuz/6RJLKi8sSUhevFiGhJLEkm4TuMjY1h2zapVKq9A49EIgymw/zsvn6+fyGPocoicUR1Gq6Pacu4fsCHDgxSsz3mig0u5k2mCg1aoww/gErD5Z6BBJbrMVVooCpS271UCsRAX2h1CQFLoVMGB0aS7Oq/dQKe5fr81UuzXFiukQipWK4vDNwaLooiE9WF7ttSxSKkCSWEllqyoSrkajaFuugKBEHA6fkqGzojvDxZwPaDdhsJaLYqhUjo1u4of/3KPAEiQW3sjPCB+4fYsGEDjuO0IbyvnDhNtu7Rk0kyb+r4vncVVFxt2m2DsBdotctaIUsSmYjGmfnqKmHNlXGtBfuhzcL+ezJnEjMULNfDcn2SYZV0WMMn4FceHObodIlC3WEgFWLfcOq6bbprxehijZlmkmnNlhIhlZrl8sJkkUe2d101c7odZYA7IT+TzWbxPI+entXJr6enh9HR0TWPWVhYWPP3FxYWXtW1vO6J5kZxrQW/1ZrKZrPcd999dHTcPjpmrbjVRT8IAsbHx7l48eItQ6lbcTtVlOv5HJsRLaiG47OpK0ray5Ofn2bPnj3thyakygLV1FQGaF1zw/XRFZmwdnvAgNZiZppNpEkQsLi0RC5foLOrE1VauuaxJ2fLPHUui9mUpdnaE+Pn9g/w1LkcM8UGXgBThQYSYqGSCcTsrClLv6EzwqWCyXA6hKHKlEyXE8s2A11dPHh4K/V6nXw+Ty6X49S5cWZMFV+P0ZtJsKEjzJmFKpoioSkyhiJR9ny298b5xb84zlp4Q72pIlCzPQp1Gy8QLP3lStAemrd0yBRF4v5hITmjKTL3DiY4tD590xpiK2N0scpkrs66TKSp8dZkxyOIoVFdwfEEa960fRY9G02RUGWROAOEK6Xj+XziG+f5zrkcXhDg+AEyQidNblYxsiREO1MhFcvz6YzpJMMqjhdwdqHCk2eX+Zn7+9E0ja7ubl5ahm9nfQo1C2nRJSqblMoOk26VVCyMYYTQdJ2a5bYRbC3Aw0pJGfHoBM253LVRcGslmnRE47EdXXzx2AJWc6A3nImwrSdK0XQpmy6buqLXrSZvNkxHVGZXqiWENAXT8dtWDSvjdhPNjyLq7Frxhk80a0nQ1Go1jh49iqZpd1zluBW3UtE4jsOJEyeo1WocOnTotmUjbjW5+X7Al0/M88MLAgGlSgE/PDNFl+Hx8Xfto6f78lyoJ2GwsTPKsZkS6ztFW6PheOTrDfaNpOmM3R4xTJIkdg3E+ebpRSqmRGF5kYZload76U9E6a4tr1mxnlus8tlX5jBtj664TtxQmS42cP2Ah5ue83PFBp9+eY6QJiMR4Ps+miqg0m4QkK85bOmJYjQTZyqiYToex2YqHFqfJhqNCkG/RBdfnZviQq6CY5vYF8qE5IC4orBcbrRtdoczYX7QRJOtFbYXYDRdPIumS0wXfjeX7ZOb9wToDsv8f966ji3dt79YzJUaPDma5eh0idlig/5kiKiukI4IqRdDkXA8n6rlMlu02sNtxwtwvQBNCajZkIlq/NS9vXzuyDxPjmYxFImoqmDLPqYrZHT+28/fQyKkUrc9jk6X+H+encIPYK5kocoCNl6xXFE1hFQe297F02M5PndknrCm0J+K0HA8FisW0XiIuu/RqHoEpSIVy2MgobMhVCNXKOF6Aabjc2KmzHAmTDqi4foBBdPl0e2d19Quu14LakdvnKMdZYaa7SxVkfH8gIWysD24U9GbMAhrChXLa2vJgZgPbe+Nrblhe70STWdnJ4qisLi4uOrni4uL9Pb2rnlMb2/vLf3+zcbrnmhu1Oq6csFvtYSGh4ev2ZK5E3GziWblHOTw4cNrkq9uNm410VzM1XnhYoHOmE5YCZifm2cgplKVk5xashhaASqRJIl37+nFdHwmsjWyVZ+w63DPuvSafeVbib1DKaazZZ4+MQGSSmdXD52JMI/u6Oal5y/wqR9Oc6lo05sI8eP39rGrP8HzE3mqlmifCMOxgHzd5qVLJWQJBlNh0fqIaBTqDi3yt+cH2L7P1u4oIU1uJ5lWhJuLf4tLEwQBXzq+wGS+wZaeRHMB8hlfrrHd8EmqNsfnG6iKzN6UwpHp67/XiK60IdZhXWG+ZKGpMoEf4AYCERcA9w0lr5lkzi/VGM/W6IoZ7B1KrLmDf+5igU984zyVhovrBzQcn2zV5qEtnewdSvLD8TyVhtB+my9ZBATEQ4IUW7VcPF+0wCK6TFdM5y9fnOXbo1k8PyDUXCAlSSKqS9Rdn2+PZvnlB4eZyNb52uklqpZHZ0ynbnnMlRrIkkQqrFJyXP7yhRkmsjVOzVWQoK160HIxXapYvHV7F3NFYX62pTPErgy4tSJ/8s1ZLlUlJE8lbwZkazaJkEomqrOlO8o7d1xbf9D3/TXXi7lSA9fzSYVVLjbtryEgX3dYn4lclxAKojVZtVxihnrV83RlrMuEuW8oyQ8n8tQsl5AmZnURXeZtWzquuj7f95sV7q0nmitbWLcauq5z//3389RTT/G+972vfT1PPfUUH/vYx9Y85vDhwzz11FP8i3/xL9o/e/LJJ1fJZN1OvO6J5kbRWvA9z2NsbIzZ2dlVLaG7FTez6LdUoNevX8/GjRtf9XzoVhPNVL5Ow/HpMGxm5hZJppJ0ZDLMlhqcnqvwzl2rdyGdMYNffNMI48s1vvdKhVg8yoM7u4We1KuISqlAsnSBn9rTS6J7AENTWJeJMJ6t8fsnJOxgvt0m+dLxeX7r8a3MFEziocvnncqbjC5UqdkeZ+arxHSVkY4wD2/t4FujWcqmA0GAJHsMpUL82tvW843Ty5Qb7qqdZbHuMJKJtGcmuZrD2HKd7riO2mxbKbLMcCbC0ZkSixUP11Pxg4BTuZZy85VNncshyxKm7XFoXZrlqt3k9ASgyqgBBL6HJEnkalc332qWy29+5RzPThTwmiTT9R1hPvmTOxjJXJ6PNRyPT357gkrDbfJ/JJarFhXL4/mLBR7anGFnX5z5kkUyrDCRNUmFVWq2aKPFQyqm42HawvLatD0ark+p4eD6AVazMiMASRYDmlJDXO/zFwvYrk86rOK6PlVbJDMCUdGlwiqzxQZ/9twMQVPUsuH4bO2Jtgfxni9M0T5yaGjV+//heJyyrrFtSALXYrFYY6pkY7ke+7oNfmJvmkzk2kvSlfJMjufz+aPzPDNeoGIJTbWG6zFbbFCzPRJhlb2DyTaK7spw/YDvjWX54USBasMlGlJ5cEOah7Z0XlNIVBBI++iKabwwWcR0fLb3CgXx3QOJq36/9X2+HTDAnbAI+PjHP84v/MIvsG/fPg4cOMAf/MEfUKvV2ii0D3/4wwwMDPB7v/d7APzzf/7Peetb38p/+A//gXe961389V//NS+//DJ/+qd/+qqu40ci0QC8+OKL+L6/Jqv+bp33WhVNS0pmbm6Oe++9czpht5poFEmiUqmyUKnR09vTfjB9n7bMyloxvlzldNbFyVY5W7zE5u4o793T19wJ3nys5Alt376dwcHBVX/3e98cw3QhHpKRm9VFzfL4v544z3v29FKzXTxfZWy5xvGZEqbjocgyBdPhlekSFculP2nwfzy+hfOzS1xcLHJ410Z+bEsHuiIxXWjw4mQR0/YIazL5uosiyxxYl2pXCa4vVAGuXDjqtselfEMoC/tCaOzynb+SxCitOi4VVvm5A/18+cQihia35xkggRdgeaKXf2X8X9+e4IfjeeSm+oAfCKjsx79whr/5xfvEgg4cmS6zXLVJhdX25iUT0SGwydcdpgoNBlMhfm5/P5mIxr/56hghTcZsKiBoK+61HwT0J8P0JQyGUmHGs3VM20UPawQIMzUkYSUAAqoeD6nEQyoXluuYto8qC6RfEAQsV21MR9wpRRaL9fllgeba0BnBtD00VVplybxcsXhiNMuXTyxSNh0qHRG2dCXYvqGDLZ7LqZkiccXn4thZxkf9thjllfL7V1Y03zuf54mzWVJhlY2dEfI1hxcvCYuIdR1hkOAbZ5ZZqtj868c2XjUfe+LsMn93cpGwrhA3VCoNly805zzvuk6VH9IUHt/VwyPbu3C8gLAmX5dDA9xyRXOnLAI+8IEPsLy8zL/9t/+WhYUF7r33Xr75zW+2N+pTU1OrkuADDzzApz/9aX7rt36L3/zN32Tz5s186UtfelUcGngDJJobVQHFYhGASCTCrl277org5FrRMu26si/caDQ4fvw4ruvelAr0rZ7zZhON67o0li4iuyZGZ3c7yYidrMe9g2u3C354IcdT57IokkRPQsUIaxybLuH78A8PD19l6Xyt8H2fM2fOsLS0tCZPaLpgcmGphiav/Iyl9mL16RdnUBWJ44ZCxXSaKCnB5rccH9MRiK6orhANKTy2JclCwmTvjstJ/R07ukiGVU7MVqg7HkPpEIfWpdm5wkO+M2bQnzS4mDOJ6pfJkueWamKRpak0IIHUFJNcHavvR2/I5bH1GlI1y+aMjiJJIAlSJEC9blP1YN8V7ZqS6fCts8tIktRe8IQajsxkrs5Ll4ocWi/uoe36bdvmVqiKRCIsZlA/f2CA+4cFHN3xBFR3pmgS1WUqlofmB5QtMddMhlQG0yEkYO9ggumCieWKJOR5AT4+m7tjvL0Jp+5JGJxdrLGxM4wkQbnhtJNXPKQxX2qgyoKjE9EVaraH5wdMZOt0RDWWKja7B+JsaSauSsPhvz43zfmletsCY7pgUqw7HF6fJh5SCYdDDA118eDWDqrVKscvLvDFZ6YYz58nGVJ5YF2Ct+/ow3Xddmu6ZU2uK1J7gzRftpqfp9hoZSIaDcfj+GyZV6ZK7fsrrsvlmfE8sZBKT5PnFG8i956ZKPDmTR2rKuW1QlPkqwb/V4bneZe15W4hqtXqHTM9+9jHPnbNVtnTTz991c/e//738/73v/+OnLsVr3uiuVYEQcCFCxeYnJwEBET2tUoycHkHsjLRFAoFjh07RkdHBzt37rzj13OziaZWq3HkyBHSoRD/4C07eWosx7kF4TKoKjJ7h5McWHc1QdRyPF6+VCARUpECFQnx5RpKh7mwXGW6YDLScePE2TJJ8zyPw4cPr2n6JNBOq/XhS6bTJtN5foDt+dQswcZvLfbxkEpIlalaHhIOpuMLwmO9fhWoIKQp/NiWTg6uS7NcsUhFrjZmU2WJx3d28+cvzHAhWyOmq9QcD7spPyOvsH+WJbjeVC6hgmJEOVmQ0E4vMrpYp1iXWK7aqDLEDRXPC+iMqvz03r5Vx2argoejXJHIW94qC81FEmBXf5yoLgbOLVHLIAioWi5D6TAH16fbFZqmyHz44AB//PQkhaZoZdnyUGSJVFhjY1e0vZD2JAzeujnD0ekyjSZE+s3rE/zao9vIVm1miiaJsCZM0goWPQmddERnpiBM41pkSNcLUJugCEmCqiWkbSqWx4F1Kd67u5t/+3fnRLXp+EjA/cMJkuEwF5q+QyXTZbpgMpQOo6syw01m/Vxd4s9PmmSrGmHDYKbh8Nenq1xYHOXBLodQKISu6ySSaUqmg66KmVDN9i4nQcBrPmchTcHzbSay9VWJJluzqTQ8epOrQTDJsMZCySJbtW+YaG4mbleNvVar/ch60awVb8hEY9t2m81+6NAhXnjhhdfE7XJltB6OFmKk1SJ6tdI214ubkb1ZXl7m+PHjDA4OsmXLFmRZZlNPgvNLVWwvYDAVYltvfE3kTt3xRB/fUDAbl38eNUTfvWLdWIGhXC5z5MgRUqkUu3fvvuaXaCQTYSgdYXypQqgJpV3p9xIgeB5eIAiC6YiG5/tiiC9L1GwPVZbY0iMk9pfMte/36EKVl6dK5Os2miwUBw6uEzvlVuwZSPCP3zzCMxMFZgomO+MG1kCcP31mmravNWvrtK2Mqge1nMnFHDw7BdCshBAyOQXTYU9G4sN7DDK6v8rEri8ZIqzJ1B1/VbLx/KDNUWlFZ0znZ/f189+fnyFbtdEUGcfzMVSFX3xg6Ko24MF1aTrepfOdsRxzRWEYd3Akycm5SlthQFOE3lqAxEcOD/G+e3o5cfwo/f1dfO3UEs9PFqnbHoos4OoRTeb0fIWZgtk2GTObm6AWsm2xYpEMqW25nH/7zs3UbYdf+IvjFK7QEHtmosDh9Sk6Yhq5moPt+Yxn64Q1hYPrU2zojBAEAX97fIFszWZdR0vSJUS+7nC+4XMoFBCNKhQKBcbHJ3ArMsfyEiCDJJ6ZoMnUN1ZA+EFUXysjpisYmpi3rQQAmI6HoQqtujsRK3XObiXq9fprMiJ4reJ1TzRXLtitqiGVSvHAAw+gquodddm8leuSJAnbthkdHSWfz9+0lMztxvUqmpbl88TExFU8nZGOyE1VIjFDJRXWyNZsDOmyXH3JdIg0YbPXi8XFRU6cOLEmObbacDEdT1QkmoIiS/zGo5v4Z585St3223wOEHwUSRKcFM/3m3a/giRI03irark0HI8vHF3A9QLe1Hc1sXd8uca3zi7jB0FTij7gxUtFKg2X9+zpXbUgX8mjMG2Pv355nnLDFTOaZrSY9TFDpWJ5bQ5P1fLaw/MguPxe1Cbvw/N8vEDiQhm+OV5nKvsS2zuET0lHRwfpdJqfua+f//78dJtw6QdCkfregcRVRM5fODhIf1JItSyULTZ2Rvnp+3rZN5xa87NZiycykolguQtcKpjNpAebOiM8ur2LiK6gSvDspTrfOV+lI6bRm9BxvIDpYoNkWKXccJFlibiuULeFGGcrgua/ik3pnZ/bP4Aiw29/7QJF0xVVahNN6AfCj+bMQo23bc7QEXU5v1xjU1eED+7vZ2tPDEWWqFku5xZrpMKryb/psMqlvMlMVWLbYJrh4WF83+c7pTM0lvL4nifmTYGED1iuR0iT8QMBb06E1asUorviBrv7E/xwPI8ii8RStTwWyxYPbEjTFXv16iJwe9DmIAj+vqK5WxEEAZcuXeL8+fNs3ryZkZGRy2qrr4Gt8pXRSjRHjx7FMAweeOCBu25CdK1E47ouJ0+epFQqcfDgwbbPw8qwHI/JvInjCZHJTFTHb7andEVGlsVs4PDGDF84Mkep5hHXA5YrFrmazaH1GQZSaysDrCSjXon4M22Ply4VuLBUxXJ9oobK7v4EewaTvGljB//iXpUT9SQvz9SYb5qSaU01Y7hsuGWoQm+s4XqUW34wAZxdrDL6ZJV7+yP84tbV9+bkXAXH81nXTLJRIKzJjGfrzBYbq5BcV0ZYV/i1t63nP373InXLa16D6KX3xHV++l4BBXf9gD99Zqr5+TRFPlfkO98PCFa03EwXliyNRj3B8EiSbtniwoULNBoNDiWSFLbF+eaFWpu5/2ObO/itd2xatbCWGy6vTJXI1Rwe29HFfUPJtpQNCDma74zlyDZtk9+2tYN83eHZiQJl02WkI8yDG4VA5T86PMj5pRoVyyUZ1tjUdZl35Ho+L87UCOsyqWbLUVclhtMhLizVWK46hFRhMnal981KwuW2nijJsMr/+cQ455eqbRVqJJC5nJjLpovd3HAMpcL8wsHBVfM0Rb5s87Ay/KApty9dRm+Zjs98zSesqZj4QIAUBLgeuB6cmi4QNWTSEZ2fu69/Td+ZH9/TQ8PxOLNQY6FsEdIU9g0n+Yl7eu9Yx+J2Eg3cOdTZGyXeEIlm5UK6VtXweiSapaUlfN8nmUyye/fuu8bXWRmyLF9VudXrdY4cOYKu69fUcRtfrvGV4/PMlRp4QUDCUOlLhWg4PvmaTTqicXhDhv0jaQ6MpAkC+MqLNcoNl4gk8fZtXbx929r8Bdd1OXXqFMVicU0y6rMTeY7NlOiO6STCGiXT5fsXsiiKxJ6BJOuSCu88NIStRnn3nzyP7floBEiIRQFJSHiENAVJ8qnaoopotf7UprrwkdkavZrKwf2i1eT6AlQQv6KPHtKE6VnJdIDrS+r85L29hHWFLx5bIFu1iegKh9enALiYE4KcSxVbeNnQVPzlakxaEASXF14JBpIaZU/i+TmLtz22iS1btrRVCt6jZEl5DsfyMolIiLetC7GykFwoN/jP37/ExZzZruCeOJvlFw4Ocv9wkpenivzONy9QrDvtquq/PjuFqsg0HB/H8/GDgL98cYbfePsG7htOrQm7BYEkqzseoSs2UAKs0GonCh2yK7uKhioT1hUsxyOkKnzrzLKo+iRxJ3wfJNHRakvceEHATL5BOqrznt3dV1VxIU3hwEiSvzu1hOv5eE0voobji2rbt/jSmTLBhUm6YhqLlQZBAH0J4Ukk5Kx8FisOO/qjvGlAp1etoS6P8sILU21B0GQyiaIoJMMaH33TcFueKRXWGLmOCvPtxO0mmnq9/veJ5k5GtVrlhRdeIBwOX3MhfTUum7caK0EImqYxNDT0miQZuLqiyWazHD9+/Lq6aWXT4QtHZlmqWAxnIqiKxMnZMt+/kGMkE2GkI8xMweQzL89Qszzetq2LwxsyxK0UhZrF3l0biV1j6GmapjBJU5Q1P5ts1eLCUpW+RAhdlcQQtWZTtRy+M5pti2wGQUB/KsyHDg7yly/MYLmCwt5q3dUaLnFD5fC6FN88m8XQZMHRUMS2WJfA8iVO5zwu5U02dEZQZYlESGWu1KBjRcfI8YSMSlS/8ZdbkgRQ4NHtXU0Jf0HYmymaPD9RYKZoYbke6bBKwXRxvdW6YHD5z61E1BORhXBlSCNbtcnVHHoTBpFIBCMU5r8cqfLN8+LagmyD701N89cvXuKf7ouTznTwJ6+UOT5XJxNR6U+GSIVVposWn31ljg2dEX7/qYsU6g5dMR1JkqiYDtNFMQTviGrIstBbu5g1+eS3J/j42zew7xrGYpoU0J/QmSi4q+DIVcslHlLZ0h1hbKmO5/trvO8Ap+ka5wUBXXEDQ5WJ6wp50yVAfL5KMztLwL2DCX71zSOs74i0jeOujAc2pPn80QVmS1b7hBFd4Z7BOM/MVYmELVJxlclcjYrpYfstqLX4bjRcIbe0rS/Fzz+0XjwTjkOhUCCXy3H27FkcxyGdTrcFQUcyEdZJd2cecjuCmp7nYZrm30vQ3MkwDIOhoSHWrVt3zZ3E7Zif3U7Yts2JEyeo1+scOnSIY8eO3VUjsiujlWhW+urs2LGDgYGBax5zbrHKfNliU1dU7PQ9n0LdaYpABnREdTqiOvOlBj+4kOPAujSxZgWRMqRrJplCocDRo0fp6elh+/bta35ZapaH6fhkohLHZ8osVwRL3nI8jlaKPD0aJcblgewvHBpBVxVemiwwma2zXLOQAtBUhXzN4dvnsgBN3svlXTVc/uNi5bKkyO7+ONMFk+WKRSaqY7lNWfh0mOE12mbLFYvPH53n1HyVsCbz1k0ZHt/VjSrLdKzgEA2mwvzU3hDlhstSxWaxYvHypVJz8Vz9msGK/yYMleGEqLZ8x0dTBNFyrtQgFdY4u1Dhm2eWmzBukCTRLjxZkPiz0YDzy9Ms1wVXpFi320l1U2eEmZLFN08vsVixyES0JinUpmS6+IEYzmerNsmwJlCFEixUbL5/Icf6zsiq97cyHtqYYv5EgcmcSSoiBDvLpseh9Ske3d7JP/7rU+Sq9qpjVFkkF9/x2TUQJ2ooJMMquiLRmzSoNuc5fgC+J6q9mKHwlk3CiuLKwXz7XgYBf3t8kZAms6U7iu0KxFrNFoKVGyMBI2mDaDREkDAYW6pRK7uULRdNFpIzAcJ+eih9uVWmaRrd3d10d3cTBAH1ep1cLkcul2N8fBxd19vVTjqdRlXv3LJ4OxVNtVoF+PsZzZ0MXddv6LHwWrTOWlYD8Xi8LSXzWrfsWqizEydOUCgUOHDgwA1d9mrNVlMLyVSzBY8mqis0nMtJsiOqM1M0WaxYxELqdVWzZ2ZmOHv27A3N2iK6QliTmViusVyx6IobKE2Dr4jmM7ZcY31wOdF0xHQ+fHCIoXSY/9/fjRLWFKK6gqoIXkbJdDFUCbPZZmn1923XR5UgbbCK5b2tN0bN9jgyVWKqYKIpMpu7ojy0ueMqct5MweTXv3iW6YLZfu8vThZ5ZbrMhw/0M7ZsEjcU9o2kMFSZX/rzI7w0W+P+/giqrtMZ13Fcn3LDxfVbYqISYU1AdX3EzOPoko+87BIPWWztjvEXL8xiuR66InN+SZAJNXV1AvWDgGMLFrYLNEESqiwS7rnFKjP5Go4vYVquaCOFxeC8anko0uV0LDeRV4amIEmCT1JuCKb8WokmCAJ290WJxuJ86+wyMwWTIIBHtnXw03v7iBoqv/uerfz+dy4KIU9ZotpwWarabemZj71lmK+cXKLSENcT1hV6YjoF020KuEokQxpbeqKcmqtwcrbCtt4YH9zXT8xYvfzMlhqcW6zSEzdWtUQXyg2m8g2IXEbxSZLErr44ddvDUBUCIGoI9e/ehMHeobW/N5IktTXwhoeHV1krj4+PY5omiUSiTRi9WbO3a8Xt6pwBf986e63jbrfOZmdnOXPmzFVoqtc60XieRz6fbye7mwEfdMZ0ZEnCcsUXriWAWG149CUvf7xWW6VZPPRrAQ9WKh7cjCJ2Z0xnY1eUv3llpnnPAioNscBs74lh+z5FezVsOBHW2mz0REhweVqtlXDTgKwnrrNQtnE9r1kxBCRDKo7v0RO/vGDKksT+kRTbe2Pkaw66KtEdN9bUDvuz56aZahqhtZJQsW7zd6cWeepcliAQC6kqwfIK+ZiX5+pAnU4VNvQnOD1fRZEFhNb1xXURQN50hYU04Dd1ts4tVXlkWydRI0Td9nhhsthUnm7e7wBcT8w/Wn41ehPK7AViNhUgUbZBIuBitoYTSMwUBCQ3CAJW5lNFlvADaNjiWtIRjWzVwvWujWSUJIn7hhLMlhqcma9Qbrh85eQSuZrDPzo8xEhHhN0DgtdjOj6jCxV0VaZuCyuA0/NV+hIGT4xmsVwfRZJwgwBdldg7lCIVVgnrartVZrs+Z+YrvDhZvMpzx2yiEzVl9eenyQJBJpxAL/9dy8k1pMkUmjOrrqjOe/f03LSQZstauWWvbJpm2/7g0qVLyLLcbrFdy+ztenE7iaZer2MYxh2trF7veN3fyc3sFu7Wgu/7PqOjo8zPz68pJXO3rJXXilwux8WLF1FVlf379990X3dLd4wtPTHOzJXpjOvtysYLgvYutuGIXe29Q0n6mgS1KyualhNno9G4acUDSZJ4YGMHL10qMLZUo1h3MFTR9hhMh5nI1VCacGDX82k020khVUaCtjhlqxfvB2LQ/8c/tY1PPTPD85MlPN8nGdYJKWB5Hk+OZvnQgYFVFUvMUK/aHV8Zr0yV0BVp1XFeEGC5AYrstx00J/ONNY/PuvCuvjhnF2ptxeQAmC15NG1WUGSJqCpIsxU7oNLw2gTViK4wlA5zer6C25TEcTy/jeaSoam43ITVe6urzZAmI0ugAXXHp+4ISK/U5PLIkhju+35AwRTPrFOxyVYdFsoWb93cQcP1GUqFeXR7J5moTsnyuZBrcP5Cnb96cUYkf0PI6XzjzDLLVZvfee9WdvXF+f6FvKh4CNBkmZihsrk7wuhija6oThCALssEEsRVlb6ESrGp+HD/8OVnSVdloobKkZky/ckQkiRsCgxVZjAdIhPRyddt+pOXF2fL84kZKqZzmdRquT75ukDlvXljhomcMHbb2Bm54bNwvQiHwwwMDDAwMIDv+5TLZfL5fLvKj8Vi7WonmUze8Ht6O4TNarVKNBq9o6CE1zte90QDNzY/U1UVx1nLIeT2o9FotGcw11pYX4uKZiWsu6+vj1qtdkvDQ12V+cC+Ab57TufUXAXL9XloSydl0yFXtxlbqqFIEtt6Y7zvnr72w7syiVarVY4cOUI0GuXQoUO3tJOK6Arv3t3HV0/M0xnVSUU1DFUhW7WI6ioZVWI8W+ebF6e5lKvhBwHrM2FihkrVckk223ieLxb9t2xKsb4rxqF1ScoNl86oJpSSZY9i0WF0ocr5pRo7+m6tfx3AqpFPEARtnoymCK2qqYJ5jaNF/PkLsygyrCwQVj4drh9QdyGtSshS0JS+d6haHucWq5QaLhI0E4zUJrDqigA2FExH8HGuOK84JiCkydDybEFchyaLv1clMRMxm9VhSJPbendjy3UuZOtEmtXsX700y9u3dvDymI8yOcvFgoUfBO05XxgFQ5E5OVfh1FyF/SMpTsyWOT3vkgyrRAyV4bRwAl2s2JycrzCSCdMZ07Fdof0VMRReuFiktgYJOFu1OTVX5tScULPojRv8zP193DeU5H339IjqM28SNRRqTZWDn7y3l9MXLnGxYKHXBOBjZ1+MBzdmiIdU7rkGsu7VhCzLpFIpUqkUGzZswLbtdrVz+vRpPM9bBSpYaw3xPO+WFd1bieZ/pnhDJJobhaIoNBpr7zRvJ/L5PMeOHaOrq4sdO3Zcc8dxM0z9VxMt87ZcLsf+/ftpNBpUKpVbfp1kWON99/bz6A4Px/NJhFQ8P+DCco1C3WlLkaxUC2jZRreUBoaGhtiyZQsgdMqm8nVkSTDtb+RVs7UnxvxIirMLFSp5sdOOGSoH16WZGFvgB2cLFFwFpbmhuJQz2d0f5+hMuW0YFgAjmTC/cHiYp8eLPHEuT4BER8wgpEoUi0V0RaLmesyXTLZ2R9bUkCqZDuPZOkEgdrepJppq72CCJ0azbZZ8gKggJGgvwFfJnK0V1/kdkRCEynGTRsJMocFYczbTOlQKQJFFwogbgigbM4T6csPx1zyF30J5NRPJ9t4ohbpLxXKRAdP1SegyrumiSaBJHlrgU7BbEGUIawqaIrFQbvA3R+bZEIXOqMr5rIDFL5YtwddpXny2avHrXzgjlAIMYY+syRKDSYPBphurKkttfbgroeZhTdznfN0hE9FwPJ9zi1WOz5ZJGCpbugSoYb7U4L8+O03kIeHq+Q8PDvLcZJGZQoOtPaICe8umDF9tXGJWjTBRdNBkiYFkCOU13PTruk5vby+9vb1CEqhaJZ/Ps7S0xPnz5wmFQm1QQSqVaoOYbtUvqwVt/vuK5jWOO1VZrKwebkZK5nYcL282WtBhWZY5fPgwoVCozd253RBoHrFoqorEtt5r7/olSaJer3Ps2LG20oDnB3zj1CI/HM9Rbe5E0xGNx3f1cnhDZtXxtutzMVfHdn36kgZv29rFpu4Y2aqNLEkMpUOkIzrfesEjW5PoTIeJG0LUsma5LFUs/vGDI5iu4Pps7o6xLhPmc0fmWCxbLJQtqpZHueEyHPXQvAZd3d3USi6GenkD0Eo2kiTx/GSJvzu1SL45Y0lFNB7f2c2bN6b5yOEhTs9XmS01xCzDE5BdWZauiYJaK9IRDVkW+mZXFuGtRFW1PVRZxlBkzjWTzMoQkwaJZFils2kDUHc8uuM6c8UGK/mKLW5O0ESWKZKEocl0xQw6YwbL1SbyrOGwsSuGtVAlHlKRJchVbVxfkBkDJIqmTUxXCAKwHKHKHNIEpNt0faqWh+X5uF7A+LIgldqegyy5SFVIGgpeABM5oYmWCKvk6za7++NM5k0s12+TQSsNAZHe3R9nIltnOldnPGcKZ9Jm6/Dcco3tPTGGMiGOTZf5vW+eJxPVCWkyO/ri/IuH1pFutn89P+C5BZ+LdokAobF2frnOS1Ml/sWPrSceUimZDpbr0xHVuVJT7k6HJEnE43Hi8TgjIyO4rkuxWCSXy3H+/HkajQbJZBLbtjEMY5Uc0Y2iVqv9TyU/Az8iieZOSNC0iIeFQoH9+/eTSqVueMzdap21Kqru7m527NjR3pW/VjMh3/eZnZ2l0Whw8ODB9r04MVviO+eWSYZV+pNRAmChZPHVE/MMpsMMNXexk7k6Xz4+x0yhgR8EJEIqh9ZneHh7Nxs6L5f8JdOh0PDxfJ+YLpKBBER0FVV2KDUc/tEDI+iqjOv7/MenJshWHTZ3x0iGNU7PlVks1nBMeOuOfhaqLt2JEDv7k+i6hud5+L6P53lczJl8/sgsXiDMqWRJYrFi8aXj8/QmDLZ0R/mj9+/ks0fmODVXIaQp9MR1vns+R75uE9UVehMChHCtSBrC2MtQ5fbQvpVcFEkkmgCh39YZ0dBViUr+8vPTJn0Gl2X3Hc+nJx5qu4O6XkCh7qA0fV68JlmyJfkSD4u21kyxQc0SUiuDSYNlVebNmzqYLDSoOz66ImH7l8/cqrBqllBbliTBwPc8l8GUwfnlOpYX4Lg+cyUL2wtEIlJldFXGcn1KDY9E2KfacBlbqpIMa/QnQ7x3dzffOLPMyblKcyYn3ucD69P89H19jC5U+fdPjBMEAemwRsP1CakyuarDRbVOKqKRrTkUTIdk1cFQJS7lG9Qsl4++aQRFlkQbLy8x0KmSiokKwXJ9Ts5W+LtTi5QbLsdnyrh+QH8yxLt3d19TruduhKoKuaHOTgFwaBF0L168yPT0NAsLC6tABWvxBVtxJ5Wb3yjxhkg0N5rRvNoFv2X93GLX3yxy5E63zlb6t2zdupXh4eG7er61wrIsjh49im3bxGKxVQn3xEwJzw/asusS0Jc0OLdY49xChaF0mKrl8vkjsyyULEYyYTRF8DmeGl2mI6azbyTdfq+aDNGwwYVckXkaRCIRIuEwLgrlhsOZ+SpfODrHtl7BxZgtmPQnQ8K3PqSQkCwsBbK2wjfOZpGQuGcgwWzJIh01eP5SkWcm8pi2h+N6zJVsOqIqk7k6UUMhE9G4VGhwdKrIlu4o/akQv/a2DYCw3p0tCJ7K351aYqlirYKDXxkykI4a5Go2uqIR1RXy9csyOhFNwmoiyLqiCq7vUzJXP9MrMVOtlp0sycyUGiCJNtTBkSTfHy/gBwEhVaVmu1iuSAwDKYOHt3bymZfnyDaTURDAVKHB+o4wP7a1g6rt8lcvzlKz/FXfKa2ptmy5Pk3nHMYrEpdqRTKGRFyXKFuwVLWo2m5bndn1A1RfzJFcXwBMGq5HRFd5+9ZO7h2Ik47q/MNDQxydLjG2VENVJHb0xtkzEEdT5DYKcFdfnKWqzVTBFAi7QGa56jTvvUfMUFBkAdGvWh7PThR5eFsXm7qinJkv4/gCtdgKQ5VRFYnPvDxHVFfoiOlEVZmJbI3/95lpwqrCzv7Xh4sSiUSIRCIsLi7S399PKBQil8sxNTXFmTNniMfjbVBBIpFY1QK+EzbOb7R4QySaG8WrSTRLS0ucOHFildrxrZz3TsGqPc/jzJkzLC8vX1Ocs+WBc7eiVCpx9OhR0uk0IyMjXLx4cdXf1ywPXV1d3gvNN8EW9/2A80tV5ktWm50PwvOlanm8fKnIvpF028dHk+HH9qxnrjGD5drojsN0qcqlMljIbOmMML5UZWypRl8yhNsUfmw0GiwtLbGxK0a4oXBitkIAxEIqr0yXGF2ssrk7yrlF4SkjS0L2XWilhdAUiaWqTb7moCkShbqFbdsikQfwmVfm+fZolpot+C07e2PNmVa9jYJbCfra2aXjSCqWK3xZCqYroMWSqF5kScL2RUtrY1ziUsXH9j0GUyFKTZZ8K/wVw/r1HWEG0yGyNYcDI2k2dkXoT4bI111OzVeoO4JV3hlT2NEbJawpfHcshx/QvvetCsn1A1JhjV96YJiYofJ//3CqaQgntZFvtteCCF/WKgskhYVGQEiBB/sgKll8bUbB9QI832vPslqQ42RIpT9k8M6d3Ywv1/n1vx2larls6oryM/f18ZHDwlWzZDpczJmEVJmK5eJ4AvLcGdVZqoi2qCpL2J5P3RLQ7hb0PKwplBsuc6UGSxVBRm5/La5oP9Vtj1LDZXtvrN22ixkKEzmTp8ayr1uiaYXneaiqSjqdbn/nLctqgwpOnjwpKr10mkQigeM4d8z07MrI5/P803/6T/nqV7+KLMv81E/9FH/4h394zeopn8/z27/92zzxxBNMTU3R1dXF+973Pj7xiU/ckN93ZfzIJJpbXfBXSsns3r2b3t7eGx+0xnnvRIXRaDQ4evQoIBzsrjUcvJuts/n5eU6dOsXGjRtZv3492Wz2qnNt7Ipyer7Slq4H0TqbKZj84IKQoNdUGT/wr5Kqj+gKxbqD7/vtfyRJYt+6NM9MFPjaqSrlhosmi4H09g6FPqOBnS8jawajJR1V0bm4WCTiVunoyBCORPnupQUUSWJDZwS5WflOFxs8PZZjQ2eYdMTA9oQVsen4WK5PVzyM7wfk6zaqJDHSEW0n8c8fmecLRxeIaAodUY2G4/Od81nyNRddkZBliQAJv1ndDGdC9KQjVCyPyZxAQt0zEMfxwVAkLizVUFWZuCEUq8fmi5StgKiuoKtCoHOhcnU7rieuM9IRIQDet6eXt2wWnKXpgommyiTDKl0xkSSimsToYp1C3W5WNyLRhHWFnrhBWJXI1l2+cXqJTd1R3rIpQ0ST+dqZJbZ3RZkuWpxbqlI2XfxAIqzJpCMaC0UxV/EC8AOJREcPc4UaflBpa7iBhBMIBJ2uSlwq1FEkiRMzFbI1u/0+j06XOLdY5V8+spGa7fHsRIFSQ9zTzqiOrgp7a12V6UuGyFWFW6gqC7O7eEhdBT3XFYmG67eRedt6Imhy0PToEb9nucIgL6Yrq6T+JUmALCZz10cRvhaxFo/GMAz6+vro6+sT6MdKhVwux/PPP8+v/Mqv0NfXRzqd5lvf+hZvectb1vR7up34uZ/7Oebn53nyySdxHIePfOQj/PIv/zKf/vSn1/z9ubk55ubm+OQnP8mOHTu4dOkSv/qrv8rc3Byf//znb+ncb4hEc6Mh2a1K0KyUkjl8+PBt9zvvxMLfsj3o7Oy8LsKtdb473TprJdxLly5xzz330N0txDNbqLOVsW8kzfFZ0f5IR1QKNYexpSqJkEpHRCdbtZkvNyibDiOZSJv8CVA0He4fTrWTTGtA/62TC3z5xEJz+Cw1FwfI2wZqKEokJBFXPOqlGrGgjNOQWJY07KpLOV/Ecn1SYY2KJaqPkCajyDKOL8iBIGThNVlGU3yWqza6IpQcG7ZLKqKzezCFYRhUGw5PjRUIaQqZqGjBaIbwuBfw58tCkq1YrtiossR8ycL1A4qmqB7euinDr799A189tcT3z+eYypvkag6WIyosy/WZKTSuCVLLRDQUGTZ1xbiv6cbpBwGvTJXIhFXG/ICJrLnm8UEgqhOv4RLVFTRFo9Jw+e5YlpNzFQxVZiAVYiQdZiLfIB1WuXcgQd50GVuskonqlBsOln8ZCed7wgtGlS/Pc4Ir3EXxfSo1k1RYY6boIEkCSNGSvVkoW/yXH1yiK6YTD6mMZMJYrs90sYHt+kzmTLxmJShJEl1xnffs6ubbo1nydYe6I8AEni8SStxQ206d27sj7EoHXDJdcjUhsRQEsKEzQqHurNocgVB3Hk7fGqz4bsSNCJuSJJFIJEgkEqxfv56HH36Y3/iN3+DMmTP88i//MktLSzz88MN8+ctfflWai2fPnuWb3/wmL730Evv27QPgj//4j3n88cf55Cc/ucp2pBW7du3iC1/4Qvv/N27cyO/8zu/woQ99CNd1b4kG8YZINDeKW6ksSqUSx44dI5FItP1sXovzrhXT09OMjo7eUMqlFXe6ommpYpfLZQ4ePLhKO2mtNl1HTOcXDo3wzHiO03NlKg0xMzm8PoPRTCphTeboTJlzi1UGkiE0RSZbE26E+4YTq5KM5Xr86Q8u4XoBmaiAspZMh0rDZWypRtVy8XzhWx/4LsNRhR/b3kO1bjKXr2LbLvgy1YaN5XooTaIggZgyrLydkiSUnhuex2zJarbvAoqmy69++jj7RtI8vrObmu0RM9T2lzYILreFgtYUG0C6DAueL1lIEmiyhCRLhBSJJ0ezRDSFDx0coCeu80ffnaQ3aSA5ASVbour41Gy3TeZs3/fmy5ctj5+8t5+hdKi9k680XBYqFq/MlJnKXztJtcILBLKs1YbaPZBo85MuLNfYO5hgW0/AmYUqEUXmwY0Z/p+yJRQGrnjMJC4nMFWGsCpjez5+c6AT1mWimsK+wTAT2VqzNSpRqtuEFYiFdWKGymTepDOmC1dUQNUVUmGVk7M2ibDatK4Q7ywd1nh0eyeFusszE3k8P6Bui3adpsi8bWsHvQnxOg3HxVBA8cUMpz9l8NiObg6uS/EfnprgUt5kIBVCkyVyTafRN2+6vrLFygiCgOlCg/lyg5iusqUnepWM0e3ErRI2Ozo6CIfDvPe97+V3f/d3GR0d5cSJE69a2Pe5554jlUq1kwzAww8/jCzLvPDCC/zET/zETb1OqVQikUjc8rr6I5VobgQRbLF3W+2hV4tDv91E4/s+Z8+eZWFhgfvvv59MJnPjg7jstXE7iq9Xxkp7gcOHD1+FclmrogFh9/uTe/t5ZHsX/+m7E+iq3E4yAJmoTl/SYGNXlGLdoeF6bOmO8qYNaYH2aiYZgPHlOrmaQ1iTxYJFgGn77TlFtuaIxd0PMFTo7e5ksibz6PZ1/HRnlD/9/jiTZo5Kw0NzHTxZIu84BMjt4TQIR0i3KXkf0RVSIZX5ioUXgOv4LJRtnjyzzJn5CpoiN11G1fZ9SIQ0lquOUCpAJAOpifQSiCsPXZZx/ABDkiiYLnXH58snF5kvW2zriRLRFQZTBrm8haQoeEhUrGtvGi5m63SukMMBoSxQrDtcWK7f9Odse0LZ4M2bOtuM+Jihko5ozJUsPvqmYX7yXpGUf9Bk96+FeQia7zsIBBHUDnxhc60IWLXl+AynwsTjcTKuilIqIssC5l6qW/hOg5or43sQUQI83ydfdynWHWaLJg3XZ0dfjN5ECD8IkIHxbJ0j02V+/uAAlutxYVnA5TVFYld/nJ8/MAiIBPxrXxzjzIKMotSQJYmS5RIz8jy4McNH3zTMX7www0yx0Z5V/fg9vbxp49Vz0LWi4Xh8+uU5jkyVhLOrIrEuE+bDBwfbSMvbjdtx2GzNaCRJYvv27Wzfvv1VXQPAwsJCu5vRClVVyWQyLCws3NRrZLNZPvGJT/DLv/zLt3z+N0SiuZnWGVwerF0ZKxf2vXv3tiGGrzZup5W1UnHggQceuKX+6p1KNPl8nqNHj9LX18e2bdvWfK0bAQ8MVSGkKZjO6vfveAEhVeHhbd0MpUM0HJeoJreN4q78LF3fx7VAkX1h5+z7bSiw5/sEvigiYmGDwUwU2w04Ml0Si5sv8+iOPp4cXaZmCSdM1/MJKR57MwGTVZNsxUJVhQOkLElENJnFir2KvW+7Pp4fMFtscP9wksmcSa7pZdNwBcl1IBVisWwJ7TECJFkirslIiIrLlcSMwm+SFnVZCGqars+3z4nWj+P5NEwfXVMo1NeeKbaSrNScTQSBACHMFBukI9pVBmNrRSshBEA6otAdC7Grb3V72FCFP43t+cRUFcvx+E/fm8Tybvz6LRWFIAjaCDUJqa00YKhSU59N3GQbBRMZF5+BGEwv5phazFN2FVRVJWd6OK5PoebQmwg1lbmFVE+u5tCfDPEvH93E6fkKxbpDZ0xne2+snYQ/9YNJzi7V0WWJZERo5dVsnxcvlfjBeI6fuKeP3358C2NLNRqux7rMtW0I1opvnV3m+xfydMd0ehMGtudzfrnOX7www//+yMbbrmxaSuy3I6p5s+3+f/Wv/hX//t//++v+ztmzZ2/p/GtFuVzmXe96Fzt27ODf/bt/d8vHvyESzY2i9UGtlWhag/YgCG55Yb+Z895KK6tYLHL06FE6OjrYuXPnLT9grd9/Ne2zVrtu27ZtDA0NXfP3bpRodFVmz2CSb51ZbGuJOZ7PVL7OYCbMSCaMIgVUXJ/pqk0qqrddGlsxla8R1hSKpkNUUUSLrInx1RQJFZ+QoeAh5FIUSSIWkriwVGe5YjGZq7OlJ8o7dnQxXWhQboiqY+9gggODYf7i+RkmcnUcy8GQJBJhMcNZbumHSS13RjH/MB0hOfNTe3t5cjTLctXCUBXevLmDj75phFemijx5dhnbC3hwY4bHtnfxVy/N8Ncvz5GJqNQsj7rjidcloCumkTRkzi85+H5TGJOAvOm10V3Xit19Aun2O9+6wCtTpbYOXOwmyKOtl44ZCvuGBcqvaLqrrLjzdYf1mXCbjHpuqcZ04frqGq3XVWVBZPWbfJu4IcAJDcejULeZKVpkIirZmtMWBi15Hjv74vziA4P85QuzXMrXiCkBrmPhOT4KMvmqyXJZoScZaR/X12yNGarMfWsoLpuOx7MXi8iAoYhNqapIRA2JcsPlmQsFfuKePnRVvspI7WbCcn2emygSN1SSzefXUBWG0yEmcyZji7XbRq61Nqm3o3V2s4nm13/91/mH//AfXvd3NmzYQG9vL0tLS6t+7rou+Xz+hkCpSqXCO97xDuLxOH/7t397y5I68COSaFrtmCuri1wux/Hjx+nu7mb79u235WR3vbiV1lmrbXelDfWtxMqK5lZjpUDozbTrWq0zzw84PVfm9HwZ0/HY2BXjnoEkqYjGAxsy5GtCl2qu1ECWoD8d4t27erFdl++MLnN6vorp+ER1hT2DCR7a0oGhKpyZL/PlE4v0JAyqTUl7f0Viy+g+vqyhqQLKGtUVYiGFYzNllipCYj8IAiaydTIRnR19MQxV4cJylYFUiG+cK5OIx3i0vwPbdfn++SyFugP+ZeHF1unkprK06wVULJetPTEe2JDB9QPSEa1tYf3OnT28c2fPytvEL71phMmcybGZElVbkB1dX4hPrsuEydcdCGBbd5jlmkuuLORg2veZtVVrao7Hr3/xDJM5k86YRmdUw3J9Fis2RtPq+lqpSkIszAdGUmztjdIV1TkxW6Fue4SbSsYRXWH/unSbw+L5gXChbN2b6zwbQQAdTc8bTZboSxpNzx6NybzJUsUirCkMZcJ0RnViuoIfBOzoi/OmDRmOz1ZYrtqoqowRlujNyMyVTAp1h8mFItVyiZqv0pcMs3fg+jDeasPF9YMrUc2iKm7aaL+aaDgepiPu28rQFcEhqqyh1Xaz0foe307r7Ga9aLq6uq4SA14rDh8+TLFY5JVXXuH+++8H4Dvf+Q6+73Pw4MFrHlcul3nssccwDIOvfOUrtyyn04o3RKK5mUV5pTrASmOwG+3cX03czHB+5QJ/M9L614tW6+lWE41t2xw7dgzbtm9JednzfL55WkjOBIGoMs7MVTk1W+aD+wfJRHV+am8/+9elyVZtwprMhs4Imgx/d3KBZyeK9CQMOmI65YbL98/nkGV4cGMHT5xdJl9z2NARae8OF8oNLMdDIyAUCtFwheWypgjJkblig5m8ya7+OHuHkvjNRDNTNHF9n4Shsa4zQt3xqTRcNjUdPMO6wsH1nXx7dBkLkCS33VqSEH9odYwShsr3zudIhjXevrWrnWSuDMfzeWY8z7MTeXw/YGtPjPHlGiXTZX1HmM3dMcKazHSxgaZIbO2Js9+QeGWsRsE3ODJntpUACFYv7GFV2DhM5kpCtTgVQpIkQppCd1woIS9X7VVtNEkSagMBMJAKsaMvxtbuKHsGk/TEdQbTYY7PlKnZHlt7Ytw/nGQkE2ZsqUa2aiNJgWgVOvY1k4yhioqq3BCWE11xnc6oho8gl/6TN4/wg/E8Xz+9xFAqTE/CaM+FlioWVjPBbu6Ksliy6EsJTlNYU1iqWPzwQh5ZltBCMptDPvelG5w48hKzyRhdnZ10dHRc5f+Simj0JwyyFQsnuGzObTpihnRwXeqGz/r1ImaodMd1LuXNdkUDCJtzXWmDEW4nPM9bU4/vRnE3JGi2b9/OO97xDj760Y/yqU99Csdx+NjHPsbP/uzPthFns7OzvP3tb+cv/uIvOHDgAOVymUcffZR6vc5f/dVfUS6XKZfLgEhwt7Kxf0MkmpuJVnWx0sP+ZqVkXu05rxWWZXHs2DFc173pBf5GcavIs5byciwW47777rtpNIgsy2QbAWMX82Qielt80muSMl++VOTRHd3IssS6jggjmXCbiJmtNDgzX6UnYbTbNR1RHT8IOD5doStqUDJdumI6ju8T1hS2dkdQ3DrLtYBIJERXPETD8Qk3HDqbMvNF06UvGeLeoSSKLHHfUJKOmM65hSoSEo/t6OKeoSR//tw0kaZuWiu6EwabuqNtVNvlkHCbK2uXEdBHnrifoFzR+eEFicF0iLPzFY7NlNFVmcPr02zujvL5I3N8ezSLqkiENOG/sr4jgirL1GyXquVSNAPKDY/OmMFAUmd66hLbu0N09fQxUZii3HCv0jmTJLD9AMv12jDo5ardtm8IqTLlhoDrrqyGWrI1n/nIXhJhjUu5Os9OFPh/n5miUHdoOF7bU6dme/zZc9MYqkx33KArqpI3XeTr7OfSYRUvCIgaKrYXENEVYrqK6Qhfm/fs7qE3GWL/SIpXpkt4QUDRdDi3WOVCtk654bKrP87FnMlIJswLqrA1aEHgY4bKnoE4D23pZEt3lCPTJb58YpHZgkxY9XmwP8c98SlURW4z5js6OtA0jZ+8t5fJbI2i6QuuFkKpekdvnPft6bn2m7qJUGSJh7d18t+fn+FSvk4qLLhV5YbLmzelGVnDqfVm43a8aIIgoFar3RV3zf/xP/4HH/vYx3j729/eJmz+0R/9UfvvHcfh3Llz1OsCjHLkyBFeeOEFADZt2rTqtS5evMi6detu+tw/UommVqtx6tQpDMNY08P+bpzzWommxbJPpVLcf//9d8yk6FYSTUv1YGRkhE2bNt1Su06SJHINibrqMZS5nCAVWaCwzsxXeHSHQKm0EkzrumqOj+n4dFwxcI0bKksVi3z9MjFvKm/iOB7VcgGQ6etI8PC2TrxAtH929MXpSxiYjk+2avPipWKbD6EqMhs7o4RUsdN/6xYB8uhJ6Exka6vO7flCMXp9JsxQKszRGTH38PwALwjojhv8wsEBfLtBtVrFq2Z5ZX6RZ85OM1EWnBFJkvj0SzM8vrObsaUaqYjaluPpiumMLdXQZAHrXShbDGfC/PieXorVOkdHxxnoTJDKdHNktsK+4SQXsnWm8uaqZBM0q6tC/bJiwHzZIkBwa0zHo243BT9XfJ5BEFBuuExk62zqjvI3R+ZZqgjRzNHFGrbrIcsSZnNArwhHAeZKFiOZEHNFC9vzUWRWiXZKQCosyJKeK5CdUUPlp/f2Cs8aUwiU5mo2R6aKHJ8tc25ROKo2XF9YFSgSuipzbqHKb35llP/j3VvZN5zklakSCyXx3mRZGKE9sCHNl08s8l9+cIla06bBCwI+W3Exd/Xzqwc7V0m1JBIJNmUy/NyeBF8/m6cm6aiyxIF1Kf7Jm4U1+KuNAyMpAL49mmWpYhPWFd62tYPHdnS9KuTq7XjRwN2ToMlkMtckZwKsW7du1dz2oYceumNKJW+IRHMzH6bv+5w5c4aRkRE2b978quG/NxOtgfmVKLCWI+edglFfec4bJZogCLh48SLj4+Ps2rWLvr6+2zqPuOzgKti4HwSoK7glLWh567hUWCeiy1QabnshBgFDjegqA6kQuiKRihm4js3YzDKqZmBEQhxYl+LDh4bXVNftSRicX64xX7LoSwqnzJrl0nA8NndfHo7uG0lzYrbCpXydnrgwLJsrNYjqMoau8MhwijdtzDC6KNjwF3N1tvVEiBoaGBrxeJx0ZxfnzyxxfrlGRAlQJeFxYtoKnzsyR29CtKcmc3WKTULgpbyJ7fqENDGTyFZt3rstzkR+HqMrg6VF+dsTi+RrNiFVQZNl9gwk2NUf569fmsUNLvNoVmIF/CAgX7PJVi0k0ey7kirZjplig+WazWLFYkNHhKcv5JAlSIRVliqXPZtadtO+LxBUEU0mHlLbUjCFmkNEAV9WBBrQ85BkYaq2sy/O++7p5cXJIt+fqVCxhI/OQsViuWKzriOMrkiMLdUgAEUW7T9dkZgrWXz5xAK/9rYNbOiMcClv4gcB6zIRNnZFsF2fz7w81xYE1VdwiL52Zpn33dvL9ubu2bIscrkcuVyOYXL8oy0BWtxgqKeDkf7u2xpKrxWSJHFwXZp9wykqDZeQJhPSXn0Cu52KBi7bBPzPFG+IRHO9CIKA8+fPY5omw8PDbN269TU790oUWCsBtKyO13LkvBNxo0TjeV5bhfrAgQO3rDm08jzdoYCCrLJYsehNhPD8gPmSyWTOZF1HhGrDIaRKq0iYIPrmuwcS/OBCHj8Q6KdKw6VgOjy8tYvN3VG29sR49tw8jXKenYMd2LJQKH7vnr5VScb1fSSE/XTMUHnThgzPTOS5mDMhCDBUATLY3H15h7epK8r77+vnydFlFiuWMHbriTGUFjMJSZKIGir3Diap2x6u5zcRUgGm7TGZNxlfrjGea+Ajk4yHkCWBwpEdh8Wqy3yhSr5Sp+6KhUgAAcQQOqIrBEFAtmrx2393nv/2wW109fTwn783SbXhsrEzQlgX5MTposkPx/OXRcmasbItpjZbaK4fENXlVWi5KxPOuo4Iz10sENWFf03dFmz6VuWxMvzgMgxaaTL+AwLCmopj+DRsj6G0wWLZwgcSusr+kST/7KH15Go23z6XRZFhY2eYybzJxWxNyPx4oh0qZHBUbNfH8QIMVeiUHZ0uo8oSW3tibO2JYbk+Y4tVnp0okK85ZKs2isQq2ZiYoVBsuHz/Qp7tTXsLwzDo7++nv7+f2dlZZmdn6eiIklucZWr8HIlEom3DfOVs53ZCkaV2C/lOxO1waBzHwbKsv080r2XYtt22F06n06/5zV8Jq/Z9vz1wP3To0F1TV70ed6cF5ZYkicOHD9+yf/nKkCSJlAE/tr6D757Pc3K2zHS+zlJzV52tWLx4Mc/PHxjgwPrMVV/it23tRJUljjdRYhFd5eGtXbxpUwYJWK+VmZKLuIN9qKEwfXGDvcMpqpbLv/3qKC9PFQkC6IzpbOmKcv9Iijdv6mB9Z4SuuM5ssdFWFOhJiOqmZDo0HJ9EWGXvUJIdfTEWyhaqLNGbCHFhucb5JWG1nK3aTGTrVC2H5apDIqRybKbMfLFB0XRIhDUhieN4FOsO6aiGrol/QnYDCChaLjG1idjymxUeotUj+T4qAQVHYdGL0BnAidky6ahGWFebn6VEXzLEselSm6S40gCtFa4n0FMJQ6EnYQg/mJwpZFWkFplSYmNnhEPrhcHchSWPZFhtOm0Kd9K1oq1FiWjZKZLg74RUGTnw+JePbEBVZDRZErOmlEAVPTuRp2y6rO8M89zFIhPZepuAmq85SIjEFlLFz1rmZ44frPL3ydVs/ubIPBPZOn4Q0LA9AQO/wrHMa94fv1mdVi2PTERr82GCQABINm7cyMaNG1dVO9PT00iS1J7r3EiG/7WK26loqtUqwF2Z0bye8YZNNK0ZSDKZ5PDhw5w6dequS+hfGa3FtVQqcebMGZLJ5C0N3G8nrsVvKZVKHDlyhI6ODnbt2vWqW4et93ZgJMn67gR//N1xFsoCOaRIUAwCijMOv1+1+T/eo7O1Z/WDb6gKj2zv5tD6DJWmJXPUEJp0J0+eolQq8eFH92OEI7h+QEiVOTFb5je+eIaS6TbtjAPmSw1yTQ21qbzJRx4YImaobO25vKmo2S4vXCwwvlzHcn3iIYU9AwnuGUwysmK+tK4jzEhHmKPTJeaKFmL/HtAR1UhFNDHHUCTuH07SkwgR1mTBYXE9Go5CVFewXb9ZXQm0lY+EG/gEiHkCQUC9YaPLoKkKDU+0fezm+1lJ7guCgKWymI2Im96sUFYkG0VqclYC0baSJYnt/TFcP2Cq0GhXNvcOxvmdd2+BIOC+wQTHZyrULJdMVGO2eGP3Wcv10VWJqK6IWY7rsz0Fh9avDYP3mkzNmWKDqYKJ6awN2a40W2BVy2Ou1MBpAgm+dz7HWzZlePLsMucXa6Ldpsq4ns/JuYpAdWkKqiIcOk3bJ6wrLJYt/tPTk5iuT8xQuG8oyeM7u9sire3nb0W14/s+5XL5qtnOnax2biduJ9G0BvF/bxNwF+LKh6DFSdm0aRPr1q1DkqQ7Ktl/K9clSRLHjx9nw4YNbNiw4a4/sGu1zubm5jh9+vSq+/Fqo/UaQSDY9qdmyzieT0RXCKkylucjBQHLFYsvH1/kNx5Z21o2HlLbFr6WZXH8+HEADh482N5Vttrdf/asQGKFNAkvkIhpMq4XsFSx2DOQ4NhMiW+eNti/Lk1fwsDxAiZzNZ44u8xUwWRTZ5TehEHRdPje+Ry6stpvRCS/Li4s13B9k3REJJiRTISQKvPk6BIVy+P0vGifDaXDJMN18nUbqW7TcBRsL2B3fxzb9YmFFHRFeLicW6zi+gFBILWH6b7no8oBXnaSgtHFcFLn1EKdZEgVTqK2x2LFIqqrDKU0LizXhCryivunyJKwRwD8psilKsvcO5Qkoiu8a3cPD21KM5AULo2u67KjJ8xj2zM8faFA3FDQVAnTWZ0AWn+WEAl4qWITBEFb8bgzovHY8LUHvUPpEGFNYSJbw/UEB6dli4BEuzrzAmg4PqZjCWUGXaHacPjkUxOUTIexpTpdcb1tI64qMg9uTPPtczlKDbetAq4rEn0Jg8WKxVAmQo+uUDIdvjuWE6CR6LXVMmRZJpVKkUqlCHUMcGqmwHi5Qn6hzNTUNLL8+lQ7twMGqNVqhMPhO84JfL3jDZFooMXrEJ4ti4uLV3FSblXB+dVGEASMjY0RBAGbN2++JSjfq4mVrbPWNUxPT9/xmVAriRbrNv/1mRnmyw28JtlEasJSa00/+tmiScl0r9u/rlarbRTeWirVDcfj5FyFsCZju0LhWEJClcF0A84uVKjZHp99ZZYXLxVZl4kQ1RXGszVGF2oYmtj57uiN0x03cP2Ak3NltvZG25ImAImQRkdUZ/9Iio6Y3h42L5QbnJ6rYnk+uiK87E/PVzgwkmK6IN5fSFMYyRikwxpz5QaFusPWnhiqLJOrWsw13TdlWcJrViX7R1JsGsiQzWZZR4FTjsq5OYtERKdk+diuz67+BPcOxkmENSZzdfI1u83rsVdIwsgrZjL5mkM6qvOOnT30J0U7a6UFw6PbOtk7EGeq0MD2fD57ZIHnLpba3KGm7Cj7R5J86md38cPxAk+MClLrrv44bx0OUZwdv+bnOZIJc3BdilNzFRzPbys6tBJDywdIV4VltarKZCJa2657oWzxt8cWGEiHiOirn5v+VJj7hxIYmkKuZhPWFHb2xZnM1emOG+2NSzqiUTAdvnZqiWq/xGD02okxCAKeOLvM108vU27C2yO6wls2buThDRGKhfyqaqeVeBKJxF3bPN7OjKZarbZ1zv5nijdMojFNc5Vny5VSMoqi4DhXDzzvRqycDem6ftsD99uJVkXjui7Hjx+nVqtx6NChuzOfkmS+fnqZ8aUahiJT9wUbvW57ol8eCJhsLKSuiRIr1G3mSxbFYpHC9AW2bRxmw4YNZGs2n3npEk+P5QgIeHBjB++/r69pExAgyRCs2DP4vrAvNjSF/mSYZEjj6fNZVFnmwHCCREiQB/N1wdtIRTRihkLVcrFcH1Vf/WXuiOqM12vtJBMEAd89l8X2fCKajKrIqLJE3fZ4YbLIjt4Yw5mwmOGUGpyUBFy34fqcmC2TNBTKdZuwCqoiUFpRXWFbT4yNPTFS3f2MjIxwzz0u287N8ncn5rmwXCcUBPREVDanBJbs0PoU23tjfOvMEosVuymXDyAEQv0AlqsORk60T96z+3KSAfFsrFSP6M9o9KYi+L5PSJNZLNtcKjYIAlAQRmKH1qcIkHjL5o625w0IPbzydRZBSZJ4fGc3hbrDnz07jeM5yM37EgQBDgG6KgiNNctloEk6bUU8pJKvO2ztjZGt2m1iJ0C2ajOUjvCxt46AJCFLMF1o8H//8BJRowXACRjP1pku1DGdALcBmbCE0Vni/uGrv48Xlut85eQSqixmWSB4Wd8ey7GhK8r+FbOdfD5PLpdjZmbmrs52bqd19j+juya8QRKN7/u88MILdHZ2sn379jV3AYqi0GjcuBf9aqNSqXDkyBHi8TiHDx/mueeee00rKVmWaTQaPP/88xiGweHDh+8YjPPKyNsSE5UamajGTFECO8B2RYukYokddiqss2cg0d5lgli4X5kq8sJkkdmlAsVigfX93QyHuig3XH7986cZz9bRFIF0+uLROV6eKnJofZonzi4T0hQsfFxfoJWQQNdkEiGV7rhBRFdQJIm67eIh2kvzZYtSXZib9SQMooZKKqytQi61YmdfnIlsjYVyg46oTqHuMFVsENFVkmGB1hKqxyLZ1GxPqD/bwk64bgsxSl2RcFyfqGHTG9e4b30nGzojBIjF0fYCFksNarZHMqyhqipv3jnCm3eOCLTkbI5Pff8iU9kSkewyhmGg6GGkFU4vsiTgzC2hUcsVmmEPburgwY3XlhFqfUcURUCtzy422DuU5OFtnUJbzhDJdCZvMpmtsr4zCpLEZM5kptjArFYoVALCs2XCmsL6jvBV4pGKLPHBff3kazZfPL5A2RRQc0miOcdSeNeuLr54bBHHD4QPUDMc10dTZd62uYOvn1nmwnKNuKE2teIESXKlLXM6ohHVVcrNynmpajNbagASXTGNdSmPshXw1Lksg6kQPVcw9k/OlalZ7ioYfDqi8f9n77/D5MqrO3/8dWPlqq7OWa1Wt1o5p5lhYBJpBmaAAYPhCzY29i5rosMueB3Wa3sX765tHLDNstgGDNgGbNIAwwyTmKzUylJLnXOlrq588++PW1XqllpSqyXNaObH+3n6eUY1VXVv3fA595zzPu/3XEHn8HiG3eVZmYWmYwt7O+Pj44sslq9HtnMtgeZnGc0NgCiK7Nu377IsqpeiRzMzM8OxY8dYvXo1a9asqfaGXspAY5omw8PDdHR00NfXd0PnhUqWwFSmRMlyZyHUiuKv7SA6NnUBhdf01HJ33+KS3WiqyFNnk+Tm5/AbOfrWdZK1JJ44m0CVxLI+mVJlFlm2w1iqyK2ro/Q1BTkby+E4DiXLXXD9qkRIlVnfHCTklTEtV2AyqzkICAwmXHVjATfI/dOLJZeGe2f3orJZBb2NAe5Z18CLI2km0mXZG9HtH/jKboyG5SpJlwyb5rCHIxMZBATmi6ZbFrOdcj/FwSMprG0OEfIqi85Hpqjj90iEvRffRoIgsLa9nnfsEfjxqTjpgk5O17AyGn6MMgmAsv6YUO1hNIQ8/Nc3r72q86ibNumiScSvEPIpBLwyAi4tfdrWmS8aFDWd7x+Pc3AiS9GwmUjlyRQMOqeHaAh56Kz18Y5tzYsyKHB9YX7tdV3s6IjwL4emXPtsB7a2hXjT+gbqgipPnE0xm9FoCXuQJZGSYZHTLd68sYE9q6PUBlX2j6aZTJdYVetjZ2fkIgHMppDKtvYQPz03h1FW2i4ZFqossarOh+LkaQhIpEoGQ8nCRYGmaNhLLs6y5Co5LIWFvZ3LZTuVjOdqsx3Lsq6aGfqzjOYGw+fzXXZ+5Eb2aCqzOqOjo2zZsoWmpvOyFjfC9fJS+zA2NkY6naahoeG6eFBcCmPJAv0TafbHRc7EskR9Ep0RL2lNIqtZpIsGtX6Vj96xmrvW1RNQF18mA7MZJqZnafTadK7pRlUUAsDZWJ5z8Xkc3IFP10jLNc9yHIczszn+9ue38PhAglPT2aoy8KNnEpQMV4pFFkUaQyqS6H7+5HSWqXTJbT7jlCXyHfonMosm5xdCEAS2tkfobQySyrsOmVMZjSMTGUJel3XlEQVyORNVFumIejk0Pk9BN8sWxpWmutuYmM2ZJIfnODOT402bGqn1q2Q1k/miwZ1r6xeVhS7Ea3rqWFXn51wsj27ZtNf4GJjN8oc/PIsquqw4HJdtptkCvfVe/q1/itFksWpmtntVTdU/p4J4VuPpwRSZkqu9JolwZCJDVnNlb9qjXlbV+vAoMtGgj2MzBZ4cnMOnSJimRVF3JWlyukm3189QosC3Ds/wH2/vvCizUSRxUektr5v8zVOj/O3To8zlDXTLVQgo6BZeRcKriGxvD/NL+1wNwp6GAD0Nl188BUHgLZub8CoSB8fmyWkmqiSysTlId52feCyHJImAULV3XoiuWp8r72Pa1aBt2g6aYS1iMF4OF2Y7FYvlCjnparOdldh9XI1y8ysJN02guRJuVGZhGAZHjx4ln88vaft8tVYBK0HFT2d2dpb6+vobyqF/+MQs//jcKKm8jiJ5MNCIFy1w8vgEm6Ao4fHLbOsIcu+mpot6M8VikeOnziKLIqu7uhaVBkSRcobh9hwyRbMqtFgybGI5HdtxuG9TE/dtamI4UeArL4wjCiJ53WAwnmdiznVKFAWRxqCHF0bSmLaD6EYaZEkk5HXLW4+ejrOh5fyxGkkWXGrzfIn6gMqW9jDrmly23H+8vYv/+p1TxLN6VQJflUX2rY5i2lDjU0jmL+wBLpidsR1iOZ3HzyTY2BKiq87PPesa2Lc6esVj3hH1LTLQWtPg59+PzHByOgc42DiYplPuJSV5YiBFnV9iXVOAoUSe4WSBn9/VVp1Wf3YoxZ89OsjcgiFN17nSHaRUJZEjExlOz+Z5+9Zm2qJe/vqJYYYSrgBoKq+DbdESll1dr6JBW8TDaCrP2dkc65qDl10gP/fECD86laj6/AiCAI6FKruK1u/c0cIb1jdUiQPLhU+ReOvmJu7orePR03GeH0mzut6PKLocupLpPsAsJXS5vSPC+uE5jk9lXQdVQSBTMuiu97NvBcKboigSiUSIRCJ0d3ej63p1bmdiYgKgmulcKtv5WY/mPF5RgeZ6l84qgpSBQOCSvZAbXTrTdZ3Dhw9XhTmHh4dvSGBzHIfvHJ7izx8fIlsyXfOqstyJKisUEQkHFXzYKLaOno7x7LPP0NTYSH19PTU1NWQyGY4cOUJXYw3FnA+E84uRUc5cXtPjSr8ksjqW49btLdslFaiSwE/OJHhgSzOO4/CTM3HiOZ19XTVMpEtMZknHOwAAsLxJREFUpIukCwZT8xrv3dXKielcVSdLEYWyrwzo5eHEhRLup2dyfOfItOs175WIZTTOzOZ488ZGdndF2dIW5q/evZnvHp3h9GyOxqCHN21sJOKTeejY7CUlXyqQRaHaxxEFgTvW1rO5Lbyic+FVJD73ni186fkxvrp/kkzxvO6ZjYBXFkgWLfonMmyrs3l6fp5WtcTrNnaiORKffWyI+aJJc3mQNZHTmcqVaAyqhLyKa3bmkdFMmxqfwtPnUpyO5ZFE8CuQsCwcQSBrSqhSeZuKhGk55EoGpmlWVYcvVB+eni/x7PAcsgimKOBTxbJ0D5gWKLJAybCuOsgsRMgrc8faemI5nXPxPGGvzGzOBEnk9nUhVtdfLF7rVyV+9bZOnjib5MDYPJbl8Jo1Ue5aW7dIJmmlUFX1qrOdlc7R/CzQ3EAsx2Xzei74s7OzHDt2jM7OTnp7ey+5/atVU74aVIgH4XC4Ksx5o7Z3eibLvx6apKCb1AVkZEmioJkYltuLCHlltrRHaQypjM+VuK27hr5aiMfjHDt2rKqO0NzczKbObvKnUgwm8kT9Co4DcwWDNQ0B3rqlidOzOR46NltuboMiuhIxm1pDnJzKcOdatwQzkizQEHTLZKtqfbTVeCkaFhNzbuN+vmTQXuMKc0pi+RqxHUqmhSyKbGpxF3rTtnl6MEnRtBdJ1UzPl3h6MMWGlhABj0xXnZ+P3dm96LhYtsORaIZM6fKMRrN8nIrlEt/xqcxVBRrHcZjOaEylS+R1k8m5Ev0TGfKaq+JcqQY5gGY61PhkSqYDgSiqoXNmIoE0N8aZvJfZtEuIEFlINXbndrZ31pQVBQTiOY1TM1kSOR1FEigUTYqmjt+roFmOa1tcJlUUdJugV6El6q9m8QvvtwrjbSxVoGjYKOVeTKV8qcoiOc2lQY+miss+LpdC1K/wru0t9E9kGIjlsbwC2zpD3LOp6ZJBLOJTeGBLM/dvdkvfN6qhvtxsp1gsXrUo5dW4a76ScNMEmivhemUWjuNw7tw5RkZG2Lx58xXd5W5URjM7O8vRo0cXEQ/AvYivN43btm2OTsyTLhp4ZAlBcJeoiiS8btpkSxaZkmtH3NPgZ1dXlLBXoaGhgaGhIUZGRmhsbCSbzTLz4rO0+8OowSAJXUBVVW7vqWN7R4SCZrmCmj6lbAfsSqt01/sJqC7ltWTYBDwSoiAsMkOrSKMocmUBhU1tIaYrigWiU9Xv6mnw8/r1LkkhXTCJZTUaLlCTbgi6PiOzWY3uS/RRHj4Z49FTMQTLcCndlziG1UFIAabSRY5MZvj53cs8/o7DU2eTvDAyRyqnc3giUzWDs8qkAwGqGZvtVOZrHDKaTX3Qz4a+Jl63poaZ54dwnBmK+QJFARRFxrFd+rTtuOw1n0fCcSCR14llNTIlE9u2KekmPkUi4JUp6Dq6ZdMcUjFtm+mMyS3dNayqcxlPtuNwajrDSKKARxbY1BIg4pVp8MsoooBm2ji4w76m7fZGKP+OqO/6sCRrAyp39dVzV189hw+naGoKLMkyvBAvNWNrYbbjOE6VyZZIJKraiMvt7fysR/My43os+KZpcvToUbLZLPv27VtWL+R6BxrHcRgaGmJoaGjJQHc9MxrHcarqy5mSgV+V0Qy3QSp5ZARAEV2J/J4GP6/pqaUl7KW3MYhflaqK2RUBz8rxKhaLJBIJIvE4NcUp/HhpchoxCgLPjJWYK5i0Rr0IuD4kOc1iOFnEchyaw15qfAqqLLKxJcRT55KEva5MveM4TKRLNIW87FpVw/MjczgOvH5dPf0TGWYzGgIO65qD/NW7N1c1tWTJFeW8sEls2A6yKFzS8z1TMnj05AzFXJr2iEpCMxAc5yIPGaBKQVZEV2AzntVc/bJlLGqD8TxPD6YIe2VyuuvoGFBF5ovnS3/VYMP5npCA29AOemR6GgIoisLevna+fnQOSRLxyWAYJqKtYVoOHtGhkMvi+HzM5i2SOd2V6LFMciWLaEClZLnZR33Ig27YrKrzE1AVXtsT4bW9dQiCQNGw+H/PjHJwdN7tsQlQH1D5hb1tbGkNsq0txFNDc+imRV5z3S8tG3yKq+i9oeX6L5Qraay/HBAEoZrtzM7O0t3djW3bpFKpqmrG5Xo7hUKB+vr6l2PXbyhumkCz3NLZhZL2y0U+n+fQoUN4vV5uueWWZVMVr+fC7+qAHSOdTrN3717C4YtLL9eL5XahvH9n1Fd2WLTQTChobimsYNg0Rzz82h2r2dR6fn8qQ6u2bbNnz55FNE2fz0dHRwcdHR1V3/F4PM6hI0f5yZArftjoVRnPuE/siiQSz2pEfDLv2FZbZQXds76BmYzGYCLvMr3KIpsPbGmmPerjjt46fnAihuPA5rYQnVEvUb/KL9zSQWPo/P7U+BR6GwIcGJvHr0qosohlO0zMleiu91VNxS7EwHiM8dkUrdEAcV2i1u8wVzCxcZYUv7QdmC9PnY/PlciUDGp87nWUzOs8PzxHMqfTGPawb3XUzeqAs/E8luXaRo8k3fmiTMla8vsrV7Yr5y/SGvFyz7p6uurcvkRPg587++r50YkYBV1AlSUM0UNtwKHWKzAyp2HG85QsAa8o0qSUcEQD3aOiSBKWYxFUZXweiY6olz2ramiP+ljfHKqel4dPxnjsdIKgR6bGrxBQJSbSRT77+Agf2NvOz+1qY16z2D+SLrPmwKeKtEe8hDwSLGGtca14pQSahbAsC6/XSyQSuSjbWdjbqa2tJRgMEo1GbxgZIJVK8dGPfpTvfe97VdOzv/iLv1hW9uQ4Dvfeey8/+tGP+Pd//3fe9ra3XfX2b5pAcyUsVFK+WlHLikFYR0cHa9euvapAJUkSmqZd+Y1XQEX5QJKkyyovX0pU82pQCTIVIUJRFNnaHuHoZIYDuoXtmFi2jWFDa42Xj9+1OMjkcjn6+/sJh8Ns3Ljxsg1NWZZpbGyksbGRnj6LF/KnyeYL+Kw8UQzmSwqmKOGVJe7qq1801V0XUPnQazo5OeV6zAdUiQ2tIRqC7rF5w4ZG6oMeXhyZI1Uw2NIW5tbuWrrrL74R71jrDioOJ4vlTM61PH7jhsYlZ22mp6cZOnuGmnAIXVIp6Bqr6wI0hUxiOR3TcmiNeBifK5ItG3SJYkXqXyCW1Tg0Ns9dfQ2cmsny2ceGmMm414kAfP/YLL9x9xpW1/spGRZS1d/H7fPk9KUfJlylZqgPKrxzeytv39ZCy4LZFkEQ+Nid3XTV+vnhiRjposG29jAPbm+lPqhycjqLZdscGIpzeCTBbKbEvA62Y5A3LLK6zVzZmC6V18hrFiGvzOmZHG/Z0oQkwNf3T5LMG+R0CzNdpGS4FgmW4/CVF8fpqg2wpiGAJAoEFImMZoDj2h9PzGv836fHcBybbW0hJElapGiwUiwn0CTzOiemsuR0i8aQyqaW0HXxlVkpLiQDLMx2Kr2dytzOl770Jb7whS/Q3d2N3+9nZmbmimX9q8H73vc+pqeneeSRRzAMgw9+8IP86q/+6mWN0Cr47Gc/e83lyFd1oFlYplqpQdj1KJ3Nzc1x+PBhGhsb2bBhw2VvmGvNoBYGmYUeMg0hD+/Z3U5nrZ/D4/MUDYvV9X7u29S0aOFOJpPVoLywd7QceGSJravqeOostLU20GZbZHM5hmNZHDNPaH6Is2dzVRabKIoEVJndXUtThEVBYNeqGnaVp7ovh9qAyvv2tHNmJs+RyXls2+H2njraahZLGTmOw+joKENDQ9y5ezOzJ3I8MZBAM22ymoll2XhlkTUtAVbX+hmfKyEI4JWl88ywcrrz03Mpbu+p44vPjDGb0VgV9SGW2WljqQKffWyIB7c3kytZZIoGlu2ls9bH5FAJyiZoF2ZOqiSwsTXE63rdnlfJsCkZ1qIFU5VE3rmjlXfuaL0ow++I+rAsi8mxMX5cBB0F23YzDN2ysHFQBAHHsplMlygaNvdtauT4dJaOWh8l3WImo+EtS80k8/oiR85T0znaIl5OTBWYK5pkiiaZkolu2ngUkZBHYnJe4/8+O8n7drVw+5polS16KSbbcnClQHNyOsvXDkwRL9tcCAKsbQzwC3vbrwvr7GpRMUy83EOaqqo0NzfT3NzM7/3e73HXXXfx+7//+zz77LO0tbWxdetWPvjBD/LRj370mvbl1KlT/OhHP2L//v3s2rULgL/6q7/i3nvv5f/8n/9Da2vrJT/b39/Pn/7pn3LgwIEVrZ8V3DSB5koLWuUCNU1zWdO2pmly7Ngx5ufnL1mmWg6udeGvuHGuXbuWzs7OZf3OlQa2haKLC4NMBa0RL+/c0cpbNjdVdasWYmJigjNnzrB+/frLXnyXw63dtUymSwwlCuV5FYWW5kbesK6OroBVZbHZtk19fX3173rI7IylSvyvR84xnCxg2Q7/8Pw4b93czMfuXF3tAZ05c4bZ2Vl27dpFOBzm3TtCvDCcYqisrCwKrrRKa9hLwbCo8SsUdAvNtN0pfsEdYBRFKBoWg/ECY3NFlwVWZkMJgjvXcmgsXaZ1i8RyOrmRNI1hD4IguAYGzvm+jIBLRKjI4nzl+Qm++uIkvY0Buur8vH5dA3u6ai46pxf+u6KRZ5gmOhKW7biSP6aAY1mAgCQJyBJYlk1svsiBs9N01Qc4PJqiZAnU+hUSeZ1MyVgUZABKps3Tg3PUBxWGk0U8sohpu8SAkuGyznZ0hNEthx+dTnFrTz2qdH7hrVzbFVHX5WY7lws0RcPim4enSRcMehoCiIKAbtqcmsnx8Kk4P7+r7coXz3VGpT+6XHqzLMvccYdrnfyZz3yGO++8kx//+MfXpWz/3HPPUVNTUw0yAPfccw+iKPLCCy/w9re/fcnPFQoF3vve9/K5z33umrOrmybQLAfLpTgXCgUOHTqEqqrceuut1ySUt9KMprKoTU5Osn379mU3+FYS2BY2/SvfcbmAdmE5oaISPT09zY4dO4hGL84wJtNFjk+5VNmmsIdNrSGaw96L3lcbUPn/9rRzcjrLdEYjoEr0NQVpLw8sNjY24jgOqfQ8z5ya5N9OnCNXOklvQ4BbextZ3da0ohp1ybD49LdPMpEuEfRISKJQXoCmqAsovH9PG8ePHyefz7Nnz56qaOu5RAG73BsyLBtVkjBsmyfOJbmnr549XTV8u38GQXADhgBVNWPLdphMF6t04grSBcOlDksCnVEftQEFvyqSKhjU+VQ2tgQ5MpkB3MAiiQK6YSPgDi0WdFdPTLdsUnmdkMe1lw555UUDqheiMpMlyzJFfwMBNYZHdsVHLcuuOnbqloMgiCAIWDgMzVvk9HkOjqZQZImIz0PMtjEuuOwrIqBZzfXfkUXXRK1kuL/DdtxjIwgC9UGFeFZnOqNXVQFs216UcVf+4Pw1e6ls53KBZjBeYCaj0VnrW0S3rguoHJ3Mcv9m8yJlhRuNhfficuE4TrVH09DQwPve977rsi8zMzM0NjYuek2WZWpra5mZmbnk5z75yU9y66238sADD1zzPryiAs1yFv14PM7Ro0dpbW29LlphKwk0hmFw5MgRisXiVbtxXm2gqTwpVj5TuVmXi0rmVygU2LNnD37/xcNwJ6ezfPvINOmiiVcWODIxz8HRed65o4U1S0iLBDyXLoeBWyp6YqTAs9MgKFGQHfYnigzPT7NvcIj6sI+GhoZFJbYr4Sen44ynioR8cjVTC3pk5osG3zw8RbQ4iW4L3LZz6yJl8KfOJnGAbR0REjlXF8yyRQq6RVvUh4iDIovlgVSn7Enjlr1OTGUoGRaKJJDM69VeynxBx7Ac6oMqEb+CIAh01fnRrTxd9T7CPokzsTy66QYX03Jl/T2yGwnymuueqZk280WTxpCHiXSJF0fSlww0pVKJgwcPEgqF2LRpE48+OogoulP0tqMyPlckWbazFnADgygImJZFumST0wW8ioKlOUzmNEKSc5G/jSy5igru0KxrTObSzR1sR0CVXK+ekmkjlCV6vntkhlV1Pra0hd1sQxQXWaRXgk7lOgZXRWIgXiSjmdT4VdY1BXEc55LXgWHZZaXxxde9LAlohmtI91KjsmasRBlgucogn/rUp/iTP/mTy77n1KlTV7X9Cr773e/y2GOPVRX1rxU3TaBZzuJ4OXUAx3EYHh5mcHCQDRs20NZ2fdLlq134K+w2v9/Pvn37rrokdDXbW6rpfzWoWEOrqsqePXuW3FfdsnnsTIKibtFXHoZ0HIfBRJHHBxJ01fmXtBC4HIYSBV4cSdMQVAh73W2adX7OxQuoHd30NkrVEptp2cQIcy6n4PX62Lu6llvXRKsNfs20+MLTo3xt/5RLHS4bllXMxyQEpuaK/NugTCAY4eCTo+zqrOH+Lc2oskgi5/qhKJJIS8RLY8iD7bgioKZlc2I6S0tYxXZgel5DFCDsk1Ek11++aNh4JImiaTGaKuCVJVJFE1kS2N4RRhJgNqMxkirQP57hp+dSeGQRSQCvXMk8HSzHoTGoktMsHOH8/SAIbjkvoErMZJZWL8/n8xw4eJCiUoMn0sFsVmdLW4RHT7u9J48sViV2HAc8iohtOxi2uwgLgEcW6az1Y1g2o6kieUdEEq3q3BI46GaFrOAgigI5zUKVRdefx3bQHQdJdF00j8fzyKLA8al5zsZy7B9Nc//mZm5doEh9oe2B4zhMzhX45wNTjM2dH/pcVetntXXpjMY1sJNJ5PQqG9FxHOI5nc0toSVFT280Kl40V9tEvxplgN/4jd/gF3/xFy/7nu7ubpqbm4nFYoter7BFL1USe+yxxxgcHKSmpmbR6w8++CC33347TzzxxLL2sYKbJtAsB5fKLkzT5Pjx46TTafbs2XNd/WOuJqNJJBL09/eviN1WwXIDzaWa/svF/Pw8/f39NDQ0sG7dukvexNPzJWYz2iJ9KUEQaAmrTKZL1VLa1WA8VUQzLcLe85mFLIqEPDJnYgXevGkNjY2NWLbNH37/JD8+ncSwbHAcvnVokr0dAf7greuoCYf400cH+d7R2ergp+24GmuO7RD2uhmNLAl0tzYQ9MjM5XV+cHwW27b5uV3trK73M3Y2ieOobmASBazy1Py3j8wwVzDKAo9uthH0SCiSa3zmVSTaaryMJgu8Y1szo6kiU2mNuoCC5Th01fo5OZ3l2FSWeFajaLiCj5IoUx9UiWd1Il6Z7kY/x6eyzBVMIj6ZomFj2TZFw6Yz6kWVRfK6xcbWi0uVR4Zn+KcnT3EqK2MJBXxHz1EXUNjVVcPm1hBHJuark/SyKLiZQWVQVhAQBQePLBLwyOVSmERL2MNcwaAuoBLP6ZWzXs1uZMFBKAcgwXEIKCJ5w8K0QBAcxlNFCrpFyCNxLu7SuRuCKg+fjLGhNVSlfS+EKIrYjsMPTyUZn9dZ3RBEFsAwLQZmM8Qth3ssC8MwLiIU1AfVKhV+KFFw53k0i7qAwuvXN7wskvsrcdeEq1MGaGhoWJYZ4i233EI6nebgwYPs3LkTcAOJbdvs3bt3yc986lOf4kMf+tCi1zZv3syf//mf89a3vnVZ+7cQr6hAs1SPplAoVOvSl6MNrxTLac5XmExnz5695mxqOSKe1xpkZmdnOXHiBN3d3axateqynxfLhf1LzXys5B4WxYWOLOdh2c4iKvJPz6X40elUeQGTUBUBCYfnx/P8zfdfZFOTh4eOunI0Qa+KbmnV/klWs9B1E0cQ2NIeIexVmMloHBqfJ5nTOTqZ4clzKd66pYn+8XlGkkXqgyqm7TCT0ciW3EV/dZ2f4WSedMHEsB00w0YsZxm6aZd7AgJ9TSHes6sdcI29vnl4iiOTGY5NZjBtB9MGjyIR8kjkNVf8UhRhYr7EVDlTqZanHEjkDKJ+hdV1fkZTBQKqdJGA54+PjPK3Tw4xXRQxbBtZ1PGpEl5F4LHTcbrrA8iSSCyroy7IsBzcIVZVEnlmKFk9twW94uzqaof9t7f08ZePDXF6Nu8qcosinVEvAVXmXDxLjSKQLtloptuj8igCDSEPOd3CIwsUDNdvyLIdEnmDVN5g65kwjUHXc6inMVDNaAFmMhrDyQKtES+qXF6kDQNZz1LwhsmaEl5YdD9WsqI3bmigMeRh/2iauYLBzk4ft6yOVuePXmqsxF1T13UMw7juorrr16/nTW96E7/yK7/C3/3d32EYBh/5yEd4z3veUyX9TE5Ocvfdd/PlL3+ZPXv2VNlwF6Kzs5PVq1df9T7cNIFmuaWzhRdZMpmkv7+flpaWyz6VXwuutPDbts2JEydIJBLs3r37olTzanG5jKbS9L8cs+xycByHkZERhoeH2bRp00UNwqXQHPaU50lKdNf5qvIk0xmNrlofzw2lSOR02qI+XttTV53Wvxx6GvyEPRKzWY2mcqmjaFiUTIut7efZgX//7BjZklUNZsVy09kji8xKtWytCWJYY3gxKRZNIqpIVhcoma7Hvccj0xr0sKklSKqg8+TZJFpZJ812HA6OzTORLvGxO1bzxECCkWQRBOiIeikZFm01PiTRHYq0HFcWyAFk0Q2Wg4kCSrnp3L1A6LE+qPJzO1r58gvjHJ3M0hB0mWuq7ApQKpJALKdT0M4v7ALgCO4syu7OCH6PDOWZm+awl9evb1gkdz8yMc0/Pj2ILnqQRBuf6mqPzRUM8prbNzo9myegSkT9MprpcHo2z9b2MBGvXJ6jMTAst+eS00zmCkZ5Z9xSXUFzj0F9SCWoKmRKBnMFg1hOQ7McIn6VVp+EgE3UI2AZGplSgZImYthg4TL05LJkzVRG4+svTrK2/Dsawx7u39xcFcnUTRvTclDKM0elYpGZmRnqa2so4sERZVRVXXQPOI5TLadvafGzrS24ojLy9cZKBDVzuRzADZGg+epXv8pHPvIR7r777urA5l/+5V9W/79hGJw5c4ZCoXDdtw03UaBZDiqBZmEGsX79etrb22/4NpeCpmkcPnwY27a55ZZb8HovLm1cLS4VaC5s+l9tkKlYESSTySq1dzlQJJHXr2/k3w9PcyaWRynPiSiSyEMnYqQLBkJ5HqSz1sdn3raBzlrfZb+zrcbH3esaePR0nNOzOfdJXhTY3hGpzszEcxonprPA+Sav47hPxyXDpmTarGlrRFWnkMVyI9qyCCkmsuDgIPDrt9bx9KRJVrMYmM2jmW4mYdoOHkmkNqCSyOqcmsnRWecjXTSxbYeCZqFbNmKZgpzTTDyyiO2AadnIkoQoQFG3SOUN3r+ng8gF5aDagMrGljAvjqTprveRKhhuT6O89hS088oATvkPBxzLYTRV5G1bm7mjr56QR6E57FlERZ+cnOSxg2fQJD8KIkWjSE6rsJzAsCyK7gwlQY+MRxEJeCBbMjkzm+NTb+hhKFFkMF6gI+ojVi7ruTM9Dh5ZoKvOxw+Oz6JZ7jFI5nXG54oIAmjlMtlMRifqc3thmiUS8QXYvNpPaiBBoWQhC2CX2W4V5YeCYdHbGMC2HUZSRb5/bJb3720n4pNpDnuoC7rlujqPU7XNmDNk6oMKTWF1kbNo5bqurAmXEgJ9OYLOSkpn+XweYElCzrWitrb2ssOZXV1dVxwUv5ZB8psq0AiCcNkfI8syuq5z9OhRUqnUdckgroRLBZpMJsOhQ4eIRqNs2rRpRfXYpbBUoLlQTmYlKfmRI0ewLIs9e/ZcdUDsaQjwi7d2cGo6x1zRIOpT+Junhst1fKWsM2Yzkizwfx49x1+8a9MVg+Ada11ZlXPxPIbl0FbjZV1zELWsS7Z/JL3g97slOkFwxSMt22FTa5i+pgAbmkMcmcwgCm7madrgCBI72/ys9pXo19KcSkhM5N3VziyLWAZU2aXk4vDo6TjNYQ+NIXdBH07kyZUsZrNu/8n1XAHBwXWx9LhSPgCvWVNbVaO+EH1NQUIemXTBpKvOz4lpd2pdNy6Wn6n+VlwxzG8fmWE4VeTejY10RM+fr0pG2tO7lvTIGHlNr7KuBAEcu2IP7RYntfIgJbjlsHTBxK/K7Ftdw0Asxy2roxwan+fYZAYEN6jX+RW2d0QYihcIeiTGU0VSBR2PLCGJEM/a5Z6VQNGw8Ssi6YJBrV/hzr569o/Ok9VtKO+HVWaqyYJDJl8inkji9fvJ6SaHT80zmMizscUdUr1rbT1fe36Y/qk5WuqjzJYEPDLctbYej3zxPbYwkIwl8xybzJAu6jQGVTa3BIn45Or7Lkefvt64Fi+alzsbuxG4qQLNleA4DpOTk/j9fm699dbr3o9ZChVJmIUT2BXL5+7ubrq7u69rs7ESaCrbu9Z+TD6f5/DhwwSDQXbs2LHigNgQ9NDQ6x7v/vF5pudd7bJKtuEakskcn8oyPle6YlYD0FXnv2QN3YHqkKVuuePzAlRprG/a2IggCPz+fX18+tsnOTOTwbIdPIrMttYw//2BdTQEPfSu1/j3AyN8af8MGc1BMC28soAi2ti2S9fVTFdcsqIMvKElxMRciemMhoPLyEoXDLyKSFPI45aVdAuPbHFXX/0lz0lH1MvrNzTw0LFZNNOiMagym9URFvoCLAFVEvEqIgXN4ocnYjSHvaxvDnL27Fmmp6fZuXMnp5JmuV/kluK0skePZQOie7wcYL7oZpwBVca0HSTRJTQYVnmgUBQIe11yQl1QpbigT+NVJWoDCh5J5ImzJSzbqW6nOezBwaUyt9f4EAWX1r65NUxPY4B4TkORBAQETMFBFB0UUSIakClpJfaPzJHUBBxBJJ0TePR0iafOJbmzy8d6zxw9vS3kHDeb29sVZX3z5ctJh8bSfPPQFHNF032AsB0OjGf5/3a30hhUFtGnr0WhYLlYSY8ml8sRCAReFvLCjcYrJtCkUimmp6fx+Xzs2bPnJYv6C6VvJEmqWgxs3bp1WT2Oq0Xld1Wyl0r9eSVBpqIY297eTk9Pz3W7gPO6VW7cXzC3ILpzC5fyaL8a7FlVQ6A8eOkvb9NxHGRBYGdnpDoEWO8T+I99GsNtfgIN7ayqC7C1PVwd3Av7Pbz3tl5OJkx+eDKObjtYukPJ1BEFl44blG1ExwLcYy8IAts6IkymS4S8UnWeRMAdDM1pJpYNt/fUsr3j0gxHQRB4cFsL3XV+Do6lyWoWa+oDjCbz/MNz42iXCDay5D551wVV5gsGPzkV40f7T1Mq5HnD7vUUUBlNZakPqmSK7vCkIJxXnXZsNxi7mYRDpmRSKg+E9jQG2NQaZiajEVBl5gpGta9mWw5Fw6Il4kUQoKCbdNfXsK4xyOR8iaAqkddNhpNFfKqEZtqEPTLd9X7SRaNMIpD57Tf28OF/PsbkXAlJEgh65GrWta0zitcjYybnCEkWRd1gMpXHtBx0R2AmMcdda+v51dt6qFumdExeM/n+sVlKps3aRnehtmyHc/Ecj52d4wN72xcNNV+qxFb57+uBn7lrLsZNFWiWKp05jsPY2BgDAwPU19dXRfpeKlQuFk3TGBgYIJPJLNtiYCWo/DbTNKvZ1EqCzOTkJKdPn2bdunXXbaaogr6mIAGPO3G+sDeR00yifvW6MH0aQh4+dOsq/vanIximjU8RcRyo8St88i5Xgy2Xy3H48GGi0Sg/v/fSGnLfPzbL6dkcLREP8bJgpm47eGSJt6wLc2Y2x+j4JD5Vxu/34/P5yesWe7pq+MjrunAQGEoU+Fb/FEfGM4S8Mnevq+eBLc1XtAkQBIEdnTXs6KypvvbiyBz/1j9DIqdf5H9TkaMJqBKqKNA/Mc/jA4mqJto/nzvFqlofrTVevIpIT0OEsZQrg4Pj0rstxyHiU0jlDRxcOZyCZdES8fA7b16LJAq01XjZ3VXDU+eSUJbWGU4ViPoVanwyQ4kCUb/K3q4ojSEPvQ0BTs/mKBoWec398yoCaxqCOEAyp3N7bx0hr8xsVqOvMchc3qCgW5SwaAp7aa/xYlgOY3MlMiWToEdGkgVCfgnZMZjLlZBEkaNjCf7+h89z/+YmGhoarji0O5wsEMvpdNX5q/eJJAo0BD0MzObIamaV3XapYdHroce2ECsNNH6//2cZzUsNy7I4efIkiUSCXbt2VSW2X0pUTvqhQ4fweDxXZTFwLdvTNA2v17siZtm5c+eYmJhg+/bt1NbWXvlDV4n6oMqD21v4pxcnSeR0PLJIybCRJYH37+3Ad50Uc39+dxtrGvw8dDxGIqfR1xTkbVtb6Kz1MTc3V51Zupz4p2W7PRivIrG6PkBDTmMyrWE7NrIo0lRfQ1yXSeV1wgGRkqExNh7DsKGp0aw2pHsbA3xgbwejPYXypL9vxcrAm1rD3NZTyw+Ox86rDUB1Yj/iU5BFge8enSFvnA9FYvn3jCQLlAwL03FoiXjZ3BahOeJlIJZnZr6EIgl4ZYm9qwIIokBOM5kvmTy4vWURc+3eTY14ZIG/++kos1kdy3YwczqBuRK3ro7yxo2N1YeG2oDKWKqIVm7uFw1X/dsV3XTorvdz/5ZmEjmdP3v0HKOpIp1RH5IkMFcwiHhl3rOrjfmiwQvDc4S9Mk0hD5PzJWRMSiUNj9dHNOChu95H1tDJlnSefeYoE1mbQCDAxo46bu1rIxS4UCjVve4vvALcB1d7SX+hC4dFF/5dD0LBSskAr0bTM7iJA01lah2oMrry+fwNcbu8HNLpNAChUIgtW7bc0Gyqkt4Hg0Gee+45amtrq0NZy+lHWZbF8ePHyWaz7Nmz54am4R+6bRUNQQ//1j9NLKuxrjnIu3a08ob1Vx4guxrs6Yqy5wI5m8oc0Nq1a6/IOCwZFtmSiVcWGYznGZsrYjuA42A58H+fHqOjxkdWM8mUJNqjfla1R9jb7qc3qDMyMsLx4ycY0gKczSkYgoIiy66vfW9d1SzsSnAch+FkgXiZYPCp16/BcVwJnIo+mGU7RHwydQGFgVh+UZCBsvma6PZhBAFkQWQqXSKZ0xEE11E0qIqAwIaWUJUEADAwmyfiVRaZtdkO/OvBaeJZnfqAgiy5xmUzGY3uhgDrm92sPZV35466G/zIoliW4bGZntcIeGTev6edPWX/nS8/P87hiQw4kMwbeMqeOpmSwYnpLB9+bRd39tXzV48PMxDLUdI0cCxUvx/dhraoF0kSkSQfA5qfY5qAjoE+p3FkZoqfHh/hjT0BWpsaqa+vJxwOs6rOR31AZSZTqqp1245DLKuxszNyRWWAC4MOcM3ZzrX0aF6NuKkCTeWGrcjqNzQ0sHHjxkWUxktJ0NwIjI+Pc/r0aSRJYvXq1Tc8yFQu7H379lEoFIjFYkxNTXH69GnC4XA16CzVMCyVSvT39yPLMnv27LmhWRe4zKa3b2vh7dtalu00eT0wOjrK4OAgmzdvXtZUtF+VaIl4OTKRYWreHYyUBCj3tNEMl5XVVuP2ITa3hHj/vg6CFRHG3l6OjiV56OlhMEt47HlkWSaneXnoaJHWiIfepsuXUdMFg794fIjD4/OUDBuvIrKuOcidvXXs7Yq6xAJFZE29n8FEgS88PYJhWK6NAFSnZV0atNsxMiyHuoDCG9Y34FPd5v7axgCW4/CPz41TMCzUsiV2POcy0350MsY/Pj9OrV/h3k1NNARVzsXzRP1KlT7tCaruwOmhqarK91CiQLposLrOX1WoBoj4VPK6ybaOCDU+hZJh8W/90xR1i6BHwkGgqFsMJwvUBVTGUu6MRtAj884dLfzdoycZ1C0sVUUpZ4ktYS/DyQJddT5+OpiixifTGgnhU2so6BbjqQJ5j598Ps/Y2BiiKFJXV8feVh+PjZgMzObwyCJF06Y14uUN6xuvqiJwYa9mpdmOZVlXTVYqFAo/y2heKoyNjXHmzJklZfWXq958rbBtm9OnT1fVjCuy9jcKSzHLAoEAq1evZvXq1WiaRiKRIBaLMTQ0hMfjoaGhgcbGRiKRSNWorK6ujvXr17/k9MiXIshUFKZnZmbYuXPnsmWGBEHg3k1NPDuUwnZcAoPtVNhr7nsm0yW66wPkdYszsfxFvvQjaQPZ62NtYwO2bVMsFMjn8wzE5vj2Ewd404bL2x381RNDPDOYKvc/FMbmCvz4ZJznh+fojPpoiXj5hX0dbGgJsaZG4itPlWgOysSKNgXdrpbVAJyyQKRXkZAlgZ2dNWxbQEiwbFen7afn3EFaHJfiPDVfQhTcwDsxV+TvnhphdbksdqFdhFcRmc1qFHWLgEd2tdnK81PqgkBjWG75sUJJPzCaJlMykURXGNMqN5ZsE2K2RnO4oXoumZ/mTc0FNnV28txojkzJYDxVYCRZpLPWy6npLOcSBQKqXHUaXVPvR5ZEkraXN23pwbZt5ufnXVvx+Rm2KkVmBT+24mdta5Rbe5toXEJh/GqwlB5bZdTgctnOz8gAi3FTBZozZ84wNjbGzp07l+wtXA8TsiuhMnOiaRq33HILfr//hm73Sh4yAB6Ph7a2Ntra2rAsi2QySTwer1ot27ZNU1MTa9eufVVy8C3L4sSJE2SzWXbv3r3sgTbTtslpFrd1R+lrCvLC8Fx1fkUUXPq0aTmY1vnFu2hY6KaNIp0/jkXDqjLsRFEkEAwSCAbJCjlamr34fK7iwokTJ6ipqaG+vr6aeY6lihwcmyfqVwh5ZZJ5nbxuo8iuhE19yC35/MNzY3zstmYGTx1jTUOAUymblrDAULKwyBzNBhTRpTT3NgTZ2Lo4m5JEgZ/f1caeriiD8TyCAP/0wgSiCC0hT/X6ypRMzibyrjyOZSMv+L2aadMU8lR7UH1NQdprvIzNFVlV64qo6qZNMq/z2p46avxucJ3N6hcMtooIgut7UzIsJMHhyMQ8TnqSTCrBrXt3o3h8JEtDvDCcRhZFwh6JkWSBnGbhLYuBFg2L4UShqhhQgSiKRKNRotEovb297CgWSSQSJBIJUqlzDBwdJ1V+AIhGo9c863Y1w6KmaV51Uz+Xy/0so3kp0NLSQltb2yIZ94W40YEml8tx6NAhgsEg+/btqzp53ojtXq2HTAWSJNHY2EhDQwMjIyMMDQ1RX19PJpPhqaeeuuq+zs0OwzDo7+/HcRx27969rJKgZTt849AU/94/TbpoVJlwXkXCW+5bZEuuR4tdlvyfmHOFILe1Ry6S0emM+tg/kl60IBuWjQ2sba2lpytKT08PxfJCF4/HGRwcxOv1kiBMUTeJlIdk5woGAg6qJKFZNpYNnbV+zs7M852nj3D/7h5+vjvMZx4+R8m0aAl7mM3qVal7VXItB3Z31fDLt3Yil2nMlXmmc/E8h8bmiec02mq8dNX5SeR1Ih550fUV8khkSwYhj8RMVscjudJCBd01eNvYEqr2PFRZ5P17O/jCM6MMJwtVZlxfU5B37jhvkFcfUDAtG7VsQWDZrv0B7mwnD52M88zADEHR4Ffv3kggEODIxDxT6RJ7VtXgUyXSRYP5kTkkwT2PhmXjVyVsx2E0WaA54qWvcenF2Ofz0dHRQUdHB5ZlkUqlSCQSnDp1Cl3Xqa2trT4EXC8Vj6WynUKhQC6Xo7GxEV3Xlz0sejUWAa803FSBJhKJXLYHcyN7NJUMobOzk97e3kU35bW6bF6Ia530r5T24vE4u3btqpaR8vk88Xh82X2dmx3FYpHDhw/j9/vZvHnzsp9Iv/jsKF99cRJREPApIrMZjan5ImGfTKZoIopu6cy03SAjCAIDsRw+RWZHZ+Si47S5LcyRyQwDszkiPgUHyBRN1jUvzigWLnQVGXZrdAbH0JhOaFiiSDJvl5v6rmW0XxXRSyVyuTz1G9ro7OykE/jIHav5lwOTzGY1wj6ZhqCHN25sZE1dgLBPpjms8oMTcR47kyBbMuhtDNLbEKB/IkNeM/EqIqdmcoS9ErYNZjknyuuuHlrBsLAsd45IMyyypfK1KEBTSGVmvsT/eWSQ//LGHjyyyNHJDNPzJSbmiiiSyO6uGn5xX2dVlh9g16oawj6FVMGgxidjOa7UTsmx8asimDpRr42hRvhGf5xVDeGqG6qvHNx10w3gQY+M5TiubULJLAuTOtyzPsSWtivLJ0mSVL32K4ZiiUSCmZkZzpw5QyAQqJY7I5HINVcCKp/XdZ3jx4/T0NBAU1PTIn1CuDyhoFAoXLOT5c2KmyrQXAmyLC+amr8eqAhNnjt3jo0bNy5pYXw9M5prEcUE9wn/6NGj6LrO3r17Fz2ZBQIBAoEAXV1d1b5OPB5fsq9zs5fYMpkMhw8fpqmpib6+vmUfp1RZvkWVxGpJJ+BxMwlVEnjb1mYeH0hiWDphr4RPlRAEgZDqwVPuTVx4fQU9LjX3xZE5jk+5+muv6Y6yuytKQF36FpJlmcbGRhobG7krOcC/HJxCt+zycu9gW2DbFlPxeRyjSE04yMau857sr+ut45buKFPpEh5ZpDl8vuzlOA5/+fgQj51JIoluqWssFefhkzHWNQWrC7HjOAwmi9T4ZGYyGqbjEMvq1UzOdlyvnIhPRiirUtu2gypL9DQEGUzk+cHxWSbmSjxyKk6+7PxZ0G2eGEiSyOn8zwc2VG0iAh6ZB7e38LdPjaCZLmUbAfyqiIyFikBbSzOCKHIunufoZAZVckttFfgUEUUSKeoWHVEvLREvybxOMm+wqtbH+3a3X9RTuhIEQSAYDBIMBunq6sIwDJLJJIlEgiNHjuA4TjXo1NXVrZhIUzGfq62tZf369dXzdaGz6KWGRX/Wo7lJsHBKv1LWuhZUav/JZPKyPjbLsQpYDq5VTqZiieD3+9m9e/dlj8Hl+jpAtYRQV1d3XY7l9UQymeTIkSPLsjG4EMPJAgXdInqByGXQIzFfNHnL5ibevLGRLz47xpqGQNWSWSnPe5yL5SmUm+ALUeNTeMP6Rt6wfvlqEKZt85PTCYZTBXTLWaBv5v4ey4Hjs0Wa/QLb66DJYyyyLFYlccnh1/6JeX58Kk5es0gXdSzbDRoOuAoEJZO1TQFXNiigYFk2flXm8MQ8pmUjiQKKKLjNeiCnuz0onyJhWG7vRTPdz/z0XMr9t2UT9MplMoVDUbc4G3MD0Qdv7azu25s2NHJsMsNwskhdQGEkWSCVLSFJ0NtWdz4rdQSyJZNNrSGeGBBJ5XVqAyohr0zIIzGX1/EqEmGfgl1WHHj7tpZrsmTOaSaHx10jNkUS2djSzq3r1lPIZUkkEoyOjnLixAnC4XD1/ggGg8u6/kqlEgcOHLgoyMClezsX0qcnJydv+gfAleKmWmGudEIrJ8o0zWteHJea07ncdq+1dLacpv/lMDc3x5EjR2hpablqU7VKX6exsRHHcZifnycWi3Hu3DmOHz9+U/V1pqamOHXqFBs2bKClpeXKH7gAYa+CLIrolsNCDUbDchlnEZ/i6n8h4JR10yr9DatM015I4T02meGbh6Y4OZOjLuDSgu/b1LQsV9FnzqX4wfFZzszkF1kig1uish0wHIE3b25iT73FqRPHsW2burq6qpX1Qhab4zh8+8gMn//pKJPpYlUuTRYrLphQMh1OTGc5NZujrzGAYTkUDItNLSECqohHVvCprvr0WKqIIp23VXD3S8Ao90YM20a3XC04x+E8IaLcb3AcODCWXhRoagMqv3TrKr55eIrRZAFdczPE9toQUxmd6YxO1K+A4NAU8rCmIcAda+t58mySRN6VyY/6VdqjPjySqzEX8Snc2h2tKnuvBNmSyVdeGOf0bA5VErEch8Pj89zSXcs7trVQU1NDT08PpVKpSigYGRlBluVqtlNbW7vkuqNpGgcPHiQajV4UZJbCUsOiTz75JP39/bz+9a9f8W+8mXFTBZorobJAX2t2MT8/z6FDh6irq2Pjxo1XrP1fS+lspU3/hagsvn19fddsiSAIAjU1NdTU1LB27dqbpq9TseIeHR29JkWDngY/65uD9JedJVVZRDdtMiWDnZ01rKr1kdNU6kOuQ2hH1IsguOrTyZzOnX31VWWD/SNz/P5DZ9yBT0UintU4PZtjKFHgE3d1X3Y/dNPm+ZF02dag7B8v4CoaO07Z10bAo4j8yh19eGQJx3HIZDLE4/ElWWyHpkt88dkxdNNaVG4yL3gGqmRpleDYGvGimW7QCHpEGoIqmmkjikK1TyUJglvac1xWm15OkdY0BDgwmnbN75YoWS+lAtHbGOCTd3bxyLOHmQopfHtU4HQsX1aVdr+nuz7AxtYQoiDw5o2NrGsOMpRw+zVddX56GgIUDYuCbhHxyUsqN18NDoymOT2TY3W9H1kUSOR0RlNF/umFCeYLBvdvbaYx5MHr9dLe3k57ezu2bTM3N0cikWBgYIBSqVQlFNTX1+P3+9E0jQMHDhCJRNiwYcNV3y+iKPLss8/y3ve+l7/927/ll3/5l6/pd96seEUFGrj2WZqpqSlOnDhBT08PXV1dKzJcWy4ubPpXmCdX8/nBwUHGx8fZtm0bdXVLy9FfCxb2dXRdJx6PX9TXWY7e1LWgQm6oSA1dC/NGEAT+8xt6+L3vnWY4UXBnUARY2xjkt17vCouGvDL3b27iW4enGYjlq06ha5uC3LPu/KzHPzw/Tq5kLeqPZEomPzwxy9u2Nl9W0y2vm2RLriunIguIWtmVtBxkXAFnh97GQHURFQSBSCRCJBJZksX2tUGZfFGgMeQhltOXlFaBBd42uJTtTW1hQqrEQCxPMq9TH1TxyCJRn0wsqyNLAmGfwlxBx3Yg5FHQTYt71tezuTXMuVieuYLhWg7IFWUAt5fz2t6Lr0nDMDh2pJ+WoIinoRtreJiIT8G0XE01VRbJaybHJjO8psdVVuiuD9Bdv7g/EfTI5wdnrxEnZ7J4FQlFcm0gBuJ5LMuhoFv86FSMqYzGB2/poCN6nvFaGQatq6ujr6+vSiiIx+MMDAzg9XoxDINwOLysTGYpvPDCC7zrXe/iM5/5DL/8y7/8iiPsLBc3VaC50Yv+2bNnGRsbY9u2bcuaKq9gJayza+3HVPpHmUyG3bt3vyT8elVVl+zrHD16FLgxfR3TNDl27BilUmlFXjlLoSPq4/Pv28oLw3PMZjRaIq6ApLpgVmRHZw1NYQ/Hp7IUdYumsIctbeFqD2CuYLh+LF7pIlrwbNaVZLlcoAl4XJmasVQBryIT8LgMKpvzdgceReTDt3ct+pxmWnx9/yTfPz7LfNHtYXxg7xpetyXAF4cOoooaWqmAIoB2iUAjlfsoAq4ZXbj8m3Z1RvjpYIqp+RJS+aGnIeTBr0ggQH0wyKbWEDs6IvQ1BelpCOAAb9/azD+9OMF0RqOgW4iiQFCVuHNtHW/csPg+MgyDQ4cOoSgKW7du5TOPDCJLAt31foxyoJFFgdFUkf2jaV7Tc/0fni51TBycqlKBJAhEAgoIOm0RLzPzJR49HecX93Vc8l6tPJStWrWKQqHAgQMHUBSFXC7Hk08+SV1dXTXbWU4J+uDBg7zjHe/gD/7gD/hP/+k/vWqDDNxkgWY5WAnF2TRNjh49Si6XY9++fVe9aEuShKZpy37/tQYZTdPo7+9HFMWXRE5mKSzV14nH49e1r1P5nZIksWvXriWn6lcKVRK5/RKLmGU7/ODELD88ESOZ01lV6+OBrYsbza7tssvCWgi77IvjVS6f3amSyK3dUc7Fcti2jV+0cBQo2QISbqbxnl1t3LbmfInQcRz+2/fP8MTZJCICkiTw3NAcRyYy/Mnb1tPbEiE2mMIb8NPgaExn9HKf5rx2gCCAr+yXIwrQVXs+GKqyyC3dtWxvD5MqGNQFVF7bW0d9QC0rHMsXDaomcjqvX9/AzlU1PDGQYCjhNvlvW1PL7q4a5AVZrq7rHDx4EJ/PV9UFNK3zYpcLBy4dx+0RPX4mQXPEw9rG4LL6XivF5tYwp6ZzzGY1SoZN1O9K5iiiSNSvYjvOJYkgF6Iy1F1TU8OmTa7JXzbrEgomJyc5efIkoVCo2mcLh8MXrQFHjhzhgQce4NOf/jQf//jHX9VBBl6BgeZqS2eFQqGqvLxv374VLdpXwzq71qZ/Npulv7+faDTKhg2Xlr5/KbGwr9Pb21vt60xPT3P69GlCoVB1iHS5fZ2KIVskElmkZ/dS4EvPj/PNw1MIuD2Go5NZzsTyfNRYXS2dBT0yt3TX8uNTMXyqW3LRTYtYVifoka9oxAVwa3ct2UKRLzwxR9wR8Htk6j0yUZ/CzlU1/PJtiyWWjk5m+OlgCp8iVXsfjuqQKhh88dkx+pqCpIsmiZyOKomuarZrKVq1G5BwKOkmAtAUVJDLvZWcZhHP6dyxtp53lYcsC7rFd47M8NhAnKJus6erhge3t9AS8fLkQIKnyjI2ogDbOiL83M62iyyrK6g0xIPBIJs2baqez+0dEV4YnkM37SotOZU3SBV0hpMFvrp/AkUS2doe5v172xfRxWczGhPpIkGPTE9D4KJAlC4aHBhNlynaCts7wlVRzQuxszPCQCzHT88myesmDq4d+apaPzU+mURev4gIshQqwTQQCCz6neFwmHA4THd3N7quVwkFC/XY4vE4mzdvZnZ2lre+9a38+q//Or/1W7/1qg8ycJMFmutdOksmk/T399Pa2kpfX9+KF7PlsM6uR9M/Ho9z7Ngxurq6WL169U17AV5rXyedTtPf309bW9t1NWRbDmYzGj84PotPFqktG2tF/QpT8yX+9eAUr+2tq5bYfuU1nQwl8gwlXFn+kuk6WtYGRP700SHevbOVW7ovTVooFvIE00P8zh2NJOUGxuaKyKJAb2OQ7R0XKxAcm8pi2Q5ez/ljJggCXkXkyGSGVF6nJeIhldddLTHbtQn44L52JFGkf2Kek9NZarwC2+tFJpNZjg9NIioKYb+PHavqePNGl55tWDZ/8NAZXhiZQxRc5t23Dk/z3NAc79nVysMn48SyGqmCgW7aHByb5+hkhv/19g2Lsh44T+2tqalh48aNi87nXX31PH0uybGpLIrkUqrjWR2/KrGjPYxHkchrJi+OpGkJe3hgawu6ZfO1Fyd48mySrGahSgI9DQH+w+2rqoFkMl3k8z8dZSxVRCgz+H5yJs7797Qv8v6pwKtIvG93O+uagnz+p6Nopk1Pg5/agIppOyTKQfhyFheVsqDf718UZC6Eqqq0trbS2tq6SI/tD//wDzlw4ADRaJRt27bxjne845LberXhpgo0y8FyA01FnHPdunV0dHTc0G0uHMKElTX9x8fHOXfuHBs2bHhFTQdfbV8nFotx/Phxent7r/m8rATn4nlymkVbzeJyX41PIZbVmJnXqjbUzWEvf/2ezfzjs+N8++gMjbJIS9hDRjM5NpVhOFngU2/oqQYb23EdKn2KRLY8cNrR0UF7ZxeT8yXWNYdoj3ovKULqU6RqE3/hOyzbQTddv5/19SEs2yGvu5psJcNkW0cNG1pCvHvXYoM707I5PhpjfDaJlU/jL57j9LEE9fX1DOQU9o+mqfEpVU0z23aYnC/xtf2TFHWLZMFAEQW85czp2cEUf//sGP9hQV+pWCxy4MCBqqDrhdd90CPzO/eu5ZFTcV4YTjNX0JEEke3tITzl7QY8MmGPG2zevKmJHx6P8dDxWcJehc6oD820OT6V5XNPjvDf3tKHIgp85+gMo6kCa8qZjuM4jKaKfPPwNOuaQxcFcThfOvTIIt88PE0ir5MqGIBLFqlks0vBMAwOHjyI1+tl8+bNy35oXajH9vnPf553vetdVfv3nTt30tLSwte+9jX27du3rO97peKmCzRLuWwuxJV6NLZtc+rUKWZnZy8pznm1uFzpbGE/ZiWufLZtc+bMGWKxGDt27KCmpuaa9/flwpX6Oj6fj0KhwPr166+76+dy4VclZFHAsBw88oVKxMJFC1RAlRFFgaaQStirMBDLoZczm6l0iT/7yRD/VZWYLxg8NpAglTfwSzatJHlg9xqmrBB//Z1TzGY0RMFtin9gX0fVinohXttTy98+JTNfNKjxKQiCgGHZ6KZNxCefd4kUharHylDCIJ7VoOVipp4siWzrbmZbt/vgspDF9vCROYolkbBsYwoKsiwhlsU6x1JFZEnAIwnVIKTKIsm8zmNnErx/bwd+VSKfz3Pw4MGqoOulHq7CXoUHt7fy4PZWnh1yg9WFmYNHFtFMm6Ju8pMzcTyyVM04/apEW42XwXieE1NZVtf5OTGVI+SVz88nCa5r6HiqxLl4/rIyNS4RxMuJ6Qx57TwR5FIMt0om4/V6V+xJNTw8zFve8hYefPBB/uzP/gxRFCkUCjz++OP09PRc9fe90nDTBZor4XI9Gl3X6e/vxzAMbrnllkuKc14tLlU6u9amv2EYHDt2DE3T2LNnz3Xb35sBC/s6PT09nDp1iunpaQKBAKdOnWJiYuKq+zpLIa+ZnJjOYtoOG5pDVdmZS2Fjq5tVDCcLtEa8yKKAZtqkiyZ3rK2nPnhxDy+R08jrFqOpIqbtEPUrSIJbBsqWDP768SFMx51FUQWTs7MZxn0BvKM2zw6PUjIs6oMqBd3kqXNJnh1K8fr1DbxlUzMbW0OuK2o8T9Gw+fhdq/nsT4aYKxjVtGZjaxivLJLRTMILeiTFcjO7siBfCQu12A7kh3kxOYHt2BQKrk+MLMuYJohlWZvggmNpOQ5q2Uk1ntOoU20OHjxIa2vrVZU/22q8+BVXpaFyrhzHIVkw2NoexnHc4coLA75XkbBs18zs2FSGk9MZHCCgFmir8dJR66vO6VxI4LjUfrTVXJnhWAkyqqquOMiMjY1x77338ta3vrUaZAD8fj/33XffVX/fKxGvuEBzqTJWNpvl0KFDhMNhduzYcV1lVZba5rUGmYpgpNfrvaKczCsZtm1z4sQJ5ufn2bdvH4FA4LrN6zwzmOIfnhsjltVwHLfX8nM727hv06XNrlRJ5ON3dfO/fnxugRGawPrmEB+6rfOi90+mixwam2eoLP4oCgKGaVMbUBBwXS0H4nlW1/mp8zqk0xnWttYxb8D3jseQRYGeBj9ZzeL0bL7aW/l2/wxPnU3xtq1NPHo6wWCigOM41PgU3rOrDa8iMl8W7nxtTx0Pn4rxj8+NMxBzjb1UyZ1F2dwWZn3L1VPfX9NTz7f6Z9ARiITcB6l8ycAwDboCNmcyIpmig98jY9hgmK5BXNgnIxglDhw9SkdHR7UMtFx0Rn3sXR3l8YEE2bL451zRpMancM+6BkJehfqgh/G54iLiQV4zUWWRo5PzHJvM4pVFcrqFZtqcjbnKC4okUhdQ6G5Yno3ElWCaJocPH65StVcSZKamprj33nt5wxvewF//9V/fFOSelwM33eq2nNKZruuLXovFYhw5coSurq4b0lxeWDpbqMbqOM6KgkylGd7c3Pyq9ZAB92nwyJEjWJa1iKZ9YV8nlUoRi8U4duxYVeDwSvM6I8kCf/PkMHndojXiTvcncjpfen6c1ohnyYZwBV11fvZ0Rfn3/mnyukVn1MeD21sWKRGDe67/+olhMiUTX7lpLeCgWa44ZVuNF68iYVoOim2QTheqMxSi4vYVKt85GHeDjE9xS0QBj0TJsPirJ0aq27IcKBkan3tymP/94Abev/d8D6sx5CFTMolntbJpm+tI+aHbVi2iGINrX31sMoNm2vQ1B2kIXkw/X98c5Od3tfH1A5PMZNz7SRREbutt5Dfu7OQT3zjO6ViJbEnDQUCWwLIl1tapDJ48wurVq+nq6rrs+V8KgiDwrp2tNEc8PDc0R7ZksmdVDXesraevyQ2Yb97YyBeeHmUqXaLGL1MybOYKBhtbQowki9QFVBpCHk5OuzNQpu1weibHxpYQb9nUVC0xXgtM0+TQoUPIsrziIDMzM8N9993H7bffzt/93d+9au/z5eCmCzRXwsLswnEchoaGGBoaYvPmzTesiV4pnV1r0x9genqakydP0tvbS2fnxU/QrxZUtOS8Xi/bt29fUubHsh32j2Xon8gjCUF2rG5jdcghmUgwODh42XmdZwZTzJdMVtX6quegKexhNFngiYHkJQON4zj88Q8HePJsElkUCKgSE+kif/jDAX5fWLtogHA0VeT0TI6msAcBGIjlXekWwc1suur8JPM6qmBTKhboam2ozgJppoW/LFKpmTbzJRNFEqpNflUS0S276jNT8XhxAN1y+J8/Osfr17kMsXTR4E8fHcS2HXoag1iWjWbZZIomT51N8r4952WJDo2l+dyTI0xnSli2Q8Sr8MDWZt67u23RtaqZNvdtamJ7R4QXR9KUTJstrSFuWVOLKom8a3cnn/3JEFnNxLLBssE0LUYmZrlzqx+Px4NhGFecfSoZruLzQgkZVRK5u6+Bu9bWV4PmQty5tg7DsvnB8VlSBQNVEnnD+ga2tof5/NOjNNR6kESBLW1hZrMaqbyraPDunW1LKhVcLSqZjCRJbN26dUWGabFYjLe85S3s2LGDL37xi9dsuvZKxysu0FR6NJZlcfz4cebm5ti7dy/h8JU9KlaKSnC7Fg+ZSlAcGxtj69at1NfX34hdvSmQzWY5fPgw9fX1rFu3bsljZVg2/+uRczx1NolZVjb+t/5p3ryxkY/c0UNvby+5XI4XBiZ5oX8cQT/NppYgLU0u2SCVd5/CLwz0iiwSy116uPb4VJZnh+YIeuRqHyDokYjldL78wgS3ramtfmdeszBsh4gkosoiPY0BJlJFSqaFZcN0ukS9alBT4zBPEBMRBXdxnclo7OiMMDFXYjqjLRC9dN07Q16ZyXSpul+Vn1FRDZjNaEzMFWmP+nh20J1n8Ski6YKOgEDAI2HaDj88EePnd7chCgLxrMafPjpIMm/QFFaRBYFUweDrByZpiXi5q68ezbT43rFZfno2RUE3qQ2ovH59A3f11SMKAqm8zr8cnOSfD0wyX7JwHBBFAUlw1ahPZWWGSn4OPj9IvniStY0B1nc2MFRQGU2beBSRXZ01NARVHj4V4/hUFgHY2h7hTRsaq5YClXMnLfGcJggCb9zQyB1r64hldUIemRq/wmiqgFcWKegWIa9claiJlIkRS3kJXS0sy+Lw4cOIosi2bdtWFCCSyST3338/69ev58tf/vKrtix+NbjpjsByFJx1XeeFF15AFEVuueWWG644XBHyTKVSRKPRqw4ylmVx8uRJ0un0SyYn83IhlUpVy5iX05L7yZkETwwkCXtlAuUFP1Myeeh4jF2ratjcGuavnp7i8HgWzRQRhRCHcyJvs+YYHh6mmFLQNSiVJLwetSpWWSpbMf/e905jOQ47O2u4u6++Wu8fiOUwLJsa3/lLXxDczGYkWSBTMqvv7az1EfG5LLCGkIeQR6a7wc/4XAlRgNubbdbVCGzZvJOvHJhhIJbDtFy3y00tYT50WyfHp7J889AkE+kSRc0i4JFoDnvdAVDr0rNZguDqc7VHfcRyGtmSSfZ8XGK+ZOCRRbJlUzBVEnh6MEUir9Nec55CXR9UmUiXePhkjLv66vmnFyd59FS8HGhlZjMaX3p+HMeB1/TU8pmHz3F8ymVjWZWmuivShiAIZDSbvz+SI+JTcRyZ51MW+vEJLNNCFEUkWeIHR6fxKDKyJFAf9GA7Do+eijOcLPDJu7ovOfR5ITyytEh7rDPqY31LiP0jadoELwFVIlMySRUM3rShcdnfeylUgowgCCsOMnNzczzwwAN0dXXx9a9//bqqXbyScdMFmiuhVCoxPz9Pa2vrSzJR7jhOtadw7NgxgKqBWG1t7RUvxgoTDmDPnj0vuwz/jUSlLLh+/folDeQW4ulzSRzHqQYZgLBXJlsq8dzQHEcnMzw3NEdDSKVZVdEtd8bj0ZifP37r6+iYinMkNcRgLEtIAVWVyZoiJRPOzOYJeCR3sZ7KcmA0zafe2EPYq+AvT57bDouepk3bwbfA6hkg5JV5YEszX35hgql0Cb/HlXbxKSKva7Z4TZvEtm07URSF37gnwOmZXNVXZV1zEEUSubPPw97VUX5yOs7nnx4lp7lim3MFg6BHJqdVysCLj49HFgmV6bZ5zcKwbHyKhFzeadOyyZZMehsC1QHTZL7Sa1kc3L2ySCyrMZku8fzwHLUBhahfrf7GyXSRh0/GEASH07NZ2mu8xMtZoVAW/7QdoToYOVcw2NQSQhIFBuN5ZgsGq2oDRL0Cgmkwmi4yp8G2JhmfIOL1+Yj6FYYSBfaPprmrr57JdAnDsmmr8S5bmVkQBN6/px3bdjg9m2M6UyKoyry2p463bbu2srllWVXL8B07dqwoyGQyGd7+9rfT1NTEN77xjZdFOupmxSsq0ExOTjI0NISiKFWNoRuFCy1Y161bx7p160in08RiMU6fPo1hGNXG9YXeIQC5XG6RzMqrtU5bcSkdGRlZtsp0ybAvef5ymsmRyXnCvvPqvR5ZoCXsYThR4EyswJZVLfzxOyN8+flxjk2mMQyDgOAqDEcDNiGPF4/Hg+UInJrJ8uTZJG/d3Myt3VFq/SrJvE6NT0ES3VkVzbB5y6amixa9d+1oJeRV+P6xGeI5nfYaDxv8OW7r8LFt2zZEUeRsLEc8p9NV52fzEvMbflXirVua2doe4YcnZhmI5WkMqbx+XQOffWyIg2Pz54c0BVBFgfYaLzvL/iuZokHQI1E0bCxHQBQoC1QK9DQGKRoWPzwR49HTCeI5HctyaIq4YpmO41AwbHY1BJieL5ErmXTX+7Edh1ReR7ccVElkrmBwcjqH44CqSHgVibxul0vFi8+T47iyOI0hD7mShWk5DCeKTJfdMSVRQRBM8qZENpsllUqhqh4MXWL/UILDY/MMJvJYjkND0MNbNjVx65rlzbvVBlQ+cVc3w8kC80WThqBKW433mtaCSpCxbfuS/cQrIZfL8Y53vINwOMy//du/vaofKFeCmy7QLHXBOI7DwMAA4+Pj9Pb2MjY2dsODzMKm/0JmWWXKd+3ateRyOWKxWNU7pLa2tjobks1mOXbsGB0dHaxZs+amlZO5VjiOw+nTp4nFYlcl8b+jM8LhcdfxUS4/keumjSBAT0OAUzM512d+ATyyW27KltyB3a46P79771qSeQPLdvjW4UkePhEj6BMplUpkMxlkRcEyRA4OJ3nLpiYiPoV372rlLx4fYiRVRMAVe9zeEeGXbr2YnCGU/VLetKGBdLbA8SOHqlIrsZzOH/3wLCemMu4AqCLy+nUNfPLu7iWf0jtrffyH27twHMe1DxAFPvP2DXzyG8c4F3dnWUQBGoIe/uj+9dVMRRQFVtX6KBo20xkN24Yan4xXkeiq8/FXTwzz/FAKpax/Fs/pZEom7VEvRcMm6JF4y+Ym/KqER3GzmzOzeXK6Wc2kGoIqu1bVoFs2umlR5xNJ5R2cBUHmvGmbQLpg0BBUyWimW1kTXO0ww7LJaa5ltc/vo7khgGmaFIslCpksT5+ZRpZEWiIewj4f8azGV16cIOSVlwzSS6FiK3A9YFlWlRm50rGIfD7PO9/5ThRF4Tvf+c6rah7ueuGmCzQXwjAMjh49SqFQ4JZbbsE0TYaGhm7Y9i70kLlUaU4QBEKhEKFQiDVr1lAoFIjFYkxPT3Pq1CkAmpqaaG1tfdUGGcuyOHbsGIVC4aoHTt+8sZEnB5KcjedRJXfQzrQdNreGuW9zE88OpZjJaIumtedLJkFVXlS3FwShOmSpyhKiJBEI+AkEAti2jVbSiBXzJGKzPPnTFP2ZAN86nce2HCJeGVUWsMvukZdh1ZPP5znWf4jGxkb6+vpwgN//3hmOTWUJeSWCHpGi4TbaAx6Jj96x2BitZFg8M5jisYEEE3NFZFFkdZ2f162t4x9/YTvPDM4xkizQEPRwV189Ie/5372tPcKRiQy9DQHWNYeqZmrpooksCDw3mCLslakLqNQFVIYSeWazGvGczta2MO/d087W9gi247C61sd3j89iWQ4eWcRxHDTTHYT8zpFp5goGyZxGWLLxyiJF0z0oklh+CHQcKiSx+ZKJXfbXUSWx7FYqoVvurJBju86doiiRtWV8gQCW5dAdldE1jXxmDsmBuC7zw/5R1jWuq1YFHMchkdfRDJvGsGeRxcP1gm3bHD16FNM0VxxkisUi73nPe7Btmx/+8IcEAtcnAL7acFMHmnw+z6FDh/D5fOzbt6/q/XCtDpuXwrUMYfr9flatWkWpVCKXy9He3k42m+XZZ58lEAhU+zqhUOhVEXgqvSdBENi9e/dVNz2jfpU/fmA93z06w3NDKURR4PaeOu7f4s5B3L+lmf/79CjDyYJrvWs7WLbNmzY0VbXILsS29giPnIozX3Ttf0VRxJIU/D4/b7+tk8OjCb55Mk5Wc1AEKDo2OBLdDQHG50r8dNAtr12IdDrN4cOH6ezsrA4o9o/Pc3o2R8QrVTW7gh4Zyzb44fEYH7ylsxok54sGf/TDAfaPpJkvZ2OKJBDPaQwlC2SKBvctsd0KXtNTy+GJeZ4+mySnWViOQ8gjc0t3lO8cnWEkVUQty8V01vrY1Bommi7ikUU++3ObqnM2oiCwuT3Md47NIoluYBcFAVV21RGSeYNVEYmROYs5Q0SWBGTRwSNLRHwyEZ9CIlsiXXLvv8pMT+VBoWiUWWqC61fjU0WG4q75XNSvsLUtwqmZLMFAAAIBHBx0XaeYyHFuOsWTTz5JJBJBDER5ctJiIF7CtB0aQ2557Zbu6HW7d2zb5siRI+i6vuIgo2ka73vf+8jlcvz4xz++JsO+VztuukBTuZASiQRHjhyhra2Nvr6+6uuyLFdnWq7ngn2tk/4VA69iscjevXvx+/3V1xOJBLFYrGqUVCmv3UjXyhuJivVCOBy+pt5TfVDll27tXLJk9Zo1tfzoZIznhubQTFeHbENLkHfuaLnk923viPCGDQ08cipBIqcjCO60+O09dTSEvRyYLiFJMj6PjUdyh3ALusV4fB5BlDg+Msvre2sWma8lEgmOHj16kQjoTEbDsGxU3+JbyCO7mU0qb1QDzb8dnqZ/IlMmHJyX90/mdeoCKo+eSXB7b90lBw39ikRAkdAtB6ucUZRMi0dOJaoGZ7Lk0n7PxvIoojuVUxfwXDTMaduuflvEJ2PZrhFZIue6bNq2jWJZbG4JMae5Zcz2Gi/DySLg9tWCXoWu+gBeWSKR1wl6JOqDKtmSRdGw8CgiqiTQEfXxu/f2MZIsVh1OT0xnOTXrygXJooCAgEf1ICgm21Y385o9LUxOz/LnT44zNKcT9QoEvF7GEjp//5yGVxEvO4i7XFQymUqQWQkzTNd1PvCBDxCPx3nkkUeIRCLXvF+vZtx0gabSWD579iwbNmy4SHyxsqhZlnXd+OnX6iFTLBbp7+9HVdWLnu5lWaa5uZnm5mZs275I3fhqGGw3A+bn5zl8+DCtra309vbesOzsq/snODObY3WdH68iops28azOZx8b4h3bWogGVNbU+xdtXxIFPnhLJ7s6azg2lcVxHNY3h9jWEeahYzE0wybokSnmdERFQBRlbMFGx8EvCqDlePrpp6umVaIocu7cOTZu3EhLy+IA117jdbW/THuRQGTJdLdRFzxfAnribBJFFMg7bh9DEFxF5LxuYdo280WDyXSJcPPSC96J6Sw/HUzRVuOtUngn00UGYnmaQi592LRsvIpIybAYK8u3LDW82Fnrw7WFccrqBDa27WBZNgIwmBNxcgUEwSUxfOoNvWRKJgfH0oiiwM7OCLevqUORBHTL5he/1M/p2RyC4CDgZkaKJPD+tfW01fgW+cNs7wjTUeNjOJGnpawzF8/peBWR16ypw+v1khTCzONn86oojmVQLBbBzDOdyPMvTxdpubNrSeLNcmHbdtXRdefOnSv6HsMw+OAHP8jY2Bg/+clProtw76sdN12gmZ2dZWhoiF27dhGNRi/6/5XF2DTNaw40l2v6Lxfz8/P09/dXa/eXy1BEUaxOua9fv77KYDtz5gy6rlNXV0djY+M13Ug3EhW/nJ6enhuqapAuGjw5kCTkkYmWhRdVWWQmo/HjU3EOj88T8ipsaAnya69bvUg6RhQEtrZH2Nq++AlTLpd3GkMekgWDkmHjkQVs28F0oLPWz8/fuZ7WkEwikWB0dJRcLoeqqmQyGbKGyLGExeR8ifqgyi2ro2xuDXNwbB7bdgUnC7rLwHpgS/MiA6+KxL8guBbL0oIGu246+BXxsj4oJ6azaKZNa+R8plWxRS7qFu01PibSRUqGjWm780j3bmq6yGYZYGdnDRtbwhyZnMewHERAt2xs2w3UouCWzDTTYr5o8N1jM/zx/et5/Xr3u3TL5qmzSfaPpMlrJnMFHY8kYDsChu1g2w6a7fD4mTg7OiNsaj3f4A97FX7lNav4l4OTDCcKmLZDfVDlLZua2Nzqlp3iOR3HAa8qARI+nxfHASedJ6kZVeJNJBKp3kt+v39Z920lyBSLxRUHGdM0+dVf/VUGBgZ4/PHHX9WD19cTN12gaWpq4rbbbrskPVAUxatyvLwUltv0vxxmZ2c5ceIEa9asobOz86qClCAIV2SwVbKdm4EqOTExwcDAABs3bqSpqem6fa/tOPRPzDM5V6KtxsvW9gjJnE7RcKXxK5hKl0gXdBwEon4VjyJyYDTNXz4+zH9/a98lPV4q2NIWJuSVsSyHrlof43Ml8rqNabkL+Idf20VXnd8d+iyVqk+8lmVx6Nw0f3/wJCkNVEVGFCV+fDLGe/d0EPTIvDgyR1Zz52se3N7ML9xyvsQmCAK7VtXw8MkYsgjzRdMtG4muHI1h2axpDFyy7wTluRiHReViVRbL3jUO0YBCwCOVtdB0NreF+Pid3UtaI0uiwB+8tY/PPTHMM0Mp8pqOX4ICIEugyEJZFkcg5JU5OpFhfK5IR9SHbtn8zx+d5ZnBFJbjUNJtsppJQ1DBI4vEcgaK5A7OHp/O8b9/fI6P3tnNrjJNG1ym4G+9vofxuSKG5dBe1ouroKacsS1kIwoC6LbI2pZabrllLaVSqSrKOjg4uCxRVtu2OX78OIVCYcVBxrIsfu3Xfo3+/n6eeOIJGhsbr/o7/v8VN12gEUXxigvr1bhsLoWFmcxKshjHcRgeHmZkZITNmzfT0HBpw6TlYCkGWzweZ2ZmhjNnzhAOhxdJ6r+UcByHwcFBJiYmrrtfztl4jt/85glGU0Vsx+1vbGwJ8TtvXkvAI5HXXBMx03ZI5nUEUUAWBHyqhF91BzJPz2Q5M5tjffPlG7EdUR/v2tHKvx6cxDQc6oMKuunQXe/jd+5dS2vEV6XRz8zMVKnajuPw/IspdDlAX52MoemUSiVmkkW+/FSe339DJ79ySys5U6Az6lvSpuDB7S385EycmYyJZTsYZckdjyTQ2xDgPTvbODGVJZbTiHgVNrWGFi2+W9vCfEuVmCsYVUuAkEcuBxKBkmEhi262FA246s/zRYPnhucYSxWo8Sns6YqypuyBUxdQ+d171/LcoeNMJ9PUd67lU987h2U7ZS03gRq/Ql1AIZk3mM1odER9PHU2yTODKSI+Bb8qkcjpFAyTVMENnh5ZwCNL5e+AnG7x7/3TbO+ILAp6oiCwqnZpheVt7WHao15GkkVaa7yokkAybyAAd/S62YPX663aHSw02zt27Bi2bVNXV7dotq0SZPL5PDt37lzRIKVt23z84x/nueee4/HHH7+olPozXB43XaBZDq4l0Fxr09+2bU6ePEkqlWL37t03hGlSYbCtWrUKXdeJxWJVAzG/3181F7vRDLbKb52bm2P37t3XNcjldZOP/PMxptKl8pCfW5Y5PDHP/37kHHetreNbh2dI5HRUya39O0BdQKlqlPkViXhWJ5U3lrXNezc2srYxyKHxNCXDprvez+5VNXgVqfpbKzJBFTLHbFZjMJ6nIeTBq8p4VQ+hUIigpjMxV+DA2WkaxLNkhQDPmH4UX4C+1mj1e/OayWNn4iRzOpLoUrAVEfyqjGXb1IVU/uXgJKdmspjlIczOWh8fuq2zuhj3NgZ46+YmvnN0hqFEHgF3Sn9PVxTTdpjNlLBsiPhk3ra1mVVRL//j4bOMp4qIZd+cn5QNy17XW1e1bnBKGe577W5ypkhTaBy9rD6gSAKq5MrbeGSxWprcP5LGcpzzx1+VkEV3tkkzbUJe1Z0RsmyaQh4agi7V+uGTMRpDHja0LO18uRABj8x/eE0XX35hnNFkEdO2ifgU3rLZZZ1diAvN9jKZDPF4nNHR0WqJzbIsTNNk9+7dKw4yv/mbv8njjz/O448//rI4w77S8YoMNK5B06VdNi+Fa23667rOkSNHsG2bvXv3viQlLVVVaW9vp729fUkGW6W8dr0ZbKZpcuTIEQzDuCHSOT84HmMmo6HKYtWDXpFciuzRyQwfu3M1DgI/OR0nq1tIokvfXRX1kSmZrtKx48rGNIeXt2+CINDbGKC3cXHAtCyLo0ePUiqV2L1796Lfai9hrQzuNaioKuvWr2VyLs+3XhxnrjCPZSSRpHHWNwb40Gs6+X/7Ezw3nKZo2EiigGU7BFWZthovMxmN7x2ZpbXGw+q6AD7VVXseSRb48vPjfPpNvcjl6/S9u9vY2BLiwFiaomGxrinErWuiqJLIsckMj56Jc3Iqy7ePzPC1/ZPols3m1nDV5nhqvsQ3Dk6xpTXI2LnTFAoFdu3ahcfjwQu8rreO7x+bRREFVMktw2VKJnf01lXLejaLB438qkjEJzObdfsqBd3GdlxmXVuNh6n5ErGszt8+NYIiiTSFPfzyrZ2LSmlLYXW9n//65l6GEwVKhk1Hra9aUrvS+Y1EIkQiEXp6eigWi9UZPNu22b9//1X7Htm2zac//WkeeughnnjiiRVZI1wPfOYzn+HTn/40H//4x/nsZz8LuHJcv/Ebv8E///M/o2kab3zjG/mbv/mb61ravl646QLNchb/q81oKnIylc+sJMjk83kOHz5MKBRi06ZNLwtD7EIG24U+LpWbqK6u7pr2ryLx7/F42LVr1w1Rnz0bc+VOpAvOgyS4zK2cZvFLt3byju0txDIazwym+KcXJzg0MY9tu4u/KLgLZHf9yo2uDMOoatHt2rXrotp9c9hDV52fE9NZgh6p6pcUy+o0BD0EPTLfORpD9ahsqQ/hALl8kTOJAv/7h6c4kQKn/BMVUQTcMuBc0cB2XDdI3bKpDaj4VAlFEmmrcUtH52IF1jW7AqyCILCtI8K2jsUkB8dxeGIgwZMDSTyyhCzB+FwRSXSVmBtCHgRBoDnsZTRV4KFnj9ATsi8qIf2H27uwHIenzqZI5g08isjdffV89M7V1ffs6qzhiYEkJcMql/YE6gJqeX5GwHJsWiIe2iJesiWT8bkiNT6F1XV+LMdhOuN67fzxA+sXERuWgiyK9DauXHy2opZumia33XYbsixfscR2IWzb5vd///f51re+xeOPP86aNWtWvD/Xgv379/P5z3+eLVu2LHr9k5/8JA899BDf+MY3iEQifOQjH+Ed73gHzzzzzMuyn5fDTRdoloOrCTQXNv1X4iGTTCY5evQo7e3tN8RYbSUQRZH6+nrq6+txHId0Ok08HmdgYOCaGGwVfbba2lrWr19/w+Z8WiNeRAFMx0FdkC+YNvgUofoUXeNTqPEplAyLL70wjmm7AUbCbWyPpopMpku0R69e9kPTtEVe8EsFZ1EQeM/ONv7i8SGGysOjuuUQ8ki8e2crg4k8mbJ+mCC4Df6A34eYNTmctFxml+D6ueR1s1zKAsd2X6+WDMcz3N7jWhdUpHaKxpWv8XPxPM8MzRH1q4S9MoZtu583bUZTReqDanWiP5/LY5oqO3deHFD9qsRv3tPD/7enxMy8RkNIXURNBrhjbR1PnU3y4mgaHB0QcHC4tbuWd+9s5e+fHWc2qzGb1ZnNaHhkkXXNIURRQESgoxxAnx+e4x3bblyPw3Gcahl0586d1Qz1SiW2SqYTDocRBIH/8T/+B//0T//E448/Tl9f3w3b38shl8vxvve9jy984Qv80R/9UfX1+fl5vvjFL/K1r32Nu+66C4B/+Id/YP369Tz//PPs27fvZdnfS+GmDDTLcdlcTunsWpv+4LKtzpw5syxF4pcLCxlsFR+XhQy2aDRaJRMsHEa8EBWJ/4UT8DcKd/bV85UXxonnDHDsqrilA+xbHaXlgifeH5+OI4sCm1qCGJbjTq0LAhPzJR47k+AD+66ubl4sFjl48CA1NTVs2LDhsgF1Y6tLUHjybILRVJHGkMrtPXWsbw7x0PHZRe+dLxocHp8nWzKxypewKAp4ZNAtqq85jju0KJdVDwq6xVPnkqiSiFcRaQl7aY9e2dN+KFGgZFg0lmV4ZNH1uknmdHKaiWE5KBIMTiUIqgL33bbtsg8ezWEvzeGlt+uRJX733rU8ejrB88MpHAf2ro5yz7oG/KpEd32AA2Np0gWT7x+fKVPIzx/XyvWULiyvp7YSOI7DqVOnmJubY9euXUte7xeW2Bay2P7oj/6IJ598knXr1nHgwAEee+wxNmzYcMP290r4tV/7Ne677z7uueeeRYHm4MGDGIbBPffcU31t3bp1dHZ28txzz/0s0FwPLCejudamv+M4nD17lqmpKbZv3/6KGcq6kMFWLBaJxWKLGGyVvs7C5v7MzAwnT56kr6/voiHZG4FVtX4+/ca1/O9HzjGb0zBNd+Hd0xXhf75t/UXvH0sVUSQRWRRZsHYhANOZ0kXvvxyy2SyHDh2qWmkv59rorPUtslauoLchgE+RmC+ahLwyh8fnyeuuFEvFMdOwHERZwK9KVVuAiE8h6hMpaibxgqvKXNQsLNkhp5kICEzPa0vaMC9EQJUQBZeSXHHwbA57SRcMdNNhMl0gkyvglQU+cPtaGsLXJvjoVVyBzrdsvrgPUBtQecN6l/Ibz2n8+GR8ESXbtGwQoK3mygF0JagIvKZSqUsGmaWwkMX2p3/6p/ze7/0eDz/8MIqicPfdd/OmN72JD3zgA9x77703ZL8vhX/+53/m0KFD7N+//6L/NzMzg6qqF7FAm5qamJmZeYn2cPl4RQaaisvmpXCtTX/TNKt0yOvNtnqp4fP5FjHY4vE4sViMwcFB/H4/DQ0NWJbF5OTkS+78ec/6BnauivD88BxzBYMdHRHWXYKm3Fnr4+R0dtHC5ZQFHVsu8QS+FCq6ZatWrWL16tXXnLX1NgZ43do6HjkVZyxVJKdZiIKbxbhumQ6WA5rpgONO34sitIQ97rUpygjFAjiU5f9tRCCd1/h/T57lz35u62V7ZNs7IzRHPEzNa7SVp+0F3EDW1+hH1uZZ36rytn3r2XzBEOuNxBvWN7B/JM1oqkhdQMUq2xKsrvOzb/XF7LFrRSXIJJNJdu7cuewgc+F3fPWrX+Wb3/wmP/rRj9i9ezcHDx7ke9/73g0V8l0K4+PjfPzjH+eRRx5Z0W+52SA4l6tRvUwwDKM6rb8UKurI69cvfvK9sOm/kn5MqVSiv78fWZbZunXrTTmhfz1QYbANDg5SKBRQVZWmpqYbwmC7Hjg+leG/fvc0Jd2iNqBgO5DKG0QDCn/24MZl9WgupVt2rTBtm2cH5/ja/gmeH54r90ocMkW3vFu5wbyygE+VEaCq91UyLYq6qxxgO1Qd0BxcYsRvbrHY2F5bJXostegcm8zw2ceGmM26ltGKJLClNcjratLURwJs3rz5kufTcRxOTud4dihFQbdY2xTktb21i5QNVoojE/P8y8EpRlMFREFgU2uI9+1uX1E/7XJwHIczZ84Qj8fZtWvXimT6Hcfhi1/8Ir/7u7/LD37wA2677bbruo9Xi29/+9u8/e1vX9Q3tCwLQRAQRZGHH36Ye+65h7m5uUVZzapVq/jEJz7BJz/5yZdhry+NV2SgqTS8N23aVH3tejT9M5kM/f391NXV3dBG+M0Ay7I4fvw4uVyObdu2VUts8bhb7qivr6exsfGaGWzXE08MJPj758aIZ3UEoC3q48O3r7qi0KLjODx7coTH+odobGll55oWtraHq7Tq64VTM1n+49eOIkuuX4tm2lXrAUFwM5auOj81PoUT01l3cNNxyn4uLgOvMtho2u5nH9jSyIe2BojH48zPz1d12BoaGggGg9VrPFsyOTCaJquZNAcl9OkBImXR08tdx/96cIqvvDhOUbfKTD6B9c1B/uAtfVUXzmuB7TjEszqKJFSHTa8nKkO2FT+klQaZr3zlK/zn//yf+e53v8sdd9xx3ffzapHNZhkdHV302gc/+EHWrVvHf/kv/4WOjg4aGhr4+te/zoMPPgjAmTNnWLdu3U3Zo3lFBpqhoSGy2Sxbt24FFvdjKhH/ahGLxTh+/Djd3d2sWrXqpmCW3ShU5oEcx2Hbtm2LaK6O4zA/P08sFiMWi6FpWjXo3AwabJrpKhRLojsTc6E68YVwHIcvPnaC7x2PIag+FFlBkQR2r6rhw6/tWjSBf61wHIdPffsUj51JUDKs6tyMDQRViahfwbBsPLJER9SLDZimzaHxDIbtoEoCouBqslnlnkuNX+HRj92CIAjouk4ikSAej5NIJC6SXhEEgcR8jhNH+2moq2XDhg2XvY5HkgU+8Y3j2LZDbUBxt2HazGY1fm5nK7/6mq5rPia65SpvX0kiaCWo9FErSg6VIdur/Y6vf/3rfOITn+A73/kOd99993Xfz+uFO+64g23btlXnaD784Q/zgx/8gH/8x38kHA7z0Y9+FIBnn332ZdzLpXFT9miutMgvJANcj6b/6OgoQ0NDbNq06VWvX1QsFjl06BDBYHDJeSBBEKipqaGmpmYRg61CA10ug+1GwSNLi4QaLwfHcXjs4Gm+dzxOTThEc41LQc7rFs8Nz7GhJcQbNyz/fNuOg2k7lzThEgSB37t3Lbpp89iZBIIg4FdFOqI+WiNeMiWTkzNZagNq1cMGxZXZn85oGJbjGozhyvHI0uIFWlVVWltbaW1txbIsUqkU8Xic5w4d5QcjDifTAkXDIeqXeOeuIF2GddkS2P7RNHndoi3iWaSh5lUknjyb4lduW/kD18npLD847tpW+xSJ1/XW8uZNTZcVD70aOI7DuXPnrinIAHzrW9/iE5/4BN/4xjdu6iCzFP78z/8cURR58MEHFw1s3oy4KQPNlVChN19r09+2bU6dOkUymWTXrl2Ew8tbwF6pyGQyHD58mKampkUeP5fCShlsNwMqdfvnz80iefzVIAMuU0sWBV4YnltWoCnoFt8/NsOTZ5OUDJu1TQHeurmZDS0XExe8isTH7uxmer6E40DQKzM+V2Q4mcK0Hbc8dsFxb496mc1qKJKAX5VRJPc9Wc3kzrX1S54nSZJoaGhAk4N8/oksw8kCtmMjIJDPmPzfp4Y4PZHgv9+/4ZLlJNNyYIl6RoWUsFKcnM7y5z8ZZK5gUONXmCvofG3/JKOpIh+7hNjn1aASZKampq4pyHznO9/hwx/+MF//+td585vffE379FLgiSeeWPRvr9fL5z73OT73uc+9PDt0FXhFB5prmfQ3DIMjR45gmiZ79ux5VTA7LodKI/xaSoOXYrANDQ3h8/mqmU5l4O3lQkXLazqZJuupJ12aZyaj0RDyIJcXOUkU0JaxmFq2w18/OcxzQyl8ioQqizw/NMeZmRy/+fqearDJayb/enCKR88kKOou82yuYHAmliurIZfpzgIMxPJEA0q1R2TZDnUBlZJhY1g2ugUirkjnL916edLCF54ZZXSuCA54Zfc+MG2HkgUHxjJ87UfPsKl16b7OlrYwqiKS06yqdbRtO+R1i9f11q34HP7g+CxzBaM6xAqQ00wOjs1zZja3ZIBeLioir5Ugs9IHnIceeogPfehDfPnLX+b+++9f8f78DMvDTRloLneBO45TtXQ+ffo0TU1NRKNXZ/Gaz+fp7+8nEAiwbdu2GyKxcjNhcnKS06dPs3HjRpqbL20ZfDVQVZW2tjba2towTZNkMkksFuPQoUOLhA5fagZbRbfsXKLIt0a9jKfT5EomcwWTkKfA1o6I64KpW2xtu3IGe2I6y8HRNE0hD4GyY2atX2E4UeCh47NsaAlh2Q6fefgszw3P4S2LUqaLJpmSgVVml3lk0RXSdBzm8ganpnM0hj3opttX/MDednobA/zkTIJsyWR7R4S3bm5eUg26grxm8txgCtt2B1grx1kUXI8dQ1CIruqlo1kkHo8zMjKyyOF1XVOEu9fW8/CpGJmSq8Csl20T3rljZcPJhmUzEMsT8SmL7smgRyaW1RlJFq4p0AwNDTE5OcnOnTtXHGQeeeQRPvjBD/LFL36x2kj/GW4sXlErbKUfEw6H2bp1K/F4nOPHj1d1vpqamqitrb3swpZKpTh69OgNd4i8GVDRexobG7uhQ6eyLNPU1ERTU9OSGmwvFYOtoltm2Q4/nPYxky3QEvGQkAQyRYN00eTw2DxNIZU1jUHu6ruyvcNIsoBhOdUgA+6DUNincHomh2U7HJ3McHBsnrqAWlUnjnhl4lkdURRoumDOp6CYNEc8NIe9RP0Kr+2p47W9dUiiwGt7lz/HlEqn0TQN1y3AtQnQLdd8zAGymslM1qB1x+qL+joVva+7Gupo89dzaEYnp1tsbQ9z36bmFQ9VSqJAwONaCCyEVc7qAldQb74choaGGB8fZ9euXQSDK9NBe+KJJ3jf+97H3/zN3/Dud797xfvyM1wdXjGB5sKmf0Xna926dVWnylOnTmGaZrVvcOHCNjU1xalTp+jr66O9vf1l/DU3HpX+U8XOYKU35tXiQg22CoNtYGCgymCrlHEURWEyXSSe1WkKe6gNKMiiuKIa/kLdMrmui/HnT1PrU1BEkaaQB58iMVfQ0UybN2xo5MHtrdQHr0y3dQOHg2U7i/ZLt2wiPhVRcPXGDNtZJIEvCELZqdJmof6z47h9mp2dNfzW63s4F8/zg+OzPHomTnedn/s2N11SAmYhUqkUZ08cZWNLiBcni+imheFUx3DK+wCPnUlwx9p6NrSEqn2dhoaGqt5XLBajIx+nLlwom+1J1F1DFVkUBF7bU8dX90+QLblqCZbtMJF2pXsudD5dLoaHhxkbG7umIPPTn/6Ud7/73fzFX/wF73//+1/VD5k3G27KQHPhBXA5ZtmFTpWVm6cya1NZ2DKZDFNTU2zbto26uou91F9NME2To0ePomkau3fvftn6Txcy2PL5PLFYjLGxMQ4cPckTcR/n5iFnQMFwabCtNV7euL6B9+xqW5RFXA6FQoFDhw5VdcteGEm7A5FSpZQkUONT8CkiWc3izrX1ywoyADs6ItQHPUymXQdQUYCcZqEZNneUG/VBjxtgLgxGAVVCN12vFo8s4Tiuppksidy5tp5HT8f5wx8MlNWP3Sb8vx6a5s/fuZFVtT6eG55DM222tUcWZRjJZJIjR47Q19fHR9aH+dS3TzKSLGIviDIeSWBDc4i5osEjp+MXlasW6n319vZeZLYXDAarJbaFfZ2loJkWsaxO0CMR9au8aWMjY6ki+0fTxHMaINAYUvnlWzsvWwq8FIaHhxkdHWXnzp0rDjLPP/88P/dzP8ef/Mmf8Eu/9Es/CzIvMW7KORrbtjEMozrpvxJmmeM45HI5ZmZmGB8fx7IsotEora2t1afpVyM0TePw4cMoisLWrZeXL3k58UcPneLxgQSiY1W1vgQg4JHwqzL7Vkf5729dd8XsZindskRO54NfPoxhOUQXLGzxnEZdQOVLv7D9quZn9o/M8YVnxsrlIAdVltjbdX4OJ5XX+fDXjzJXMGgOexAFl6mWzOtE/SqTZQaaAyiiwFs2N3FHby2/+/0B5osmNT7XfsB2HOaLJi0RL0XdIl00cMrOo+/a0cpH71xNMpHg2LFjrF+/vuryOJIs8LvfPcWxqSxeRaLGp9BR40GRJWYyJVbXB/jTBzcu+/cunNdJJpOX9D1yHIcfnYzzvWMzpPIGqiSwtyvK+/a2Y1g23+6fYThZoDGo8uCOVjpWoAgwMjLCyMgIO3fuXLHJ4IEDB7j//vv5gz/4Az72sY/9LMi8DLhpA42u69UAAyub9Nc0jf7+fkRRpLe3l7m5OWZnZ8nlctTW1lYb1itx3bsZkc/nOXToENFo9IqKxC8nxueKfOIbx1EkVzhyvmigiq4si+M4NPgELEHi9960hr29TcRzBmGvTOQC86uKbllXVxddXV2Lro8vPjvK116cxAF8skjRsJAkkY+8bjUPbL16QkS6YHBofJ6iYbG6zs+65uCiGZfnhlL8xWNDJAvuA5LlOPQ1BvmdN69lNFXkwKjrTnlmJsfp2SxFwyavWfg9ElGfQuWr8ppLXPCpEmGvXA1algO/dksjbfoEmzZtusjc6l8OTvKl58fpjPqq++U4DqNzRe7pq+fX7+m56t8MLOrrxONxbNuu9tyOJBy+8Oy4m7mWrRzSRYM1DQGKuslsttKncRl0v35P9yUtnJdCZb5t586dKx496O/v57777uO3f/u3+c3f/M2fBZmXCTdloDEMA03Tqv9eyYKZzWarvioXLrrFYpHZ2VlisRiZTIaamppq0Hml0pzT6TT9/f20t7ezZs2am/qGOjw+z+989zQNQYUT0zlsx0GRxLINsEOd31VDbvaV2VNI+DwKd/U18qHXrCLokasN7bVr1y7Zb7Mdh+8dneW7R2eIZTXaoz4e3N7C3X1Lz6VcD6QLBl96fpzvH591S2SiQMQn84G9HbxjWzOf+MYJ9o+m8akSpmWTLFtQh7wyEZ+beabyBnndoiGooMrns665vE6rz+KL79tMQ8PFJIap+RKf+veTpAoGjUEVURBI5HUUSeR33ty74t7IQiz0cZmZneVv+kukDZn2qA+Px4MkSWQ1kxNTWaJ+hb7GIKIoYNo2Y6kiOzoi/O69y1PLHhsbY3Bw8JqCzPHjx7n33nv55Cc/yW//9m/f1PfEqx03ZV3lgx/8IIODg9x///287W1vo7Oz86ouksoitHr16ouedMGdB6k8BZdKparcysDAAOFwmMbGRpqamlakm/RyYHZ2lhMnTlx3scgbhcaQB58iUijPm1TGWUzbwbBtEnkHw3YYyroCkQ0+yBdKfGP/GEOTMf7TnigTE+6T/aXo2qIg8MDWZh7Y2nxR7+RGIVMyeeR0HN20aQy5hmPzRYO/++kohmXTP5Eh4JHwKhKWLTJXNKtzKyGvjIDrtikKoC4UUzRNBMeiJHiWDDLgGsn9+t1r+ML/r73zjo+qWtf/dybJpPcmEEIahE4KEIoC0nuC2BtYrwhY4J4Dwv2hR71Hj3A8CBY8VxFEQQwJICKdAAqIpFAChF4DmUzaZJJMpu7fH2H2IVJTJgXW9/PJH9mzM7N2Mplnr7Xe93l2nye3pGqpLsBDxZM9W9WLyED1fZ2AVm0g5yDeTlU3hTpdGY6ODpiVKgxmCx7OLiiv/s4dlUoCPZw5kV9e5TJ9m4o2m8jExcXVWmSOHTvGmDFjePXVV4XINAGapNDMnTuXlJQUUlNTmTNnDt26dSMxMZHExMRb3q1LkiS/STt16nRH2dkuLi6EhoYSGhqK0WiURefUqVPyhmhwcHCT63y3ceHCBU6dOkWXLje+022KtPJxoVeEL1uPFeCucqSowojRbMForgpx+U/0sQIFCnRmBZEB3uj0RrI1lfyec5EQDwV5eXlYrdbb7rk1hMgAbM3RUFppJviqyAD4u6vI0xrYeFSD0WLF08VJHpOPqyPFFSasVgmtvmp24+yoxGytWnpzUCgwm82YjCYkhQMdW95aMGJae/OvRzpzKr8cs1UiKtC9WiVcfeKmcsDLVUWJHny9PLFarRgMBtRaPVaLlcqKMkodzbg4O+OkUsm+b7dzHLh48aIsMt7etRPIkydPMnr0aCZOnMg777wjRKYJ0CSXzmxIkoRGo2H16tWkpqaSlpZGhw4dSExMJCkpqZqNisFg4OTJkxQWFhITE1PrN6kNk8kkd74XFhbKne/BwcG3rcJpCP4czFbX621oyg1mvtpzgV0nCsnV6tGbrPLMQ+WgxGyx4uSoRKmoSt4M9XPDwWrkSqmRvwwKY3D7QPmmoKysDF9fX3nDurGWP/+x6SQ/Z6uvSwetKgpwkuONbYUIkiRRWG7CaLYSEVC179MtxJsvdp2juMKEswNgtWKm6mf+9XAneoTVf5ZLbUnJusyyfZfwcnHEx80Jg8lKrrYSrd5EkLsDvioJg8GA1QpaiwOtfd34+NGuuDrfeE/00qVLnDhxgri4uOsCve6UM2fOMGLECB5++GH++c9/Ntl9ynuNJi001yJJEkVFRaxdu5bU1FS2bt1KREQEiYmJDBw4kFmzZtG9e3fef//9el/ysmW35OfnU1BQUC27pTHsVqxWK9nZ2ZSWlhIXF1drr6emgKbMgLrUwKn8cj7deRYXJyVBns5kX9ZhsUqoHJUYTFaC3JUorWZMSmc+HNeR+GuiAfR6vXxTUFJSIlvpnyxTseOMjnydgbZB7iR2u48ONwlWuxGSJLHteAG/ZOeTrzPQ/j4PHoppcdPO9uX7L7Ho1/NVeyRXZ1FGs4UrWiOdW3pgtkocV5fj7uyAykFJpclCpcnKw1cryv7963l2nSpEqzdRoKvEaAEXJyVt/N15tV8YA6MbLpTuTjBarCzde5GdJwvRGcyoHJREBrrRuYUn67PzMZgtuDo5oKs0oVJYGBYiEe5aebVfp3q+jk1kYmNj8fWtnZieP3+e4cOHM3r0aBYuXChEpgnRbITmz5SUlLBu3TqWLVvGzp07CQsLY+TIkYwfP56YmBi7vcksFotst6LRaGS7leDgYNmq3Z7YPNosFguxsbF3TcWc2Wpl2qojnCusoLWvK2cLK7iiNVT5g0lWAl3BpFDR/j5PFjza+aZZMjYPtu/2XWTdyQqsKFA5OmBFiberE2+PiqZ7G587GtPXu8+z7I9Lso2MySLh4eLIe6Ojbziz0OgMTPrhEOpSA96uTpQZzBSVGwEFfu5OeDo7olQoKNabMFusqByVDIoO5L+HRLLlmIavdl/A28UBB6uRCn0lOskFL1cnFjzahWCvW0c6NyaXtZVcLNLj6eJIdLAHSkWVM/S2nALySg2E+rkypEMgXVt5yf06Go2GkpISPDw8cHFxobCwsE7uFbm5uQwbNozBgwezaNGiBhOZDz74gNTUVHJycnB1daVPnz784x//IDo6Wj6nsrKS6dOn88MPP1RzWb6Tpf27hWYrNAC7d+8mKSmJRx55hAceeIDVq1ezYcMGAgIC5EKCHj162O1Nd63dSn5+PgqFQrbC8fX1rffX1ev1ZGVl4erqSteuXZtMIFl9setkIQt3nEVvsuDmpORiiZ7ySgtODhDg4UJkoDszhkXdtkRWozPw/LIDVXsiTgpMJhMmk5liI0T5qfj4oWj8b2NVdEVbyYSlWVgkSS6rlq6GeHVs4cmXT3a94U1FTl4ZC3ac4egVHUXlJhyVCtr4u+Ln5kTx1TC0CQmtae3nSqifm7wx/npyNheLKvBytGCorKy6aVE6cLFYz6R+YYzsfPd9KBmNRk6dOkVubi5KpRKVSnXDfp3bkZeXx/Dhw+nTpw9ff/11g/5fDB8+nMcff5wePXpgNpuZNWsW2dnZHD16VN7XnTRpEuvXr2fJkiV4e3szZcoUlEolu3fvbrBxNjbNVmgkSWLAgAE8/vjjTJo0ST5eUVHBxo0bSUlJYf369Xh6ejJmzBiSkpLo3bu33d6EVqtVtsJRq9Wy/5rNCqeuomNrTAwKCiI6OvquXRb441wxPx1Sc7agDIWxnLa+jvTqHEmwlyudW3neNugMYNvxqo77YE/na3pdJEorjFSazEzpZMVHJd3Uqghg49F83v/lBAGeqmr9MhVGC2aLxHfPxd7UKkaSJP659TTrs9WE+7tW+1tdLNZzf6Qf/29kdLWfmbg0i2JdGS4KM1Ynd0oNVc7kZovEi33b8ESPVnfy62tWXLlyhWPHjsl7qsXFxfJKga1fJzAwkICAgJs2Hufn5zNy5EhiYmL49ttvG71BWaPREBQUxM6dO+nXrx9arZbAwECWL1/Oww8/DEBOTg4dOnRokkmY9qJJVp3dCQqFgm3btl33xnJzc+Ohhx7ioYceorKyki1btpCamsrjjz+Os7Mzo0ePZty4cfTt27de3QGUSiV+fn74+fkRHR2NVqtFrVaTk5ODyWSSP9QCAgJqLHaFhYUcOnToho2Jdxs9w3zpep8rGZmZuLl61Wrm5qRUogCsV21dqlCgcHDAWamkb58YVJZKNBoNJ0+e5PDhw/j7+8uWK05OTjgqFSgUV73Drvl1WyUJhYJbxkBXpbwqcHJQXndD4OSgpKjCVO2YJEkEOhk4rzdT6qhCq9UjXT0uSfD72SIejmtR79HTjYlNZLp16yYvl13rkWfr1zl79izZ2dk33NcpLCxk7NixdOzYkaVLlza6yABotVoA+ZoyMjIwmUwMHjxYPqd9+/aEhoYKoWku3O6N5eLiwpgxYxgzZgxGo5G0tDRSUlKYOHEikiQxatQoxo0bR//+/et1r+Naj6927dqh0+lQq9WcOnWK7OxsubM6MDDwttdgMwLt2LGjbDlyN/Nn37LazNziQr3xc1dRWG4kyKOq1NhildBVmukV7kuQpwvggo+PD1FRUdU82I4ePYqvry8tvPzwdqkqP/a/GnNssUqUGyz0jfTD373q/VJuNHMqvxwnByXtgv8TLR0Z4I5CUdUbZMvAsUoSRrOVDvf9x6/Llp0T62fmcKELl7UGVA6Kq69XVQxwLK+MPaeL6N8ugEqThW3HC8jOLcXFyYEB7fzp2qpx839qSl5eniwyN/IdvLZfJyoqSt7XUavVZGRk8O6779K/f3/27dtHWFgYy5cvbxKWUlarlTfeeIO+ffvSuXNnoOpaVSrVdVV0wcHB5OXlNcIoG4dmLTQ1QaVSMWzYMHkj7tdffyU5OZlJkyah1+sZNWoUSUlJDBw4sF7LYxUKBV5eXnh5eckfamq1mnPnznHkyJFqd9LXip0kSbLP071gBAo39i2rDR7OjkwdEM4/t54mr9RQ5Z2sqOrfeeWBsGrnKhQKPDw88PDwICIioloF24MBZfx0wZG8EjMKpRKlUkGIjwuv9qt6jo1H8/n+j0sUlptQKqC1ryuT+oXRtZUX/dv588sRNWcKKvBycUQBaCvNBHs6M6JT1X6L1Wrl8OHDVFRU8PDAnvxanENBuQnl1fH6eqgI9Kzqw9l3voTYUG+mrzpC9hUdUlXLESkHrvB0z1a8fH/162qq2JqLbyYyN8LNzU0O3IuKiuLcuXOsWLGCY8eOUVxczH//93+TmJhIv379GlVwJk+eTHZ2Nr/99lujjaGp0mz3aOoLi8XCnj17WLVqFatXr0ar1TJ8+HASExMZOnSoXUuHbXfS+fn56HQ6fH195eW1s2fPUlBQQGxsbK3NBJsTxcXFHDhwoF6XB88VVrDteAHF5Uba+LsxKDoAP/c7n7kajUYyTuay+Wge+Vo9IV6ODO0YRFTrFpwssfL+hpOYrRJ+bk5YJQlNmZEADxUfj+9MsJczl7WVfP/HJfafK8GKRJeWXjzZoxVtgzzkgDaDwUB8fDxOTk7MWHOUzAslBHu6oFAg7w1dKtYzpEMgPq5OLP39Il6ujrJlT9nVvZwvnuhap0CxhkCtVpOdnU3Xrl1r3Vys0+kYN24c7u7u/Pjjj+zdu5e1a9eyfv16MjIyGq2Sa8qUKaxdu5Zdu3YRHh4uH9++fTuDBg2iuLi42qymTZs2vPHGG7z55puNMNqG554XmmuxWq388ccfsuio1WqGDBlCUlISw4cPt+sHvl6vlwsJtFotSqWSsLAwWrZs2WyscGrL7XzLmgIWi0V2NNZoNCSfgWMlDoT6ueLoWGWKaZUkcksqebFvGx65JqHy8OVS9pwuwkGpoHuoD51buFcrUbfdhadkXeaLXecI9HBG5Vi1BFdpslBUYeIvQyJZ9Ot58ksN1az2JUmiqMLExF6t+a8/zdaaErYgvLqITHl5OePHj0epVLJ+/fpqbh2SJDXK8qEkSUydOpXVq1ezY8cO2rZtW+1xWzHAihUr5DTP48eP0759+3tqj0YIzU2wWq1kZWWxatUqUlNTuXDhAoMHDyYxMZGRI0fi7e1d729so9FIVlYWCoWCoKAgCgsLKS4uxtPTU+7Vac7NmTfiypUrHD169IaOxE0Vq9XKS8syuVRcgYdDVZaMSuWESqXiSpmFpG73Mbl/OJIk8X+7z7N8fy5Gc5X1ioNSQYy/xNMdXYiPi622R1dmMPP/1uVwOLf0Ggdm6BHmw9uj2jH+3+mU6k14/cnFurDcyJM9Qpg6IJyackVbyRVtJQEezoT62eeGRqPRcOjQIbp06UJQUFCtnkOv1/PII49gNBrZsGFDk5nlv/rqqyxfvpy1a9dW653x9vaWbxAnTZrEL7/8wpIlS/Dy8mLq1KkA7Nmzp1HG3BgIobkDJEkiOztbFp0TJ07w4IMPkpSUxKhRo/Dz86uz6JSXl5OVlYWXlxedO3eWN8FtDYg2Kxx3d/dqVjjNGZtPW03W65sKH2w6SdrxAlr7umCxWDAajVQaDBRUSDzUwZ1Hu7fmfIUTM346gQKqwtEkCW15JSZJwawR7Ujs1vK65y0zmNl0NJ99Z4tRKhX0ifBjcPtA3FQOvL/hBD8fVuPn7iQLUaXJgt5kZe64jvSJvPNmxwqjhc93nWXXySIqTRZUjkriQ314c2BErcLJboZNZOpyI1FZWckTTzyBVqtl06ZNTcpu6Wb/99988w0TJ04E/tOwuWLFimoNmzczhL0bEUJTQyRJ4vjx47LoZGdn88ADD5CUlMSYMWMIDAyssejYLP5btWpFVFTUTX/eZDJVs8Kx+a8FBQXh6enZbCqPJEni9OnTXLp0qVn6tAEcuKjlb78cx2Cy4ufuhEWCwjIjge6OTOvtg1lXxLeHyvijQImfqyMOjo4YDAYUCgUVFiVxoT58+lgX+fkkSWJrTgE/H87jfJGeFt4uPNGjFf2i/iPA54sqmLryMPk6I44OCqzWqtrrvpG+fJjUsUbmoQvSzrD2YB4ezg64qxzQm6xoK830jagKnKuP91JBQQEHDx6sk8gYjUaefvpprly5wtatW2ttTyNoXITQ1AHbB6bNaTozM5PevXuTlJTE2LFjadGixW3/YfPz88nOziYqKorQ0NA7fm3bnoFarZb912yiY49lvfpCkiRycnLQaDTExcXZbVYmSRJqnQFJgvu8nO3y+9hxooBl+y6RrzOgVCgIC3Bj0gNhtL9avjx7zRG25BTg5SRhsVpRoMDJyZEyE0QFubN0Qpz8XN/svcDiPRfQVZqrAuAAB4WC0Z2DeHdse7ls+kKRnh8zcvnjfAnuKgeGdgjiodj7cHa8816j4gojz317AKtVqjZ7KTOYMZglFj7WmYiAurmVFxQUcOjQITp27FjrO3eTycTEiRM5c+YM27ZtIyCgaXm9Ce4cITT1hC2iICUlhdWrV7N371569uwpW+G0bt36ug+7ixcvcvLkSTp37lzrtWv4TwqiWq2u5r8WFBSEr69vkxEdmxmoTqcjLi7ObkUOx9VlfL3nAifUZQBEBLjxXO9QurSqXbbJrTCarZwtrMDJQUGYv1s1F4HkzMt8vPU0zgozTo4OODg4YDKZ0BqsPBjiwMu9q2LFDUoXnlmSRb7OgEWqEhiQMF91s54xJIone9ZfkcQJdRmvJ2fj5eKIs+N/+pQsVgm1zsh7Y6LpHVE7zzGoaqQ8ePBgtbjpmmI2m3nxxRc5cuQIaWlpdfr/EDQ+QmjsgCRJXL58mdTUVFJTU/ntt9/o1q0bSUlJJCYm0qZNG/7yl7/QqVMnHn744Vpbot8Iq9UqR1ZrNBokSZJFx+82/l72xGKxcPDgQYxGI3FxcXYzA72ireQvqUdRl1bi46ZCoeBq06WKD5M6EObfcMUU+SU6XlyaQV4FuKgcUSgUGMxWgj1VvDukFQ6VJVV7GEUKlp0Ag1nC0UEpxzpbrVVi0zbIgx9fjK83Z4ASvYnnvz2AyWLF95oZja7SjMkq8eljXWr9eyoqKuLAgQN1EhmLxcKkSZNIT08nLS3tnmhUvtsRQmNnJElCrVazZs0aOVMnJCSEiooKPv30U0aOHGm3GYckSbJ/VH5+PhaL5Zb+XvbCZDKRlZWFUqkkJibGrlYh3/1xiaW/X6SVj8s1lVsSl4oreSS+RYM1NpaXl5OZmYmjhx+/FTiz40QBJotE30g/JvRqLX+QW61WNhw4z5yN56k0Szgqq5o1FQoFVitIVC39rXwxHl+3+hPnz3edJSXzCm6qqj2aSrOV0koz/dv68/ao6Ns/wQ2wiUz79u1p2fL6Qoc7wWq1MnXqVH799VfS0tKaRWKs4PYIoWlASkpKGDt2LBcuXKBjx45s27aNqKgoEhMTGTduHB06dLDbjEOSJLRarSw6RqORgIAAgoOD8ff3t9uHf2VlJZmZmbi5udGlS5d6EzeNzkDKgSvsOVOEUqHggUg/Hoptwac7zvHb6UJa+VRflruiraRbiBcfJnWs82sbzBb2ninmZH45bioH+kb6VZsBlJWVkZGRQYsWLWjbti0KhQLbv9mNbirKjWbGLdpPbkkljsqqRk3r1ZRNR6WCqAAXvp0Yh5tL/UUFGMwW/v3bebblFKA3WXF2VNInwpdX+4fh5VLzqrPi4mKysrKIjo6mVavaGYBarVamT5/O5s2bSUtLIywsrFbPI2h6CKFpICwWCwkJCQQHB7Ny5Uo8PDzkTJ2UlBQ2b95MSEiInB7arVs3u4qOTqeTRUev1+Pv709wcDABAQH1ZuNhu6v38/OrVxEtKjcyY/VRThdU4OKoRAIMVz3EooM9WHdYTYiPS7UP9UvFeoZ1DGL64Mg6vbZWb+Jv649z+LKuqupLAR4qR/7rgTaM7ByMTqcjIyOD1q1bExERccez1bTjGqanHsVgslbNaKgSHHeVgqQIR+J89Pj4+Mh2RfW1v1VQZkRdasDfw+mmbtS3o75E5q233mLt2rWkpaURGVm3v5OgaSGEpgHZvXs3CQkJN5w96HQ61q9fT0pKChs3bpQzdcaNG0f37t3turdSVlZWLRbZz8+P4ODg6/zXakJpaSlZWVnV7urri+X7L/H17gsEeznLhpUmi5V8nZGH41qy+Vg+BpOVAE9nFFR9mDoqFbw7JppuIXUrpf73b+f4If0ygR4qnB2rbGA0ZUZcnBz4x6hwLp/KJiwsrJoNyZ2ScaGE/914ktziSpRK8HdXMT62Bc8mtMZkNMgW+sXFxXh4eMh7b+7u7o1W8FFSUkJmZmadXB2sVitvv/02K1asYMeOHbRr166eRylobITQNEHKy8vZuHEjqamprF+/Hi8vLzlTp1evXnbdW6moqJBFp7S0FB8fH1l07tRs1OZbFh4ebpflj7+mHiHrUikt/pQ6mautZEBbf3pH+LF4zwUKy40gga+7imcSQhhVx/AwqyTx1OJMtHoTAR6qasdzS/QMaWHiqd4RtGnTptavIUkSF4r1lOrNhPq5yqFr12Iymao18bq4uMh7bw1Z2l5SUkJWVhZRUVG13kuRJIn//d//5euvvyYtLY2OHeu+tCloegihaeLo9Xo5U+enn37C2dmZMWPGyJk69txYr6ysrOa/5uXlRXBwMEFBQTddumkI37K3fz7O7tOFtPSuLny5JZWM7BzE9MFR6CrNHM4tRQI6tfTE5wYf2DXFYpV45P/Sr6vWMplMXCwq56m4ICYN6Vzn16nRmP4ULa5UKquVtttrJqzVasnMzKyzyMydO5dPP/2U7du307Vr13oepaCpIISmGWHL1Fm1ahVr1qwBkIPc+vXrZ7eSYQCDwSBngtiWbmyiYzM3tGXn2Nu3bGuOho82n8Ld2QFPZ8eqoKzKqmbDt0e1q1MPyO342/rj7DxZSEvvqvROk9lMYUkZkqOKfz7Sla526NW5U2yl7bbZjsVikbOP6rPgwyYykZGRNWoyvhZJkvjkk0+YN28eW7ZsIT4+vl7GJmiaCKFpppjNZnbt2kVycjJr1qzBYDDImToPPvhgvWbq/Bnb0o1arZb911QqFSUlJQ2SnWO2Wvlk+xm25hRgtFTVADs7KRndOZhX+oVVa5qsb06oy/ifn3IoKDeiUkiUVxpwdFIxuGMQbw1ra9fXrgm2lErbTEev1+Pn53fD7KOaUFpaSkZGBhERtV8ilCSJzz//nL///e9s2rSJnj171up5BM0HITR3ARaLhd27d8szHa1Wy4gRI0hMTGTIkCF2dXw2mUwcOXKEgoICFAoFLi4u8tKNl5f9kh+tksTBS6VkXdSiVEB8qA+dWzaM39spTTnf7z7F/rOFBPt5MrJrCGO6BMvW/k2RP2cf1aaCzVZRZ8sMqg2SJPHVV18xZ84cfvnlF/r27Vur5xE0L4TQ3GVYrVb27dsni45arWbo0KFypk59eotJksSxY8coKCggPj4eFxcX2fRTo9Hg5OQkO003Zf+1mnL58mVycnLo2rVrs/TfqqyslJfX7rSCzSYybdq0qVVFHVS9X7799ltmzJjBunXr6N+/f10vRdBMaNJCYzAYSEhI4ODBg2RlZRETEyM/dujQISZPnsz+/fsJDAxk6tSp/PWvf228wTZBrFYrmZmZsunnxYsXGTRoEElJSYwcObJOM47b+ZZZrdZqm9S2jJ3g4GB8fHwazQqnrly6dIkTJ04QExODn5/99oIaCtsyqEajoaCgAGdn5+vMWcvKykhPT6+zyCxfvpxp06axZs0aBg0aVM9XImjKNGmhef311zl58iQbNmyoJjSlpaW0a9eOwYMH89Zbb3H48GGef/555s+fz8svv9y4g26i2DJ1kpOTSU1N5eTJkwwcOJDExERGjx5dI/NNs9nMwYMHMZvNxMbG3na937ZJbVu6kSSpmhVOcxGdCxcucPr0aWJiYu5Ku/prK9hsS6G+vr4UFBTQpk2bOjVRJicnM3nyZFatWsXw4cPrcdS157PPPmPu3Lnk5eXRrVs3Fi5cKPaL7ESTFZoNGzYwbdo0UlJS6NSpUzWh+eKLL5g9ezZ5eXnyh9zMmTNZs2YNOTk5jTjq5oHNqt8WWZ2dnU2/fv1ISkpi9OjRt8zUMRqNHDhwAAcHB7p161bjSiZJkigpKZFFx2w2V7PCaSj/tZpy9uxZzp07R1xcXLPMz6kpVquVK1eukJOTg0KhQKFQ1LqCbc2aNbz88susWLGCMWPG2HHUd87KlSt59tlnWbRoEQkJCcyfP5/k5GSOHz8unKLtQJMUGrVaTXx8PGvWrCEgIIDw8PBqQvPss89SWloql/gCpKWlMXDgQIqKiu7Ku017YcvUsYlOZmYmffr0ITEx8bpMneLiYo4dO4a7uzudO3eusyhcWxmlVqsxGAyy6AQEBNi1R6gmYzxz5gwXL14kPj6+yUQI25vy8nLS09Np1aoVERER6HQ6eV+nJhVsP//8M8899xzLli3joYceasAruDUJCQn06NGDTz/9FKgS1tatWzN16lRmzpzZyKO7+2hyaxaSJDFx4kReeeUVunfvfsNz8vLyruvTsH2fl5dn9zHeTSgUCqKiopg5cya///47J0+eZOzYsaSmptK+fXuGDh3KwoUL2bp1K/Hx8Zw/f56uXbvWy8xDoVDg7e1N27Zt6du3Lz179sTDw4MzZ86wc+dOsrKyuHz5MiaTqR6utOZIksSpU6e4dOkS3bt3v+dEpmXLlkRGRqJUKvH29iYqKoo+ffrQq1cvfHx8yM3NZdeuXezfv5/z58+j1+urPc/mzZt5/vnnWbx4cZMSGaPRSEZGBoMHD5aPKZVKBg8ezN69extxZHcvDXbLOHPmTP7xj3/c8pxjx46xefNmdDodb731VgONTGBDoVAQFhbG9OnTmTZtGrm5uaSmprJ06VIOHz5MbGwsV65c4ezZs4SHh9drFZlCocDT0xNPT08iIyPlctwLFy5w9OhR+Q46KCjIro2pNmyR3fn5+XTv3l1uSrXH6xzKLWXfuRIkSaJnmC/dQrwarR+noqKCjIwMWrZsedNYcXd3d8LDwwkPD69WwXby5Em2bt2KxWKhQ4cOzJgxg0WLFvHoo482wpXcnIKCAiwWyw1vVsXSu31oMKGZPn06EydOvOU5ERERbN++nb179+LsXN3Hqnv37jz11FMsXbqU++67D7VaXe1x2/e1jY0VVEehUBASEkLXrl05deoUb731Fi1atCAlJYV3332Xjh07ykFu7dq1q/fS5Ws/zPR6PWq1Wi4rtvWABAUF2aUx1Va2XVhYSI8ePeyWBGqVJOZvO8PP2WpMFisAP6RfZljHQP4yJAoHZcOKTUVFBenp6dx33303FZk/4+LiQuvWrWndujUmk4m8vDy++eYb/v3vf+Pr68vBgweJiIigd+/ezaboQ1D/NJjQBAYGEhgYeNvzFixYwPvvvy9/f/nyZYYNG8bKlStJSEgAoHfv3syePRuTySRb2m/ZsoXo6GixP1OPGI1GXnzxRebPn89zzz0HwH/9139RVFTEmjVrSElJ4YMPPqBt27ZyvIE9MnVcXV3lJkGb/1p+fj4nTpzAy8tLLpuuD0GwWq0cPXoUrVZLjx497Oqw8OvJQtYeysPZSYm3a9UsrcJoYcORfLq38WFw+9v/v9QXer2ejIwMgoODa+227eTkRGRkJEeOHGHu3LmEhYWxZs0axo4dS2JiIosXL7bDyGtOQEAADg4ON7xZFTeq9qFJFgNcy7lz564rBtBqtURHRzN06FBmzJhBdnY2zz//PP/6179EeXM9U15eftNlI1uY2k8//URqaiqbNm0iNDRUFp2uXbva9S7WaDTKolNUVFSt8bA2jam23qCysjLi4+Ovm1XXN++sP87WYxqC/uRCnV9qoH87f/53bAe7vr4NvV5Peno6gYGBREdH13p2mp6eztixY/nb3/7Ga6+9Jj+P2WymuLj4jm40G4qEhAR69uzJwoULgaq/fWhoKFOmTBHFAHag8ct6aoG3tzebN29m8uTJxMfHExAQwJw5c4TI2IFb7U0oFAp8fHx49tln5UrA9evXk5qaytChQwkKCpIzdeLj4+tddFQqFSEhIYSEhFSzzj979iyurq7yTMfDw+O2H55Wq5VDhw5RWVlJ9+7dG2QfSG+0VCWc/QmFAsoNFru/PtSfyBw4cIDExERmz55dTWQAHB0dm5TIAEybNo0JEybQvXt3evbsyfz58ykvL5dn7oL6pcnPaATNE1umTkpKCuvXr8fb25uxY8eSlJREQkKCXftlzGazbIVTUFCASqWSRedGbggWi4WDBw9iMpmIi4urt4TR27Fify6f7TqLn5sTjg5VImyxShSWG3m5bxue7VU7+/07pbKykvT0dPz9/Wnfvn2tRSY7O5sRI0Ywbdo0Zs2a1Wyshj799FO5YTMmJoYFCxbIy/OC+kUIjcDu2DJ1UlJSWLduHS4uLnKmTp8+fezaL/PnvBYHB4dqVjgWi4UDBw4gSRKxsbEN2rtTojfx+o+HOa2pwOmqIafRbCXc340Fj3bGz91+syqbyNhitmsrDseOHWPEiBFMmjSJd955p9mIjKBhEUIjaFCMRiPbt29n1apVrF27FoVCwejRo0lKSrJ7po7VaqWoqAi1Wo1GowGqlv+cnZ2Jj49vsJnMtWjKDKxMz2XnySKskkS/KH8e796KYC/77Q9VVlaSkZGBj48PHTt2rLU4nDhxghEjRjBhwgQ++OADITKCmyKERtBomM1mdu7cSXJyMmvXrsVgMDB69GgSExMZOHCgXTfjDQYD6enpWCwWJElqtv5rNcV23XUVmTNnzjB8+HAeffRR5s2bd9f+vgT1gxAaQZPAYrHw22+/kZKSwurVq9HpdHKmzuDBg+s1U8fWGe7q6krXrl1RKBRotVrUajX5+fmYTCZZdGylsHcDBoOBjIwMvLy86NSpU61F5vz58wwfPpwxY8awYMECITKC2yLeIXXk3LlzvPDCC4SHh+Pq6kpkZCRvv/02RqOx2nmHDh3igQcekBvcPvroo0YacdPEwcGB/v37s2DBAs6fP88vv/xCy5YtmTVrFuHh4TzzzDOkpKRQVlZWp9ex3dG7u7vL5de26rno6Gjuv/9+unfvjouLC6dOnWLHjh0cPHiQK1euYDab6+lqGx6buHp6etZJZHJzcxk1ahTDhw8XInMHpKamMmTIEAIDA/Hy8qJ3795s2rSpsYfV4IgZTR3ZuHEjK1eu5IknniAqKors7GxeeuklnnnmGebNmweIWIO6YMvUWbVqFampqVy6dInBgweTlJTEiBEjauSkbNsA9/HxuaMPW0mSKC8vl2c65eXl+Pv71zkOuaGxiYzNDLW24pCXl8fw4cPp27cvX3311V0z07Mnb7zxBi1btuTBBx/Ex8eHb775hnnz5rFv3z5iY2Mbe3gNhhAaOzB37ly++OILzpw5A4hYg/rC1lCZnJzM6tWrOXXqlJypM2rUqFtm6tg8vPz9/WtdZfXnOGRfX1+5QdTezZ21pb5EJj8/nxEjRhAXF8fSpUubhLN2Q6HRaOjSpQuvvfYas2bNAmDPnj0MGDCADRs21DjErVOnTjz22GPMmTPHHsNtkoh5rx3QarXV0hf37t17XUXVsGHDOH78OMXFxY0xxGaJUqmka9euvPfeexw+fJjMzEx69erFokWLiIiIICkpicWLF6PRaLj2/kmj0ZCenk5QUFCdSnlt/msJCQn07duXgIAA8vLy+PXXX2/qYNyYmEwmMjMzcXNzq5PIFBQUMGbMGDp37sySJUvuKZGBKvusxYsX884775Ceno5Op+OZZ55hypQpNRYZq9WKTqe7K9JZa4KY0dQzp06dIj4+nnnz5vHSSy8BMHToUMLDw/nyyy/l844ePUqnTp04evQoHTo0jNXI3YrNzt+WqZOVlUXfvn1JTEwkPDycF198kS+++IKRI0fapQTXYDDIM53i4mI8PT3lXp36LGKoCSaTSS546NKlS61Fpri4mNGjRxMaGkpycnKzWS60B5MnT2br1q10796dw4cPs3///hrPZD/66CM+/PBDcnJy7qmANTGjuQkzZ86UkwVv9vXnZa/c3FyGDx/OI488IouMwP4oFAratm3LW2+9xb59+zh58iRjxoxhyZIlPProo0RHR3PmzBkuXbqEPe6rnJ2dad26NfHx8fTr14+QkBBKSkrYs2cPe/fu5fTp05SVldnltW+ETWRcXFzqJDJarZakpCRatGjBjz/+eE+LDMC8efMwm80kJyfz/fff11hkli9fzt/+9jd+/PHHe0pkQMxobopGo6GwsPCW50RERMj/fJcvX2bAgAH06tWLJUuWVPvnFomgDc++ffsYPnw4r776KsHBwaSkpLBnzx5iY2PleIOwsDC7NhmaTKZqVjguLi4EBwcTFBSEp6enXV7btlymUqno1q1brUVGp9ORlJSEh4eH7OZwr5OdnU2PHj0wmUysXr26RrHUP/zwA88//zzJycmMGjXKjqNsmgihqQdyc3N58MEHiY+P57vvvruuGsdWDKBWq+Xu81mzZpGamiqKAeyAyWQiOjqaN998k6lTpwJVy2tqtZrVq1eTkpLCrl276NSpkyw6tbXGv1MsFgsFBQWo1epq/mtBQUF4e3vXy2ubzWYyMzNxcnKqk8iUl5czfvx4lEol69evt1voW3PCaDTSs2dPYmJiiI6OZv78+Rw+fPiOZiYrVqzg+eef54cffiAxMbEBRtv0EEJTR3JzcxkwYABt2rRh6dKl1UTGlm0hYg0anqKioptuuEqSRGFhIWvXriUlJYVt27bRrl27apk69hada61wbP5rQUFBt6ycuxU2kXF0dKRbt261Lj3W6/U88sgjGI1GNmzYcM/EV9+Ov/zlL6xatYqDBw/i4eFB//798fb25ueff77lzy1fvpwJEybwySefVIuzdnV1rVFpfnNHCE0dWbJkyU2txa/91R46dIjJkyezf/9+AgICmDp1KjNmzGioYQpugiRJlJSUsG7dOlJSUti8eTNt2rSR4w3qssdxJ1itVoqLi+VeHUAWHT8/vzt6bbPZTFZWFkqlkpiYmFqLTGVlJU888QRarZZNmzbdUx+Et2LHjh0MGTKEtLQ07r//fqCqUbtbt258+OGHTJo06aY/O2DAAHbu3Hnd8QkTJrBkyRJ7DbnJIYRGILgGW6ZOSkoKGzduJDg4WBaduLg4u4qOJEkUFxfLFWwWi6Wa/9qNBMRisZCZmVlnkTEajTz99NPk5eWxZcsWsW8oqFeE0AgEN6G8vJwNGzbImTq+vr5ypk7Pnj3t2hlvSy+1iY7RaCQgIED2X3N0dMRisZCVlQVAbGxsrcdjMpmYMGECZ8+eZfv27fj7+9fnpQgEQmgEgjtBr9ezefNmUlJS+Pnnn3F1dWXMmDEkJSXZPVNHkiR0Op0sOnq9Hj8/P/R6PY6OjsTHx9daZMxmMy+++CJHjx5l+/btTaLs9ty5c7z33nts376dvLw8WrZsydNPP83s2bOrlVhfuxwdGBjI1KlT+etf/9qgY+3UqRPnz5+/4WNffvklTz31VIOOp6kihEYgqCFGo5GtW7eSkpLCTz/9hEKhkEWnX79+ds+1KS0t5dChQxgMBiRJws/PT97XqUmvi8ViYdKkSaSnp7Njxw65eKWxaU7+gefPn8dkMt3wseDgYFFMcRUhNAJBHTCZTOzcuZNVq1axZs0aTCaTnKnz4IMP1rsHmi122mKxEBsbi9FoJD8/H7VajU6nw8fHh+DgYAIDA2/Z+2KxWHjttdf47bff2LFjB61atarXcdY3wj+weSOcAe5hPvvsM8LCwnBxcSEhIYE//vijsYfU7HBycmLw4MEsWrSI3NxcUlNT8fLy4vXXXyc8PJwXXniBdevW1YsHmtVq5eDBg5jNZjl22s3NjbCwMBISErj//vsJCgoiLy+P3377jT/++OOG/mtWq5Xp06ezY8cOtm7d2uRFBoR/YHNHzGjuUVauXMmzzz7LokWLSEhIYP78+SQnJ3P8+PEmsU7f3LFarfz+++/yTEej0TBs2DCSkpIYOnQoHh4eNX6+gwcPYjQaiYuLu+3ynMFgQKPRoFarKS4uRqFQsG3bNh577DG+//57fvrpJ9LS0oiMjKzLZTYIwj+w+SNmNPcoH3/8MS+99BLPPfccHTt2ZNGiRbi5ubF48eLGHtpdgVKppE+fPnz88cecOnWK7du3ExkZybvvvktYWBhPPPEEK1eupLS09LbPVVORgSr/tZCQEOLj4+nfvz8eHh6kp6fTv39/vv76axITE6moqGgw/zUQ/oH3MmJGcw9iNBpxc3Nj1apVJCUlyccnTJhASUkJa9eubbzB3eVYrVYOHTokO02fPn2aQYMGyZk6Pj4+1ZwBbOdXVlYSHx9f60IDSZJ4//33+e6773jttdfYt28fGzZsoGXLlmzYsIGoqKj6usSbIvwD713urWAJAVCVL2KxWAgODq52PDg4WGyk2hlbY2VMTAzvvfcex44dY9WqVXz++edMmTKFAQMGkJiYyOjRo/H09OTll18mKSmJMWPG1ElkPvroI7766iu2b99Oly5dgKowuE2bNhEaGlqfl3hTAgMDCQwMvKNzr/UP/Oabb65rlO3duzezZ8/GZDLJv5ctW7YQHR0tRKYJIpbOBIJGQqFQ0LFjR+bMmUNWVhZHjhzhwQcfZMmSJURGRtK7d2/S09Np27Ztrft0JEli/vz5LFy4kM2bN8siA+Dm5sa4ceOanP2/zT8wNDSUefPmodFoyMvLIy8vTz7nySefRKVS8cILL3DkyBFWrlzJJ598wrRp0xpx5IKbIYTmHiQgIAAHBwfUanW142q1usn0UtxrXJups2fPHkaMGIFOpyMkJIT777+fYcOG8dlnn9UoU0eSJD777DPmzZvHxo0bm01G/ZYtWzh16hTbtm0jJCSEFi1ayF82vL292bx5M2fPniU+Pp7p06czZ84cYVLbRBF7NPcoCQkJ9OzZk4ULFwJVewGhoaFMmTKFmTNnNvLo7l0kSeLpp5/m4MGDpKWlERAQwKVLl0hNTSU1NZU9e/YQFxcnxxu0adPmhm7PkiTxf//3f7z99tts2LCBPn36NMLVCARVCKG5R1m5ciUTJkzgyy+/pGfPnsyfP58ff/yRnJyc6/ZuBA3Lt99+y7Bhw677O0iSRF5eHqtXryY1NZWdO3fSpUsXWXSioqJQKBRIksTSpUuZOXMmP//8M/369WukKxEIqhBCcw/z6aefMnfuXPLy8oiJiWHBggUkJCQ09rAEd8C1mTqrVq1i+/btREdHk5iYiJOTE3PnzmXt2rUMHDiwsYcqEAihEQiaO7ZMnZ9++okVK1awadMmVqxYweOPP97YQxMIACE0AsFdh1qtFsufgiaFEBqBQCAQ2BVR3iwQCAQCuyKERiAQCAR2RQiNoMnywQcf0KNHDzw9PQkKCiIpKYnjx49XO6eyspLJkyfj7++Ph4cH48ePv64RVSAQNC5CaARNlp07dzJ58mR+//13tmzZgslkYujQoZSXl8vnvPnmm6xbt47k5GR27tzJ5cuXeeihhxpx1AKB4M+IYgBBs0Gj0RAUFMTOnTvp168fWq2WwMBAli9fzsMPPwxATk4OHTp0YO/evfTq1auRRywQCEDMaATNCK1WCyAnLWZkZGAymRg8eLB8Tvv27QkNDWXv3r2NMkaBQHA9Qmjucq5cucKTTz5Ju3btUCqVvPHGG409pFphtVp544036Nu3L507dwaQ8+J9fHyqnRscHFzN6VcgEDQuQmjucgwGA4GBgfzP//wP3bp1a+zh1JrJkyeTnZ3NDz/80NhDEQgENUQITTNAo9Fw33338fe//10+tmfPHlQqFdu2bbvlz4aFhfHJJ5/w7LPP4u3tbe+h2oUpU6bw888/k5aWRkhIiHz8vvvuw2g0UlJSUu18EXcgEDQthNA0AwIDA1m8eDHvvPMO6enp6HQ6nnnmGaZMmcKgQYMae3h2Q5IkpkyZwurVq9m+fTvh4eHVHrdFG18rtsePH+fChQv07t27oYcrEAhughCaZsLIkSN56aWXeOqpp3jllVdwd3fngw8+aOxh2ZXJkyfz3XffsXz5cjw9PeWURb1eD1SFX73wwgtMmzaNtLQ0MjIyeO655+jdu7eoOGsADAYDMTExKBQKDhw4UO2xQ4cO8cADD+Di4kLr1q356KOPGmeQgqaBJGg2VFRUSBEREZKTk5N06NChGv98//79pddff73+B2YngBt+ffPNN/I5er1eevXVVyVfX1/Jzc1NGjdunHTlypXGG/Q9xGuvvSaNGDFCAqSsrCz5uFarlYKDg6WnnnpKys7OllasWCG5urpKX375ZeMNVtCo1C6IXNAonD59msuXL2O1Wjl37ly1/Pe7EekOWrxcXFz47LPP+OyzzxpgRAIbGzZsYPPmzaSkpLBhw4Zqj33//fcYjUYWL16MSqWiU6dOHDhwgI8//lhELd+jiKWzZoLRaOTpp5/mscce47333uPFF18kPz+/sYcluAdRq9W89NJLLFu2DDc3t+se37t3L/369UOlUsnHhg0bxvHjxykuLm7IoQqaCEJomgmzZ89Gq9WyYMECZsyYQbt27Xj++efv6GcPHDjAgQMHKCsrQ6PRcODAAY4ePWrnEQvuRiRJYuLEibzyyit07979hufk5eVdl4dj+170N92bCKFpBuzYsYP58+ezbNkyvLy8UCqVLFu2jF9//ZUvvvjitj8fGxtLbGwsGRkZLF++nNjYWEaOHNkAIxc0F2bOnIlCobjlV05ODgsXLkSn0/HWW2819pAFzQjhdSYQCNBoNBQWFt7ynIiICB599FHWrVuHQqGQj1ssFhwcHHjqqadYunQpzz77LKWlpaxZs0Y+Jy0tjYEDB1JUVISvr6+9LkPQRBFCIxAI7pgLFy5QWloqf3/58mWGDRvGqlWrSEhIICQkhC+++ILZs2ejVqtxcnICYNasWaSmppKTk9NYQxc0ImLprJnTqVMnPDw8bvj1/fffN/bwBMCHH36IQqGo5jPXXHN0QkND6dy5s/zVrl07ACIjI2XXhieffBKVSsULL7zAkSNHWLlyJZ988gnTpk1rzKELGhFR3tzM+eWXXzCZTDd87M8bsoKGZ//+/Xz55Zd07dq12vE333yT9evXk5ycjLe3N1OmTOGhhx5i9+7djTTS+sPb25vNmzczefJk4uPjCQgIYM6cOaK0+R5GLJ0JBHairKyMuLg4Pv/8c95//31iYmKYP3++yNER3HOIpTOBwE5MnjyZUaNGVcvLAZGjI7j3EEtnAoEd+OGHH8jMzGT//v3XPSZydAT3GkJoBIJ65uLFi7z++uts2bIFFxeXxh6OQNDoiKUzgaCeycjIID8/n7i4OBwdHXF0dGTnzp0sWLAAR0dHgoODRY6O4J5CzGgEgnpm0KBBHD58uNqx5557jvbt2zNjxgxat24t5+iMHz8eEDk6grsbITQCQT3j6elJ586dqx1zd3fH399fPm7L0fHz88PLy4upU6eKHB3BXYsQGoGgEfjXv/6FUqlk/PjxGAwGhg0bxueff97YwxII7ILooxEIBAKBXRHFAAKBQCCwK0JoBAKBQGBXhNAIBAKBwK4IoREIBAKBXRFCIxAIBAK7IoRGIBAIBHZFCI1AIBAI7IoQGoFAIBDYFSE0AoFAILArQmgEAoFAYFeE0AgEAoHArvx/u3CpkzvfPjgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.GridSampler(P, density=0.2)\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The last point of this tutorial is the possibility to transform a *TrimeshPolyhedron* to a *ShapelyPolygon*, by either projecting or slicing with a plane. This is also a functionality implemented in Trimesh. \n", + "\n", + "This may be useful, if the problem should first be researched in 2D, which most of the time is less expensive. For this, only have to choose how we want to create the 2D-representation. Here we use slicing, the projection works the same:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "new_space = dp.spaces.R2('x') # the new object is 2D\n", + "p = P.slice_with_plane(new_space=new_space, plane_origin=[0, 0, 0], plane_normal=[0, 0, 1])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The created object *p* is a *ShapelyPolygon*, that can be used like before:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_sampler = dp.samplers.RandomUniformSampler(p, n_points=100) \\\n", + " + dp.samplers.RandomUniformSampler(p.boundary, n_points=100)\n", + "\n", + "dp.utils.scatter(new_space, p_sampler)" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "fb770cb910411e790a99fd848f827dc995ac53be5098d939fbaa56bcec3c9277" + }, + "kernelspec": { + "display_name": "Python 3.9.4 64-bit ('bosch': conda)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Tutorials/polygons_external_objects.ipynb b/Tutorials/polygons_external_objects.ipynb deleted file mode 100644 index 773b778..0000000 --- a/Tutorials/polygons_external_objects.ipynb +++ /dev/null @@ -1,302 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Polygons and External Objects\n", - "=============================\n", - "Thanks to a soft dependency on Shapely and Trimesh polygons and polyhedrons can be\n", - "created. For this, two additional domains exist: *ShapelyPolygon* and *TrimeshPolyhedron*. \n", - "They combine the properties of the previously explained domains with the feature of the packages. \n", - "This means you can:\n", - "\n", - "- Call the boundary with **.boundary**\n", - "- Compute volume, bounding boxes and normal vectors\n", - "- Create points inside and on the boundary\n", - "- Use the operations *+*, *-* and *&* to create complex domains\n", - "\n", - "But what is **not** possible, is the creation of variable/changing polygons. \n", - "The vertices have to stay always the same.\n", - "\n", - "Polygons\n", - "--------\n", - "If you have the package Shapely installed, you can find the class *ShapelyPolygon* under:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using default backend: PyTorch\n", - "Using Pytorch: 2.0.1+cu117\n" - ] - } - ], - "source": [ - "# This is only valid when the package is not installed\n", - "import sys\n", - "sys.path.append('/home/hell/Desktop/repos/DeepINN/')\n", - "\n", - "import DeepINN as dp\n", - "from DeepINN.geometry.domains.domain2D.shapely_polygon import ShapelyPolygon # polygon creator" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This class can be constructed through two different ways, either you create your own \n", - "shapely-polygon yourself, or you pass all vertices of the polygon to the constructor:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "X = dp.spaces.R2('x')\n", - "P = ShapelyPolygon(X, vertices=[[0, 0], [1, 0], [1, 2], [0, 1]])" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Like mentioned before, all properties of the pre implemented domains work also for these domains. Therefore, we can have a look at the polygon we created. Again we need \n", - "the *PointSamplers* which are part of the next tutorial. " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/hell/Desktop/repos/DeepINN/.venv/lib/python3.8/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n", - " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", - "/home/hell/Desktop/repos/DeepINN/DeepINN/geometry/domains/domain2D/parallelogram.py:134: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3571.)\n", - " bary_coords = torch.stack(torch.meshgrid((x, y))).T.reshape(-1, 2)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "P_sampler = dp.samplers.GridSampler(P, n_points=100) + dp.samplers.GridSampler(P.boundary, n_points=100)\n", - "\n", - "dp.utils.scatter(X, P_sampler)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you have the package Trimesh installed, you can find the class *TrimeshPolyhedron* under:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "from DeepINN.geometry.domains.domain3D.trimesh_polyhedron import TrimeshPolyhedron" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For this class, there are also two different ways to create a polyhedron. The first one is to define the vertices and say which vertices create a side of the object. For example, a simplex is created with:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "X = dp.spaces.R3('x')\n", - "vertices = [[0, 0, 0], [1, 0, 0], [0, 1, 0], [0, 0, 1], [0.5, 0.5, -1]]\n", - "faces = [[0, 1, 3], [0, 2, 3], [1, 2, 3], [0, 2, 4], [0, 1, 4], [1, 2, 4]]\n", - "P = TrimeshPolyhedron(X, vertices=vertices, faces=faces)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "P_sampler = dp.samplers.GridSampler(P.boundary, n_points=100) # only show the boundary\n", - "\n", - "dp.utils.scatter(X, P_sampler)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "External Objects\n", - "----------------\n", - "The other way is to import an externally created 3D-Object, on which a PDE should be \n", - "trained. This is already implemented in Trimesh and supports STL, ASCII, OBJ and many \n", - "more. \n", - "\n", - "To do this one has to only specify the path to the object and the type of the file,\n", - "in the constructor of the *TrimeshPolyhedron*:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "X = dp.spaces.R3('x')\n", - "P = TrimeshPolyhedron(X, file_name='L_plate.stl', file_type='stl')" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Where we now have used an L-shaped domain, again all previously mentioned methods are useable:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "P_sampler = dp.samplers.GridSampler(P, density=0.2)\n", - "\n", - "dp.utils.scatter(X, P_sampler)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The last point of this tutorial is the possibility to transform a *TrimeshPolyhedron* to a *ShapelyPolygon*, by either projecting or slicing with a plane. This is also a functionality implemented in Trimesh. \n", - "\n", - "This may be useful, if the problem should first be researched in 2D, which most of the time is less expensive. For this, only have to choose how we want to create the 2D-representation. Here we use slicing, the projection works the same:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "new_space = dp.spaces.R2('x') # the new object is 2D\n", - "p = P.slice_with_plane(new_space=new_space, plane_origin=[0, 0, 0], plane_normal=[0, 0, 1])" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The created object *p* is a *ShapelyPolygon*, that can be used like before:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_sampler = dp.samplers.RandomUniformSampler(p, n_points=100) \\\n", - " + dp.samplers.RandomUniformSampler(p.boundary, n_points=100)\n", - "\n", - "dp.utils.scatter(new_space, p_sampler)" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "fb770cb910411e790a99fd848f827dc995ac53be5098d939fbaa56bcec3c9277" - }, - "kernelspec": { - "display_name": "Python 3.9.4 64-bit ('bosch': conda)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 8bf94d327f023514d40fabbab48baab14510d75c Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Tue, 20 Jun 2023 17:32:53 +0100 Subject: [PATCH 05/10] example of sampling techniques --- .../1. Geometry/different sampling.ipynb | 148 ++++++++++++++++++ requirements_working.txt | 73 +++++++++ 2 files changed, 221 insertions(+) create mode 100644 Tutorials/1. Geometry/different sampling.ipynb create mode 100644 requirements_working.txt diff --git a/Tutorials/1. Geometry/different sampling.ipynb b/Tutorials/1. Geometry/different sampling.ipynb new file mode 100644 index 0000000..235fbb0 --- /dev/null +++ b/Tutorials/1. Geometry/different sampling.ipynb @@ -0,0 +1,148 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using default backend: PyTorch\n", + "Using Pytorch: 2.0.1+cu117\n" + ] + } + ], + "source": [ + "# This is only valid when the package is not installed\n", + "import sys\n", + "sys.path.append('../../') # two folders up\n", + "\n", + "import DeepINN as dp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R2('x') # R2 space\n", + "R = dp.domains.Parallelogram(X, [0,0], [1,0], [0,1]) # unit square\n", + "C = dp.domains.Circle(X, [0,0], 1) # unit circle" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random_R = dp.samplers.RandomUniformSampler(R, n_points=50) + dp.samplers.RandomUniformSampler(R.boundary, n_points=50) # 50 random points\n", + "grid_C = dp.samplers.GridSampler(C, density=10) + dp.samplers.GridSampler(C.boundary, density=10) # grid points with density 10\n", + "\n", + "dp.utils.scatter(X, random_R)\n", + "dp.utils.scatter(X, grid_C)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = dp.spaces.R2('x') # R2 space\n", + "R = dp.domains.Parallelogram(X, [-0.5,-0.5], [0.5,-0.5], [-0.5,0.5]) # unit square\n", + "C = dp.domains.Circle(X, [0,0], 0.25) # unit circle\n", + "\n", + "intersect = R - C\n", + "random_R = dp.samplers.RandomUniformSampler(R, n_points=500) + dp.samplers.RandomUniformSampler(R.boundary, n_points=100) # 50 random points\n", + "grid_C = dp.samplers.GridSampler(C, n_points=100) + dp.samplers.GridSampler(C.boundary, n_points=100) # grid points with density 10\n", + "\n", + "random_intersect = dp.samplers.LHSSampler(intersect, n_points=500) + dp.samplers.RandomUniformSampler(intersect.boundary, n_points=500) \n", + "\n", + "dp.utils.scatter(X, random_R)\n", + "dp.utils.scatter(X, grid_C)\n", + "dp.utils.scatter(X, random_intersect)" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "fb770cb910411e790a99fd848f827dc995ac53be5098d939fbaa56bcec3c9277" + }, + "kernelspec": { + "display_name": "Python 3.9.4 64-bit ('bosch': conda)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/requirements_working.txt b/requirements_working.txt new file mode 100644 index 0000000..f5e6f0f --- /dev/null +++ b/requirements_working.txt @@ -0,0 +1,73 @@ +asttokens==2.2.1 +backcall==0.2.0 +cmake==3.26.4 +comm==0.1.3 +contourpy==1.1.0 +cycler==0.11.0 +debugpy==1.6.7 +decorator==5.1.1 +executing==1.2.0 +filelock==3.12.2 +fonttools==4.40.0 +importlib-metadata==6.7.0 +importlib-resources==5.12.0 +ipykernel==6.23.2 +ipython==8.12.2 +jedi==0.18.2 +Jinja2==3.1.2 +joblib==1.2.0 +jupyter_client==8.2.0 +jupyter_core==5.3.1 +kiwisolver==1.4.4 +lit==16.0.6 +MarkupSafe==2.1.3 +matplotlib==3.7.1 +matplotlib-inline==0.1.6 +mpmath==1.3.0 +nest-asyncio==1.5.6 +networkx==3.1 +numpy==1.24.3 +nvidia-cublas-cu11==11.10.3.66 +nvidia-cuda-cupti-cu11==11.7.101 +nvidia-cuda-nvrtc-cu11==11.7.99 +nvidia-cuda-runtime-cu11==11.7.99 +nvidia-cudnn-cu11==8.5.0.96 +nvidia-cufft-cu11==10.9.0.58 +nvidia-curand-cu11==10.2.10.91 +nvidia-cusolver-cu11==11.4.0.1 +nvidia-cusparse-cu11==11.7.4.91 +nvidia-nccl-cu11==2.14.3 +nvidia-nvtx-cu11==11.7.91 +packaging==23.1 +parso==0.8.3 +pexpect==4.8.0 +pickleshare==0.7.5 +Pillow==9.5.0 +platformdirs==3.6.0 +prompt-toolkit==3.0.38 +psutil==5.9.5 +ptyprocess==0.7.0 +pure-eval==0.2.2 +pyaml==23.5.9 +Pygments==2.15.1 +pyparsing==3.1.0 +python-dateutil==2.8.2 +PyYAML==6.0 +pyzmq==25.1.0 +Rtree==1.0.1 +scikit-learn==1.2.2 +scikit-optimize==0.9.0 +scipy==1.10.1 +shapely==2.0.1 +six==1.16.0 +stack-data==0.6.2 +sympy==1.12 +threadpoolctl==3.1.0 +torch==2.0.1 +tornado==6.3.2 +traitlets==5.9.0 +trimesh==3.22.1 +triton==2.0.0 +typing_extensions==4.6.3 +wcwidth==0.2.6 +zipp==3.15.0 From 72d125ef0ee70f62e233707f874ba23ba11db258 Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Tue, 20 Jun 2023 18:13:13 +0100 Subject: [PATCH 06/10] sampling with lambda function example --- .../1. Geometry/different sampling.ipynb | 132 +++++++++++++++++- 1 file changed, 127 insertions(+), 5 deletions(-) diff --git a/Tutorials/1. Geometry/different sampling.ipynb b/Tutorials/1. Geometry/different sampling.ipynb index 235fbb0..c6aefcf 100644 --- a/Tutorials/1. Geometry/different sampling.ipynb +++ b/Tutorials/1. Geometry/different sampling.ipynb @@ -35,12 +35,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -69,12 +69,32 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domainoperations/sampler_helper.py:50: UserWarning: Will sample random points in the created domain operation, with\n", + " a for loop over all input parameters, in total: 1\n", + " This may slow down the training.\n", + " warnings.warn(f\"\"\"Will sample random points in the created domain operation, with\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domainoperations/sampler_helper.py:163: UserWarning: Will sample random points in the created domain operation, with\n", + " a for loop over all input parameters, in total: 1\n", + " This may slow down the training.\n", + " warnings.warn(f\"\"\"Will sample random points in the created domain operation, with\n", + "/home/hell/Desktop/repos/DeepINN/Tutorials/1. Geometry/../../DeepINN/geometry/domains/domainoperations/cut.py:107: UserWarning: Exact volume of this domain boundary is not known, \n", + " will use the estimate: \n", + " volume = domain_a.volume + domain_b.volume.\n", + " If you need the exact volume for sampling,\n", + " use domain.set_volume().\n", + " warnings.warn(\"\"\"Exact volume of this domain boundary is not known,\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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", + "image/png": 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", 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" ] @@ -118,6 +138,108 @@ "dp.utils.scatter(X, grid_C)\n", "dp.utils.scatter(X, random_intersect)" ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = dp.spaces.R2('x') # R2 space\n", + "R = dp.domains.Parallelogram(X, [-0.5,-0.5], [0.5,-0.5], [-0.5,0.5]) # unit square\n", + "C = dp.domains.Circle(X, [0,0], 0.25) # unit circle\n", + "\n", + "\n", + "right_boundary = dp.samplers.RandomUniformSampler(R.boundary, n_points=100, filter_fn=lambda x: x[:,0]==0.5)\n", + "left_boundary = dp.samplers.RandomUniformSampler(R.boundary, n_points=100, filter_fn=lambda x: x[:,0]==-0.5)\n", + "\n", + "grid_C = dp.samplers.GridSampler(C.boundary, n_points=100)\n", + "\n", + "boundary = right_boundary + left_boundary + grid_C\n", + "dp.utils.scatter(X, boundary)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import torch" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = dp.spaces.R2('x') # R2 space\n", + "R = dp.domains.Parallelogram(X, [-0.5,-0.5], [0.5,-0.5], [-0.5,0.5]) # unit square\n", + "C = dp.domains.Circle(X, [0,0], 0.25) # unit circle\n", + "\n", + "\n", + "right_boundary = dp.samplers.RandomUniformSampler(R.boundary, n_points=100, filter_fn=lambda x: x[:,0]==0.5)\n", + "left_boundary = dp.samplers.RandomUniformSampler(R.boundary, n_points=100, filter_fn=lambda x: x[:,0]==-0.5)\n", + "\n", + "grid_C = dp.samplers.GridSampler(C.boundary, n_points=100, filter_fn=lambda x: (torch.sign(x[:,0])*x[:,0]**2 + x[:,1]**2)==0.25**(2))\n", + "\n", + "boundary = right_boundary + left_boundary + grid_C\n", + "dp.utils.scatter(X, boundary)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = dp.spaces.R2('x') # R2 space\n", + "R = dp.domains.Parallelogram(X, [-0.5,-0.5], [0.5,-0.5], [-0.5,0.5]) # unit square\n", + "C = dp.domains.Circle(X, [0,0], 0.25) # unit circle\n", + "\n", + "\n", + "right_boundary = dp.samplers.RandomUniformSampler(R.boundary, n_points=100, filter_fn=lambda x: x[:,0]==0.5)\n", + "left_boundary = dp.samplers.RandomUniformSampler(R.boundary, n_points=100, filter_fn=lambda x: x[:,0]==-0.5)\n", + "\n", + "grid_C = dp.samplers.GridSampler(C.boundary, n_points=100, filter_fn=lambda x: (torch.sign(x[:,0])*x[:,0]**2 + torch.sign(x[:,1])*x[:,1]**2)==0.25**(2))\n", + "\n", + "boundary = right_boundary + left_boundary + grid_C\n", + "dp.utils.scatter(X, boundary)\n" + ] } ], "metadata": { From 1c77f304d424c94cdc86719eb078476dbb401a0f Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Tue, 20 Jun 2023 18:44:26 +0100 Subject: [PATCH 07/10] UKAEA sample example --- .gitignore | 2 +- Tutorials/1. Geometry/UKAEA SUT.ipynb | 222 ++++++++++++++++++++++++++ 2 files changed, 223 insertions(+), 1 deletion(-) create mode 100644 Tutorials/1. Geometry/UKAEA SUT.ipynb diff --git a/.gitignore b/.gitignore index b658b08..d1d1e4b 100644 --- a/.gitignore +++ b/.gitignore @@ -12,4 +12,4 @@ docs/_build/ .vscode/ # Python virtual environment -.venv/ +.venv/ \ No newline at end of file diff --git a/Tutorials/1. Geometry/UKAEA SUT.ipynb b/Tutorials/1. Geometry/UKAEA SUT.ipynb new file mode 100644 index 0000000..289d89d --- /dev/null +++ b/Tutorials/1. Geometry/UKAEA SUT.ipynb @@ -0,0 +1,222 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "# This is only valid when the package is not installed\n", + "import sys\n", + "sys.path.append('../../') # two folders up\n", + "\n", + "import DeepINN as dp\n", + "from DeepINN.geometry.domains.domain2D.shapely_polygon import ShapelyPolygon # polygon creator\n", + "from DeepINN.geometry.domains.domain3D.trimesh_polyhedron import TrimeshPolyhedron\n", + "import torch" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R3('x')\n", + "P = TrimeshPolyhedron(X, file_name='/home/hell/Desktop/PhD/PhD work/PINNs/10. June 2022/4. Week 4/SUT/3. Nvidia Modulus/7. Modified Fourier + importance sampling + adaptive activation/stl_files/stl_file.stl', file_type='stl')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.LHSSampler(P, n_points=200) + dp.samplers.RandomUniformSampler(P.boundary, n_points=200)\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P_sampler = dp.samplers.RandomUniformSampler(P.boundary, n_points=1000, filter_fn=lambda x: abs(x[:,0]-0.2)<=0.9)\n", + "\n", + "dp.utils.scatter(X, P_sampler)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#import mat" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The last point of this tutorial is the possibility to transform a *TrimeshPolyhedron* to a *ShapelyPolygon*, by either projecting or slicing with a plane. This is also a functionality implemented in Trimesh. \n", + "\n", + "This may be useful, if the problem should first be researched in 2D, which most of the time is less expensive. For this, only have to choose how we want to create the 2D-representation. Here we use slicing, the projection works the same:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_space = dp.spaces.R2('x') # the new object is 2D\n", + "p_z = P.slice_with_plane(new_space=new_space, plane_origin=[0, 0, 0], plane_normal=[0, 0, 1])\n", + "\n", + "p_sampler = dp.samplers.RandomUniformSampler(p_z, n_points=100) \\\n", + " + dp.samplers.RandomUniformSampler(p_z.boundary, n_points=1000)\n", + "\n", + "dp.utils.scatter(new_space, p_sampler)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_space = dp.spaces.R2('x') # the new object is 2D\n", + "p_x = P.slice_with_plane(new_space=new_space, plane_origin=[-0.325, 0, 0], plane_normal=[1, 1, 0])\n", + "\n", + "p_sampler = dp.samplers.RandomUniformSampler(p_x, n_points=100) \\\n", + " + dp.samplers.RandomUniformSampler(p_x.boundary, n_points=1000)\n", + "\n", + "dp.utils.scatter(new_space, p_sampler)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_space = dp.spaces.R2('x') # the new object is 2D\n", + "p_x = P.slice_with_plane(new_space=new_space, plane_origin=[-0.25, 0, 0], plane_normal=[1, 1, 0])\n", + "\n", + "p_sampler = dp.samplers.RandomUniformSampler(p_x, n_points=100) \\\n", + " + dp.samplers.RandomUniformSampler(p_x.boundary, n_points=1000)\n", + "\n", + "dp.utils.scatter(new_space, p_sampler)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_space = dp.spaces.R2('x') # the new object is 2D\n", + "p_x = P.slice_with_plane(new_space=new_space, plane_origin=[-0.25, 0.0, 0.05], plane_normal=[0, 1, 1])\n", + "\n", + "p_sampler = dp.samplers.RandomUniformSampler(p_x, n_points=100) \\\n", + " + dp.samplers.RandomUniformSampler(p_x.boundary, n_points=1000)\n", + "\n", + "dp.utils.scatter(new_space, p_sampler)" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "fb770cb910411e790a99fd848f827dc995ac53be5098d939fbaa56bcec3c9277" + }, + "kernelspec": { + "display_name": "Python 3.9.4 64-bit ('bosch': conda)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From e2ed3a1b0bae398c0ff7c3b018fcb925f24f0832 Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Wed, 21 Jun 2023 10:49:42 +0100 Subject: [PATCH 08/10] UKAEA SUT example complete --- Tutorials/1. Geometry/UKAEA SUT.ipynb | 81 ++++++++++++++++++++------- 1 file changed, 61 insertions(+), 20 deletions(-) diff --git a/Tutorials/1. Geometry/UKAEA SUT.ipynb b/Tutorials/1. Geometry/UKAEA SUT.ipynb index 289d89d..c67e47f 100644 --- a/Tutorials/1. Geometry/UKAEA SUT.ipynb +++ b/Tutorials/1. Geometry/UKAEA SUT.ipynb @@ -2,9 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 63, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using default backend: PyTorch\n", + "Using Pytorch: 2.0.1+cu117\n" + ] + } + ], "source": [ "# This is only valid when the package is not installed\n", "import sys\n", @@ -18,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -28,12 +37,23 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Just sample the boundaries\n", + "#P_sampler = dp.samplers.LHSSampler(P, n_points=200) + dp.samplers.RandomUniformSampler(P.boundary, n_points=200)\n", + "#dp.utils.scatter(X, P_sampler)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -43,19 +63,48 @@ } ], "source": [ - "P_sampler = dp.samplers.LHSSampler(P, n_points=200) + dp.samplers.RandomUniformSampler(P.boundary, n_points=200)\n", + "P_sampler = dp.samplers.RandomUniformSampler(P.boundary, n_points=10000, filter_fn=lambda x: abs(x[:,0]-0.2)<=0.9)\n", "\n", "dp.utils.scatter(X, P_sampler)" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "P_points = P_sampler.sample_points()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "P_points = P_points.as_tensor.detach().cpu().numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "(-0.1, 1.0)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mgyGkCMhkMmg0Gmg0GpSWlsLtdrOecePj4+jq6oJSqYRSqYRer4dGoxF9pPeFlF6LROi4ImSxWJCSkiLUpcUUSXQEgtt7ww2ZucRKdCIZRSBWem29Cka8I5fLkZmZyX4GnE4nenp6YLFY2Mo44hlHjEuFjhBilV6L9mhyoYoXyKwnSXQkAIQ+94bs8QhJoNLmSEcRiJVeI70MkXi5kWNFi/XohaZUKqFWq6FSqVBZWQm73c7uB/X09MDhcLCecVqtFmlpaREvpBdKpCNkSk8SHQkAoffeyOVy0SId78VXiFEEYo3BJgsaKfUlVVbp6ekhLQzrNVqKpct0QkICO9KbVMYREZqYmABN0x6ecSkpKSG/D7GIdGJRMh1peo2LJDoSbO9NrOfe+DpuvI4iIMfq7OxEZWUl0tPTsbi4CKPRyDoxk8WMT6kv95jrjXgoYeZWxhUWFrJpHlKeTSrjuOXZ3pVxoZxPTOKhZDpcaJqGxWIRvL8vVkiiEyIknUaq02I998b7uJGk07wRMr3mdDrR1tYGhmGwa9cuZGVlwel0evSbeC9ocrmcXcy0Wi0SExNXXd96JBaRDp/FkaLOj/QmlXHLy8swGo2YnZ1Ff38/VCqVx42Dr89frFJdazW9ZrFYwDAMUlNTBbiq2COJTghEamUjZp8OTdMYGxuLKJ3mjVDptcXFRbS0tCA1NRVyudznHZuvBY2YYE5OTqKnpwdJSUkepb6AFOkIQbh7SDKZDOnp6UhPT2cr47jvWXd3N9RqtUePkFKplPp0QsRsNgOAlF670AhnjLQ3YhUSkFTf4OBgROk0byJNrzEMg4mJCfT09GDTpk0oLS3FG2+8weuY3IbGsrIyOJ1OLCwswGg0YnBwEFarFSkpKWAYBgsLC4JscMcLa9ULTS6XIyMjAxkZGQDAvmckcu3o6EBKSgq7ELtcrqhVlMWiT8ftdgvy/CwWC5RKZcRFN/GCJDpBiGSMtDdiFBIsLS2xs28iTad5E4nouN1udHZ2Ym5ubpUQhnNMpVKJ7OxsZGdnA1jxH9PpdFheXkZ7ezu7wU0WPbVavWbTb7EsJBAS7/fM4XDAaDRifHwcFosFJ06cWGVcKtaNw1qOdEwm05r+PHsjiU4AvMdIR/qhFTK9xq1OKywsxMTEhOB3QuHu6ZjNZrS0tEAul2P//v0eezFCFSckJiYiJycHg4ODOHDgAGv9wh2KRgRIq9WuubvEtRjpBEOlUiEvL49tdCwpKWEr46ampuByuTwq41JTUwW7rrW8p2MymdZNEQEgiY5PuPYTQs7+EEp0vKvTEhMTMTExEfFxvQlnT0en06G9vR0bNmzA5s2bfc6lF9qRwNv6hbu3QLruk5OTWQHSaDRRbxQMhXgtJBAK8p3yHultNptZERoZGQFFUR77QZHc7ceqZFqIc66ncmlAEp1VxPPcG8B3dZrVagVN04LfsYYiEDRNo6+vDxMTE9i+fTvy8vL8HpP7fyHwft7cvYVNmzax82iMRiP6+/ths9nYhseMjIyQRwFEg/UY6XDP5+tmhBSSFBUVgaZpmEwmGI1G6PV6DAwMeIz0zsjIWFXNGIi1nF6zWCxSem29Qib9JSQkiPImR1JIEKjZk+tSK7To8InMbDYbWltb4XQ6sW/fvoCpADEinWB4z6PhjgIYHx8HAI/9IF+9JtGMPtbLno4/+KSdZDIZO9K7pKQEbrcbS0tLMBqNmJqaQm9vLxITEz0ioUAjvdd6ek2KdNYZXCubvr4+FBcXi5JDDbeQIFizp1jD0fgIhNFoREtLC7KyslBXVxc0bSWGiWioi2ZSUhIKCwvZhkfSa0LuqJVKJZuKy8jICLiYicV6jnRomg7ZVJT0bJFSeZfLxVbGjY6OorOzEykpKR6eceSzSNLlazm9Ju3prCO802liWdUA4e3p8Gn2JB9soctCA0VmDMNgZGQEAwMDqKysRFFREa+Fi4iOEIucUMfwvqMmLgljY2Po6upCSkoKFAoFe3Midunteo90hDifQqFAVlYWsrKyAKxUxpH9IJJCTU1NZe2VAMSkZFqoPh0p0lkn+Oq9kcvlovTSAKGJTijeaVzRERJ/6TWn04n29nYsLS1hz5497Jea7zHFiHSEwrvXhCxm4+PjMJlMePvtt5Gens4+RsgKKy7xYIMj5vmEjjpUKhVyc3ORm5sLAB6ecVNTUwCAjo4O0d83LkLdBEqRzjogUO+NWK4BoRw7VO80cu1iiI73gk4iL7Vajf3794eVeiLHjPRLH60y39zcXNjtdqhUKpSXl3uMhgbgYdWjVqsjPudajDxCPZ/YqS5uZZzdbsc777yDrKwsLC4usu8btzybj89fqEjpNd9ccKLj3XvjPWhN7Egn2LHD8U4jz0HoCMK7ZHpiYgLd3d0oLS3Fpk2bwvqSijUYLhpwDTA3bNjAeo9xp3ImJCR49AeFMxBtvafXYhFZAUBRURGKi4vZfTzvvi7vkd6RnpNhGMEiHdJgux64YEQn0BhpLmKKjlwu97ugRDqKQIwIjQiE2+1Gd3c3dDodampq2Dx6JMcUkliJGNd7jOwHEaseYvtCBqKRvQW+i9B6jnSivanv3WvH3cfbuHGjh8/f9PQ0ent7kZCQ4FGeHWpET76LQolOaWlpxMeJFy4I0fEuFvAnOID46TVfgibEKAKxRMfpdOL06dOgKAr79++P+A5Q6JLuaBLsfN5TOclANKPRiO7ubjidTo/9IH+zaNZ7pBNvIsf1+QNWvo/exSTJyckekVCwKk1un1+krKexBsAFIDrcMdJ8Gj3lcjnsdrso1+JLGIQaRSCG6JjNZhgMBhQVFWHLli2CfIHWU6QTDO+BaBaLhd0PGhkZYRc7korjCvqFLAKxPp9CoVg10psUJRCzWe5Ib18RbKCx9aEi9emsEUIZI81FLCdocmwiDEJM9uQi5GLOMAz6+/sxNTWFlJQUbNu2TZDjArFpDo0HKIpCcnIykpOT2Y570h9EUjqJiYls1ZxY0bYv1mMhAZdIRc67udhms7EiRCLYtLQ09uYhNTVV8FHV62WWDrBORScSK5to9OkINdnT17EjxW63o7W1FXa7HaWlpVhYWIj4mFzWciGBkHjPoiHNjmQgmsPhwLlz58Ie5R0KF0IhgZA9OomJiR7DB7kOF2NjY2AYhh27Qcw6I3m+xAZnvbDuRCecMdJcolG99u677woy2dP72JGKzvz8PFpaWqDValFbW4uZmRnMz88Lcn0EMSKd9SBi3GbH5ORk6HQ65Ofne4zy5lr1CFniK0U64eNd0UiEZnJyEsvLyzh37pyHmwJJo/J9vYkRqhTpxCGRjJHmIpboMAyDmZkZ0DSNgoKCsEuO/RHJlE+GYTA6Oor+/n5s3rwZxcXFbD5ajAV9PYiEmJBSW+9R3qQoYXh4GDKZzKM0OxTzS1/ni7YIRFPkoukwTRzPs7KysLS0hPr6eiwtLXmU1atUKo8JuMFuPCVHgjiEpKyEcIYWY0OepNOMRiMACDJK2ptwZ99wU3319fVsBU8kxwzEhVRIEAncz4cvB+Zgo7xDGd0gFRIIDxE6mUwGjUYDjUbDjvQmnnFk7IZarfYYu+Hd20XmD60X4svPPURIdONwODyqRSL5Agkd6SwtLeHdd9+F0+nEnj17AIizSRyOWC4vL+PUqVNwOp246KKLPAQHEEcgLtRCglAI9vqQqreysjLU19fjwIED2LRpExiGweDgIE6cOIHGxkYMDQ1hYWEh6OdCSq8Jjz/fNVJWX15ejt27d+Piiy9e9d6dPXsWAwMDOHv2LBYWFsIumX700UdRUlKCxMRENDQ04MyZM34f+z//8z+4+OKL2ZuWgwcPrno8wzB44IEHkJ+fj6SkJBw8eBD9/f0hX9eajXS8rWwC9d6EglDVa9zqNNLBT7788SA6U1NT6OzsRElJCcrLy32+dmKk16RIhx+hfJZ9jfImG9t8RnlfCIUE8TrWwPu94/Z2feUrX0FraysyMzPxq1/9Ctdccw327NnDy+XiySefxL333oujR4+ioaEBR44cwaFDh9Db28tW4XE5fvw4brnlFnbS7w9/+EN88IMfRGdnJwoLCwEAP/rRj/DII4/g8ccfR2lpKb7xjW/g0KFD6OrqCim9uyYjHVIsQAaiCTloTYjqNZfLhdbWVgwODqK2tpZd1MUy5gT4p8JomkZXVxe6u7tRXV2NiooKv6+dWJFOPB4rGGtpnk5iYiIKCgpQVVWFAwcOoLa2FlqtFgaDAWfPnsU777yDrq4uTE9Pw263S5GOCIS7j0R6u7Zt24Zjx47h+eefh8PhwMDAAA4fPoyMjAz89re/DXqchx9+GJ/+9Kdxxx13YNu2bTh69CjUajV+97vf+Xz8n/70J9x1112orq7Gli1b8Jvf/AY0TePYsWMAVt6zI0eO4Otf/zquv/567Ny5E3/4wx8wNTWF559/PqTnuKYiHYZh4HA4YLVaoVKpBBUbQqTptUDNniQaE6NQgU9UYrVa0dLSAoZhsG/fvqBlmNKeTuwQ6nNNNra5o7zJMDTipQcAo6OjyMnJEX2Udyxm2whdMs0HIcYayGQy1rD0ySefBADWWikQDocDjY2N+NrXvuZxrIMHD+LUqVO8zm2xWOB0Otm+seHhYczMzODgwYPsY9LT09HQ0IBTp07hIx/5CO/ntWZEh/TezMzMYHBwEPv37xfl7izc9JqvdJo/b7dYpNf0ej3a2tqQl5eHLVu28PpCiLmnQ9M0W5UTaVPsekPMyINbvktGeZ84cYJtCLbZbGyjoxijvIVyGA+FeE6vBYPb50NRFHbu3Bn0d+bm5uB2u9kxD4Tc3Fz09PTwOu9Xv/pVFBQUsCIzMzPDHsP7mOTf+LImRIfbe0MWbTG/lAzDhPTFD6XZUyxvN3/HZRgGAwMDGBkZwbZt29j8LN9jiiE6DocDZ86cwdLSEjulk/wXTt/Seot0ovl8SFSzadMmJCYmrhrlzTDMqtENkXz3yHO7ENJrQkSMRHSiyQ9+8AP85S9/wfHjxyMqxfdHXIuOr94bhULBFg+IAbk74fuhCdU7TSzR8RWVOBwOtLa2wmq1Yu/evSE3mIkR6djtdszMzKCgoAA7d+5k/cgmJyfR3d2N5ORkVoA0Gk3Qu8X1GOkA0Xte3pGHr1He8/Pzgo3y5o4UiRZCCUCo5xRizDkplw7l9crKyoJcLodOp/P4uU6nQ15eXsDf/fGPf4wf/OAH+Oc//+kRVZHfI03L3GNWV1fzvjYgjkXHn5WNmI4BAH/R4ZtO8yZakc7CwgJaWlqQnp6Offv2hTXXRcg9HTLe2mg0IisrC9u2bYPD4WB7GMrKylhjRYPBgJ6eHjidTtG68OOZWBQt+HpdvUcA+BvlTQSIz03ChRLpCDk1NFQLHJVKhbq6Ohw7dgyHDx9mr+fYsWO4++67/f7ej370I3z/+9/Hq6++ivr6eo9/Ky0tRV5eHo4dO8aKzNLSEk6fPo0777wzpOuLS9HxNUaaoFAoRBUdcq5Ai20k3mliGYoS0eGKYXl5OUpKSiJqlBViASSv18LCArKzs/02unGNFbmuzEajEUNDQ1AoFB6pOHInud7Sa0DsIp1A+BvlbTQa0dvbC7vdHnSUdywinXjq0wmVcB2m7733Xtx2222or6/Hnj17cOTIEZjNZtxxxx0AgFtvvRWFhYV48MEHAQA//OEP8cADD+CJJ55ASUkJu09DmpIpisI999yD733ve6ioqGBLpgsKClhh40tciU6gMdIEsuci1gcpWDQV6SgCsQoJKIqCy+VCW1sbjEYj6urq2MUhkmNGuqCbzWY0NzdDqVRi3759GBgY4HVMX67MxBCT3GWnpqaCYRgsLS0hKSkp6guLWMQi0gnntSOjvHNzc30aXwJYNbqB7MdeCKITy1HVN998M/R6PR544AHMzMyguroar7zyClsIMDY25nF9jz32GBwOB2688UaP43zzm9/Et771LQDAV77yFZjNZnzmM5/BwsICDhw4gFdeeSXkfZ+4ER3vMdL+3jBu+kusD5KvaCTcdJqvY4shOi6XCzMzM0hNTRXMSDTS9Nrs7Cza2tpQWFiIysrKiO2JvO+yyXC0gYEB9PX1BWyAFIJoLpTxGOkEwpfxJRndwB3lTfYVnU5nWCnfcFirJdNAZAPc7r77br/ptOPHj3v8fWRkJOjxKIrCd77zHXznO98J63oIMRcd7hhpPs7QXNER60PrHY0IOYpADNGZmZnB5OQkkpOTsXv3bsHEONz0GrH0GB4eRlVVFQoKCth/40ZPkSx0KpUKeXl56OvrQ3V1NSiKgtFoxNzcHAYHB6FUKpGZmcneZUdrgROCaDZrilXCzN0P4o7ynpmZAcMwOHHiRNijvENlLe/prLcBbkCMRSecuTeksz/cCrbxeQvOjMxDTlHYlp+K0kw1lArPDwc3vSbUZE+CkKJD0zR6e3sxOTnJuhEL+eXijg7guyg5nU60tbXBZDL5rZgjC52Qd9kk90waIEkqbnh4GB0dHR69J2lpaXGdiltL7gd8IZ5jSqUS8/Pz2LNnD7tfF8oo73C4ENNr8UzMRCfUMdJcwqlge7NHjwf+3oXZZafHz1VyClUFqbj/UCV2FqV7HH9sbCzidJo3QhUS2Gw2tLS0wO12Y//+/dDpdKIMXAP4i87y8jKam5uhVquxf/9+n9GFGIUU3gsnWeBIRGq329kFjniRcQsSuGOi44VoRjrR3GMhAkAiVe4ob1KUEGyUd7jnjCZCpdfMZrNHifJ6ICaiw41wojFo7WfHBvHY28PwdU/ncDNoHl/Czb85i+35KZi3ugCXHR+Y6MGebFqwyZ7ca4800jEYDGhtbUV2dja2bdsGuVwuSiMn1ysu2Jd2ZmYG7e3tAQ1ECUJeJ5/PTkJCgsdsGu+9BjImmixw0e7p8CbakU6szT65RSMbNmwIOMqbuCmEki6N5jwdglDptUj2dOKVmHy7uAPCwvnAh1I2/XL7NH759nDQx9EA2qZN//obg991OvGUSoYvqs34CI/+A75Ekl5jGAZDQ0MYGhrC1q1bsWHDBkGO6w8+kzlpmkZ/fz/Gx8exc+fOVTYZvo4ZS+81770G7pjowcFBWK1WNhWXmZnJlv1Guyw7mpFHvJl9BhrlzU2X8h3lHe1IhzS1C5Vek/Z0BCKSkJ5vpDMyZ8Z/PtsV4tEZACvXteyg8Z2X+/Ddl/twUZkW/31DFZRyGdw0g6wUVVSr17h7JQ0NDUhLSxPkuIEIJjrE8cBms2Hv3r28vhzxVlHGHRMNgC37NRqNGB8fBwBkZGSIUnHoj2gXEsQ60gmG93tE0qXz8/O8RnnHwmAUgFRI4IeYV6+FA1/R+dHr/XDRod6hrv5CMABODs3j8p+ehEIG2P5Vw5CaKMf7yrPwnx+sQF46v1r1cMRhcXERLS0tSElJ8btXIuYYAl/Xu7i4iObmZtbxgG9KipRhC7nQCfm8uTYw3DTP1NQU7HY73nvvPTYK4tOBHy7rVXSEKHbxTpf6G+VNIqFol0wLKToWiyVk+6p4J6aRTrjwFZ0zI/Nhn8MXTnrlP8KSzY2/d+jwcocOVYWp2FGQhos2ZaKhNAOpib5fWplMBofDwet8DMNgYmICPT092LRpE0pLS/2+btGMdCYnJ9HV1RX0mgId0/vPkV6jGHDTPBRFYXl5Gbm5uR4d+Nw7bKEqrtb7no7QFZbeo7zJ6IapqSn09vayFkzZ2dlR2bPjVuNGSjg2OPHOuo507E4+i/D5dFq40ADaJ5fRPrmMP5+dRLE2ETfVFWB7QRpy0pJQlnW+UZFvIYHb7UZnZyfm5uZ4FTOIJTrcCIqmafT09GB6eho1NTVsuiPUY65V2xqZTOZh08NNxZGKq0gdswnrNdIRew9JJpN5+Pk5HA6cPHkSFEWxe3apqamils+HWyDlDYnipEgnDpDL5bz6dOS83nNhvwAMgNF5G378zyEAgFopw+6NGtx1SSkyUxLhYoJ3+ZvNZrS0tEAul7PjY4MhxsA17nG5Jdp8BsAFOt56GOLm3YFP0zRrhkmGo6WkpLCLWyjNj+t5TyfaU0PJuSoqKqBQKAKO8tZqtYKYygqZzpP6dAQkGuk1lRywijcFgRcWJ423Box4a8DI/ixRDlw72okbawuxa0O6x2uh0+nQ3t7uYR3DBzFKpslxFxcX0dfXh8zMTFRVVUX8hRK6ZDoeIifSV0KGo3HNMEnzI1/H7Gin19az47O3rRYZ5V1QUACGYWAymVhn88HBQdZUluwHhROtClmiTUYbrCfWZKSjUCjgdDqDPk6pkAN2b9WJPJ0WKTY38FTTNF7tmsX/21OEz11aBhkFtvR4+/btQedeeCNGeo1YFHV2dqKyshLFxcWCuAfEg0iIjbcZJnHMNhgMGBoa8hhep9VqV81eWc+RTrRn6QD+RzdwR3n7ilaTk5M9Rjfw2Q8SqjHU5XLBZrNJohMPyOVy2Gy2oI/blp+GtzkRxgrxM49lyebGE2cnsDVXjXTzOJxOJ+/SY2+EFh23242uri7QNI2qqioUFRUJclyhRWctzNfxdszmzqUZHR1FZ2enxz7Dei3PBmIT6fDdX/GOVsl8p/n5+ZBGeQvpuwZA2tOJB/im1z77vlIfohNfLFhd+POJLnzxohzU1dWFXVkjZHrNarWiubkZFEUhISFB0DstMRa4tRY5ec+lsdvtbIqno6MDLpcLSUlJbDSUlJQkmjCst0ICX+cLVwC4850AeIxumJiYAE3TPkd5C5Ves1gsACBFOkIR6Z5OsEIChmHgWppDPKTTAsPA4ErAjh07InpNhCokMBgMaGlpQV5eHrZu3YoTJ07E9R7MWoh0gpGQkODhQ9ba2goA0Ov16O/vR0JCgkcqTkjH7PVeSCBkZOU9yttkMsFoNK4a5Q0I87k0m81ITEyM+lgGsVmXkQ4ZRfCns3OIb8EBAApJiYkRf0gjTa+RXoaBgQEPix0xRGI9VK+JBUVRUCqVSElJYUdEcy1guKk4YtMTyaIai8hjrYoOF+5+kPcob51OB7vdjjNnzoQ0ytsbk8m0Lke0r0nRCeS9xh1F0G1SAeDXiBldPKOvwVmT/4fyhKTXwrlz5Y6T3rNnD9LT0z2OK+Qew1qOdGKxue/tmE1KfslmN3B+Omc4jtlSpCMM3JSpQqHA8vIycnJyQhrl7Q0RnfXGmk2v8Zns6T55MtLLFIHVC+6yg4bZ7kJyQvhvRzizb4Dz46RVKhX27du3qkR0LUQ6641Ar493ya8vx2wyvI5PtVUs9nSi6eIdq7EGSqVy1ShvUkLvb5S39/tAHKbXW6QTv5OsAuAtOi6XC62trRgcHERtbS1rrb8zPy3AUWIFBV8pv66p5YiOyh1DwJfZ2VmcOnUKWVlZqK+v99mTIGY6TKgv03oUMT6vDXHMLikpQW1tLS6++GKUl5eDYRj09/fjxIkTaGpqwsjICJaWlny+Tuu9kCAexhqQRuLCwkLs2LEDF198Maqrq5GamgqdTofTp0/j1KlT6O7uhk6nY22yImkMffTRR1FSUoLExEQ0NDTgzJkzfh/b2dmJD3/4wygpKQFFUThy5Miqx3zrW99iHUrIf1u2bAnr2mKaXgt3QeM72XNDBj8TzuizurghMzmytyIU0WEYBgMDAxgZGcH27dsDDokSWnSEbmJdb3eBQPgiqlAokJ2djezsbACejtljY2OgKMojFZeYmCil10SARDr+8B6vwd23Gx0dxenTp/Hd734X5eXlkMlksNlsvFxJCE8++STuvfdeHD16FA0NDThy5AgOHTqE3t5ethKPi8ViQVlZGW666SZ88Ytf9Hvcqqoq/POf/2T/Hm7Euib3dEj1WrDJnguWSOwIolv1lq+JbHolX9EhIxLMZrPfcdLexxWj6TSejxerc3ARQgh8OWYbDAbWCFOtVkOpVIKmacEaGoMRi0KCaFd/ud3ukETCe99uYWEBn/3sZ/Hcc8+hvb0dWq0WBw4cwMGDB3HnnXeuGmvizcMPP4xPf/rTuOOOOwAAR48exUsvvYTf/e53uO+++1Y9fvfu3di9ezcA+Px3gkKhCLlp3RdrMr1GFoCBgQGPdJo3uWnhGy4KA/+FKlEZ2Rcj0BgCwvLyMk6dOgUA2LdvH6+mM7E2/i0WCzo7OzE8POw39RPK8dYTYtkZpaeno6ysDPX19Thw4ABKS0tB0zRMJhNOnDiB5uZmjI6OYnl5WTSRXe/VcuSckQidRqPBpz71KVx22WW45ppr0NLSguuvvx6nT58OGl04HA40Njbi4MGD7M9kMhkOHjzIfvfDpb+/HwUFBSgrK8PHPvYxdm8qVNZcem1paQnNzc0AgD179gRsnLp0cxZ++dZICEu/0PD/ci3bXEhLiqz/IlDqanp6Gh0dHbzGSXMRQ3ScTifee+89ZGZmwmKxoKWlBRRFhe3QfKHu6UQCaXy0Wq1ISEjApk2bWJuekZERj2qsjIyMVTY94XKhpNeEiK6Iw3RlZSUqKytx9913B/2dubk5uN3uVRN8c3Nz0dPTE/a1NDQ04Pe//z0qKysxPT2Nb3/727j44ovR0dERsmPCmkmveVenDQwMBH1jt+WnITWBwpI9/hellzt1+Ej9Bp//tmx1YGbJvtIbkCDH+LwNL7RNw+qgsX9TBmqL0vCDV/vROCyDuu0cLt+Sg42ZyWgam4fB7EAyHMiSWXFtw2aUl4fmnyZkeo1hGOj1elitVmzfvp0dEUCqsAwGg4dDM6nCCjSOWIp0Ij+XXC7365g9Pj6Orq4uD8dsjUYT9kJ+IUQ6QhUvxFPJ9JVXXsn+eefOnWhoaMDGjRvx17/+FZ/85CdDOtaaEB3SRzI/P8/OlhkeHg5qhUMzgM0VTcEJfx9oasHm8efO6SWcHjbiqcZJv89BRgEvts94/GzJ6cSfzk76fPzTw/1IVg1CIZNBIQeSlApo1UqUZCbjkxcVozI3BePzNqQkKJCZsnJnK1SkQ4xDZ2dnkZiYiMLCQta0lTssjcxAIRvgHR0doGmaXfAyMzNDypevRWI92sCfY7bBYEBXVxdcLpdHQQKxf+F7vvUe6Qi1j2SxWFiHA75kZWVBLpdDp9N5/Fyn0wmyH0PQaDTYvHkzBgYGQv7dmKfXguGvOo2P/9rQnBm85rgJRvgLxetdszg7bIRCTsFgdmF22Yple+CLD3kSNwCzg8bK2DkAcGFiwYb2qeVV4pWbqsIDV1dC7Yr8zttms7Ep0W3btqG/vz/g41UqlYctjMlkgsFgwMzMDPr6+qBWq1kBIpHSeiOeXKa9HbPNZjObihscHPRwzM7IyAhYubVeHAkCIWR6LdRIR6VSoa6uDseOHcPhw4cBrLwGx44d45We44vJZMLg4CA+/vGPh/y7cRvp+Gr25H45+IiOw0Uj/PVIzC/96mMPGSwCnyOy6jvdsgOf+0s70pSAWrUARjaG9EQlPnWgGJduzoZaJV8ZHRGEhYUFNDc3s7N4FhYWQhIJrt1ISUkJXC4XGwV1d3fDbrdjdHQUDocDmZmZoppjRot4HlfNHQ9dXFzs0zGb68TsPZkzFn060WxGJecUalR1OA7T9957L2677TbU19djz549OHLkCMxmM1vNduutt6KwsBAPPvgggJXig66uLvbPk5OTaGlpQUpKCsrLywEAX/7yl3Httddi48aNmJqawje/+U3I5XLccsstIV9fXIqOr3SaN3xMP7OShTNG9E08m4kKc11LTmDJSQNwQLfswFee6wbQDQBIVslxZVUuPrpnA6oKVpdxTk5OoqurCxUVFdi4ceOq8ddA6IueQqHwGBl99uxZJCcnY25uDgMDA0hISGDLT/nOP4lH4inSCYQvx2xyU0Amc3JTcVJ6jT/hNofefPPN0Ov1eOCBBzAzM4Pq6mq88sorbHHB2NiYx2syNTWFmpoa9u8//vGP8eMf/xiXXHIJjh8/DgCYmJjALbfcAoPBgOzsbBw4cADvvfce2xMWCnGXXgvU7MmFT6RDiy4I8SY40RVBs8ONp5un8ELrFLJSElCgScT2gjTcsCsP7vlJ6GamUVNTg6ysLPZ3hKyGoygKCoUCmZmZyMvLg9vtZq1GyPwTjUbDFiSsFUuReI50gpGQkID8/Hzk5+evcmImadWJiQm43W5otVrRbwpi1acj1J5OuGMN7r77br/pNCIkhJKSkqCfub/85S9hXYcv4uY2MFg6zZtApp/nDxrVDZ04IDYLqpMGppfsmF6yo3FsEY+/Nw4FBewpSUP2ZgW0NAO5bOXaxJynI5fLkZWVxYqcv2mdmZmZgo8IEJpoRjpiRQK+nJjfeecdyGQyDA4Owmq1rkrFCf28ox3pkGm76616TUjiQnT4pNO84RPpJEVgoLm2iL80n4sB3h1ewru/OQcAKNIm4nvXbcHWTGXU7uS9y4AXFhZgMBjYEQFkwSMjAuIlCopm9Vo0IwG5XA6KorBx40akpqZ6OGaPj48DOG+CKVSVYrRFh6xJkb6mpGBjvU0NBeIgvcY3neYNH9HRRths6Un8LezniZfr8v8ajc/bcNvjLUhWUmjIZpBTuYTN2ZFZ/wD803Uymcxj74EseAaDgc1xk8VOyGbIcFjL6bVgcAsJfDlmc6sUk5KSPHqDwknFxaJaDohcdIDzLtPrjZiKjl6vx9mzZ3ml07zhIzoURSFZRcHsEOJLHC8Le7zCT5TNTgZvTAFv/PosMpMV+PqhclyyOQtKeXQ3e7kLHk3TWFpagsFgYJshU1NTWQEK5nUlBmulkCCc8/kSAa4JZmlpKVwu16r9OTKPJjMzEykpKbyuO1aRjlCTQ9fbqGogxqKj0WhQV1cXcgMUwK96DQA2ZSWjbSryIWkSwQjlS7YiUAazC198tgcJcgoHt2Th0xcVY1N2aHd2Qny5ZTIZNBoNNBoN2wxJoqD29nYwDAOVSgWlUhmy4284XCiRTiC8HbPJ/hwpzeZGroFsk6I92oAUEUT6mjocDjgcDim9JjQqlSoswQFWRIfMnfAHRVHYlJ0SpujEazotXq8rfOxuBi916vFSpx4pKjnuO7QJ1+/k3z0t9CLt3Zy6vLyMgYEBmM1mnDp1Cmq12mNQmljjkKNBNEuYSeopnPN5788tLS3BaDRicnIS3d3dSE5O9kjFkfTWWnW1NpvNACBFOvEEn/QaAGSlhpubj9eFPV6vSxhMDje+/mIf/vDeBH70oa3YlBU48hF7cSZpHzLdsby83KclDOkNCnVctC/Wa6RDnlekIsCNTMvKyuB0Otn3pKenB06nE+np6cjMzITL5Yp6pCNUYygAaU8nnuArOjG0mF7HiB9t9ektOPyrRlAA9pdp8I0rK1DoZ+ZQNBdp4s5MmlPNZjMMBgPbh8IdF63VasO+612Pezok0hH6fN7vCTcV53K50NbWxr4nYheJCGmBo1aro97YGg3WrOjw6tMB0DW1xPOI6y9tJR5R3HgG8M7QAq549Cyu3Z6Db169GQmK81/EaN+lc+FawmzcuNFj87uvrw8Oh4O9487MzORtjClFOuFDURSSk5ORnJyMoqIivPnmmygvL4fFYvEoEiECFMjBPByESq+RHp14KeMXkpiXTIcL30jHaHXyvZqwr0U8JCHk8mLHLJonlvCbj+1Eoeb8Zn68GH5yN78ZhoHVaoXBYIDRaGSbU7l33IFKgKVIJ3KIGaxWq0V+fr5HkYjRaERnZyfcbjc0Gk1Yjtm+ECq9tl7LpYE4iHTCtUXhvaeTrAJgDuPK4oF4EZz4Eb+JBRs+92QH/vf/7YQ2WRW3d4IURbGb30VFRXC73VhYWGAFqLOz028JcKxHG4gFqVyLZWTlXSRCHLPn5uY8HLPDda0QKr1mMpkiFsB4JeaiEy58RSdBsf7etOgSP4JDGJyz4H1H3kNlThI+tU0BpTr+7Y7kcjmbZquoqIDVavUoAeYaZwo1NI8P0XR9jrbZJ1kfAg0A9HbMJjcGw8PD6OjoCOiY7Qshq9fWY+UasMZFh0+fTmaKr/r9+FtIVxD2uhLkQIJCjl0b0jCz7MDkvAUueuXLlqSUoTQzGS6GxsCsGbZ/jYFIUslxTVUO3uzRYc5KC3o9QtM7a8V/zgIpKjMObrHhi+8vRUZy7JwEQiEpKQmFhYUoLCz0mNQ5NjYGu92O3t5e5OTkIDMzUxRPMkIsIp1oEWqJNvfGAPDvmE1SpL4qFdfj1FChibnoiJ1ee39lDp5snPY+a8jniw4Cmx0C2L1Ri89fvglb81LZBYZhGLhoBkq5DAzDoFdnwrDBAk2SAjvzk9HZ3oYPZqrQ5sjBX5umMGd2wR0f2yY+sThovNQxi3eG5vGx3YW4ensO8tL42SnFA96TOk+ePIns7GxYLBZMTEwAgIdFD1+rKD5EO5UX7Z4ZiqLCPqcvx2yDwQCdToe+vj4kJiayURBxzBbSYVoSnTiDvMHBvjS1GzXRu6g4w+kGjvXN4Xj/HBpKtdiUnYK8tATsKdFiR+GKtQtFUdiSl4otealYWlrC2dPvIT09HbW1tXifQoFrNqtxtmcUi0mFeKtvDp3TyzA7eJSqRxEaAE0z0JscOPLmMI68OYyC9AR8/YoKXFweXvNxLKEoCllZWUhPTwfDMKsaIVNSUlgRirT6ar1HOkKJnK9hgiQVx3XMZhgGSUlJEb+uUnotDuF2HPu7s2AYBr1D44jfdFp0cDPAu0PzeHdoHgAgA5CeKMcV23NxaFsudpdoMaefRXt7O8rKylBWVnbelFGpwIYUGW7aV4JPHViZu9E+uYQ3eufQPL6AXp0JdpcbmckJyEtV4uwY3xJ1cZlatOOuJztwaGs2fnh4CztaYS3AXbAoikJ6ejrS09NRWloKp9PJWvSQ6qtgKR++5xKb9TSqWqFQeIzRIHt0o6OjMJlMOHHihIdNT6jWSZLoxCFEaPyFs263G52dnZienkV8Ck7shJAGMG9z48/npvDnc1MAgAwVcHhXLpKhQZGbgUpxftHjpj8pisLODenYuSEdAOCmGbjcNBKUcjAMg5ODRvzvO6M4PWKEKw7291/t1mNi3opvXr0ZW/PW/pdYqVQiNzcXubm5PlM+xJmZTE4NlupZ7+m1aJ2P7NHNz88jJSUFWq0WRqMR09PT6O3t9XDM5tM0bDKZJNERi3A/8OTD5HK5VnUYm81mtLS0QC6Xo6hyF/Bua8TXKSzxF3kZHcDvzs7ixe4FXLQpA186WIGMZCUoigpYTSWXUZDLVr5AFEXh4vJMXFyeia7pZXz0t2dgdcZ+M6hzxoSP/m8z7j+0CTfVFsT6coLCVwh8pXy87WC4k1N9leBK6TXhz6lQKDyiU++mYbvd7tEb5Msx22KxhDUKei2wZj0WKIryWUyg0+lw6tQpZGRkYM+ePbDRkTxFsRbM+BIcLnqTAy+0zuD9Pz2Bi370Fu5+ZgB/6rbjr40T0C3ZeB9nW34qXvzcfnygMgvyOHi6LprBd/4xgOuOnsUbvXOxvpyAhNvsSppTt2zZgv3792P37t3IzMyEwWDA2bNncerUKfT29kKv17OVn+s50om2w7S/c5L3pbKyEvv370dDQwOys7OxuLiIpqYmnDx58l9ZmWnYbCvfsXDTa48++ihKSkqQmJiIhoYGnDlzxu9jOzs78eEPfxglJSWgKApHjhyJ+Jh8iHmkEwlcKxyaptHf34/x8XFs374deXl5//o5AwqSBVsoMFgZQb1gc2NhxgIAeGOiBzIA+8q0OLgtF3VF6dicG3imSZE2Cb/4aDUYhsFrXbP4a+Mk5kw2TBlNsNEyON1M1N+XYYMV9zzdhS8fLMOtDRuifHb+RCoE3nYwpAfFYDCwG9/p6elwOp2w2WxREZ8LIdLhU73mzzF7YmICP//5z/Hyyy8jJycHk5OTIY3SePLJJ3Hvvffi6NGjaGhowJEjR3Do0CG2/N4bi8WCsrIy3HTTTfjiF78oyDH5QDEx9hBxu928+m188fbbb6OqqgrJyclobW2F0+lEdXW1xx1C9/QSPnz0DMKrtxIqDRZv6TRhric9UY6vX1WJ63aFlrJ69dVXkZymweSCFX/qY9BndEddfCgA379uM67YlsNrgNzQ0BDsdju2bt0q+rW99dZbqKurEzWnTyx6+vv7QVEUFAqFR1l2qJ34fJiamoJOp0NNTY3gx/bFzMwMJicnUVdXF5XzAcCZM2dQVlbGFhiEil6vx9///nf8+te/xtTUFKxWKy655BLcdNNN+OQnPxnwdxsaGrB792784he/ALAiukVFRfj85z+P++67L+DvlpSU4J577sE999wj2DH9sWbTa8BKMcHCwgJOnTqFpKQk7N27d9UXtUCTiNgbtcaT4ABCXc+izY3/fLYLNd87hurv/BM13zuGgw+/hZ++3geTzbfnncViAcMwUFAMrru0AfddtQ05qSqvFJz4EsQAuP9vfTj8q3OYMwWey0SI5l262OdKSkrChg0boFAoUFNTg6qqKqhUKoyOjuLkyZM4d+4choeHsbS0JJi33XouJCBEmtLLzs7GHXfcAYVCgaNHj6KpqQlXXnklFhcXA/6ew+FAY2MjDh48yP5MJpPh4MGDOHXqVFjXIsYxgTWcXmMYBk6nE4ODg9iyZQuKiop8flHTk1RYQ9WyaxILKRZwM7AsOnH05BiOnhyDNkmBSyuz8IEtOXj/lmwsLCygubkZFEVh69atUKlUqC1KxyM3VeGJc5M4OWiEweyCpyiKGyWOzdtw/wvd+PXHdol2jlCJtsu0XC5Heno6tFotgJVOfGJUOj4+DoqieE3pDEYs0mtCNGqGghDNoWQ8Q0pKCrZu3corup6bm4Pb7UZubq7Hz3Nzc9HT0xPWdYhxTCAORCecD6HT6URHRwccDgdKSkpQXFzs97FumgEdlxs68ZZyE555qwvPtczguZYZpCiAgxsYXLq9GLKFcY/3fVt+Kr537RYAwEsdOtz3Qi/nKN6vkfCv26mRRVx25BT2lWnxH5eWxoWbQSwNPxMSElBQUICCggLQNI3l5WUYDAZMTEywzakkDRdKc+qFEOkIOdpgPY6qBuJAdEJleXkZzc3NUKvVvAYyudw0wv/+hvOL8SYmQlxP5McwuYDnRyg8PzIOAChoa8EHtubgo/V5KNCo2cddVZWDc2OLeLZlxs/NgncU5P2z8JgzO/Fi+yxe7pzFz2+qwsXlmR7/Hu3oI5rnCiRwMpmMLf8tKyvzGA3Q0dEBmqbZCCgzMzPgprdUSMAfi8UCtVod/IH/IisrC3K5HDqdzuPnOp2OLaoKFTGOCayxPZ3JyUm89957KCgoQF1dHZRKZVD/NaWcQnRLJeJJcID4u54VppYcePz0BA49eg67vv827vpzG5rGFkFRFL551Wb8+Y4aXL8zF5W5yUhQUH7Krin4FqHwcdPAl5/thj3Gna3xOtqAjAbYtm0bDhw4gNraWqSmpmJmZganTp3C6dOn0d/fD6PRuOq7GW0RiHbJNE3TgkRzZORCKJGOSqVCXV0djh075nE9x44dw759+8K6DjGOCcRBpMPnA+92u9Hd3Q2dTofq6mq2aYqP6SdFUXHRGR894i3SCg4N4MTQAk4MLaAwXYU79hWjpigd37m6AmYHjf94qhPdM8swO4K9kcLsBVmcNI73G3Boa2ya86LVO0OGnIV7Lu/mVKfTyTandnd3w+l0QqvVslHQerLB8Xc+ABFHOg6HAy6XK+T02r333ovbbrsN9fX12LNnD44cOQKz2Yw77rgDAHDrrbeisLAQDz74IHuerq4u9s+Tk5NoaWlBSkoKysvLeR0zHGIuOsGwWCxoaWkBRVHYv3+/h7cUX9FRyoE486iU8MPkogPfe2UAwIpk5KQosaMwDbfUF+KfPXMYMVp5HimyvaCvPt+Nv7XpcFNNPi6piJ5paCzSeEIJnFKpRE5ODnJyclYNSBsYGIBMJkNiYiLm5uag0WgCTk4VgmgXEgSb38MXs3ll6GSoJfM333wz9Ho9HnjgAczMzKC6uhqvvPIKWwgwNjbmcW1TU1Me5es//vGP8eMf/xiXXHIJjh8/zuuY4RDzPh2GYeBw+C5ZnZ1dMaHMz8/Hli1bVr2Z/f39sNvt2L59e8Bz7PvhmzBaxFCdSKIKMSIS4fY4Vh83lGOKE20Va1RQJyjRo4t0Eiy/66MAqBQyfPZAMd6f54TT6cSWLVsiPHeQK2MYvPnmm7jooosEHWHgC7fbjbfeegsHDhwIujcqxLk6Ojpgt9vhdrths9k8LHqSk5MFj+66u7uRkJCAsrIyQY/rD4vFgtOnT+Oyyy6L6Dijo6PYuXMnnE5n1KvvokHMIx1fHzSGYdDf34/R0VFUVVWhoMB38yGfSIdhGMgYsfJr8ZbGihfvBXFel7EFBwB+PTWB4RcFMVipfvzNu+PYeUU20oXvl1x9zhhEOtFIQcnlciQkJCAlJQWbNm2CxWJh3bKHhoYiHhPti1jsIQk1NVQMEY4XYi463tjtdrS1tcFms2Hfvn0BQ0y+g9zstAwI05NAPNbnB2pt4n8vyEUzcDnc+OrrszhcqUbFZiYqYxKitacTrXMBniLAtYJxu91YXFyEwWDA8PAwOjs72THRmZmZSE1NDesao51eE7JcWhIdkSH2+fPz82hpaYFWq0VNTU3QnC+fkdUURSFBTmFZkCtde5v0FxpyRHp74TsKMlhp/G+rCdPOHvzwsHhWONEUgmiLjr/KLrlczpZdA4DNZmOjILIPwbXo4ZsKXKvVcqGWS6814kJ0GIbByMgI+vv7UVFRgY0bN/L6IvCNdCrzUjH3rwFmkSEJjrhELurCx7Pnr4dmGLzcqUcyY8V/XFaGtLQ0wRe1tVxIEAy+fTqJiYkezalLS0swGAwYHx9HV1cXUlNTWQEK9B5Eu2RaqPSaFOmIDMMwaGlpwfz8POrr61krDj5wXaYDcd2uPLwjiOjEC/EScQl9HfHwnAKxcn1PdZmQxrShNgvsHXhmZqagm/HRjHSiRTg9LDKZDBqNBhqNBps2bWKbUw0GA9rb28EwjMfkVG5zaixKpoXa01mvA9yAOBAdiqKQmZmJrVu3hlytwzfSyUkNbVTseeJlcfcmXq4pmtcRX+/F73uArdeUQq12svYw5A48MzMTaWlpYQlHLNwI4i3SCQRpTs3LywPDMKxFD5nQqVarWQGKRaQjxPlIpLNeibnoAMDGjRsDTqf0B1/RUYW18Rtfi5yEOPY34eJmgCMnpvHyXbtZexiDwcB6lBGTTCJCoVZjRSvSWcu2NBRFIS0tDWlpaSgtLfVoTu3q6oLD4cDo6CjsdjsyMzM9evzEQEgLHEl04hS+ojPL07rek7UqOGv1ukNBfBNQPkws2NA+tYSdhelQqVTIz89Hfn6+xz7E2NgYuru72WqsrKwsn+OJCfHkuybG+cSMPLybU9955x2kpKRAr9ejv78fiYmJbBSk1WoFr2yT0mv8iAvRCfeDT0Qn2JenZ0aY2rXYIEVcwYneKARvPvb7VlxakYGf/9v5BmXvfQgyKoCIkFwuZyOgjIwMn1Wa6zXSidb5yHkKCgqQlpYGl8uF+fl5GI1G9PX1weFwID09nX0f1Gp1xNcmZHpNEp04hdxVuN3ugOXVi1bfA8XWBpLgnIePoEQ/Cjreb8TdT3bgFzf7dsbwHhXg3ZPCXfzEtobhEm3X51iONlAoFMjOzkZ2djYYhmEnpxqNRrY5lbwHWq02rPdByPRaWlpaxMeJV9a06JAPRjDRUfq2KOYgRROBiYfXJtz3KDpR0FsDRljsTqgTAu/dyGQyaLVaaLValJeXw2azsVHQ8PAw+zmem5vzGwUJxXqOdMj5fIkcRVFsc2pRURHcbjcWFhZgNBoxODgIq9WK9PR0dk8uUDrU+3xCvF9msxn5+fkRHydeWdOiQypvgu3ryKlgd1fxsKhKBEaI90jc97nhx6ewNVeN95Vn4YPbslCRHbzXIjExEYWFhSgsLITb7YZer0dXVxeGhobQ2dnJ+pMJlQListYLCQLBMAzv83HTnRUVFbBarWxZ9ujoqEfzaqDmVLfbLUjZPLHBWa/EhehEYq3Op5jAtGYspn3fif/sph2wOt148twEWiaW4sJdbf0hTBTUrbOgWzeGX70zBqUM2Fuqwa7CNBRlqHFpRSbUKv/pFzI2GgD27t27yp9MpVJ5pICEGIu8XtNrpBo2nPMlJSWxNwIkHWo0GjE2Noauri4Pix5uabyQ3mvSnk4cw0d0tOooODUKwuoFIElB4YrtKzbiN9QU4M1ePX7+5hB6Z5bhktRHQIRPwzlp4MTgAk4MLrA/q8hW4ycf2ooN2iQoZL57ZMjPvP3JSDkw2Qj3joJCJRZ7LNHsCQIiNzPlpkNJUQi5EZiYmABwvkHY5XJJJdM8uCBEZ1M29wu5tvZvijI8ewsuq8zGZZXZ0C3Z0Dy+iJfaZ9A6uYhFixO2iFVobb024iFeT1C/3oLrftUIAJBTwO6NGvzo8BZok1fSMv5KpuVyObKyspCVlQWGYWCxWGAwGNhZNaQcODMzExqNhtfiJ0U6oZOQkMCWxjMMg6WlJRiNRkxOTmJpaQkWiwVWqxWZmZlIT08P6/xSpBMFIvng8xGdZI+UxtpaVBkGcLppKOWeH97ctERcUZWIK6pyYba7sGh1gmEY/Oj5M3h91AV3WPoTD69NPAmfr2sR7vrcDPDeyALed+Q9pCcqcHBLJq7bloFlJxVQECiKQnJyMpKTk1FcXMyWAxsMBvT09MDpdLL7D4GaItfzng6JqsQ8H0VRSE9PR3p6OkpLS3HmzBloNBo4HA50dnbC7XZ7WPTwaU4lw+8k0YljgjlNm0wmTAz2RHAGsRZBfsc1Odywu1aLDpfkBAWSE1beyo/vSMEn92fg74NOvNQxjTlzYBfu+CLeBQc+fibMNS/aXHimRYdnWnSgQOF/Bs/h3y8uxtXbg09o9C4HNpvNMBgMmJ2dRX9/P2sN4333HYtIJxZjFKIFwzDs68wwDEwmEwwGA3Q6Hfr6+pCUlMTeCASKRs1mc8ijqtcS0X1XRCBQpKPT6fDee++hojA7zp4o/4XK7nSHdO0ymQzpiXLcf1UlTnz5Epz+6vvwq4/uxI01echIivcphPEiOAD/a/GViosMBsCI0Yr7XuhF3Q9O4ItPd6JnxsTvaigKKSkp2LhxI2pra3HxxRezFjGdnZ04ceIE2tvbMTU1BYfDEdWxBtFOr0VbdLjNoRRFITU1FSUlJez7sGnTJtA0jZ6eHpw4cQItLS0YHx+H2Wz2SKuGW7326KOPoqSkBImJiWhoaMCZM2cCPv6pp57Cli1bkJiYiB07duDll1/2+Pfbb7+drRAm/11xxRUhX5c3cRHpRPLB9+U0zZ08umPHDrgT05GeqMe8LV7u+vk/X6ebgcPNgO82sUwm4+SzKWjUKlxamYNLK3MAAGa7E/9oHsE/W0fhViRiwaVE58wy3GINV72gEGoBP38ch5vBP3sNeKvfgPuvqMCNNfmgGQaLVhfUKjkSFIEXVoVC4WENQ+6+p6ensbi4CJlMhsHBQbYSS6yFmnwm13OkE6h6zTsa5VYmDg4OQqVSobW1lXVPCDW99uSTT+Lee+/F0aNH0dDQgCNHjuDQoUPo7e1FTk7Oqse/++67uOWWW/Dggw/immuuwRNPPIHDhw+jqakJ27efb3K+4oor8L//+7/s34UYoR4XohMJ3pGOw+FAW1sbLBYLO3nUZHchO00VR6LDH6vTDafbDYBfBR4ZiOcLhmGgn55E+vIIHrj2/Bjwf3bP4rG3hzFmtGDJxqe8PJ7SYGuFyF4zJw18++V+HD0xCoPJwVYuqiggNz0B+8s0+Pxlm5Ce6P8rTe6+yR34xMQEJiYmYLfb2TEBYo1qiOZobCD6s3QA/t5r3D05bnPqyy+/jEceeQR2ux233347rrvuOlxxxRXYsWNHULF++OGH8elPfxp33HEHAODo0aN46aWX8Lvf/Q733Xffqsf/7Gc/wxVXXIH//M//BAB897vfxeuvv45f/OIXOHr0KPu4hIQE5OXlhfIyBCW+sk5hwN3TWVpawqlTpyCTyTxGXackKKCIwohhMXDTgCEEw1JupMOFpml0dnZiaGgI9fX1rOAAwMGtOfi/O+rxu1vrcPSjO3FwSxaSlDL4f8mETymtf4R5zXTLDo9SeQcDjC/Y8WSTDgd+8i6ue+wsb9NQmUyGhIQEbNu2DQcOHEB1dTXUajUmJydx8uRJnD17FkNDQ1hcXIzYiFSsarJA54um6DAME7bQkebU733ve3j77bcBADfeeCPeeecd7N+/H7/+9a8D/r7D4UBjYyMOHjzI/kwmk+HgwYM4deqUz985deqUx+MB4NChQ6sef/z4ceTk5KCyshJ33nknDAZDyM/Pm7iIdISoXpuamkJnZyfKyspQVla26phLMfNfi+wOV0YBVAiC6Ut0HA4HWlpa4HQ6sW/fPp9VNEkqOXYUpoFhUnHxpgw4XG70zJhgdzM4+vYw3htZ9HNGaWxE6IhXETdstGLnf59ASoIMhemJuLmuAId35fksROFu7HPHBIgxqmG9p9fI84u0T8dkWtm7+/znP4977rkHDocjYKEUsGKZ5Ha7kZvrWXSSm5uLnh7fRVQzMzM+Hz8zM8P+/YorrsCHPvQhlJaWYnBwEPfffz+uvPJKnDp1KqLnGReiEwkymQx6vR7T09Oorq5Gdna2z8fNW8IVnUi/JJH9fqZaidJM/puKFEV5iI7JZEJTUxNSU1NRW1sb0BuK3K3RNA2VQo5dRRoAQF2xBi+2z+CppimMGa0w25zglYXjXQEWK+JF/CicvxZhrslkp9E7a8F3/jGA7/xjAN++ugIfqvb08wpUTeY9qmF5eRlzc3PsqAbuwLrU1NSgYhKLgXFCjy4Idj4gctEhRQTkdVKpVIKmOUPhIx/5CPvnHTt2YOfOndi0aROOHz+Oyy+/POzjxo3oBNqL8Ifdbsf09DScTif279/vtyubYRjY12j7/jW78qEKslnMRSaTsa+jXq9Ha2sriouLUVFREfALzxUcmUzm8Vi5jMLhXfk4vGtl0XK5afytfQa/PTmGsXkr6H+9tKtf4fgavOZJvAgO4Hkt4kRB33ypH3KKwvW7zufn+ZYwy2Qyth/F36gGMitIq9X6jILixexTLMi+cqTnJD06obxWWVlZkMvl0Ol0Hj/X6XR+92Py8vJCejwAlJWVISsrCwMDAxGJzprd01lYWMC7774LpVIJjUYT0AbE6WbWrGUMFWL+XyaTwe12Y2RkBC0tLdi2bRs2b94ccGgYTdN+BccXCrkMH6ouwN8/14DnPrsbd71vI6qL0rElLxm7N6ZD4fPXKcTPIg/Ez7UEExXh9s++98oAXPT5Y4TbN0NGNezYsQMXX3wxqqqqoFKpMDw8jJMnT6KxsREjIyMwmUzsDVAsxxpEA7KfE6mwms3mkC2NVCoV6urqcOzYMfZnNE3j2LFj2Ldvn8/f2bdvn8fjAeD111/3+3gAmJiYgMFgiNgBO24inVAYHx9HT08PKioqoFAoMDU1FfDxSjkFOQDxbT+Fv3t+uWMW91xewTvaoSgKRqMRer0eu3fvhkaj8ftYIjjcTd5QvjQURaE8JwXlOSn43KXnf94zY8KXn+nAiPF8FBSYeIo6ok0ozzuy18jmotE+sYiaYg0AYZo1A41qGB0dhUKhQEZGhuAO2cGIxZ6OUGaf3PQaX+69917cdtttqK+vx549e3DkyBGYzWa2mu3WW29FYWEhHnzwQQDAF77wBVxyySX4yU9+gquvvhp/+ctfcO7cObZowWQy4dvf/jY+/OEPIy8vD4ODg/jKV76C8vJyHDp0KKLnGDeiwye9RtM0urq6MDs7i9raWmRmZmJmZiaoDc5KLhlRKLQS/ks1b3FizGhBeU7wun2Hw4GpqSk4nU4cOHAAiYmJfh9L0mlilLJuyUvB726uwDNvt8GRkI4ZZyJOjyxgdskO3+1A0Zl5IwE0jy9ie34yW3Ai9MLMHdVA0zQWFhbYYgSn04nm5mbRRjVwiXbJtFAO0+FODb355puh1+vxwAMPYGZmBtXV1XjllVfYYoGxsTGP12P//v144okn8PWvfx33338/Kioq8Pzzz7M9OnK5HG1tbXj88cexsLCAgoICfPCDH8R3v/vdiHt14kZ0gmGz2dDc3AwAHhVYfLzXACBZJcOiPd46IIMvsE4f5c++WF5eRlNTE+RyOVJTU3kJDt90WqhMTk6ip6cH1zVsQWFhIRiGQePYIk4OGPBG3xzG561wuhgeAgRIIiQszn91AbvdbthsNtA0DZfLxS5IQi7UMpmM9YDLyspCV1cXsrOzRRvVwCVW6bVIicR37e6778bdd9/t89+OHz++6mc33XQTbrrpJp+PT0pKwquvvhrWdQRjTYiO0WhES0sLcnJysHXrVo8PZzDvNUJakhKLdruYlykKbhrICDKaYXZ2Fm1tbdi4cSOUSiWMRqPfxzIMw75eQgsOwzAYGBjAxMQEampqkJGRAWAl0qzfqEH9Rg3uuXwTphZtGDFYMLtkw8+PD2N6KVAfkhQFRc751y0rWYGEhAQMDw9jdnYWO3bs8PhMEJNMoc0ySfppw4YN7KgGEgUJNarB+3xrNb0W6XOPd+JGdHwtfgzDYHR0FP39/diyZQuKiopWPYZvpCMTPIyP3gJ4ZmQeV2xfXVXCMAxGRkYwMDCA7du3Iz8/H2NjYz6bQwGw+zdkU1dIwXG73ejo6MDy8jL27NkT0DuqID0RBekrkdj1u/LRPrmIX50cw7nReSwHjEZDFSBJpFY4/xqkLAzizTeHwDAMKioqkJGRwZbZk/+43yeZTMb+FwnehQTe0zqJLUwkoxq4CDU6mi/SADf+xI3oeEMWMaPRGHBDnK/oCLuhE93FzOLw7zAwNzeHPXv2sBMnuSXThEgLBoJht9vR0tICmUyGPXv2hNRXQFEUdm7Q4NGPaAAAJrsLfbpl/LVpCm0Tyxift/oZ0xAsDScJji+ys7NhXjQiMzOTvaEj6a+srCwkJCR4fF6EioICRR7etjC+RjWQEQGBRjXwPZ8YxEN6ba0Ql6JjsVjQ3NwMhUKB/fv3B9y4UigU7Jcj0EJanKHG6LxQ6bXoLmalWZ5fMofDgebmZrjdbuzbt89j/8bbkUDMggFgZeOzubkZWq0W27Zti/j4KQkK1BZrUVusBQC4aRovtE7jF2+NQrdkD3DrIAkOH86MLuKTV+xFYmIiOwZhbm4OOp0Ovb29UKvVrACRGz0hoqBQ+nSCjWpISkryiIJ8nT8WoiNUpKPVagW4ovglbkSHfCD1ej3a2tpQUFCAysrKoB8c8ka73e6A4fSB8kycGJwX7oKjyOzSebFcXl5GY2MjNBoNduzYseqDzhUd7h2rGAUDc3NzaG9vR3FxsU/rISGQy2T4UE0hPlRTiNllO17r0uOJsxMYM1r9FCIA8SM48Sd+u6q2sDcpZAxCSkoKSkpK4HQ62RRXe3s7aJpGRkYGsrOzWQNQ7k1MKFFQuH063GvcuHEjXC4X687c1dXlMSgtMzOTfW5reU/H1zbCeiJuRIdhGAwODmJoaAhVVVUehpSB4Cs6hRr/1VzBoRHLPtpenQmHtq8UDLS2tqK0tBSbNm3yucgT0RG7Qm18fBz9/f3YunVrxM1ifMlJTcD/a9iAj+4pRM+MCU1jizg9bMSpYSMsTr7p02gJQfwJDgDsKc30+29KpRK5ubnIzc0FwzBYXl6GXq/H+Pg4Ojs7kZaWxkZBaWlpHgIULAoSypHA36iGmZkZ9PX1ITk5GRkZGbDb7VHtCxIyvRbOLJ21RNyIzvDwMCYmJtDQ0IC0tDTev0cWVJfLFTANN7EQbmpNTMHh96XonjFhaGgIg4OD2LFjR0CrCrIpLJbgMAyDvr4+TE9Po7a2NmDzqVjIKArb8lOxLT8Vh6s0aG5ehFmeii5LCl5onYHeHMhnL1ppuPgTHAAhNRkTA9BNmzbB4XBgbm6O9V+jKIoVIO8oiJuOA867ZAgtAt6jGkikZjAYsLy8DJPJhIWFBXZctBCzYPwhVHrNYrFIezrRori4GHl5eWGZ2/EpJrA5wvUjiL1T0JTBiNHReY+CAV+QfS2r1Yq+vj5kZ2dDo9EI9mV3uVxob2+H1WrFnj17Yl7aaTQa0draiqKiImzatAlXUBTuuXwTTvYb8GzrDPp1JowYrTz3gSQCoVKpUFBQgIKCAtA0jcXFRczNzWF4eBgdHR1IT09HdnY2srKykJyc7CFAJCKhKApOp1OUkmzAM1Izm83sntDk5OQqk9K0tDRBRZCmaUGMOaVIJ4qEapXOhY/oVOWv3ZnjFMNg3779vBo+09LSUFVVBYPBgLa2NgArhoAkLx9uGanNZkNLSwuUSiV2794d0fslBNPT0+jq6kJlZSU2bNjA/lxGUXjf5iy8b3PWyuMWbXjo9X682WcI0fQ1PtNj8QDX+qaiogJWq5WNgsgUTBIFabVaDA0NwWAwYOfOnQAgSkm2NwzDICUlBVlZWSgtLYXD4WCjoNbWVgBgBSgjIyNiwZCq1/gTN6ITCb5GVnujVMohAwJsPscvG/OyggoOt2AgLy8PeXl5YBgGi4uL0Ov1GBwcRHt7O7sxnJWVxav0FFgZjtfS0oLMzExs3bo16hMZuZDepOHhYezatQtZWVkBH5+fnoiHb9zB/t1NM/hntx5H3x5Gr94S4DfXcjWc/+u1ONxQq4S1/E9KSkJRURE7BXN+fh5zc3Po7e2F1WoFRVEoKSlBYmIiEhMTPdK/YjWmehcSqFQq9nvBHdUwPj6Orq4upKWlhTSqwRsh0mukUi81de3eIPNhXYgOn0hHBn+2K1ziaXE5fy2pif6jikAFAxRFQaPRQKPRsA14er2eLY9NTk5mS1P9pRtmZ2fR0dGBsrIybNy4Maqbs97QNI3e3l7Mzs6ivr4+pL0/glxG4VBVDsbmreh9Y4jnb60la57A19Yzs4zafxl+ioFcLkdWVhYyMjLgcrlA0zQKCgqwuLiIkZERqNVqZGZmsqlfQJiSbG8CVa8FG9Ugk8k8oiA+Ub1Q1WsWi0VKr0ULIaaHBsLm4hPjxMtC4rlwqHxMfQQ8v6x8CgbUajU2btyIjRs3wul0Ym5uDnq9Hk1NTZDJZKwAZWRkQCaTYWxsDIODg6iqqlo1ZTDaeO8n8Y3S/LFsC26d5B/yOq+9GUGJSvEHm9E0jY6ODphMJjQ0NLAb+C6XCwaDgS3JdrvdyMzMZFNxpBhBiMbUUEqmyagG7n6VwWDAyMjIqijI36wbKb3Gn7gRnUjg47+WkhC9KYKR4/WhplY7DJAIBwjPYUCpVHpMhlxYWIBer0dvby/sdjtUKhWcTid27NjhdxprtLDb7WyzsFD7STmpQkxjjLcIKPi5y7PFLf5wu91oa2uD3W5HfX29x16JQqFYVZI9NzfHbvSTPZisrCykp6eHVJLtTbh9OsFGNXDtezIyMtg9UiHTa5LorAH4RDrJqrX7VA2m84aY3g4DQowA5roBl5aWoqWlBVarFWq1Gq2trUhNTWWjoFCnGkaK0I4HhDMjkTQK8x3DHWsRWo1KId7Nl8vlQktLCxiGQV1dXcCbA25JdllZGRwOBxsFNTc3syXZJBLybkzllmT7ioKEijz8jWoYGhpCZ2cn0tPTkZWV5eHUHS4WiwUMw0h7OtFC7PRa1qo72/hbEPyxaF2J4sRu+LRarWhubkZiYiIuuugiKBQKOBwO6PV6tjxWpVKxAqTVakUtKvAuiRby+XZOm8L8zVA+N/FXjOBw037TtZFAZuXI5XLU1NSEfNevUqk8Iu+lpSXo9XqMjIx4LO5ZWVlISUnxGwWRz4gYk0q5N2ekao9EQTabDd3d3WyVaDijGsxmMwBIezprAT7VawzjPT00lAVAzAbR4ItRkkouuuAsLCygtbUVubm52Lx5M/uFValU7J0eqUzS6/Xo7OyEy+XyKMcWok+B4K8kWijcPOcUrSbc1z32ggMAc8t2FGgi2w/zxuFwoLGxEUlJST6tmUJFJpN5FMDYbDa2JHt4eBgKhYIVIJLi4n4/lpeXAYCdFUSyAUKLUFJSEjuq4a233kJJSQksFgv6+vpgt9tXmZQG+86azWYoFApRm1jjgbgSHT7TQ33BK72mpKCQA7wMqaMGv7tfTZJCVMGZmZlBV1cXysvLUVxc7PdxpDIpKysLW7ZsYW1SRkdH2btREgWFe7cWakl0uNRvTMfLnXOiHDt0ohcF2d3CNg3YbDY0Njay/WFiRL6JiYns4k7TNFuS3dfXB5vN5uGS7XK50NHRgdLSUo/CBEC8WUHAyuc2IyMDGzZsWBUF8R3VYDKZkJycHNOWhGiwLp5dMNExm81oPHsaiXH3bIMvNEkKCjmpKlFm4DAMg+HhYXR1dWHHjh0BBccbkpPftGkT9u7diwMHDiAvLw9GoxHvvfce3nnnHfT19WF+ft7vfB9vaJpGd3c3xsbGsHv3btEEBwAu2pQh2rG9KdYmQhbwbfNOw4lHWoDy+1CxWCw4e/YstFottm/fHpXFkpQzV1ZW4sCBA9i3bx8yMzOh1+vx7rvv4vTp00hJSYFWq4VSqYRKpYJKpfLwaHS5XHA4HGxJd6QQYSPnoCgKarUaRUVFqK6uxvve9z5UVFSAYRj09PTgxIkTaG1txcTEBKxWK3uccN0IHn30UbYPqqGhAWfOnAn4+KeeegpbtqwYv+7YsQMvv/zyqufzwAMPID8/H0lJSTh48CD6+/tDvi5/xFWkEy6BREev16O1tRWFhYXQpMxhUbDxBtEhQSlHRXayIAUDXMgCbzAYsHv37og3LxMTE9kGQeIETF57ILgrgtAl0cF4u9//dFUhoQC88vl9GNCb8UzzFLpnljFutGHe6oTTRfuYFSRuxJOZLEwK1GQyobGxEXl5edi8eXPM+rfIHJ709HQ0NTUhNzcXFEWx6V9fs4KEbkzlVpH6gpsh2Lx5M8xmM4xGo8eohr/97W9sSXYoPPnkk7j33ntx9OhRNDQ04MiRIzh06BB6e3uRk5Oz6vHvvvsubrnlFjz44IO45ppr8MQTT+Dw4cNoamrC9u3bAQA/+tGP8Mgjj+Dxxx9HaWkpvvGNb+DQoUPo6uoK2KTOF4oJJ58lEk6nM6w7j7GxMej1etTV1bE/407VrKqqQnZuHhoefBNm3m7EXGLnMp2lVuLLH9iE63YJ5+TsdDrR2toKl8uFmpoaUXPIXFcEvV4Pi8UCrVbLpuGSkpI8SqJ37doVFYudD//qDLp1ZtHPo5ABbV+/zONnNqcbz7fO4LVuPUYMFsws8bkREqYnqPW/LoEywkKCpaUlNDU1oaioSLSRFqEwPz+P5uZmVFRUsGMBiN8b2QtaXFxkm6G5JdncXjfuUhhKY6rD4cDJkydx6aWXhixYLpcLOp0O9913H06cOIHFxUVcc801uOqqq3DllVcGHXPQ0NCA3bt34xe/+AWAlZvJoqIifP7zn8d999236vE333wzzGYz/v73v7M/27t3L6qrq3H06FEwDIOCggJ86Utfwpe//GUAwOLiInJzc/H73/8eH/nIR0J6fr5YN5EOt0+HTB2dnz9vkskwTJiCIxTh5e2X7U40jS8KJjpmsxktLS1ITk4Oq8ooVPy5Iuj1evT19bGio9FosGvXLtGvh6COUt9WknL1IpSolOMj9YX4SH0hgBWXgG+/3Ic+nQk2J+0nwSZMObbTTUckOgsLC2hubkZpaSlKSkrCPo5QGI1GtLS0oLKyEoWFhezPuQ7UxHuNlGS3tLQAAFuOzXXJDqcxlThohyO+CoUChYWF+OMf/4j/+7//w69//Ws0NDTgj3/8I+666y6MjY35HfNCCji+9rWvsT+TyWQ4ePAgTp065fN3Tp06hXvvvdfjZ4cOHcLzzz8PYMXtf2ZmBgcPHmT/PT09HQ0NDTh16pQkOgRueo2U/cpkMuzbt4+9i3e4aFAIN2MeaZQT/kax3Q2cG1uM8PwrzM/Po7W1FQUFBaioqIjJHSrXFWF2dhbt7e1ISkrC4uIiTp486eGKIKYAWeyROBLwx+171rYHW/JS8edPrETpFocbL3fo8OS5SfTNmuGmaTCgfHxuwxOhSPIaxCyTG1HEEnI9W7ZsCTp/i1uSTaLvubk5tgiGOysoNTU1pMZU0hMU6ffJarUiJycHX/va1/C1r30Ni4uLAV3l5+bm4Ha7V7mF5Obmoqenx+fvzMzM+Hz8zMwM++/kZ/4eEylxJTrhvmlEdEiYnZOTs6qRUKWQIUkpg8UZC8vPyD6M04s22F1uJETQ2Dc1NYXu7m7RSpBDhZREb9myxaPxjuuKQMxJs7OzBU8Bmuy+9gBFqCILXEGwCrVKjhtrC3BxoRznWjpgTy9CukaLU0NGPHFuKsBvBu8JUimosG1wiAdfNIf2BWJubg5tbW1hXQ83+iauA3Nzc6z1TbCSbO9ZQU6nU5AbJJPJ5LGnE0hw1jJxJTrholAoYLfbce7cOVRWVqKoqGiVgFEUhZwUBUbmHX6OEr/4T7kEh0xkHR8fR3V1NTIz/U+OjAb+SqK5jXdks1Wv12Nqago9PT2CuyKsXnzFKVvOSQldLCcnJ9Hb24vdNTvYzeDLt2Tj5vpCPPb2KLpmlpGooDBvccJgdoJhvCN438+jtiAZDO0GZKF97WdmZtDZ2YkdO3b43JyONkQAhfIE9FeS3d/fD6vVCq1Wy4qQWq1eVYxgNptZ8YmkJDtUC5ysrCzI5XLodDqPn+t0Or+DHvPy8gI+nvxfp9N5iLlOp0N1dTXvawvEmhcdmqYxOjoKl8uFPXv2ICPDfynsSrno2hMdAHC5aCDESMftdqOzsxNLS0vYvXt3zD2daJpGT08P9Hp9wIo5iqKQkpKClJQUNh9PzElHRkagVCojdkXISFYCeo+zhvekgnD3pSUhPZ4IcnV19arPckVOCh6+sYr9+5LNiV+dGMXf23Uw210Bo3gKwMdKrTh+/Dhb0UUKOQIxMTGBvr4+UXumQkGn06Gjo0M0AeQ6TFdWVsJisbDFCAMDA0hISPCYFTQ/P4/BwUFUVFQA8D0riPw5GKE6TKtUKtTV1eHYsWM4fPgwgJXv2LFjx3D33Xf7/J19+/bh2LFjuOeee9ifvf7669i3bx8AoLS0FHl5eTh27BgrMktLSzh9+jTuvPNO3tcWiLgSnVDvXu12O1paWuBwrAhJIMEBAAeP/HrkhHrHHLwyLklJwWh1ISWEHguHw8FumO7Zs0dQt4BwiKQkmju10pcrArHKJx5dfIi0gosvl1XyM0tlGAb9/f2YmppCXV0dr7ENaYlK/OcHyvHlg5vAAGgcXcAXnurAgtVzv0pGAQ9/uAqXb8uB2WxmBbyvrw9qtdqjoou7OI6OjmJoaAg1NTXQarUhPW8xIE3MO3fujJoJrVqtRnFxMYqLi+F2u9lWgK6uLrbaNj8/H9nZ2RHPCjKZTCEL+7333ovbbrsN9fX12LNnD44cOQKz2Yw77rgDAHDrrbeisLAQDz74IADgC1/4Ai655BL85Cc/wdVXX42//OUvOHfuHH7961+z13nPPffge9/7HioqKtiS6YKCAlbYIiWuRCcUSNmmRqPB9u3bceLEiaDOslbR93PCSdFwr9f37xekJSArmb/gmEwmtLS0sF3i0aoI8wcpiRZi6qg/V4SxsTF0dXXxckVwuVxIdofrvRYaL3XocGNN4E1u0jNlNBqxe/fukBsEKYoCBWB3iRbHv3gRXuvS4e8ds1i2u1CZk4LPvm8jclNX+itIXwsZb+HdT0UqukwmEyYnJ1FbWxsXewvT09Po7u7Gzp07YxZxyeVy9rNlMBjQ0tKCnJwcWK1WnDx5EsnJyR4u2UBos4LMZjNKS0tDuqabb74Zer0eDzzwAGZmZlBdXY1XXnmFTTuS+UCE/fv344knnsDXv/513H///aioqMDzzz/P9ugAwFe+8hWYzWZ85jOfwcLCAg4cOIBXXnlFkB4dIM76dEi3cDCmp6fZwWJlZWVwu9345z//icsvvzzggnbNL95Bv97q99/jlY0aJV68ay+vUdNkTLUYJpnhIJZLtC9sNhtrTmo0GpGYmMguEuQu3uFwoLm5Ga+MuvBkj/ip1opsNV64s8Hvv5PyfrPZjNraWsG+2KHC7aeanJyE0+lEamoq8vLykJ2dDbVaHbPPEtnj2rVrV8z3JIHzZdrcqjmn08mWZM/NzYFhGI9ZQaQYgVuSzXWKl8lk+NjHPob3v//9+NKXvhTLpyc6cRXpBPtQMwyDvr4+jI+PY9euXWxOl2txEUh0tualrknR0S058eo/jyM/53w1l6/FaWJiAr29vdi6dWvQEtJoIKZLtC+CuSJoNBq2DHWOTgQgvivB0Jz/kdgulwutra1wu92rZs9EG4qikJ6ejunpacjlcuzcuZNNxQ0ODiIhIYFNw4ntLs6F7Cn52uOKBfPz82xfEPc7plQqPcbEE5fssbGxVS7ZpCSbGwU5nU60tLSwe0PrmbgSnUA4nU60tbXBbDZj7969Hpvi5E4hmOnnR3dvwN/aZ8W+VMFxMkDu5h3IkFkxMzOD3t5etporJycHarUaAwMDmJqaQm1tbVzk371LoqONQqFATk4OcnJywDAMWwUnl8sxNzeHzonopBz9bSOSiEuhUKC2tpZXFCsmNE2jq6sLCwsLqK+vR1JSEjIyMlBUVOSxlxHJPlqokMm1tbW17GjrWEJaMrwbUb0hAp6eno7y8nLY7XY2AhoZGWFTxCqVCpmZmUhPT8eXv/xluFwuXH/99VF8RrFhTYgOSdEkJSVh3759PqMZPk7TNRszkJUkw5xViL2d6DkDuxnAwShQUlKCkpISdsaNXq/H8PAwgJUccWVlZczz79FyiQ4Fo9GIvr4+bNq0CRs3boTVakX2QDNmLA7EYs4NcWZOTU2NmlFmIGiaRnt7OywWC3bv3r2qJ4q7l8Gd+Dk+Ps6OcybVcEIN+SNFDPGyp0QEZ/PmzSHfRCUkJKwaBDc3N4fHH38cjzzyCDZt2gS9Xo+//vWvuPTSS8V5AnFE3IsOSY8UFRUFNBbkIzoAoFTIsVIxFinRXahknOdNZtxkZmaiubmZnTbY19eHvr4+ZGVlIScnB5mZmVEtIuBbEh1NSMTFTTmq1WpctjUf7bOjEPt9LMnwrNIzm81oampCZmYmtm7dGvM9N7fbjdbWVjidTtTV1QWNWrwnfnrfxSsUCjYCCtdVYnh4GKOjo7yr+MSGWP9s3rw54sZqbj/ad77zHZhMJrz11lvYuXMnrr32WuTn5+M//uM/PEqa1xtxJTrcLyCx3R8cHERVVVXQPQpv/zVfuGkGZkdcDdThzaLVc9N7eXkZzc3NyMjIYDfoGYZhu/r7+/vR3t6OjIwM5OTkIDs7W9Q9g2i7RPNhdHQUg4ODPiMuGa+S6cijoB/esJX98+LiIpqbm7Fhw4a4KPJwuVxobm4GANTV1YWV4vO+iyfl7D09PXA4HKyrRFZWFq8iiaGhIYyNjaGuri4ublqEFBwuNE3jW9/6Fl588UUcP36c7Ql68803Yx75ik1ciQ7B7Xajvb0dCwsLrGFnMPhEOhaHG246bor1QoIb6ej1erS3t7Omi2TxoigKWq0WWq0WFRUVbFf/5OQkuru7kZaWxgqQkCNxhSyJFgLvnhdfn59RA5+CksjGTcsAlOes7D2SiieS4os1TqcTTU1NUCqVghmtejdWkkKE6elp9PT0ICUlhU3DpaWlrbrJHBwcxOTkJOrr62PeyAycF5zy8nJBBYdhGDz44IP4wx/+gDfffBOVlZUAViLwq6++WrDzxCtxJzrEsFMul3sYdgaDj+jIKAaWsJymYzvfXgZA8a9FYWxsDAMDA9i2bZtfqwtgdVe/3W5n94EGBweRmJjIClB6enrYd93RLInmA03T6OzsxOLiIvbs2QO1Wu3zcRlqJWQUwP8eJHQBogH87I1BfKJGg/b29ripKrTb7WhqaoJarcaOHTtEec+4n7+SkhI4nU42DdfU1ASZTObhbzYyMsLeJMSD4JCotLy8XFBzU4Zh8OMf/xhHjx7FG2+8gaqqquC/tM6IK9FxOBw4deoUcnNzsXXr1pC+DAqFIqjoWB2uMDzMYis4wMrixTAr+yU6nS6sap6EhATWX8rlcsFgMECv17OO3OG4O0e7JDoYpATZ6XT63BDnUlUQyV4Bf4fnvzZOYY9yIm58y6xWK5qampCenh7VmwSlUsm6PNM0zfYEDQ4Ooq2tDRRFYePGjTG/aQFWBKepqQmbNm0SXHAeeeQR/OxnP8Nrr72GXbt2CXbstURciU5CQkLY5ZF8Ip3WiaUwriq2Cymhq3cIidm0IPslCoUCubm5yM3N9XB3Jnl4kgIJVA4b65Job7gpvvr6+qD7E26GDiHKCYb/KMjmYuKmx8RisaCxsTHmRQwymQxarRYajYbtUSksLMTi4iJGR0ehVqvZKEij0URViLiCE8r49mAwDIPHHnsMP/zhD/HKK6+gvr5esGOvNeJKdABAq9UiHJMEPqJjNK2tUdVcGIoRZb/E293ZZDJ52MpoNBo2CiIOu/FWEm2xWNi796qqqlWLFMMwGDFYMWKwwGC24zfvjGJMtLHlqwVobm4OAKK+gHIh46Xz8/NjNkuJC8MwrPUP90aKROFzc3Nob28HTdMePUFi7hcSwSkrKxNccH7729/iu9/9Ll566SXs3btXsGOvReJOdMKFj+how7CZjxcU6bmib9Bzpy2WlZWxtjJklrtarYZMJoPNZkN9fX1clLOS3LuvwXROtxuPnxrHY28NwxqTokUKKarzjc0Mw7BRZGZmZtQKLuJtvDTDMOjq6sL8/Dzq6+s9qtq4UTi3s58MWyPeellZWUhOThbsuZDXqKysTNBCD4Zh8Mc//hH/9V//hRdffBEHDhwQ7NhrlbgTHYqiwo50gpVME9PDtcP5VM28xRn1s3NtZWw2G1paWmC1WsEwDFpaWjz2gWJxB08GeXlXhE3MW/HNv3Xj1KgwE1cjQZOkQlVVlYe32dDQEDo6OqDVatnXUKwSc2LbIvRiGi7E+WBxcXGV4Hjj3dlPhq2RvSAyZiCSERfAiuA0NjaitLRUcMH5y1/+gi9/+ct47rnnLojGTz7EneiEi1wuh90eOGWiVAT6UMa+YMCT89cjpwCtOnZlyGSEhFKpRF1dHeRyOebn5zE7O4uuri64XC6PfaBo3MGTSajbtm3zGDZ179PteKVrTvTz80UmO1/OTqZVVlRUsHNayIiB5ORkVoC8y4nDhYxzFrrHJFxomkZHRwdMJhPq6+tDngbLHbZGrHnm5uY8rHnIXhDfY5MIh7QfCMkzzzyDL3zhC/jrX/+KD3zgA4Ieey2zrkQneMl0oH+NJ8EBuNdDM0BFbmwa5fyVRJN+DDJeYHZ2FiMjI+js7BT1Dp5hGIyOjrKDzriuw/t+8BYWHbEYR+4f79k2BO6cFuJQrNfrPcqJSRounB6a2dlZtLe3rxLlWMG12hHC3JRrzbNlyxZ2L5L0pKWmprKvYWpqqk8RX15eRlNTE2svJSR/+9vfcOedd+KJJ57AVVddJeix1zrrRnT4lEznpyVCJQPCW5eCD1sTCwZAz/QyDm6JzuAqAimJLi4u9rsXwLVFKS8vh9VqxezsLGZnZ9HX14eUlBTWmDRSXy7iMj4zM7PKIqXhh8ex7Ii/xt9lGw9rJo5DMbeasK+vD3a7PeSuflJZGC9l2jRNo62tDTabjZfVTqh470VyJ82Ojo5CoVCwERAR8eXlZTQ2NmLjxo2CC87LL7+MT37yk3j88ccvCAPPUIk70Ql3UeIT6aQmKaEIW3RiS99sdIaOEcItiU5KSsLGjRvZIWGkIXV0dJQdM52TkxNyJRdJzZDR29ymz//+Ry+W7fEnOMDKDcO/P9GKz19ayqs3yLua0Lurn7iL+zPX5I4CiIfZM97ebtFIvXInzRJrnrm5OVbE09LSsLS0hKKiopCHpgXj9ddfx2233Ybf/OY3uPHGGwU99nohroa4ASslk3yMO73R6XQYHBzE/v37Az6u6pv/RPAxccGIftRzYJMWv/5YtejnISXRIyMj2LFjh2Al0Vx7fL1eD5qmPYxJA/XVkKZPl8uFmpoajzvlptF5/L/HWwS5RrH5WH0B/uuqyrB/n3sHbzAYoFQq2RRSRkYGxsfHMTQ0hOrq6rgYb+F2u9HS0gK3242ampq4sEcixScqlQp2u52d9hmpMwcAHD9+HP/2b/+GRx99FLfeemvMqwTjlbiLdMKFT/XaxMQEXIIUDHAFJ1IB4nc9OSniD/giLtFzc3Oor68X1HDR2x6f25HONSb1TiERy5aEhIRVppR2p2vNCA4A/OncFN4ZNOBXH9uFoozQve+4d/But5s11+zq6oLDsWIIW1paKqivXri4XC60tLSAYZi4mBcErDh8d3Z2orS0FGVlZR7TPltaWgDAQ8RDEcmTJ0/i5ptvxk9/+lNJcIIQ+0+CF2Kk1xiGQW9vL8bHJ6CSUQKn1yIVoODPlwJQli3uQkJcom02G/bs2SPq2GTvSi5iTMpNIZE9oO7ubg8nbS7f/HuvaNcYmPBvXEbm7Tj0izOoL07Hg4e3olATXqEFGQSWmZkJmUyGqakp5OXlsTOWSD9LLEZNE/dqiqJQW1sb1fEa/iDNsaRXCVi9l7a4uMhOSm1vb4dWq2X3ggIJ+XvvvYebbroJP/jBD/CpT31KEpwgxJ3ohIu/QgKSmrFYLNi/fx829bWie9b/COHIEDICOo9SBlTmiCc63hYy0U6DJCcnIzk52WNA3dTUFAYGBqBQKKBUKrG4uAiNRuPxhX6zzxDV61xBmNL6c2OLuPF/zuGpT9VjgzY84SFd/QaDAQ0NDew+l69+FiJAYrsiOJ1OdiKqUO7VkUIEh4yU8AWx5iEO7VarFXq9HnNzc+jv70dSUhIbBXFfw8bGRnzoQx/Ct7/9bdx1112S4PBg3YiOr0iH2KMkJCRg7969UCqV+MSBjfjPZ7ujcEXCfbEVcgqaZHHSa/HmEq1SqaBSqbC8vIyKigqo1Wp2kB8AdvHMzMyEPYy9v8gRblFZtLrw4V+fwdOf2Y0irW83bH9wmyx3797tEZl697OQcmxiKyOWKwIZl6BSqbBz5864EByz2YzGxkYUFhayEQ4fkpKS2JJ2l8vF7ke2t7ejubkZb7zxBnbv3o3HHnsM999/P77whS9IgsOTuBOdSNJrDMOApmnIZDIYjUbWHqWyspJdTLfmpUMFwBH4cCLB4PydMv/n6aYZiFHuwackOtpMTk6ip6cHVVVV7OiGnJwcjwF1pApJxchi9D4Kx7KdxtW/OI1n/n03KrL5Wfp797wEaoSUy+XIyclhX0OylzY8PCyoK4LD4UBTUxMSExOxc+fOmN+8ACuCc+7cORQWFkbkgq5QKDxeQ61Wi56eHvz+97/H8vIyXnjhBbjdblx77bXYvn27wM8CePvtt/HQQw+hsbER09PTeO6553D48OGAv3P8+HHce++96OzsRFFREb7+9a/j9ttvF/zawiH2nwyBIHdVbrcbExMTaGxsxObNm1eNSJhYsCJ2s0MprLzk3A9/8A0mpxtwuYWt856enmYnIsbDWAIyKbavrw81NTWrZgWRAXWbN2/GRRddhIaGBqQkkjvpyBRZLjv/jigoICdFiZoNqdiRnwxNwsrPZFhpLk5SypCsEvZr42KA6x87i8ffGw9qAUUqwoj/XShd/WQvraKiAvv27cNFF12E7Oxs6PV6vPPOOzh16hQGBgawsLAQkhWVw+FAY2MjkpKS4k5wCgoKBP18UxQFlUqFV199FZ/85CcxNjaGO+64A6dPn8Y3v/lNQc7hjdlsxq5du/Doo4/yevzw8DCuvvpqXHbZZWhpacE999yDT33qU3j11VdFub5QibuSaWJ1HioMw+DVV1/Fhg0boNPp/PYpHH1rCD99Y0iISw0Bvvs7vh8nA/D96ytx/a7IB4BxS6J37twZF70cpNCDzAriWzX36f9rxjtDC95HQyhRZJIMeO2e/dColZBzFksSTZjNZmzfWY2xJRcWrS7kpSVAKQeufvQM3CJ8c75/bSVuqPH9PnPHS9fU1AhaEcZ1RZibm+PtimC329HY2IjU1FSfDt+xgKTU8vPzUV5eLugNVX9/P6688kr8v//3//CDH/zA4/kyDCP6zRtFUUEjna9+9at46aWX0NHRwf7sIx/5CBYWFvDKK6+Ien18WDfpNVIubTAYsHfvXr/VJnZXLOIcvl9E34UIMgoYn7dhetEGjVqJJGV4uXIxS6LDxe12s35coc4KOrQt14fohPb5sdLAbY8348lP17MRDLcviFi2bPfKfH372kp8/W/CV8/914u9sLlp3FRbAAVnQXM4HGyxhxgb9OG4IthsNjQ2NrIjJWIdLQPiCs7w8DCuueYatlLNW2Dj4fkDwKlTp3Dw4EGPnx06dAj33HNPbC7Ii7gTnXAgw6koisL27dsDljdW5iaDQqQJmWhw/gPtYmg8d24UbSM6FGhTcOmWPJRkqZGsUiArRcXrw+5yudDW1ga73S56STRfnE4nWltbQdM0du/eHbI9ynU7c/HzN4egN/ONjH1HQUMGK37y+iAeuLqSXdwVCsWqviAuH6ouQHKCAl9+qlPwdO13X+7HwKwZ3/hXIymJJpKTk0UbL82FjyuCRqOBTqdDRkZG3AgOWQfy8vIEF5yxsTFcddVVuOaaa/DTn/40LiI6f8zMzCA3N9fjZ7m5uVhaWoLVahXN0Zwva150DAYDWlpaUFBQgJmZmYAfNIZhsL0gHUoKiEObrgDIMG0BZsdsYMZseKp1DklyoECrwvu35OHjDUXIDFDdFuuSaF/YbDY0NzcjMTERNTU1Yd25qxRy3H1pCb75Uj/P3/A/4fOppilUZiegyDXFe3E/tDUH+Z9IxGefaMEiD4+1UPjzuSnUF2tw6aY0NDY2QqPRxKS6kKIopKSkICUlhS1pn5qawuDgIBiGgdFoRE9PT0xHXAArgnPu3Dnk5uYKPqRuamoKV111FT7wgQ/g0UcfjWvBWQusadEZHx9HT08PtmzZgqKiIhgMhoANom63G8s2J9KS5JizxK6cIFy4V2xxAwNzDgyeHMVbnRO4fEsWyvMzsKtIi/z081FMvJVEc68pIyNjVaFHqHxwWw6+83J/GPsrngLkZih8+5Uh7MlT4se3VPK+pp0b0vDsZ/fgv1/px7FeYUcqfOXZLtxXL0NtaQ62bNkSF9GEy+XC+Pg4CgsLUV5ezqbhyIgL7pRPoY09/UEinNzcXGzevFnQ12lmZgZXXXUVDhw4gF/96ldx8f0JRl5eHnQ6ncfPdDod0tLSYh7lAHEoOnw+MDRNo7e3F1NTU6irq2Pnz/tzJSCCQ9M0zHY3NmiTYLSYeNSNxT8MKPTO0xg6NYtE+QzyU+X44JYM7C7PR7rCjaG+blSUxk9J9MLCAlpaWthGvUivKT1JhYvLM3C83xjBUUjClcKZGScu++kpfHhrIj57STlyszKDLjT56Yn4+c07YDTbccOvzkFvEqaQ2w3gL4MyfPTK+BAcsl/CXdxJxz4ZLzA7O4vx8XF0dXWJNuWTi9VqRWNjI3JycgQXnNnZWVxzzTWoq6vD7373u7joO+LDvn378PLLL3v87PXXX8e+fftidEWexF31GrCyaervssg+gM1mQ21trYfb8JkzZ1BQUOAxsIphGLbIgKIoTC3a8PA/B9E5vYSx+cBD30IjvobAUaChBJCokiEnNRG7ijW4tCILF1dkQiWPzd0aaa6rqKhAUVGRYMd1umlcfuRdzPHe2+FHaQrwuR3Ahtzzd+/BUpMLVgdu/d8mDMxZBbuOVz+/F0VhuhYIBenqLygo4LVfwnVFMBqNorgiWK1WnDt3DtnZ2aisrBRUcAwGA66++mpUVFTgL3/5S0xT0iaTCQMDAwBWqhYffvhhXHbZZcjIyEBxcTG+9rWvYXJyEn/4wx8ArBQ8bN++HZ/73OfwiU98Am+88Qb+4z/+Ay+99BIOHToUs+dBWFOiYzab0dTUBLVajV27dq3a5G1sbERWVhY7cpamafY/mUzGjsJ+4twkjnXr0TuzhHnbeoh3fMEVwZVKODmArBQFbqnfgIayDGzMUEMTpYmkxHK/qqpq1SanECxZHfjgI+9hyR5q2jTwzYI2SY7P7dagSGmC3WphmylzcnL8FmPQNI1v/r0Xz7TMhHgtvvn3AxvxH+/n300vNGT2DPEtC3Vx57oizM3NCeKKIKbgzM/P49prr8WGDRvw9NNPRy1N6I/jx4/jsssuW/Xz2267Db///e9x++23Y2RkBMePH/f4nS9+8Yvo6urChg0b8I1vfCNumkPXjOiQgoHCwkK/H7KWlhakpaWhtLSUFRtgJcLhPt7mdOMfnTq80jmLlrEF2NwMKKzNOTuhs7LIJsmBsqwk1Jdk4kM1+ajI4dcNH/LZ/tX0OTo6Krrlfr/OhJt+cw4O3hs8/KPTXQWp+EClFpkKBzQwwWleDDqg7rWuWdzzdGdoT8LHNWUlyfHGlw54lFBHCzLOmbhWRApxRSBRkNlsZoU8KyvLI3PhD5JSI5NrhRScxcVFXH/99cjMzMRzzz0XF1We6424FB2n08kKBrBSrtjb24utW7cGnPXe0dGBhIQElJaWsqIVKIw32Zx4qnEKL7TPYHbZDqvdDfsFITyrSU+gsL8sCx/dU4gdG9IFScExDIOenh7o9XrU1tYiJUUcYePSOLaAT/9fM2yRD03yCQVAraJwcVkGduYqkSmzQO1YhErle0Ddt1/qwZON0zyP7l8En/pUPaoKottXtbi4iKamJpSWlgo+XZNAjDX1ej3m5+ehVqvZNJyv+TY2mw3nzp0TRXCWl5dxww03QK1W48UXX4yLTff1SFyLDmlmnJ6eRk1NDVsw4I+uri4AQHl5OZtO48PEvBVv9RswMW/BiMGMzullLFrdcF5wAsRABgqlWhUu25KD/eWZKM9JgTZJCbks9JQK8QerqamJ6hfYYLLhusfOYt4qkvJ4IQOgTZJhS4YcF+c6oZYDG/MyoUrVQmdX4qvPdyN41i9w1PWHW6tRXxK9wWwLCwtobm5GWVkZm64Wm2CuCE6nE+fOnWOrHoUUHLPZjA9/+MOgKAovvfRSVG6QLlTiVnTsdjtaWlpgt9tXFQz4gmEYjI6Oore3lx0IlpOTE3I+1k0z6JhcwnOt0xjSmzC1aIVuycUpV46vggHxWNkHUlBAoSYBV+/Ix021BchNC+715XQ62QFesZoYqTfZcfvvmzBstEX93J7w+bwEf8xnDxTjC+/3bcsvNPPz82hpaUF5ebmgBR+hwHVF0Ov1sNlsoCgKaWlp2L59u6A3MVarFf/2b/8Gm82GV155JS6cOtYzcSk68/PzOHfuHJKTk30WDHjDLRiw2WzQ6/WYnZ3F0tISNBoNK0Ch5mcXrU4sWl2YXLDg+TNDaJpYhslFwQUZrA56XZRc82NFgCoz5LhtXwl2bcxEaqICiUo5UhI83xubzcYWe+zYsSOmZaZd08v4/j960Ta1DIH9UsMk/BuWrTlqPPPvDcJejg+MRiNaWlqwefPmgKnsaGK1WnH27FkkJCRAJpNhcfH8flp2djZSU1PDjnrsdjtuueUWGI1GvPbaa9BoNMJevMQq4lJ0yAcsWN09wzBsDw7go2DAZsPs7CxmZ2exsLCA1NRU5ObmIicnh9eGJXC+J2h2dhY7d+3CyBKDV7r0ODMyj4l5G6zOWIqPcIPiQj2nAkB6ogw1GzX4xL5i7CzSwPKv6kLStxEPjXSNI0Z878V29M7HhepwIF87fotlaUYSXrp7r3iXg5VindbWVmzZsgUFBZGbywoB8XcjjgwURcHhcLCFCAaDAQqFghUgrVbL+0bH4XDg4x//OCYnJ/HPf/4zaPpeQhjiUnQC9ekQiNjwKRggx9Tr9dDpdDAajUhOTkZOTg5yc3P9Nq45nU60t7fDbrejurqaDentLjd0Sw4M6E04O7KA9qlFjBltMNucsK49o4MIOH/nvq84CVfmWFBTuTFuGlGJj5pMJsP/9Mhxcngx1pcUNtftyMEPbqgS7fhzc3Noa2vD1q1bkZ+fL9p5QsFut+PcuXMeguMNTdMwGo2sCDmdTl6uCE6nE7fffjsGBwfxxhtvICsrS+ynI/Ev4lJ0XC6XXzsbAOywNrfbHVLBAMHpdGJubg6zs7OYm5tDYmIim4JLS0sDRVGwWq2sN9jOnTv9pvjsLjfmTE4sWO2YWbSjeWIRr7brMLksbKNi/EOjKJnCJ2rTUZKfjeqyfCSoYtdQR9J8xEeNoij84NVe/PEM30qyWLI6Dff2F/ciK1WcYgzStLtt27ZVc4xiBRGcUBysGYaByWRi94GWl5eRlpbGRkHk5tLlcuHTn/402tvb8eabb4rSNybhn7gUHbfbzboIeMO1tAlHcHydiytACoUC6enpMBgMyMvL85g6yheGYTCkt+DvHdM4MWDAxIIDVqcLbjefkW1rkfOLZJJ8ZRQDGAapiTJsyU3GZZV52FqQipREJfLTE5GgEHefhzQRZ2ZmrqpyMphs+PjvmzES8wIDvqy8ti/fWsounEKi0+nQ0dGB7du3x83iS1y109LSInKw9nZFeOihh1BcXIzl5WV0dXXh7bffjpuo7kJiTYmOL4cBIaFpGgMDAxgbG4NMJoNcLkd2djZyc3Oh1WrD2qOwu9yYXXbAbHfB7qKhW7LhvZF5vNGjx6wpOiW9see8KBWmKfHv7yvBVTvyw54LFAjSzEgMKX19RhiGwd9ap/Hdf/TDsgbq4h+7Jh+psMBoNAbtYwmFmZkZdHZ2YufOncjOzhbwisNHKMHxxu1248knn8Rvf/tbdqz2Nddcg2uvvRZXXXUV0tLSBDmPLx599FE89NBDmJmZwa5du/Dzn/8ce/bs8fv4I0eO4LHHHsPY2BiysrJw44034sEHH1w3japrQnSCFQwIAZmoOTw8jB07diAzMxMLCwuYnZ2FTqcDTdNs81+gSYp86dOZ8NfGCbzVN4fJpQspFbciQOVaOT51oAQ7izOhlMuQn54IWYTvqdFoRGtrK+9mxgWrE/93ehyNIwsYmDPDYIm/m4BP7SvEvR/YDGAl7WwwGNioXCaTsQKUkZER0mdyenoa3d3d2LlzZ9zsZzgcDpw7dw6pqanYvn27oN9xmqbxpS99Ca+++ireeOMN6PV6vPjii/jb3/6Gn/zkJ/jABz4g2Lm4PPnkk7j11ltx9OhRNDQ04MiRI3jqqafQ29uLnJycVY9/4okn8IlPfAK/+93vsH//fvT19eH222/HRz7yETz88MOiXGO0iUvR4Y6s9i4YEENwaJpGd3c3DAYDampqVtXpE+sOIkBOpxNZWVnIyclBVlZW2GODaYZBr86EN3r1+MN741i+4OwQVgRIBkCTJMe1O/Lw2UtKkJ6oDPk9np2dRUdHByorK1FYWBjylVidbvzk9QE83zYDS5z4IX3lYClu31/i899IH8vs7OyqDfTs7OyAvVFTU1Po6enBrl274mJcOeApOEKPvaZpGl/72tfw/PPP480330R5ebnHv4s5ZrqhoQG7d+/GL37xC/ZaioqK8PnPfx733Xffqsfffffd6O7uxrFjx9iffelLX8Lp06dx8uRJUa4x2sS16Ai9f+ML4lrtcrlQU1ODhITAzY8Mw2B5eZktxbZarcjMzEROTk7QL3sgWsYX8L1/9GFQb+Z0r8eiJDpWrAiQAsDmnCQc2JyND1XnoTgj+B7G5OQkent7sX37dp93j7yvgGHQNb2En70xjPeG5+GK4Tfje9dtxoeq+Ykn2UAnAmQymaDRaNjInNtISYxXq6ur46ZE2OFwsJNRt2/fLrjgfPOb38Sf//xnvPnmm6isrBTs2MFwOBxQq9V4+umncfjwYfbnt912GxYWFvDCCy+s+p0nnngCd911F1577TXs2bMHQ0NDuPrqq/Hxj38c999/f9SuXUziVnQcDofogmM2m9HS0sJWOIWTMiNf9tnZWZhMJmi1WuTm5iI7OzuogHnjpmk0jS3gdPcYpmbn0WlSYdjoiOniF0sSZEBVnho31m1AXnoSNmWrkZ3qmdcmKdFdu3YJuoiOGy14rXsO7ZOLmDPZMbVow+yyU/RCEArAi3fWoSw7/D0Gbz+z5ORkZGdng2EYjI+Po6amRlTj1VAQU3AYhsH3v/99/Pa3v8Ubb7yBqirxSs59MTU1hcLCQrz77rses2y+8pWv4K233sLp06d9/t4jjzyCL3/5y+xYln//93/HY489Fq3LFp24G+IGAKdOnUJiYiIqKiogl8tFEZz5+Xm0traioKAgovG2ZJRvWVkZrFYrZmdn2fRFeno6W4rNx7aDApBsmcHO5CXc9qF6JKekYEBvxtmRefTplnG8zwi9wDNj4hk7DTRNWdA01QsZKChlwNa8FNx5aSkObMrEwMAAJicnUVdXJ/hGcFGGGp+8qNjjZ7NLNnz9xR6cGVkIwcmaPx/YkoUffWhbxNV9SUlJKC4uRnFxMdseMDIyApPJBKVSiZmZGdA0HXZxjFCILTgPPfQQfv3rX8dEcMLl+PHj+O///m/88pe/RENDAwYGBvCFL3wB3/3ud/GNb3wj1pcnCHEZ6Xzta1/DkSNHUFJSguuvvx433HCDoHneqakpdHd3o7KyUjSrD64dz/z8PFJTU1kB8lX26nK50NbWBrvdjpqaGp+VKv2zZvzlzBhe6Z7FovVCsuHhspKGK04BGnKBW9+/C5vyo5smMpodaJ1cRNeUCTRDo2/WgvbJJcyGOTE0L1WFf9zdgASlOPeAJBqsrq6G2+1moyC3282mhsOdaxMuDocDTU1NSEpKwo4dOwQXnEceeQQPPfQQXn/9ddTV1Ql27FAIJ7128cUXY+/evXjooYfYn/3f//0fPvOZz8BkMsWFy0ekxKXoACu26n//+9/x7LPP4pVXXkF+fj6uv/56HD58GDU1NWG9+AzDYHBwEOPj49i5c2fUNlGJG8Ls7CwMBgPrhkDmsBBzU6VSiZ07dwb98jvdNMbnrXirV49jfQYsWp0YM1jhFOWdjNd9pZUnq02gcP02DW7avRGJSWqkJymhVkXf72181oh3z7UiMT0TI3Y1BuesoGkGFAWMzFkwZ3ZAIZchLy0BV1Xl4MCmDFhcNKryUqAQ0Z9uaGgIY2NjqK2t9YgGGYbB0tISK0Bkrg3ZmxSzPNfpdKKxsVE0wXnsscfwve99D6+++ioaGsT3qwtEQ0MD9uzZg5///OcAVrYOiouLcffdd/ssJKirq8PBgwfxwx/+kP3Zn//8Z3zyk5/E8vLymhmZHYi4FR0uJpMJ//jHP/DMM8/g5ZdfRkZGBq677jocPnwYu3fv5vVGuN1udHZ2YmlpCdXV1TGzLne5XKwAzc3NQaVSwel0QqPRYNeuXSF/qOwuN8bnbdAv2/H798bQOLYAi0Oot3RtOGpTANIUDApSKaQmJqAkNxX7ynKQnCjH9sJ0aJLEvYMnc2dKSkpQWloq6rn4Qm6wJiYmUFdXF9Q52WKxsAK0sLCAlJQUVoB8DagLFyI4xOlDaMH57W9/i2984xt46aWXcODAAcGOHS5PPvkkbrvtNvzqV7/Cnj17cOTIEfz1r39FT08PcnNzceutt6KwsBAPPvggAOBb3/oWHn74Yfz6179m02t33nkn6urq8OSTT8b42QjDmhAdLhaLBa+99hqeeeYZ/P3vf0dycjKuvfZaHD58GPv27fNZvuxwONDS0gIAqK6ujvn4WcLc3BxaW1uhVqths9kgl8vZCEir1Yb8RTc7XDg3uoCnGyfw3vACzOKEPmuA82KpoIDLNmfi29dtgSZJ+PeduDKXl5ejuLg4+C9EAYZhMDAwgKmpKdTV1YV8g8U11CQ3RkSAuAPqQkVswfnDH/6Ar3zlK3jxxRdx6aWXCnbsSPnFL37BNodWV1fjkUceYSOwSy+9FCUlJfj9738PYOWm9Pvf/z7++Mc/YnJyEtnZ2bj22mvx/e9/f904YK850eFis9lw7NgxPPPMM/jb3/4GhUKBa665BjfccAMOHDgApVKJxsZGtpy2qqoqbsLT6elpdHV1YevWrSgoKGCNC0klHABWgDIyMkL+guqW7Hizfw7vDRkxMW+F3uSAy03D5WawHCd9KNGkXCPHf1+zCVs35gn2GSAmmeH2BokBwzDo7+/HzMwM6urqIrbNcbvdMBqNbBTEMIzHYDW+PWpOpxNNTU1QqVTYtWuX4ILz5z//Gffccw+ef/55HDx4ULBjSwjPmhYdLk6nE8ePH8fTTz+NF154AS6XCwcOHMDrr7+OO++8E9/+9rfjwvmYYRgMDw9jdHTU774St/FvdnYWbrc7YjcE3ZIdbw8Y0DG5hHcGDZhZclxwhQhaFbBZw+AjOzTYWZaPrKyssDfPiWdZVVVV3JhkMgyD3t5e6PV61NXV8R7fEcrxFxcX2fSwzWZDRkYG25Dqr0VATMEBgKeffhp33XUX/vrXv+Kqq64S9NgSwrNuRIeLy+XCfffdh5/97GeorKzExMQErr76alx//fU4ePBgzDyMyPjtubk5n84HviAbvsQNwW63IysrC7m5uWG5ISzbXHC43TjWo8ezzdMYNlhgd9Jw0evVjHQ12gQKn92hQIHq/KKZk5PDu6+KlMTv2LEjbjzLGIZhP1v19fVRGQ9uNps9Bib6cnQWW3BeeOEFfOpTn8Kf//xnXHfddYIeW0Ic1qXo3Hffffif//kfPPfcc7joootw6tQpPPPMM3juuedgNBpxxRVX4Prrr8cHP/hBwV17/cGnJDoY3M5znU4Hi8Xi4YYQzmhuk9mC4+81YcaZAGdSJp44O4kF2/ofCpSeKMfzn6qGbXkes7OzWFxcRFpaGvta+vtcjI+Po7+/P646+hmGQVdXF+bn51FXVxcVwfHGbrezbu1GoxGJiYnIzMxk/1xdXS244Lz00ku4/fbb8Yc//AEf/vCHBT22hHisS9H54x//iL1796KiosLj5zRN49y5c3j66afx3HPPYWpqCh/84Adx/fXX48orrxRtNrrNZgupJJovZrOZTcEtLy+zJa9879qXlpbQ3NyM3NxcVFZWgqIozC7ZcN8LXTg9vIjYfjDEr5y7Y28h/vODK2aaDoeDtZExGAxQq9Xsa0nGIQ8PD2NkZAQ1NTVxs6nLMAw6OzuxuLiIurq6uHAidrvdmJ2dRW9vL1wul8dkTyHMcgHgtddew8c+9jH85je/wS233CLAVUtEi3UpOnygaRqtra2sAA0PD+Pyyy/H9ddfj6uvvjpi23iCyWRCc3MzMjIysHXrVtGau4gbArlrD+aGYDAY0NbWhpKSEpSUlKx6rp1Ti/jl26NomViCze4EqT1IkFNwM4BdhI7880SnVDsvRYk37l1dVutyuTxmLCmVSqhUKpjNZtTX14tqgx8KNE2jo6MDJpMJdXV1IdsuiYXL5UJTUxMUCgV27Njh4Qtnt9s9jEnDqSQ9fvw4/u3f/g2//OUv8fGPfzwu9mol+HPBig4XcrdIBKi7uxuXXXYZDh8+jKuvvhqZmZlhfbCJ1X5xcXFURzjb7XZWgObn55GSkoLc3FzWDYHMUSGVcwGP5XJjcsEKBhR0izbMmR1IT1LC7nTj1a45tEwswGRzrcmKOCUFtH7jsoCPcbvdaG9vh8FgYO/Qhb5rDweaptHe3g6LxYK6urq4aQNwuVzsiPDq6mqP14dhGDY6J5M909PTPfaBgnHixAnceOON+OlPf4pPfvKTkuCsQSTR8YJhGPT19eGZZ57Bs88+i9bWVlx88cU4fPgwrr32WuTk5PD6oHuXRMcKp9MJvV4PnU4Ho9EIhUIBp9OJzZs3o6ioKOIv7YjBgl6dCScHDHitWw+zww16DX2iWv7rEqjkvqNP7l5JbW0tkpKS2BEXs7OzbFEHGXERLRsZmqbR1tYGm82G2traNSE4viBWUWSyJxlQxx0bz+W9997D4cOH8eCDD+Kuu+6SBGeNIolOAEh5MxGgc+fOYd++fbj++utx3XXXoaCgYNUHn09JdCwg5bRTU1NIT0/H4uIi2/SXk5MjSDqxV7eMP5yaQMvkImaX7bC7Vqri4pnnPlOPyrzVe3nc1FVtbe2qvRJf4wSiYSPjdrvR1tYGh8OB2traqPqlBSJUwfH1+9yGVDKgbmpqCvv370dXVxeuu+46fOtb38IXvvAFSXDWMJLo8ITYwj/77LN49tlncerUKdTX17N2PMXFxXA4HHj00UdRV1eH2tpa0QoTQoWmaXR1dWFhYQE1NTVITk6G2+1mp1Dq9XoPN4RIus4BwOGiYXK40Dm1jGPdOrzUMRu37giP3rwdl1V6lj2Thd1ut/OOJLz31Ej5sD+D13Bwu91oaWmB2+1GTU1N3AiO2+1GU1MTKIpCTU1NxClHmqYxPz+PmZkZ3HDDDTAYDEhJScHll1+OX/7yl1GpGgx1xPTCwgL+67/+C88++yyMRiM2btyII0eOSH1DPpBEJwwYhsH09DSee+45PPPMMzhx4gSqqqrgdrthMpnw5ptvRjRMTEhIqbbD4fA7pI58yXU6Hdt1np2djdzc3LDcEFZdA03j58eH8GLbLIxm+0pPUJx86v54azXqSs7PlnG5XGhtbY1oYecavBqNRiQlJbERkK+0ER/cbjeam5vBMAxqamrCnlYrNOS6AAgiON60tbXhtttuw4YNG2A0GtHR0YH3ve99ePjhh7Fr1y5Bz0UIdcS0w+HARRddhJycHNx///0oLCzE6Ogo66co4YkkOhHCMAw6Ojpw9dVXw+l0wmw2o6SkBIcPH8b111+PLVu2xCwVYLfb0dzcDKVSiV27dvFaqBiG8XBDcLlcHvsWkSwqbprGyJwFZ0aMONExgm6jG7MWxLQ0+8SX9iMzeUWInU4nmpubIZfLeb9ewXC5XGxEOTc3x5YPhxJRktSVUJGEUIgtON3d3bjyyivx2c9+Ft/5zndAURRGR0fxt7/9DTfccINoY0lCHTF99OhRPPTQQ+jp6Ymb6DOekUQnQnp7e/GBD3wAl19+OX71q1/BZDLhhRdewLPPPovXX38dZWVl7EgGoWe/B8JisaCpqQnp6elhn9efG0IkG+c2m21ljopajc1bqzCzZMcjbw6jZXwRy3YX7C4mqiJ0+isHkJqoZOe7JCQkYOfOnaIs7Fx/Pa6PWSB7I64QhrNXIhYk1UfTNGprawW/rr6+Plx55ZW49dZb8eCDD0btexPODJyrrroKGRkZUKvVeOGFF5CdnY2PfvSj+OpXvxo371c8IYlOhBgMBvzpT3/C5z//+VURzeLiIl588UU8++yzePXVV1FQUIDrrrsON9xwgygd2gTS9JmXl4fNmzcLEmlxN85nZ2dhNptDdkMwm81oamrC/2/v3ONizvc//ppiSvfSRVSrdNOF7kmERUU0JYeslcsh63r2hJVzkHMc1lp7cOxiV9h19thFuW6JVPYQxyVKN5IQaqbL6KrrzOf3h8d8f0a3qWamSZ/n4zF/+Hw/3+/38x3N9/X9fj7v9/s1cOBADB8+XGxctQ3NqGsSoKquCbuTn+JGQTnq5LAOdHm1B/RVlXHv3j1oaGhI3cGyLUR1zN6PhBOFD/fv358pISN6U1WUG9i7giOLqb6CggL4+/tj5syZ+Oc//ylX47KuWEzb2tri2bNnmDt3LpYvX478/HwsX74cq1evRlRUlNzG3lugoiMnampqEB8fz3gC6evrY/r06QgODoa7u7vUfljl5eXIyMiAhYUFhg4dKpVjtsb71RB0dHRgZGTUZuRWVVUV7t27hyFDhsDS0rJDIcx8VYWTaa9w93kFymoaZBaIsGP6MOjVFkJXVxd2dnY9MhUqEnTROlBNTQ20tbVRV1cHNTU1uLi4KIxjpKwF5/nz5/D390dAQAC+/fZbuV93V0TH2toa9fX1ePr0KfNg8M9//hNff/01iouL5Tb23oJirEb2ATQ0NDBr1izMmjULb968waVLlxAbG4sZM2ZAXV2diYLz8vLq8hOtKDfIzs4OxsbGUr4CcdTV1WFubg5zc3PU19ejpKQEXC4Xjx49YmqYGRoaQk1NjUmSNTc3l1gIHYdowXGIFpqFQhSUvkE2twr7kp+CW901S+i2ePW8ANa2g5gyQD0Bi8WCpqYmNDU1YWFhwbypitbX7ty5067VubwQCARMkIWLi4vUBefVq1cICAiAr69vjwgOAGbdksfjibXzeLw2q4kbGxujf//+Yr/b4cOHg8vlorGxUWHyqBQFKjo9gJqaGoKDgxEcHIz6+npcuXIFsbGxmDNnDvr378+8AXl7e0u0bkIIwfPnz1FQUAAnJye55wapqqrCzMwMZmZmaGhoYJ7Y8/PzoaKigoaGhi6/efVTUoK1kQasjTQQ6DgIl3JKcfTGczzk1aK7lXhUWcAYG2PY2EhnClIaNDQ0ICsrC7q6unBwcBBzmi0oKJBKJFxXEAlOc3OzTASHy+UiICAAY8eOxcGDB3vszY7NZsPV1RVJSUnMmo5QKERSUhJWrlzZ6j7e3t44fvw4hEIhM+68vDwYGxtTwWkFOr2mQDQ1NSElJYXxBBIIBJg2bRqCgoIwfvz4Vv+ARRUUuFwunJ2dFaYuGPC2IvOjR4+gqamJmpoa5ob5bhHNrlLb0IzkR6VIzS/HjaevUVHXDIGwc5Fwi121ERHg0uUxSJv6+nqkpaVBW1sbdnZ2LW6870fCSTO3qj1kLTglJSWYOnUqnJyccOzYsR4PB++sxfSLFy9gb2+P+fPnY9WqVXj8+DEWLVqE1atX469//WuPXosiQkVHQWlubsa1a9cQExODs2fP4s2bNwgICEBgYCDjCVRXV4cTJ07A0tISLi4uUjft6g6iN6+RI0dCT0+PuWHyeDymiKahoSGMjIykVly1ur4J2y7m4XJOCdp3ZyCYbKGOPXM9FOYNp76+Hnfv3pV4ben9SDihUNhto7+2zpORkYGmpiaZJKSWl5cjICAAVlZW+PXXXxUm5LgzFtMAcPPmTfz5z39Geno6hgwZgj/+8Y80eq0NqOj0AgQCAW7cuMF4AlVUVGDixInIz89nxKknPFRagxCCJ0+e4OXLl3B2doa2tnaLPiILZFEggpKSEvPErqur260ndkIInvNrcS6dh8SHJXhaXi/29tMfBCEjdLEuYAQG9FeMG0JdXR3S0tKYSuSdFcLWIuHejSzs6o1cJDiyKrnz+vVrTJ8+HSYmJoiJiaFTUX0EKjq9DKFQiISEBCxcuBDA2ym5cePGISgoCP7+/j1aeocQgtzcXJSXl8PFxUWiRW9RNQTRDVNUDUH0xN7dKaPy2kYk5ZYir6gcta9L8ekYa9gPM+3WMaXJmzdvkJaWBgMDA6kEM7xbyVkUCdeVmnCyFpzKykoEBgZCX18fZ8+eVRhbBorsoaLTy8jLy4O/vz+8vb1x6NAh5OTkMJYMz549w6RJk8DhcDB16lSpTVtJQkcFMiVB9MTO4/FQUlKCpqYmRoC6Uw3h1atXePTokULZSwNvw87T0tJgZGQktXyq96mrq2MCESoqKqCpqdlhJNy7VaxdXV2lLjjV1dUIDg6GmpoaLly4oDBv6RT5QEWnl3H//n2cPn0af/vb38TeAkTleEQC9OjRI0yYMAEcDgfTpk2Dnp6ezARIVK+subkZzs7OUpkmIYSgurqaqYZQX1+PgQMHwsjIqFPVEAoLC5Gfn69Q9tLA27yttLQ0DB48WKK8JWnQWk24960EZC04tbW1CAkJAYvFQnx8fI+GgFN6Bio6HyAiGwORJcODBw/g4+MDDofTKU8gSWhsbER6erpU65W9T2tTRnp6eswTe1siJ7KXdnFxaXVtqaeorq5GWloaTExMMGzYsB4JZmgtEs7AwAA1NTVobm6Gm5ub1AWnrq4Of/jDH9DY2IiLFy8qTBV2inyhovOBQwhBQUEBI0BpaWkdegJJiqiOmrq6OhwcHOQWqfPmzRtGgKqqqqCjo8MIkKqqKgghyM/Px6tXr+Dq6qpQNzeR4IjcZBUBoVCI8vJyPHr0CPX19YwASTMSrr6+HnPmzEFFRQUuX76sUA8BFPnS46LD5/OxatUqXLhwAUpKSggJCcHevXuhoaHR5j5Lly7FlStXUFRUBA0NDYwePRpfffUVbG1tAQAZGRnYsWMHrl+/jrKyMgwdOhSfffYZ/vSnPzHHuHr1KiZMaGlVXFxc3GbmcW+HEILCwkIxTyB3d3dwOBxwOByYmZlJLECiOmp6eno9Vj4GAFMN4d01CxaLhbq6Ori5uSnU9E1lZSXu3buHoUOHwtzcvKeHw/Cu9bWLi4vYOpBoWrM7kXCNjY349NNPUVxcjMTERIWa5qTInx4XnSlTpqC4uBjff/89mpqasHDhQri7u+P48eNt7vPDDz/A1tYWZmZm4PP52LJlC9LT05naR0eOHEFGRgZmzJgBU1NT3LhxA+Hh4di5cyeTVSwSHVHZFhGGhoYKU+dKlhBCUFRUhDNnzuD06dO4du0aRo4cyVgyWFhYtCkkna2jJi8aGhqQkZGB6upqEEKgrq7O5AKpq6v36DgrKipw//59WFhY4KOPPuqxcbyPKACktrYWrq6uYlOVbUXCid6CJAkWaWpqwvz58/H06VMkJSVBX19flpdD6QX0qOjk5ubCzs4Od+7cgZubGwAgISEBU6dOxcuXLzF48GCJjvPgwQOMHDkS+fn5GDZsWKt9VqxYgdzcXCQnJwP4f9F5/fo1dHR0pHI9vRVCCEpKSnD27FmcPn0aKSkpGD58OCNA74byiiyvO1NHTR68Hz2nrKyMsrIyZs1CVVWVmYKTZ/kY4P8FZ9iwYTAzM5PbeTuiPcFpjbYi4QwMDFqdmWhubsbixYuRnZ2tUMaGlJ6lR+tN3Lx5Ezo6OozgAMCkSZOgpKSEW7duITg4uMNj1NbW4ujRozA3N4epadv5F5WVla2+1js5OaGhoQEODg7YsmULvL29u3YxvRgWiwUjIyMsXboU4eHh4PP5jCfQV199hWHDhiEwMBBaWlrYunUr4uPjFUpw3rWXdnNzY26exsbGMDY2hkAgYAQoLS2NqYYgKh8jSwHi8/lIT0+HtbW1zEzHukJnBQcABgwYwNTYa2xsZL7TgoICRtRVVFQwZMgQAMDy5cvx4MEDKjgUMXp0HonL5bb4Y+zXrx/09PTA5XLb3Xf//v3Q0NCAhoYGLl68iMTExDZ/ODdu3MCJEycQHh7OtBkbG+PgwYOIjY1FbGwsTE1NMX78eNy7d6/7F9aLYbFYGDhwIBYtWoTffvsNXC4XkZGRuHz5MjZt2gRHR0fExcXh/v37EAqFPT1cxlWzqampzZunsrIyjIyM4OjoiPHjx8PW1pYJ8/7vf/+LnJwclJeXS/16ysvLkZ6eDhsbG4UTnOzsbNTU1EgsOO/DZrMxePBgODk5Ydy4cbC0tERDQwNWrFgBc3NzTJ48GcnJyYiPj5d5xfN3+e677zB06FCoqqrC09MTt2/flmi/X3/9FSwWS8y4jSIbZCI6kZGRYLFY7X4ePnzYrXPMnTsX9+/fx++//w5ra2vMmjUL9fX1LfplZWWBw+EgKioKvr6+TLuNjQ2WLl0KV1dXjB49GkeOHMHo0aOxe/fubo3rQ0NHRwdlZWV4/Pgxzp49i4iICMbzxNHRERs2bMCtW7d6RIBEJmcsFkvinBIlJSUYGBjA3t4ePj4+cHR0hJKSErKysvD7778jKysLJSUlEAjaLd7WIWVlZcjIyMDw4cOZJ39FgBCC7OxsVFdXd1lw3qdfv34wMjKCg4MDTp48CV9fXxQXF0MgEMDNzQ1hYWFITEyUwujb58SJE4iIiEBUVBTu3buHkSNHws/PDyUlJe3u9+zZM6xduxZjx46V+RgpMlrTKS0tRXl5ebt9LCws8PPPP2PNmjV4/fo1097c3AxVVVWcOnVKouk14G10jK6uLqKjozFnzhymPScnBxMmTMDixYuxbdu2Do+zbt06XL9+HTdv3pTovH2BsrIyjB07FseOHYO7uzvT/ubNGyQkJCA2NhZxcXHQ1NREYGAgOBxOtzyBJKWxsRFpaWkYMGAAHB0du32+d+uX8Xg8NDU1iVlzdyb/qLS0FA8ePIC9vb1CRUKKBKeqqgqurq5SLz0jFAqxYcMGnD17FlevXoW5uTnu3LmDM2fOwMDAAGvWrJHq+d7H09MT7u7u+Pbbb5nxmJqaYtWqVYiMjGx1H4FAAB8fHyxatAjXrl1DRUUFzp49K9Nx9nVksqYjstztCC8vL1RUVCAtLQ2urq4AgOTkZAiFQqaiqyQQQkAIQUNDA9OWnZ2Njz/+GPPnz5dIcAAgPT1drlMBvQF9fX1kZWW1uKmrqalhxowZmDFjBurr65GYmIjY2FiEhoZCRUUF06dPR1BQkMSeQJ1BlB+kqakJe3t7qUQbslgs6OjoQEdHB1ZWVkw1hIKCAmRnZ0scNlxSUoLMzEw4ODjAyMio2+OSFvIQnM2bNyM2NhYpKSlMQI+np2enfstdRfQQsmHDBqZNSUkJkyZNavch8u9//zsMDQ3xxz/+EdeuXZP5OCk9HEgwfPhw+Pv7Y8mSJTh48CCampqwcuVKhIaGMpFrr169wsSJE3Hs2DF4eHigoKAAJ06cgK+vLwwMDPDy5Uvs2LEDAwYMwNSpUwG8nVL7+OOP4efnh4iICGZ9SJT0BgB79uyBubk57O3tUV9fj+joaCQnJ+Py5cs982UoMB29RaiqqmL69OmYPn06GhsbGU+gBQsWgBCCgIAABAcHY9y4cd2ezhEVyBw4cGCXKjJLAovFgpaWFrS0tGBpaYmamhqUlJSgsLAQOTk5TDUEAwMDsZs3l8tFdnY2HB0dFWrhnBCCnJwcVFZWws3NTeqCQwjBtm3b8J///AcpKSmwsbGR6vEloaysDAKBoIXQGxkZtTmVf/36dRw+fBjp6elyGCFFRI8npPznP/+Bra0tJk6ciKlTp2LMmDH44YcfmO1NTU149OgR3rx5A+DtDe7atWuYOnUqLC0tMXv2bGhqauLGjRvMDz0mJgalpaX4+eefmQgmY2NjuLu7g8/nY+7cuYiMjMSMGTNga2sLHx8fZGRk4MqVK5g4cWKLMS5duhTDhg1jalVxOJwWf8iFhYUICAiAmpoaDA0NsW7dOjQ3N4v1uXr1KlxcXKCiogJLS0sxP44PBTabDT8/Pxw6dAhFRUU4ceIE1NTUsGzZMpibmyM8PBzx8fGtrr91RE1NDe7evQtDQ0OZCU5raGhowMLCAqNGjYK3tzcGDhyIoqIiXLt2DXfu3EFhYSGeP3+O7OxsjBgxQiEFp6KiQiZvOIQQ7Ny5E4cOHUJiYiLs7OykenxZUV1djXnz5uHQoUM0d0jO9HhyqLyRRTKqQCCAk5MTBg0ahK+//hrFxcUICwvDkiVLsH37dgBv64A5ODjgs88+w+LFi5GUlITPP/8ccXFx8PPzk9fl9xgCgQCpqamMJ1BlZSX8/f0RFBSEyZMnd2hAJ0pI7cl6Ze9TX1+P0tJSvHjxArW1tVBTU8PgwYPbreAsT94XnK5U/u7o+Hv37sWuXbuQmJjITJH3BI2NjVBTU0NMTIxYBNr8+fNRUVGBc+fOifVPT0+Hs7Oz2Fu8KBhGSUkJjx49ajPnj9I9+pToyCoZ9eLFi5g2bRqKioqY1/uDBw9i/fr1KC0tBZvNxvr16xEXF4esrCzmOKGhoaioqEBCQoL0L1aBEQqFuH37NlMRm8fjwdfXFxwOp1VPIFFypaIlpALAy5cvkZeXBwcHBzQ1NaGkpATl5eVMNQRDQ0NoaGjIXSRF3kZ8Ph9ubm4yEZz9+/dj+/btSEhIkMu6TUd4enrCw8MD+/btA/D278zMzAwrV65sEUhQX1+P/Px8sbaNGzeiuroae/fuhbW1NTWVkxE9Pr0mTzpKRpWE1pJRb968CUdHR7H5ZD8/P1RVVSE7O5vpM2nSJLFj+fn59clIOSUlJYwaNQq7du3C48eP8fvvv8PGxgbbt2/H0KFDMXv2bBw/fpx5Ql2wYAGGDRumcILz4sUL5OXlwdnZGYaGhhgyZAicnZ0ZO+Oamhrcvn0bqampePz4MSorKyGPZzx5CE50dDT+8Y9/4LffflMIwQGAiIgIHDp0CD/99BNyc3OxbNky1NbWMoaHYWFhTKCBqqoqHBwcxD46OjrQ1NSEg4MDFRwZ0qOBBPKmu8moX3zxBWpra2FjYyOWjMrlcltdwBRta69PVVUV6urq+qyRlZKSElxdXeHq6ort27cjKysLp06dwt69e7FixQqwWCyEhYVBXV0dhBCFmFYDgOfPn6OgoAAuLi4tyij169dPrBqCyELg3r17UFZWFrPmlvb1yENwjh07ho0bN+LChQsKVcFj9uzZKC0txebNm8HlcuHk5ISEhATmd1dYWNgn6ioqOh+E6ERGRuKrr75qt09ubm63zjF37lxMnjwZxcXF2LVrF2bNmoXU1FSp/6j7MiwWC46OjnB0dISdnR0WLVqEoKAg3L17FxYWFvDx8UFQUBCmT58OAwODHhOgZ8+e4enTpxL59LwrMkKhEHw+HyUlJXjw4AEAMNv09PS6fUMkhODhw4fg8/kyW8M5fvw41q1bh3PnzmH8+PFSPb40WLlyJVPU932uXr3a7r4fYmCPIvJBiM6aNWuwYMGCdvtYWFhg0KBBLbKTm5ubwefzO0zi09bWhra2NqysrDBq1Cjo6urizJkzmDNnDgYNGtSi3AaPxwMA5riDBg1i2t7to6Wl1WffctoiISEBixcvRmxsLKZMmQJCCJ48eYLY2Fj8/PPPiIiIgJeXF4KCghAYGAhjY2O5CVBBQQEKCwvh6uoqVp1cEpSUlKCvrw99fX3Y2tqioqICJSUlyMnJgUAg6JaHjci4r6ysDG5ubjL5m4qJicHnn3+OmJiYVqM8KRRJ+CBEp6eTUb28vLBt2zaUlJQw03eJiYnQ0tJiQki9vLwQHx8vdpzExER4eXlJfN6+go+PD1JSUpgKCCwWC5aWlli/fj2++OILFBYWMqZ0X3zxBTw8PBhPIFNTU5kIkMgM78WLF1IxhlNSUoKenh709PRgY2ODqqoq8Hg85OXlobGxsVPVEESCU1paKjPBOXv2LJYvX45ffvkFU6ZMkfrxKX2HPhW9BrwNmebxeEwy6sKFC+Hm5saETEuajJqamorc3FwYGhoyIdODBw/Gzp07weVyMW/ePCxevLhFyPSKFSuwaNEiJCcnY/Xq1X0mZFoWiDyBRKZ0169fh5OTEyNA7XkCdfY8T548YZxI2zMYlMa5RMmoPB4PdXV10NPTg5GREfT19VsscMtDcH777TcsXLgQx44dQ0hIiNSPT+lb9DnR4fP5WLlypZhT6b/+9S/mRvLs2TOYm5sjJSUF48ePR1FRERYvXoy0tDS8fv0aRkZG8PHxwebNm8Uyr58/f45ly5bh6tWrUFdXx/z587Fjxw6xp9SrV6/iz3/+M3JycmBiYoJNmzZ1OC1IkQxCCHg8HuMJdPXqVdjZ2YHD4SAoKAjW1tZdEiBCCB4/fgwulwtXV1e559+8a6JWXV0NXV1dZh2IzWYjLy8PJSUlcHV17TDXqStcunQJ8+bNQ3R0NEJDQ6V+fErfo8+JjrzprB03n89HVFQULl++jMLCQhgYGCAoKAhbt25lFq1//PFHJgz0fXg8HgwNDfukHbcIQgj4fD4jQFeuXIGlpSU4HA6Cg4MxfPhwiRbt332LkNVNvTPU1dUxAlRZWQk2m43m5mY4OTnJxAI6JSUFs2fPxv79+zFv3jyFiRyk9G6o6MiYzlZAyMrKQlRUFBYsWAA7Ozs8f/4cn332GUaMGIGYmBgAb28+lZWVYvstWLAA9fX1TIROX7fjFiGqHn3+/HmcPn0aly9fhomJCfMGNHLkyFa/D1EkmCwX5ruKaGxcLhcaGhqorKyEhoYGjIyMpFYN4dq1a5g5cyb27NmDRYsWUcGhSA0qOjJEWhUQTp06hU8//RS1tbWtLiqXlpZiyJAhOHz4MObNmweA2nG3RXV1NeLi4hAbG4uLFy/CwMAAgYGBCA4OhpubG5SUlCAQCHD27FkYGRnB1dVV4QRHNN3n5uYGNTU1NDU1obS0FDweD3w+HwMGDIChoSGMjIy6VA3h5s2bCA4Oxo4dO7Bs2TIqOBSp8kFErykq0rDjBt5abWtpabUZxXTs2DGoqalh5syZLbZRO25xNDU1ERoaitDQUNTW1jKeQBwOB9ra2ggICEBeXh4KCgpw69YthROc/Px8Zn1JNN3Xv39/DB48GIMHD0ZzczNjI33nzh2w2WxmDUhbW7tDAbl79y5CQkKwdetWKjgUmUBFR4Z0pwKCiLKyMmzdulXMavt9Dh8+jE8++UTsBimy43Zzc0NDQwOio6Mxfvx43Lp1Cy4uLl27oA8MdXV1hISEICQkBHV1dUhISEBERATKyspgaGiIjRs3Ijg4GN7e3p0ycZMFIsEpKiqCm5tbm1No/fr1w6BBgzBo0CCxagj3798XS1TV0dFpMa2Ynp4ODoeDv/71r1i9ejUVHIpMoKLTBeRRAQF4W1k5ICAAdnZ22LJlS6t9bt68idzcXPz73/8Wa7exsRGLrhs9ejSePHmC3bt3t+hLeXuzPn78ODQ0NPDf//4X2dnZiImJQVhYGFgsFuMJ5OPjI/e6XKKQ7Y4E533er4bw+vVr8Hg8ZGZmghACAwMDFBcXY8yYMcjPz8f06dOxdu1arF27lgoORWb0nRVlKbJmzRrk5ua2++luBYTq6mqm4vKZM2fadKuMjo6Gk5OTRGXlPTw8WlTWpbwlLy8PPB4PKSkpMDU1hb+/P6Kjo1FcXIxffvkFqqqqWLp0KSwsLLB06VJcvHixS55AneXdHKHOCM77KCkpYeDAgbCzs4OPjw9GjhwJQgg+++wzmJqagsPhYOLEifj888/lKjjfffcdhg4dClVVVXh6erao7PEuhw4dwtixY6GrqwtdXV1MmjSp3f4UxYQGEsgQUSDB3bt3GVG4fPky/P392w0kqKqqgp+fH1RUVBAfH99mqG5NTQ2MjY3x5Zdftllv6l0mT54MTU1NnD59uusX9QHTUUFRkSeQyJKhqqoKU6ZMAYfDkcgTqCs8efIEL1++lFlS6sOHDxEWFgYtLS2UlpaiqKgIU6ZMQWRkpNhapCw4ceIEwsLCcPDgQXh6emLPnj04deoUHj161KoR3ty5c+Ht7Y3Ro0dDVVUVX331Fc6cOYPs7GwMGTJEpmOlSA8qOjKmsxUQqqqq4Ovrizdv3uDMmTNiT7YGBgZiNbkOHz6MlStXori4uEWEWmt23Pv27cPly5dp3SwpIBQKcevWLUaASkpK4Ovri6CgIPj7+0tFIGQtOAUFBfD398cf/vAHfPPNN2CxWMjKysLp06cxbdo0mZuyeXp6wt3dHd9++y2At9+pqakpVq1a1cL/pjUEAgF0dXXx7bffIiwsTKZjpUgRQpEp5eXlZM6cOURDQ4NoaWmRhQsXkurqamb706dPCQCSkpJCCCEkJSWFAGj18/TpU7Fje3l5kU8++aTF+T755BOioqJClJSUiLKyMtHV1SXjx48nycnJrY5v5cqVxNramqiqqhJTU1OyatUqUlFRIdavtfH88ssvYn1SUlKIs7MzYbPZZNiwYeTo0aNd/+J6EQKBgNy5c4esX7+eWFlZkQEDBpBp06aR6OhoUlRURGpqakhtbW2nPg8ePCBxcXGEx+N1el9JPjk5OcTMzIwsX76cCAQCuX9nDQ0NRFlZmZw5c0asPSwsjAQGBkp0jKqqKqKqqkouXLgggxFSZAUVnQ8Mf39/MnLkSPK///2PXLt2jVhaWpI5c+a02T8zM5PMmDGDnD9/nuTn55OkpCRiZWVFQkJCxPoBIEePHiXFxcXMp66ujtleUFBA1NTUSEREBMnJySH79u0jysrKJCEhQWbXqogIBAKSkZFBNm7cSOzt7QmbzSb+/v7kwIED5MWLFxIJUGZmpkwFJy8vj5ibm5MlS5b0iOAQQsirV68IAHLjxg2x9nXr1hEPDw+JjrFs2TJiYWEh9ndIUXyo6HxA5OTkEADkzp07TNvFixcJi8Uir169kvg4J0+eJGw2mzQ1NTFtAFo8lb7LF198Qezt7cXaZs+eTfz8/CS/gA8MoVBIsrOzyd/+9jfi5ORE+vXrRyZOnEj+9a9/kadPn7YqQCLB4XK5MhGcJ0+eEEtLSzJ//nzS3NzcY99Nd0Xnyy+/JLq6uiQjI0NWQ6TICBq99gEhDTtuoO1k1BUrVkBfXx8eHh44cuSImPUyteNuCYvFgp2dHTZv3ox79+4hJycHkyZNwr///W9YWVlh6tSpOHjwIIqKikAIwZYtW3Dp0iWpWCe0RklJCQICAuDu7o7o6OhOe/ZIE319fSgrK7fqMdVRZOeuXbuwY8cOXL58GSNGjJDlMCkygIrOB4Qsk1H//ve/4+TJk0hMTERISAiWL1+Offv2iZ27PTvuvg6LxYKVlRUiIyNx69YtPH78GIGBgYiNjYWtrS28vb1x4MABmJiYyCRooKysDNOnT4e9vT1++umnHk92ZbPZcHV1RVJSEtMmFAqRlJTUrsfUzp07sXXrViQkJMg8uo4iI3r6VYvSMevXr28zuED0yc3NJdu2bSPW1tYt9jcwMCD79+/v8DyVlZXEw8OD+Pv7k8bGxnb7btq0iZiYmDD/trKyItu3bxfrExcXRwCQN2/eSHilfQ+hUEj+8pe/EDU1NTJ27FjSr18/4ubmRv7xj3+QzMzMLgUhvP95+fIlcXJyIoGBgaShoaGnL5nh119/JSoqKuTHH38kOTk5JDw8nOjo6BAul0sIIWTevHkkMjKS6b9jxw7CZrNJTEyM2Nriu4E5FMWHViToBcjDjlvSZFQRnp6e2Lp1KxoaGqCiokLtuLvI7t27ceDAAcaAjsfj4cyZMzh9+jS2bNkCe3t7BAUFgcPhdMkTqLKyEhwOB8bGxjh58qTcqym0x+zZs1FaWorNmzeDy+XCyckJCQkJzBtzYWGhWKmeAwcOoLGxsUWNwaioqDYrdlAUD5qn8wEh62TUd9m2bRu++eYb8Pl8AMD69esRHx+PzMxMps8nn3wCPp+PhIQEKVzdh8mFCxcwZMiQFvXwCCEoLy/HuXPnEBsbi6SkJFhZWTGWDJJ4AlVXVyMoKAgaGho4f/48FX+KYtDDb1oUKePv70+cnZ3JrVu3yPXr14mVlZVYyPTLly+JjY0NuXXrFiHk7ZSap6cncXR0JPn5+WLTFqLopvPnz5NDhw6RzMxM8vjxY7J//36ipqZGNm/ezBxXFDK9bt06kpubS7777rs+GTItC4RCIeHz+eSnn34igYGBRFVVlVhbW5O1a9eS1NRUUl1d3WJKraSkhIwdO5aMGzeO1NTU9PQlUCgMVHQ+MGSRjHrx4kXi5ORENDQ0iLq6Ohk5ciQ5ePBgixyPlJQU4uTkRNhsNrGwsOgzyaHyprKykhw/fpyEhIQQdXV1Ym5uTv70pz+Rq1evkurqalJWVkYmTJhAvL29SVVVVU8Pl0IRg4oOpduIqiBoamoSbW1tsmjRonYXdyWpgpCenk5CQ0OJiYkJUVVVJba2tmTPnj1ix2lLMIuLi2V2rYpGTU0NOXXqFAkNDSVaWlrExMSEfPTRR8TV1bVFVQkKRRGggQSUbjN37lwUFxcjMTGRqS8XHh7epiV3UVERioqKsGvXLjFL7qKiIsaSOy0tDYaGhvj5559hamqKGzduIDw8HMrKyi2Km7Zmyd1XUFdXx8yZMzFz5kzU1dXh3Llz2Lp1K+Li4qCtrd3Tw6NQWkADCSjdQl6W3MDb5NTc3FwkJycDoJbcFEpvhCaHUrqFrKsgvN9HT0+vRbuTkxOMjY0xefJkpKamdu4CKBSKXKHTa5RuIS9L7hs3buDEiROIi4tj2qglN4XS+6CiQ2kVRbLkzsrKAofDQVRUFHx9fZl2aslNofQ+qOhQWkVRqiDk5ORg4sSJCA8Px8aNGzsct4eHB65fv95hPwqF0jNQ0aG0ioGBAQwMDDrs5+XlhYqKCqSlpTFVEJKTkyEUCuHp6dnmfu9WQTh//jxUVVVb9MnOzsbHH3+M+fPnY9u2bRKNOz09HcbGxhL1pVAo8ocGElC6xfDhw+Hv748lS5bg9u3bSE1NxcqVKxEaGspErr169Qq2tra4ffs2ADCW3LW1tTh8+DCqqqrA5XLB5XIhEAgAvJ1SmzBhAnx9fREREcFsLy0tZc69Z88enDt3Dvn5+cjKysLnn3+O5ORkrFixQv5fRB/hu+++w9ChQ6GqqgpPT0/m/7QtTp06BVtbW6iqqsLR0RHx8fFyGilFYenpRCFK70cWVRCioqJa3f7RRx8x53RyciIsFosAIGw2m4wZM6ZVS25Rf0lsuZ8/f06mTp1KBgwYQAwMDMjatWvFzOxE4++Ltty//vorYbPZ5MiRIyQ7O5ssWbKE6OjoEB6P12r/1NRUoqysTHbu3ElycnLIxo0bSf/+/UlmZqacR05RJKjoUHolsrDlbm5uJg4ODmTSpEnk/v37JD4+nujr65MNGzYwffqyLbeHhwdZsWIF82+BQEAGDx5Mvvzyy1b7z5o1iwQEBIi1eXp6kqVLl8p0nBTFhooOpdchK1vu+Ph4oqSkxPi5EELIgQMHiJaWFuND01dtuRsaGoiysnILy/KwsDASGBjY6j6mpqZk9+7dYm2bN28mI0aMkNEoKb0BuqZD6XXIKiH15s2bcHR0FHNA9fPzQ1VVFbKzs5k+fdGWu6ysDAKBoFV32Lbysdpyk5U0f4vyYUJFh9LrkFVCals3SdG29vpQW24KRTKo6FAUhsjISLBYrHY/Dx8+7PZ5JElIpYijr68PZWXlVt1h28rHastNtqP8LcqHDRUdisKwZs0a5ObmtvuRZUJqWzdJ0bb2+nzottxsNhuurq5ISkpi2oRCIZKSkuDl5dXqPl5eXmL9ASAxMbHN/pQ+Qk8vKlEonUUUSHD37l2m7dKlSx0GElRWVpJRo0aRcePGkdra2hbbRYEE74YAf//990RLS4vU19cTQt4GEjg4OIjtN2fOnA8+kICQtyHTKioq5McffyQ5OTkkPDyc6OjoMIEX8+bNI5GRkUz/1NRU0q9fP7Jr1y6Sm5tLoqKiaMg0hUavUXonsrDlFoVM+/r6kvT0dJKQkEAMDAxaDZnuq7bc+/btI2ZmZoTNZhMPDw/yv//9j9k2btw4Mn/+fLH+J0+eJNbW1oTNZhN7e3sSFxcn5xFTFA0qOpReiSwSUgkh5NmzZ2TKlClkwIABRF9fn6xZs6bV5FBqy02hdA1q4kahdAI+n49Vq1bhwoULUFJSQkhICPbu3QsNDY029/nhhx9w/Phx3Lt3D9XV1S1M50RmdK1x+/ZtuLu749mzZzA3N2+x/ebNmxg1alS3r4tCkRdUdCiUTjBlyhQUFxfj+++/Z6y53d3d27TmBt7WiKuvrwcAbNiwoYXoNDY2gs/ni+2zadMmJCUl4cmTJ2CxWIzoXLlyBfb29ky/gQMHtlqdm0JRVKjoUCgS0l1rbknttZuamjBkyBCsWrUKmzZtAgBGdO7fvw8nJydpXRKFIndoyDSFIiHSqoTQEefPn0d5eTkWLlzYYltgYCAMDQ0xZswYnD9/XmrnpFDkBRUdCkVCpFEJQRIOHz4MPz8/mJiYMG0aGhr45ptvcOrUKcTFxWHMmDEICgqiwkPpdVATN0qfR17W3JLw8uVLXLp0CSdPnhRr19fXR0REBPNvd3d3FBUV4euvv0ZgYKBcxkahSAMqOpQ+jzysuSXl6NGjGDhwoERC4unpicTERKmcl0KRF1R0KH0eWVtzSwohBEePHkVYWJhEEWnUmpvSG6GiQ6FIyLvW3AcPHkRTU1Or1twTJ07EsWPH4OHhAQCM1XZ+fj4AIDMzE5qamjAzM4Oenh5z/OTkZDx9+hSLFy9uce6ffvoJbDYbzs7OAIDTp0/jyJEjiI6OlvVlUyjSpQcTUymUXkdnKyEQ0rb19vuVDObMmUNGjx7d6nl//PFHMnz4cKKmpka0tLSIh4cHOXXqlCwukUKRKTRPh0KhUChyg4ZMUygUCkVuUNGhUCgUitygokOhUCgUuUFFh0KhUChyg4oOhUKhUOQGFR0KhUKhyA0qOhQKhUKRG1R0KBQKhSI3qOhQKBQKRW5Q0aFQKBSK3KCiQ6FQKBS5QUWHQqFQKHLj/wDWA0BxsmW8RgAAAABJRU5ErkJggg==", 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" ] @@ -65,18 +114,10 @@ } ], "source": [ - "P_sampler = dp.samplers.RandomUniformSampler(P.boundary, n_points=1000, filter_fn=lambda x: abs(x[:,0]-0.2)<=0.9)\n", - "\n", - "dp.utils.scatter(X, P_sampler)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#import mat" + "fig = plt.figure()\n", + "ax = fig.add_subplot(projection='3d')\n", + "ax.scatter(P_points[:,0], P_points[:,1], P_points[:,2])\n", + "ax.set_ylim(-0.1, 1)" ] }, { From e79667548bfe45f31a3b00f7d3d4233c37f7c8f6 Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Wed, 21 Jun 2023 11:05:20 +0100 Subject: [PATCH 09/10] Issue template --- .github/ISSUE_TEMPLATE/config.yml | 1 + 1 file changed, 1 insertion(+) create mode 100644 .github/ISSUE_TEMPLATE/config.yml diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml new file mode 100644 index 0000000..a49eab2 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -0,0 +1 @@ +blank_issues_enabled: true \ No newline at end of file From 26f2358a6204425c025c9dfe15ab84b311166168 Mon Sep 17 00:00:00 2001 From: Prakhar Sharma <1915438@swansea.ac.uk> Date: Wed, 21 Jun 2023 12:10:02 +0100 Subject: [PATCH 10/10] docker image build --- .github/workflows/docker.yml | 31 +++++++++++++++++++++++++++++++ .github/workflows/main.yml | 2 +- docker/Dockerfile | 14 ++++++++++++++ docker/requirements.txt | 12 ++++++++++++ 4 files changed, 58 insertions(+), 1 deletion(-) create mode 100644 .github/workflows/docker.yml create mode 100644 docker/Dockerfile create mode 100644 docker/requirements.txt diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml new file mode 100644 index 0000000..57f7784 --- /dev/null +++ b/.github/workflows/docker.yml @@ -0,0 +1,31 @@ +name: docker_container + +on: + push: + branches: + - main + +jobs: + build: + runs-on: ubuntu-latest + steps: + - + name: Checkout the repository + uses: actions/checkout@v3 + - + name: Login to Docker Hub + uses: docker/login-action@v2 + with: + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKERHUB_TOKEN }} + - + name: Set up Docker Buildx + uses: docker/setup-buildx-action@v2 + - + name: Build and push + uses: docker/build-push-action@v4 + with: + context: . + file: ./docker/Dockerfile + push: true + tags: ${{ secrets.DOCKERHUB_USERNAME }}/DeepINN:pre-release \ No newline at end of file diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index a66b4b6..6f8d9b5 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -16,7 +16,7 @@ jobs: #- run: echo "🎉 The job was automatically triggered by a ${{ github.event_name }} event." #- run: echo "🐧 This job is now running on a ${{ runner.os }} server hosted by GitHub!" #- run: echo "🔎 The name of your branch is ${{ github.ref }} and your repository is ${{ github.repository }}." - - name: Check out repository code + - name: Check out repository uses: actions/checkout@v3 #- run: echo "💡 The ${{ github.repository }} repository has been cloned to the runner." #- run: echo "🖥️ The workflow is now ready to test your code on the runner." diff --git a/docker/Dockerfile b/docker/Dockerfile new file mode 100644 index 0000000..3631318 --- /dev/null +++ b/docker/Dockerfile @@ -0,0 +1,14 @@ +FROM pytorch/pytorch:latest +LABEL description="DeepINN with PyTorch and GPU support" + +COPY requirements.txt /root +COPY ../DeepINN /root/ +WORKDIR /root +RUN /usr/bin/python -m pip install --upgrade pip +RUN pip3 install -r requirements.txt +RUN apt-get update && apt-get install -y --no-install-recommends imagemagick \ + && apt-get clean \ + && rm -rf /var/lib/apt/lists/* +EXPOSE 8888/tcp +ENV SHELL /bin/bash +ENTRYPOINT ["jupyter", "notebook", "--ip", "0.0.0.0", "--no-browser", "--allow-root"] \ No newline at end of file diff --git a/docker/requirements.txt b/docker/requirements.txt new file mode 100644 index 0000000..77e4a8f --- /dev/null +++ b/docker/requirements.txt @@ -0,0 +1,12 @@ +ipython +jupyter +jupyterlab +notebook +matplotlib +numpy +scikit-learn +scikit-optimize +scipy +shapely +trimesh +rtree \ No newline at end of file