From 3fb950dcdd978e4fc29dad442985a12756efaa79 Mon Sep 17 00:00:00 2001 From: Johann Benerradi Date: Thu, 30 May 2024 12:07:12 +0100 Subject: [PATCH] Add simple example --- .gitlab-ci.yml | 8 +- docs/source/conf.py | 3 +- docs/source/examples.rst | 1 + docs/source/examples/simple-example.ipynb | 444 ++++++++++++++++++++++ 4 files changed, 452 insertions(+), 4 deletions(-) create mode 100644 docs/source/examples/simple-example.ipynb diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 7bf7b08..9a28e67 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -1,9 +1,10 @@ -image: python:3.8 +image: continuumio/miniconda3 test: stage: test script: - - pip install sphinx sphinx-rtd-theme + - conda install pandoc + - pip install sphinx sphinx-rtd-theme nbsphinx - sphinx-build -b html ./docs/source public only: - branches @@ -13,7 +14,8 @@ test: pages: stage: deploy script: - - pip install sphinx sphinx-rtd-theme + - conda install pandoc + - pip install sphinx sphinx-rtd-theme nbsphinx - sphinx-build -b html ./docs/source public artifacts: paths: diff --git a/docs/source/conf.py b/docs/source/conf.py index 650175c..e6ed9b9 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -34,7 +34,8 @@ release = '1.2.4' # ones. extensions = [ 'sphinx.ext.autodoc', - 'sphinx.ext.napoleon' + 'sphinx.ext.napoleon', + 'nbsphinx' ] # Add any paths that contain templates here, relative to this directory. diff --git a/docs/source/examples.rst b/docs/source/examples.rst index 2c4c50f..dcd8bd1 100644 --- a/docs/source/examples.rst +++ b/docs/source/examples.rst @@ -4,6 +4,7 @@ Examples .. toctree:: :maxdepth: 2 + examples/simple-example examples/custom-model examples/generalised examples/personalised diff --git a/docs/source/examples/simple-example.ipynb b/docs/source/examples/simple-example.ipynb new file mode 100644 index 0000000..0ee7b42 --- /dev/null +++ b/docs/source/examples/simple-example.ipynb @@ -0,0 +1,444 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "ijrq8VNxzXMM" + }, + "source": [ + "# Simple example\n", + "\n", + "In this example, we cover a very simple example of subject-independent single-trial classification on a motor execution task." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "g_1JA83S2rip" + }, + "source": [ + "## Import the BenchNIRS package" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BlcoW_HO2pVX", + "outputId": "0abdad4d-7fdb-4243-d785-42b697ea3fc3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.2.4\n" + ] + } + ], + "source": [ + "import benchnirs as bn\n", + "print(bn.__version__) # print the package version number" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0e3_8mIN7Ri1" + }, + "source": [ + "## Download one of the datasets" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UHAHMR3ruAR4" + }, + "source": [ + "[Download](https://figshare.com/ndownloader/files/18069143) and unzip the open-access motor execution dataset (*N*=30) from [Bak et al. 2019](https://doi.org/10.3390/electronics8121486), consisting of fNIRS recordings with 3 conditions (left-hand finger tapping, right-hand finger tapping, and foot tapping)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RolVoUcPz6OT" + }, + "source": [ + "## Load the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IR7kC-9A1DOD", + "outputId": "f6a338d6-c1d2-4ef1-882b-eb55aa3f5d55" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data: 100%|##########| Subject 30/30\n", + "\n" + ] + } + ], + "source": [ + "epochs = bn.load_dataset('bak_2019_me', path='./bak_2019',\n", + " bandpass=[0.01, 0.5], tddr=True, roi_sides=True)\n", + "print(epochs)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2Oh_Owad0Bx5" + }, + "source": [ + "## Prepare the data for model training" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "Viol7f162Hk9", + "outputId": "3f9b3c27-8ad7-4eb3-9ada-fd94203c9aa2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset shape: (2248, 4, 101)\n" + ] + } + ], + "source": [ + "data = bn.process_epochs(epochs['left', 'right', 'foot'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gUJ1GAoG6xGe" + }, + "source": [ + "## Model training" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NHSI1rJEt7n3" + }, + "source": [ + "Train an [LSTM](https://en.wikipedia.org/wiki/Long_short-term_memory) classifier model (architecture from the benchmarking in [Benerradi et al. 2023](https://doi.org/10.3389/fnrgo.2023.994969>)) and select the best hyperparameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 875 + }, + "id": "t6iWJjvz2f_z", + "outputId": "ae0043c5-8a65-480f-899d-18fc42d33fee" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Deep learning: _LSTMClassifier (using CPU)\n", + " Training outer fold #0\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #1\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #2\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #3\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #4\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Testing outer fold #0\n", + " Testing outer fold #1\n", + " Testing outer fold #2\n", + " Testing outer fold #3\n", + " Testing outer fold #4\n" + ] + }, + { + "data": { + "image/png": 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vQXi5aEwzmvg7cSg8kY83nOZYVDJfbj3H0gORvNa5Jn0beaG9YXKeb7efJyw+A1dbc97sWqvM91efZ2R9yBV+PRhJfLq+xM/7oGdd2tdwKcM9KxmpwHzADWjqC03H0kf/IReN7mhSL8OCbrD7SzD+Z3i4qSUMWgY1u6Ez6pmlncELXufIzjXy9trjTFhymMSMkv+QCiGEEA8yjUZzy68PPvjgrtZ76NAhJkyYUOLlW7VqRXR0NPb29ne1PSHEdXJeCyGEeBhk56rh5Z7Q+ELhJUBTfyfWTmzFN4Ma4uVgSUxqNq+tOkaPWXsK5is5dSWVH3ddBOCj3vWwszAts31NztQz+59Q2nz2N6+sPMah8CTC4jNK/JWZk1dm+3YnpALzIfBRr3r0jEqhx+VP+Nh0Pn10e2H7hxC+B/r8BDY3JOEm5jBwMaweh+bUOl5O+pgGTaYx8YgvW0/FcjRqF18OaEC7ByA9F0IIIe5FdHR0wfcrVqzgf//7H2fPni24z8bGpuB7RVEwGAyYmNz+0sfF5c7+jTQzM8Pd3f2OniOEKJ6c10IIIR502bkGxi1Sw0srMx0Lbwgvr9FqNfRq6EXnuu4s3BfO7L9DOXkllSFzD9CplisxqdkYjApd67nTuW7Z/HsTFp/B/D1h/Hb4Elm56jB2V1tzRrbyp1llJ243PvfUlVTWh1yhoa9DmezfnZIKzIeARqPht2dbYmppx8u5zzEl7xmMJhZw4W+Y0xrCdhV+gs4U+s2DgIFojHl0Ovkmfz8ZQzVXG+LSchgx/yCz/wlFKW5SICGEEOIh4e7uXvBlb2+PRqMpuH3mzBlsbW3ZtGkTjRs3xtzcnD179nDhwgV69eqFm5sbNjY2NG3alG3bthVar7+/PzNnziy4rdFo+Pnnn+nTpw9WVlZUr16dP/74o+DxHTt2oNFoSE5OBmDhwoU4ODiwZcsWateujY2NDV26dCkUzOTl5fHCCy/g4OBApUqVmDJlCiNHjqR3795l+ZIJ8cCT81oIIcSD7L/h5aIxzWj6n/DyRhamOp5tX5Wdb3RkZEs/TLQatp+5yskrqdhZmDC1Z91S3T9FUdh/MYFxi/7lsS93sGR/BFm5Bup42PHVwAbsmfIYkzpWo6m/E01u8uVkbcZPuy7yvz9OcjA8iT+OXinVfbxbEmA+JMxNdayd1AqdVsuKvPYMMEzD4FwL0mNhUU/4ZzoYb2gMqzOBPnOg0TBQjHj/8zKb2oYzvIUfAF9sOcvUP09hNEqIKYQQoihFUcjU55XLV2l+wPbmm2/y6aefcvr0aerXr096ejrdunVj+/btHDlyhC5dutCjRw8iIyNvuZ6pU6cycOBAQkJC6NatG0OHDiUxsZiJ9fJlZmYyY8YMlixZwq5du4iMjOS1114rePyzzz5j6dKlLFiwgL1795Kamsq6detK67CFKJac14XJeS2EEOJO3DhsvCTh5Y2crM2Y2qseW15uxxN13DAz0fJR73q42lmUyr7lGYysO3KZHrP2MOin/Ww7HYuiwOO1XVk2vjkbXmhD30BvzExuHgMmZuh5//cTPPn1Lv46FYtOq2FYC1/6BnqXyj7eKxlC/gBTFIW/TsXyZB03NBoNlZ1tmNG/Pi+vPMbhLHcG5H3Eb43+RHtkMez8NH9I+Rxw8FFXoNVBj+9AZw7/zsN0wwt81P1LKj/ViQ/Xn2LhvnDi03P4cmADzE105XuwQgghHihZuQbq/G9LuWz71IedsTIrnUuUDz/8kCeeeKLgtpOTEw0aNCi4/dFHH7F27Vr++OMPJk+efNP1jBo1isGDBwMwbdo0vv32Ww4ePEiXLl2KXT43N5c5c+ZQtWpVACZPnsyHH35Y8Ph3333HW2+9RZ8+fQCYNWsWGzduvPsDFaIE5LwuTM5rIYSoWI5EJrH0QCSmOi0e9hb5X5Z4OKjf38u/Q9fCy93n84eNjy55eHmjqi42zB3RBKNRKTShz71IycxlwpJ/ORCmfghnYaqlf2NvRreuTFUXm9s8Wz22a8Pc0/L7XXaq5cpb3WpRzdW2VPaxNJRrgLlr1y6++OILDh8+THR0NGvXrr3lEIvo6GheffVV/v33X0JDQ3nhhRcKDQW5ZtWqVbz33nuEh4dTvXp1PvvsM7p161bwuKIovP/++8ydO5fk5GRat27NDz/8QPXq1cvgKO/e51vO8sOOCwxt7stHveqh1WroE+jN3gsJ/Hb4EsExubzqMYav+rZFs/5liNgDP7SGp76CgP7qSrRa6P6l2htz//ew4VXGdJ6G8+A+vLryKOtDoknOzGXO8MbYmEueLYQQomJp0qRJodvp6el88MEHbNiwgejoaPLy8sjKyrptpVb9+vULvre2tsbOzo6rV6/edHkrK6uCkAPAw8OjYPmUlBRiY2Np1qxZweM6nY7GjRtj/O8EfUKIIuS8FkIIcaOoxEw+23yG9SHRt1zO3tK0INh0t7fE094Cd3sLPB0s1f/bW2JpVrS4q7jwslnlOw8vb1Ra4eWV5CxGLTjIudh0bMxNeLZ9FYY098PJ2uy2z1UUhT+OXeHzzWe5nJwFQF1PO97pVptW1ZxLZf9KU7kmVhkZGTRo0IAxY8bQt2/f2y6fk5ODi4sL7777Ll9//XWxy+zbt4/Bgwczffp0nnrqKZYtW0bv3r0JDg6mXr16AHz++ed8++23LFq0iMqVK/Pee+/RuXNnTp06hYVF6ZTvloYTl1IAWHogEqOi8EnvALRaDZ/2DeBIZBIX4jJYe+QKdTyaMP7Z3bBmAlw6BKvHwrnN0G0GWDqARgOdp6kh5p6vYcvb9OxmhuOo3jyz5DB7QuMZ9FMQC0c3w9nGvHwPWgghxAPB0lTHqQ87l9u2S4u1tXWh26+99hpbt25lxowZVKtWDUtLS/r3749er7/lekxNC88MqdFobhlKFLe89J4W5U3O68LkvBZCiPKjKAr7LiTgbm9RoirB4qRk5TL7n1AW7g1HbzCi0UDfRt54O1oSk5LNlZQsYlKyiU7JJj0nj5SsXFKycjkTk3bTdTpYmeJud2OoaUHQxQT2hiZgZaZjwaim9xxelpYzMamMmn+ImNRsbMx1uNias+t8PKFX09WA1sGi0LFUsjZDo1GD00PhiXy84TTHopIBcLez4PXONenTyKvUwtXSVq4BZteuXenatWuJl/f39+ebb74BYP78+cUu880339ClSxdef/11QB1CsnXrVmbNmsWcOXNQFIWZM2fy7rvv0qtXLwAWL16Mm5sb69atY9CgQfd4VKWnVyMvdofGA/DrwSjyDAqf9quPiU7LkrHN6fTlDrJyjXyy8TR+lRrz5OjNsPtL2PkZHF8FEUHqkPLKbdUQs9P7oDWFXZ/Dpim0HVqF5RNaMHrBIU5cTqX/D/tYPKY5vpWsyvnIhRBClDeNRlNqwz0fJHv37mXUqFEFQzzT09MJDw+/r/tgb2+Pm5sbhw4dol27dgAYDAaCg4Np2LDhfd0X8WiR87rsyHkthBB35ostZ/l+xwUAarnb0j3Ag271PUoUZurzjCw9EME328+TnJkLQJtqzrzdrTZ1PO2KfU5adi7R+WFmdHIWV1KyiUnJKnRfht5AcmYuyZlFQ05LUzW8bF6l0j0eOfwbnsiyA5H0auRF+xoud7WOoAsJTFjyL2nZeVib6UjPMZCek0FYfMZNn2Nmog6tt7Uw4cTlVACszXRM7FCVsW2qFFt9+iCpcFcwQUFBvPLKK4Xu69y5c0ED7bCwMGJiYnj88ccLHre3t6d58+YEBQXdNMDMyckhJyen4HZqamrp7/x/9KvvjPGfTbwX3wk9Zqw6fAmDUeGLAQ3wdLDkm0GNmLDkMACTlx1h9cRWBHSYAlUfgzXjISkMFvWAVs/DY++qFZgd34aUS3BsGawaRf2xW/ltYiuGzztAeEImfX/Yx6IxTanraV/mxyeEEELcb9WrV2fNmjX06NEDjUbDe++9Vy7DO59//nmmT59OtWrVqFWrFt999x1JSUkFn4oLIUpOzmshhHi4LNwbVhBemmg1nIlJ40xMGl9uPUctd1uequ9BtwAPqvwnzFQUhS0nY/ls85mCoK66qw1vd69Nhxout/x9a2thiq2FKTXcbt7TMTU7V63cTM7Kr+BUQ86sXCOjW/sT6Ot4z8e+ISSal1ccRW8wsubIZdrVcOHtbrWo5V588Fqc9SFXeGXFMfQGI+YmWjL0BsxMtEzpUgsXW3Oik68Fs9ePIz49B32ekYiETAC0GhjUzJeXHq+Oq+2DMxL5VipcgBkTE4Obm1uh+9zc3IiJiSl4/Np9N1umONOnT2fq1KmlvLe3pvnzBQamr8DP7F/G6V8lQ2PFmiOXyTUqfD2wAU/WdWdkKz8W7YtAbzAyYv5BfpvYkqo+TeHZPbDlLQheDPu+hQv/QL+54FobesyEpHCI3Ae/Pk3lcX+zZmIrRsw/yJmYNJ7+cT8/jWhMq6oPXs8DIYQQ4l589dVXjBkzhlatWuHs7MyUKVPuy4eS/zVlyhRiYmIYMWIEOp2OCRMm0LlzZ3S6B/uTbyEeRHJeCyHEw2NDSDRT158C4LUnazCshR9/nYxlw/Fo9obGF4SZM/46R20Pu4IwMzUrl082nuZg/kQ1zjZmvPxEDZ5u4oOJ7uYza98JOwtT7G4Tct6LBXvD+HD9KRQF6nnZcTYmjV3n4thzPo6BTXx45Ykat52VfN6eMD7eoK5Dq4GcPCNeDpbMGdaYAO+bF6Lp84zEpmYTk5pNbGo2dTzsigTEDzqN8oA0btFoNLedxOdGHTp0oGHDhkUm8TEzM2PRokUFMwoCfP/990ydOpXY2Fj27dtH69atuXLlCh4eHgXLDBw4EI1Gw4oVK4rdXnEVmD4+PqSkpGBnV/Kk/I788SIELwTghNGfF3TvEqm3Js+g0C3AnW8GNcKoKPSZvY9T0epFmouNGSufbUVl5/zeQKfXwx/PQ1aiOhv5Ex9CswmQlQRzO0JyBPi2ghHrSM3TMn6ROnOVmU7LzEEN6RbgcZOdE0IIUZFkZ2cTFhZG5cqVH6h+0I8Ko9FI7dq1GThwIB999FGprvtW721qair29vZlez0jysyt3j85p8tfWZ3X8t4KIR5WQRcSGDn/IHqDkeEt/PiwV91CVZPJmXr+OhnL+uPR7AuNJ89YNK4yN9Eyvm0Vnu1Q9YGbiDg1O5e07Dw87S0KHZfRqPDZ5jP8uOsiACNa+vF+j7pcSlInH9p4XC2mszLTMaFdFSa0q1Kk5YvRqDB902nm7g4rdH+7Gi5883RDHEswac+DqqTXow/Wu10K3N3diY2NLXRfbGws7u7uBY9fu+/GADM2NvaW/WnMzc0xN7/PE9zkqJP4KEA9bTg/G95lbpUvWX1Rx8bjMRiMwXw3OJAfhgXS7ZvdZOgNxKXrGfRjECufbYlfJWuo/RR4N4HfJ0HoNtg8Bc5vgT4/wpCVMO8JtRJz/cvY9ZrNojHNeGn5UTafjGHSsmA+6R3AkOa+9/e4hRBCiAouIiKCv/76i/bt25OTk8OsWbMICwtjyJAh5b1rQoi7JOe1EKIiyDUYuZqWU2gYcnRKNnFpOTSv7MSQ5n7o7mKSl9PRqUxY/C96g5Eudd35oGfdIkO+HazMGNjUh4FNfUjK0PPXqRg2HI9hb2g8BqNC30AvXu9cEw97y9I63FJhNCosCgrns81nyM414mxjTqCvA4F+jgR42bHsQBQbjqszpL/RpSYT21dFo9HgV8ma74c25nCEOqHOkchkZm47z7IDkbz2ZE36NfZGp9WQk2fgtVUh/HnsSqHtvtCpOi92qn5X78fDqMIFmC1btmT79u289NJLBfdt3bqVli1bAlC5cmXc3d3Zvn17QWCZmprKgQMHmDhxYjns8S3YqgGrBjXErKKN4cXIybRo/zOv78ply8lYnlt6mNlDA5k1JJCxiw5hVCA2LYfBP+1n+YSW6oQ8tu4w9Dc49DP89S5c+Bt+bA+DlkL/BbBsABxdCs41sGjzErOHBvK/30+w9EAk//v9BE39HaleRiXUQgghxKNIq9WycOFCXnvtNRRFoV69emzbto3atWuX964JIe6SnNdCiAddnsFIbFoOMSlZXEnOLjRT97V+j3FpORRT+AjA+pBofj96hS8GNLg+6rMELiVlMnL+QdJy8mjm78TMQQ1vG7o5WpvxdFNfnm7qS3KmnlyDgovtfS4qK4GIhAxe/y2kYGi7RgPx6Tn8dSqWv04VLq5rU60SXg6WXErKwtvRsiDAbeznxJqJrdhwPJrPNp8hKjGLN1aHMH9vGK8+WZP5e8IIuphQsB47CxNmDmrIY7UKt0as6Mp1CHl6ejqhoaEANGrUiK+++oqOHTvi5OSEr68vb731FpcvX2bx4sUFzzl69CgA48aNo2bNmrz++uuYmZlRp04dAPbt20f79u359NNP6d69O8uXL2fatGkEBwdTr149AD777DM+/fRTFi1aROXKlXnvvfcICQnh1KlTJR6Gcd+GXJ36HX4bA8Y8FNQwM01jy/nH5zN4k4GcPCMdarowZ1hjlh6I5KP8XhIAXg6WLJ/QAh+nG2YVv3oGVgyDhPPqkPIe30BOKmx6Q137079A7adQFIXxi/9l2+mrtKpaiaXjmksDciGEqMBkSGLFJUPIKy4ZQv5okvdWCHE7B8MSORaVXKiCMvo24eSNTHUa3Ows8LS3xN3eAg8HC8x0WubvCSNDb8DCVMvrnWsxupU/2tsEkUkZevrN2cfFuAxquNmw6plW2FuZltKRlh+jUWFxUDifbT5LVq4BKzMdb3WrTf9Ab05eSWHnuTgW7A0nPSev2OdXsjbDx8kKTwcL3O0s1f/bW+BsY8be8wks3BdGWo6hyPPqeNgxZ1hjtVitDOXkGThxOZUjkUn0DfTGqQyHqJf0erRcA8wdO3bQsWPHIvePHDmShQsXMmrUKMLDw9mxY0fBY8WFaH5+foSHhxfcXrVqFe+++y7h4eFUr16dzz//nG7duhU8rigK77//Pj/99BPJycm0adOG77//nho1apR43+/rBX/sKbVfZV52wV15OgvOtp9D/62WZOUaaFvdmR+HNeajDaf59WAkGg0oCng7WrLimZZ4OdxQYp2dAmsmwLnN6u3mE9V1H14AplYwZjN4NCAyIZPHv96JPs/IrCGNeKq+Z9kepxBCiHIjfxBXXBJgVlwSYD6a5L0VQtyMPs/IJxtOsSgo4qbLXAsnPewt8LC3zP+/Be72N4Ro1ubFBpOXkjKZsjqEvaFqNWBTf0e+6N8A/5tUY2bpDQz5eT9HIpPxsLdgzXOtHrjh33cjIiGDN34L4UB+1WXLKpX4vH/9guKx0KtpjJx/iMvJWVSyNuOL/vVJ1xsIjkjiSGQSJ6+kFtvf80ZaDViY6sjUXw8x+zf25uPe9bAwLf3J4aJTsgiOSCY4MongyCROXk5FbzAC8OPwxnSu617q27zmoQgwH2b3/YI/+jjMfQyM+oK7FI2O0LYz6bXDlUy9gab+jswY0IC31hxn34UEdFoNBqOCr5MVyye0wPPGENNohB3TYdfn6m3/Nuo49Yg9YOcF4/8GW3dmbjvHzG3ncbezYPur7bF+wJrkCiGEKB3yB3HFJQFmxSUB5qNJ3lshRHFiUrJ5bulhgiOTAXiyjhuVna3VCsprQaXDzcPJklIUhWUHI5m24XRBNeYbnWsx6j/VmHkGI88sOcz2M1extzTlt2dbPvSt6Yqtuuxai6HN/QqO/VB4IuMW/UtKVi5VnK1ZNKZZ4VGxQHaugbMxaTdUx+Z/5fcdjU3NLhRwmuo0TO1Zj8HNfEplZGxOnoGTV1LzA1U1tIxOyS6yXCVrMxr5OjK2TWVaVq10z9u9GQkwy1i5XPCf2YiyfDD//XGNbPoO3Q42ID0nD1tzE17rXIMFe8MJT8jEzESLPs+IXyUrVkxoibv9fy5yTv0Ba5+F3Ayw8watTp2Z3DMQRm8kGzOe+HonUYlZPNu+Km92rXV/jlUIIcR9JX8QV1wSYFZcEmA+muS9FUL8V9CFBJ7/NZj4dD22FiZ8PbAhj9cp2/6IUYmZvLnmejVmM38nPu9fH39naxRF4c3Vx1nxbxTmJlqWjmtOE3+nMt2fO3XySgqxqdm0qupcoorGyIRMXv/tWEHVZYsqTnzRv0FBOKnPM/LnsSu8tfY4+jwjjXwdmDey6V0NvTYYFRLSc/L7kmZT28NWnaT5LsWkZKuVlRFqdeWJG6orr9FpNdRytyXQ15FAPwcCfR3xdbK6L60EJcAsY+V2wb/na9j2AUZF7Yd57Wcptc4QRsUNJThKnbm8ZRUnTlxJJS07Dysztey4srM1Kya0wNXuPxc6sadg+WBICgcTCzXE1GdA3T7Qbz7bzsQxbvG/mOo0bH6pHVVdbO7f8QohhLgv5A/iiksCzIpLAsxHk7y3QohrFEXhp10X+XzLWQxGhdoedswZFnhPYdedbn/pgUimbTxNZn415pQutUjM0PPd36FoNfDDsLIdfnynFEXh591hfLr5DAajgrWZjsfruNEtwIP2NVyKhJmZ+jxW/XuJzzafIVOvVl2+2bUWw5r7kWdU2Bsaz4bj0fx1MobUbLXf5eO13fhucCMszUp/qPft/Le68khkEleKqa50sjYj0NeBRr6OBPo60sDHHiuz8hlxKwFmGSu3C35FgXUT4divpCtmaDQ6rMlSH/IMZG612czYHoHeYMTaXEeW3oBRUWepSs3Oo4qLNcsntMDV9j8XO5mJsHqsOkM5gEYLihHaT4GObzNm4SH+PnOVttWdWTymmUzoI4QQFYz8QVxxSYBZcUmA+WiS91YIAZCWncvrq0LYfDIGgL6BXnzSO6BcQrOoRLU35r4LCYXu/7h3PYa18Lvv+3Mz6Tl5vPHbMTYeV18zBytTkjNzCx63NtPRsmolfJysyMk1cuxSMmdi0jDkD+duUcWJj3sHEJWUyYaQwqElgLONOYOb+fBip+qY6LT37bgURWF9SDQL94Vz/HIK+rzC1ZVaDdRytyuorAz0dcSv0v2priyJkl6PSkPDh41GA0/NJC8+FJvLh7hodMPa1g+3jDNorgQzIbELnQcuYdIuLScupxY8LTU7DycrMy7GZTBk7gGWjW9eOMS0coKhv8H2qbD3GzW8BNj5Gfg05/0eLdgTGs/u8/FsOhFDtwCP+3zgQgghhBBCCCGEOB+bxjO/HOZiXAamOg3v96jL0Oa+5RZI+ThZ8cvY5iw9GMn0/GrMFzpVf6DCy9CraTyz5DAX8l+z956qQ99GXqw9cpnfj17hxOUUMvQGtp2+WuS57vYWdKrlSk6ugb7f7y0SWnYLcKdbgAdN/Z3Q3UN/0bsRl5bDu+uOs+VkbMF9jlam+UPBHWnk60ADb4cKMZ+JVGDepXKvWEi/StbsdlhmRbPXGEC9+o2xP7Gw4GFDy+f5XvM03+yIKmj+aqrTYGdhSkKGHi8HSxaOblp8E93jv8HvkyFPrezE0gme289XQcl8+3convYWbHu1fbmVFwshhCh9j2pFT4cOHWjYsCEzZ84EwN/fn5deeomXXnrpps/RaDSsXbuW3r1739O2S2s9tyMVmBWXVGAWr6Kf14/yeyuEgD+PXWHK6hAy9QY87C34fmggjXwdy3u3CsSkZBMWn0GLKk73PVD9NzyRd9edICFDX+j+nFwDadl5KKjViHaWpphotSRl6guqK6/RatR+kLmGm0dl5R1aglp1+WdINO//foKkzFxMtBqe61CVPoHe+D9A1ZUlUdLr0ftX0ypKl40rFiNWkKOxoLX2OAfCklCe+gbyp/jRBX3H82dHs7m/JdVd1f4XuQaF9Jw8vBwsuJycRd8f9rEvNL7ougP6w9gtYOul3s5KhOWDmdi+Cl4OllxJyWbW36H36UCFEEKI4vXo0YMuXboU+9ju3bvRaDSEhITc0ToPHTrEhAkTSmP3CnzwwQc0bNiwyP3R0dF07dq1VLclytbs2bPx9/fHwsKC5s2bc/DgwZsuu3DhQjQaTaGv/4ZNo0aNKrLMzX6mHxVyXgshRPH0eUY+Wn+K5389QqbeQKuqlVj/fJsHKrwEtVqxZdVK9z1AOxuTxpiFhzgTk0ZcWk6hr9T88BLAqEByZi7x6TkYjArudhZ0C3Dn3e61WT2xFac/6sLZj7qyemIrxrapjGf+RMjONuYMb+HH8gktOPB2Jz7sVY8WVSrdVXhpNCqcj00j7z8T6ZRUfHoOE38J5oVfj5CUmUsdDzv+mNyGV56sSWVn64cqvLwTUkL3ENN4NCCl62xcN47lyYzfORbVgAaDlsLKEWDMg4TzVPujD5taTOKzqv2YGxRNTp6R2NQcqrpYcyEug5ELDvJp3/r0a+xdeOUeDWD8dljUAxLOw+XDWG58gf/1eJ9nlhxm7u6L9G/sTRWZ0EcIIUQ5GTt2LP369ePSpUt4exf+d2zBggU0adKE+vXr39E6XVxcSnMXb8nd/cFpaC9ub8WKFbzyyivMmTOH5s2bM3PmTDp37szZs2dxdXUt9jl2dnacPXu24HZxf1B06dKFBQsWFNw2Nzcv/Z1/iMh5LYQQhaVk5vLroUgW7QsnOn8ylokdqvLqEzXua5/FB9mV5CxGzj9IanYejf0c+bBXXZIz9UzfdKagtV7/xl6MauWPTnv9NXOwMsXD3rLYdTb2c6SxnyPvdKtNdGo27nYWpVJpGZeWwwu/HiHoYgKVrM3oXM+dpwI8aFbZqUTv5/qQK7y37nrV5aSO1ZjUsRpmJhX/Z6HiH2EF59qsP0F+zwFQ99jHJOUAQ1aAybWLXwWT/bN4J3ICSzur5dB5RoULcRl4O1qSa1B4ddUxZm47R5FuAnYeMP5vcK6l3j62jCev/ECHmi7kGhQ++PNU0ecIIYQQ98lTTz2Fi4sLCxcuLHR/eno6q1atonfv3gwePBgvLy+srKwICAjg119/veU6/f39C4adApw/f5527dphYWFBnTp12Lp1a5HnTJkyhRo1amBlZUWVKlV47733yM1VG8IvXLiQqVOncuzYsYIKu2v7q9FoWLduXcF6jh8/zmOPPYalpSWVKlViwoQJpKenFzw+atQoevfuzYwZM/Dw8KBSpUpMmjSpYFuibH311VeMHz+e0aNHU6dOHebMmYOVlRXz58+/6XM0Gg3u7u4FX25ubkWWMTc3L7SMo+ODVUlzv8l5Lee1EEIVmZDJB3+cpOWn2/l00xmiU7JxtjHnx+GNmdKl1gMbXkYkZLD0QARL9t/+65f9ERyNSr6nXCE5U8+I+QeJSc2mmqsN80Y2IUtv4OUVxzhxORUbcxPmDAtkxoCG1PNyoLaHXcHXzcLLG2m1GrwcLEslvDwckUSP7/YQdFGd7CghQ8+yA5EM+fkAzadt5521x9kXGl9sZWZ8eg7PLT3M5GVq1WUtd1t+n9yal5+o8UiElyAVmBVC4LCP2Pr5GZ7I/RuLdWPIHbsZ02FrYNnToE8HrSkknKf1zqHsaTiGziFtSTOYcSkpCxtzHek5BmZuO09kYiaf9q1f+Iffwg6e3Q2zmkByBJq9M/mmUQ5Nde3YdS6OLSdj6VJPPmkWQogKR1EgN7N8tm1qpU5adxsmJiaMGDGChQsX8s477xRUt61atQqDwcCwYcNYtWoVU6ZMwc7Ojg0bNjB8+HCqVq1Ks2bNbrt+o9FI3759cXNz48CBA6SkpBTbQ8/W1paFCxfi6enJ8ePHGT9+PLa2trzxxhs8/fTTnDhxgs2bN7Nt2zYA7O3ti6wjIyODzp0707JlSw4dOsTVq1cZN24ckydPLhTk/PPPP3h4ePDPP/8QGhrK008/TcOGDRk/fvxtj0fcPb1ez+HDh3nrrbcK7tNqtTz++OMEBQXd9Hnp6en4+flhNBoJDAxk2rRp1K1bt9AyO3bswNXVFUdHRx577DE+/vhjKlWqVOz6cnJyyMnJKbidmppa7HI3Jee1nNdCiAeaoigcjkji591hbDkVw7Vcr5a7LWPbVKZnQ0/MTe7/LOMlYTAq/Lz7Il9uPVdkFuzb8Xa0pHuAB90CPKjvbV/iIdDZuQbGLfqX0KvpuNtZMGdYIKuDLzN942nyjArVXW2YM7wxVf8zcjQ718C7604Qm5rNJ70D8K1kdUf7e6cURWHJ/gg+Wn+KXINCVRdrZg8NJC4thw0h0Ww5GUNChp6lByJZeiASZxszOtd1p3t9D5pXrsTmEzG89/sJEjP0aq/LjtWY/IhUXd5IAswKwNzUhGrj5hP0fQ9acpz0hX0xnbQDhq+Dpf0gO0WdiCcrEc/T8zhU6W/GJI9mn74a6TkGQO2cuSb4MtHJ2cwZ3hh7S9PrGzAxU0PMmfUhOxn7Iz+w2iOKPpcG8tH6U7Sv4YKl2YP5S1QIIcRdys2EaZ7ls+23r4CZdYkWHTNmDF988QU7d+6kQ4cOgDrMtF+/fvj5+fHaa68VLPv888+zZcsWVq5cWaKgY9u2bZw5c4YtW7bg6am+FtOmTSvS3+7dd98t+N7f35/XXnuN5cuX88Ybb2BpaYmNjQ0mJia3HFq6bNkysrOzWbx4MdbW6rHPmjWLHj168NlnnxVU7jk6OjJr1ix0Oh21atWie/fubN++XYKOMhYfH4/BYChSQenm5saZM2eKfU7NmjWZP38+9evXJyUlhRkzZtCqVStOnjxZMDS6S5cu9O3bl8qVK3PhwgXefvttunbtSlBQEDpd0Wur6dOnM3Xq1Ls/EDmv5bwWQtwXe0PjWXYgEgtTHZ4OFrjbW+Bpb4mHgwUedpbYWZoUCunyDEY2nYjh5z1hHItKLri/Q00XxrapTJtqzg90X8PQq+m8/tsxjkQmA9DQxwEP+9tPMpada2D/xUQuJWXx466L/LjrYkGY2b2+BwFeNw8zc/MMjFt0iH8jkjDVabA219F55u6CSXl6NPDk074BRWbfVkPPQ+wJVasgu327i+8GB9KxVvHtYEoqLTuXb7efR59nZHhLP6q5qhMmZ+rzeGftCdYeuaxuL8Cdz/s3wMbchFru0La6Cx/1rkfQhQQ2Ho9m88kY4tOvh5m2Fiak5c96XsvdlhkDGlDPq+iHZo8CCTAriMpujlzss4DTa/pSOy+StHm9sX1uO4z8E5b0gcwEcPCF3GwsUsNYqn2fxRZPMS27HzmYoaCGmEEXE+j/wz7mj2qKj9MNn0JY2MPwtfDz46AYCIhfzy9WlxmbPJnvd4Ty6pM1y+vQhRBCPMJq1apFq1atmD9/Ph06dCA0NJTdu3fz4YcfYjAYmDZtGitXruTy5cvo9XpycnKwsirZp+ynT5/Gx8enIOQAaNmyZZHlVqxYwbfffsuFCxdIT08nLy/vjmf0Pn36NA0aNCgIOQBat26N0Wjk7NmzBUFH3bp1CwVbHh4eHD9+/I62Je6Pli1bFvp5adWqFbVr1+bHH3/ko48+AmDQoEEFjwcEBFC/fn2qVq3Kjh076NSpU5F1vvXWW7zyyisFt1NTU/Hx8SnDoygfcl7LeS3Ewyo9J49pG0+z7EDkLZezMtMVhJquduYcuJjI5eQsAMxMtPQL9GJM68pUd7O9H7t91wxGhXl7LjLjL7Xq0tbchHefqs3AJj4lDlyz9AZ2nL3K+uPR/H36aqEw08fJkm4BHnQP8KCaqw0hl1IIjkzicHgSe0Pjyc6v9Mw1qG3yADzsLXi2fVVGtPQrsg9p2bn0mb2X0PxlAdJzDIxeeIhn2lfhjc617mqo+K5zcby5OoQr+T1KFwVF0LGmC0/V9+Sn3Rc5G5OGTqvhra61GNumcpH9MtVpaVfDhXY1roeZG0Ki2XIqhuTMXHRaDZM6VGXyY9XvS9VlnsHImZg0jkQmERyZzKtP1sDbsWyrVEtCAswKpFPD6syOnI394ZF4pl8ka/HTWI79E0ZthMU9ITkSnKqCXys0p9Yxkj9pZxHMSznPcEJTveCTivNX0+k9ey8LRjelvrfD9Q14BcKTH8GWtwFoYTzCCrOPeGbnFPoGelPZuWSfqgshhHgImFqpFVPlte07MHbsWJ5//nlmz57NggULqFq1Ku3bt+ezzz7jm2++YebMmQQEBGBtbc1LL72EXq8vtV0NCgpi6NChTJ06lc6dO2Nvb8/y5cv58ssvS20bNzI1NS10W6PRYDTe3QyWouScnZ3R6XTExsYWuj82NrbEk7aYmprSqFEjQkNDb7pMlSpVcHZ2JjQ0tNgA09zc/N4m+ZHzukTkvBZC3I29ofG88VtIQRA5uJkv3o6WRKdkEZ2cTXRKNtEpWSRl5pKpN3AxLoOLNwRpzjZmDG/hz9AWvjjblO2EbilZuWw7FcvG49FcjM+gZdVKdA/woHkJJ5IBuBCXzuurjhGcX3XZroYLn/YNwNPh9n0lQZ2Je+f5OGLyQ7821Zxp5u/E2dg0jl9K4UxMKlGJWfy48yI/7rx40/VUdrbisVpuBPo6EujnUGxfS0VR+OPYFd5cHUJWrvr71cfREg97Cw6GJwHw486LbD99lWXjmuNqd/vqUVAD0WkbT/PrwSgAfJ2sqOluy7bTsfxzNo5/zsYBYGtuwg/DAmlT/faTyt0YZn5sqMeRyGTc7SyKHeauKAqJGfr8n61sUrJycbE1x9Nerfq1tTAtZgtFJWboCY5IIjhS/Qq5lEKm3lDwePsaLhJgitL3TPc2vH1pOu/GvoxdzEFyV0/AdOBCGL0JFvWExAvqDOVPfQs7PqFy+mVWm3/AnLwe/GwygGS9+ssqIUPPgB+CmDU0kCfq3DBcqsVzELYLzm1G0eiopw1nheY9Zq8xZdr4/g90WbsQQog7oNGUeLhneRs4cCAvvvgiy5YtY/HixUycOBGNRsPevXvp1asXw4YNA9Ted+fOnaNOnTolWm/t2rWJiooiOjoaDw8PAPbv319omX379uHn58c777xTcF9EREShZczMzDAYDNxK7dq1WbhwIRkZGQXVWnv37kWr1VKzpoxyKG9mZmY0btyY7du307t3b0D9edq+fTuTJ08u0ToMBgPHjx+nW7duN13m0qVLJCQkFPy8lTo5r+W8FkKUuvScPKZvPM3S/KpLb0dLPu9fn1ZVnYtdPjvXoAZOyVlEp2QTk5qNh70F3QI8sDAtu9Zsqdm5bD2phpa7z8ejv2GimLD4DJYdiCzRrNgGo8L8PWHM+OssOXlGbMxNeLd7bZ5uWvKqS0VR+HjDaebvDbvj47hxSPX7PeowunXlWy4fHJnER+tPFQxvBxjftjJvdq2NVgPbT1/l7bXHuZqWQ+jVdFp9+jdv3qRS8ka7z8cx5bfrVZejWvnzRpeamJvoeP/3E/xyQxVuWk4eL688xsiWfgxt7oejtdltj1NRFFKzcrEy03E2No2d565yJSWbmJRsriRnEZOqhpa36jdqa26Cu70FHg6WeNhZqC0M7C1wtbPgUlIWR/JDy/CEov2xbc1NaOjrQKCvI3U872wEQlmRALOCMdFpeWNEH96cGcPM3A8xO/M7yl/voukyDcbkh5hJYbD7Cxi8AoJmYXLiNyab/E4nYzBTrV7gLP4kZeaSYzAyfvG/TOtTjyHN/dQNaDTQ63uY0xpNWjQGUxu8c+OZcvlFtmw2pUvX3uV6/EIIIR49NjY2PP3007z11lukpqYyatQoAKpXr85vv/3Gvn37cHR05KuvviI2NrbEQcfjjz9OjRo1GDlyJF988QWpqamFAo1r24iMjGT58uU0bdqUDRs2sHbt2kLL+Pv7ExYWxtGjR/H29sbW1rZIFd3QoUN5//33GTlyJB988AFxcXE8//zzDB8+vNiZq8X998orrzBy5EiaNGlCs2bNmDlzJhkZGYwePRqAESNG4OXlxfTp0wH48MMPadGiBdWqVSM5OZkvvviCiIgIxo0bB6gT/EydOpV+/frh7u7OhQsXeOONN6hWrRqdO3cut+N8UMh5LYR4GOwLjef1G6ouh7fw482utYr0XbyRhamOys7WdzyC8d/wRLacjMHe0hR3e7V6UP2yvOmcFKnZaqXlhpCioWV1Vxu6BXhQx9OOf85cZXP+RDLLDkQWhJld6rnT/YYw80JcOm/8FsLhCLVqsW11Zz7tVx+vElZdXjNt492Fl0BBeKnTwsGwRFxszXmslitWZoVf86jETD7bfIb1IdEF9+m0MHd4Ex6rff138ON13Ghf04Wvt55jzs4L5BnVcHXZwUi+eboRAd6F+02qVZdn+PWgGlD6Olnxef/6tKhSiYT0HCYsPsye0HgAhjb3xcPekiX7w4lNzWHGX+eY9U8o/QK9GdLcF0WBmPzK3GtVlDd+X5LJkDQacLYxx8PeAntLU+LScriSnEVqdh5pOXmkXU3n/NX0266nmqsNgfmBZaCfI9VcbNCWwszrpUkCzArI2caccSNG8uZPcXxlMgvN/tlq/8sWz+ZXYvaAhPOwfIjaI7NOT4x/vkztrCiWGN5kvq4/B2uMZPu5ZADeXnuCmJRsXn6ihvoJhHUl6PczLOqBLjedJAtvHLMv0WH/OHbmpdG+x/DyfQGEEEI8csaOHcu8efPo1q1bQW+7d999l4sXL9K5c2esrKyYMGECvXv3JiUlpUTr1Gq1rF27lrFjx9KsWTP8/f359ttv6dKlS8EyPXv25OWXX2by5Mnk5OTQvXt33nvvPT744IOCZfr168eaNWvo2LEjycnJLFiwoCCMucbKyootW7bw4osv0rRpU6ysrOjXrx9fffXVPb82onQ8/fTTxMXF8b///Y+YmBgaNmzI5s2bC4KoyMhItNrrlSpJSUmMHz+emJgYHB0dady4Mfv27SsI2nQ6HSEhISxatIjk5GQ8PT158skn+eijj+5tmHgFIue1EOJBlZGTx/RNp/ll/w1Vl/3q06pa8VWX9yI8PoNPN51h88mYmy7jYGWKu50Fng6WuNtb4GZrwfHLyew6Vzi0rOZqUzBBTo0b+mt2rutepPfif2fFblnVmb9Oxtx11SVAXFoOLyw/QtAFdQIdrQb8Kt0+yFUUpVCVoKlOQ65BYdOJGDadiMHCVMtjtVzpFuBBEz8n5u8NY+He8ELHbm6iYf6oZrQu5j0y1Wl5o0sthjT3ZdjPBwhPyORiXAY9Zu2hVwNPpnSthbONOetDrjBt42ni09W2JbXcbfF0sOSTDaeJTskquN/SVMen/QLo1dALgAntqrDxeDRzd1/k5JXUgte1JK6Fkx7219/fa8G1h70FbnYWxfbFzMjJUyt8U7K5kpJVKCiNScnGxdacRr6OBPo60MjHEXurkg03L08aRVGU8t6Jh1Fqair29vakpKTccUPv+2VJUDhX1k9niulyFDRoBi6GOj0hLVbtiRl3Bmzc1RDT0pGc31/E/PwGAE5TheDAabwXZCS/NSYDGnvzWb/611P4HZ/CjukoZtaEm9WgcvoR8hQthxtMpXnfF8rpqIUQQtyN7OxswsLCqFy5MhYWJev7Ix4Ot3pvH4brGXFzt3r/5JyuuOS9FaJ87QuN543VIVxKUqsuh7Xw5c2utbG5RdXl3UjK0PPt3+f5ZX8EuQYFrQZ6NvDEzER7vVovOYsM/a3bWVTLr7R86j+h5a3kGozsu5DAxhB1VuyUrNyCx25XdRmfnkN4fAYutua421tgbqIjS2/g590XmfVPKDn5VYX+laxYMLrZLStRjUaFhAw952PTmLDkMOk5eQWP2VuY0MDHgfCETCITiw6BBnC0MiUpMxdzEy3zRzUtNrwsbpvTN51m7u7rFaJaDQW5yO3UdLPluyGNin2tFUXhQFgiP+8OY+e5q9hbmt1QSZs/1LsE4WRFU9LrUQkw79LDcMGvKAqvrjhKoxMfM9xkG4rOAs3IP8C3OaTHweJecPUkWLuoIaZLLdL/XY6y8TVslXT0mHCm5nMMO92cVL0aWrauVon5o5pibqIDo0Edkh6xB8W9PiE5HjRI2gLAsVqv0ODp/6n1zEIIIR548gdxxSUBZsUlAeajSd5bIcpHnsHIJxtPs2BvOABeDmqvy5KEYnciJ8/A4n0RfPf3eVLzh0t3qOnC291qFwnFFEUhLSeP6OQbquzy+yN62KszeNdws7mnuSquhZl7zsdRx9OO3g29iqwvPj2HzSdi2Hg8mv0XEwqFfdbmJuTkGsi74c4abjZM7VEXdwdL0rPzbqgQvHEIdRaxKTmFqigb+Tgwrm1lvtx6rmACpCrOVgxt7kd8eg4bjscQmZhJNVcbrM10HLuUckfh5Y12nYtj0tLDpOUUDohtzU2o5WGLt6NVoWH87vkVko5WpiV6vRVFkTlE8kmAWcYelgv+LL2BfrN38XLihzyhC0axdEQzdis4V4eMBFjSC2KOg1UlGPE7uAeQejWScz+PoYn+EAAZ9jV4OXMUf6X5A+onCqufa6V+wpRyGea0gaxElMCR7IvKpXXcMgDOVhlJzWEzQVvxPzEQQoiHnfxBXHFJgFlxSYD5aJL3Voj7L0tv4Plfg9l2+ioAQ5r78na30q26VBSFDcej+WzzGaIS1erOWu62vNO9Nk38nNhx9irHL6fk9yp0xK+SVbkGYPHpOWw5GcOGkKKhpae9BfHp+kLh493SaMDFxpwGPg581q8+TtZm5BqMLD8YydfbzpOYoQ7bblmlEm93q4WjtRnv/36C7Wfi7jq8vOZSUiYTfznM8cupeNhbMGNAfVpXu/1M4uUiIx5CVkJe9u2X1Wig2uPgHlD2+1UCEmCWsYfpgj88PoOBs7bxk3EqDbUXwMEPxm0DG1fITIQlfSD6KFg6wvB14NmQ9Oxc5s+ezrDUH3HSqA1fN1l0Y0pyH1KxxtXWnPUvtMHV1gLOb4NlA0AxonT9gi3HIuhyZRYAEV498BuzAHQPfj8FIYR4lMkfxBWXBJgVlwSYjyZ5b4W4vxIz9IxZeIijUcmYm2j5ZlBDutTzKNVtHI5I5OMNpwtmyna1NefFx6vjaGnKppOxbD8dS+Z/hopXsjajka9Dfh9DRxr42GNlZkJKZi4j5h/gYnxGibZtqtPiamt+fQiz3Y1DmQtPEpSQnsPmm4SWtd1taeLvRFVXa3afi2f7GTXstTDRotNpyMgx4GxjRquqzsSl5RCTqvZitLEwwdPeIr+3o+V/hlJb4Gp782HUqdm5/LDjAvP2hBVMeFPF2ZqL8RmYm2iZN7IpbarfW4VsTp6BQ2FJNPJ1uOXkTOUqJx3mdoT4cyV/js4M+syBev3Kbr9KSALMMvawXfBvPRXLm4u3s8bsffy0V8GjIYzaAOY2kJUMv/SDy/+ChT0MXwtejUnO1DPm+y0MTv6JASa7AEjVOfF21lDWG1tgbWbCukmtqe5mC3u/ga3/A40OZfhaVu84QO+I6ZhojMS4tsV93Aowu7NZ1oQQQtw/8gdxxSUBZsUlAeajSd5bIe6fqMRMRsw/SFh8BvaWpnw5sAH1PO1xt7/1uRd0IYHvd4SScUPPxpvRG4ycuJwKqJO/dKrtisGosPNcXKHQ0svBkpZVK3EhLp2Tl1OLVDfqtBpquduSk2skNO72s07fCQcrU+wsTIlKyuTGBMnKTIdOqyEjJ69Ij0gTrYaBTbw5EpXM6eg0fJwsWT2xlVoEVcouJWUyY8tZ1h29AoC5iZafRzahbfUHtFqyNCkKrH0WQpaDtStUf/L2z0kKg4i96vedp0HLSWW7j7chAWYZexgv+L/YcoYNO/awxuwDnDRp6g/2oF9BZwLZqbC0P0QdAHM7GLYGfJpyOTmLft/vwz89mC8tF+BluAzADkMD3s0bTYzGjQWjm9K2mjOsfQZCVoClE8Zxf7Nk/VYGXnwHS42eRMf6OI3/HaycyvlVEEIIURz5g7jikgCz4pIA89Ek760Q98eJyymMWnCI+PQcPOwtaFfdhbVHL4MCU3vVZdBNZuD+/ehlXlt1jFxDyaMWDeDjZEVcWjZZudeDSS8HS7oFuNO9vicNvO0LtpeTZ+DE5VSORCYRHJlEcEQyMamFhw7bWZrw7aBGt53lOyfPQEzBbNXZxBT0oCzZJEHX6LQa3O3UqsmqLjaMbuPPJxtOs/t8PE7WZqye2OqWE/aUhpBLyfx6MIo+jbxoVvkRyR6O/AK/TwKNFkauB//Wt3+O0QCb34SDP6m3W06GJz4qt/Z/EmCWsYfxgt9gVBg5/yAZF4L41fwTLNBD4Ajo8a3aAyEnDZYOhMh9YGYLQ1eBX0vOxqQxYM4+srOz+MJ9Oz3TlqMx6MlSzJiZ14/5hq582KchgwNdYUFXuHIEXOtiHLOFH39bz+Dzr+KgySDNtgq24/4Ee+/yfimEEEL8x7U/iP39/bG0LH5WSfFwysrKIjw8XALMCqgkAaac0xXPrc5pIUTp2HUujom/HCZDb8DdzoLsXAPJN8zEDTCgsTcf9a6Hhak6vFpRFH7eHcYnG08D0LWeO30aed1yO0eiklm6P6Jgsh64Hlp2C/CgoY9DiftcXoxLZ+CPQcSn67Ex15GeY8DF1pxfx7egmqvNnRx+AUVRWBwUwft/nATUyXdquNkWmin72nBvZxtzdFp1X41GhVdWHmXd0StYmupYPqEFDXwc7mofxC1cPQ0/dYS8LHjsPWj3WsmfqyjqSNpt76u36/ZVh5SbmJfNvt6CBJhl7GG94E9Iz+Gp7/ZQN20vP5l9jRYjdHwH2r+hLqDPgGVPQ/huMLWGoSvBvw0HwxIZNu8A+jwjkwOMvKr/AU1+yfFpow9v546jZbsuvNHaDn7qAOmxUOspjAMW882K9Tx99iU8NYlkWbpjOfp3cK1Vfi+CEEKIInJzcwkNDcXT0xN7e/vy3h1RihISErh69So1atRAp9MVeuxhvZ4Rqlu9fwaDgXPnzuHq6kqlSpXKaQ9FWbjVOS2EuHerD19iyuoQ8owKFqZasvMrIqu4WPNW19qcv5rGjC1nMSpQ19OOOcMa4+VgyccbTjN/bxgAo1v78173Omi1xYePSRl6PvjzJL/nD3n2sLfgqfoedxxa3mj6ptP8uPMiHvYWrHimJRMW/8uZmDRcbM1ZPqEFVV3uPMRceSiKKWtCUBQY1cqf93vUKdG+Td94mh93XcREq+HnkU3oUNP1jrctbkOfoYaX8Weh6mMwdPXdVVCGrIR1z4ExF/zbwtO/gKVDqe/urUiAWcYe5gv+wxFJPP1jEIM0f/Gx6QL1zl7fQ6Oh6vf6TFg+BC7+A6ZWak9M3xZsORnDxF8OY1TghY5VecX1MMYt76DNTsKoaFhq6MTRGi8wrZ055kt6gEEP7d/E2P5NPl2+jQFnXqS69jI55pUwf2YbOFUpvxdBCCFEIYqiEBkZSW5uLp6enmjLaQiJKD2KopCZmcnVq1dxcHDAw6PohAMP8/WMuP37Fx0dTXJyMq6urlhZle9steLeleScFkLcPUVR+GHnBT7ffLbQ/U7WZrz8eHUGNfPFVKdeH+0Njef5X4+QmKHHzsKEmu62HApPAuDtbrUY37bKTX/n/nUyhrfXniA+PQetBp5pX5UXO1UvqOS8Gycup9Br9l4MRoV5I5vQqbYbiRl6hszdf9ch5sp/o5iyumThpdGocCEuneDIJPaGJvDHMTWYnTGgAf0bywjMMrF2IhxbBjbu8OwesLmHfp8X/oEVw0GfBq51YOhvYH/r6uHSJAFmGXvYL/gX7A1j6p+neNN0Oc/q/gCtCQxZAdUeVxfIzYblg+HC32pPzJF/gmdDlh2I5O21xwH4qHc9hgdYk7vpbUxPrADgquLAT9YTeLaFO85/v6Kua+BijLV68uHK3Qw4NZm62giybXyxeHa7OhO6EEKIB4JerycsLAyj0Xj7hcVDw8HBAXd392L/6HjYr2cedbd7/xRFISYmhuTk5Pu/c6LM3OqcFkLcHYNR4Y3fjrE6+HLBfaY6DePaVmFih6rYWZgWec6V5CwmLPm3YAIerQa+HNCAPoHFB3bJmXqm/nmKtUfUbVRztWHGgAY0vMeh1XkGI71m7+XklVSequ/BrCGBBY8lpOcw9OcDnIlJw9XWnF9LGGLeGF6ObOnHBz3rFvqdk5qdy9HIZLX/ZmQyRyOTCg2DB3i9c00mdax2T8cmbuLIUvj9ufy+l3+Cf5t7X2d0iDovSnos2HnBsNXgWvve11sCEmCWsYf9gl9RFCb/eoQNIVf4weonuhp3gpmNOjO5Z0N1IX2mOjt55D6wdFIfc6vDzG3nmLntPBoNfD8kkK4BHqSc2kbyysn4EQ3ALqURVfyr4B2xWq3iHLsVo2td3lmynYkXnsVXG0e2cz0sxm0Ci4fv9RNCiIrKaDSi1+vLezdEKTE1Nb3lENOH/XrmUVfS989gMJCbm3vTx8XD43bntBAPEkVR2HoqFkdrMxr7Ot50OPWduJqWTdCFBPwrWVP/hklt7sXhiCReW3WMsPiMgvt6N/Tktc418Xa0uunzriRnMXL+Qc5fvT7jd4eaLsx8uiEOVmaFlt12Kpa31h4nLk2tupzQriovPV4dcxMtB8ISyco10KpqJcxN7vz8nrPzAp9uOoO9pSnbXmmPpZmOfaHxeDpYUs/LvkiIuXxCC6rcIsRc9W8Ub/wnvDQYFTYcjyboQgLBkUmcv5rOf5MkS1Md9b3tCfRzpG01Z1pWrSQftJSFQn0v34V2r5feupMi1BAz/hxY2MOgZaUTjt6GBJhlrCJc8Kfn5NFz1h6i4lJYa/819XKOgI0bjN0Kjn7qQtmpsLgXXAlWHxu9CcWpCm+vPcGvByMx02lZPLYZLapU4sKVeLb8+AbjWIeZxkCmYkaWhSuVci6Bgy+M30G2mQOvzVnDB/Gv4KxJRe/bFrMRq8ulUawQQgjxqKsI1zOPMnn/hBAPss83n+H7HRcAcLMzp2s9D7rX97jjMPNqWjZbTsSwPiSag+GJBcGZt6Ml3QPUdQZ43VmYeTgiiR92hLLvQgKZN8yyXc3Vhq8GNqC+t8Mtn382Jo2R8w8Sk5qNq605w1v4MeufUHLyjHg7WjJnWGPqedkXqbqs6mLNjAENaOTrSMilZD7ecJqDYYkA2Jqb8EQdN7oFeNC2hnOJwszw+Aw6z9xFTp6RIc18iE/Xs+NcHPo8dTRN13ruTOlSC1sLE4bMPcDZ2FuHmDeGlyNa+vFBjzrsOBfHtI1nCL0hqAXwdbIi0NeBQD9HAn0dqeVui4lOWhCViNEI2clg6ahOqFxSN/a9rNIRhq0p/ZnDMxPh18EQtR90ZtD3J6jbp3S38R8SYJaxinLBeC42jV6z9mKSm8bfTp/hknkenGvAmC1g5aQulJkIi3pA7Amw84YxmzDY+TDxl8P8dSoWW3MTVj7bktoeduwLjeeD+Wv4yGQezbVnAMjFBFPy1Iaww9eSmK3w5neL+CrrXWw02eTV7o3JgAWlf+IJIYQQ4pYqyvXMo0rePyHEg2rRvvCCmattzE1Iz7k+vNjdzoKuAe50D/AgMD/MNBoVEjP1BeFkQnoO/5y5ytbTsQRHJhdadzUXay4lZZGdd73ljY+TJd0CPHgqwJN6XnbFhplHIpP4/p9Q9v4ntASwtTDh2fZVea5D1dsGofsvJjB+8b+kZedRzdWGhaOb4u1oxckrKUz8JZjIxEzMTLSMa1OZ3w5f4mp+1eX4tlV4+YkaxKfnMGPLWdblT+BjbqLFwcqU2NSc6/tjbsITdd3oHuBBm+rFh5lp2bn0/X4f56+mo9FQqCLS29GSK8lZGBV1KPzwFv4Ma+HLxF+CORubhpudOjv5jSHmb4cv8fpvx1AUGN7Cj0FNffhk42n2XUgAwNHKlIFNfGjs50gjX0dcbKUI6Y7lZkHICgj6Xg0hPRpAy8lqQKgr2qagiNLse3m7/Vw9Ds6sBzTQ4xtoPLJstoUEmGWuIl0wrjtymZdWHMVdk8gOx4+xyIwBnxYw4ncwtVAXSr8KC7pBwnl18p3Rm8i2cGHEvIMcDE/E1dacNc+1wtvRihWHIpmyOoQBup28Y7IMB006CqABCBwBPb8jLD6Dz2Z/z7fG6ZhpDBibjkfb7Ys7+/RBCCGEEPekIl3PPIrk/RNCPIg2Ho9m0rJgFAVefaIGE9pXYfe5eDYej2brqVjSbggznazMcLe3IDoli6TMkre60GrA1sIUDWo/RuMNqYabrTmP13Gjf6A3aOD7HRfYFxpPRjGhZbvqzkzqWI06nva33aaiKKw7epkpvx1HbzDSxM+Rn0c2KTRcPCUzl1dWHmX7masF91XJr7qs5mrDDzsuMG9PWEGFZJ9GnjSvUgkXG3PsLEzYeCKGjcejC4eZFiY8Wced7vXdCfR1ZNf5eDaEXGH76avk3XDglZ2tCypSa7nbci42nWkbT7PzXBwAdhYmjGlTmQ0h0Zy/mo6bnTnLJ7SksrN1ofCyX6A6ecuaI5dRFDDTaRndxp9JHasV2wtUlEBaLBz6Gf6dB5kJRR+39YTmE6DxKLUqszhl0ffyVowG2DRFDVxHbwL3emW2KQkwy1hFu2B8Z+1xlh6IpLFlDKtMP0CrT4XaPWHAouuVkSmXYUFXSI4Al1owaiMpGjsG/hjE2dg0arjZ8NvEVthZmPLppjPM2XkBN20aH1n9ypN5Owq2ZWg0El3PbzgUkcSyn7/ma5Nv1Qceew/avXb/D14IIYR4RFW065lHjbx/QogHTdCFBEbOP4jeYGRYC18+6lWvUEVjlj6PBXvD+S34EmFxGZQkjNAU/Ed1LwmGrbkJbWs481yHatTzun1oeU3IpWQ+2XCaA/nDvbvUdWfmoIbFzhxuNCp8vyOUBXvD6d/Ym8mPVWPdkct8ve08iRlqn/EWVZzo1dCLXw9GEnIpBYCm/o68070O9b3sORyZxIaQaDYej+ZqWk6RbdyoVdVKvNu9DrU9bIutHt11Lo5pG09zJiYNAC8HS4yKQnRKNm525oxo6c+Mv86iKBDgZcf5q+lk56oBa88GnrzeuSY+TjfvBSpuIfakWm15fCUY8nvMO/hC84lQqxscXwUH56oT54A6f0jDodBiIlSqen09Zdn38lYUBZIjr7cYLCMSYJaxinbBmJNnYMCcIEIupTDULZKP0/+HxqBXT6yun15fMCkc5neFtCvgXh9G/smVHHP6fL+X2NQc2lRzZsHopug0GiYtC2bTiRgcLE0Y7x3FkMj3cdSofTNyPRpjOmgxf4RrObJyGu+bLlHX3+PbMi1NFkIIIcR1Fe165lEj758QojRl5ORhZqLF9C77GJ6OTmXgnCDScvLoUted2UMD0eUPD78WyG06Ubi60NJUh4utOVdTs8nOM9LA257u9T3oWs/jpqGZ0aiQkKEnJiWbKylZBf+PTs7mcnIW4fEZhYaj25ib0Da/0vJOQkuAy8lZfLH5TKHh3s+0r8qLnaqju00fT0VR2H76KtM2neZinDpBUBUXa8a0qszO83FsPaWGVtZmOgyKUhAa9mjgyRv5oaHRqPBvRBIbj18PM/0rWaHTargQl0GAlx1rn2t9296TBqPC6sOXmPHX2YJA1MJUW7DN/95u6u/I291q08j3JtWA4uYUBUK3Q9AsuPjP9fu9m0HLSVDrKdCZXL8/LwdOrIag2WrbPgA0ULOburxnQ5j7GMSdKbu+l+VMAswyVhEvGKMSM3nquz2kZOXyea3zDAx/X32g6xdqOfM1cefUSszMePUkHL6WE/EGBv4YRKbewMAm3nzWrz7ZuUYG/RTEsUspVHG25tlWnjTY0peamigAjDoLtI+/zw/ZnVC2f8xzJn+gaLRonl6qfhohhBBCiDJVEa9nHiXy/gkh7lVcWg6bT8awMSSaA2EJOFiZMayFH8Nb+N1Rj8NLSZn0+2Efsak5NPV3ZMnY5mg1GmZuO8fq4Es3HRLdupra3zE710Cm3oCTtdkttlJyRqPCpaQsjIqCv7P1HT8/LTuX7/8z3Pup+h5UcbEh7jYVkddcuJrOwXC1YtPJ2owJbStzOTmbXw9GkmdU0Gk1DG7mw0uP1yDPoDDjr7OsDr50fdh2a3+e61gNe0vTgmOKT88hODKJZ38JRqfV8OfkNtTxLPnv/4ycPH7adZGfdl0kK9dQ5HH/Sla82bUWneu6V/wZxEO3Q+plqNsXzG8+K3uJ5WZByErY/70aNoI63Lt2TzWI9Gl26+crCoTtVIPM839dv9+qkjrsvKz7XpYjCTDLWEW9YPz7TCxjFv4LwIbAf6l76iv1pBu8HGp0vr5gzHFY+JQ6c5Z/Wxi6in8upDF20SGMCrz2ZA0mP1adq2nZ9Jm9j8vJWbSo4sT/ulZHs6AztY2hBatSPBrynfVk3M8sYaDJTow6c7Qj/wDfFvf56IUQQohHS0W9nnlUyPsnhLgb8ek5bD4Rw4b80NJYTCJgptPSu5EnY9tUoaa77S3Xl5Shp/+cfVyIy6CGmw2rnmmFvZUpX209x7fbzwMlm5TmQZBrMLL8YCQzt50nIX+4d0MfB3ydrNh+OrZIH83bMTPRMrKlH9bmJszbHVbQ/7NTLVfe6laLaq6FX9uTV1KYtvE0e0OvT5zzYqfqDG3hh6lOS0pWLk98tZOraTk816Eqb3SpdVfHGZuazZd/nWXVYTUwdbA05YVO1RnWwg8zk4pV3VeEosDeb2BbfsGWuT00GQXNJoC9952vL/2q2t/y0Dy1yAvAzFad/6P5M3c3/DrunBqEHvsV8rLVTGbEH1C57Z2v6yEgAWYZq8gXjDO2nGXWP6FYmWkJqrMO+zPLwcwGxmwG94DrC146DIt7gj4dqj8JTy9lyaErvPe7OtvcN4Ma0quhF2diUun/QxDpOXn0C/Tm/Sc8yJjdCY+8SAyKBp1GQdFo2WLdG/OUUDrqQjCa26MduwVca5fTqyCEEEJUfBX5euZRIO+fEKKkroWWG49Hs/9i4dCygY8D3QPUCWKikjJZHBTBkRtm/m5b3ZlxbavQrrpzkaq8LL2BoT/vJzgyGQ97C1ZPbIWngyVnY9J46rvd5BoUpvasy6BmPqUSWp6JSeXj9adxsDIl0NeRQD9H6njY3XPodm249/RNp7mQP9zb08ESD3tzgiOSC3p1Vne1oWs999sO2QYw02kwM9Uxb3cYl5OzAKjracc73WrTqprzLfdlx9k4Ptl4mtCragu2ys7WvNm1FjvOxvHrwUgqO1uz6cW2xfbgvBNnYlI5FJZIzwZe2Fs9AhP0GA2w+S04+KN628Yd0mPU7zU6dTbwlpPAK/D264o9Bftnq1WX1/pb2vuooWXgCLC4s3YFxcpIgJDl6kTKNbve+/oeUBJglrGKfMFoMCqMmH+AvaEJVHc2Z1OlbzCJ2KXOjDV+O9h5Xl84fC/80k9tJlujCwxYxCd/XWTu7jDMdFp+GdecZpWd2HH2KmMX/YvBqPDakzWY1MiUrB8ew0qfwFWjPa5atXFxrMaFVIMp1bVXMNp4qCFmGTeMFUIIIR5VFfl65lEg758Q4lYS8kPLP0OiOfifSsv/9prceS6OsQsP4W5vwZ+T23AxPoP5e8LYdCK64HnVXW0Y17YyvRp6YWGqI89g5Nlfgtl2OhY7CxN+m9iKGm62GIwK/X7Yx9GoZJ6o48ZPwxuXynDkoAsJTFj8b6FZzEHtSxngZU+gnyOBvg4E+jribGPOin+j2H+xmBmfixGVmElwfmhrY26Cg5Upl5KyCh6/VYj7XylZuWw7FcvioHCO5U/Q425nweuda9KnkRfa2/TOvCbPYGTFv1F8vfUc8en6Qo8tn9CCFlUqlWg9Il9uFqwZD6f/VG93nqbO+XF+izpsO3z39WV9W6lBZs2uoL0hJL7W33L/bLjw9/X7vZpAq8lQq0fh/paiRCTALGMV/YIxPj2HHt/tITolmyeqmPOT/m008WfViXtGbyrcI+LC3/DrYLW0uepjGAf+wnMrz7D5ZAwOVqasntiKqi42LNkfwXvr1Ka0n/Spx1CfRAzzuqIzZLHLUI+quli8iAMgTbHEVpOF4uCHZvQmsPcqj5dBCCGEqNAq+vVMRSfvnxDivxLS83taHo8m6ELh0NLD3oLeDb0Y0ty30AQ5F+PS6TV7L2nZ14c3/zyyCRqNhqjETBbuC2fFoSjS84PDStZm9An04mBYIiGXUtBpNQxo7I23oyUAhyOS+OdsHGY6LWPaVKapv+M9Dxv/89gVXl15DL3BSFN/R9pVdyE4MokjUckkZ+YWWd5Mp0VvMBazppvTasDCVEdm/jDxOxlGfy203Hg8ml3n48g1qC+8tZmOiR2qMrZNFSzN7u7407Jz+XHnRebuvkhOnpHBzXyY3rf+Xa3rkZWZCMuHQGQQ6Mygzxyo16/wMtHH1BnDT/wGxvyQ3LGyOiN4vf5wZn0x/S17QMvJt+9vKW5JAswy9ihcMJ66kkr/OfvI1Bt4rqGO1yMnocmMhxpdYdDSwp9EhO2CZU9Dbib4tyWr/zIGLzrO0ahkfJ2sWPtcKyrZmPPFljPM/ucCGg18M6gRPS1CUJYPRqMY+Sa3N1aaXMaabEKLEaOiQatRwLEKjNkEtu7l92IIIYQQFdCjcD1Tkcn7J4SAW4eWxanvbU/3AA+6BXhgb2VK79l7uRiXQR0PO0Lj0tHnGXmnW23Gt6tS8JzU7FxWHopiwd7wguHQd8LWwoQn6rjxVH0P2lRzuaMh3z/vvsjHG04D0KWuOzMHNSwYOq0oChfjMwiOSCI4Iom/z14tNGHQ3dBqoLqbLT0beNK+hgu13G2LHTKemq2GlhtCotl9Pr5QYFrd1YZuAR4MbeGLq63FPe3PNVeSszgckUTnuu4Vv09laUqOUkeNxp9V+10OWnrrXpKpV+DgXPh3vjrnx3+Z2dzQ39L/+v1ZybDpDdCaQo+ZoHsEhuSXEgkwy9ijcsG4/XQs4xf/i1GBb1rr6XX0GTDkQIvnoMv0wgtHBMHSAaBPA9+WJPT6hd7zQohKzCLQ14Fl41tgbqLlf7+fZMn+CEy0GuaOaELHtD9gw6sAvKyfyDnFh5nWC6ied/76up2qwti/wPrmvUKEEEIIcWceleuZikrePyEeXUkZejaeiC42tKzvbU/Xeu5sOhFDyKUUOtVy5bHarmwIKdr/0tbChLTsPFxtzdnwQlu2nIzh3XUnMNFqWDq+Oe52FkSnZBOdkkV0SjaXk7I4EpnEqeg0AJr4OVLdTR2dpyiw81wc0SnZuNiY0am2G3qDkT3n47maVvws5LcKM41GhWkbT/PznjAARrb043896qIrZgh2REIGr/8WwsEwddbvOh52tKpaiQx94eHmBiPEpGYRmZDJ5eSsgkpJAFOdhjyDwn8DEktTHfW9rw1RdyQ9J5cNIdHsOlc0tOxe34PuAR5Ud7t1xaa4T2KOqxlFWrTaEm/Yb+BWt2TP1Weok+gEfQ+JF/L7Wz4LgcOL9rdMuQxL+8PVU+rtVi/Akx+V7rFUYBJglrFH6YJx3p4wPlp/Co0G1rWPpcH+l9UHus2AZuMLL3zpMPzSB7JTwKsxFzsvovf8U6Rm59E9wIPvBjcC4OWVR/n96BXMTbQsGducZue/hn3fYtCYMDrvTfbm1uQFy01MNK7ATJM/05u9N0zYBdbS60MIIYQoDY/S9UxFJO+fEI+myIRMen+/l8SM630RA7zUnpbd6nngW8mK349e5sXlR7Ew1bLtlfZ4O6pDxm+cgTzoP/0hG3jb42xjzqGIRFKzCgd/xXnhsWq88mTNgtvXtmmm07LxxbZUc1WDTaNR4XBkEhtC1MD1xjDTzsKEJ4oJM3PyDLy68hjrQ6IBeLNrLZ5pV6VI/0mjUWFxUDifbT5LVq4BKzMdb3WrzdBmvgW9JvV5RvaExrEhJIa/TsUUDJUHcLU1p1uAB93re9DY15F0fR5HI5MJjkwiODKZI5FJhZb/r2quNnTPf34NCS0fLBd3wvKhaoGVS201vLybWcaNRkiOUAPM4vpbxp5Sw8vUy2DpCFlJ6v2DV0DNLvd2DI8ICTDL2KN0wagoCu/9foJf9kdiaarjnxaHcT/0udrzYchKqP5E4SdcOQpLeqsnrnt9DrVbwJCl58g1KDzTvgpvda1NrsHIM0sO8/eZq9iam/Dr+GbUC3oZTq7FYGbHKM1H7E5xoYb2Et+afEst7SV13eZ2MG4buNT8724KIYQQ4g49StczFZG8f0I8enLyDPT/IYjjl1Pwq2TFoKa+dA9QQ8tr0rJzeezLncSl5fDakzWY/Fj1Iuu5FjaCWjl4IS692KHnWg34OlnhYW+Jh4MFHvYWeNhbUsvdlsZ+jgWBYmKGnse/2klihv6m2wQ1cPw3IomNx4uGmdZmOhr6OlDXw45d5+M5E5OGiVbDFwPq06dR0eApMiGT1387xoH8qsuWVSrxef/6+DhZoc8zsjc0nvUh0Ww9FUPqLULLW02qYzQqXIhLVwPNiGSORCWh1WjoXNddQssH2fHfYO2zYMwFv9bqsHFLx9LfTvge+HUI5KSAc001JA2aDQfmqNt7ds/dhaaPGAkwy9ijdsGYZzAyeuEhdp+Px83WjH9qrMbq5K9q/4cxW8C9XuEnxJ6ERT0hMx5c67Ih8AcmrVNDyHe712Zsm8rk5BkZMf8gB8MSqWRtxqpxjaiycShE7cdo580Ux69YdTYPHQbeMVnKaJPNaAA0Ouj+FTQeCaUwm50QQgjxqHrUrmcqGnn/hHj0fPDHSRbuC8fBypSNL7TF08GyyDIfrz/Fz3vC8K9kxZaX2xWZPCfkUjID5gSRk2dkYoeqTOlSi6tp2fx9+iq5RgVPewsycvJ4ddUxcg0K73avzbi2VYps50YvrzjK2iOXqeVuyx+T25SoR+Otwsxr3O0taFPNmUb5s4vXcLNFAyzZH8Gnm85cr7rsWosBjX0IupjAhuPR/HWy+NCyW4AHTfxuHVo+Ugy5kH614kyaqyiw7zvY+p56u05v6PMjmJZOH9JCTqyBtc+AQQ8+LWDwr2DlBHk5MO9JiD4KPs1h1IaHtx9m6hW1QK1Wt7LdjASYZetRvGBMzc6l3/f7OH81nQYelqyx+xJdxB6w84Jx28HOo/AT4s6qIWZ6DDjX4OfK3/DxbrWcuktdd6b3DcBEp2Hw3P2cuJyKp70Fq0fVwmNVD0i8gOJen+X1fuT9TRHoDUa6affzndksdOT3GaneGXp+B7Zu9/mVEEIIISqGR/F6piKR90+IR8vmE9E8+0swAPNHNeGxWkX/DjoXm0bXb3ZjMCosGN2UjjVdCz1+NS2bnt/tJSY1m8dquTJ3RJNie0oCLAkK573fT2Ki1bDq2ZY08i2+gm3H2auMWnAIjQbWPteahj4Od3xsBqPC1lMxTFl9nJSsXHQaDYZiogobcxNcbc25GJ8BQPPKTvRt7MWhsKQioaWLrTld67nTPcCDJv5ONz3OR9qfL8HhBerf1YEjyntv7t2BH9WJdACaT4TO00BbBhMeBX0PW94GFHUm8r5zwfSGDxMSw+DHdpCTCq1fhCc+LP19KGuGPFjUAyL3QZdP1dnYy4gEmGXsUb1gjErMpPfsvSRk6OlV04qZGW+giT8HHg1g9CYwsy78hIQL6g996mUUpyr8UnMWH+5KIdeg4GprzpcDG1DHw46BPwZxIS6DKs7W/DbIHadl3dXqTd+WnHl8AeN+Pc2lpCwCNWdZbv4JZuT/w2ThAN2+gIABUo0phBBC3KFH9XqmopD3T4hHR2RCJt2/201adh7PtKvCW91qF1lGURQGz93P/ouJPFnHjZ9GNCn0eE6egcE/7Sc4MpmqLtasndQaO4ubV4YpisKkZcFsPB6Dl4MlG19oi71V4eUzcvJ48utdXE7OYkzryvyvR507PjZFUdh2+iqvrjxKanYeVVysWTS6GTbmJhyJUoduB0cmcSwqmQy9Oj+CmYmWuh52hF5NIy3HULAuCS3vQHYKzKgBedlgYqEWJf13ZOXD5PJhmNdZHTbe8V1o91rpZwRGo1rdGTRLvd1sghruaXVFlz31O6zMD4WHrIQanUt3X8ra9g9h95dgZgvP7IRKVctsUxJglrFH+YLxcEQSg+fuR59n5I1m5jwXOgEyE9QQse/cor8kksLVEDM5Ehx8Odt5GRM3JnAxTv3UbEzrygxv6cuwnw9yOTmLOh52rOhpge3yfmovCb/WZA74lVFLT3EwLJHGmrMsNZ+OBdebVlO7J/T4Ri3ZFkIIIUSJPMrXMxWBvH9CPBpy8gwMmBNEyKUUAn0dWPFMS0x1RavK/jh2hRd+PYK5iTpxj4/T9b6YiqIwZXUIK/+9hJ2FCb9PbkNlZ+si6/iv1Oxcnvp2D5GJmTxZx40fhzcuNJHO1D9PsmBvOF4Olvz1cjuszYuZ5OQmsnMN/H70MvP2hHEuNh2Axn6O/DyiCY7WZkWWz9Tn8fXWcyw7EFkQZML10LJbgAdNJbQsucML4c8Xr9+uVA0m7ADzh7CvZ1ayWvGYHAG1noKnfyn98DIvB9ZNhBOr1duPT1WrK2+1nY1vwMEfH75+mKHb4Jd+6vf950O9fmW6uZJez5RBLa2o6Br7OfJF//oAfH4wh231v1T7Uh5fBQfnFn2Co79anelUBZIjqbllCBtGV2d4Cz8A5u8NY+IvwXzYqy7ONmacik5lzJZcsgf/pk7aE7EXq9+GsnJ0A9rXcOGwUpPR+tfJVq7946iB03/AD60hbNf9eRGEEEIIIYQQ4j74dNMZQi6lYG9pyndDAosNL9Nz8vhkwykAJnWsVii8BFi4L5yV/15Cq4FZQwJLFF4C2FmYMntIIGY6LX+dimXB3vCCx45EJrFwn3p7Wt+AEoeX8ek5zNx2jtaf/s2U1cc5F5uOtZmOcW0qs3Rc8yLhpaIorA+5QueZu5i7O4wMvQFnG3NGtPRj+YQW7H+rEx/2qkeLKpUkvLwTR5ep/2/9Eth6QkIorH9Z7SP5MFEU+GOyGl46+EKv2aUfXmanqIHeidWgNYE+P0Gbl26/nSc/Ao+G6gTHv41Re44+6FKvwJoJ6vdNxpZ5eHknyjXA3LVrFz169MDT0xONRsO6detu+5wdO3YQGBiIubk51apVY+HChYUe9/f3R6PRFPmaNGlSwTIdOnQo8vizzz5bykdXsfVq6MXLj9cA4Nld5oQFvqk+sOUtiDxQ9An23oVCTMsVT/NRFx/mj2qCs40ZZ2LSmPhLMH0aeWNjruNQeBLP/A25g1epEwWF74blg5k3pC5N/BwJMtZlQu6r5CgmgIJiZgNpV9Sem1vfhzx90X0QQgghhBBCiIfI5hMxBaHhlwMa4FXMpD0A324/T2xqDn6VrJjQrvCEO3tD4/l4w2kA3u5Wm3Y1XO5oHwK87Xmnuzpkffqm0xyLSkafZ+TN1cdRFOjbyIv2JVjn+dg03lwdQqtP/2bmtvMkZOjxtLfg7W612PdWJ959qg4WpoWH4h6OSKLfD/uYvOwIUYlZuNqa83m/+hx4+xELLRVFnfF6z9eQk37v64sPhagDaiFSi4lqld21oqTgxfe+/vvp4E9w+k/QmsKAhWDpULrrT4uF+V3VTMLMFoauggZPl+y5JuYwYIFamBV1AP7+uHT3rbQZ8uC3seoIW/cAtYfoA6RcA8yMjAwaNGjA7NmzS7R8WFgY3bt3p2PHjhw9epSXXnqJcePGsWXLloJlDh06RHR0dMHX1q1bARgwYEChdY0fP77Qcp9//nnpHdgj4oVO1ejd0JM8o0LPw/VJr9YDjHmwaqQ6k9l/2brDsDVg7Qqxx2H5UB6ras+mF9vxWC1X9AYjc3dfpIqzDeYmGnaei+PNg5YoQ38DU2u4uAOTVcP4eWg9fJ0s2WVswHO5L5Kr6NDo0zFWqgEosHcmzHtC/aUshBBCCCGEEA+hqMRMXv/tGAAT2lXh8TrFT156PjaN+XvCAHi/R+EQ8GJcOs8tDcZgVOgb6MXYNpXval9GtPSjaz13cg1qX8wZf53lbGwaTtZmvPvUzfteKorC7vNxjJx/kCe+3sXyQ1Ho84w08Lbnu8GN2PlGRya0q4q9ZeHempEJmUxaGky/H/YRHJmMpamOlx6vzo7XOzCwqc+jEVqCWphzbAX81B4WdodtH8D2qfe+3mP51ZfVHlf/TvdrCZ3yZ+7e9AbEnLj3bdwPl4Nhyzvq909+DF6NS3f9hvx84+pJsHGD0Ruh6mN3tg6nKuokSaBmFef+Kt19LE07pqmT9pjZwoBFZTN7+z14YHpgajQa1q5dS+/evW+6zJQpU9iwYQMnTlw/mQYNGkRycjKbN28u9jkvvfQS69ev5/z58wW9Ojp06EDDhg2ZOXPmXe+v9BxSZecaGPbzAf6NSKK5tznLeRtN/FnwbwvD14GumGEE0cdgQXfQp0GdXtB/AYpGy9IDkXy84RTZuUaszXVk6Q0YFXihU3VeqR4HS/tDbiZUe4LQx+bQ+8fDpOfk0dskiK90s9BqFJRaPdBE7FFLtE2t1Ia6gSNkgh8hhBCiGHI983CT90+IikufZ2TAnH0cu5RCI18HVt6k76WiKAz9+QD7LiTweG03fh7ZpOD+ZQcjmbbhNBl6Aw19HFg+oUWRCsc7kZqdS/dvdxOVmFVw3zeDGvJEHTeuJGcTk5LNlZQsYlKyiU7JIjolm4txGUQmZgLqn2Sd67gzrm1lGvs5FuqleU1KZi6z/jnPon0R6A1GNBoY2NiHV56sgZvdgxWmlKnMRLVH5cGfIC1avU9rqk5QY2oFL5+8+/kfjAaYGQCpl9WQqm7v/PuNsGwghG6FStXz+2HalMLBlJH70fdy21TY85Ua6E3YAc7V7n5dG19X309LJ3h294PXDzN0G/zSH1DuS9/LG1XIHphBQUE8/vjjhe7r3LkzQUFBxS6v1+v55ZdfGDNmTJFfjkuXLsXZ2Zl69erx1ltvkZmZectt5+TkkJqaWuhLgIWpjm8HN8LWwoQDl3L4xe+T60O+//6w+Cd5NIBBS9VfwKd+h01T0ADDWvix/vm21POyIyNHDS9BHQ6xMs5XnbnLxBJCt1JtxyS+6V8HjQbW5bXk3bwxAGjO/AmNR0PldmrY+ecL6sxfmYn35wURQgghhBBCiHv06aYzHMvveznrJn0vATYcj2bfhQTMTbS8nz8D+KWkTIbPO8g7a0+QoTfQ1N+Rn0Y0vqfwEtRQdXgLP64VP1qb6fjf7yep878tPP7VTobNO8Abv4Xw1dZz/Howih1n44hMzMTKTMeoVv7seK0Dc4Y3pom/U5G/z/V5RubvCaP9jH+YuzsMvcFI2+rObHyhLZ/1r//ohJcJF2DDa/B1XbXSMi1arfx77F149Sy4Bah/5x5ecPfbCNuphpcWDlCz6/X7tVro82N+P8zzsOGVB7cfpqLAH8/f0PdyVumHl+e3qeElQK/v7i28BLVC1KMBZCU+eP0wC/peKtBkzAPV9/JGJZ8i7AEQExODm1vhsnk3NzdSU1PJysrC0rJwP5B169aRnJzMqFGjCt0/ZMgQ/Pz88PT0JCQkhClTpnD27FnWrFlz021Pnz6dqVNLoVS7AvJ0sOSjXvV4acVRpgbl0q7rF/htnwh7vwHvplC7R9EnVWkPfX9U+yscmgu2btDudaq52rBmYmtm/HWWn3ZdLFj8zTUhuI1uRvshy2HZ03BuM500Ot54/D0+23qRZYZO2JDJ26a/wp6vMHb7Em3VTvD3R+oEP5f+VbdXud19fGWEEEIIIYQQ4s5sORnD/L3qkPBb9b3MyMnj4/Vqb8uJHari7WjJsgORTNt4mvScPCxMtbzRuRajWvmjvcMh13kGI2di0giOTCI4IongyOSCSsqC7esNgDobuK25Ce72FrjbW+Bpb6n+38ECd3tLGvk6YGdhWsxW1IrLXw9FsnBvODGp2QDUcLPh7W61aV/DpdgqzQpHUSBiHwTNhrMbgfzQ0K0etJykhkkm5up9rSbD2mfgwE/Q8nkwKTpb+21dm7wnYMD19V5jXUmtvlvYHUJWgH8bdUTjg+bgXPXvfK0p9F+ozvJdmlIuw9r8iWyajoO6fe59nSbmao/OH9tf74f5xAOQMRnyYPU4te+lWwB0nl7ee3RTD1WAeafmzZtH165d8fT0LHT/hAkTCr4PCAjAw8ODTp06ceHCBapWrVrsut566y1eeeWVgtupqan4+PiUzY4/hHo19GTrqVg2HI9mzEFPtjR/DpMD38PaieBSu/hPK+r1g/Q42DxFPXlt3CBwBGYmWt7uVhsvB0ve/+MkAEYFJi75l1UTW1F30DL4dTCc3cCzWh2VB3/CogNX+OliD+w0mUw2+R02vsammh/RZNAGXLZMUmdUW9QTWr8IHd+5u1/0QgghhBBCCFGGohIzeX2V2vdyfNvKN+17CfDt3+eJSc3G18mKng08GTH/ILvPxwPQ1N+Rz/s3KPFs40rCBdKWjyMu15wV2u4siatGVq6xyHLVXW0I9HWkvo893o5WeOaHlrY3CShvJiIhgwV7w1n5bxSZejUEdbE15+XHazCwiTcmN6k4JWKfOhTXtbYa7nk2uqPt3jeh22HTFHX26tsx5qlVeddUf1I9tsrti1YV1u2r9sFMi4YTv0HDIXe2X9kp6oQ3cPPn+rVUKz63T1Vfa6/G4Fb39utWFIg6CPu/h6Rw9e/9wBGlP6nO5WD461rfy4/Auwz6Xq6+NpFNfXjyk9Jbt1MV6PktrBql9sNMClPX71CO2dKO6RCxVx1JO/DB63t5o4cqwHR3dyc2NrbQfbGxsdjZ2RWpvoyIiGDbtm23rKq8pnnz5gCEhobeNMA0NzfH3Ny82MeE2sP04971OBSeyIW4DKbnDuI936NqA9gVw2D8djAr5h/PFs9Ceow6m9qfL4K1S0EZ+8hW/jhYmfLqymPkGRUyc42Mmn+QdZPb4DVoKSwfgub0H3TRaOkydh4XErKYvMwGu/hMRphs5fEz7zPxxMuYVZvJu/aL8by4Uv0lcXEH9Jt37yXgQgghhBBCCFFK9HlGJv96hNTsPBr6OPBGl1rFLqcoCgcuJvJz/oi1DjVd6Dlrb0HV5ev5VZclnejmfPAOXNePwN6Ygh3wNkH003iz1OIpLnk/RYCfG4F+jjT0cSgy2c6dUBSFwxFJzN19kb9OxRaMTq7pZsvYtpXp2cDz1sPcT65Th7kaciD2hDpjtl9rNeyr0QW09zZEvtQkhcOq0ZBTgvDyGhMLaDAIWjwHLjVvsZwZNH9GDTH3zYIGg+9s6PTJtZCXrRYZ3Sr8bf2SGmqFblPDtvH/3LwfpiFPrYYMmg2X/71+f/RR2PkZNBqu7rPT3U0gVUhWsro/Br3a97L5s/e+zv/aMQ0ig/InsllY+oGeSy31Z9VoUFvqnV6v9iFtOan0JyG6ndBtsPtL9fse30Cl4vOwB8VDFWC2bNmSjRs3Frpv69attGzZssiyCxYswNXVle7du992vUePHgXAw8OjVPbzUeVobcZn/eszesEh5u27ROchX9IssTfEnYY/XoB+Pxf/y7XT++qs5UeXqr+MRvwBvmqo3KuhF/aWpjz7y2Gyc43EpesZMe8Aa57rgP3AJWo4emodaLRU7TuXP59vy4RF5tiEZdFXt4dZJt8w6rwFrYy9GWLrz/+UH7GIPgo/tpUJfoQQQgghhBAPhJTMXF5eeZRjUcnYWZgwa0ijgr6X2bkGTlxOyR/OnUxwZBJX03IAMDfRsjgoAoAmfo58MaDkVZeXkjLZuHohw6I+wEqTwwmlMkmVAmmRsomaXOJD5kDib1BtPHiOhbsML/MMRjadiOHnPWEci0ouuL9DTRfGtqlMm2rOtx8qvn8ObH4TUKBGVzC3hZNr1JAtYq9a2dbiObWqsLjCmfslT389vPRuCk99DZTg701775JXKjYeBTu/UGfGvvA3VOtU8v27Nny84ZBb/x18rR/mnLYQf07th9nnx8LPyU6B4CVwYA6kRKn36cyh/kC11+OheWoWcOAHOPijGji2nAw+ze7ub/D70ffyxkCv57elH+jpM9TMw2gArYlafasY4MRq9cu3pRpk1uxW9oF8ajSseYaCvpcB/ct2e6WgXGchT09PJzQ0FIBGjRrx1Vdf0bFjR5ycnPD19eWtt97i8uXLLF68GICwsDDq1avHpEmTGDNmDH///TcvvPACGzZsoHPnzgXrNRqNVK5cmcGDB/Ppp58W2uaFCxdYtmwZ3bp1o1KlSoSEhPDyyy/j7e3Nzp07S7zvMuvjzb2z9jhLD0TiYW/B1v5m2PzaWz0xu36ufvJSHEMuLB8C5/9SmwmP2QKu1z9xPByRxKgFB0nLzgMg0NeB5RNaYha6SZ2kx5gHdXpDv5/JNGgY9tNeJsZO5QndYXK0low2/o992X64k8BipwXUyAxWV1y7B/T49u5ncBNCCCEeYnI983CT90+I8hOfnsPfZ65SzdWGRj4O99Sr8dSVVJ795TCRiZmY6jRM7xOAualODSwjkzl1JYVcw63/bK/masP7PeqUKAxMzc7lhx0XSNk7jw+1P2OiMXLGuhl2I5fh6eqiVrkFL4YDP0LqJfVJOnNo8DS0mFTo77RbiU7J4o+jV1gcFMHlZHXmcjMTLf0CvRjTujLV3WxvvxKjEba9D/u+VW83Haf+XanVqX0KD/6kTmhzbai2hQM0GQ3NJoCd501XW2Y2vakGdhYO8OyeshsavGmKGhxWfQyGry3Zc+JDYVZj0GjhldNg637750Tsg4VPqSFbz1kQOFytMD3woxpe6tPU5ayc1fem6ViwcVXvUxQ1YA2aDRe2X1+nVxM1pKvdE3R3UFN34CfY9Lra93LMltIfOp56Bea0UYeONx0H3b8s3fUDrHtOLdyycVezke1TwcIeqnZSq1iNat6Bo39+ID+0bGaCN+TB4l4QsUftezluW7kOHS/p9Uy5Bpg7duygY8eORe4fOXIkCxcuZNSoUYSHh7Njx45Cz3n55Zc5deoU3t7evPfee0Um6fnrr7/o3LkzZ8+epUaNGoUei4qKYtiwYZw4cYKMjAx8fHzo06cP77777h1d+MkF481l6vPo+s1uIhIy6dPIi69998GWt9RPGEZtLKiuLEKfofapvPwv2HnB2K1g71Xw8LnYNAb/tJ+EDD38n72zDI/q6qLwO5OJK06A4O4OwZ0ChUJxd4pLqbt8LW2pUNzd3aW4u1twCYSEhBDXmbnfjx0SAoQ4EDjv8/Awc+fKmblJ5tx1914LaFQiOzN6VEZ35YmIGS13ddrNwS9Co9OkPfwU8gM1LC5htsnExkqzGLU7ErPZxDi3A7R6NAudOVpS1tpMlWAhhUKhUCjeIdR8JmOjzp9C8eqJiDYx68Atpuy5QUikiA25XWxpXiYnzcu4Uj6ZYuaqk/f4as15Io1mMttbYqHT4xsS+dx6me2tcLIxcNc/DPNTV/DOtgaCwo1PYl8o4epEv1oFaFkuF1aG+D6S0SYzS4/d5Z/tV+keuZRRlqsAeFykHZk6TQWLZyosTdHS4np4EnidilteuBFU7PnCisFHoZEcvfmYo7cecdUnGA0dl8x5sXLITPfq+elaPS9ZHZJozWaMgnWDpVUcoOF3UOvj56vuIkPg7BLxXvSPCYLVG8QvsuYIyFk6acdLLZc3SIcgQOel8RO+05rHt2F8BdDMMOhQ0jwqd/4k1YVFmkDXFUk/1v6/ZFuDjZz7K5vluCDt0NUHS9Wl5YvDpgDwuSTn59xysQAAcHYTEc+1XOJjCPWFNQOldbzpGHAf/OL1zGaxF8hWPHm5FyYjzGspFng5y0DfdBD0ziyGtYNEQO6xHvJWhyk1pMK1xnCoPkjCiU7MhogA2cbaGSr1lM/YKQ07hnf+DPv/FN/LAXtfu71ehhAwMzJqwvhyTt55TPuphzBrMLlLBZpf+VpK/B1d4aN9cXdlniX0EcxuCo+uiS9H783xqiPvPQ6j3ZTDsQl1HSvn4fd25eDqNvmyMEVJuXX7udwKMNJt0g4mmX6kvP4GmkNO9tZcQL8NfhjNGkOKB/NJ0Fh0/tcBHdQcDvW/UQE/CoVCoXhnUPOZjI06fwrFq8Ns1lh39j5jt17BK1CuRQpmtccnKCImjVtIqpgZaTTx88ZLLDxyN3ZfN/1CAbDQ6yjh6kipXM7odXDzYSjHbvvz9IV7oWz29HDPT7fq+bjrH8acg7dYceIe4dFxgTg93fPRtVo+XOws2Xn5Ib9uucwd3yD+Z5hNZ8NuALTan6Br8M3LW3E1TVKTD08Uvz6SJyEY9TZQvguGGkOSLpREBMKy7nBrr4iRrSYkHlhjNsHVrSK43jkoyww28NF+yFb05dumlse3YVodGbf7UGiahsEvCbG8hwjM5btC68kvX9dsgnFlIOi++DomJ1XbbIZF7eJXURZqIFWUhRomr4075KG0lh+fCWF+Sd/uCcVaQKdFzx8zKgzOLoYjUyTAN1dF6LIcHLIlbb9PxF0rR/hob9q3jj/0gBn1ITpMNIe6n8ryq9tgcQewsIIhx8QnNCpUBPnDk8H/hqxn4wJdlonomVLMJvDYJL8fnkdkWdtZb0TruBIw0xk1YUycsds8mLT7BpnsLPlvcCWyLW0Gflcgf23ovjbhcvGAuzCzsYT75CwLPdbFEzEfhUTSauLB2DaEfrUK8M37JeHaDmlDN0VCkabQYT4nvcIZPGM78/U/Ukx/Dy1Tfva6z6HfWm+MZo22ZTIx1nEp+lPzZOeu5WICfoqk86ejUCgUCsXrR81nMjbq/CkUr4YjNx/xy6bLnL8vbcq5nG349L1ifFAuN1EmM3uu+LL5/AN2XPaJTdSGODGzRdlclMvjHCtmegWEM2jRqVg/yPJuLpyJedylal5K5XJix2UfDlz3e651vKSrI3+2L0fJXM7PjTMgLIrFx+4y79BtfIKkys3GUk+hbA5c9ArClgim20ykNqfQdHp0zf+Ult/k4H8Ljk4j+vpuQiKiCIkwxoqmT7C1ssDB2oCjjSUGY1icPyI6CdtxHwL5ayUsfAU9EMHM50JMMvL85Pk8Anidhk2j4f5JqRZtNT552ycHY5QU4XidEt/L3luer2ZND+6dgJkNpaV61IWXt4Tf2AUL2ogQNvpK8qsLQ/3Ef9I+qwTnJKXi82VER8D55XB6YdKS2kGS59//B2wzxS0LegDHY6oWwx/HXz9TAei2KnEx8voOWNhWHrebLenpaUlUKMxoAL4eULC+jOmJv6WmwYLWEjRcsrWkgD/BbIZr22D3L+B9XsT4tjPFBi85RAbD6UVSARsgfrnoLaH2aKj/ZRq8wdSjBMx0Rk0YEyfKaKbN5INc9AqifrFszH7fGd2MBhAVAnU+hQbfJLzxQw+Y20LuyrxAxAyJNPLeuH3ceywi5tAGhfmkSTH5w7yksySrFW4EHRex9UoA3y3awQrLH8mnfwjObuxzn0Wf9Y8wmjValsvFuLKeWGwcLn/0LO3gvTHyRacCfhQKhULxFqPmMxkbdf4UivTlhm8IYzZ7sOOyDwAO1gYG1StE31oFXpiWHRFtYs8VXzadf8DOF4iZLcq6ktvFln93XsM/NAonGwPFcjpy/LYIL3WKZOXwjUdEP9UjbmWhI8qkYdDD961K061a3kRb1KOMZjad92Lm/ltc9AoCIIchhDXO/5Ir9KIIIe1mQ/HEA2+f5XFoFD9uuMjaM17xllfJn4nmZVxpVtqVnM5PiWOaBrf3S9XX1a1xy3OWlUrFUm3id8A99BDxMtAT7LNLq3Ou8skeJwB3DsOc98S/c9TFpFfjJZetX4o4ZOMCA/dLwMyrYlZTqaarPVpa7BNiVX8RDNPL2/FV8+CcfObnV4qVHMT5RrpVk+rUgDvizdl1ecLp3k/7XlbuC+//nfZjXTsEziwEhxzii/psN6r3BRkDmnh7PltlGRUGK/vA1S2ADpqPhar9Ez9ugKeEJ52cL6FSIOJv5b6yfVI8UF8RSsBMZ9SEMWlc9Qnm/QkHiDKa+bVNGbrYHYNVMXf5uq6CIo0S3vjhZTEMDvOTysge6+LdbYmINtLgr314xVRi/vxBKbq754ebe2FxRzCGyx2OzkuYd9yHqev3sdDqVwrpH6A55OBQjVn02hRMtEnj/bKujGueA8O6QdKmAPJl2mpi+pjmKhQKhULxBqDmMxkbdf4UivThUUgk43deY9HRuxjNGhZ6HZ2rujGyUdEk+zeKmPmQTee9nxMzATLbW5LVwZqrPiEY9DqK5nDk0gMRG4vlcKRwdgd2evgQEW3G1dmGSV0rUjFvphcdKkE0TePITX/u3bhI64vDsQy8BbaZpRXVrWqy9gWw7aI3X6+5gF+MR2flfJloUfYFomVC+F2TFt8zi+VaDcRirOoASdb29YAlnaQiL0thqVTLlD/Z44xF06RC8f5JqPtF+lSbXd4Iy7rK4/T2vXzh8WN8N21c4ONLL05gjwiEP4vJZ95/V8Ji3puO2Syhv0cmwa19cctflNwd7AOL28ODs1Kg1H4eFG0Sf38mI8xvJXYDr8T3ch0UqPPi9dYPk+Cs3JVkHPr4/rWYjJIE/6RztNbHIli/6GbG/ZNyw+DiWglfAvl9qj4YynUGK7s0e3tphRIw0xk1YUw6M/ff5H+bLmNnZcGWEbXJd/hbODFLvjwH7gfnPAlv7HNJzHTD/MC1fIyI6RL7cniUiVq/74oN9pnctSLNy7jC7QOwqANEh8ofic7LGLfvHgt3nGCh1a8U13titsnMsdqz6L45gmiTRosyrozrWBbLY1Ngxw+SAJatOHRcqFrKFQqFQvFWouYzGRt1/hSKtGfN6Xt8t/YiwTEBPQ2LZ+fL5sUpnD0JidkJ8DAogv7zT3D23vOtsjqkzTs82oy1Qc+PH5TiqncIsw/eAqBGoSyM71whvnCqaSKMeB5N/Nghkdjd3IaD8TGaS1503VYn+9rmcWgUP2y4yLqYqssi2R34s305yrm5JGs/sYT5S8vvsRliGwYiMplNYgeWp6qIgfZZUrb/p7mwGlb2BrssUoX5sqCZ5PL4Dkyr/Wp9L5/FbIIJleDxLWg2FqoNeH6dk/Ngw3C5th18JGN2GV7ZAv99I/6WADoLKThyH5ywIBsZLJWYN3bJ+i3/lRT1JzwdZPPRvnT2vfwa6n6W8LrBPhLKFB2asC+lpsG+sdJSDiJGthwfV8F87yT89zXcPRy3Tf7a8rNZpMnzougbhBIw0xk1YUw6ZrNGl5lHOHLTn0r5MrG8bwUs5jSVuyF5qkpQz8s8QnwuxoiYjyBXBfHPfErEfBAYTv2xe4gwmtHrYF7vqtQumg3uHIJF7aVlPX9t6LKMrVeD+XnFASZrv1BOfxOjpSOna8+gyzaNaJNG8zI5+bdTBSzvH5c/diHeYuTbZiqUeD/dPyuFQqFQKF4laj6TsVHnT6FIW4Ijoqn0vx1EGc2UdHXi6xYlqFk4a6r26RMUQecZR7jpG4qVQU//2gVYdOQuAeHRz62bw8marA7WsW3fg+oVYnTjohgsnhEejs+SaqxkcMGcnzGZfqZt3Yq8X/b5hPKE+O+iN1/FVF3qdfBR3UKMaFjkhS30ycYYJUGvhyeKxx9ISEvbmWlXJWYyijAUeFf8Eyv3SZv9GqOkPf3+SchdGfpsfTW+ly/i2AzY/IlUqw47FVeF+IQnbeaNf5JU9ozG/ZPyHszRcancVQeAi1vi25qipbrx7BJ5Xu8rERJ9r8AUd0lTT48gm6iwGN/Ly1CwHnRb/fx5eZZ9Y2HX/ySdfejxhMX2UwtgwwiprixYHzoukC7UVX3FSk9vgNLtRNxNSsL7G4ASMNMZNWFMHvceh/HeuP2ERBr5tGkxhpSzgGl1xYshKXervC+IiBnuL4liPdaCTZxx9ak7/rSdehhNA4Nex6J+1ahWMAvcPSqGvFHBkLcGdF3OzSAdHy/Yz1cB31NVf4VoC1vO1ZpC5x02RJnMNCudk/GdK2AZ5gsresbdwaj9CdT/KvE/PAqFQqFQZBDUfCZjo86fQpG2rD19n5HLzlAwmz3bR9XFQp+6SjWfoAg6TT/CLb9QXJ1tGNagMGO2eBAcYcTJxkBQhFR5Zne0Jig8mgijGQBHawN/dihH01Iv8Kh7cA5mNpJKxfJdJbX4GSKNZrZd9OaKdwgALpmzMTWgCo+irWKP17NGfrpWy4uLndVz24MEAv2wPs7rsnBM1WX5lFZdvgxNkw66QE8o2zHtr7cOT4ZtX0ob7ZDjaVOJtvUraWW2cRZfw1fpe/ksUaHwd0mICIAOC6Bkq7jXHt2ACRWlhfnjy2+U72GSCA+QKteAuyJufzgNrJNZDa1psOtnSRkHyboIui/hPcXfl1TztGbdEAkoSsj38kVEh8OEyhB0T9rDa49OeN1r26XgKjoMnHKLlyeaVFq2/BeccqXZW3kVKAEznVETxuSz4oQnn648h0GvY8VAdyqEHozzC+m0OHET6adFzNyVoPuaeCLmsmN3+Xy13LmzNuhZ3L86lfJlknS2BW0gMkgMfTstJszShe9WHKOVx2fUsThPtM6SM+7j6bo3U3wRExP89y0cnSIHKdRQ7gg+FSikUCgUCkVGRc1nMjbq/CkUaUv/+SfYfsmHYQ0KM7pJsUTX9w2OxMXOEstnKySJL17mdrFlQJ2C/LLpMlEmM/ZWFoRGmdDpYFSjogytX5hIo5ndVx5yxjOAzlXzUiDri7wMg2B6PfC/AUWbQeclz7UDX38YzEcLTnLDNxRLCx3fvl+S7tXzERge/VxCua2lBe0q5aF3zfwUzBbn+7/9kg9frTmPb7BUXQ6oU4iRjdKo6vJ1EBkMf5eS4pm08Kn02ARLu8jjTkugePPUjzG17PxJBDq3atD3v6eWx7RJF2kigUgZCU0Tf0+PjeCST9q8n+rETDbHZ8LmT6XqEkBngKHH0r51/MwSWDswcd/LF3FuOazuL23tw0+/XPi8dxLmtRDhE6DkB9B2NlgYUjf+10BS5zNvbhO84q2jXaU8tCjritGsMXzpaYIKNJXqS4A1g8D/1st3kLM09FwvQT73T8KCD8VvJIaOVfPSo3o+QO46dp91lHP3AiBP5biKTc+jMLU2dt4nGdvFndtNZrHdXBlLLZoKh4Yyq8o9rCz0bLngTc/Zx3gYZoJmv8GHM8FgCzd2wvS60v6uUCgUCoVCoVAo3gqCI6LZe9UXgBZlXRNdf/lxT6r8soMyP2yjw7TD/LbFg/8ueuMXEilt40+Jl+0q5eGHDReJMpmxtNARGmXCxc6SOb2qMLxhEfR6HbZWFjQv48pXzUu8WLzUNGkb9b8hLaatJz8nXm4850WriQe54RtKTicbln3kTg/3/Oh0OlzsrBhcrzD7P2vA3x3KUdLVifBoEwuO3KHh33vpN+8Ee648ZNSyM/SffwLf4EgKZbNn1aAafNGseMYVL0Eq9ir3kseHJqZuX4/vSCgLyLXsmyBegrRUW1jJ9a7ncVlmNsW1Tpfv8vrGllKOTRfxUm8J7eemTrwESWBvPw9xnkU8Vp8qiEoTfK/E2TvU/SJ54iVI63euimKDt/slXaqmaBFkn4iXIMFGXqeSP+YMhKrATCHqjnfKCAyPpvm/+7kfEE7LcrkY374Uurkt4N4xCenp+x8YEkn2e3BO0sLCH0OeKuInYSPnwGgy03XmUY7e8gfAycbAkgHVKZXLWVLNl3WHR9fEF6LxT1B9MCdvPeTRwt40MR/EpOnYWvhbPrlaivBoE1kdrPinY3lqF8kmFaDLusLj22CwEQ+VjPhFoFAoFApFDGo+k7FR50+hSDvWnbnPiKXSPr7z47roXhJ08igkkvp/7oltAX8Wg16H0azhbGtJrxr5+Hfn9Xivl87txJSulXDLnAyfxxOzYeMouY7pvSVeini0ycxvWzyYdUAKQtwLZmFClwovTUzXNI3DNx8x+8Atdlx+GO81vQ761ynIqEZFM7Zw+TSB9+HfshLUOmCPZCs84eIa2PUL1Bgm/ooJYYyCOc3g/gnxvey9JS5A5U1g7WA4s0gq8TrMhxu7YUFrEelGX037hO305P4pmNVEfC+b/QHVPkqb/Z6cKzcC0AGaiL4WaXgOjZEy5gJ1pWM0JXYIdw6Lv6pOL+3nOUrFfz0yGJb3lOIqnYXoGhdXS5GXwUaE2moDk+YR+oagKjAVbyTOtpaM71wBC72ODWe9WHHGB9rPkUTyB2dg29eJ78S1rJRi27jAvePicRkhRtcGCz1TulXC1Vn+OAdFGOk+8xhXvIMhewkYsBtKt5Uvrm1fwfLuVMplQ4URK9ll2xQLnUaLGz/xS54jFMvhgF9IFD1mH2PsNg+M2UrKl12RJmKOu3YQbBotX2QKhUKhUCgUCoUiw7Lp3AMAWpRxfal4CfD7Vg+CIoyUdHVi28g6/N62DB0ru1EgiwiSRrPUCAWGRz8nXnas7MbKgTVeKF6evONP+6mHGL38LIuO3uHygyBMZk0KOLZ8ISs1/D6eePkwOIKuM47GipcD6xZiQd+qLxUvAXQ6HTUKZWVmzyrsHF2XbtXzYmOpp3B2B1YOqsGXzUq8PeIlgHNuuQ6E+FWYhyfBil5S5LJxlGQoJMTOH0W8tHGGdrPfLPESwH2I/H95gxTdnFksz0u3y1jiZXiAnBNzNJRoKdWlaUFksITkANQaJaFHpiipdkyrf+ZoyFwQPpyRci/XfO5QopW0um/7WqqvnxDsA3NbiHhpaSc2EjWGQs8NUPQ90SkOT4R/y8GK3tJm/hahKjBTiLrjnTom7b7O2G1XsLW0YMOwWhQOPAyLYpK/2s2O+3J5GV5nYP4HYlbsVh26rwYrabe46BXIh5MPEmmUH++sDtYs+6g6hbI5yB+A4zNh65dxf2Daz8OYrSSnZwyiis9yAOY4DOCsWxfWnhbj6ir5M/FvpwrkcrKGvb/D3t9kHHmqQOupkLVwWn5ECoVCoVCkO2o+k7FR50+hSBueTh/fMqI2JVwT/n06dfcxH04+BMCqQe5Uyife+A9jPC9v+oWSxd6KFmVdWXv6fmyVpqWFjp8/KE2nqi8OezGbNZqP34+Hd3C85dmto1ln+RWuxvv45aqPoetSXOxFjDp+25/Bi07hGxyJg7WBP9uX473SKQ9piYg2YWWhR5/K8KI3lgfnJBBGZyH+gsemi9gDEsITcBec8sDA/c9nHsTzvUxCfsPrYkEbuLELynWRylJjOPTbBXkqve6RJQ1Ng+XdRYRNC9/Lp3niE5q5EAw+IhWOgZ5ps++ncc6T+kR6/5swsaroFV1XQpHG4HcdFn4IAXfALgt0WRH/vJrNEkx0eCLc2hu33K26iNvFW7yxgcQqxCedURPG1GE2a3SffZSD1x9RwtWJNYNrYLPvF/mDYuUAA/YmTRD0OgPzWokhc8H60GVZbAv6hrNeDFtyOnbVHE7WLBvgTv4nnjL3TkrKeKCnlFo3/xMqdOPG0s8odGU6AP/TfYRVtT7MP3yHkEgjLnaW/NW+HA1L5IArW2H1ADm2wQbqfy1/GN7QPwoKhUKhUDyLms9kbNT5UyjShtj28az27BydcPu4yazxwaQDXLgfRLtKefizfTkgRryccYSbvuJ5uaR/dZYcv8uUPTdwsDYwuWsFSud2IbN9whV7W84/YNCiUzhaG+hVMz+n7wZw+q4/v2rj+cDiEPe1LLSI/JUAHCmYzZ5iORzZfskHo1mjaA4HpnarFC+IR5EA81qKV2CWIlJ1CdDoB6jcNy4gqUhTCft5klb++I4InxGBUH0IvPfr6xp94tzYJSLmE7IWgyFHn/NLfWM5Og22fCa+l323SXhvWhBwVxK+TZFvtgD9NNu+FjEyW3FJFl/SWQKNM+UXG72XhQ95n4fDk+H8ChFBQQTh6oOhQtfkJ7mnM0rATGfUhDH1+ARF0Ozf/fiHRtGrRn5+aFFMPDpu74fspaDfDrBKgi+M5zGY3xqiQ6H4+2LMG5O89dsWD6buvfHE4YJczjasHVKT7E4xJfRh/rDmI7gWk9RWvis0H0vg1l9wPjUJs6bj4+hBOFTtwpm7AVzwklb1frUK8Nl7xbEK9hQPjZu7ZfvcleCDSdKurlAoFArFG46az2Rs1PlTKJKIpok/XJZCEgj6DAPmn+C/Sz4MrV+YT5omnD6+8Mgdvll7AUcbA7s/qUdWB+sXipc3/ELoPUeCVCZ3rUjzMi8PBXq6+nJ4g8J8HJOAbj4+B/2mkZh1BibmG89av9zc9AuNt22rcrkY82EZ7K0zXvJwuhPqJ9d72YrGLbuwGlb2lsc6C2g9Bcp1lOcPzsHMRiJyNf4Zag5/xveyEvTe+vpax42RcOeQ/J8QmgZbPxPBDqDRj1Br5CsZXiwRQSIOu1aIE4FfhNksoUNPgnkf3YAd30r4UMVez6fFZ8qX8uvsVf1EzMtfW9qtM4KgGx4A4yuIaPlE0chVAbosf3k6+dMEe0v36fFZMfsBrJ2hUg/IV5PYQKPEyFUeHFNe3Z0YSsBMZ9SEMW3Y7fGQ3nPly31mj8o0ctNgam0IfQgVuokYmBRu7oFFHeTLpmxHaenW6zGZNXrPPc6+q76xZtqV8mViSf/qWBli/piazXDgb0n50swinnaYh/HwVAwnZ2LU9AyJHoF/3iYUzGrPshP3ACiXx5mJXSrilskWTi+QOySRQXK3qO7n8kWR2tJxhUKhUCjSETWfydio86dQJAFTNKwfDmcXi2dchW4ScBFTvRQSaaTiz9uJMprZPLw2JXO9+HfJPzSK+n/uITA8mh9alqRXzQI8DIqg84wj3PANJZezDUsHuGNp0NH83/08Doumh3s+fvqgdKJD3HrhAQMXnsLB2sCBz+vjYmclFVQzGsYX04DHoVGc9nzMuXuBFMrmwPtlE/fsfCe5ewQWdxS7saa/Sqdc4H3JT/C9LOtU6iWVbU/zJCxJZyEhPZfXSxWcjTN8tF9EtNdBiC8s7pD8lOkR5yHTi20L0oWoMJjZEB5egqxFpeKvXCewtH1qnVDx5zwyRSpek0PD78W/Mjk/8/dOwswGgC4mwKl88o75Ojk6HbZ8Ko8LN5Y0dusUVFpHhcG5pVKV+aTyODl0mC/hUOmEEjDTGTVhTDt+3niJWQdukcnOki0j6pDT/5h4W2pmMb8t2yFpO7qyBZZ1k4Ceyn2gxd+g0xEYFk2rSQe48ygMC70Ok1mje/V8/Nz6mcnErX2wsg+E+oKVo9yNu7oFziwiWrOgX/QnXLCtQrfq+Zhz8BZBEUYcbQz80bYszcq4QpCXfNld3Sr7y1lGBFjXcmn7gSkUCoVCkUao+UzGRp0/hSIRIkNgeQ8JvIiHDoo1B/chrHucjxHLzlIgqz27XtI+/sWqcyw97knxnI5sHFaLgPBoOk47HE+8zOViQ+cZRzh++zGlczuxcmCNRINwnq6+HNagMKObFJOwkWl1X9zOrEicyxuk4s4YEbesXGe4uReCvaR9NjJY/C5HnIlfdKJpsKovXFgFtlkg/JEsf51tx49uiPD6+JZUzyVmtaaZwfuCtA63mSYC4qti3RA4vTD+Mrss0qJfoqX4cp6YLcIyyPvJUkg8HyMCJBE8ewnQP1NRbIoSUR+gSn9o9nvSrNs0DWa/B55HxBe0zZTUvsNXiylaCqVsnKHuZ6kvkDKb4fp2ODFHisaSSsPvoWDd1B37JSgBM51RE8a0I9Joou2UQ1y4H0T1gplZ1K86Fvt+hz1jwNoJBh0UU+WkcH6lfFmhQY3h0Pgn0Om46hNM60kHCYsyxa46tl1Z2ld2i7990AMRMe8eAnRyt/Pecbi8jkis6B75OccpQY/q+Th3L4DTnlLuPrVbRd4r7Sp/IM+vEN+O8Mdy567WKPljY3h5EqBCoVAoFK8aNZ/J2Kjzp1C8hGAfWNweHpyVyst2c6QK7PAkuLYtdrU71kX5K7gx+Wt35eNmpV64qzOeAbSZfBBNgxUD3amSPzNDFp1i0/kHseJl3ix2/LHVg8l7buBobWDj8Frky2Kf6DC3XvBm4MKTcdWXtpZyPXNhJTjlhoEHng+UUSTMsRmw+VNAE5E6dyXY9XPc65kLiSA8t7kUrrSdBWXaxd9HRBBMqQmBMW3Y1QfDe2Ne2VuIx/2T0mkY5ifXxN1WQ9YiiW+3/y8JrclRRkKJXkWV7pklsHaghON0XCRJ6EemxH2OT5OpgHyu5btINeaWTxP3vTwyRYJ40cQ6ru3M+JWdL+LiWsm9MNjC8FPglCuVb1KRHiR1PqNu4yheO9YGC8Z3qoCdlQVHbvozefd1qP0JuFWTluzVH4kPRlIo0y6uDeDQeNg3FoCiORz5u0P5eKt+vfYC5+8Fxt/eyVU8MSr3ATTY/g3YZ4XCTbAmivm2f1GW68w7fAcrgwUflJM/gCOXneHcvQD5YijbAYYckxJrzQT7/4RpdeDeiZR/SAqFQqFQKBQKhSJp+F2HWY1FvLTLAj03QrH3pIKo63IYchwq9UYz2JAv8irjrSYx7MKHcGCcFCE8hcms8d26C2gafFgxN1XyZ+bANT82nX+AXgczelYmbxY79lx5yOQ90g77W9uySRIvzWaNf3dKO2evGvmldfzkXBEvdRYiuirxMmloGuz4ETZ/AmhQqTd0WCDVfbqnKvXss4l/YJX+8vzQBNn2aQw28dt0k+o3mNZc/Q/mvi/iZc6y0HdH0sRLkPdvaQc+5+MnUqcXvldg08fyuO4XUPQ9yFwg4UIkl7zyut8V+O9rWdbk55eH9lQfBO3nSJWmx0bJwQjzT3h9YyRs/04e1xyhxMu3AFWBmULUHe+0Z9XJe4xecRYLvY5lA6pT2SlQ/DCjgqHhd1B7dNJ3dngybPtSHjcdA+6DARi34yrjdlyLDfXJ7WLL+qE1yeLwTHWkpsmX2fZv5XmRJuLVcecgUZZOdIz8htNRechib0XuTLacuxdINkdr1g2pSS6Xp+4CXVwrX6KhvnInquYIqPfV6zN+VigUCoXiKdR8JmOjzp9C8QI8j4tXYLi/VHl1W5VgWu+Woxe4uH4cva12kEWLES4t7aFww9juqVt+oZy9F4ClXk/DEtmxtNCz+8pDQiKNFMzqQNk8zoRHm9h95SFRRjMFstpTLo9LkobqFRDOsdv+GPR6GpfMgbWFTtqfTZHSSVZzRFp8IhmDyxvhzkGpyMtZJnnbGqNgw3A4u0Se1/8G6nwiidZbvwA0cKsOPhcgKgSyl4QPp0tgjzECem2C/LXi9vck/dlgC8ZwaWfuvQXcqqbZ202UUwskLFYzQaEG4kGY3OTozZ/CselQuJH8HqQGYxTs/p/Ypj2L2QjXd0rxkX12KFAHHpyBR9fldZ0FlP4QCtSDGzvg0jppc3/ymmaSisqOC5NWKXr7ACztIuE/WYvKe3uRUHpwvFzPO+SU6kurxG8qpApNk2yMW/vS9zhpRa6Kkkhu4/y6R6JayNMbNWFMH0YtO8Oa0/fJ7WLL5uG1cb66AtYOki+Nvtshd8Wk72zP77DnV3ncagJU7IHZrDF40Sm2XvTGQqfDpGnUKJSF+X2qYrB4QUHyxbWSUm6MkLteOj08OIPRNisDDT+zw9cZC52OnM7W3A+IoHhOR1YOqoHD0ymAYf7yxXlumTzPWVbK3bMlnHCoUCgUCsWrQM1nMjbq/CkUz3BlC6zoLaJTrgrQZQU4ZEtw9Y8WnGDbRR+G13XjY9cL0l7uc+EVDjgB3iXfS02Dg+Ngxw9xywrUBfehIrwl9hlEBsOy7nBzt4hhrcaL1+GO76QgBaBKP2j2B/hchEXtIcRb2vPzVIFLa6FoM+iyVNb12AxLO8vjjgsltfziavHLHLg//StiNQ32/hF3HVuuM7Qcn7ICGP+bMKGSiIWDj6Q8wRvg4L9x1YxJxdoZKveCqgPAOU/c8sd3RFg9OU+KlVzywkf7wDZT0vf98LL4ggbdF4Gy6wpwLRv3eqifJHhHBsEHk0WoS29OzYf1w9L/OGmJlSNU7AHVPnp9AVUoATPdURPG9CEk0sj74/dz+1EYzUrnZHKXCuhW9pK7NFkKyx+2pN450TS543JoAqCDdrOgdFtCI420nXIID+9g9DowazCgTkG+ap7AH3TPY7CkE4Q9ki86Szt4dA3NMRc/ZfuLOZc0LC102FoaCIqIpn6xbMzoUfl5QfTSerkzGP5Y2hKa/E++TFVqoEKhUCheE2o+k7FR50+heIoTs2HTaBFrkpDWGxqTPh5pNLNpeC1K5HRit4cPR3evwyXoCrlcbHkcGoXn43CyO1rRv04hQiKNTN59nWiTRqvyuSifx4VdV3w4cO0RVgY9/WsXJIt90oQmD+8glp+4h5WFjuENi2BnFVMAYesCpdok7u33NmA2SaHHsenyPE9V8XzUYuzDEkqxfkKwtwiS3uekcrbDPKn+WztY2vDh+dTqgLsifPldjQvzARh6Qqpup9aWMJknvpcRQTC9roiBRd8TYTm9rt9MRmnDPjVPntceDQ2+Td3xlnWXJPUK3SRgNiU8LQZW6Q+ZC8a95nVKMiDQSVDPk2pn20wS2vOyxOyIILi6DfK5xxc4k0rgfVjUThLPrRyh00IoWE9e2/QJHJ8hxUMD9qb/zQCfizCjgRQ+VegG2V/sp/vGYAyHs8ukhR+kUKtEK3Af8morjWNQAmY6oyaM6cf5e4F8OOUg0SaNb1qUoF8lFzFRDvYSL4+W45K+M02TZPCTc6SKs+NCKNYMT/8wWk48QEBYdOyqEzpXoGW5BHwx/G/Kl+Oj62DlADYuEHQPLVN+vnT+g6UeRqwNejRNI8qk0atGfn5o9YI/WkEPJJntSRJi4UbyReKYM+nvSaFQKBSKNELNZzI26vwpFMh8f/evsO8PeV6hG7w/LtG03vVnvRi+5DR5M9syoE5BZh+4zU2/0Beua23QUzFvJh6GRHDjYSjl8jizZnBN9l/3o+fsY0Ai1xLPDVmjxfgDXHoQxJD6hfi0afEkv923huhwCSvy2AjooOmvYvsVcFdav0/NF8EM4lKsq/QDxxyyzO8aLPxQ1rfPBl2Wi3i2rJu08OoNcp31ogTuMH9Y0lmSqXV6Eb0r9BAh7P4Jaa3tsy2u6vHBWZjZWFr7m/wPaqRDlV1UqITJXt0qn0fzsVC1f+r363lM/GAtrGDkhbjPLzlsGg3HZ4JrOei/J04M9L0C0+tBdJjYpNX7PPXjTS7hAXLOb++XEKDWk2Wck91FCO+5QUTt9CQyBGbUF1G8UEPoujJjVE9rmrT+H5kEN3bFLc9TRYTM4i3BwpDw9mmIEjDTGTVhTF/mHLzFjxsuodfB3N5VqWO4CPM/kBc7LYHizZO+M7NZ2sDPLwcLa+i4AIo25dB1P7rPPobJLL8CtpYWrBlSg+I5EzifYf6wtKsklOsN4hUR9ghz1qIMt/qRjTc1bK0sCI9JOv+xVSl61sj//H40TdLxtn8rd2hsM0urQ4mWyfiEFAqFQqFIPWo+k7FR50/xzmOKhg0j4cxCeV73c6j3ZZIq1nrNPsaeq75YG/REGsWPz9HGQJeqeamcPxPfrLmAT3AkBr0Oo/n5S+YCWe3xD40iMDyartXy8kubpPs2brvozUcLTmJvZcGBzxuQKYlVm28NTwuIFlbQZpp4JD5NRBCcXghHp4hICbJumQ5QqL7kDIQ/llTxbqukenJRe7EAsHKQa75CDRIeQ3Q4rO4vnqMAT1ISbJyl6y9T/vjrH58l1ZHp4YcZ6geLO4p4arARu7G0vDac2RjuHYM6n0KDb5K3re+Vp8TAjVCgtiyPCoOZDUX0LVAHuq8FvcVLd5VuGCNhzUBp9QdwyQcBdySFvvOS9D22ponWcG4ZOLrCwAMSApzR8LkIRybDueVgipJlznmh+kCo0B1s0neOoVLIFRmaXjXy06FyHswaDF18iltOVcQHBWD9UAj2SfrO9Hq5E1P8fblrtrQLXFxDjcJZ+e79krGrhUeb+GjBSQKfqsqMh11m6LEWSrcTo+KwR2DliN7vKuPDv6JZnijCo0zYWckf7h83XGS3x8Pn96PTQbUBUsqes4wYjC/rBuuGxrUwKBQKhUKhUCgUipezfpiIlzq9VF3W/ypR8fKSVxAjlp5mz1VfACKNZvJmtuOHliU5/GVDvmxeAr+QKHyCI3GwNrD/s/psHFaLbA4iMjrbSkXSLb9QAsOjKeHqxLdPXVMkhqZp/LsjJnm8Zv53T7wMuAuzm4p4ae0M3dc8L16CCCbug2HYaQmwcasmwsqZhbCqr4iXuStB3/9EwJrZWMRLhxzQe/PLxUuQlvT28+LSyIkRqVtNel68BKjcB0p9KNeBK3q/PP06OYQHwOz3RLy0zQQ91qd9YUuNmOvo47NEeEwO/30bF7LzRLwE2Pq5iJf22eHDma9PvAQRr9vOitMLAu6I0Nz4p/Q/9umFIl7q9NBudsYULwFylJKK5VEX5UaQXRYIvAvbvoK/S8LZpa97hIASMBVvKDqdjp9bl6ZSvkwERRjpN+84QTW/hBxlRDhcN1judiQVC0vxwXkiPq7sA2cW08M9Hx0ru8kxgTuPwhi57DTmF9xlBeSP44czoPYn8jwqGKzs0T++xaSIL2mSPZCwKBO2lhax4uvlB0Ev3lf24tBvF9QcKUc/vQCm1pIyf4VCoVAoFAqFQpEwvldjUqd10HERVO6d4KpGk5ldHj50nXmE5uP3s+6MJClbG/RM6VqR3Z/Uo1fNAjhYGwgIi+KPrR4AjGpcFFcXWw5e98M3JIos9lbs+6wBZ75rzJzeVfimRQnm9a6CjWXSxZvtl3y49CAIeysL+tUqmPgGbxPe50Vo9Lsq2QJ9tsZP/34RFgYo+YEIlX13iD+oTi+CWs8Nsq/ZTSDoHmQpIsGvruWSNh69hbRql+sSt+zSGhFEn0Wng5b/iv9j0D3x2UxtM6umiQj/6FrM5/Ef5K2Wun2+iOLviygb7g9nFyd9uxu74Nq258XAs8ukxR+dVIumpC09rdHroekvYkVgaSciXNYi6XtMn4tSCQxS2ZqvRvoe71XgkF1uBI26KD/vWYuJ5pG50OseGaAETMUbjLXBgindKuLqbMMN31BGrLiEqc10aQO/vkN8OJKDhSV8OF1StjQzrB2E7vhMfmpdikr5MqEhIubuK76M23kt4f3o9dDwW0k211mIX4nBBn3IA6ZGf0OTzD6ER5uwsdQTGmWi79zjPAyOePG+DFbQ+EfotQmc3eDxbbkjuet/EJ3ANgqFQqFQKBQKxbvOkZhAkmLNXmgvZTSZOXDNjy9Xn6fqrzvpM/cEB68/wkKvw9XZBoC+tQrQrIwrFnqp2gyLMvLtuos8DoumWA5Herrn40FgOP/GXBt80aw4zraWuNhZUb9YdvrVLkh2J5skD1nTNMbFVF/2rPGOVV/e3AOzm0kCePaSIjTmSHrlKgBuVaQo5asH0GmRXBPObw0RgRIA1Pe/5Ccp63TQZookVesNcGGVhPxEBD6/ro2THN/CCq5ukdT61HBshgTs6C2hwwLIVjR1+0sIvYWEEoGM2WxKfBuzCbbFtJtXHRAXzuN7VTImAOp9AQXrpv14U4P7EPjCE+p+lr7HiQyBFb3EEq5QQ6g5Kn2P96qxtIVKvSS9vvdW+d17A1ACpuKNJrujDdO7V8baoGf3FV/+OK2Lu/vz3zfw0CN5O9RbQMvxUG2QPN/8CdZHJ8YKpU/uoY3feY3/Lnq/fF8Ve0D31RLoY4wAvSX68EdMNX3Pe063iYg2Y2Whxyswgv7zTsR6Y76Q/DVh0EEo21HE1X1jYUoNuLE7ee9PoVAoFAqFQqF42wn1i2tpfCpQxWgyc/B6nGjZbdZRlhy7i39oFJnsLOlXqwBbR9TGP1Q83pqXcQXAZNZYftyTemP3sOGsVGf++EEpDBZ6ftl0mbAoExXzutC2YgqSkp8iXvVl7Xeo+vLccljYTiq58tcWD0nn3Cnfn6WNBP0s7ykWYcXfh57rxfIrpVToCl1XiH/m7f0wpzkEeT2/nms5SScH2PE9eB5P2fHun4L/vpbHTX6GPJVStp+kUr6r+Hv634QrWxJf//RCeHhRrnXrfCrLosJgRU+IDhXfyyfL3zTSO3hG0yTYyO+q+F62mZYxQntSgl4vKfFvCG/pp6x4myiTx5mx7aUNYNrem6y1el/uchgjYHW/F5f4vwydTr50nrSBb/+O7Cf+Zlq3ilgb4n4lRiw9w1nPgJfvq2A96L9L2hXM0aDTo48MYrL5Z1rYeRBlMmOh13H2XiCjV5xJuDUd5Avlw+nixeKQE/xvwILWsKo/hLzAS1OhUCgUCoVCoXgHCTkwFYwRXLcsStNVUXy5+hyfrDhL1V930nVmfNGyc1U3FvStyrGvG/HN+yXx8A4m0mgmXxY7SuVyYv81X1qM389nq87xMDgSt8y2TOteieoFs3Dohh8bzz1Ar4OfPiiNXp94OFBCaJoWW8nZo0Z+Mr8L1ZdmE+z/W8JyzNHiIdltFdi6pHyfxijxZdzyGaBJMnmH+VIxlloKNRD/TIcc4qc5s/GLC2Yq95VWdrMRVqbADzM8QKr3TFEivlYbmPqxP4vXaQngeYK1g/h4Ahye+PJtI4OlIxBi/BAzy7nc8umb43v5OjmzCM4tFSuDtrPAIdvrHtE7g0ohTyEq9fHVM3abB5N238DKoGdN94KUWtdM/DBrDJe7Vilh/9+w80d5XH0I63IMZsSys7EvZ3WwYvWgmuTNYvfy/YQHiK/mjZ2xi8w6S0ZrI1gTUfFJph2jGxdlWMMkeHFEBMKuX+DYdGLT8Br9ABV7vb13dxQKhULxylHzmYyNOn+Kd4mHQRFsueDNf+duM/5BN7LoghkaNYyN5vjVQc62ljQvk5PmZVypXjALlhbx586DFp5kywVvOlTOg09QJHtjwnycbAwMb1iE7u75sDZYEG0y0+zf/Vx/GEIP93z89EHpVI1/+yUf+s8/gV1M8vhbLWBGBksF35EpEqgCErDS+OeUX8uE+cPJOXB0urShAzT8Dmp9nKTU+WTx+I60kT+6JtdhnZc+728YEQTT6sDjW5J23Wlx0sahabC8h7SOO+eFgfskvCet0DQ48E/cNW7B+vLZF24Iwd4wroyIyf12JVz1ufNn2P+n+H322wUXVkpCtf9NQCfBtgXrpd2YMxI+l2BGAzCGQ4Nvoc4nr3tEbwUqhVzx1jG6cTEalchOlNFMn1WeBDT6S144NAFu7k3ZTmt/DM3GyuMjk/jg3lg+qpM/9mW/kCh6zTnG45g2kwSxdYEuy6H6kNhFei2av/mbTlYHYlvTx+24mnCoz9PYOEPzP6S607WcCJobR4lBtff5ZL1FhUKhUCgUCoUiI/IwOIL5h2/TYdphqo3ZyffrL5LXcz1ZdMF4kY0t5qoAPF0YGRQeTWB4NHZWhufEy7AoI7s8fABYefIee6/6Ymmho0/NAuz9tD79ahfE2iBVZXMO3uL6wxCy2FsxunGxVL0P8b68Coj35VsrXgZ4is3X3yVh6xciXtpmguZ/SsBKSsRLv+vSrvtPKdj5k4iXDjmlArD26LQXL0F8NPv+J8nnEYHis3lpXfx1bJygwzzxw7yyWQS+pPC072X7uWkrXppNsPnTOPESHdzcDYvawuTqcO0/qRwFODzhxfsI8Iyr0MxeCsaXl6Aa/5vSTv7+P++ueBkZIi30xnCp1q318ese0TuHqsBMIeqO9+shOCKaDycf4trDEMq7ubAy91IMZ+aL98TAA2CfNWU7Pr1QEuA0M+YyHRgZMYD15x/GVk5WzpeJhf2qJS1h8NQCERvN0bGLfjT1Zk50YwBK5HRkw7BaGCyS+AVuNskX3a7/iW+MzgKqD4J6X0orgEKhUCgUKUTNZzI26vwp3kYiok2sPHmP9We9OH7bP17Qc0U3J2aFDCFT+B1+ju7GHHNzvm9Zis5V3Thy05+ZB26xL6aiEqC8mwv9ahfgvVI5iTZpfLLiLJvOP4h9vVnpnHz+XnHyZ7WPNwafoAga/LmH0CgTf7QtS4cqbql6Tzsu+dDvba6+vHdSRK9L60CL8f3PUgTcB0PZTmCVSDfbs2ga3D4gouCVLfCkHCRHGagxVFrRDa/gM4wOh1X9wGMjoINmv0O1j+Kvc2yGCHx6A/TZBnkqJ7w/r9Mwq4m0jjcdI59Peo31vTEScHV0miSGR4XIejYuEBEg64w4+3zo0cK2Eo4UeyWMVGJWHwzlu4BV/N+Vd4o1A+HsEtEePtqvWsfTkKTOZ5SAmULUhPH1cedRKK0mHiQwPJrO5bPwq98wdH5XoXBjqYJMaVvChVWwegCYjZiLvU//sEHsvBaXPteijCsTOldImvfNncOwrBuE+cUu+svUiQnRrQDoXNWNMR+WTd74grzkTuaTu39OuaHZH1Di/eTtR6FQKBSKGNR8JmOjzp/ibULTNNaf9eKPrVe4HxAeu7xCXhdalHGlWRlXHO7swHlNN4I0W+qbJ/Fb51o0Lpkj3n6ueAcz+8At1py+T5TJDEAOJ2vCokwERxgByOZgxeRulaiS/8WhL8OXnGb9WS8q5HVh1cAaSZr/R0SbeBAYwYOAcPk/8Mn/EZz1DOBRaBQD6xbii2bFU/oRvVmYTeCxSVKtPY/ELS9QJ6ZluXHyr8uMUXBxjYih3ufilhd9T9Kl89dOn4rLl2E2id/m8ZnyvOYIaPhD3HvTNPGzvLT25S3hEYExLee3oVgLSVFPq/cS5g9LOst5sLCSUJnSH8Y/9qn5cGQqBN2LW56tBLSfA1mLwtWtsOe3+J97vlryuRdt+u76XT7h9CJYN1h8L3tulBBeRZqhBMx0Rk0YXy8Hr/vRY/YxTGaNv+tY8OGpnhLq0/hnqDk85Tu+siU2zc5YtBmdA4Zw/G5cy3e/WgX45v2SSdvX4zuwpJMYHccwX/8B34V1AHT0q1WAr5qXSL4Z+NX/YPNoCLgrz4u/D83HglOu5O1HoVAoFO88aj6TsVHnT/G2cPy2P//bdDk2QDOnkw19axWgeVlXcrtIOMttv1AeT25CBfMF5tGS0r0nUClfwu23vsGRLDxyhwVH7sSmjj/BykJPLhcbcjrbkMvZlpzONri62OLqZENwZDSjlp1Fp4MNQ2tROrdzvG2DI6I56xnIqbuPOXcvkPsB4XgHhvM4LJqX4Wxrya7RdcniYJ3wSl6n4eRcCabJWeal+0tzIkNgz5gYn8Mk4HMxzt9Sbwll2kmVnmsyizSecGaJtD4Hx1TIGmyhfGfZZ9YkZAikJ5oGB/6WFnaAMh3gg0lxVaARgTCtbowf5gvESU2T1uNL69Le9zLgrlRN+l0Fa2fovBjy13rxuiYjXF4Hu8eIv+cT7LND6FOhsS75ocNcyFUhbcb4JhJ4H07MgoeXk7b+jd0xvpffvLnp6xkYJWCmM2rC+PqZe/AWP2y4hF4HW2vfpOixb6R0v/dWcKuS8h3f2A2LO4IpkshyPfjgdjs8fEJiX/6+ZUl61yyQtH1FhkhV55VNsYs2UYfhEf0xYUG9Ytn4p0N5MiW3jSQqDPb9If6fZiNYO0HjH1XIj0KhUCiShZrPZGzU+VNkdG75hfL7Fg+2XpRQFjsrCwbVLUS/2gWxtYqr+DrrGcAfc5axyPwZRiy41+Mw+QsmzZfyv4veDFhwMtlj61Y9Lz9/UJqbfqGcuvOYU3cDOH33MVd8gknoCtrW0gJXlzhRNJezDTmdbXF1saFULieyO9okfMArWyXROjoMrByg4wLx2XsVhDyERe3hwZnkbWebSZKtq/QHJ9eUHVvTYPevcm0DkgBedYDs1+7FFbKvjTNLYP1Quf4qUBc6LhQvTACvMzCr8Yvbw2PbzC1j2swTCM9JLg/OyXkL8ZbuvK4rIUcSim3MZphQQapBn7SKW9rJz56FDYw4/fYWx3idlqrhi2vkPCaHgvWh22p1vZ0OKAEznVETxtePpml8seo8y054ksvJmv2FF2JxaU3a3NW6vEHS4TQzIe6f0vxsTe76hwHyJ35Kt0q8Vzpn0vZlNsPuXyTJLYYj5pL0jPqMSKxwdbZhYpcKVMqXgi9on4vi3Xk/ZlKWrya0/Pf136VUKBQKRYZAzWeSx6RJkxg7dize3t6UK1eOCRMmULVq1ReuO3fuXHr37h1vmbW1NREREbHPNU3j+++/Z8aMGQQEBFCzZk2mTJlCkSJJ+x5X50+RUXkcGsX4XddYcPgORrOGXgcdq+RlVOMiz4l8uz0eMnjRKcbwL60tDhFRoi02HWcn6ThGk5nm4/dz1SeEAlntuOUXRv/aBenhng+vgHC8gyLwCojAOzAcr8AIvAMj8HwchqWFnmI5HLjgFUTACyorc7vYUjFfJiq4uVAgq31sJaeTrQFdStqCT84VD33NHOdRqDdIlV+5TsnfX3J4dAMWfihill0WqPs5GF5SJfoEa0dp7U6NJ6IpGjaMhDML5XmdT+VfUo7/uri+U64To0LEk7Prijjx9kVCZTzfy1+lJTstuLkHlnaTjITsJUW8dM6d9O1PL4R1Q6T6svlY2P6tVHPW/Rzqf5U2Y3xTMJukRf7wJLhzMG55vlpQqjVYWCa+DysHKNHyzf7ZzMAoATOdURPGN4OIaBP1/9zDg8AIfmzqRs9zPaR0v/j7ckcsNb4ix2fBJkkW86//O032F8IvRNpPrA16Fvev/tK2lee4+h+s6guR0pJ+y5yD1lE/EYgjBr2Oz98rTr/aBZI/6TGbxJx5188xd82soe6nUGPEqzG3VigUCkWGRc1nks6yZcvo0aMHU6dOpVq1aowbN44VK1Zw5coVsmfP/tz6c+fOZcSIEVy5ciV2mU6nI0eOOL++33//nTFjxjBv3jwKFCjAt99+y/nz57l06RI2Ni+p1IpBnT9FRiPSaGL+oTtM2HWNoBg/ynrFsvFV8xIUzeH43PrLj3vy5ZrzZDf7ccBmBBaY4aN94FouScdbdPQOX6+5gLOtJRHRRiKNGhuG1qJMHucXrr/9kg/DlpwiItocu8zKoKdsbmcq5stExbwuVMybiexOif9+JglNE9/Bvb/J8/LdoPkfsH44XFgpyxp+J2nH6eH9eO8kLG4PYY8gU36pLstSKO2P8yKeJDpf3yG+gu//A5V6vZpjpxavM1L5GPoQnN2g2yrIVuz5VvFeG2F+qxjfy+bQaXHanMdzy2HtYAmNzV9brnttXZK3D2MkjCsDIT6Q1x3uHpZ092En356g2KhQOLNYwqCeWCPoDRIC5T747W6Rz2AoATOdURPGN4flxz35bNU5MtlZcqBHJuznN5M/5s3GQrUBqdv57l9h7++g03OvyTSabXUiOFKS9VzsLFkzuCYFsibjrmOwDyztHFsxGazZ0kv3CycjpJqzUYkc/NW+HM52SbgL9CyP78id2xs75Xn2UtBqQtq1KCgUCoXirUPNZ5JOtWrVqFKlChMnTgTAbDbj5ubGsGHD+OKLL55bf+7cuYwcOZKAgIAX7k/TNHLlysXo0aP55JNPAAgMDCRHjhzMnTuXTp0Sr7pS50+RUdA0jbH/XWH+oduExMyl3TLZMqRBYVqWzYW9teG59Sfsus7f268CMCf3euo/WipiTa+NSTpmcEQ09cbu4VFoFCVzOXHJKwi3zLbs+7T+CwsGFh+9yzdrz2PWoEr+TDQr7UrFfJko6eqElSEdWkZNRtg4Ek4vkOd1PpPKN51OOrh2fA+HxstrVfpJeGdaBqk83bLuWl4qCR2evxmTLjzdsm6whfZzodh7r+bYacXj2+I9+ei6VM12Xgr53OOH9Vg5SKWmc174aG/qW+I1DQ6Mg50/yPNSbSSwJ6VVgfvGwq7/xT3/YBJU6Ja6MSYXTUt7cT7IC45NhxNzYhLXARtnsSWoOuDtbY/PwCgBM51RE8Y3B6PJTNNx+7jhG8rwBoX52Gk3bP1cEtj6bodc5VO+c02DDcMltc1gg0eT+Xyw3kSkUX5t8ma2Y/XgGmR9mRn3s5jNsP07tMMT0AFGTc/CnJ/z671yRJnM5HaxZVLXipR3c0nZeM+vgC2fQ7i/3M2sNhDqf/323ElTKBQKRZqh5jNJIyoqCjs7O1auXEnr1q1jl/fs2ZOAgADWrVv33DZz586lX79+5M6dG7PZTMWKFfn1118pVaoUADdv3qRQoUKcPn2a8uXLx25Xt25dypcvz7///vvcPiMjI4mMjIx9HhQUhJubmzp/ijeaY7f8Gb7kFN5BkQmu42hjiPONdLHhcWh0rC/mqNo5GH6uDbrIIOiyXBKRk8AfWz2YvOcGFjodJk3a1Me2K0fbSnniradpGv9sv8r4XdcB6FA5D7+0KYOlRTr63EWFSnL1tf9kvt7iLxFXnuXIFNj6JaBJh1nbmWBpm/rjP92yXrgRtJ/36q4Vnm1Z77Ic8lR+NcdOa0IfwZKOcO+4dMG1nQklW8VvG9cbYtrJU/EezSbY9xccnQzhj2WZ+1AJsE2NH2OYP/xdUsJpcpaBAXtfbdr4pXWwbihkKSyt9SU/SFo7d0J4nYnxt1wd52+ZuaAEQZXrrK6H32CSOh9V7qOKDI/BQs+nTcXEe+aBW/iW7CXpb6YouasYEfTyHbwMnQ5a/CMl/8YIiu/qz4JWzjy5CXvXP4w+c47jGeOPmST0emj6P3Sdl2LSGTDozPT0HsPuIsspkMmK+wHhdJx2mIPX/VI23rIdYOhxKNtRJiVHJsNkd2nPUCgUCoVCkWz8/PwwmUzx2r8BcuTIgbe39wu3KVasGLNnz2bdunUsXLgQs9lMjRo1uHfvHkDsdsnZ55gxY3B2do795+bmltq3plCkG3cehdJv3nE6TDscK14Wy+FI+0p5qFs0G8VyOOJoI5WXwRFGrvgEs/eqL0uOebL1ojc6Hfz8QSlGZD4q4mXWolC4cZKOfckrkKl7bwBg0jQKZ3dg9eCaz4mX0SYzn686FyteDm9QmN/blk1f8TLEF+a+L+KlwRY6LnqxeAlQfZBUJ1pYg8dGmP+BiE4p5UlgzoYRcp1QvqtUDr4qYefeCQm6eXxbWtb7bs+44iWAfRbosV6uFU2R4o15dLq0Jr//jwi0zf9M+XsM85dA2F9ywp5f4sRLCytpt09tmIxdZqj9saSXN//z1YqXR6fB8p5ir+Z1SqzW/i0PB8dDeEDS92M2g8dmmNMCpteF88tFvMxXEzotgaEnoGp/JV6+JagKzBSiKhbeLDRNo/Wkg5y9F0ivGvn5oZGrlO4HekLpttB2VupK06PCYEFr8DwKTrnZ7r6A/uviLi5sLS0Y3aQovWsWwEKf9OOY/W8TMqE2TpqIrKbMRfjC5htW3LTE1tKCeX2qUrVAKloNru2Qu6uBd+V5xZ7Q5H9xaXkKhUKheKdR85mk4eXlRe7cuTl06BDu7u6xyz/77DP27t3L0aNHE91HdHQ0JUqUoHPnzvz8888cOnSImjVr4uXlhatrXHpvhw4d0Ol0LFu27Ll9qApMRUYgICyKCbuuM+/QbYxmudS00MF3LUvRs0b+59YPiTRKiE6AhOh4BYbjHxpF01I5qVnABcaXlzl9y3+T5JG4/ZIPQxefItIoPpYf1SnIqMZFsbGML86ERRkZsugUu6/4otfB/1qXoUu1vKl894nw6Ia0HT++BbaZpfrQrUri290+KDZUEYGQpYh4LmbKl7xjv6xl/VVwZatUnRrDReDrsvzVtaynNyYjbPkUTsSES9UcCQ2/l8cpERl9LsHm0XDnMPCUXONaTio675+EHKWh3460qch9lTxrj1C5j3hvHp8Bob6yzMoBKnSHah9B5gIv3k+sv+UU8JebFcrfMuOiWsjTGTXhf/M4dN2PLjOPYmmhY9foeriFXoDZ74FmgpbjoVLP1B0gzF/253cFshVneZkZfLbZM94q5fI481vbspRwTfrPxB0vbyKmNaKYTvalGWyY7jScMV7lsLcyML9vteSFBT1LZIgE/BydKs+d3cTfpGDdlO9ToVAoFG8Faj6TNFLSQv4i2rdvj8FgYMmSJSlqIX8Wdf4UbxKRRhMLDt9hwq7rBIbHJXfncrZhdu8qFM+Zgp/R8yulMssuK4y6CJYJh+cEhEXx44ZLrDl9P3bZX+3L0rbS85XKfiGR9J17nLP3ArGx1DOhc0Ual8zx3Hppyv2TsKgDhPmBSz4JzMlaOOnbP7ws4mfQfXDIIanTrmWTtm1SW9bTi3gt642lqvRtq4jTNNj/Z5ynZNmO0Gpi8kJVL20Qce+JIAegsxDbhOZ/Ssp4sDdMrSViX6VeIuxnFIxRsG6wWJ5B/ICq6AgJrjo8CR5ektd1erFOcB8KblVlvSAvSXs/MTu+v2Wl3uJvmZwkdsUbgxIw0xk1YXwz6T7rKPuv+fFhhdz83bG8mBzv+B4MNtB/N+QomboDBHhK20PwA3CrztR8f/HbjjsA2Bj0RBjNGPQ6BtYtxNAGhZ+705sQs/d6kG/HABpanI1ddsLGnYEBPYi0zsKi/tUom8cldWO/fUDS6gJkvFTpD41/BKtkhBApFAqF4q1CzWeSTrVq1ahatSoTJkwAJMQnb968DB069IUhPs9iMpkoVaoUzZs35++//44N8fnkk08YPXo0IOcje/bsKsRHkaHQNI0tF7z5bYsHd5+xVWpcMgd/dSiHk00KfO00DWbUFz/Bel9CvYR/z3Zc8uGrNed5GBxXodymQm7+6Vj+uXVv+4XSc84x7jwKI5OdJbN6VaFi3hQUC5iixcMvOglWUhGB0rodHSZVdF1WgGMKBNPA+xJ+8/CiVKnV/wqsn09vf44Tc6RN12AL7WZD8ebJP/bThDyEa9ulUCQxfC7B0SnyuHw3aDkudT6Hr5uHHiIe5qv54urK04tg/TD5bArUhTLtXr4/TQOfiyLqhT9lD2BlL91zDb9/Xri/sQsWfAho8OFMKNs+1W8r3YkIgmXd4NZeqZRsNRHKd35+PU2Dm7tFyHzaAi13JchUAC6tjfO3zFRA/C3Ld3n7BPH0xBQNdw6CfTbIUep1jwZQAma6oyaMbybn7gXQauJBdDrYMqI2xbM7wOL28scvazEYsDv1gp3PRZjdDCIDoVgL/sz0FRP3iChYJrcz5+8HAlAwqz1jPixDtYJZEt2lyazRccp+2jz4h66GXbHLg3WOfBnZi/1WtVk8oDqlcjmnbuyRIbD927j2hkwFoPUUScxTKBQKxTuHms8knWXLltGzZ0+mTZtG1apVGTduHMuXL8fDw4McOXLQo0cPcufOzZgxYwD46aefqF69OoULFyYgIICxY8eydu1aTp48ScmSckP1999/57fffmPevHkUKFCAb7/9lnPnznHp0iVsbBKuNHuCOn+K14nJrLHzsg9T9t7g9N0AAAx6HUazhg749L1iDKxTCH0y7JXicfsgzG0uhQijLoJ91udWCQyL5seNF1l9SqouczhZ4xMUia2lBbs/qUdO5/i/R2c9A+gz9ziPQqNwy2zLvN5VKZgthcLH9u/gYDKr3wo1hA7zkiY6JkREICztCrf3J2+75LSsJ8ac5iKAJIdX3bKeHvhcghkNpA0+a9GYcJhOz7dxX9shfpjRock/hmMuqPs5VO718vV2/QL7/hAhe8AeyFok+cd6VQQ9EOHd57yMt8N8KNww8e0eXpY8h7PLxGP0CflqSuhP0fderW9nRic8QMKJj06DIPHjJn9tqXAt0iT1nqqpQAmY6YyaML65DFl0ik3nH9CoRHZm9qwCoX5SZh/8QIyqW09O/UFuH4QFbcAUiVaxFz9q/Zl7+A56HfSrVYA1Z7zwjbkD3LVaXj5vVjzRO8/XH4bQfPw++mjr+MxyGfqn/E42marym34APRtVIoeTDUazGaNJw87KQMMS2ZNc6RnLjV2wbljMHy6dfPk2/DbjeagoFAqFIlWo+UzymDhxImPHjsXb25vy5cszfvx4qlWrBkC9evXInz8/c+fOBWDUqFGsXr0ab29vMmXKRKVKlfjf//5HhQpxvlyapvH9998zffp0AgICqFWrFpMnT6Zo0aJJGo86f4rXQWikkZUn7zHn4C1uP5LqQysLPTodRBrNZLa3YkLnCtQs/LzgmCyWdIYrm6U1tOW45142mzXaTDnEWc8A9DroU7MAWy96c+9xOCMaFmFU4/i/R7uvPGTwwlOER5sonduJ2b2qkN0x8RsFL8T/FkyqKqGhBeuLyJoYucpD7dFpU31ojIR9Y8H7QtLWt3WB2p8kr2U9Ie6dgJkNQW8pCeaJodND6Q8Tr0R804kMkYpgv6vxl9tlgcp9oUq/+FW1D85KIE3UMyKmMRIC7kpGgSlKluktIEcZaPoL5K+VtPGYTRLqdHv/m+2H6XtFrA8CPcE+O3RdIb8LySHEV2wIQn1FMM5dMT1G+vbif0tEy9MLICpEltlmkqrYJ1XUWQrHpbVb2b3yISoBM51RE8Y3lxu+ITT5Zx8ms8bKge5Uzp9Z2qfntRTflfpfQ93PUn+gS+vlzhoaWuV+fBHejWUnvbC00DGuQ3kO3PBjyTHxtczhZM3PH5SmSamcL93llD03+H2rB1V1lxlvNYGcugA0TW5U+mlOfBPdh63mqvG2qZQvE7N7VsHZLpmToYhA2PYVnF4oz7MUgTZTM3YSoEKhUCiShZrPZGzU+VOkF96BEWw85xUbhAMQHBHNqbsBnPUMiF1uY9BTKLsDF70kkLK8mwuTu1Ykl0sqhRS/6zCxMqBJivALqss2nPVi2JLTOFgbmNenKifv+PPrZg+yO1qz59N62FlJwvmF+4HMOnCL9We9MJk1ahfJypRulXCwNqR8fMt7SitrwfrQfU3GripMLk/ee7ku0GbK6x7Nq0HTYM1AOLcUHF2h9xa4skVa4wNiwlItrKBMexGBcpZ+fh8PL0tb9LnlcdWEzm5QbSBU7C4+jsklnh/mi4X+18qdw7Ckk3hVZikcEz6V/3WP6t1A08DzGByeCB4bRQcByFZCqlfLtJefm2PT4OQ8SYMHETYr9xG7OSfXhPefxigBM51RE8Y3my9Xn2PJMU+q5M/E8o/c0el08oWx7StZocG3UOeT1B/o1ALxOEHDXLEXI4K7s+G8D9YGPXN7V0VD46vV52PvTg+tX5hPmhZLcHdGk5mRy85wxjOAbLogvo4cR2XT6XjrbDS7syL7SHT2mTl55zHBEUaK53Rkft+qKbuLfHUbrB8OId5yh7TmCGlbeBPv4CkUCoUiTVHzmYyNOn+K9OCWXyidph/GJygy8ZWfonv1fHzzfgmsDWnQ0rlxlFgeFW0GXZY+93K0yUyTf/Zxyy+UUY2K0q16XuqN3UNwpJGx7crStmIednk8ZOaBmxy5Gecr2K5SHn5tUwYrQypaJe8ehdlNZN488MAb4yH3Snh8G8ZXEDFk4MEXC3VvI6cXwrohcs57bYJ8NWS5ySji0JHJ4Hk0bv2C9aQtt1DDOD/HGzvjXs9dSV4v0QosUiGkQ3w/zLaz3pxK10vrYVU/EWvzVIHOy8A+cWs1RSoxGeHyOvmZu38ybnmhhiJcFmrw/A2XyGDxbj0yOS4vQ28pP0vVByc9LCwVZAgBc9++fYwdO5aTJ0/y4MED1qxZEy/Z8UXs2bOHjz/+mIsXL+Lm5sY333xDr169Yl//4Ycf+PHHH+NtU6xYMTw8PGKfR0REMHr0aJYuXUpkZCRNmzZl8uTJ5MiRdCNlNWF8s3kQGE69sXuINJqZ3asyDYrHnNv9f8POmJ+PRj9ArVGpP9iZxRKOg4a5fDc+CujOdo9H2FlZsLBfNUq6OvHPjqtM23sTgP+1Lk236vmStm+zGQ78HZNmp6EBOuARLphb/INfnkb0mH0M3+BI8mWxY2HfarhlTkHJd5g/bP0Czi2T5y55ocn/5Ev1XbqjrFAoFO8Yaj6TsVHnT5HWPC1e5nC0xqyBb0ickJnNwZpiOR3J5WwjBQLIVLFesWy8VzqNqnVCH8E/pcRnsNemF7bULjl2ly9XnyeLvRV7P6vPH1s9mH/4DiVyOtKpWl7mHbzNTT9p3TXodbQo60rfWgVSH4ppNsOsRiIMVOwJrcanbn8ZjS1fSNVhwfrQY23a7TfYB07MEsuvJv9LWTXiizg5V/IL6n8tbfQp4Wnfy5cVwXgehyOTJNjpSbWbtbPkJsCLE7XTil3/E0sBKwcYsDdtrAJSw+mFsG4ooEGx5iKsvqq25IC7sPNnCctKaWXr0xgj4cIquLgWjBFJ2yZ3JQkeS04CfUJEhsCun6WCNyk8uhHnb2lhDeU6igiZvUTi25pN4LFJxE/PI3HLC9SBel+la25GhhAwt2zZwsGDB6lUqRIffvhhogLmrVu3KF26NAMHDqRfv37s3LmTkSNHsmnTJpo2bQqIgLly5Up27IhLrDIYDGTNGufBMmjQIDZt2sTcuXNxdnZm6NCh6PV6Dh5MuhGxmjC++YzZfJlp+25SPKcjm4fXjjMQ3zc2RhBEviBrDEv9wc6tgDUDQDNjKtORnv49OXAjACcbA0tiwnf+3XGNf3ZcRa+DGT0q07BEMpIHbx+ElX0gxBszulh/zLDi7XhU+ye6LLqCp3842R2tWdC3GsVyptAY/PJG2PIZBIkROvlrQ7Pf3607ywqFQvEOoeYzGRt1/hRpyfWHIbSfeojHYdFY6HWYzDLfNOh1vF/Wlb61ClImTxoJSy/jiUiWqwL03/2c0BMRbaLe2D14B0Xw7fslqVs0G03/2YdJ07C3tiA0UjzdHG0MdKmWl57u+VPf0v6E8ythVV8RioadSlmSeEYlPECE5agQaQVOiv9lYnhfkKqv8yvi/CBLtJKQl9QKfB6bYGkXeZy9FHRbCU65krePp30vCzWArqsSDzp5fAeOTZe23Khg+Vmp2AOqfZR+7dMmo/hh3jkgXpr9tr++brqgBzChIkSHSVt78z9TX2WaVIyRMKsJPDgjz60cn/rsk1hA9ITQR1IFfnwGhPgkfywF60GHBWCTiu/mEF8JJPY6nfi6T2OXFar2F29Wh2wpO/a9EyJkXlonPpnt5oiXbTqRIQTMp9HpdIkKmJ9//jmbNm3iwoU4s+JOnToREBDA1q1bAREw165dy5kzZ164j8DAQLJly8bixYtp107Kqz08PChRogSHDx+mevXqSRqvmjC++QSERVH7j90ERxgZ17E8rSvkjntxz++w51d53PRXKadOLRdWS5m8ZsJYsi1d/Hpz7G4QWeytWPaRO4Wy2fP5qnMsP3EPW0sLlg6oTjk3l6TvP8RXRNIbklL+xBvT6JCLoGYT6fyfJVd8gnG2tWRu7ypUyJspZe8jKhQOjJNURVOk3C2s3FdSA+0yp2yfCoVCoXgjUfOZjI06f4rUYjJrHL/tz5Jjd9lw1gvzU1eGLnaWdKqSl5418uHq/IrEEL/rMLkamI3QfS0Uqv/cKtP33eDXzR7kdrFlRo9K9Jl7Au+guMqovJnt6FMzP+0ru2GfGp/LZ4kOh4lVJIykwTdQ59O023dG4MA42PE9ZC8Jgw6lXGA0m+H6DvHmu7U3bnnuyhJ8Y46GZmOh2oCUj/XxHZhWWzz/9ZayT6c8ImImpRLtCWsGwtkl4nv50f7kiUERQSI85SqfdhWlLyPogfhhhvm9Xj/MdUOkAjNPFei7/dV2823+TDwdbTNJYJDfFVmu04sw7j5Eql9fhu/VmOTzJXEVl465oErfpAnQYf6w4wdJoM9RRkKLUuIl+eiGhB89vgW2maV71Mo+8e2s7KVC2jKFAWXPEuAJZxZJCFg6CtFJnc+8Iik8bTh8+DCNGsW/09O0aVNGjhwZb9m1a9fIlSsXNjY2uLu7M2bMGPLmzQvAyZMniY6Ojref4sWLkzdv3pcKmJGRkURGxrVPBAUFpdG7UqQXLnZWDKxbiLHbrvDX9is0L+Ma53dT73O5k7D3d/HF1FlA9YGpO2DpDyVBbmUfDJdWsai4kXbG3pz1CqPrzCOs+KgGv7Qpg3dQJPuu+tJ33nHWDK6Z9JZvh2xy1+/AX2i7f0WHmSjNAqsQLzKtaMu6qkPpbtWI456hdJ15lOndK1OrSArSH63socHXUKEb/PcNXF4vd54urJTJWqXe8j4VCoVCoVAoFBmOJ6Ll5vMP2HLBG9/guGscvQ5alHWlbcU81CiUNXVekSlh+3ciXhZp+kLxMigimsl7bgBQp2hWWk86RJRJ2nVL53ZiaP0iNC6ZAwt9OogmRyaLeOmUR9qA3yWMUZJiDCICpUSUig6Hs0vlc3yS5K2zgJKtoPoQcKsCR6aIrdV/X8vzXBVSNtaVvUW8zF0ZPpwOizvCo2swuyl0WgL5aya+n9OLRMTS6aUFOrmVbDZOULBu8sefUpxc5b0ubAsn54j1wqv2w/Q+L58bQNMxr1a8vLROxEuANtOlQvjGLhHKb+6W4KlLa0VYdR8CxVvGCXKaBrf2ScXhtW1x+3QtB+7DoFRrsEhGYK5bFVjUHnzOS0Vot1WQrWjSt793Uiovwx6BSz7otvr12QK4uEG9L17PsV/AK/5GSh3e3t7P+VTmyJGDoKAgwsPDAahWrRpz585l69atTJkyhVu3blG7dm2Cg4Nj92FlZYWLi8tz+/H29k7w2GPGjMHZ2Tn2n5ubW9q+OUW60LtmfrI6WOPpH87S43fjv1jvS6g9Wh5v/RyOzUj9AUt+IC0PekssPdaxIssMSmSzxicokq6zjuAXEsnkrhUp6eqEX0gUPecc43FoVNL3r9dDnU/R9dyAyT4HVjoTRk2HDg2bYxNYzNd0zB9GWJSJPnOPs+X8g5S/l0z5oOMC6LFe7rSGP4ZNo2FaHUl1VygUCoVCoVBkGMxmjX+2X6X6mJ10mn6E+Yfv4BscyROJIZezDQc+b8CEzhWpVyz7qxcvb+2DK5tE1Gry8wtXmbnvJgFh0TjbGlhyzDNWvGxRxpWNw2rzXumc6SNehjwUL32ARt+/e2GXF9dAsBc45JD0YpBrg1C/xP89vg27fpH2840jRby0dhIReMQZaD9XBB+QRO7i70s7+YpeIkImlx0/iEepjTO0nwNZCkHf/8CtmuxvQWt5Py/j4WW57gHxz0yK4PkmULhhnEfnhhFSxZcUTMbUH1vTYgJzNSjdNu6cJoYxUrZNDf63Yjw3kUDaok3kurlII/FqHXRIinMsrODecfnZGl9BBMszi2FqbZjfKka81EGxFtBrs/iJlm2fPPESRHjvux0yF4LAuxL6dfdI4tsBXNkK894X8dK1HPTb8fo9Td8gMpSAmRSaNWtG+/btKVu2LE2bNmXz5s0EBASwfPnyVO33yy+/JDAwMPafp6dnGo1YkZ7YWRkY0VB+4cfvvE5o5FN/nHU6MWKuOVKeb/5EfC5SS/EW0GkRWFhhdW0Ta7NNo3BmSzz9w+k95zhmTWNO7yrkcrbhpm8oAxacICLalLxj5K+FxaCDmAs1xKCTP/hRmgFL3wv86juE392OEGUyMWTxKZY9K9wml4J1pWWi2ViwcQGfCzC3BSzvKSXlCoVCoVAoFIo3nqXHPfl35zV8gyNxsjHwXqmcZLK1RAOKZHdg3dBaaecVmVzMZtj2tTyu3AeyFXtuFb+QSKbvl1DMwPC4OX2+LHb8r3U6p2Hv/kW8H3NVhNJvSMrzq0LT4PAEeVx1gIhAm0bD7/lhbKHE//1bDvb9EVNNllcq80ZdhKa/yPOn0engg4ngnFeEz/XDkidueWySIB2A1lPj9m+XGXqse0oc7S3Vni8iKlSuc4zh4ntZ6+PkfFqvn7pfQL5a8vM6pxkc+EfE5oTY8gX85gbHZ6XuuFe3yU0IC2to+H3i63udFvu1X3NJhWxkcMqOa4wUQTIySETqBt8+v06OUvDBJPm5q/s52GURYXHbV7B2kFRKWtrJz/ewk9B5sYjWqakgzVxAhPPcleXzn/8BXN7w8m1OzoOlncU/tFBDCTFzyJ7yMbyFZCgBM2fOnPj4xDdQ9fHxwcnJCVvbF3/Zuri4ULRoUa5fvx67j6ioKAICAp7bT86cORM8trW1NU5OTvH+KTIGHavkJW9mO/xCIplz8Fb8F3U68ZN4EuSzcZSk1aWWok2h8xIw2GB98z82ZJ9KbgcdHt7BDF54ikx2VsztUxVHGwPHbz9m9IqzmM3JvPPkkA1915XQ9FfMekusdEYiNEssTJF09B3PlqwTyKwF8vmq80zbm8S7bwlhYRAfmmGnxA9Tp5cS/IlVYP9f0qqhUCgUCoVCoXgj8QmKYMxmSbEd2agIqwbV4IxnAI/Doymc3YHF/auTzdH69Q3w3FLwPiepzQm0K36z9jwR0eZ4y8q5ubB6UA0y2adB2m9C+FyEU/PlcdNfEw9xedu4tU9agy3tRFw+NQ+Oz0zePtyqQft5MOw0uA9+ebCJbSapytRbSltwUo/1+I6IUSDVncWbx3/d0lY65ar0A7SYVvVvRDx/mk2fiHeiQ05pRc5o59vCAG1nSutxiI9UpP5dCjZ/+nxF5pnFEpgVHQabPpb07pRUQ5qi5bMEqD4o4cCcJynXc5rD9HoS3mQ2SuXj3BaSRp9ctn8noT22maDd7JdXSzpkl1yHUReh5b/iUZm5oOgBoy5C87FSsZtW2GeFnhugaDPx01zW/cVdn5oGu8fAhuGSYF+uC3RZBtYpDOZ9i8lQv43u7u7s3Lkz3rLt27fj7p5wnHtISAg3btzA1VWMUytVqoSlpWW8/Vy5coW7d+++dD+KjIuVQc/oJuI5MW3vTR4GR8RfQaeDxj9D9cHyfMMIOLUg9Qcu3Ej+8Bhssb29k605ppDJysSB6358ufo8RbI7MK17JSwtdGw694AxWy4n/xh6PbgPQd9vB+bMhbDRRWPWwKjpKRFyhD32X9JQf5IxWzz4dfPl2DTJFGOfBd7/Gz7aB/lqyp3JnT/BlBpwc0/q9q1QKBQKhUKhSBe+W3eB4Egj5dxcaFk2Fz1mH8M7KILC2R1Y8rrFy6hQmU8C1BktF/1PoWkaf2z1YOuF+OJGg+LZWdK/Glkc0nHsmiaVoZpZrKLyvYPXi4cnyv/lu0LQfQlKAWj0I/wQmLR/ff+L8RFMYgRHnkrQOOZnYttXiacwG6NgZZ8Y38tKCVcA6i0kFbvhd/L80ARY3V+q+CDG93KxFGu0S4Hv5ZuCkysMPQ6tp0CO0hIoc2w6TKgES7vCnUPx2+Tzxvxc7/8T1g4WQTI5nJgjHqN2WaH2CypWo0JFuJtYWZLh7xwEvQHKdhR/UbusEuA0q7EEeSWVS+vh6FR53GYaOOdJ2naWtlCpFww6AMNPQ61R6RdWa2UHHRdCxZ6AJl2fO36ME4pNRqk03vubPK/9CbSenPy29XeE1ypghoSEcObMmdjE8Fu3bnHmzBnu3pWW1y+//JIePXrErj9w4EBu3rzJZ599hoeHB5MnT2b58uWMGjUqdp1PPvmEvXv3cvv2bQ4dOkSbNm2wsLCgc+fOADg7O9O3b18+/vhjdu/ezcmTJ+nduzfu7u5JTiBXZDxals1FqVxOBEcaGbXszPNCnk4nd1SrxQT5rB8GZ5ak/sAF60nymKU9jvf3sSvnBJz14aw6dY9xO65Ro1BWxrYrB8CM/beY+2yFaFLJVR79R/ugfDf0OjDozIRpVjiYAphl9Re/GGaxYN8lesw+il9IZOL7S4ycZaSkvc00sM8mX1jzP5CJQ1AqfDcVCoVCoVAoFGnKlvMP2HbRB4Nex4gGhek26ygPAt8Q8RJERAp+IBVjVT+K91JIpJHBi07FBvc8oWNlN6Z3r4SdVTpn0l7fIQEgekup0nrXeOgB1/4DdFCxh7TqmiKhSBOoMTx9j119kHgRJsUPc+ePcP+E+F62mwOGl1Tk6nSSg9B6qohoF1bConZw9+hTvpdfSQhORsZgDeW7wMAD0j5fpAmggcdGaS2fXk8qLwvUleu6luPFf/bs4uS1dIc/hj1j5HH9r+Inrgfeh+3fw98lRbjzvymWZLVGwcjzEjpUpp0I3JkKQMAdETE9jyd+3Od8L5sm48N5xVgYpOKzfoxNxoG/pVo4/LG0jJ9eIKJ5i7+h4bevNvwog6HTtNQ6pqacPXv2UL/+8+lyPXv2ZO7cufTq1Yvbt2+zZ8+eeNuMGjWKS5cukSdPHr799lt69eoV+3qnTp3Yt28fjx49Ilu2bNSqVYtffvmFQoXiSoEjIiIYPXo0S5YsITIykqZNmzJ58uSXtpA/S1Jj3hVvDtcfBtNywkHCo02MbFSEkY1ekASmaVJef3yG/BFpP0+S8VLLncOwuANEBuHvVIJGD0fgjxN/tCtLh8puTNp9nbHbrqDTwdRulWhaKuk/i89xfiXmDSPRRwUTqRmw1olH0A0tFwOjRhLsWJhJXStQKV8a3WUKDxBfoOMz5e60lSPU/1ImoEm9y6pQKBSK14Kaz2Rs1PlTJEZgWDSN/tmLb3AkPWvk57+L3rHi5eL+1cjuaPN6BxjkJVVh0WHSNlyqTexL13yC+WjhSW76hsbbZETDIoxsVARdel/km4wwtSb4ekhLctNf0vd4byLrhoq4UqyFVJKdXwFOucUf3z5L+h8//DFMrSN+hSVby8/Is+fdY5NU9QF0Wix5BEnl+k5Y3kP8Ip9QsL6kPqe2dTwiSFrgo0ITXxckqKVgg/RtWfe9IinwpxaAFpPB4JBT2vqrDRKxfkUv+X10LQddVoBjjpfukm1fS5VutuIw8KBc/3mdkYCci6ulRRykVbv6YBFVreyf30+IryRve50Gg620gz9rA/AEY6QkynudFnuCXpsyTsXiqQXS8amZwMpBfvYMNjHvNxk/u28ZSZ3PvFYBMyOjJowZk9Wn7vHx8rPodLCobzVqFM76/Epmc0wF5kK529plmSS6pRavM7CwLYT58cgmH+8HfIKvPitzelehVuGsfLXmAkuO3cXaoGfJgOpUzJsp5cd6fBttZT909+XuVZhmhZ0uinCs+TyqH5upxZfNS9CnZv60m/x5nZG7lvdPyPPspaDFX+9mq41CoVBkENR8JmOjzp8iMb5YdY6lxz3Jn8UOvV7HTd9QCmWzZ8mA6q9fvARpVz2zSESIPttixamN57z4bOU5wqJM6HXwpHlqzIdl6Fw170t2mIYcnyW+gLaZpc3U1uXVHPdNIeShJIeboiT09OA4qdDrvRnyvsLOxXsnRawyR0v7d9X+ca89vgPTakt1ZvUh8N6vyd+/1xlY1B5CH4qYN/BA6lvHA+/Bwnbgm0yLsCxFREws20kE4/TgzBJYOxDQSbVkRIAsL1BXWp39romQGPZIqqK7rU44Bdv/JkysKuemS4yf5eFJcOdA3Dr5aoH7EKmQ1Fu8fGyRIbCyt1T96vRyLVm5z/PrbflcWsdtM4mY7uKWkk/i9XFtuwjn0WHyHrosB7eqr3tUrxUlYKYzasKYcfl85TmWnfAkq4M1m0fUevHkzWySP56X1skdoB5r0+aL2u8azG8NQfd4bMhO29DPeGiVlxUD3SmS3YH+80+w+4ovLnaWzO5VJXUipika9oxB2/83OrRYERNggbERPxu707hMXn5vVxYH6zSqlDSb4fR8MYt+knZXrot42GRUDxmFQqF4i1HzmYyNOn+Kl3Hohh9dZhwFoFgOR674BJPTyYZVg2uQ+3WljT+N1xlpY0WDfjshT2UAznoG8MGkgwDYWloQHi2VYj99UIoe7vlfzdgiAmF8RQjzg2ZjJczyXWPXL5Ienr2kCFXGCPG9rDXy1Y/l8GTY9qUkoPfdDrnKi+/lnGZSPJG7EvTe+vLW8Zfx+I504JXrLInVqcHnkhStBHuBQ46ktaKbjXBjD0TGtMnbZhbhrmp/cExFZ96z+F6Jax2v95Wcy7NLYeuX4pOZo4zYn0WHyXt4fEvG0mU5uFV5fn/Le8j1ctai8h78b8pyvUGqqd2HQK4KyRujyQgbR8DphfK8zmfSmv6k6ObSeljeXR53XgbF3kvJJ/H6eXBWPvvKfRMWiN8hlICZzqgJY8YlPMpE60kHueITTI1CWVjQtxoW+hdUIRqjxJPi+g6wdoJeG6WUPrUE3hMR89E1AvXOdAn/jEeOJVgzpAZONpZ0nXmUM54B2Fjqmdy1Ig2KJ1K2nxg392JePQB9iDdmDZ681fPmAgyKHolV1vxM7VaJojnSMOUs9BHs/CEusdHGWTw/KvdVbeUKhULxBqHmMxkbdf4UCRERbaLpuH3ceRRGHhdb7gWE42hjYOXAGhTL+QYk22oazGsJt/dDmfaSmhzDH1s9mLznBraWesJjUsfrF8vGnN6vsEJp+/dScZilCAw+nHHaU9OKqDCpvgz3l6rEEG8o3FiErNeRyq1pEj5zZZN4JX60D/b+Lq3LNs5ShZdQ8vWr5PYBWNJFhMisxaDbSnBJYsVwZLCECB2ZLF6QIN2AZdpLVWbOMqkbW1QYzGggVaEF6kL3NXEVkV6nY6pQfcHZDbqtEuHy6Zbu9nOgWLO4/V3aAMu7xT+GjTNU6g1VB4Bz7pSPVdPEV3Pv7/K8fDdoOU6uo6fVlc+3xnBo8nPKj6F4o1ACZjqjJowZm+sPQ2g18QBhUS/xwwT5Q7+wLdw9BHZZoPcWyFYs9QMI9YOFH8KDs4RiR+/I0QTlqMryge5Y6HQMWXyKPVd8sdDrGNOmDB2qpLIsPswfbfMn6C6sAiSl3KAzE4gDo6IGctiiCmM+LEPrCqn4onkRnsel9cb7nDzPXgqa/Q4FaqftcRQKhUKRItR8JmOjzp8iIX7b4sHUvTdiKxitDHoW9KlKtYKvwLcwKXhslkIBgw0MPRGvBbTx33u49jDON9Cgh92f1Mctczq11D7L49swsYq0TndeGl+0eVd40j5vaSfVeI65pLX6VfheJsTTfpiu5eHBGVmeXN/L9OLCaljzkfzcuFWHzktSlmxtNomv5+FJ4HkkbnmBuuLFWrhRykTkdUOkqtEhR0ybfPb4r/vfkute/xsStNNlmSSYx2vp/lsqKg9PgvPL47bNVECqLct1BmuH5I8tIU7OhY2jJGehcCMI8wevU5CnqlgZvGs3Ft5ikjqfea0p5ArF66Jwdgd+aVMagH93XuPQdb8Xr2hlJ3+8XcuLD8j81tJikFrss0LPjZCvFvaEMd/6d1wf7mPwwlNYGfTM6FGZthXzYDJrfLbqHBN3XSNV9xrsMqNrNxvazsJo5YxBZ8as6XAmhNlWfzJUW8ToZSf5Zu15Io2m1L+/J7hVgQF75MvONhM8vAjz3hdz6ADPtDuOQqFQKBQKhQKAC/cDmbFfWjnDo8VDcnyn8m+OeGmMgv++kcfuQ+KJlxvPesWKlzYGuVTtVj3/qxMvzSZppzVFQYE6UPQl7amPbsCSznBly6sZW0q5fVDGeWo+REckvr7ZLFWAIOKlzkICRl6neAlyLdF+jrQnPxEvqw9+M8TLw5NF6DNFQYmWYj+WEvESpCqyZCvou02sFUp9KOfg1l6piJxcDU7MlkKbpHJmiYiXOr1UOz8rXgJkLiDt+bkriy/m/A8k1KfTEqjQTUTEjSNhet048VKnh9ZTYNhJaXdPS/ESoFIvOb7BVroivU6JuNputhIv31GUgKl4Z2lTIQ8dK7uhaTB86RkeBifwhW7jJObF2YqLl8n8DyDYO/UDsHGStoKizbAhiumWf5Pl5lq+XH0eg17Hn+3LMqR+IQD+/O8q3627iMmcyoLpMu0wDD1KRP4G6HVx+xpiWM9CyzFsO3KO9lMPJ/xZpAS9BVTpC8NOQZV+8kV3cY3c2d77R9ImUgqFQqFQKBSKRDGazHyx+ly8OeNPH5TmvdKur3FUz3BitlR52WeDWqNiFy8/7snwpacBsLLQEWE0Y2dlwZD6r8gfLioMlnWHK5tFMGryy/OJ109zZLKsu6QzHJvxasaYXMxm2DBcxrl+mLSF7x4jic8JcXUrPLoe97zht29OKGeeytDkf/I4d2Xx5HydmM2Swr3tS3ledQC0nweWaeQxm6eyiLYjzkKNYWJr5ndVqhL/KQW7/gfBPi/fh+8VqaYFqPuFCPMJYZ8Fem6AYs3F83RZdzg5B1pNhLqfyzp6gwiKAA2+kVTxxMJ5UkOx98TKzS4LoIM2UzNeaI8izVAt5ClEtey8HUREix+mh3cw7gWzsLBfAn6YAEEPJAEv4A5kKyFl6ym9s/Y0pmgp6T+3DIBvo3uRud4QRjWWtvZ5h27zw4aLaBq8Vyon4zqVx8YylV8Smkb0sdloW7/CSotA02R+9pBMDI0cSniu6iwdUB37tAr3eRrv85Icd0fM2XHJB01/lbunaZWIrlAoFIokoeYzGRt1/hTPMm3vDcZs8Yh9PrxBYT5ukgb2R2lFmD+MryAVXi3/hUq90DSNCbuu8/f2q7GrOdkYCIowMqxBYUa/ivGH+cPijnDvGFhYS5VayVYJr69p8G+5OK9CgFofQ8Pv3qz57JUtsKQTWDlKinpgTAeUhTWU7SAVsNlLxN9mVhPwlPCn1+p7+TIeekDmgikP7UkLjJGwdhDEWHTR6EeoOSJ9z39kMJxaAEenQMBdWWZhJT6Z1QdDztLx13+Z7+XLMBlh82hp4Ya4n23v83BhBRwcL16ZQ4+nnVibGOGPxYYta5FXczzFK0W1kCsUScDG0oKJXSpiZ2XB4ZuPGL/zWsIrO7lCj3Xg6CpfAgvbypdIarGwhNZToepHAPxsORf2/Mb8Q7cA6FkjP5O6VMTKQs/Wi970mHWMwLDo1B1Tp8OyWl+shh7CN1P52O/Z7DxmifUv1PBeyIjFJ1Nf8fkicpaBXpug7Szx0wm4A8u6iieo75W0P55CoVAoFArFO8Btv1D++i9uLtWxslvsDfE3hn1/iniZvRRU6I7RZOarNRdixUsXW2kLDYow4mJnSf86BdN/TI9vi2h375i0p/ZY93LxEiRtOeCOhKzUHi3LDvwtgpYxKr1HnHQOTZD/q/SB4Weg3RxJ7DZFwukFMLk6LPgQru8UUfbeyTjx0iEHtJn25omXANmLv17xMiJQrgUvrJKfgQ9nSKJ3eovX1o4S6DPsNHSYD27VpG39zCKYWlM6Ba9tl8pQgC2fynWrfXYR5ZNaKWlhgPfHQf0Yq4cnP9u2meDYLFnW6IdXJ16CHFuJl+88qgIzhag73m8Xa0/fZ+SyM+h0sLBvNWoWzprwyg89YE4zSeXLV0vawNPij7emwZ7fYO9vAGw0VcPcagKtqshd58M3HjFg/gmCI40UzeHAvD5VcXVOg+OaTdzf/DvZT/yJJXH+l9tNFTle/he+/NAdXXp9GUeFwv6/4dB4+fLVG6DaQKj3hXxBKxQKhSJdUfOZjI06f4onaJrGh5MPcdozAIAGxbIxvUdlDBZvkPj06AZMqgbmaOi2mvC89Ri25BQ7Lj9Ep4OPGxXlrxghUwdM6FKB98vmSt8xeZ2JSV9+GJe+nJTAzqPTYMtn0o7bc4P4C64fDpoJCtaHjgte/1z2/imYUV/m1322iQc/yDXHg7MiYN7YJd6GAFkKSeVdwB1AJ+Glb0rr+JtEkBcsbCfe/laOcq4L1X994/E8DkcmwaV1cecya1H52Tw+E9CJKF+wbsr2//TPtrWzJIDnriT+nG9StbEiQ6NSyNMZNWF8+/hi1TmWHvckq4M1m0fUIrujTcIre52Gea0gMgiKNIEOC8DyJesnA+34bMybP8VCM+JhdsO3xWxqV6sKwOUHQfSacwyfoEhcnW2Y36cqRXKkzeTI/+Ypghf1Jp/pduwyT3M2Tlb7h9YtWqbJMV5ycNj2DVzZJM8dc8F7v0LJ1uqLUaFQKNIRNZ/J2Kjzp3jCjH03+WXzZQBK5nJk1cCa2Fqloy9dSljRS3zQCzfGv81i+s47zum7AVgb9IzrWJ65h25z9JY/AOM6lqd1hdzpO57rO2F5D4gKkbTlriul4yopLGovycyNf5K2YZDKt+U9JPgmZ1nougIcc6bf+BNjeU+4tDZOdEoO1T6CZn+ky7AyNA8vi3gZdE8qVLuuBNeyr3tUwuM7cGy6hDVFBsUtr/elFIekhmvb5ecpWgK26LMN8lZP3T4ViqdQLeQKRTL5oVUpiud0xC8kkhFLzry8fTpXBUknN9jK5GVx+7RpJwd0Vfqg67mRIIvMFNd7UnZzay7uE2+VEq5OrBpUg0LZ7HkQGEG7qYc5cC2BBPVkkrlgRXJ+ephdDnFipZvel+bHenFx7V9ytza9yFwQOi+WSUCm/BKWtKKXtJU/upF+x1UoFAqFQqHI4NzwDWHMFhEvM9tbsahv9TdPvPS/JRVigHfVL2k35RCn7wbgbGvJgr5V2XfNL1a8bFQie/qLl2eXwuIOIl4WqCPe9kkVL6Mj4NZ+eVy4UdzyIo3FJsk+G3ifg1mNwe8l9lTpRYivJKlfWivPIwMllMjSLuF/BltphUYn8/Kmv736cb/p3D4oeQhB96TCse/2N0e8BMiUD5r+AqMuQtMxEkBbui3U+TT1+y7SWIJ0cpaV4C0lXipeE6oCM4WoO95vJ9cfhtBq4gHCokx8VKcgXzYv8fINbu2T5MGoEMhVUdpO0iLYBzA+vsfdqe0oGHkZs6bjQeVPyf3+V6DT8Tg0ir7zjnPqbgA6HQytX5gRDYukSZtQRLSJuVP/oIff39jp4jx8/Au0JHOnKenfDhMdDgfGwYF/xJ/HwgpqjoTaH79anxWFQqF4B1DzmYyNOn8KgDp/7OKufzgGvY4do+uQP4vD6x7S82z+DI5NI9itPvUfDMUvJJLcLrbM6VWFuYdvs/jo3dhVF/erRo2X2TmlBk0TP7+dP8nzMu3hg8nJ81O8sRsWtBZf/I8vP98t5H9T/BH9b4pvX5fl4FY1zd5Cgjz0kFbis8tkDg0S1tPgG6jYQ0J8FCnj4lpY3V8sr9yqQ+claXbNp1AoVAWmQpEiCmd3YMyHZQCYtu8mk3Zff/kGBepAz/Vgmxm8Tok3ZpBXmozFkCkPuUftYrd9M/Q6jdwn/yBoQVeIDCGTvRWL+1enc9W8aBpM2HWdLjOO8iAwPNXHtbG0oNfAz/jRdRLXzXInWtMg860NRE+pCz6XUn2Ml2JpC/W/hMGHoVBDmSjs+0M8k67+l77HVigUCoVCochAbDn/gLv+Mv/7pU2ZN1O8DPNHO70AgBF3auIXEkkJVydWDnR/Try0NuipmC9T+ozDbILNn8SJlzWGQ5vpyQ+Dub5D/i/U8MVWR5kLSnVe7kqSnDyvJVzemLqxJ4SmiY/lwrYwuZq0D5siQRdzmd9hHtQcrsTL1HBkqnSGmaKg+PvQY60SLxWK14QSMBWKZ/igfG6+al4cgLHbrjD7wK2Xb5C7kphcO+YCXw9pLUijtmdrGzuqjVjIFMdhRGkWON3cRNS0BvDoBjaWFoz5sAzjO1fAwdrAsdv+NP93P7s8fFJ9XBtLC37s25Yxeaay3uQeOzezDLiBNqM+nFmc6mMkSpZCUtHaYX5cWvni9rC0KwTcTXx7hUKhUCgUircYTdP4Zu0FAHI4WdOxittrHtGLebBrCrroMC6Z87ErqgQ1CmVhSf9qTNx9ncVH76LTQZsKEtZTJX9mbCzTof3dGCn+lE9CTd77DZr8nLKE7es75f/CDRNexz6rhPsUfQ+MEbC8OxyamHYJ5dEREq4ypQYsaBMjqupEYKvSX8JcshWX4ytShtkM/30LWz8HNPlcO8xXHWEKxWtECZgKxQsYUKcQIxsVAeCnjZdYeiwRwSx7ceizVe64BtyF2e+B94U0GYudlYEug7/nC6ffeKi5YOV/BfP0+mKmDLQql4uNw2pROrcTj8Oi6TP3BL9sukSU0Zyq49pYWjCxV22Wun3PN9G9idLkz4XOGAFrB8G6odLunZ7odFDyAxh6XO6S6w3gsREmVoX9f8nkTaFQKBQKheIdZP7hOzwKFUHsl9alX/Nonud+QDijlxxDf3w6AHO1FgytX4TZPavw539XWBQjXv7VvhzBESYAaqZX6/j+v2QOaWEF7edA9UEp20/gPfC9LBWOBeu9fF0re+i4CCr2FEHxv69hXBnY9yeE+afs+KF+sOd3GFca1g2Bh5fA0h6qDYThp6D9XLiyRdZ1H6LCMFOKMVJaxg+Nl+cNv4fmY0H/hnnLKhTvGMoDM4Uoz6G3H03TGLPFg+n7bqLTSRriB+UTMRQP9pHgGZ8LYOMsoTRp5HnjGxzJoCkb+TJkDJX019DQoWvwDdQeDTodkUYTv23xYM7B2wCUc3NhYucKuGW2S9Vxw6KM9Jl7nLBbx5lsNY48ukdogA7EyLnTYnCJf8c/MDyas54BnPEM4KxnAMERRsa0LUOhbKlsa/K5BJtGw91D8twpDzT4Gsp2VBMKhUKhSAFqPpOxUefv3SXSaKLiT9sJjTKRL4sdez+t/7qHFEtwRDST99xg1oFbtDTv4S+rqQQashI66BSumZ34dt0FFh6JEy9blctFhZ+2ExxpZP3QmpTN45K2Awq8DxMqgTEc2s6CMu1Svq+T82DDcMhTFfptT9o2mgbHZoiIGuItywy2UL4LVB8MWQsnvo+HHnBkMpxbJhWdAE65oeoAqNQrrkX8/EpY1VeChEZeAEub5L5DRUQgLOsmWQd6A3wwCcp1et2jUijeapI6n1ECZgpRE8Z3A03TYidZFnodk7tWpGmpnC/fKDxAUg09j0qqX8eFL28xSQb3A8LpMnkvA8Km09XwpH2lkXyxOsq4tl305rOV5wgMj8bRxsDvbcvSvEwSUxUTICzKSK85x7l66w5/W06hgcWZ2Nc02yzcbDCVQ8ainI4RLW/6hj63D1dnG1YMdCdPptQJqmiaTN52/gRB92VZ9lLQ+Ef5LNSdZoVCoUgyaj6TsVHn793ljy0eTN4rlkVL+lfDvVA6VS4mg2iTmaXH7jJux7WYylCNvQ5fk894Gxr9gFZzZDzx8s925WhbKQ+n7j7mw8mHcLa15NS3jbHQp/Fcbs0gOLtYwlf6bE3dXHFZd7i8Hup9BfU+T962xii4uBoOTwTv83HLizaTasn8teKPTdPg5h44PAmuPyWWupaHGsOkS8nCMv760+vBgzNQ/2uo+1ny39+7TtADWNROilGsHKDjAijU4HWPSqF461ECZjqjR/r2zgABAABJREFUJozvDmazxicrz7L61H2sLPTM6FmZukWzvXyjqFDx2bm+A/SW0HYmlGqdJuO54RtCh6mHaRyxlZ8s52NFlIQItRoPJVoCInQOW3yKU3cDAOhePR9ftyiRKk+h0EgjveYc48TtRwyyWM9ow3IsYuZYRk3P98ZeLDI1il0/b2Y7yru5UM7NhSXH7nL9YQj5s9ixfKA72R3T4G5wdDgcnQb7/4bIQFmWv7YImbkrpX7/CoVC8Q6g5jMZG3X+3k38Q6Oo+usOjCaNYjkc2Taqzmsdj6Zp7Lz8kDFbLnMj5iZ2wWz2/FnBn4r7ekuL88cX+X2vD1P23IgnXgJM2HmNv7ZfpVnpnEzplsZzOK/TIuoB9NsFeVKxf1M0/FEQIoNSty9Ng9v74fBkuLolbnnOsiJkFm8Bl9bJ6w8vxryok+XuQyCv+4tF2NsHYG4Lqe4cdRHss6RsfO8qDz1EvAz0BIcc0HUFuJZ73aNSKN4JlICZzqgJ47uF0WRmxNIzbDr/AGuDnnl9qlK9YCKTAmMUrBkAF9eIT07Lf6FijzQZz0WvQDpNP0KOyNvMtJ9GfmNMaFD5btDsN7B2JNpk5u/tV5myR14rm8eZ+X2q4mKXzKTFpwiJNNJz9jFO3nlMRd1V/rScSkG9d+zrF7K3xK/ub5TNn53M9nHH8Q6MoN3UQ9x7HE7xnI4sHVA9VeOIR5i/tOQcmy7pgACl2kCDbyUISKFQKBQJouYzGRt1/t5NRi07zZrTXgCsHOhO5fyvLxHZLySSkUvPcOC6HwCZ7a0Y1agInarmxXJxO7ixE6oN5FSpL2g75RCaBmPblaV95Tj7oY7TDnP0lj8/ty5N9+r50m5wmgZz34c7B6BMB2g7I2nb7PkNHl2XoB+Hp4oW7hyGOe9J4cCn19PGvsjvGhyZIgGZxhhveZ1ePDNBxN8K3aDaR4nPaxd3EkG0ch94/5/Ujy2j43VGPlvvc0lbP+AuRIVAliISJJopDX8WFQrFS1ECZjqjJozvHlFGMwMXnmSXx0PsrSxY2K8aFfJmevlGZhNs+hhOzpXnTX+VO6dpwMk7j+k5+xiRkRH8nnkjbcJWoEODTPmhzXTIWw2AvVd9Gbn0NI/DoimVy4lF/aqlSjwMjoimx6xjnPYMwFYXxVTXTdTxX0HsfeBsJSR10SF+leqdR6G0n3qYh8GRlHdzYVG/athbG1I8jucIuAu7f4WzSwFNPGsq94E6nz03FoVCoVAIaj6TsVHn793j+sMQGv+9Fw25Ob1+aK3XNpbbfqH0nHOMO4/CsDLo6VOzAIPrF8LJxlJ8y6e4g05P1OBTvL/wLld9QmhbMQ9/dYiraguLMlL+x+1Emczs/qQeBbLap90AL2+EZV3BYANDTzzn2f5CTsyBjSPlcaYCImQ9EQ53/gz7/4TS7aDdrLQbJ8gN+ROzxSszxBscc4loWakn2CZyvQHgexUmVQF08l6T4qv5NmI2w9Wt0nZ/50Dyt89TFbosA7vXd1NAoXgXUQJmOqMmjO8mEdEm+sw9zqEbj3CyMbB0gDslcyVy/jUNdvwAB8fJ88Y/Qc0RaTKeM54B9Jh1lKAII51zePKLNhF9kKfcua09Gup+DhaWXPUJpvP0IzwKjUoTETMoIpqPl51hx+WHANSzvckkq3+xj/SVFSztoOtyael+iivewXScfpiAsGhqFMrC7F5VUtXW/kK8z8vnfX2HPLdykM/bfYikQSoUCoUiFjWfydio8/fu0WXGEQ7deATA6sE1qJjYzfR04oxnAH3nHudRaBRumW2Z27tq/LDGtUPgzEIo+QHjs3zL39uvksXeih0f1yXTU106e6/60nP2MXK72HLg8/ro0srL3BgFk6uB/02o/Qk0/DbxbbzPw4yGYIoEK0eICga7rDKnzV0JptUVf8nWU6F857QZ54vG/eg6ZC0S398yMTaMkIKJYi2g8+L0GdubTFSoVLEemQL+MZ1peoN0ZZVpDwbrxPdhsIHclcEiDQssFApFkkjqfEb/CsekUGR4bCwtmNGjMpXyZSIowkj3WUe5/jDk5RvpdNDoB6j7hTzf/p20PKcB5d1cWNy/Oi52lizxcaOj/k8iS3aQtpN9Y2FWY/C7RtEcjiwZUJ0s9lZc9Aqi68yjBIRFpfi4TjaWzOxZhXl9qlI4uwN7wgtSMXAsWy0bogFEh0nLzvbv421XLKcj83pXxd7KgkM3HjF08WmiTebUfQjPkrOM3C3vsR5yVZBWkN2/wPgKMrEzGdP2eAqFQqFQKBSvgIPX/WLFy8r5Mr028XK3x8PYG+OlczuxelDN+OJlsA+cXw6AZ/E+TNx1HYDvW5WKJ14CHIppPa9RKEvaiZcAx2eKeGmfHWqNTHz9yGBY3lPEyyJNYdgJ8T8M85M57dnlIl5C+oa6GKwgR8nkiZehfjEdSECNoekzrjeVIC8pXPi7JGz+RMRLG2cpXhhxVnIIijaFgvUS/5e3uhIvFYo3HCVgKhTJxN7awOxeVSid24lHoVF0nXkET/+wl2+k00H9LyURECRBe+8faTKe0rmdWRojTh73NvGBV3eCWs4EGxcxLp9aG47PpGh2hzQVMQHqFs3G1hG1+emDUtja2TMwuC/dIz8nUhdzl/PgOJjsLhOrGMq5uTCzZxWsDXp2XPbh0xVnMZvToRC8YF0xWG87C1zyQYiP3J2eUgOubJHKWIVCoVAoFIoMgMms8d26i7HPv2xeIu5FTRMh5xXMbZYf96Tf/BOER5uoUzQbSwe4k83xmeq2GF9yLU81Rh20IspkpkHx7LQs6/rc/p54Z9Yq8kyKepi/tAOnhDB/2Pu7PG7wNVg7vnx9TYMNI0X8csoNbaaCY07otQkKNZQb82s/knVzlgXHHMkfU1QoRCZS9JBSjs8EYwTkqigBP+8CD87C6gEwrgwc+AciAqTlv9lYGHVJOt6c87zuUSoUijRGCZgKRQpwtrVkfp9qFMnugE9QJD1nH+NRSGTiG9b9DBp+J493/yKejWkw2Sye04llH1Unu6M1Ht7BtNmTDd/ue6BgfTEE3zQaFrWjqPXjNBcxDRZ6erjnZ+8n9elTswBHdOUpHz6Fs+aCssLDS3JX9Myi2PfqXigLU7pVxKDXsfaMF9+tv0C6uFno9VCmHQw9LkbstpnA7wos6SR30++dTPtjKhQKhUKhUKQxq07d44avCGDuhbJQKV9M9WV0BKzsDX+XgGm1pRLPmLq53YvQNI3xO6/x2apzmMwabSvmYVbPyjg862ceFQonxB9yb9aOnLjzGHsrC35uXfq5Ckv/0CguegXFvqdYjk6HsYVhZgOp5kwue/8QQSt7KajQPfH1T86FCytBZwHt5sT5H1o7ih9iuS5xoTpWdsmbu/teFXH0j4LwRwFprfe5mOhmSSY6XHwzQaov07KK9U1E06STbVodOLcMzEbIWwM6LoJhJ6HaALB2SHw/CoUiQ6IETIUihWS2t2JB32rkdrHlpl8oveceJyQyCe3JtUfLXUGQu8O7fk4TEbNwdkeWfeSOq7MNN3xDab/4Nl4tF4lwZ2EtnpCTqlP01iKW9KuSpiImgLOdJd+1LMm2UXVwL56XD6L+x7joDzGDtOOsHQyzm8Ij8aVpUDwHf3csj04HC4/c5Y9tV1I9hgQxWEP1QTD8DNQcKZ/HnQMyMV7RW1qMFAqFQqFQKN5AQiON/L7FI/b5J02KyYPwx7DwQ7i4Rp57/5+98w6L4uri8Lu79C4qVlQsqKjYwd67xthj77FrEk00pnzG9KKJsfcae++9dxSwoGJHsQAi0tuW+f64IKKgVFG87/Psw+7szJ27Owpnfvec87sMm4eKrLTjU0UmYhag0xv4ZrMPf++/AcCoxqWZ0tUVY00Kt5IXVkHMM3S2JRjjXRiACa3LUcTO/JVdTyeUw5ctYI2DtZnIuNw/CXZ/BYpeVBItag7Bt9I+2eBbcC5B0Gv585udwgMuw+4J4nmzSc9NMJ+jMYb2M8EoYf73z8D2Ma9vSaQocOcorOwmjHU8l4gMSX286As6pw4s7wA3D2T+HuDSWlHmblsMyn+cubHedQx6USZ+MOE+yqUDfHoIBu6G8u2yxhVeIpG800gBUyLJBAVtzVg+yA17SxMuPQhj2ApP4nT6Nx9Y9zPhSA4iwDwwKUtETKd8lqwbWpuieczxexpNt/ln8XfuB8NOiNVJbRTsmYDzjs5s7GyX5SImQKn8VizuL/pj7szbny5xPxCuJAR9/mdhlhsc+hm0MbSvXJhfOlQCYM6R28w+ko4ANSOY20HzyWKFtnJPQAVXNsFMN9j9NUQ9zd7zSyQSiUQikaSTecfu8DRKxGn1yuQT2ZdhD2BxK7h3EkxtoPsqUeVjVVC4WB/8Ef6pIKpw0iMAvkRMvJ5h/3my2uM+ahX81KEiX7Ysm3K/SoNeuD8DazQfER5noFoxO3q7F09x7MTy8bql84ms0S3Dkkwv64wRJcGh94SI6X8ubRM+MElk5ZVp8eZelS/3vaw9OuX9Ai+JiiaNqTDK9Fou3M3jo5Lvp4uHC6tF+6bl7eHmXkAljHX674RB+4XoplLDncOwsjPMrgWey0QmZXoxGJ5/39Qalrv7N2pjYF1fUS6PClr9Ad2WCXMliUTywSBdyDOIdH2UvMhF/1B6LDhDdLyedq6F+Ld7VTTqNJRwnJ0Hu8eL57VHQYufs6T042FoDL0WnMHvaTSFbM1Y9WktnOzNwWupWNmOCwe1EU+rjqSdtzuPo8kSd/KX0ekNrDhzj3m7zjJH8ydV1beT3rQtBm3+grKtmH/sNr/uEpkFv3SsSK9UAt0sJ+Cy+D5uHxSvTaygam9wHwr2Jd/OHCQSiSQHkfHM+428frmfx2ExNPzrMPE6ccu2cXgdqps+hJVdIOIxWBeG3hugQAVxgC5eLM6eniniHECIaK2h9kgoXjfNsWZIVDyDlp3D+34opkZqpveoSssKBVM/4Np2WNubeGNbKkf8g05jzq4x9SlTIOUelA3/Osy9p9Es7VmORhfGwp0jwjn6o+lQtRdEPoFV3eCRl8iA7LIYyrVJ/fx3j8OydqIUfPgpcCiX+r6KAhsHi9JxmyJisT+xdPxljv0lFt/LtYMqPWHDQJFRWaQ69FwnBMnzi0Qpd2RCybuxBVTpJSqA8pZKPt6ze+IewGu5cDoH4XZecxDUHAxWDqnP+0Vu7BXfj6kNfHEFzHLp74DoENH+yf+sEJE7LwCXXJ5tKpF8YKQ1npECZgaRAaPkZY7ffMLApefQ6hX61i7O5PYV0uam6LFAlEMAuA8TJd9ZIGIGhsfSc8EZbj+JwsHalFWfulPawVo0ed/1FfjuACDerhTDw/txMLp0toiYAJ73Qhix/CzD4hYzwGhf8jfLtoXWvzPVI4YZh25hpFaxbljtt+usefuQcId/MdAv1xZqjYDidXJ/PyGJRPLBIuOZ9xt5/XI/49ZdZKPXAwDql8nHiiZxsKaXWIzOX16IlymZlSgK+J0QGXo3didtL+gqFs0rdBSO1ylgMCh43X/G+A2XuBMchZ2FMYv61aB68RQEvugQuLYNLPPDiX/hwVkWqTrxU0wXPm9Whs+bOad4Dv+QaOr/eZhC6mecKDoHTZAPGFtCt+VQplnSjvFRsL4/3NwnhMK2U6HGwKT3H3rBQ0+R2fhfJwi4JETAtlNf/8WeXwI7Phdi54Ddr5aOv8jiVnD/NLT7R5zb30MIhzHPwLoQxISKDE0Qr92HQrV+qQuiicSGg/cKODMXwu6LbRoTqNAJbIu8/liA63sg6ArUGS2SIN5FIoOEsG3rCKWbif706eHZPfivMzy9KdzFe6wRsblEIslVSAEzm5EBoyQltl98xJg13igKfNHMmc+alUnbgYlBFIigq/Vf6f8DnwJPIuLovfAs1wMjyGtpwvJBblQobCvevLpNCKcJK8UbVM2ZHPMJxQoXZNXgWthaGGf6/C/y4Fk0g5edp0LQTn41Xoip6oXeQUbmKA2+5PN79dh65SlF7MzZMboeeSyzVkh9LYoihMwzs0W/0EQKVYZaI18b6EskEsn7ioxn3m/k9cvdXH4QxkczTzx/fahlMCWPjwODVmRSdl8pDArfRPBNODNH9Kd8UWhzGwLV+4OFPYqi4O0fys5Lj9l9+TGPwmIBKGJnzrKBbpR2eMkYJfiWiJleHBPQo6ZJ7F+YFijDjtH1MTFKOZ5d43GfBZv3sMb8L/IbgoQA2ms9FK766s56nYiTvVeI1w2+gsbfih7m8xqKLEa1sfheTCzhs0tgme/VcRIJuAwLmorS8eY/itZOqRETKgx4FL0YN0/xpO/0v04QmiA8FqoshGGXDumPF/U68N0Op2bCw/PpO1ZtBJ9dfPcct4OuCfH80jrxPQPkLS2SAyr3EGZIb+LxRVjZVdyr2BQVYr1D+eydt0QiyRGkgJnNyIBRkhrLTvkxaZtwF/y5Q0V610pjObTXCtg2GlDEqm27f7KkGXVIVDx9Fp3lyqNwbMyMWDrQLSm7MSZUZB56LQMgCHu+j+9HRImWLBvknnJz9kwQFafji7UXCLh2irkm/1BYFYKi0qBSRN9QvX1pvo3qzpqw8jQu68CifjVRp6UUP6sJ8oWzcxKcPEUAj1VBcPtUrLy/aUVdIpFI3hNkPPN+I69f7kVRFLrPP8PZu8KI55eCR+gVOl+86fIxdJwPxmbpGzQ6BM4vTih1DgBAb2SOV542/BXaGI+IpPjGytSIFi4F+Lp1ORxszBIn9UJW5x4g4TbSoYLIkNOLPp3higXRlfpQsPmYVIW1vxctZ+D9r7FTRYF9Kei9EeydXveFwJHf4ejv4rVrdwj0EQ9jS9HnPZEyLUS5vFPDV6to4iJgfiN4ekv0veyx5vVJA1e3it6L+Zxh1Et9OCMCRQxdvE66SvNfi7+HyFjUa9O2v1N9UTX0LqAooi3T6VkiKSCRgq4ikzIuTLw2zwM1Bom42jqVlgS3D8HaPhAfKf599d4ANoWz/zNIJJIcQQqY2YwMGCWv4+/9N5h+8CYqFczqWY02lQql7cALq4RbN4oore68MG0rlG8gLEbLwKXn8Lz3DAsTDYv61aR2qbxJO/idgG1jIET0qDyld+FC2c8Y3uuTtJXBpwODQWHKvuusO+LFLJN/cVcnuGq+EHxeUUowXduBKs17M7xxGrNYs4Oop+C5GDwWPg/0MTKHyt2h/liwK5Zzc5NIJJIsQMYz7zfy+uVetl98xOjV3qgw8J3RSgYZJZSBuw8XRpAZrNRRFIWLfkHcO/YfLn7LKaP4AWBQVBymOleK96GcW0salHXAzDhhIV0XL5zOT88UJdqJOCf01bQtijK9KioU/A35cVQ/Ee+rNFChg9jnBbMVw9VtxK8bhBnxROargtWATWD5Qlz6OjyXwY4vREYkgLm96Et5eiYYmyc3wylQUZy7YmcwMk1f38tEto0WvSprjYBWv6Vtjh8a2li4vA5Oz4Yn18Q2lRrKfySyUh3dhHDsvVJk7YbeE/uojaFSV6g9AgpWShrv4hrYOlKYMZWoLzKNzWzf/ueSSCRvDSlgZjMyYJS8DkVR+G6LDyvP3sdEo2bpgJrUKf2aUpYXubIZNg0V5RZFakDPta8vg0kjUXE6Pl1+nlO3n2JqpGZu7+o0LvdCk3BtLBz7E8PJ6agNYtXXL39jSnT9LVvKNbZ4P+SbjV6MZzn9E/ti5nESq9m6aABuGIqgbjCO0o375ayz4vOG+LOSAncjc2jwpeg7ZGSac3OTSCSSTCDjmfcbef1yJ1FxOppOPcqz8HCmGs+lneaMeKPFz0IQysDisqIo7PYJ4K+917kbnJitqNDYxJdx1geoGHU6aedCVcR5SjYE7//AY74wDAIR/1TtJYTUfKXFtt1fw9k5HNNXYqL5JA58rMX8/By4eyxpzGK1hZgY/hhl93hUKBxSqlPv622YmL9Unv4m9v0PTv0rnudxEiXG2mjoskSUcp+dK+atFfEkVgWg5qciY3Xfd2nreym+NOHkHv5QZIiWbvb6/T80Ip8kmRdFC0d5TKygWl/RBzRPiVePMejBd6eIqf3PJG13aij+zQX6wMHJYlvFLtBhtoyzJZIPAClgZjMyYJS8Cb1BYfRqL3ZdDsDSRMOaIbWpVDSNq4f3Tgu3vdhQ4Ybda8OrDoYZIFarZ+RKLw76BmGsUTG9e1Vav5wdGnqf62u/o/SjbWhUCgoqVJW7Q6OJSX1/sgiv+88YstyTxjF7+cV4MSboIE8JlBL1ib24CXODCLD1dk5oGowD109ytg+losC9U3D4V7iX0JMqb2nhpl6qSc7NSyKRSDKIjGfeb+T1y538tvsaq49eYr7JP9RSX8OgNkbdcS5U6pKh8bzuP+OXndfwvPcMAEsTDU3LF6CtayEaOucXmZbBNxN6Wq5O1tPyOSoNmFoLgeqlFkeG8EeoDVr6xH/NwL6DkhbIH18SY17eIPpTvsAqXRMOlBzP4oG10/dhnt5O6ntpZJ4016JuMGhfkrgb8ww8l8LZ+RDxKPkYb+p7mUjQNZhdC4zMYIKfyPCUCC6tg62jkvpb2hSFWsOEeJnWbMkHnnBmFlzZkpRRm0id0dDsxyzxBJBIJO8+UsDMZmTAKEkLcTo9A5ac49Ttp+S1NGHD8Do45bNM28FPbsDKzqI5uEVe6LEWHGtmek5avYHP115g56XHqFXwV5fKdK6evD+Roij8s3oH5a5Np43GQ2xUG0ONAaJxupVDCiNnjEehMQxedh7jAC/mmPxLYdVT0JgQ32Ai/528RYe4rdirIsXOto4i4KzaJ/19n7ISRYHL62HvtxAVJLa5dBAlXWlxjZRIJJJ3BBnPvN/I65f7uBUUwYBpW1ho9Dtl1Q+IVllg0WeNyIZMJ/4h0fyxx5cdl0T2pJmxmiENSjG0QUksTV+qbFEUuHcSjv8Dtw+kMNrruWAoyZLyi/i3R7VX3wx/DOcWiP6bMc/YaNufcYHN+baNC582KJn2k2hjYVFzUQ1TrA60mwarP4GIAOi/E4pWf/UYvVYIZKdnCFOYsm3gk5VpE8ZOzRAZm6WbiQxMicBggGkVRWZq4apCbCz/ccarpUL9wWOeaA8QFyHi6dojsnbOEonknUYKmNmMDBglaSUiVkuPBWfweRiOSyEbtoysm6oj46sHB8KqbvD4glj97bwIyrfL9Jz0BoWvN15ivecDAH7qUJE+L5kNafUG+i32IPKOB9+ZrcdNSSidNraEWsOh7pgs60cTHa9j7NqLnL5yiykm82iu9gQg0qkl7W59TFPDScZa7MFS+1QcYFUA6owRju05KWTGhsHh30TQpRjEd9Nogiirko7lEonkPUDGM+838vrlLhRFYeLcNXwW8A2FVCEEKHl41PY/qrnVS9c4YdFaZh25xdKTfsTrDahU0KVaUca1KEtB25fiJl08XN0iekg+vpi0vXQL0b8yn3OyknW9QeHa43BO3Q7m5O2nhEVrUYAgMyd2jGtJXqvXlPvGRxMfHkSV6b5Ex+vZNaY+LoXT8e925zg4t1As7A87IUxd9DqRbWmV//XHKgo8uwt2xdNukrn8Y7hzBFr9LmJfieCBJyxsIuLe8XeyLhaPixTVZ++ao7pEIsl2pICZzciAUZIegsJjafXvcUKi4hnasCQTW6ejp2RcJGwYADf3ASpo/Se4D8n0nAwGhR93XGXpKT8AJrYux9CGycvUw6K1dJx9kjvBUfQp4Mdkyw2oH3mJN83soOF4cBsCGuMsmc+X6y+yyfsBQ0z28bXRKtQGLdHmhegdOpQrlGBXvXuUurEQwvzFQbbFoPkPUKFT1jg/ZpSAyyKo9j8rXucrC22ngFODnJuTRCKRpAEZz7zfyOuXuzh9cAsVjg3HRhXNTUMRfsv7M4vGdEyzoWK8zsDKs/f49+BNQqNFyXbd0nn5pk15KhR+adE5pRJrI3Oo0kMY1uRLMlHUGxTO+YWw6/JjdvsE8CQi7vl7NmZGtKxQkMH1S1K2oPUb5+hxN4Ru806T19KEc982Q61OY/zms0nEw/B2+lHGR8EfJYSz+shzkN85e8/3PrF/EpycBhU6QtelOT0biUSSC5ACZjYjA0ZJetl7JYChKzxRqWDV4FrJXcDfhF4Hu8aJQBOyrC+Moij8tfc6s48I9/ExTcvwRbMyyQLlu8FRdJx9ktBoLW0rFWRG1YeoD/0MwdfFDg4VoO1UKJ7OHkYpEK8zMGjZOY7fDKaepT9LrOZgHOaHHg1TtF3ZYNaJHaNqU+DuFpH5mBhwF60pyk0c3TI9hwxjMMDF1bD/f0mNzCt2EQ33bdLoQi+RSCRvGRnPvN/I65d7iPVej3rrMEzQcV4py6C4cfzRuwGtKr45hlAUhb1XAvl99zX8ngrjmjIOVnzTpjyNyuZPLoCG3BV9KV82uXEbAjUGPnflVhQFj7tCtNyVimjZxrUQdUvlS3tlEfDP/hv8e/Am7VwLMbNnCuXmKfFi38v646Dp/9J8vgwRHw3Xd8PGgWKx/PNLObtQ/i6hKDCjGoTcgS6LhcO7RCKRZBIpYGYzMmCUZISvN15izTl/CtuasfvzBtiapyNzUVHg+FQ49JN4XaETdJiTJWUbsw7f4q+9QpAcVM+J79qWTxbsnrnzlD6LzqLVK4xpWoaxTUuJwPfAJLGCD1ClNzSfnGnH9Mg4HZ/MO82VR+FUyKtik+N6TH03AXBMX4kVhb5hztBWGOljRbnTiWmgTXDTrNAJmk1K2fXwbRHzDA79IlwZFYPoHercUhgQObeUTooSieSdQsYz7zfy+uUSTs+Cvd8AsB93RsUOp2j+POz/ouEbMxQVReGHbVdYdvoeAPmsTPiiuTOf1HDESPOSsPjMD+bUE0IgQIFKwhm8Yqdk8Um8zsBna7zZ7RPwfJuNmREtKhSkbQZEyxfpMucU5+894/dOlejuVuzNB7zc97Lf9oz3WkwL0SGwoAmE3hNxXPUB8NG07Dvf+0bgVZhTGzSmMP62MHaSSCSSTJLWeEbaekkkb5Hv27lQPK8Fj8Ji+d9Wn/QdrFJBgy+h4zxQG8GVTfBfJxFoZZKRjUsz6SMXABaduMuIlV5Exumev1+rZF5+6VgJgOkHb7LlYgBU7wejPIXbIMCF/2BGddGg3WDI8FysTI1Y0r8mRezMufJU4ZPgQcS3+ReDkRkNNJf5JXA4GzasBBMLUcI+xkuY+qAS38nMmiILMjYsw3PIFOZ5RPn4p4fBsZZw3fTdAev6wBRn2P453D8jBGmJRCKRSCQfLgaDMARMEC+X6Foyni+Iw4RhDUulqbx61uFbLDt9D5UKRjYuxZGvGtPLvfir4iXAgR+EeFmgEvTdBsOOi5LxF8RLrd7A6NVe7PYJwESjpkv1oizpX5Pz3zVnStfKNC7rkGHxMjJOxwX/UADqlk7jgve+b4V4aZEXuizKXvFSUWDLCNErU0mIZfXx2Xe+95Fr28TPUk2keCmRSN46UsCUSN4ilqZGTPukChq1iq0XHrH1wsP0D1K5u+j9Y2oj3CIXNIaga5me24C6TvzZxRVjjYrdPgF8PPMEt4Iin7/frYYjQxsKp8jxGy7heS8ELPNC+xkwaL8IhmNDYccXsKgZPLqQ4bk42JixbKAbdhbGXHgQxohrFTAMOkS4TWkcVKF0uzoav3UTwaAH64Lw8UwRhDs1FIHmyX9helXwWCDK73OCwlVg0F4Yflo4p1sXFt+P5xJY3BKmV4HDv4qyKIlEIpFIJB8WujjYOEhUkwC/anuwxn4kz2INFLY14+MqRd44xLpz/kzZdwOASe1c+KplOaxedhdP5P5ZuLIZVGroNE+4mr9UFq3VGxi1you9VwIxMVIzv291IVqWy7ho+SIed5+iMygUs7fA0d7izQf4bBKmPQAd5wvTnuzk9Cy4sVtUzyRyYSXsmZipxflcxbXt4mf5j3J2HhKJ5INECpgSyVumarE8jGkiGqN/t8WHB8+i0z9IyUYwcA/YFRPlQAubge/OTM+tWw1H1gypTQEbU24/ieLjmSfYffnx8/cntCxHC5cCxOsNDFnuiX9Iwtwd3WDIEWj1B5hYw0NPIazu+gpiQjM0l9IOVizqVwNTIzUHrgXx/Wk91qOOcT5ve9QqhRJXZxOxtBvEJZRBFawEfbdCz3XCMTP6Kez6EubUgWs7ci7jsYALNP8RvvAR86vcE0ysxHU7+ofoI7SwuQjQEz+LRCKRSCSS3EtMKPzXGa5swqAy5rP4ESyhPeEJ1S+fNij5RsHwkG8gEzdfBmB4o1L0r+uU+s4GA+ydKJ5X7Q0FKryyyyviZZ/qNCrrkKGPlxonbj4F0ph9+fQ2bBsjntcbC2Wy2bTH/5xojQRJ4lxiS6Izs0U/TG1s9s7hXefpbQj0AZUGyrbO6dlIJJIPENkDM4PInkOSzKDTG+g67zTe90Nxd7Jn1ae10KTVhfFFop7C+n7gd1y8bvwt1P8y0+Y+TyLiGLXKi7N3RXn60AYl+aplWYw0aqLjdXSdK3pUFrAxZdJHFWhdsWBSz8yIAFEO5bNBvLZ0EEY2lbpmaF57rwQw/D9PDAqMbe7M0IYlmfnvb4wMn4aZSkukXTms+m8AO8ekg/RaYXh0+FeISSixL1BJlJyXa5fp7yfTxEcJwfniGrhzOKlMydwe6owSjfRlWY5EInkL5OZ4pkSJEgwcOJD+/ftTrFgaeu29h+Tm65driXwCyz+GoCsoJlZ8poxjW0RZWlYowN4rgdhbmnByQhPMTTSpDuF9/xk9FpwhVmugU7UiTO1a+fVO5Zc3iGxPY0sY4w3WBZK9rdUbGL3Kmz1XRNn4/L5ZL176PAyjy9xTxGoNzOlVjdaVXmNO9MwP1vZJ6HtZG/rtSLl0XK+Fq1vhwfnMTU4XC5fXQ3wk2JcSrZqCr0PTSSJZYPMw0RKoeD3ovhLM7TJ3vqxAUcBrOVg5vD0x8eS/ok2TU0Pot+3tnFMikXwQSBOfbEYGjJLMcu9pFK3/PU50vJ6vW5djWMNSGRtIrxWCocc88bp8e2HuY2qVqfnp9AZ+3+3LwhN3AahTKi8zelQlr5Upj8Ni6DH/zHOnywbO+ZncvgJO+SyTBrhzBHZ+CU9viteFKgvXyFJN0+3kuOLMPb7fInqG/tnFlZYVCvLXopV89uR/5FeFEWuaF7Pea8GxZvIDY0Lh1HQ4O08EpQAFKiYImR/lvJAJQvC9vEGY/oTcEdvM80DtBCHTTP5+kUgk2UdujmemTZvG0qVL8fHxoXHjxgwaNIiOHTtiapp7zNRy8/XLteyZKDL6rAqwxGkKk89pKGJnhqWpETcCIxnX3JnRTcukevjtJ5F0mXOKZ9FaGjrnZ2G/Ghin1O8yEW2M6A8e5g9NvoMGXyV/+yXxcl7f6jTOYvEyODKO9jNO8CgslgbO+VnSv2bKC/f+HqKk/tp2sbhrkReGHgfbl8rpY56Jheqz8yHiUZbONRnDTkLBinDnKKztDXHhkL889N4AtkWz77xvQhcP20bDpTWi3H3sNbDKn/3nXdgMHpyDNlPA7dPsP59EIvlgkAJmNiMDRklWsO6cP+M3XsJYo2LziLpULGKb8cG8lsOOsWKF2KEC9FiVJW7cOy49YvyGS0TH6ylka8ac3tWp4mhHrFbP7CO3mXvkNvF6AyYaNcMalWJEo1KYGSdkDejiRCB6/O8kAbFEfbGi/bLY+Ab+3OPL7CO30ahVLOxXgzql8vLb6v10uzkeF/U9dCoTNJ3moKrU5dWDo0NEX6Oz85KcNx1chJBZ/uN3Q8jU60TW6rG/4Oktsc08j3AHdRsqhUyJRJItfAjxjJeXF0uXLmX16tXo9Xp69uzJwIEDqVatWk5PLdN8CNcvV6Eo8E9FCH/A49aLaLDNAq1eYVST0sw8dAtLEw2nvm6KrYVxiocHhsfSafYpHobGULmoLas+rYVlaj0vEzn+NxycDDZFYfR5MDZ//pZWb2DMau/nhj3ZIV7G6wz0WniGc37PcMpnyZYRdZN/Pr0OfLeLOO3BuaTtpZpAsx/EAngiT2/D2bng/R9oE9oYWRWAip2Tfa508dBTLLqrNMLQyCohOzV/eXDtmrRfgA+s7AIRj0Vf894bUizFz3Ziw4Ux5J0jSdta/ga1R2TvecMewj8ugArG+Yoe9BKJRJJFSAEzm5EBoyQrUBSF4f95sedKAKUdrNg+qt5rS4beyP2zYoU4KkiUI3ddKpq0Z5IbgREMW+HJneAoTDRqfmhfgR5ujqhUKu4GR/G/rT4cvxkMQDF7Cya3r0Djci8EwFHBIoA+tyDJzbFsW5EJUMAlTXNQFIVx6y+yyesh5sYa1g6tRcXCtkzb7U2lM1/SXOMJgL7BBDSNJ6ac5RkdAmfmiOA3Llxsy19eCJkuHd4NIdOgB5+Noj9mopBpZicyMt2HgFkmRG6JRCJ5iQ8pntFqtcyePZsJEyag1WqpVKkSY8aMYcCAAa8vv32H+ZCuX67goRcsaIxibMkghzUcuh1BI+d8RMTp8bz3jKENSjKxTfkUDw2P1fLJvDNcexxOibwWbBxeh7xWb8gmjgyC6dXE4m2nBeDa7flbr4iXfaonj92yAEVR+GazD6s97mNtasTmkXUp7ZBQIRQbBl4rxOJy2H2xTWMi5lhrZFJ8qChw/7QQOH13Agm3rgUqikXeip2TuainiwfnhbGiQZe2rMJQf9G7NPg6mNqKcnKn+hk7d0aICBAiasBl0Q6gXBtR+l6wEgw7kb3nPjsfdn8Fju4waF/2nksikXxwSAEzm5EBoySrCImKp9W0YwRFxNGvdnEmf1wxcwOGPYS1veCRt1hNbvWbKEXO5M1ZeKyWL9ddZN/VQAC61SjKjx9XxMxYg6Io7PYJ4MftVwkIFw3OW1YowP8+qkARuxdWxEP94ejvcGFVQt9HFbh+Ao0npilbVKs3MHDpOY7fDCavpQnLB7lRobAt/52+Q9TO7xlqtAMAXfmOGHWak/pqfMwzIWSemQtxYQA8NinOrrx96dn/M8xNU858eKsY9MJ98+gfSWX4ZrYJQuZQKWRKJJIs4UOIZ7RaLZs3b2bJkiXs37+fWrVqMWjQIB48eMCsWbNo0qQJq1atyulpZogP4frlKg5MhhN/87hIK2rf7ouJkZopXVwZs+YCJkZqToxvjION2SuHxen09F98jtN3npLPypRNw+tQLG8aXLy3fw6eS6BwNRh88PlCrVZv4LM13uy6LMTLuX2q0aRcgdePlQFWnPbj+61XUKlgcb+aQiB9dk+Ill7Lk6piLPJCzcHiYZUgouq1cGWLqOR5fCFp0DIthHDp9KqLerqIDoF5DYV46tJBLPqnZbzoEFjTU4iqGhPoOFeIqNnNkxtCPA27D5b5hWllnhIwtaxIDhh6HAq5Zt/5l7YTPfdb/Ax1RmffeSQSyQfJeyFgHjt2jL/++gtPT08eP37M5s2b6dChw2uPOXLkCGPHjuXKlSs4Ojry3Xff0b9//+fv//bbb2zatAlfX1/Mzc2pU6cOf/zxB2XLln2+T6NGjTh69GiycYcOHcrcuXPTPHcZMEqykqM3ntBvsQcASwbUzHz5jjYGtn8Gl9aK11V7Q9u/M75CnYDBoDD32G2m7L2OQYHKjnYs6leDfAkZAJFxOv49cIPFJ/3QGxTMjTWMaVqGQfWckrtpPrkOh36GawkNwNXGUGOA6Mtk9frPHhmno/v80/g8DMfSRMOsXtVoVNaB/VcDObxmKpNVCzFW6dEWrIpxr7WvNKpP5HFYDFvPXMPo3Dy6ardhqxKlSEEWpXFo/yOUbZNp0TdLMOjhymY4+qdY8QcwMhMBfMXO4qdJGm5iJBKJJAVyczzj5eXFkiVLWL16NWq1mr59+zJ48GDKlSv3fB8fHx9q1qxJTExMDs404+Tm65frUBSYWQOe3uJ/RmNZHlmDMU1Kc/FBGEdvPKGXezF+6VjplcMMBoXRa7zZeekxVqZGrBlSK20thwKvwty6YsF4wB4oXhsQ4uXnay6w8/LjbBUvT99+Sp9FZ9EZFCa0KsfwRqXg5HTh9J1oXpivrCh9dv0kadE55hl4LgOP+RD+UGwzMoPK3aHWCMhfNuUTpgdFESLk9V2QxwmGHk3fwrA2FjZ9mhTHWqTBVR2E4Og2BCp0BCOTtJ/v/llY/Yn4buxLQe+NYJ/gOr+uH1zdIr6bVr+lfcz0EPUUppQW1+2zi1nSokoikUhe5L0QMHfv3s3JkyepXr06nTp1eqOAeffuXSpWrMiwYcMYPHgwBw8e5PPPP2fnzp20bNkSgFatWtG9e3dq1qyJTqfjm2++wcfHh6tXr2JpKQxGGjVqhLOzMz/++OPzsS0sLNIV+MmAUZLV/LDtCktP+ZHf2pQ9n9V/c1nQm1AUUW6z/3sRcBSpAV0WZUnQceJmMKNWexEaraV4XguWDnBLZuDjGxDO91t8OOf3DIAyDlYsH+RGIduXMiIfesHBH4UTN4CxBTT4Eup+DurUS+nDYrQMW+HJ6TtP0ahV/PRxRXq6F+OCfyizlizlT/1f5FFForUqjHHvdaK0BmFMdMg3iDXn/DlyPQhDwm+/wmbxTLQ/QsOn67BJEDIpXE2UuJdq8m4JmcenQtDVpO2JJUQVOkHpppkWqSUSyYdFbo5nNBoNzZs3Z9CgQXTo0AFj41ez66Oiohg1ahRLlizJgRlmntx8/XIdQb4w2x29ypjKMXOwtcvL9B5V6TznFGoVHPmy8StZlYqi8OOOqyw56YexRsWS/m7UK5NGsWxFJ7h9EFw+hm7LAdAbFMas9mbn5ccYa1TM7V2dpuWzXrz0D4mm/cwTPIvW8nGVwkz7pAqqkDswy02Ua5dsBLVHixgrsX3P8/6WK0EbJbZZOgjBr8ZAsMybdRM8PRv2ThQZlIP2Q+Eq6R/DoIe934g5pxfrQuJzVe8PFvav3/faDuEgr4uFItVF5qXlC/8GbuyDVV1FFutY3/QJo2nFawVsGwUFXWHY8awfXyKRfPC8FwLmi6hUqjcKmBMmTGDnzp34+Pg839a9e3dCQ0PZs2dPisc8efIEBwcHjh49SoMGDQAhYFapUoVp06ZleL4yYJRkNbFaPe1nnuBGYCTNyhdgfp/qqFNyaEwvtw7ChgGi15CpLbT/V6z8ZpLbTyLpv8QD/5AY7C1NWNSvBlWL5Xn+vqIobPR6yG+7rvE0Kp66pfOyYqB7yp/pzlHRYP6h6GNJsTrQaR7YFUv1/PE6A19vvMQmb7E6P7xRKb5qURb/Z9F8s3ArP0b9SCn1Y/RGFoS0nMXSEBfWn39AUETc8zHcnOzp4eZI64qFMDPW8NniQzjfWcIg472YKQn7Fa8LTb5/nrmQ4ygKBFwS5eU+m5L6RoG4vuXbQcVOorRK8w6Uwkskknea3BzP3Lt3j+LFi+f0NLKV3Hz9ch1H/4TDv3DGqAbdI8fyR+dKHLsZzM5Lj/m4SmH+7V412e6h0fEsOH6HWYdvA/Bv9yp8XKVISiO/ys0DsLKzqHAZ5QH2JZP1o8xO8TIqTkfnOafwDYigUhFb1g+rLcwd1/QC3x2icqTXerFzav0tHSqIMvFKXbJ+YfaBZ0LfS23WuGmHPRDGOm9C0cONPeCxACJFOyaMLaBKL6g1HPKWevUYjwWwe7xIRHBuBV0Wg4ll8n30OmGuExkI3VdBubaZ+zwpsbIr3NwHjb+Dhl+9eX+JRCJJJ2mNZ94Bx4q0c/r0aZo1a5ZsW8uWLTl9+nSqx4SFif529vbJV7dWrlxJvnz5qFixIhMnTiQ6OjrrJyyRpAMzYw3TPqmKiUbNgWuBTN5+hSxZXyjdVPTFKeom+j2u7y/Ky+Mz92++VH4rNg6vQ6UitoRExdNjwRn2J/THBLEo0aV60YTAVc3JW09ZceZeyoOVbCh6M3WYAybWcP8UzKkLl9alen4TIzVTu1Xms6ZlAJhz5DZj1nhTwMaM6SM7M8lhGsf1FdHoosm/cwCqY1MIioglr6UJQxqU5OC4hqwbWpuOVYs+d03/qmMtZqp6UTdmGjec+oDGFO6dhCWtRCbDQ69MfWdZgkolHDmbT4bPL4nvrdYIsZofFwYXVooeSVOcRe+rh57iBkEikUg+MIKCgjh79uwr28+ePcv58+dzYEaSD5qEcuONMdUwNVJTvpANuy4/BsQiLAjRct05f/ou9qDGzweei5fftS2fdvFSr4N934rn7kPBviQA0w/eYrXHfVQqmN69araIlwaDwrh1F/ENiCCflSnz+1YXMZbfCSFeqjTQ/CfR3/LyBljQGJa0Fu+hQOnm0GcLDD8JVXtlvXgZ80zEwQat6HtZc3Dmx7QtKgyH3vQoWEm0Svr8soh3C1QUTurnFsCM6rC6J/idFDGbooh+qbu+FOJltX7wycpXxUsAjVGSOdOFbOjlGxuW5Hhe/qOsH18ikUjSwXuVgens7MyAAQOYOHHi8227du2ibdu2REdHY26evDzVYDDQvn17QkNDOXEiyZlt/vz5FC9enMKFC3Pp0iUmTJiAm5sbmzZtSvXccXFxxMUlZW6Fh4fj6OgoV7wlWc7WCw/5fO0FFAXGNCnN2BZZ0OsHRLB45DfhBo4i3Le7LE6zC3hqRMXpGLnKiyPXn6BWweSPK9KnVvKMl+Wn/fjf1iuYGavZOaY+pfJbpT5gyF3YNAQeiJ6gVOoqVsjN7VI9ZIPnA77eeAmdQaFmiTzM71MDM2MNY1efw/3mVPobCbfEx0VakbfXQkwsrFMda/6x2/y6y5c8FsYcGuJMnnPTwHuFKHkCKNcOGn+b6e8tyzEYRBbDlU2i6X10cNJ7BV1Fj9FKXcE09c8ukUg+PHJzBp+bmxvjx4+nS5cuybZv2rSJP/74I0Vx830jN1+/XEXIXZheBQMaqsfOoo5rWaxMjFh73p8GZfLRzrUwOy8/5uStYHSGpFuz8oVs6Fu7OD3cUq9IeYVzi2DnWDC3hzHeYG7Hao/7TNx0GYCfPq5An9olsvbz3T4MAZc4dvMJx28GY6RW0dO9GI55LIQYd3YuRDyGojVFS6Nr27Kvv2VqKIrIAr2+M2N9L7NjPnePiezTm3uTtheqDDZFxTxBxJwNvnp9O6PAqzCnNqiNYNz15CXmmeXyBlHCnrcMjDr3brRVkkgkuY5cWUKeXgFz+PDh7N69mxMnTlC0aNFUxz106BBNmzbl1q1blCqVQvo+8MMPPzB58uRXtsuAUZIdrDhzj++3iFYJ37Utz+D6JbNu8DtHhEAYGSiCxla/QfUBmQpItHoD3232Ye15fwBGNCrFVy3LokoY02BQ6LfEg+M3g6lc1JaNw+tgpHlNArheJ3o9Hv1DlNzYOkKn+VC8TqqHnLwVzLD/PImI1eGUz5KlA2pSNI8Fx24+oXLgVuyPTBQr7gUqQY9VqZana/UGPppxAt+ACLrVKMqfXSpDyB048keCKZICqMCpvug7Wb591vZlygr0OuEUeXG1EDP1CYsvJlZCxKwxQATIEonkgyc3C2BWVlZcunSJkiWT/w29e/curq6uRERE5NDMso7cfP1yFadmwL7vOKeqRNeYiUz+yIUfd1xDryhoVKB/4W6sfCEb2lYqSJtKhSj5ugXflIgNh+lVxSJm67/AfQj7rwYydMV5DAqMalyaL1tmsUi473s4NT39x1nmf6G/ZRYKbqlxaT1sGpy5vpfZxZMbcGa2iNt0sWKbSgMf/QvV+qRtjPmN4JE3tPpdlKRnFev6wtWtUH8cNP1f1o0rkUgkL5ArS8gLFixIYGBgsm2BgYHY2Ni8Il6OGjWKHTt2cPjw4deKlwDu7u4A3Lp1K9V9Jk6cSFhY2POHv79/Bj+FRPJm+tQqzlcJAebPO6+x7nwW/nsr2QiGnYTSzUSQtOMLWN8PYkIzPKSxRs3vnSvxeTNRzj37yG3GrrtIvE64TKrVKv7s4oqNmREXH4Qx+8jt1w+oMYJGE2DgXmE6FOYPS9sKwx+9NsVD6pbOx8bhdShiZ87d4Cg6zj7FBf9QGpd1wL7Bp9BvuwiWAy/D/MaiTCeVz/JLx4oArDv/AI+7IaL8qtM8GHFGNMMnYdV8x+cwpYwoL/f+L1PfYZaiMYJSjYXoO84XWvwCeUtDfCR4LoF5DWBBE9GUPT4qp2crkUgk2YKpqekrcSPA48ePMTIyyoEZST5Yrm0HYFt8dSxNNUzecRV9Qg6JXoFyBa35soUzh8Y1ZPdn9RnVpEz6xUuAE38L8TJvGagxAM97IYxa5YVBgW41ijKuhXPWfSaDAfZ991y81ClqYhVjtCpj0YIn8ZGISiN6coJw7R7lCQ3Hvx3xUlHg5L/ieYOv3i3xEiC/M3w0Db64KvpMFq8rzHrSKl6C6KUJopVQVqGNgZv7xXNZPi6RSN4B3isBs3bt2hw8eDDZtv3791O7dpK5hqIojBo1is2bN3Po0CGcnJzeOO6FCxcAKFSoUKr7mJqaYmNjk+whkWQnIxqVYkgDkTXy9cZL7PEJyLrBrfJDz/XQ4mdRbnJ1K8ytD/4eGR5SpVLxeTNn/uzsikatYrP3QwYs9SA8VgiOhWzN+amDEAanH7zJ5Qdhbx7UsSYMOwFVeoseQMenwqLmEJzyYoNzAWs2j6hDxSI2hETF03PBGXYn9JeieG349LDIPIwOhuXtRZlVClQvLsx9AL7dfPm5EItDOeHkOeYCNJ0k+hkpeuHyuXUk/FUaVn0ienfGvSOZPRb2UGcUjDoP/XaIrFG1seiNuW0UTC0HO7+EB+eFo6ZEIpHkElq0aPF8ATqR0NBQvvnmG5o3b56DM5N8UIQ/Bn/RrmCfvgZxWj2JVeIdqxbhwNiG7Pm8QcZFy0Se3RPu2gAtfubW01gGLTtPnM5Ak3IO/Nqx0vPKmEyji4NNn4rM0gQ6xE9mkOMOVN8FwfcJj/rjxJt2xeCbRzDBD6wKiDjMe0XWzCUt3D0qFrCNLbKm72V2YZlXmOQM2AVlmr15/xep2FlklwZcFo+s4NZB0afT1hEKVcmaMSUSiSQT5KiAGRkZyYULF54LiHfv3uXChQvcvy9cdSdOnEjfvn2f7z9s2DDu3LnD+PHj8fX1Zfbs2axbt44vvvji+T4jR47kv//+Y9WqVVhbWxMQEEBAQAAxMTEA3L59m59++glPT0/8/PzYtm0bffv2pUGDBri6ur69Dy+RvAGVSsXE1uX4pIYjBgXGrPbmxM3gNx+YVtRqqDMaBu1LyHK8D4tbCZEwE0JWt5qOLOpXAwsTDSdvPaXb3NMEhIlymPaVC9O2UiF0BoUv1l0gVpuG85haQ4dZ0HUZmNmJ8ph59eHcQtDGvrK7g40Za4fUpmk5B+J0Bkas8mLRibviTTtHGLBHBHkGnegRteML0MW/Ms6EVuXIa2nCzaBIFp64k/xNeyeoP1aIq6M8RX+i/OVFifqNPSKo/6s0rO0NPhshLjK9X2PWo0ooe++6BMZeg2aTRQ+ouHDRQH5hU/jTSfSHOrcQnt6W5j8SieS9ZsqUKfj7+1O8eHEaN25M48aNcXJyIiAggKlTp+b09CQfCr47APBWnAnEnsQ1UZdCNvzdrTKlHTIhWr7IwcmiZYxTQwIKNKTf4nOERmup4mjHzJ5VX9+6Jz3EhsHKLuCzAVRizDOG8oTlqcjMHtWSzhP+GE5OE8+bTQZjMzC1gibfi21H/4Sop1kzpzdxaqb4WbW3WNjNjVjYQ9nW4vmF1VkzZkLmMOU/kr0vJRLJO0GO9sA8cuQIjRs3fmV7v379WLp0Kf3798fPz48jR44kO+aLL77g6tWrFC1alO+//57+/fs/fz+1lcUlS5bQv39//P396d27Nz4+PkRFReHo6EjHjh357rvv0pVVKXsOSd4WeoPCqFVe7PYJwMJEw8rB7lQtlidrTxIbLoQ8nw3ideFqopQlE30SLz8IY8DScwRHxlHI1oyfPq5I0/IOPIvW0nLaMZ5ExDGonhPft0uHGU7YQ9gyTJRvg2i+XqETVO4Bjm7Jgiud3sCPO66y/LRwPv+saRk+b1ZG/I5QFFFmdfAnQBGlOt2Wv1LGtMnrAWPXXcTMWM3+LxriaG/x+vkFXQOfTcJI5+kLWaJGZqJk36UDOLcEs3fkd4bBILISvJbB7UPipuRFbB1Fy4HEx9so85JIJG+V3B7PREVFsXLlSi5evIi5uTmurq706NEDY2PjnJ5alpDbr1+uYFl7uHuUX7Q9WaBvB4BaBSsGuVO3dBb8XTUY4Opm2DAQUBEx4DBdN0fgGxBByXyWbBheB3tLk8yfByD8EazsCoE+YGKJ3qCg0UUzKH4c/QcMp36Z/En7bhkJF/6Dom5isTwxRjPoYV5DkRHpNhTa/Jk1c0uNIF+Y7Q6oYIzXc1f2XMmNvbCqmyjRH+cLmkz8ntPFw5TSIjYcsPu1feglEokks7x3Jj7vGzJglLxN4nR6Bi87z/GbwdiaG7NuaG3KFsxiN2lFEX1z9kwUWXkqNbgPh8bfiBXzDOAfEk2/JR7ceSL6LNYumZdv25YnKCKWgUvPA7DqU3fqlEpHAG8wgMc8UbaU6GAJIpuwcg9w7SYyJBEtJWYdvsWUfTcAGFC3BN+3dUGtTgiir++BjYMhPkKIdd1XQaGkTGxFUeix4Axn7oTQuGx+FvevmbbyK0UR5TuJjuDP7ia9pzGF0k1FL03nVq91V3+rGPTw6ALcOSyMnu6fERmlL1KwEpRqCtX7P/+OJRLJ+42MZ95v5PV7x4kOERUZip4Gcf9wXykAwLdtyvNpg0wKadoYYS54ejYEXwdAV7kXvYL6cPZuCPmtTdk0vM6bF1/TSpAv/NcZwh+AVQGUSl1RnZ7JbUMhppZZwew+NZP2fXxJ9NtGgUEHREugF7lzBJZ/LPpijjgjekBmF1tHiXL18h/BJ/9l33neBfQ6+Ls8RAVB99VQrk3Gx7p1EP7rBJYOQgxVa7JunhKJRPISUsDMZmTAKHnbRMXp6L3oLN73Q3GwNmXDsDoUy5tFQemLRAQIEfPKJvHapqhYHS/XNmPDxWqZfeQ2i07cfd5LslPVIugVha0XHlHEzpw9n9fH2iydq8QGQ4LT9hrRw1P7ghlNsdpQubvIeDS3Y+nJu/yw/SoAXasX5bdOlZJKnIJ8YU0P4TRuZCYaytceDUYiW+FWUCSt/z2GVq8wt3c1WlVMvVduiiSKmVe3wtUtyTMz1cbCbMflYyjb5t0qa4qPgnunEwTNhN5RiajUUKEj1P1MuplLJO85H0I8c/XqVe7fv098fPJ2Ie3bt8+hGWUdH8L1e6/xXglbR3DVUJw28b8Bou/l390qZ7wfZWSQaPVybiFEJ5Rgm1hjqNaXsU/asOVKGNamRqwdWhuXwln0b+LeKVjdXWTj5S0DPdcRtbAtljGPmGQYzJCxP1PELsFQVVFEn/G7x6BiF+iScr9xVn0i2u44t4aea7Jmni8TGQT/VAB9PAzcB8Xcs+c87xL7vhOL/OXaQfdMGPps/1wYP1YfIKqyJBKJJBvJVgHT398flUr13N3bw8ODVatW4eLiwpAhQzI+6/cIGTBKcoLQ6Hg+mXeG64ERFLO3YMOw2jjYmGXPyW4eED0iQ0UJNuXaQes/wLZohoZ78CyaqftusNlbZE2aaFSYGWsIj9XRpXpRpnTNhBAWHwXXdsDF1WJVn4RfaxpTsfpcYyAbnzrx1cZLGBRoXbEg07pXwdQoYTU55hls/BRuJTgtOrhAu2nPA92p+64z49AtCtqYcWBcQ6xMM+heqyiizDxRzHzim/Se2ggc3UWpeelmItvxXeo3FBkkhMyLq4VpUSIlGwshs2Sjd2u+EokkTeTmeObOnTt07NiRy5cvo1KpSAx5E4Ujvf79Ny7LzdcvV5Ag0k3VdmGGvhMuhWzYNKIOZsYZyGYLvApnZgmjQH2CGG9bDGoNQ6namx/2+rPs9D1MNGqWDqyZvuqW13F1q4iR9HEiTumxhujrB7HYOpinijXr6+9hWLOKSftf3y3ETo0pjD4vDHxS4skNmF1LmCH23QYlG2bNfF/k0C9w7E8oWhMGH8j68d9FAq/CnNoirhx3PWPtfwx6mFoWop5A702ickgikUiykbTGMxnq5tyzZ08OHz4MQEBAAM2bN8fDw4Nvv/2WH3/8MWMzlkgkb8TOwoQVg9woZm/B/ZBo+izy4FnUqwY0WUKZZqKsp95YEQT57oBZ7qJUSa9L93BF81jwzydV2DaqLm5O9sTrFcJjxTgbPB8kuYVnBBNLqPwJ9N0CY69C8x+FqY4+Dq5shmUf0dmzN5saBGKuUdjtE8DgZeeJjk/4HOZ5oNd66DgPLPJC0FVY3EKsPsc8Y2Tj0hSztyAgPJa/E8rRM4RKBQVcoPFEGHkWRpwVBkAFKgpToXsnRRP+efVF4Lh5uDABig7J+DmzCisHcO0KfTbB0ONQqaso/bpzGFZ0gPkNxVwz8G9DIpFIsoPPPvsMJycngoKCsLCw4MqVKxw7dowaNWok668ukWQLcREYbh0CYI/BDTNjNUsG1EyfeKkoYkF5eQchSnn/J8TLojWh61IY443WbTg/7X/IsoSe31O7Vc468fLsPFjXT8RT5dpB361gnodn+4UJ1g6TNgxoVD5pf71WZAAC1B6ZungJomy85iDxfN+3mTKQTJH4aJGlClB7VNaO/S5TwEU4hht0cHlDxsbwPyvESzNbKFE/S6cnkUgkmSFDGZh58uThzJkzlC1blunTp7N27VpOnjzJvn37njuF53bkirckJ7n/NJouc08RFBGHUz5LFveviVM+y+w7YeBVYfLjf0a8LugKH/0LRaplaDhFUThwLYjfdl3jTrAo/VarYEqXynSsViTVsiqDQeHBsxiuB0agVkGTcg6pl2ApCgRcAs9lcGEV6GIAiLEqxpTwZqyMr0/F4gVZ1L8mtuYvlK9Hh8D+78VNAojeP61+46hJA/otOYdaBdtG1aNiEdsMffZUCbkLtw6InkN3jyUviVepoUj1pOzMwlXfjV5Ez/yEoO21/Pn3S54S4kaham8wNs/J2UkkkjSQm+OZfPnycejQIVxdXbG1tcXDw4OyZcty6NAhxo0bh7e3d05PMdPk5uv3vhN/cT0mmwdz21CIpvFTWDrAjUZlHdI+gF4H/3VMMi5UqaF8eyEMOroBEBQRy6hV3njcFQudkz5yYUDdLOpRfXY+7P5KPK85GFr/CWoN97z3U3xrF+IUYzw7n6COa7kXjpkHu8eDZX4Y7fVm08KopzC9KsSFwcezROyQVZxbJCqJ7IrDGO93I256WyReu4KuMOx4+o/fMxHOzBa95TvOzfr5SSQSyUtkawm5lZUVPj4+lChRgvbt21O3bl0mTJjA/fv3KVu2LDExMZma/PuADBglOc3NwAj6LznHw9AY7CyMmd+nBm5O2dhD0WAA7+Ww/3+iB5JKDW5DoMl3YJoxQyGt3sCK0378stMXfcKvok5VizClqytPIuO5HhDBjcCI5z9vBEYSo01aof++nQuD6qUhUI8KBo8F4DEfYkSQ/wxrlumacyZvZ2Z+2px8VqbJj/E7ITIwn94Ur0s3Y5J+IMuuQeWitmwaUReNOptKpnVxcP+0EDRvHoAn15K/b2YnnNOd6kOJeuBQAdQZSqjPGqKewrkF4sYl4fvFIp9omF+4qng4lM+cG6ZEIskWcnM8kydPHry8vHBycqJUqVIsXLiQxo0bc/v2bSpVqkR0dHROTzHT5Obr975z9s/2uEcfZbauPVvsB7NvbDpLpK9shvX9wcgcagwE96GQp/jzt8/7hTBipRdBEXFYmRoxpatr+vt0p4ZBD/9UhIhH0GC8MHRMaMNw/vfW1Iw7zXHrttQftyrpmJhnQoyMeQbt/hFzTgunZoisTauCMNozw8aRyedvgJk1IOQ2tPoDag3L/JjvE9EhMMVZmDEOOwkFK775mEQUBaZVgjB/YW6ZwR74EolEkh6ytYS8QoUKzJ07l+PHj7N//35atWoFwKNHj8ibN2/GZiyRSNJFmQLWbB5Zh8pFbQmN1tJr4Rk2eT3IvhOq1cJ9etR5qNQNFAOcnQuzagk37wxgrFEzsF5J1gytRaIWuMn7IS6T9uL+60H6Lvbg553XWO/5gIsPwojR6jExUlMyv8g2/XXXNU7eCn7ziSzzibLtL65AmylgV5w8RPC50SaWhA7gxL/9CPR7SSQsUQ+Gn4RGE0FjArcO8IP/IMaY7uTKg6dM2uZDRKw25fNlFiNT0VOyxc8w8oyY90fThSBoagOxoXB9J+z5GubWg79KwppeQkAMvCIC97eJZV5o9DV84QOt/xIlY9HBovn79jGiJP7XIrCgCewYC14rhLGRPpu+P4lEIgEqVqzIxYsXAXB3d+fPP//k5MmT/Pjjj5QsmTEH6FmzZlGiRAnMzMxwd3fHw8MjTcetWbMGlUpFhw4dkm3v378/KpUq2SMxrpa8v6w+eYOKUaJqZbfejZFNSqdvAEWBUzPF87pjoNWvz8VLRVFYfOIu3eefISgijjIOVmwdVTfrxEsQ/cQjHokF0wZfPu9xfeDEKarHis/l3PHr5MccmyLEy/zloWrftJ/LbYio3ogMgFPTs2T63NgtxEsz26zN6nxfsLCHsq3F84ur03fs4wtCvDS2gFJNsnxqEolEkhkylIF55MgROnbsSHh4OP369WPx4sUAfPPNN/j6+rJp06Ysn+i7hlzxlrwrxMTrGbf+ArsuBwAwpklpvmjunHF3y7Ry+5AoK3/mJ167dBDlRdYFMjTc7CO3+HPP9eev1Soomd+KsgWsKVNA/HQuaE1xews0ahXj1l9kk9dD8lgYs21UPRzt0+HIrtfBtW3EHf0H0yeXxCbUxJZqg2WDUVCsVnJDmuCb4rP6iTKcawZHvtUO4r5lRca3LEeX6kVRZzAbM06nZ6v3I47dfMLoJmUoW/AN2ax6nQgu/Y6LLNF7p5OXm4Po41m8Ljg1EG7hGWngnhn0Ori5T/RQeuQt5hsb9up+Rmai/2fRmkKcLVY7ZzNJJZIPkNwcz+zdu5eoqCg6derErVu3aNeuHTdu3CBv3rysXbuWJk3Sd3O+du1a+vbty9y5c3F3d2fatGmsX7+e69ev4+CQemmwn58f9erVo2TJktjb27Nly5bn7/Xv35/AwECWLFnyfJupqSl58uRJ05xy8/V7X7kTHMnv//zNfOOpPFTy0twwE8/vW2Juko4S5vtnYHFLYYTzxRWwyg9AVJyOrzddZvvFRwC0cy3EH51dscyouWBqbBgEPhug5qfQdgoAEbFa9v7Ziy6GvfjZ16PEmJ1J+4fcgZluIuOv90bR7iY9XN0K6/qKbNMxXmBTOHPzX9wa7p+Cel9Asx8yN9b7yvU9sPoTUc4/9lraq2AOTIYTf4PLx9BtefbOUSKRSBLI1hJyEM6N4eHhyQIsPz8/LCwsXhvE5RZkwCh5lzAYFP7ad505R24D8FHlwvzVxTVjLpfpIT4ajvwGp2cJF0kzW2j+E1Trm25HaoNBYbP3Q9Z7+nPmTgjWphq2j65PiVR6e8Zq9XSbd5pLD8IoX8iGjcNrY2GSzgBeUQj2OcDtLb/irvdK2l6wErgNhUpdkvo4KoropbnvW5FhAKzSNeYPXQ+KFSnCpI9cqFEi7SX8EbFaVnvcZ9GJuwSGxwHglM+SnWPqpe9z6LXw6AL4HROC5v0zoH2hLFJtDOXbiezZEg1yRiBUFHh2V8wzUdB8dFH0vHoRq4JQoQNU6CRETSlmSiTZzocWz4SEhJAnT54MLfK5u7tTs2ZNZs4UmXEGgwFHR0dGjx7N119/neIxer2eBg0aMHDgQI4fP05oaOgrAubL29LDh3b93mnCH6ONCqHWwkdMjJ9OF80xFuta4eM6kb+7VUnfWGt6CfPEan2h/QwA7jyJZNh/ntwIjMRIreKbNuUZULdE1i9Yx4QKI0FdLHx6+Hm/86lbTjPCuz3mqnjie2/FpHQjsb+iwLo+cG27EC57b0z/ORUFlrQW7XMq94SOczI+/4eeouJDbQyfXwabLMxMfZ/Qa+FvF4gKgh5rkjIyX4eiwMyaon1S50UiDpZIJJK3QLaWkMfExBAXF/dcvLx37x7Tpk174wq0RCLJHtRqFRNalePPLq4YqVVsv/iIngvOEBwZl70nNrGAFj/BkMPC8TA2TJQML20nshbTgVqtonP1oiwb6EbVYnZExOkZsuI8UXEpu1qbGWuY27s6+axMuPY4nPEbLpHu9RiVinyVmlPqiz2Msp3Bal1jYhVjUd68bZQI/PZPglB/IchW7SVK6Cv3BKCn0WEOm47D+fF2usw9xZjV3jwKfX0P4CcRcfy5x5c6vx/i112+BIbHUcDGlHxWptwNjuK3Xb7p+wwaY3CsCfXHQZ/NMOEeDNwHTb4XvScNWtFHa/nHMKMaHP8bIgLTd47MolKBfUmo2En8e+m3HSb4iQb/nRdBlV5gaivKx87OFQ7w0yrB3m/hgacIqCUSiSQdaLVajIyM8PHxSbbd3t4+Q4JPfHw8np6eNGuWlFmmVqtp1qwZp0+fTvW4H3/8EQcHBwYNGpTqPkeOHMHBwYGyZcsyfPhwnj59muq+cXFxhIeHJ3tI3gFiQlHmN8R4Xh3ma7+mtfosAHv0NelYtUj6xnp6G3wTshsT3LP3+ATQfuZJbgRGkt/alNVDajGwnlP2VNtc2SzEy/zlRRwB3AiMQHV+EeaqeCLyuGBSqqHo131hlWhlc2276I3e4ueMnVOlgpa/iOcXV4nFzoySWHpfqcuHK16CiA9du4nnF1a+fl9dPFxcC/MaCPFSYwJlWmT/HCUSiSSdZEjA/Pjjj1m+XKSUh4aG4u7uztSpU+nQoQNz5mRixUwikWSKbjUcWT7IDRszI7zuh9Jx9kluBkZk/4kLVYbBB6HFL6Jnzr0TMKcuHP1LBEXpwNRICJP5rU25ERjJl+svpipMFrYzZ3av6hipVey49Jh5x+5kaPr5rEyZMqoXd+v8Ru34mfym7cFj8gtDmpPT4F9XWNsb7h4X5dkd50D/XZC/HPaqCKaazGWtyU9cveRBk6lHmHbgBjHx+mTn8AuO4pvNl6n7xyFmH7lNRKyOkvkt+bOzK8fGN2baJ1UAWHHmHkdvPMnQ5wDAyASKuYueVUOOwNDjwj3U1EZkQR6cDP+4iM9z68Db75eZiFoNeUuJG4wOs+Grm9BjLbh+AibWEP4ATs+EhU3E97//fyKDU4qZEokkDRgbG1OsWDH0ev2bd04DwcHB6PV6ChRI3ialQIECBAQEpHjMiRMnWLRoEQsWLEh13FatWrF8+XIOHjzIH3/8wdGjR2ndunWq8/7tt9+wtbV9/nB0dMz4h5JkHcenoIoUi4PV1bewVMWhV1TUNrtHnaIm6RvrzGxAgTIt0NmX4ffdvgz7z5PIOB1uJezZOboeNdNR8ZFuLiQY81Tp+dy456ctXvTR7APAus6ncHyKWGjcMhwCfUTs1/I3YdiXUYpUFz3WAfZ+l7G/96H3RTk6CLf2D50qYsGd63uE4eLLRIeIhe1/XWHzEAi4JMr4W/zyZgd5iUQiyQEyVEKeL18+jh49SoUKFVi4cCEzZszA29ubjRs38r///Y9r1669eZD3HFmyI3mXuf0kkoFLz3HvaTTWZkbM6VWdemXeUh/EZ/dg51ghjgE4uMBH/4KjW7qG8bwXQvf5Z9DqFb5qWZaRjVNvgL/izD2+3+KDSgVL+tekUdmMZ4Kf8wth3LqLPAiJpJnak6/zHqNkhGfSDg4VwO1TIbxpTOHMLDjyB+hi0KFhvq4t03Udsbe1ZWKb8pTIa8ncY7fZffkxhoTftlWL2TGsYSmaly+QrHfmD9uusPSUHw7Wpuz7ogF2Fum86Xkd8VEiq8JzGTx4wXTCrphotl+uDeQtLQyEchptrPj3c2WTCLpf7PGZx0mUmbt0EMJ5dvd6lUhyObk5nlm0aBGbNm1ixYoV2NtnTvB59OgRRYoU4dSpU9SuXfv59vHjx3P06FHOnj2bbP+IiAhcXV2ZPXs2rVuL0s20lIvfuXOHUqVKceDAAZo2bfrK+3FxccTFJVVXhIeH4+jomCuv33tDyB2UWe6o9PGMix/GIJP9uHA76X0Ta6jeT7iI2xV7/VjRIaL6QxeD0ncrg45Zcsg3CIBB9Zz4unU5jDXZ2F4l+KZw71ZpYOxVsC7I1gsPObF+Gn8Zz8dgZIEaBXQJ1SbWhcF9iGhTY562vq2vJdRfnF8XC5+sFC1w0sOeb0RcVrIR9N2a+fnkBuY1gMcXRZ9696Fi29PbcGaOyMxMbDtkVUAYKtUYKEyAJBKJ5C2SrT0wLSws8PX1pVixYnTr1o0KFSowadIk/P39KVu2LNHR0W8e5D0nNwf8ktxBSFQ8Q1ec55zfMzRqFT93qEgPtzcEzlmFosDlDcIlOzoYUInMuibfgV3as0VWe9xn4qbLqFSwuF9NGpdLWZhUFIWJmy6z5pw/NmZGbBtVL9XemWkhKk7Hr7uusfLsfQCa5Anmj2JnyH9nS1KgZ2QuRL9K3SBfGdj3HVzfBcBj8vNtfD8OGaolG7dx2fwMa1gKN6eUSxhj4vW0nXGcO0+iaOdaiJk9q72yT5YQeEUImZfWJDfXUamFE2g+56RH/rLi82XFjUlGiI+Gm3uF+Hpjr7ipSSRPCSFkVuggWhhIMVMiSTe5OZ6pWrUqt27dQqvVUrx4cSwtk/9d8PLySuXIV4mPj8fCwoINGzYkcxLv168foaGhbN2aXCy5cOECVatWRaNJ6kVtSMh4V6vVXL9+nVKlSqV4rvz58/Pzzz8zdOjQN84rN1+/94Z1feHqVo7pK9FPO54becZiHPOERbpW9Mp3C7PQW2I/lQZc2ouy8KI1Uh7r2F9w6Gco6MrxJhvps/gcpkZqpnarTDvXTBrbpIVEA5cyLaDXeiJjtYz/ayZ/6n7HSvXC399ClaH2aPH3N63mMGnl4E8iw9O+JIw4KypL0kJsGPxdAeIjoNdGKJNOI6Hcytl5sHs8FHSFVr+LvvXXdwEJEkCBSiJbtWKnd2MRWyKRfJBkq4Dp6urK4MGD6dixIxUrVmTPnj3Url0bT09P2rZtm2opTW5CBoyS94E4nZ6vN15ms/dDAD5vVobPmpbJfofyRKJDhLCX2HtHYwq1hkP9scLwJw18s/kyq87exzpBmHRKRZiM0+npPv8M3vdDcS5gxaYRdbHKpCvn0RtPmLDhEgHhsahV8Hm9/IywPYuR91J4eitpR3N7EfjZFgWPhaL8GTig1OQHbV9quFZiaMNSlC/05t8VF/1D6TTnFHqDwr/dq/BxlXT2zkoP2hhRauX9n1idj3tNLzVLByFoOpQHp/rC4fxti5pxkQli5ha4uT8pAwQSxMyPhaBZuKoUMyWSNJKb45nJkye/9v1Jkyalazx3d3fc3NyYMUOYqhgMBooVK8aoUaNeMfGJjY3l1q1bybZ99913RERE8O+//+Ls7IyJyavCzIMHDyhWrBhbtmyhffv2b5xTbr5+7wUJbuF6RcXvuh5UsAynQ/wOwhULPrFZwa4vGqO6fUi0RLlzJOk4R3foMEe0UklEFyfKsiMDodMCBnk5cdA3iP51SvBD+wrZ/1kMevinIkQ8gq5LIU8JAv4bQsHoG4CQu1RlWkDdz6F4nez7OxsXAdOrCfOZ2qOg8TdgkoZF6ZPTYf/3onfniNMyDkgk6qkwZTJok28v01IIl04N5HclkUhynGwVMDds2EDPnj3R6/U0adKE/fv3A6Ivz7Fjx9i9e3fGZ/6eIANGyfuCoij8s/8G0w+JG6le7sX48eOKaNRvMVh56CV6GPodF6/N7aHheKgx6I0r6/E6Az0WnMHz3jPKOFixeWTqwmRgeCwfzThBUEQcLSsUYE6v6slKtDNCWLSWH7ZfeS4Cly9kw99dXSmv3IJL68FnowiyE7ErJspwHnqBokcxMkfVeCLUGpHmLIVpB24w7cBNbMyM2PtFAwrZmmfqM6QJRRE3TcE34Ml1UUYWnPAz/OGr+6vUQigs2RhKNYaibmnPksgK4iLh5j64ugVu7EsuZtoVF2JmxU4yM1MieQMynkk7a9eupV+/fsybNw83NzemTZvGunXr8PX1pUCBAvTt25ciRYrw22+/pXj8yyXkkZGRTJ48mc6dO1OwYEFu377N+PHjiYiI4PLly5iavjkbSl6/HMRgQFnYDNUjT47qK9FQc/n5W5v09Xjc5N/k7W8CfETZ7uV1oI8Hp4bQb1vS+97/wdaRYFOEe71P0eifkygKHBrXkJL5rbL/89w+BCs6opjZcafnKQqubYlllD96RYVGpUDlXtBxdvbPA8BrOWwbLZ6b2YmyZrdPwSaVLFS9Fv6tLOKV9jOhWp+3M8/3hfX9RSWLkZnoi+k+HPI75/SsJBKJ5DnZKmACBAQE8PjxYypXroxaLXqxeHh4YGNjQ7ly5TI26/cIGTBK3jdWnLnH/7b6oCjQqkJBpnWvgpmx5s0HZhWKIkqA9/9PCGMg+hk2mySy5l4jMgWFx/LRzBMEhsfRwqUAc3unLkx63X9G93lniNcbGNfcmdFNy2TJ9Pf4POabzT6ERMVjrFExuH5JhjUsha2JCu4ehUvrwHcHxEcmHWRsmdS/MX95aDsVStR947m0egNd5pzi4oMw6pfJx7IBbpkWYjNFXESCoHkTHnnB7cNJ1zARY0vx2RIFzfzl3p5wGB8lxMwrW8RP7QttTOxLQoVOULEzFHB5O/ORSN4jZDyTPmbOnMlff/1FQEAAVapUYfr06bi7uwPQqFEjSpQowdKlS1M89mUBMyYmhg4dOuDt7U1oaCiFCxemRYsW/PTTT6+YBaWGvH45yKX1sGkw0YopWtTYqpIW0v7QdqPXl/9SNI/Fq8cF34JZbqDohdFeIVcRI82pA0FXofmP/PSsOYtO3KWhc36WDUxfD/E3ERIVz+WHYQSExfAoNJaAsFgehcXQ//EvNNUdZbmuOfcVB74zXslTxZq8qghR/v7ZhTf38MwqFAU8l8LJf4UBIYDaSPwtrz1SlLC/SMK1wNIBvvCRpdAvExMqBGqnhmCZN6dnI5FIJK+Q7QJmIg8eiFLJokWLZmaY9w4ZMEreR3Zdfsznay4Qrzfg7mTP/L41sDXP4t5Fb0KvA+8VcPjXpMzFom7Q4mfhnp0K3vef8UmCMDm2uTNjXiNMrvG4z9cJvTMX9KlBM5e03Qi+iScRcXyz+TL7rwqnUVtzY4Y3KkX/OiWEGBwfLfoKXV6f4PCtEweqjZKeV+4BzX8Cq/yvPdftJ5G0nX6cWK2Bye0r0K9OiSz5DFlG2ENRDnfnsPgZ9ZJzulVBKF5bZEAWripuNsztsn9e8VGivPzKplczM/OXSxAzO4m+nhKJJFfHM2q1+rUtU7LKoTwnyc3X751GG0P8tGqYRD3ikcGewuoQbuJIGfwBeKrKS94vz6UuFm0YKCo4XLtDp3kiZvivM5hYETXyErX+OU9ErI4lA2rSOBPGhC/jGxBO1zmniYjTJdtuTTTnTIdjptLSK+5r5phOx4Zo7phVoGTsFfG3s+uSLJtHmjHo4cYe0bfx3smk7SXqCyGzTEuxWDqvgXDQbvwdNPzq7c9TIpFIJJkiWwVMg8HAzz//zNSpU4mMFNlG1tbWjBs3jm+//fZ5RmZuRgaMkveV07efMmT5eSLidJQraM2ygW4UsDF7+xOJi4RTM+DU9KSMufIfQdMfIF/KjuPrzvkzfuOlNAmT32/xYcWZe1ibGrFpRB3KFLDOkmkrisLBa0H8udeXG4Hi919BGzM+b1aGLtWLYpToDhr1FC6uhiO/iazMF0VMM1toOkm4dqpTz4JddsqPSduuYGasZueY+pR6GyVkGcFggKArIjPzzmG4dyq52U4i9qWEmFm4ivhZ0BXMsvH3Z1ykuPHx2ShuDvXxSe8VrJQkZuYpkX1zkEjecXJzPPOysY5Wq8Xb25tly5YxefJkBg0alEMzyzpy8/V7l9Ee+QvjIz8TqZhhpYolTLHAy64FjcO2PN9G6ebQcx2kdF/00AsWNBaxweeXYcsI8fez1ghW2A3j+y0+OOWz5ODYhllWgREVp+OjmSe48ySKwrZmOBe0ppCtOYVszagTuoMal38gPo8zKqf6GHstEpUjwTdEpuinh6BI9SyZR4Z56AVnZotS6MR4yr4UOLcSzuNG5sI5XTpoSyQSyXtHtgqYEydOZNGiRUyePJm6dUU55IkTJ/jhhx/49NNP+eWXXzI+8/cEGTBK3meuPAqj/5JzPImIo4idOSsGub2d/kopEREgsjG9V4BiEGVK1ftDo6/B6tWsg0Rh0srUiJk9q9IolcyEeJ2B3gvP4uEXgrmxhnEtnOlfp0SSwJhJ9AaFzd4P+Wf/DR6Giiy/kvkt+apFWVpVLJiU9fPMT9yYJGYOmFgLh0yAwtWg3d9CzEsBg0Gh3xIPjt8MpnJRWzYOr5Nl889WtLHwwEPcbDzyFo/QeynsqBKZkAUribI0W0fxsEv4aZqF/yZjQkV2rM9GkTFqeCH7JH85UVZVspEog0+jwZREkhv4EOOZVatWsXbt2lcEzveRD/H65TgRgcT9UwVTQ1K7kk/jx/Kb7WbyxdzlL10PvjTbjEoXC81+gHpfpDzOkjYiNqjSS5gdqtQoY7xpseQeN4MimfSRCwPqOmXJlBVFYey6i2z2fkhBGzN2jqlHXqsXyqwXtQD/s1B7jBADFb0o1/bZCMXqwMB3yN8g7AF4zBcl5rFhSdtrDhateiQSiUTy3pGtAmbhwoWZO3fuK+6IW7duZcSIETx8mILhQy5DBoyS9x3/kGj6LDqL39No7C1NWNK/JpUd7XJuQkHXYP8k4TINoqdindHi8YKQFa8z0HfxWc7cCQFgZONSfNHMOUVhLzgyjhErvfC4K/atWMSG3zq6Uqlo1glUcTo9/525z8xDN3kWLRweKzvaMaFVWeqUyid2MhhE1sDBH0EfB8bmws5TFyPMcGoOhsbfplhi/Tgshpb/HCM8VscXzZz5rNl7WvocHZIkZj7yFq7nYf6vP8bMLkHMLJbws6gQOu2KCaMe8zwZ67MZHQLXtokbM78TQjhPRKUWwnLJhkLUdHQH4xzIUJZI3hIfYjxz584dXF1dn1cRvc98iNcvpwlcOZQCN9egU9QYqQwsNbRlobY5J0w/R6to+MppM9Nc7wkTGpUG+u8ULVVexncXrOkBamPhEF2hIyerTqHXwrNYmmg4801TrM2yps1PYgWLRq1i9ae1cHN6IUsx+BbMrC7+/jk1EIt8zq3EImRUEHRbAS7tUx07x4iLhAurRHwVFy6yRGVFhUQikbyXZKuAaWZmxqVLl3B2Tu5edv36dapUqUJMTEwqR+YeZMAoyQ0ER8YxcOk5Lj0Iw8JEw5ze1Wno/PrejNmO3wnY970wiwHRkL3RBKjW77mLd6xWzy87r7HijMjqc3OyZ0aPqimWwhsMCus9/fll5zXCY3WoVTCgrhNjmztjmYqbeUaIiNWy4NgdFp64S3S86KvWwDk/X7cqh0vhhN8RQb6weSg8viBe2xYVmQSJn7Pt1BRvErZeeMhnay6gUavYPKIOrkXtsmzeOUrkE/FdBF0TYmbYAwj1h7D7ybMqUsPE6gVB8+VHGgXO6BDwO57Qz/MohNxO/r6RGRSrJcTMYrUhf1lZnibJVXxo8UxMTAwTJ05k9+7dXL9+/c0HvON8aNcvp4m6fxGzxQ3RIG6fovJVpsqDcfQ3P863ygLOGsrxrNtWWlUoIP7eX1oL1oVh2IlX+2EaDDCjqqjUABh8iMEHFQ5cC6Rf7eJM/rhilsz5ekAEH886QazWwFctyyZ3RgexuHp8qigRf+gpytrbTIEdn4NFXhjrC0YmWTKXbENR3p5xoEQikUiynGwVMN3d3XF3d2f69OnJto8ePRoPDw/Onj2b/hm/Z8iAUZJbiIzTMfw/T47fDMZIrWJK18p0qFokZyelKHB1iwiqQ+6IbXlLQ9P/Qfn2z4PU7RcfMXHTZSLjdOS1NGFa9yrUL5OyAPskIo6fdlxl28VHABSxM+enDhVoUi5rDH5ePM+MQzdZdfY+OoOCiUbNnN7VaFo+4Tx6rbhROPaXKGM2sxMZmRGPxfuVe0Lr35OVMSuKwqjV3uy89JhS+S3ZOab+23WQzwliw4WgGeYvHqGJP++LR2Tgm8cwtYU8xUVGxssPW8eUb8jCHggh8+5R8TMy4NV9zO0hn7Mof89XRjzPW0aMq8k6UVwieRvk5ngmT548yUx8FEUhIiICCwsL/vvvv1cqid5HcvP1e+dQFK5PaUbZqPPipZktK1xX8L9jkaywnEZ9vQfzjHvTf8J0TI00IkNwfiN4ejP1fpgrOgp3aI0p/sNv0WDqcRQFDo5rmCV9r6PjdbSfeZJbQZE0cM7P0v41k/fUNOhhWiUIfyiqHcLug/sw0d7n6hZwHy5iEolEIpFIspFsFTCPHj1K27ZtKVasGLVri5KI06dP4+/vz65du6hfv37GZ/6eIANGSW4iXmfgy/UXn4t7E1qVY1jDkq91b30r6LWix9GR3yE6WGwrWhOa/wjF6wBwNziKkSu9uPo4HJUKRjcuzWfNnNGk0vT+yPUgvtviw4NnIlO8rWshJn3kgoN11pYJ33saxaRtVzhy/QnGGhWzelajRYWCSTs88obNw+CJr3jt4CIyEVGEeOnSAWyKCJHToCU2Lo7NnveIj4/HqGAFCjYcRKXiDjjkhAHTu4A2JiFj816SqPni400Cp0otvt88JYRDuqO7yLR8se+qosCT60liZsCl15e9q43BvqQQNYvVFmXoDhVSNnCQSN4RcnM8s3Tp0mR/x9RqNfnz58fd3Z08efLk4Myyjtx8/d41PA+spfqJIUkbPllJn1P5OXMzAG/TIVipYvFuvY2q7g2T9gm8AguaCGO7l/thxkXC3+VF+TOwsdTPjLtSkvpl8rFikHv6JqfXih6WRd2SLc6NW3eRjV4PcLA2Zddn9cn3Yt9LEOLpio5gbCEMFc1s4dPDMLuWML4behwKuaZvLhKJRCKRpJNsFTABHj16xKxZs/D1FTff5cuXZ8iQIfz888/Mnz8/Y7N+j5ABoyS3YTAo/LzzGotP3gWgh5sjP35cEeN3wTQmLiLBsXwmaKPENufW0OInyFeGWK2eH3dcZdXZ+wDUKmnP9O5VUxX3ouN1TDtwk0Un7qI3KFibGTGxdXm613TMMrdPAK3ewOdrL7Dz0mOM1Cpm9qxKq4qFXtghFg7/LD4X6ftV/EixZ6auI8ctW+DimA/XonZUcbSjUlFbbLKoZ9Z7TXy0EDKf+b36CL0nbtRSIo9TgpjpLn7mL59cgIyPgqe3IPimeDy9KVxag2+JnqYvY5FP9BRL7KlpnzWGDBJJViHjmfcbef3eDsHhUUT/XY1iJGTl1xpBfLNfqDx5H5X1l1lj8jPhRvbYfHP71UUrz2WwfYzohzlgl1gsAzg7D3aPB7M8EPuMS5ShfewPLO5fM33VIQaD6KV5Yw+UqA+f/Afmdqw/789XGy6hVsGqT2tRq2TeV4/dOBgurxcO3roYaPkraExg15dQoBIMP5GxL0wikUgkknSQ7QJmSly8eJFq1aqh1+uzash3FhkwSnIrS07e5acdVzEoUL9MPmb1qvbuCGIRgXD0d3EzoOhFn6aag6HhBLCwZ+uFh3yz6TJR8XryWZnyb/cq1C2dL9XhrjwKY+Kmy1x6IPotVi5qS9cajrSuWDC5O2cm0OkNjF0nsls1ahXTu1elrWuh5DvdOwXnFokm/goQeDmpdN48D5RqBjYFQW3MvaeR2N7cjJ3uCQD3Dfn5V9eZLYa66BFl5SXzWVLZ0Y5qxezoVK1olvb6zBUoCkQ9EWJm8E14cA78PSDoKq8Iyaa2ULSGuOEsWgMKVn61jxmIG8jwh0LMDLwCd4+J65oouCdiVzxJzHRqCFY53HNW8sGTm+OZJUuWYGVlRdeuXZNtX79+PdHR0fTr1y+HZpZ15Obr966gKAqrZnxHr5CZABgKuqIefBDPh5F0nnOaCUarGW60nfgK3TDpuiClAWDTELi8TmT+Dz0uTPtmVBN/h5r9gP7Qr2gM8Yw0+40Z44enbzH15HTY/33SawcX7rRcSpuld4jVGhjX3JnRTVMwAIwNgyllkxbf7EvCiLOwuKXoQ97yN6g9Iu3zkEgkEokkg0gBM5uRAaMkN3PgaiCjV3sTo9VTtoA1iwfUpIideU5PK4ngm8Lo58Zu8drMDhpNhJqDuB0Sx8iVXvgGRKBSwWdNyzC6SZlUS8r1BoVlp/yYsu/6c/MdjVpFnVJ5+ahyYVq6FMTWInMCrt6g8NX6i2zyfohGreLvbpX5uMob+oxe3y0cTKOeiNLkJt9CnTGg1ojMTa9lGI5NQR0VBECAsSNzVZ+wLLwKCknZH4725vzRyZU6rxFyJQnEhMKD86IMz/8MPPB8VYAEsCkqys4LuYqfBV3BpvCrBgK6eHh4Pqmn5oNzoiXAi+RxEjeN9iVFdmbic7vi0v1c8lbIzfGMs7Mz8+bNo3Hjxsm2Hz16lCFDhkgTH0ma2HzqKq32NsRcFY9BY4Z61FnIU4LJ26+w5KQfu0wm4qK+B50WgmvXlAd5sR9mmRZQpRes7wfm9ihf+LD7r/600e7DL38TSozcnPbJ+XvAktbib0udMXBpHUQGEKTKR+/YryhQuipLB7ilHAMlZoaiAhThNp6vjCgfVxsJ8x65yCaRSCSSt4AUMLMZGTBKcjuXH4QxaNk5giLiyG9tyuJ+NalU1PbNB75Nbh+Gvd9C0BXxOm8ZaPEzsU7N+GH7VdacE/0K65bOy7/dq77a++kFgsJj2XLhIdsvPubywyQHbGONiobO+WnnWphmLgWwymA2o96g8PXGS6z3fIBaBVO7VaZj1aKvPygqGLZ/Br47xOtitaHDnKQy5PhoOLcATkyDmBAAdPlcuFZ+NIeVGqw9/4CHoSKzopd7MSa2KZ/h+X+Q6HUQ6CNuEP3PiL6liZmxL2ORTwiaBV2hYCXh3GpqA6ZWwi3d1Fpk4fifTeipeUSMnSoqkalj75TwKCUcYotUBxOL7Pi0kg+U3BzPmJmZ4evrS4kSJZJt9/Pzo3z58sTEpND24T0jN1+/d4F7T6O4Pr0DLVQeYkPXpVChI3qDQpUf92Ee+wQPs5EoqFB9dQssX7NYGOADC5uKfpgm1hAfAQ2+4lSxYXy/aBMHTb8S44z2hLyl3jy56BCYWx/CH0DFztB5EYT5Ezi7LQXi7xOBBfpuq7BzaZzy8Ytair9tAMXqiPL2/f+DU9OhbFvosSpd35VEIpFIJBlFCpjZjAwYJR8Cj0JjGLj0HL4BEZgba/i3e5XkRjTvAgY9eC2HQz8nGf2UbAQtf2XzI1u+2eRDjFZPARtTZvasRs0S9m8c0i84ih2XHrHj0mN8AyKebzc1UtOknAPtXAvTokKBdPcHNRgUvtl8mTXn/FGp4K8ulelS/Q0ipqLAhVWwe4K42TGxgibfQZWeSU7lseFwdq7oE5pgBkDhqsTU/4ZffAvy31kh5BaxM+f3zpVSdWqXpIHYMHETGnAJHl+Ex5eEEZOSxr97xpZC1DS1Bo1ZUq80g17c1MZHQmwo6OJSPl5tJETSYrWSjIes37H/k5L3itwczxQrVoyZM2e+4ja+detWRo4cyYMHD3JoZllHbr5+OU1wZBzfz1jC7NgJqFRgcG6NuucaABafuMuPO67SRXOUKcbzoHA1GHL4zYM+z3pE9Jr83Ichm/3ZdzWQvQ4zKBt+Gmp+Cm2nvH4cRYHV3UXfS/tSMOQImNmw0fMBP64/ySKTKdRQ3xDn6DgPKnZKfvzT26KEPZFPD4u/Lf+4CBO8T1ZC+XZp/7IkEolEIskE2SJgdurU6bXvh4aGcvToUSlgSiS5iIhYLSNXeXPsxhNUKvi+rQsD672DRiSxYXB8KpyZI5wzVWqo1o87FT9jyOb73AqKRKNWMb5lWYY0SLvD+s3ACLZfesyOi4+4E5xUTuzuZM/8vjWwNU9febnBoPD9Vh9Wnr2PSgW/d6rEJzWLvfnAZ/eEa/n9U+K1kTm4fAzV+kDxuqJ8OToETs+EM3OTSp9L1Oeiy1hGHQH/EJFt1L2mI9+0Lf/u9DZ939HGiP6ZLwqasWGiZDA+QphQvVw6nhHURimPY1c8uaCZv5xoNSCRpIHcHM9MmDCBtWvXsmTJEho0aACI8vGBAwfSpUsXpkx5g0j0HpCbr19OEhWno+eCM3wZOIH6Gh8Mxpaox98FY1MehsbQdMoRYnUGZpvOoI3qNDQYL1q9vIkX+2FW64d/vd9p+NdhDAqc7KahyLZPxN/3sVcJNljifT+UWK2eQrZmFLQ1o4CNmVg8PTUD9n0HGlMYfAAKuXIrKIKPZpwkRqvny8bFGBX6B1zbDqiEOc+L/SwP/gTHE/79u3aHTvPgxj5Y1VVUEIz1TeZmLpFIJBJJdpItAuaAAQPStN+SJUvSOuR7iwwYJR8SWr2B/229wmoP4fLdr3Zxvm/ngtG74FD+MiF34cAkuLpVvDa1QVupO3MDyzPtZj70aGjuUoApXSunS3xUFIWrj8PZfvEx/525R2ScjnIFrVk20I0Cqbidv26sH7ZdYdnpewD82rESPd3TIGIa9OC5BDwWCJEsEfuSULU3VO4JNoUg8gmcnCb204tMPp1LZ2aqejDNMx6AQrZm/NqpEo3LOqRr7pIMoCgiozIuIkHQjBTPnz/ChOD5/BGe9Dwu4XlUcPIsTwt70Rs1MohXjIeMzCBvadHLLJ9zwqOM2GZi+VY/uuTdJzfHM/Hx8fTp04f169djZCTaZxgMBvr27cvcuXMxMXn/BZrcfP1yCq3ewOBl5zl64wneZkPJQwSUbw+frEBRFAYuPcfh609QY+CyxXAsDREwcB8Uc0/bCfRauHUAnBry24F7zDt2h7ql8jKxdTkKr22BfcR1Fhj34peItq8cqlJBEws/5um/xwg9O4qN51Hp7hSyNWfmoVtcD4ygbum8LB/ojgaDqN44l2AsVHsUNP8JUOCv0qL1jNoYPrsAtkVhXT+4ugXch0Pr37Pq65RIJBKJ5I3kSAn5h4QMGCUfGoqisOD4HX7dJYSzJuUcmNGj6rvrcO13EvZOFFlxCcQa27Ejrgq7ddXxs63JtF51MtTX0+dhGP2XnCM4Mo4iduYsH+RGqfxW6RpDURR+3HGVJSf9APjp4wr0qV0irQcLsxnvFeCzUZQdg8g6LdMCqvYB55YQEQCHf4GLawAF1MY8LtuHIfcacTlEXLfO1Yryv3YumTYqkmQzMc/Adydc2Sz6Z76YiWlfCuwcRSZogE/KxkOJ2DomiJvOkN9ZlAwWqCCFzQ+YDyGeuXnzJhcuXMDc3JxKlSpRvHjxnJ5SlvEhXL+3iaIojFt/kU1eD7Ex1nNR0wcVQOfFUKkzWy885LM1F1ABVVQ32Ww6SbRz+eoOaNIeDz2NjOPMnRDGrrtAnM6AiZGaeJ2BDuoTTDOZTZBiR724fynukIc8FiY8Do8hICwWC30EO02/oagqmG362ozRjkKY8AjyWZmy+7P65Lc2TfxAYkHzwA/idcXOUKETrO0lXtcbC80miQqOqWVFBcvQ46Kns0QikUgkbwkpYGYzMmCUfKjsvvyYz9eKgLtG8Tys+rQWJkbvYCYmgMEAN/fBtW3C1TvB6AYgSjHluFIZqyodqdu6ByrzPOka+v7TaPouPovf02jyWBizuH9NqhZL3xiKovDrrmssOH4XgEkfuTCgbjrL8+Oj4MoWIWbeP5203TI/VO4BdT+H8IeiMf8d0Z9LMbXhYL4+jLpTk1jFBAdrU35oX4HWFQumubRekoNEh4h/01c2w91joBiS3itcHQpWSMj6jBXZm5FBEOYP0U9THk+lFgZYhVyFsGlbVJQQ6mIh6ok4n60jlGos+23mQmQ8834jr1/W8uceX2YfuY1GrWJrg4dUPPOleOO7IELiVDT7+yghUfEYqVWMVG3gC+ON4NIBui1L8zn2+AQwYqUnhpfuwKzNjKjhaM30wH5YxwcR3Xo6Fu79nr9v0BvQruyO6Z29RFkVZ6vbKu5FaQgIi+VxaCyRcTp+aF8BN6cUen1fXAtbR4jFr8R2JEbm8NUt0ZfZYwHs+hIKVIThJzPwzUkkEolEknGkgJnNyIBR8iHjff8Z/RZ7EB6rY2BdJ/73kUtOT+nN6HVC4PPdgeHqdtQRD5PeQoPi1ACjih1EZoJZ2v5PB0fGMXDpOS49CMPcWMPs3tXSXZKtKAp/7LnO3KO3Afi+nQuDMtpjNPimEDIvrIaoILHN3F70vqrcHW4fgv2TIPAyAPGWhZmq68qCsJoYUFOhsA1jmzvTpJyDFDLfFyKfJImZfid4pZz8RVRGYG4HxuaiR6Y2Voj6+vi0ny9PSXCqD2VbC7MsY/NMfgBJTpOb45nOnTvj5ubGhAkTkm3/888/OXfuHOvXr8+hmWUdufn6vW2WnrzLD9uvAvBnF1e63foafHeAeV6YcIex6y6wyeshxfJYcP9ZNNvMJuHKTWg/U/SjTiO9F57lxK1gjDUqtHqFtpUK8XmzMpTKb4VarYIT00QrHAcXGH5K1I0DnJoJ+75N6Hu5HwpVTt8HvH0I1vQCbbR4XX8cNP2feD6/MTzySuiVOTJ940okEolEkkmkgJnNyIBR8qGz/2ogny4/D8CcXtVoXalQDs8oHSgKyqMLeO9bgdXdvTirX3CiNbYQbp3V+kPRGkk3DqkQFadj+Eovjt14gkat4o/Orm92Fn9lOgpT991g5uFbAHzbpjyfNiiZ3k+VhF4rMk8P/wqBPmJbyUbQ7h9h+HJpnXBtDxefO8iiDFMiW3I4vjxPyEMVRzvGNnemfpl8Ush8n4gIFDfbT28LF9nIQJFBGRkoStDTjIrXCqEvYmQmsjXtioN9CbAqkNBzs6zou5nGxQBJzpGb45n8+fNz6NAhKlWqlGz75cuXadasGYGBgTk0s6wjN1+/t8nOS48ZtdoLRYEvWzgzqkkZmFoOIh5DyUYcq7WQvos9UKmgl1sxdpy9gpfZcNQYYOw1sCmcpvOERMVT85cD6BPSL82NNZz5pmnyntwxofBPBdEepvdGKN0M/M/BklYic7Lt31BzUPo/5K0DQsDUxYKpDYy/K8reg3xhtrvIzBzrC1b50z+2RCKRSCSZIK3xzDvavE4ikbzrNHcpwNAGJZl37A7jN1yifCEbSuR7T/roqVSoilSl2oCqeNwNofPKHdSMOUkXoxOU1j4A7//Ew8EFqvUD127CNCUFLE2NWNi3BhM2XmKz90O+XH+RJxFxDGuYdqdzlUrFuBbOqNUqph+8yS+7rqFXFIY1LJWxz6cxhnJtRT/M0zPhyO+ib+Ls2tDoa9HIv0IHODsPjv+NQ/RN/lTfBDO4rRTm1GMX1i51YXmROgxu7UatknkzNg/J28W6QOo3tbq4BDEzKOERKAyELPKKdgOW+ZJ+GpkKwTPgsnBVD7gsbuIjA8XP2HCeC5y6WNGiIPwh3D/16nnN7ERJur2TEDULVITCVcGuGKjf0dYTklxDZGRkikY9xsbGhIeH58CMJO8ip28/5Yu1F1AU6FOrOCMblxa/MyMCAIgr1ZJvNovKhf51SnArKJJ6ah8hXjpUSLN4CbD3SgB6g4KNmRHhsTo6VSvyqqGguR1U6wtnZousy8LVYMMAIV5W6AQ1Bqb/Q15YBdtGizFKNIDuK5N6dl5cJX6WaSHFS4lEIpG808gMzAwiV7wlEuHU2XPBGc75PcOlkA2bRtTBzFiT09NKN08i4hiz2pvTd4Kpob7BL8W8cA4+gEoXI3bQmILLx1C9HxSvm2JWpsGg8PseX+YfuwPAgLol+L6tiygHS4FYrZ7rARFcexzOtcfhPA6L5fNmzuy7GsC0AzcBGN+qLCMalc78Bwy5Azu+ECImCBHpo+lQtLrob3h6lsjYDLjMy5l31w1F8bOuRmm31pSq2SpVIVfyAaEoEBsKDzxFRs/9MxB0JX2l6CCyna0LioxNhwpgUwisC4lt1gVFNqdGmktlN7k5nnFzc6Ndu3b873//S7b9hx9+YPv27Xh6eubQzLKO3Hz93gbXHofTbe5pIuJ0tKpQkFm9qqFRq+DmAVjZGYC/XXcw3SOcInbm7BxTjzq/H2KyYRZdjY5BnTHQ4qc0ny+xfDwxz33fFw1wLmD96o7P7sH0KqLHcZEa8PA82JeEIUfTl9muKHB8KhxKmGOlbvDxLDBKEPb1OpHtGRkAn/wH5T9K+9gSiUQikWQRsoQ8m5EBo0QiCAiLpe304zyNiqeHmyO/dXo/nSu1egM/bLvCyrP3AehdxZZJJa5g7L3iec9IQDg4V+srnDxtXy0VX3j8Dj/vvAbAR5ULM6WrK8+itFx7HM7VBLHy2uNw7gZHvdLAv5i9Bbs+q8/iE3f5e/8N4IVStsyiKHBpLeyZmGBmpAL3odDkOzBNuHmKDoF7p8DvONrbRzEOvpZsCAMqYvNVwqLNT6IkXSJJRBcH/h5CBI95JgTOyCAIewjRT0RJZHwUGLTpG9cib4KoWShB4CwsxE2bwgnbCot9ZKuDDJOb45nt27fTqVMnevbsSZMmTQA4ePAgq1atYsOGDXTo0CFnJ5gF5Obrl908eBZNp9mnCIqIw83JnuUD3ZIWYTcPg4ur0RtZUCZqIQYFlg6oiY25MZ1mn+Sc2UjyEwp9t0HJhmk638vl43VK5WXVp7VSP2B9f9HfGEBjAoMPpK/vpUEPu76C84vE67qfQdMfkme/39wPK7uIftnjricJmxKJRCKRvEWkgJnNyIBRIknixM1g+iw+i6LA390q06la+npAvisoisKyU378uOMqBgXcStgzp1dV8oZfAc9l4LNR9KRKpKArlG0D5dqI5wkiytYLopRcq1cwM1YTqzWkeL68liaUL2RD+ULW7LocwMPQGDpXK8rUbpWZdfgWf+29DsAXzZz5rFkWiJgAUcGw91u4tEa8tikCbacKU5YU9g32OcSNs7vJF3wWZ3WS8VFcpV6YtvlVlLpJJGlFUUQp+0NPkRF8/ww88RWl6BlFY5KQtVkY8pUW2ZwO5UULCCsHKW6+gdwez+zcuZNff/2VCxcuYG5uTuXKlZk0aRL29vZUrFgxp6eXaXL79csunkXF03nuKe48iaJsAWvWDaudvJR7miuE3uOBRXnqhXxPm0oFmd2rOrOP3GL73n3sNp0ossgn+Im2G2lgtcd9Jm66jKmRmjidgaldK9P5dT2zH3jCQiG803Yq1Byc9g+ojYGNg0VfZFTQ+g+xaPkyiSKp+zCxj0QikUgkOYAUMLMZGTBKJMmZduAG0w7cxNxYw9ZRdVMuiXpPOHI9iNGrvImI0+Fob86ifjXF54mLECLmhdXgf5Zk5dY2RYQIWLYNlKjP8bthDFvhSVS8Ho1aRcl8lglipRAsXQrZkN/a9HmfTI+7IXSffxqDAjN6VOWjyoWZc+Q2f+zxBeCzpmX4vFmZrDPVuX1IlJU/8xOvy7eHVr+DbZEUd/cLjmLx3jOUvDaX/kb7AIgxzY/Zx3+jcmmfNXOSfJgY9PDQS/ybvH0QHpwTZZMvojERhkEaI0AljtHFvln4NLcXQqZDeSjgIp7nLyeF9xf4kOKZ8PBwVq9ezaJFi/D09ESv1+f0lDLNh3T9sorgyDgGLDnH5YdhFLY1Y+OIOhSyNU/aQRcHvxQExcBSo678ENmR+X2q06JCQfou9sDl9iK+Nl4Dzq2g59o0n7fPorMcvxkMgEat4vy3zchj+YaMx1MzRd/Kup+lfTEmOgRWdxdxisYUOi8QbXBeJuYZTHEW7T+GHku/q7lEIpFIJFmEFDCzGRkwSiTJ0RsU+i/x4PjNYErlt2TbqHpYmr6/PmE3AyMYtOw890OisTY1YkbPqjQq65C0Q1Qw3NgL13cJ4UUbnfSeiTWUbkp0yZbct69DCUfHNPUGnbrvOjMO3cLazIg9nzegiJ0584/d5tddQsQc06Q0XzR3zjoRMz4ajv4Bp2aAogcTK2j8DbgNTWru/xLn/UJYuX4toyL+pZT6MQBRpdph2eFvYSIjkWSWmFC4exRuHRT/t8L8s/4cpjaix6ZNEbBzFL3l8pYWbSFMrMDEQmRXmVjl+pLKDyGeOXbsGIsWLWLjxo0ULlyYTp060blzZ2rWrJnTU8s0H8L1y0r8gqPot8SDe0+jyWNhzLqhtSnz8oKr30lY2gaANnG/cEtTigv/a46xRk3lyftYpEymtuYqtJkCbp+m6bwvl4+7O9mzdmjtLP1sgOid+V9neHoTzGyhxxooXiflfc8thJ3jRF/sYSdktrpEIpFIcgwpYGYzMmCUSF4lODKOttOPExgex8dVCjPtkypZJ7blACFR8Qxb4YmHXwhqFXzfzoX+dUq8+pm0MXD3mBAzr+8Wbs0vkrc0FK0JRWuInw4VUhQItXoDXeee5oJ/KG4l7Fk9pBYatSpZX82RjUvxZYuyWfu9BviIbMwHHuJ1gUrQ7h9wTPnmPl5nYPHRayhH/+RT1TaMVAZijWzQtP4V42q95U2QJOtQFJH5HBMC0U9FZlH00xQeL7wfEyIylrIKM9uEfptFhHt6nhJJgmceJzAxf+MQ7zK5NZ4JCAhg6dKlLFq0iPDwcLp168bcuXO5ePEiLi4uOT29LCO3Xr/s4KJ/KAOXnuNpVDyO9uYsG+BGyfxWr+648ys4Nx8DGsrELqV+2YIsHeCG1/1n9Jl9kAtmQzBGD2O8xe+CNLDG4z5fb7qMhYmG6Hg937dzYVA9p6z9gI8viX6WkYFgUxR6bwSHcqnvv6CJaOfR8leoPTJr5yKRSCQSSTqQAmY2IwNGiSRlzvmF0H3+GfQGhZ87VKR3reI5PaVMEa8z8O3my6z3fABAT/diTG5fAWONOuUDDAZ45J0kZgZdeXUfYwsoXDVJ0CxaU/TwA+49jaLNv8eJitcnM/BZfOIuP+64+nwOY5qUoaCtWdZ9UIMBvJfD/knCgAUVVO8PzSaBeZ4UD7n3NIr567bS/fEfVFL7ARBWqB623WZDnvf7ukveY5KJngmCZvSzpNcRj5ObC8WFC4Oh9Lqov4hKIzI1jS1F1qapNZhZg6mtKFc3yyOcgzVG4v+/Q3nxOyCV/1tvk9wYz3z00UccO3aMtm3b0qtXL1q1aoVGo8HY2FgKmB8oh68HMeI/L2K0eioWsWFx/5o4WKfyN3RGDXh6k4eaItSN+oufOlSkT63izD5yC+99K1lg8rcQLsd4p/n8ieXjKlWCMfj4xjjaW2TRpwPunxWZl/ERYpG09wZhcpYaQb4w2x3URjDWF6zyZ91cJBKJRCJJJ1LAzGZkwCiRpE5i2bOJRs3G4XWoVNQ2p6eUKRRFYcHxO/y22xdFEc6hM3tWw/5NvatACCYPPUVfvwfnxSMu7NX9bIpCwYrgUJ6zUQX54YwBP1VhVg9vRBVHOwCWnrzLD9uFiKlRq2hVoSB9axfHzck+6zIyo4Jh3/dwcZV4bZEPWv4Crp+kmFmpKArbve/jt+NPhujXYqbSEqc2R9/oWyyqdhOmR3ERST/jIsUNVtwL29VGosSteF0h8kgkOYEuDkLuQPAN8Qjyhae3IDYMtFEi01oXJ7I7X+7RmVHM80LeUlDIFYq6gVN9ke35FrOYc2M8Y2RkxJgxYxg+fDhlyiQZoEkB88Nk3Xl/Jm66jN6gUL9MPub0ro5Vai1udHHwSyFQ9KzSN+Eb7WBOft2EInbm9F3sQYs7v9Pb6CC4DYE2f6Xp/C+Xj5craM2ezxtk1ccDvRbm1BG/t0rUh+4rReb469j/Pzj5Lzi3hp5rsm4uEolEIpFkAClgZjMyYJRIUkdRFIas8GT/1UAc7c3ZMao+thbGbz7wHWf/1UA+W+NNdLweGzMjPm/mTJ/axVPPxkwJg0GIIg/OJYmaQVdSFER0ipqH6kIUca6GUcEKCeJmAf720nPWL0kELVfQmn51SvBxlcJYmGRR31G/E7BjLAQLJ3RK1BcuqPnLprh7WLSWBVv3U//aZNzVvhk7p0ojstJKNgSnBuDoDsbvd3muJJeiKKKHbOg98f855A5EBEDMU5HtGRualN0ZF5G8R+4bUYksTct8YOsIfTal2eU4I+TGeObMmTMsWrSItWvXUr58efr06UP37t0pVKiQFDA/IBRFYcahW/y9/wYAnaoV4Y/Orq//m33vNCxpBUD/+K8ILNCQ3Z/VR6s3UHnyXvYyGkf1E+i5DpxbpmkeieXj1mZGRMTqGNOkNGNbpPy3NEN4LIBdX4JFXhjt9WaTMr0O/qkAkQHQbQVIIz6JRCKR5DBSwMxmZMAokbyesGgtbWcc58GzGJq7FGB+n+rvdT/MRK49DueLtRfwDYgAoGR+S75rW57GZR0y/vniIuHxRQi6Ck98IegahsArqGNDU97fIh8hJT9idWxtZly3JlYrfo3bmBnxSU1H+tQqQbG8WVCapouH0zPh6J+giwG1MdQdA/XHgYllioecvxvMybVT6RuzHFui0BtbYGxuC6ZWSaW1ptYJzxNexzyDu8ch5HbywTSmUMxdiJlOjYS4mYq5kETyTqOLg/BHEP5Q/IwIEGYbwTcg9D5EB4sydlIIySY+EP9PsoncHM9ERUWxdu1aFi9ejIeHB3q9nr///puBAwdibZ193+nbJDdfv8yg0xv437YrrDp7H0hH/+j9k+Hk3wBUjp1P3yZVGNeiLN73nzFuzgYOmX6JojFBNcEv1b+DL5NYPm6sUaHVK2wfVS/rKlNiw2B6VdEDOK2mQjf3i16Z5vYw7nquNyqTSCQSybuPFDCzGRkwSiRv5vKDMDrPOUW83sCIRqUY3+o1zeTfI/QGhbXn/Jm67zpPo0TfvPpl8vF9OxecX3YzzSiKgtcVX6at2koZlT/9SkdTTHdPlLVqo5LmkqcU3nla8NejKpwNFedWqaBxWQf61ylB/TL5Mi8cP7sHu8fDjT3itXUhaPYDVOoG6lczWeJ1Bn7YeonV5/xBpeb3TpX4pGaxN58n1B/8jsOdo8KFOuJx8vdNrKFcG6jWV5Sb5wJBXCJ5jqJAyF24c0QYaj2+KITPMV7ZetoPJZ65fv06ixYtYsWKFYSGhtK8eXO2bduW09PKNB/K9UsPMfF6Rq/25sC1QFQq+LF9BfrULpG2g+fUhUAfghVbasTNYfOIOlQtloc5R24TtP8fJhmvgJKNoO/WNA33LCqeGi+UjxeyNePU102ybkE3sRQ8X1kYfipti3zrB8CVTeA2FNr8mTXzkEgkEokkE0gBM5uRAaNEkjbWnfNn/MZLAHzXtjyD66fNsfN9IDxWy6zDt1hywo94vQGNWkVPt2J80dw5bf0x08CUvdeZefgWNmZG7P68AUWsjYXAcWkNXNshMiMTCM1Xjc36+kx7XIEwhLNq1+pF+bVTpfSVuaeEooDvTtg7UWSMARSuBq1+F1mSL2EwKEzadoUVZ+4BpN/QSVFEae6dI8Lh3e+4yNRMxL4UVO0NVXo+N0CSSCTp50OLZ/R6Pdu3b2fx4sVSwMyFhETFM2jZObzvh2JqpObf7lVpVTGNfyN0cfBLYVB07NbX5HvTr/H4pilqtYp+iz0YcPdLGmkuQoufoc7oNA259tx9Jmy8jJ25MaExWvrUKs5PHSpm4hO+wDM/mFlTGJD1XA/OLd58TGQQ/FMR9HEw5CgUrpI1c5FIJBKJJBOkNZ7J5B1t5jh27BgfffQRhQsXRqVSsWXLljcec+TIEapVq4apqSmlS5dm6dKlr+wza9YsSpQowf/Zu+u4qu7/geOvey+X7m4QUcQgVMSeXbM23ZwLp5vrdunyt/quu9xsp9vcnNvswi7EwAQBaZDu5sbvjw+pqIDYn+fjcXYP955z7jng4N73fYexsTGhoaEcOHCg0eMVFRU89dRT2NnZYW5uzqRJk8jMzGyjq5IkqaG7Qzx4ZZTo9fTB2ij+rpnmfTOwNFYze7Q/m2cNZFQXZ7Q6Pb/uT+K2z7Yxb1c8VZrLH/Tx3LAOBHlYU1Sh4YXlkWgVKugwDCbNg5djYeIckQ2CAuucw8zI/4ZI06dZ7/Qzt6v2E374EDMW7KOwvPryTkShAP+x8FSEyL40tID0w7BghMjmqA1q1lAqFbw3oQsz+nkD8Oa/J1i0J6Flz2ffQZTDTfkVXo6Hh7eIyeiG5qLcPOxd+LIz/D5VTHzXai7vGiVJuumpVComTpx4UwQvpcbyS6uY/NNejiQXYGWiZtnM0OYHLwHSDoNe/B3ZrgtkSCcHlEoF1VodxxMz6K0UQ/TwHdbsQ649ngFAlVa8HhjRxan553MpW/5PBC99BkGH4c3bZ9v/RPDSrQe4BLbduUiSJEnSVXBNA5ilpaUEBgbyww8/NGv7hIQEbr/9dgYPHkxkZCTPP/88M2fOZOPGjXXbLF++nFmzZvHOO+9w+PBhAgMDGTlyJFlZWXXbvPDCC6xevZq//vqLHTt2kJ6ezp133tnm1ydJkvDEbe2Z2b8dAK/8fYwtp26uDwy87MyY80APfn+kN/4ulhRXaPhgbRQjv97JhhMZ6HStT3RXq5R8c08QZoYqDiTkMWdHgz6RRhYQNFWUss06BcPfB6euKHRV+Bfu4Af1t+w0eoH5qeMp+CyY8l+niHKzw7+KQQWlOSLTsUUnZAz9X4BnDolSbhSiFO27nhD2vujnWUOhUPD22M48NlBk3f7f6lPM2xXfum+EUgkeITDuG9Gza8IP4NEb9Fo4vQ5+v0cMJdjyLuSeufTxJEmSpJvKr/uTiM8pxdXKmL+f6ENPb9uWHSB+R93qIV1HhvqLYOOJtEK6ak5grKhGb+EKDs1rh5NfWsWeuBwAyqq0WBgZENrOrmXndCHJ4XDyH0ABIz5sXkuVzFNweLFYH/GBbMMiSZIk3XCumxJyhULBP//8w8SJEy+4zauvvsratWs5ceJE3X333HMPBQUFbNggerOFhoYSEhLC999/D4BOp8PDw4NnnnmG1157jcLCQhwcHPjtt9+YPHkyANHR0fj7+7Nv3z569+7drPOVJTuS1DI6nZ6XVhxl5eE0jAyULHmoF6E+bfRC/jqi1elZcSiFzzaeJqdE9MdsZ2/GjH7eTO7h3uop4X8dTOHlFccwUCpY8URfgjysL7xxxgk4thzitqDLPYNSW3nhbY2twK4DWLmJCaam9jW3dmBmV79uai+Cl+c6eww2vi5KvAHMnWDo2xB4b11/TL1ezxebYvh+WxwAr4zy48lBvq36Ppwn+zQcXgJH/xCDUGp5D4Cg+8R01WYOWpCkW5F8PXNjkz8/QafTM+DTbaQVlPP1lCAmBru1/CC/DIb0w5TrDQnSLOLw2yMxMzLgp+1nMNzyBg8brIfgB2DC9806XG35uJ2ZIbmlVYwLdOW7qcEtP69z6XQwfxik1XyQOP675u23dBLEbQH/8aKyQZIkSZKuE819PXNDjXPdt28fw4Y1LtsYOXIkzz//PABVVVUcOnSI2bNn1z2uVCoZNmwY+/btA+DQoUNUV1c3Ok6nTp3w9PS8aACzsrKSysr6IEBRUVFbXZYk3RKUSgWfTAqgqLyaLVFZzFx8kOWP9aGz6831hkulVDAlxJMx3Vz4eUc8S/YlkpBTytv/neSLTTFM7eXJg329cLEyadFxJ/dwZ3tMNmuPneWJpYf44b7udPe0aXpj565iGfE+Sp2WrNQ4vlm+HoOCeDqqzjLSpRT7imQoTBETTNMOiuVS1Gai36Rnn5rJ4APBJQAeXC36Y256E/IT4L+n4MAvMPoz8AxFoVDw4oiOGKgUfL0llk83nEaj1fPs0A4t+h40ycEPRn4IQ9+BmPUimBkXJgKqibtg3UvQeaLolenZp8mhQ5IkSdKNbc+ZHNIKyrE0NmhZ2XgtTRVkHAfguL4dvds7YGYk3ibtj8/lLeVRsV0rysd1NbkiIzq3Ufn4yZUieKk2g8FvNm+f2C0ieKlUw/B32+Y8JEmSJOkqu6ECmBkZGTg5Nf7j7+TkRFFREeXl5eTn56PVapvcJjo6uu4YhoaGWFtbn7dNRkbGBZ/7o48+4t135R98SbocapWS7+/tzrT5BziQmMe0BQf4+4k+eNndfBlyFsZqXhrpxxOD2rPiUCoL9ySQmFvGnB1nmLcrnjHdXJg5oB0B7tbNOp5CoeB/E7sRlV5EfE4pd83Zx4sjOvL4wPYolRcpA1OqcPT0Y/az7Xlq2WEWx2TzZjK8dXtnHurlBHnxYlhOSSaU5Yqy8rLcmiVPZDWW5YJOI6af550RS+RScXz7jvXBzBnr4cQK2PGpmKC8YCT0eQqGvIlCbcLzwzqiVin5bONpvtwcg0ar44XhHdtmGquBIXSeIJaCFDHkKPI3cX2RS8Vi4y0yQwPvAZtLDBTS68UU9MxTkHUSsqJApQa/MeAzuOlsVEmSJOma+CMiBYA7gt0wVqtafoD0w6ATvaJ3a7syzN8RgGqtjvTEaHyV6egVKhQ+g5p1uIKyKvbWlI/nl1WjVikY5OfQ8vM6V3W56H0JMOAFsGhGUFSrER8wAoQ+BrY3zzBFSZIk6dZyQwUwr6XZs2cza9asuq+Liorw8PC4hmckSTcmY7WKuQ/25J5f9hN1toj754fz9+N9cbS8OQNCZkYGPNjXm/t7e7E1Oot5u+IJT8hj1dF0Vh1NJ8Tbhof7t2N4Z2dUFwtEAlamav57uh9v/HOCVUfT+XTDafbE5fDV3UGX/P6ZGxkw/8GevLPqJMvCk3lvzSmS88p4a2wXVM6XmIiq10NlkQhk5p4RU8ETdoogZU6MWCLmAQqR+dntrprttsO+7yF2kxg25N6Dpwb7olYp+N+6aL7dGke1Ts8rI/3aJohZy9oDBr4MA16ClHCIXAYn/hETW7f/TywNS8x1GhGgzDwJWadqgpanoKLg/GMfXiIGGHUcIYKlvsNkibokSdI1lFdaxaaTIglhSohn6w5S2wYFOKTvyCedRADzRFohIdpIMTXAPQRMrJt1uE0nM9Ho9DhYGJFdXElvHzssjNWtO7eG9v8kqics3aHP083b58gSyI4CExsY+NLln4MkSZIkXSM3VADT2dn5vGnhmZmZWFpaYmJigkqlQqVSNbmNs7Nz3TGqqqooKCholIXZcJumGBkZYWRk1HYXI0m3MCsTNYsfCuGuOftIyi1j2oIDLH+sD1YmbfDi/jqlUioY3tmJ4Z2dOJFWyILdCaw+lk5EYj4Rifl42JrwztguDLtEiZmFsZpv7gmifwd73vnvJHvichn9zS6+uDuQQX6OF93XQKXkg4ld8bIz5X/rolm0N5GUvDK+nRpcVyrXJIVC9Mo0thKZG7XTTsvzIXFPfUAzO0qU4NWU4dXJiYF5Q8A1GLrcyaOO7XEYpOaN7cX8tP0MGq2O18f4t20Qs/a8PXuLZdQnEL1GBDPjd9SXmK96pi7r5vz9VWDnC47+4NRFBHBPrYLidDjxt1gMTMRUeP8J0HEkGN9cLREkSZKudysPp1Kt1RPgbtX6tjRxYQDo9ArKHYJwtzEFYHlECoOUxwBQtKh8/CwABjUfTLZJ+XhJFuz6UqwPewfUzWhFU1EEWz8U64NmiyCmJEmSJN2gbqgAZp8+fVi3bl2j+zZv3kyfPn0AMDQ0pEePHoSFhdUNA9LpdISFhfH00+JTyh49eqBWqwkLC2PSpEkAnD59muTk5LrjSJJ05TlaGPPrQ6FMmrOX6IxiZi6OYMlDoZgYtqL06wbT1c2KL6cE8eroTizZl8iy8GRS8sqZueQgM/p589roThgZXPj7oFAouLunB909bXj6t8NEZxQzfWEEjwxox8sjO2FocOE+jwqFgkcHtsfdxpQXlkcSFp3FlF/2seDBkJZnwZrYgP9YsQAUZ4qgYMJOSNwt+mHqdfXbpx8RC3AHcIcxZOstiQ93Zd/Z/vQdPhnce4pS7bZmaAoBd4vl3BJzAEs3cOwMTp3FrWNnUR5/bqn4yI9E77Go/0QwsyAJolaLRWUoyss7jxeZmRat6MMmSZIkNZter2d5Tfn4lJBWVkZpqiD1EAAJemf6dm4HQNTZIv4+mMAbhjXDQ32HNutwBWX108fPFlYAXPLDyWbZ9j+oKgbX7tB1cvP22f2laAVj5ws9H7r8c5AkSZKka+iaTiEvKSkhLk5MpQ0ODubLL79k8ODB2Nra4unpyezZs0lLS2PJkiUAJCQk0LVrV5566ikeeughtm7dyrPPPsvatWsZOXIkAMuXL+fBBx/k559/plevXnz99df8+eefREdH1/XGfOKJJ1i3bh2LFi3C0tKSZ555BoC9e/c2+9zl1EdJahtRZ4u4++d9FFdoGNLJkZ8f6IFadWsNWimv0vL5ptPM350AQBdXS76bGoyPg/kl962o1vLRuigW70sCIMDdim/vCcbb/tJlzYeT83lk8UFyS6twszZh6cxQ2jVjv2bTVkNhqijdPvUfHP0dNOLNHAYmoCk/fx9DC/DuDz6DoP1gEURs68zMWnq9KHU3s2tdVopeDxnHRCAzapXING3I3g98bhP9Qb37y8wX6bokX8/c2G71n9/h5Hzu/HEvJmoVB94Y2roy7eT9omczsFQzlM6PzifYw5oH5h+g6swu/jR6H0zt4KW4Zg2C+zMihVf+PoazpTEZRRUEuFux6un+LT+vhjJPwZx+4kPBGRvAqxlJFwXJ8F1P0FbC1D/Ab/TlnYMkSZIkXSHNfT1zTaMEBw8eJDg4mODgYABmzZpFcHAwb7/9NgBnz54lOTm5bvt27dqxdu1aNm/eTGBgIF988QXz5s2rC14CTJkyhc8//5y3336boKAgIiMj2bBhQ6PBPl999RVjx45l0qRJDBw4EGdnZ1auXHmVrlqSpIb8XSxZMD0EIwMlW6OzmPjDHn7ecYbk3LJrfWpXjYmhirfGdmb+gz2xMVVzMr2Isd/t5u9DqZfc11it4t0JXfnlgR5Ym6o5llrI2O928++RtEvu293Thn+e7Ec7ezPSCsq5a84+os4WtcUlCSo12LYTgchxX8PzJ8B/nHhMUw5OXeGuxWzt+Bartb3J05uL7JKY9bDhVfihF3zZGf59Eo79Kcrn2pJCAfa+rQ8sKhTgEghD34KnI+DJcBj0OrgEAQrIOS2msS+/Hz71gV8Gwea3RaliVWkbXogkSdKtafkBkX15e4BL63tMNuh/GWvoT5C7NdtPZ7M7LoeBBifFAz6DmxW8hPrycdOaipLh/m2QfbnpTRG89B/fvOAlwJZ3RfCy3UDoOOryz0GSJEmSrrFrmoF5I7vVP/GWpLYWFpXJE8sOU6WpLznu7GLJ6K7OjO7mjK+jxTU8u6sno7CC55cfYX98HiAmqr4/sSvmF+tRWSO9oJzn/4jkQKLYd0KQKwHu1igQsTZxq6hbR6FAqYDSSi1/HEgmPqcUS2MDFj3Ui+6eVyhbUK+H4ytg3UtiSI7KEP1tr/FR/mDm7kujmyqZL3vm4Vt8EJL2iTdfDRmYiKE5hqZgaC7W1Q3WaxdTO3DuBs4BzZvS2tbK8kQZfcJOSNhxfnamUg0evaDDCAiYApYuV/8cJQn5euZGdyv//EoqNfT6cAtlVVpWPN6Hnt62rTvQ4nHidzXwse9vvDh1NKO+3smZ7FJ2OnyKZ3EkjPsWejx4yUMVlFXR84MtaHR61CoF1Vo9G58fiJ/zZbyGid0CyyaJvxtPH2jeFPGUCJg/DFDAYzvBJaD1zy9JkiRJV1hzX8/IAGYr3covGCXpSskqrmDjiQzWn8ggPCEPra7+11MHR3NGd3VmVFcX/F0s2n7gy3VEq9Pz47Y4vtoSg04P3namfH9vd7q6WV1yX41Wx3db4/huayy6Fvx2VykUOFgYkVFUgamhil8e6En/DvaXcRWXUHQWVj8HsRsB0JvYsslsHK+n9qbEwIZfHw6ll7sJJO+DM9sgftv5w4Gay8xRvHmrDWg6B4g3gM3MpmkTRemQsEsEM+N3QFGD7FqFUvTMDL4fOo4GA8Ord16XoteLYU3G1lf3+yVdNfL1zI3tVv75/XEgmddWHsfHwYywWbe17nWBpgr9R24otFUU6M3YP/kg2SVVvPXfSVxN9exRzEChrYJnDoNd+0se7s+DKbyy4hhu1sakFVTgaWvKjpcHtf41i1YDc/qLIXl9noaRH156H70e5o+A1AMQdD9M/KF1zy1JkiRJV4kMYF5ht/ILRkm6GvJKq9h8SgQz98TlUK2t/1XlZWfKhEBXnhzsi7H65h36E5GYx3O/HyG9sAK1SsFro/15qJ93s94IHUjI48+DKVRpdOgRgw70AHrQ6fXo9aBH3BaUVddlbZoaqiir0mKoUvLdvcGM7HIFB9Ho9aIv5vaPRK8uoBo1f2kG8LvBeD55dFLjibIVhSKYVlUmSrCrSqC6wXrD+4vSRMAzJ1Zc9LnUZuDcVQQz7XxFqbuNN1h7nT+450pcd148nNkqslFT9tc/ZmIrMjKD7xMB16tFpxMDiXJiIPu0KH/PjhG3FYXiezPyI9FD7Sb+8OBWJF/P3Nhu5Z/fxB/2EJlSwOtjOvHowEsHF5vUoP9lmK4HXV5cy5hvd5NXWsXc/iUMP/goWLjCrFPN+t03feEBtp/Oxt/FgqizxTzcvx1vje3cunMDOLgA1rwg/jY8ewRMrC+9z4mVsGKGqE545rDM8JckSZKuezKAeYXdyi8YJelqKyyvZmt0JuuPZ7AjJpvKmjLzEG8bfnmgJzZm11HGWhsrKKvilRXH2HQqE4ChnRz57K5AbNv4mtcfP8tb/50gp6Sq7j6lAj6bHMikHu5t+lzn0WogejXs+RbSD9fdvUMRgt8dr+PcbXDrg2ZVpWL4QcaxmuU4ZJ6sHybUFAtXEbCrDWra1Nzad2jem8eWyomFyGVw9A8oPlt/v0ugyJ7pNhlMW1ka2ZCmCorToTBNDFcqSKoPVubENT1U6Vzth8Coj8HB7/LPR7ouyNczN7Zb9ecXnVHEqK93YaBUsP/1odibG7XuQDs/g60fAPCn1cOc6fQIP++Ix9fRnE2Bu1Du+gy63Q2T5l7yUIVl1fT4YDManR4LYwOKKzT88WhvevvYte7cNJXwVRcozYbRn0Hoo5fep7oCfggRHwoOeh0Gvdq655YkSZKkq0gGMK+wW/UFoyRda6WVGjadyuDt/05SXKGhnb0Zi2aE4GXXhtOzrzN6vZ6l+5N4f20UVRoddmaGvDjCjykhHqiUbZcNl1daxburT/JfZHqj+/9vXGem92vXZs9zQXo9JO+jetc3qOM21N1d7RyMuv+zYniB6tK9QC9Jq4HcuJpg5nHIS4D8BMhLFEOELsbeT/Su9AgVi32HtstI1GpEVmbkUoheB7pqcb/KUPTKtHQFA2NQm5xzayqyRg1MxG1FoQhQNlyK0qA4gyazUWupDEU2qn1HEaB08BPXa+EC+76DfT+AtgqUBtDrMfHG2PjSbQ2k65t8PXNju1V/fu+uPsnCPYmM7urMT/f3aP2BFo8XrT2Av7r9zBuHrajS6lgwvSdD9k6H5L3N7n9ZWz7uYWNCSn45NqZqIt4YhoGqle03YjfDsslg7gwvnBCD8S5lzzdiWJyFKzxzUPSEliRJkqTrnAxgXmG36gtGSbpexGQWM2NhBGkF5diaGTJ3Wk96eF2hwTPXiaizRTz7+xFis0oAMcH9nXGdW5/dcQEbT2bwxj/HG2VjPjvElxeGd7xqvUdzk06w59d3GVm9DSNFTSDP2hNCHoHAqWDu0PZPqteL4Tv5iSKgWRvUrP26qInJ7iY24N6rPqjp1r1t3jCW5sLxv+DIUhFkbSsqQ7B0Ayt3sPIAh44iSOngJ8rnLxYgzj0DG98QU+IBTO1h2DsiS1T2x7xhydczN7Zb8edXUa2l90dhFJRVs2hGCIP8HFt3IE0V+o/cUWgr0eiVPO21ig0xRfT3tefXaV1RfOItPrRpZv/L2vLxYA9rjqQUMKm7O1/cHdi6cwP472k48iuEzITbv7j09qU58G0wVBbBxDkQNLX1zy1JkiRJV5EMYF5ht+ILRkm63mQVV/DwooMcTyvEyEDJ11OCGN3t5u71VK3V8eu+JL7eEkNRhQaA0V2deX2MPx62pm32PAVlVby7+hT/HKkP2o0PdOGbe4KvWhAzObeMmT+t5/aKNcxQb8FSXyQeUBqIXozdHxQlzcqr1Ae1NAdSDojBCCkHIO3Q+aXoChU4dRHBVnOnmsWhwbqjGCrUkj6bZ4+KzMyqUqguF89ZXSFKvutuy+sfMzSrD1BauTcIWLqLoOPlBhtjt8CG1yA3VnztEgSjPwXP0Ms7rnRNyNczN7Zb8ee36mg6z/5+BFcrY3a9OqT1lQgN+l9GK9ozqvx9FApY9+wA/MuPwJLxze5/mVFYQf9PtqLR6XG2MiKjsJI59/dgVNdW9pHWauCLjlCWC9P+A59Bl95n7YsQMU+0H3lku/xgSZIkSbphNPf1TBvU4kmSJF0bjhbG/PFob579/Qhh0Vk8+dth3hjjz8P92920U8rVKiUP9W/HxGA3vtx8mt/Ck1l/IoOw6Cxm9m/Hk4N9MTe6/F/t1qaGfDUliNu7ufD88khKKjWsOnqWk+lF3Nndnc4uljhYGOFgYYStmSHq1pbIXYSnnSnfPDycKT+b81P5OF51PcaDJrtQph2EqNVisXSDoPvEBG8brzY/h0bM7KHTGLGA6CmZeVwEM1PCITlc9Jis7bd5McZWIqBpZCnKwA0MQWXU4LZmqb1PbQZ2HcT0dFsf0RPzWv0b7zAM2u2FA7/Ajk/gbCQsGCGGDw17Vw6MkCTpiloeIYa+3dXzMtuoJO6qWz2qEH19p/T0wN/FErbuFg9492vW79pl4UlodHq6ullyIq0IIwMlAzvat/7ckveJ4KWJDXj1u/T2WdFwcKFYH/k/GbyUJEmSbkoyA7OVbsVPvCXpeqXV6Xl39UmW7EsCYFofL94e27n1faduINEZRby/5hR74nIBcLAw4pWRfkzq7o6yjfpjFpZV8/DiCA4m5V9wGwtjAxwsjLA3N8Le3BB7cyPGBrjSq93lD585mJjH/fPDqajWMaKzE98MMcTk+G9w7A8xlRwABfjcBt2nQaexIvh3LRSmQnoklGRASRaUZDa4zRa32srLfx4jKzFkqDag2XAxd7x6wc2SLAh7F44sA/QiO9beT2ShOnUBp67i1sJZTi+/TsnXMze2W+3nl5xbxsDPtqFQwK5XBuNu0/rKA93iCSgTtgPwTNXThBkMYPvLg3C0MIYFo2v6X34DPaZf9DiVGi19P9pKbmkVYwNcWHPsLMP8HZn3YEirz411r8CBn0WLjok/XHr7ZXdB7Cbx9++eZa1/XkmSJEm6BmQJ+RV2q71glKTrnV6vZ/7uBD5cF4VeL6Z1f3dvMKaGN3+iuV6vZ/OpTD5cF0VSbhkAAe5WvDHGn0APa4zVbVNi/c2WGJbsSyK/rApdM/5yKBXw2uhOPDLA57IzYrdFZ/HYr4eo0uro6mbJ3Gk9cTFTQvQaOLwE4rfXb2xiA4H3Qu8nwNrjsp63zen1YshObVCzslgENDVVovxbWyUmz557X2Wx6MWZlwBFqRd/DiMrcPSvCSB2Bscu4uuWTFCvKILCFChIEb0/TazBwV8M+TEwPH/7tMOw/lVRXt8UE9vGAc3a5VoFmqU68vXMje1W+/l9vvE032+LY2BHB5Y81Kv1B9JUof2fByqdaAPSt+Jbpg7vyzNDO0BVGXzi1ez+l38fSuXFv47iYmWMnZkhJ9KL+GRSN6aEeLbu3HQ6MX28OB2mLge/URffPi4Mlt4pPkB66kCz+nVKkiRJ0vVEBjCvsFvtBaMk3SjWHz/L88sjqdTo6OZmxfwHe+Jo2YJ+gzewSo2WRXsS+W5rHCWVmrr7TdQqbEzV2JgZYmtmiI2p4Xlf9/e1x8asicBUE7Q6PfHZJRxNLeRoSj6HkwuIySim+gJRzXEBLnx2V+BlB1IPJubx2K+HyC2twtHCiF+m9STIw1o8mJ8osgCPLBVv+kC8mQuYAv2eF8NqbhbV5ZCfBHnx5y+FKaDXNb2fpXtNQLOzCB5aeYhM0YKU+mBlYc1SUdj0MRQq8ebYoZMIitbe2vmK73dhCmSegswTkHlSLLmxTZ+TUg3O3cA9BNx7glsPkUHakmB3eT5kx0BODBQkg2Mn0RfV5OYe6NWW5OuZG9ut9PPTaHX0+2QrmUWV/Hhfd8ZcTs/r5HDR+gLI0Ntwh9E8tr40GBNDFcTvqOl/6QKzoi76O0mv1zP++z0cTyvksdt8+HlHPAoFHHh9GA4WrfyAJvUgzBsKhubw8pmL90zWaWHOAMg6Cb2fhFEfte45JUmSJOkakgHMK+xWesEoSTeaQ0n5PLLkIHmlVbhZm/Dp5AD6+Ni1WUn19S67uJIvNp3mnyNpVGouEMw6h725Ef893Q83a5NWPWeVRsfpjGKOpRVwLKWQvWdySMkvr3vczdqE3x8JxdPu8iZ0p+SVMXPxQU5nFmNkoOTzuwIZF+hav4FOK7JR9n0HCTtr7lSA/zgYMAtcgy/r+a97mkrIiYWsUyJ4mHVKBBQvlbXZFBMbEeS0dBO92LKjxXTbpigNRBDToRPYdwT7DmKx6yCGLGWfrg9oZp4QS1luE89pKwKZ7iHg3kOsG1uLLNDs0yJQmRNTE7Q8DaXZ5x9DoRQT4TsMhw4jRNanLF+/IPl65sZ2K/38wqIyeXjxQWzNDNk/eyiGBq1vE6Pf+TmKre8DsFbbi6o7F3JHsLt4cOuHsPNT6HYXTJp30eMcSspn0k97MTRQMmtYBz7ecJqeXjaseKJvq8+NzW/Dnm+gy51w18KLb3toMax+VvyefPaI6I8sSZIkSTcYGcC8wm6lF4ySdCNKzCllxqIIEnJKARFAuyPYjTu6u9Hewfwan93VodfrKanUkF9aTX5ZFXllVeSXVpFXWkVBWXXd18dSC0krKKeziyUrnujTJmX3Wp2ef46k8fG6KHJKqwBRUv7s0A48O6TDZQWTSyo1PFczuAnguaEdeH5Yh/PL1FMPwq4v4fTa+vvaD4H+s8C7/60V1CrPh6yoxkHN4nQxYdfKXZTaW3mI6em1E8yNzvn/RK+HonTIjhIDI+puT0NV8YWf28K1PqBp31EEOu18QVstBgClHoS0g2Laurbq/P0NTMSk9QuxdBPHtXKD1EPivBo9vwv4DhPBTJ9BYCz/ZjckX8/c2G6ln98jSw6y+VQmjwxoxxu3d76sY5XNG4dpqviQa67pTB5+6fP6v0st6H/57O9HWHU0nck93MksqmBXbA6zR3fisdtaWcat18N33UVG/V2LoMsdF962shi+7Q6lWTDqY9E2RZIkSZJuQDKAeYXdSi8YJelGlV9axWebTrP6aDrFFfUl1UEe1tzZ3Y1xAa7NLpu+maXmlzHxhz3klFQxuqszP9zbvc2yVSs1Wn7cFsf3286grSkxd7Ey5qM7u3FbR4dW98bU6vR8siGaX3bGA3B7gAtfXKhMPfMU7Pkajq8AvVbc5x4CA16EDiPltNbLpdeLDMmsaJGlmRsrskBzYprOkGzIyFJkepraigwihRKqK6CiQPQILcsR2ylUYjiRubO4NbMHU3uxr1IJOo3oG2dmL6a65ydA+hFI3A3VZfXPpzQAzz7Q7jZRRu/oD9Zet/S/Afl65sZ2q/z8sooq6PPxVrQ6PVtmDcTX0eKyjlfyvjfmWjEE7uSYlXTpNVQ8UF0OH3s2q/9lZlEF/T7eikan5+8n+nDPL/up1uoJe/G21n9QmnkSfuoLKiN4Jf78D5IaCnsfdn0Otu3hyf1N9yeWJEmSpBuADGBeYbfKC0ZJuhlUVGvZEpXJysNp7IjJrgukqVUKBvs5cmd3d4Z0cryscrQb3cHEPKbOFW++nhvagReGt23PyKziCu6fF05MZkndfSHeNrw22p8eXq3vV/hnRApv/Hucaq2eQHcrfpnWE6cL9TzNT4Q934o+mbWTwB07w8CXoPNEUeosta3yfMiJqy/9zq1Zz4sXQccrzciqvh9mRX7TvT3VpiKQ6egv/j3U3po73RJZuvL1zI3tVvn5/bg9jk/bojwbQKdF+54tKqAKNYZvptUPFEvYCYvHNav/5ZebY/g2LJaeXja8OMKPqXP342xpzL7ZQ1o/uG7bR7DjY/AbA1N/v/B2BSnwfU8x6O2e36DT7a17PkmSJEm6DjT39czNP55XkqRbnrFaxdgAV8YGuJJdXMmqo+msPJzKyfQiNp3KZNOpTKxN1UwJ8eDlEX4YqG69QGZPb1v+d0c3Xl5xjG/CYungZM7YANdL79hMjhbGbHx+IF9siuH7bXEARCSK3mEjOjvx8aQAbFuRDXt3iAdedqY8vvQQR1MLmfD9HuY92JOublbnb2zjDWO/hNtehf0/QMQCUU694iFw+BRue0UGMtuaiQ14hIilIZ0WygugPA/K8i5ymy8yKJVqUKlFBqVKXfO1QeP7FQooyYbC1JpBRAVQWSiWi6kug7RDYmlIZQimdmL6unc/UVpvYtN4MbYW5yFJ0hWj1+tZHpECwJQQj8s+3paDJxhWs15h3xVDgwbDdhJ3i9tLtBmp1Gj5LTwJgAf7ehOeIHr69mpn2/rgJUDUanHrP+7i24W9J4KX3gNEsFOSJEmSbgHyVbckSbcUBwsjHu7fjof7tyM6o4h/Dqfxz5E0soor+XlHPHo9vD7G/1qf5jVxV08PYjKLmbsrgZf+Ooq3nVnTgcBWUigUvDTSj2BPa575/QhlVaKce9OpTGIy97BwRi/a2bd8yE+ojx3/PdWfhxdHEJtVwuQ5e/lwYjdGdHHCwlh9/g4WTjD8Pej/AoT/DPt+FKXPjQKZd9zSZcVXnFIFZnZiuVIqi6EwrT6gWZgi1gtSRM+48gIRIK1tK3AubRUUnxVL/NYLP4+RFZhY1yw1Qc1z141rvjaxFmXzICaz6/Xi+fU6segarNcWyLj3aJNvhyTdqPbH55GUW4a5kQG3B1zG5HHEJPPFmyPqApiWHfs33qBhAPMi1h0/S05JFU6WRozq6syDCw5gTCX93Jv4m3MuvR5KskQ7jIbBztwzYpq40gA6jrrw/qmH4PifgAJGfHBLZIpLkiRJEsgApiRJt7BOzpbMHmPJK6M6seJQCq/+fZxfdsbTxdWSCUFu1/r0ronXRvsTm1XC9tPZPLLkIP891Q/HC5Vkt9JQfydWPd2PR5YcIiGnFAWQmFvGHT/sZu6DIYR4t3yKqqedKX8/2ZdnfjvCjphsXvzrKIoV4GNvRoC7Nd3crAhwt6Kzq2X9kCITGxj0GoQ+XhPI/OGcQOarNRmZzQ9kRqYU8M6qk7w60o++vvYtvg6pDRlZgGMnsVyIXg9VpSJbs7yg/rY0S5S+Z0eJ4UINJ6YrVCLAUNuGoDbLsyCp7a9BoYR38tv+uJJ0A/nzoMi+HB/ketlD5v48mIqyNAtqE/7de9U/WF0OqRFi3XvARY+zaK/4//3+UC/0ejiZnMkawzdot7sMAvaIjO0LOfoH/Ps4dJ4Ad/wC6pq/sbXZl94DLjxNXK+Hja+L9cCp4Bp00fOUJEmSpJuJDGBKknTLUykVTAnxJDmvjB+2neGVFcdo72DeptmHNwqVUsG3U4O544c9nMku5dFfD/HHo72bHo5zGXwdLfj3qX48/8cRtp0Wg14KyjXc+8t+vpwSxLjAlpevWxqrmf9gT74Ji2Xl4TTSCso5k13KmexS/jmSBohJ6L6O5nRzsybAXQQ1A92tUQ56FUIfOyeQOeOc0vJLBzK/3hLD0ZQCXl5xjLAXb2vz75vUxhQKMSTDyPziAYezx+DIr3DsTxHk1NZkbXr2hU5jwDkINGWNg6Dl+Y3Xy3LFelUJoK/JsKzJtNRpxX3n0utAUyWHc0i3rCqNji2nMgGY1P0i/482Q3FFNV9sOs0kRTIg/o9TePWr3yA1QmReW7iArc8Fj3MkOZ+jKQUYqpRMDfXkeFoh9+nW4qtOh0pEefedv1z4RI7/KW5P/SfaXkz9TXyg1pzy8VP/Qcp+MDCBoW8178IlSZIk6SYhA5iSJEk1Zg3341R6EdtOZ/PYr4dY9XQ/7MyNLr3jTUYEAkOY8MMeIlMKmL3yOF/eHXh5fb2aYGUinmfJvkQ+Wh9NpUZHtU7PM78fITW/nMdv82nxcxqolLw4wo8XR/iRU1LJ8bRCTqQWciytkOOphWQUVRCTWUJMZgl/H04F4NGBPqJtgIk11AUy59SUlkc1CGS+DP4TLtjzMKu4gp0xIhibVlDOLzvjeXZoh8v6HknXCZcAcPkMhr8P0Wvg8BJI2AHJe8VibA1uPURPuqpS0VezqkzcVpeJ+y9JAdaeYN8R7DvULB1FFqYk3aIOJuZRXKnB3tyQYA/ryzrWT9vPkFtaRR91lLjD3LFxG4tm9r9cvDcRgLGBLtibG7Fm71GeNPivfoNjy8XfEbcm2j9Ul0PSXrGuNhW/PxaMgvHfQ9pBQHHhgTyaStjyjljv9xxYtl2fakmSJEm6EcgApiRJUg2VUsHX9wQz8Yc9JOSU8tRvh/n14VDUt+BQH297M366rzsPLDjAP0fS8HO24PHb2rf58yiVCqb3a0c/X3ueXx7JyfQiAD7ZEE1cVjEfTwpo9fff3tyIwX6ODPZzrLsvq6iC42mFHEst5FBSPrvjcvj9QDKzhnesz5Y0sW5QWt4wkPkQWHtBn6cg+H4wbNyvc1VkOjo9WBobUFSh4cftcUzu4Y6rtUmrzl+6DqmNodtkseQnwpFlELkMitLgTFgzDqAQpe023jWByo71gUq79qCW/1YkqaEtUVkADPZzRKls/YdoqfllzNudAEBnZSIACsfOjTdqRv/LrOIK1h4/C8CMvu0A8Dr2NeaKCrItO+Pg3U0EMDe+ATPWnx8ITdwjPtCwdId7l8Oyu0TG/9I7xeMeoWDh3PSTH/hF/N4xd4Z+zzb72iVJkiTpZiEDmJIkSQ1Ymaj55YEeTPxhD/vj8/hwbRT/N77LtT6ta6Kvrz3/N64zb/13kk82ROPrYM6wzk5X5Lk6OFnwz5P9+DYslh+2xaEH/j6cRmxWCctmhjY9jKcVHC2NGWppzFB/J3Q6PQM/20ZqfjnrT5zljuBzyhPPDWSG/yz6HK5/Bbb9D0JmQq9HxVCgmvMFeHlUJ1ZFphGRmM8nG6L55p7gNjl36Tpj4w1D3hD/RhJ3iYFBhqagNhOByNr1hvepTeTADUlqJr1eT1i0KB8f6n95f3s+23iaKo0OT3UBTooCcadHaP0Gzex/+Vt4MtVaPd09renmboU24yQDi9eBAooHvotDhy5wahUk7xMl4Z3HNz5A3BZx6zsUnLvCzM2wdLL4kAzA6Zygaq3SXNjxmVgf+vZ5H6BJkiRJ0q3g1ksrkiRJuoQOThZ8OSUIgEV7E/mrZoDAreiBPt7c39sTvR6e++MIpzOKr9hzGRooeWmkH3893geHmtL9Y6mF3PbpNpJyS9v8+ZRKBVN6egDwx4GL/IxrA5kvnITbvwCbdqK34a7P4euusOoZ4k4eIupsEYYqJeMCXHh7bBcUCvgvMp2DiXltfu7SdUSpAp9BEHwfdLkDOo6AdgNE+ahjJ1EWbmYnApkyeClJzXYmu5Sk3DIMVUoGdGj9ULQjyfn8F5mOAhioi6h/wL5j/Xoz+l9WaXQsCxf9M6f3E9mXZWtmo1Lo2aQPxav7cLByq8+O3Py2KPtuqC6AWTMH3cod7lla//ihJXB8xflPvuNjMSzMOUAM75EkSZKkW5AMYEqSJDVhZBdnnqvpX/jGvyc4mlJwbU/oGnpnXBf6+NhRWqVl5pII0gvKr+jz9fS2ZdvLgxhRk+2ZV1bN0C92sOZYeps/1+Se7igVEJ6QR3x2ycU3NjQVWZfPHIK7fwX3EPGG9/ASfP8awlz15zzmfRZrEzXd3K24u4cIjr67+hQ6XRMDWiRJkqQLCosS2Ze929thZtS6ojG9Xs8Ha0V2Yzc3K0YpD9Q/aF7fXqQ5/S/XnzhLdnEljhZGjO7qDLFbsEjdQZVexRa3J1HVlrj3fVaUeecnwIG59QfIT4TcWFCowOe2+vtre2IaW4FeA38/DHu+rRn0BWTHQMR8sT7yw2YNlJMkSZKkm5H8CyhJknQBzw3twDB/J6o0Oh779RDZxZWX3ukmpFYp+fG+7njZmZKSV86Yb3extaas70oxNzLgl2k9+fjObqgUCjQ6PU//doQHFxxg7bGzFJRVtcnzuFiZcFtHBwD+PJjavJ2UKlEWOHMLPLQRnd/t6FAwXHWYF9NegLlDYP8cXultjLmRAcfTCllxuJnHliRJkgAIq+l/Oczf8RJbXtj6ExkcSsrHRK3CmmJ6K6PqHzRvUJZeG8BsOJX8HAv3JAJwf28v1Ohg0xsALNKOol3HbvUbGpnDkDfF+o5PRfk3QFxNn1yPUBGsrHVqlbjt8zT0flKsb34LNrwGOq1Y12vB73ZoN7Ally9JkiRJNxUZwJQkSboApVLBV1MCae9gRkZRBU8uO0SVRnetT+uasDEzZOnDoQS4W1FQVs1Diw7y0booqrVX9vtxTy9PNr84EBtT0QNzR0w2T/12mOD3NzPh+918vvE04fG5l/VzmRLiCcCKQ6ktvx7P3uzq8Q3DKj9jBcPRq4wg/TBseBW7eSHsNH+dlw3+YP36VRSXNWcStSRJklRQVsXBJNF+Y0in1gUwKzVaPlovApYP9vHCOXMbBooGv+NrMzCb0f/yaEoBkSkFGKqUTO3lCYcXQ3Y0+VjwvWYivdrZNt4h6F5w6ibKvnd8Iu6rDWD6Dq3frqIQ4reL9c4TYNRHMOJD8XX4HFg4GmI2gNIAhr/Xqu+DJEmSJN0sZABTkiTpIiyM1fwyrScWRgZEJObz3pqT1/qUrhkPW1P+erwP0/t6A/Dzznim/LzvipeU+9ibs3/2ULp7WgOgQFTWHU0t5PttcUz5ZT/B723i4UURLNqTwJnsEvT65pdsD/V3xN7ckJySSrZGZ7X4/FYeTiVe78rx4P9D8cJJGPGByOJRKLEtjeMpg1Us1L6O8stO8O+TYrBD5SXK1SVJkm5h209no9NDJ2cL3G1MW3WMxXsTSckrx9HCCB9HM0YoGpSPqwzB2Fqs1/a/NHcGu/YXPBbA2AAXHNSVYpAb8HX1nVSpLejmZtV4B6UKRn4g1iPmQcZJSNghvq7tfwkQswl01WDvBw5+4r6+T8Ok+aBUQ0q4uC9kJtj7tur7IEmSJEk3CxnAlCRJuoT2DuZ8MzUIhQKW7k/m9wPJ1/qUrhkjAxX/N74Lc+7vjoWxAYeTCxjz7a66XmVX7HnVKn5/tDeD/RzQA8ZqJU8Pbs+EIFfszAwprdISFp3F/60+xdAvdjD0ix38F5nWrN6TapWSST3EBPI/I1o2sKm4opqNJzMAuLO7O5g7QN9nYMY6ePkM3DmXTI8xFOlNMNPkQ+QyWH4/fNoOlk6CgwuhvKCl3w5JkqSb2pao2unjrcu+zC2p5LuwOABeHulHxOkUBiiP129g7lTf6/IS/S+ziytZXdOD+cG+3rD7SyjLocjUi2XaofTwssHQoIm3VD6DoONoUf695nmoKgEzBzGIp1ZUTfm4/7jG+3abDA+sBCMrsHCF215t+TdBkiRJkm4yMoApSZLUDEM6OfHicDGx9O3/TvDHgWTKqjTX+KyunVFdXVj7zIC6kvKHF1/5knIjAxU/3d+D/r72VFTrWLw3iYf6tSPijWGsfbY/r43uRD9fOwxVSuJzSnnuj0jG/7Cb3bE5lzx27TTybaezyChsfqn3+hMZVFTraO9gRoD7ORk4prYQcDeOD/3Gc55/c2/V62yxvBNsvEW2T9wW8ab2847w13SRiaO9df9NSZIkAVRrdeyIyQbE397W+CYsluJKDV1cLZkQ6IoidiNGCg1VpjXHu9AAnyb8fiCZaq2eYE9rAs0LYd+PAPxh8xgaDOjlbXfhExnxvij/Tq3J/mw/tH4IT1VZ/VTycwOYIPpdvhgNT+0Xf08kSZIk6RYnA5iSJEnN9NRgX0Z3daZaq+e1lcfp9WEYs1ceJzKloEUlyzcLT7umS8rTrmBJubFaxdxpPQltZ0txpYYH5ocTlVFEF1crHr+tPctm9ubI28N5aURHzI0MOJFWxP3zw3lgfjgn0goveFwfB3N6edui08OKQ83PwlxZM5znzu7uKC4wuVahUPDGuADC6cbMrMnsGr0ZngyHoe+AY2fQVsLJf+C3u+BLf9j4BmScaNk3RpIk6SYRkZhHcYUGOzNDgjysW7x/XFYJy8JFpcQbt/tzOKWAgdr9AKhduoqNagf4XKL/ZZVGx9L9SQDib13Yu6CtRN9uIAuyRMn3ef0vG7LvAD0fqv+6/ZD69TNhUF0GVp7gEtj0/oamjQf+SJIkSdItTAYwJUmSmkmhUPDVlCBeHumHp60pJZUafj+QzMQf9jDq613M351AXmnbTMe+UTRVUn77FS4pNzFUsWB6CD28bCiq0HD/vHBOZxTXPW5mZMDTQzqw85XBzOjnjVqlYFdsDmO/281zfxwhJa+syeNOCRFZmMsPpjSr9Dw1v4z98XkoFDAx2O2i2/o6WjCtjxcA762JQmPXEQbMgif2wqM7IPQJMLWH0izY9z3M6Qc/9Yd9P0BJy/tySpIk3ai21kwfH+TniErZ9AdDF/PRuii0Oj3D/J3o296eHSeTGKyMBEBhJdqF1GVgXqL/5ZaoTLKKK3GwMGKMdQqc+BtQkBH6FhnFlahVCoJr+jNfUI8Z9evl+fXrUavFrf+4JkvXJUmSJElqTAYwJUmSWsBYreKpwb5sf2kQvz0SysQgV4wMlJzOLOb9NacI/d8Wnlp2mO2ns9A2Iwh2s2iqpHzm4gjm7YrnWGoBmjYuLTczMmDhjBAC3a3IL6vmvnn7ictqPBjH1syQd8Z1YeuLg5gQ5ArAf5HpDPliO++uPnlesHlMNxcsjAxIyStnX3zuJc/h3yNpAPTxscPN2uSS2z8/tCM2pmpiG2QHoVCAaxCM/liUCt7zO/iPFwMmMo/Dxtfhi06w7C4I/1lkZuqu7OR3SZKkaymsZpjasFb0v9wdm0NYdBYGSgWzx3QCoPjUZswUlZSbuICi5q1PbQbmJfpfbqs5l4mBLqi3vCnuDL6P3SUuAAS6W2OsVl38pNKPNDjBr8QQN00VnN4g7us8vsXXKUmSJEm3IhnAlCRJagWlUkHf9vZ8fU8wB94YxvsTutDVzZJqrZ61x88yfWEEAz7ZyvzdCbdMefm5JeVborL4YG0U47/fQ+C7m3hgfjjfhsWy70wuFdXay34+S2M1Sx4KpbOLJTklVdw7dz+JOaXnbedha8o39wSz5pn+DOhgT7VWz8I9idz26Ta+3xpb18vUxFDFhGAR6PzjEsN89Ho9K2sCmHd2d2/W+VqZqpk1QpQcfrk5hvxzs3VVaug0Bqb8Ci+ehtu/ALeeYgBE7CZY/4rIzPzMB/64T/RhO3sUdJf/vZQkqXl++OEHvL29MTY2JjQ0lAMHDlx6J+CPP/5AoVAwceLERvfr9XrefvttXFxcMDExYdiwYcTGxl6BM78xnMkuISGnFLVKwYCODi3aV6vT88HaUwDc39uL9g7mJOSUElQigpTKLuOhVPTWrMvATNwjbpvof6nX69kTJ3oo32EUIbI11WYw+E3CE/KAS5SP16rtc2lsBSUZsPdbSNwJlYUikOreq0XXKUmSJEm3KhnAlCRJukxWJmoe6OPNmmcGsPbZ/kzv642ViZr0wgreX3OqPtvuFlBbUr7mmf68OqoTQzo5YmlsQGmVll2xOXy5OYapc/fT7f82cuePe/hofRQ7Y7KbVbLdFCtTNUtnhuLnZEFWcSX3zt1/wRLxrm5W/PpwKL8+3IsurpYUV2r4fFMMQz7fwYpDqeh0eu4J8QRg44mM8wOMDRxNLSQ+uxRjtZJRXZ2bfb5TQzzo5GxBYXk1X22JufCGprYQMhMeCYOnD8KQt0TvNLWZKEGMXgMbZ8PPA+GTdvDbFNjzLaQdlgFNSbpCli9fzqxZs3jnnXc4fPgwgYGBjBw5kqysi7d5SExM5KWXXmLAgPN7LH766ad8++23zJkzh/DwcMzMzBg5ciQVFc0fJnYzqS0f7+1jh7mRQYv23Xwqg+iMYiyNDXhuaAdxvJOpDFMeAsCo6wQoqWlvYu4E1RUX7X+ZmFtGemEF5ioNnU58Ie7s/zxYunCguQFMnRbit4n1vs+I2z3fQvgvYr3T7fVDfSRJkiRJuij5F1OSJKkNdXG14v/GdyH89aE8O8QXgHdXn+RIcv4l9ry5dHWz4olB7VkwPYTIt0ew/rkBvDehC2MDXHCyNKJaq+dwcgE/74hn2oIDjPt+N9uis1qVrWprZsjSmaH4OJiRXljBvfP2k36RQUIDOjiw+un+fHNPEO42JmQUVfDSX0cZ/8NuiivE1NoqrY5/I9MueIza4T2juji36E22gUrJ22M7A7AsPLlR784Lsu8AA1+CB/6B15Lg4S0w7P/AdzgYWogsnpgNsPktmDsYvuoKOz+H0kuXwUuS1HxffvkljzzyCDNmzKBz587MmTMHU1NTFixYcMF9tFot9913H++++y4+Pj6NHtPr9Xz99de8+eabTJgwgYCAAJYsWUJ6ejr//vvvFb6a69OWmv7JQzu1vHz83yPpAEwN9cTGzBCAzKNbsFaUUq62Ac/ejQOYqRFiiNoF+l/WZl/Ott2BsjAZLFyhz9OcLSwnOa8MpQJ6eNlc/KTSj4gPnYysoO/z4NkHNOUQu1E83tT0cUmSJEmSmiQDmJIkSVeAsVrFC8M7MqqLmFr+5LLD5JRUXuvTuiaUSgX+LpZM6+PN9/d2Z//soex8eTCf3xXI3T3dMTNUcTK9iBmLIpg8Zx97z+S0+DkcLIz4bWZvvOxMSckr5645+5iz48wFA5lKpYIJQW5smXUbr43uhEXNxPKpc/fX9S7940BKkwHVKo2OVUfFG+Xmlo831NfXnlFdnNHq9Lz573FKKjXN31mlBo8Q6P8C3L8CXk2ER7bB8Peh4yjxJrk4Hba+Lyaa//cUZBxv8TlKktRYVVUVhw4dYtiwYXX3KZVKhg0bxr59+y6433vvvYejoyMPP/zweY8lJCSQkZHR6JhWVlaEhoZe8JiVlZUUFRU1Wm4WhWXVHEwSH/YN9Xdq0b7FFdVsPS2yNycEiqFqheXVeGVvBUDTcYzof1k7FM3c8ZL9L/fE5eBAAZPL/hB3DH0bDE3rsi+7ullhYay++InVlo+3HwQGahj5Yf1jxtZNZn5KkiRJktQ0GcCUJEm6QhQKBZ/dFYCPgxlnCyt49vcjbT7M5kakUCjwtDNlcg93Pp0cyK5Xh/DoQB+MDJQcSsrn3rnh3DdvP4dbmLXqbGXMb4/0xt3GhLSCcj5eH02/T7Yy5ed9/H4gmcKy6vP2MVarePy29mx/eRAP9PZCpVQQXZMVeTqzmF1x5wdTt53OoqCsGkcLI/r52rfqe/DG7f4Yq5VEJOYz/rvdnEwvbNVxUBmAW3fo9yzcuxxejoWJc8AlUGQWHVkKc/rDwtvFxFtZXi5JrZKTk4NWq8XJqXFgzcnJiYyMjCb32b17N/Pnz2fu3LlNPl67X0uO+dFHH2FlZVW3eHh4tPRSrlvbY8Twu45O5njYmrZo300nM6nS6GjvYIa/iwUAO05nMEIpSsQtgu6EyiLQ1JTmm50TwDyHVqcnKe4Uyw3fw0hbKn6nBkwBqC8f925B/0vfmiC1Ww/odrdY7zRWfCglSZIkSVKzyACmJEnSFWRhrObn+3tgaqhi75lcvth8kb6HtyhbM0NeH+PPrlcGM62PF2qVgj1xudz5414eWhTBibTmB/fcrE1Y99wAPryjK73a2aLXQ3hCHrNXHifkwy08uuQg646fPW+IkJ25Ee9P7MrG5wcwpEHp4sOLxCT1Sk399rXl43cEu6FSnp+10xwetqYsfTgUFytj4nNKuePHvfy6P+nyBz4ZGEHQVHh0Bzy0CbrcAQoVJO2G5ffDN0Gw5xtR0ihJ0hVTXFzMAw88wNy5c7G3b90HHU2ZPXs2hYWFdUtKysUHjt1Iwmr6X7Y0+xJg9TGRFT8+0A1FTTZl/OFtOCgKqVCZQ7uB9dmXRpYiG/Mi/S/jj+1hsf4NfJQZ6K3cYdL8ul6Vze5/WZYHaaL/Ju2H1t8/9isY8zkMf6/F1ylJkiRJt7KWdceWJEmSWqyDkwWfTg7g6d+O8NP2MwS6W7do8MutwtHSmPcmdOXRgT58FxbHisOpbI3OYmt0FmO6OTNreEd8HS0ueRxLYzX3hXpxX6gXaQXlrIpM57/INKIzitl0KpNNpzKxMDJgVFdnJga70cfHDmVNINLX0YIF00OYuzOeD9dFUa3V88HaKJbsS+L+3p5UaXRsPiV6qFVUa/l6SwxanR6NTi9utXqM1UruDfXE3ebiGUQ9vW1Z9+wAXvrrKGHRWbz17wn2ncnhozsDsDK5zKwchQI8Q8VSmAYH58PBhVCYDJvfhu0fQ8DdEHQ/uPdssnxSkqR69vb2qFQqMjMzG92fmZmJs/P5v8/PnDlDYmIi48bV9zjU6UQGvoGBAadPn67bLzMzExcXl0bHDAoKavI8jIyMMDIyutzLue5Ua3VsrykBb2n/y7zSKnbHimz5sYHi+6jR6rBL3gBAidcwjA0MG/S/dLx4/8u4LXitfgBDRRkphj54PLwOLMVxc0sqic0qASDkUhmY8dtArwPHzmDlVn+/kTn0eqRF1yhJkiRJkgxgSpIkXRVjA1yJTC5g3u4EXvrrKB2dzPFxML/Wp3Vdcrcx5ZPJATx2mw9fb4ll9bF01h3PYMOJDKb28hQ9Ky/Vd6yGm7UJTwxqzxOD2hOdUcS/R9JZFZlGemEFfx1K5a9DqQR6WPPhxK50dbOq22/mgHYs3Z9IUl45FsYGJOeV8b910Y2OvXhf0gWfd8WhVH59OBQ/54sHXG3MDJn3YE/m707g4/XRrDuewfG0Qr6f2p1AD+tmXeMlWbmJ3m0DX4YTf8P+OZB5HA4tEotNO+h2lwho2ndom+eUpJuMoaEhPXr0ICwsjIkTJwIiIBkWFsbTTz993vadOnXi+PHG/WfffPNNiouL+eabb/Dw8ECtVuPs7ExYWFhdwLKoqIjw8HCeeOKJK31J15VDSfkUVWiwMVUT7HmJwTjnWH/iLBqdni6ulrSv+bt6KDGPwfpwUIBNj0liw4YDfC7U/zLyd1j1NIY6Dbu1XUjsO4f7LeuDyxGJInvdz8miblDQBcWFiVvfoRffTpIkSZKkZpEl5JIkSVfJq6M70audLSWVGh5feojSlgxvuQX5OJjz7dRg1j83gBGdndDpxeTuEV/tZGt05qUPcI5Ozpa8NroTu18dwvJHe3NvqCfmRgYcTSlg/Pe7+b9VJymuEH0yFQoFU3p5AtDewZyXR/pxe4ALNqYicBroYc3UXh7c39uT6X29eahfOx4d6MMTg9rj52RBVnElU37ZR2RKwSXPS6FQMHOADyue6Iu7jQkpeeVMnrOXebviL7+kvCG1CQTfD4/vgulrIeAeUJtBfgLs/BS+7wm/DIJ9P0Jxy7+/knSzmzVrFnPnzmXx4sVERUXxxBNPUFpayowZMwCYNm0as2fPBsDY2JiuXbs2WqytrbGwsKBr164YGhqiUCh4/vnn+eCDD1i1ahXHjx9n2rRpuLq61gVJbxVhNdPHB/s5trg1x6rI2vJx17r7ThzehbsihyqFEaoONf0na0vIzRzgTE1wsbb/pV4POz+Hfx8HnYZVuv7MqH6VUP92jZ4rPCEXaEb5uF5/fv9LSZIkSZIui8zAlCRJukrUKiXf3xvM2G93E5NZwqt/H+O7qcF1/bqkpnVytuSXaT3ZdyaX11YeIym3jIcWHWRCkCtvj+2MnXnLyimVSgWhPnaE+tjx/NAOvL82itVH01m0N5F1x8/y1tjOjA1wYXJ3d77YFENkSgGfTQ5gdFdn1h47i0qpYN60njhYNP28jw30YcaiCI4kF3Df3P3MezCEPu3tLnleQR7WrH12AK+uOMaGkxl8sDaK/fG5fDY58NKZPi2hUIg37d79oepLOL0eji0X2ULpR8Sy6Q3wGSSGTfiPBaNLl+5L0s1uypQpZGdn8/bbb5ORkUFQUBAbNmyoG8KTnJyMUtmy3IBXXnmF0tJSHn30UQoKCujfvz8bNmzA2Nj4SlzCdSssunX9LzMKKziQKHpSjm0QwDSKXQtArstAXAxr2nnUZmCW5ogScqVaZEfqtLDuZdFqA0jr/CjPHR6Ig4UJvo6NKyWa3f8y84R4PrUpePZp0TVJkiRJktQ0hb5N0ztuHUVFRVhZWVFYWIilpeW1Ph1Jkm4gEYl5TP1lPxqdnrfHduah/u0uvZMEQHmVlq+2xDBvVzw6vRgA9M64zowPdL2sQPCu2Gze/u8kCTmlAAzoYM97E7ryv3VRbD6Vycz+7TAxVPHd1jgG+zmwcEavix6vtFLDI0sOsvdMLoYGSn66r3uz35jr9XqW7k/i/TVRVGl1uFgZ893UYHo2Z+Lt5SjNgZP/iGBm7XALAAMT6DBcTMztOAJMWlbeKV3f5OuZG9vN8PNLyCll8OfbMVAqOPL28Ga3CAGYtyueD9ZG0dPLhhVP9AUgMaeU6m9D6KBMo2zcT5j2uFds/O+TELlMDDbTa2HkR9BzBvw9E6LXAAoY/QmfFdzGD9vOcEewG19NCap7rqKKagLf3YReDwdeH4qj5UWCzLu/gi3/Bx1Hwb3LW/5NkSRJkqRbSHNfz8gSckmSpKssxNuWN273B+B/66LqMjqkSzMxVPH6GH/+ebIfnZwtyCut4rk/Ipm5+CBnC8tbfdwBHRxY/9wAXhjWEUMDJbticxj51U6M1eLP5Mojaaw8nAbAnd3dL3k8MyMDFkwPYZi/E1UaHY/9eohVR9ObdS4KhYIH+niz8sm+tLM342xhBVN+2c/slcdIyStr9TVe+qTtxWCJmVvg2SMw+A2w8wVNOUStgn8ehU/bw+JxEP4zFNw8048lSbp2asvHQ31sWxS8BFh97CwA4xpkXx48uI8OyjQ0GGDa5fb6jQvF73D0WvC7HQKmwJIJInipMoK7F0PoY+yOE2Xi/XwbT48/lJiPXg/t7M0uHryEBv0vZfm4JEmSJLUVGcCUJEm6Bqb39WZ8oCsanZ6nfjtMVlHFtT6lG0qghzWrnu7PrOEdUasUhEVnMeLLnfwWnoxO17rCAmO1iueGdWDT8wMZ2NGBKq2O1UfPolKIKbdpBeVYGBkwvHPzMimN1Sp+ur87E4PEz/m5P47wW3hys8+nq5sVq5/pz8QgV7Q6Pb8fSGHw59t5ZcVRknJLW3WNzWbrA7e9Ak8fhEe3iwFAjp3FG/+EnbD+Ffi6K8wZANs/gYwTouebJElSC4VF1U4fb1n5eFJuKUdTClAqYEy3+kE72lOrADhrFwrGNcPZ9Ho4e0SsmznAoNmwYCSkhIttpv0LnSdQWF7N8dQCAPr5Nm79EV5bPn6pbPjKYkjeJ9bbD2nRNUmSJEmSdGEygClJknQNKBQKPp7UDT8nC7KLK3nqt8NEnS0iIaeUs4XlFJRVUVGtbdshLjcZQwMlzw7twNpnBxDkYU1xpYbX/znOvfP2k5jT+gCft70Zi2eE8ON93XGyNELb4EfQ09sGI4Pm/+lUq5R8eXcQ9/f2RK+H1/85zs87zjR7f3MjA76+J5i/Hu/DgA72aHR6/jyYypAvdjDrz0jis0tacmktp1CAazAMeROe3CcyM0d8CJ59QaGEjGOw/X8wpx98EwDrXxU9NSsKr+x5SZJ0UygsryaipoflUH/HFu27pib7sm97+7qexEUV1XQp2AmAScDE+o0j5tX/Xhr+rsgoz40FS3d4aBN4ifLz/fG56PTg42CGi5VJo+c70NwBPgk7QacBm3Zg175F1yRJkiRJ0oVdFwHMH374AW9vb4yNjQkNDeXAgQMX3La6upr33nuP9u3bY2xsTGBgIBs2bGi0jbe3NwqF4rzlqaeeqttm0KBB5z3++OOPX7FrlCRJOpepoQE/3d8dCyMDIhLzGf3NLgZ/vp0+H20l6L3NdHprA+1mr6PTW+sJem8Tvf8XxuDPt/PGP8epqNZe69O/bnR0suDvJ/ry1tjOmKhV7I/PY9iXO3hy2SF2xWa3KiNToVAwppsLYS8O4q4e9SXj205nM/TLHczbFU9BWVWzjqVUKnh/QleeGCTeyH60PprPN55uVnC6WqsjIacUlVLBkod68fcTfRnk54BWp2fl4TSGfbmD5/84QlxWcYuvsVVsfaDv0/DQengpFib8AH5jwMAYCpIhfA78fg984g1zh4gecGe2QtUVLH2XJOmGtSMmG41Oj6+jOV52Zi3at6np4wcOR9JVmYAWJfY97hB3pkfCxtcb7KmArFNgZAUzN4Njp7pH9sTlANCvfePy8fIqLcdSRQD0kgFMWT4uSZIkSVfENZ9Cvnz5cmbNmsWcOXMIDQ3l66+/ZuTIkZw+fRpHx/M/iX3zzTdZunQpc+fOpVOnTmzcuJE77riDvXv3EhwcDEBERARabf2b+xMnTjB8+HDuuuuuRsd65JFHeO+99+q+NjU1vUJXKUmS1DQfB3N+vL87H6yJIre0kopqHRXVWjQNgm7iPh1QDYiBBwk5pcyd1hMzo2v+a/y6oFIqeLh/O4b7O/HGv8fZFZvDuuMZrDuegZedKfeEeHJXT3fsWzix3NzIgM/uCsTRwoidsdnEZ5cSn13KB2uj+HTjacYGuHBfqBfdPa0vOkRIoVDw6qhOWBgb8OmG03y/LY6SSg1vj+0MwNmiChKyS0nIKSEhp4yEnBISc8tIySur+7cwtZcn/7ujK4tm9OJoSgHfbY1lS1QW/0am89/RdG7v5sIzQzrg53yVJoab2UPw/WKpKoUz2yBui8g+yjsDaYfEsvsrUBmCewi0GygWt55g0IaT1SVJuiFtrel/2dLsy9MZxZzOLEatUjCyi3Pd/SWRKwFItQjEy9wBKorgr+mgbfCB05Gl4rbHg2DpSkN1Acxz+l8eSc5Ho9PjamWMu03jzMxG9HqI2yzWZQBTkiRJktrUNZ9CHhoaSkhICN9//z0AOp0ODw8PnnnmGV577bXztnd1deWNN95olE05adIkTExMWLp0aZPP8fzzz7NmzRpiY2Pr3mAOGjSIoKAgvv7661ad980w9VGSpOtXtVYEMmsDmpUasZ6QU8prfx+jtEpLkIc1i2aEYG0qA0Hnis4o4rfwZP45nEZxpQYAtUrBiC7O3NfLk94+diiVLZ9aXlKp4b/INJbuTybqbFHd/Z2cLbgv1JOJwW6XHELx6/4k3v7vBHo9uFmbkFNSSaVGd8HtTdQqKjRa9Hp4ZogvL47wq3vsRFoh322NZePJzLr7enjZ0NnFkk4uFnRytqCjk0WLB2NctsJUSNglgpkJO6EotfHjalPwCAXv/uA9ANy6g+oqn6MEyNczN7ob+een0ero8cEWCsur+fOxPpfObGzgi02n+W5rHMP8HZn3YEjd8Y6/35tgTpMY8g7eY16AFTPg5D9g7gwlGWBsDRUFoDSA546BlVvdMc8WltPno60oFXDkrRFYmdb/TvpycwzfhsUyMciVr+8JvvCJ5cTB9z3EhzavJICReUu/LZIkSZJ0y2nu65lrmrpTVVXFoUOHmD17dt19SqWSYcOGsW/fvib3qaysxNi48eQ/ExMTdu/efcHnWLp0KbNmzTovO2bZsmUsXboUZ2dnxo0bx1tvvXXBLMzKykoqKyvrvi4qKmpyO0mSpLagVilRq5RYnDPotKubFR62pjy44ACRKQXc88t+ljzcC8dzN7zFdXK25L0JXXltdCfWHD3LbweSiUwpYO2xs6w9dhZvO1Om9vJkcg937FqQlWluZMB9oV7c28uTyJQCfgtPZvWxdKIzinnrv5N8tD6aCUGuPNSvHR2cms6EfKC3FxZGBrz411HSCsTkdLVKgaetKe3szWhnb4Z3za2PvTlOlkb8diCZN/45wXdb47A1M2RGv3aA+Pfw8wM9iTpbxPdb41h34iyHkvI5lJTf6Dk9bE3wc7LE38WCTs6W+Dlb4G1nioHqCnWSsXKHoKli0eshLx4SGwQ0S7MhfptYQAQ0PXvXBzRdg2VAU5JucoeS8iksr8baVE13T+tm76fX61l1VJSPN5w+fjw6hkB9DCjAvc9kODhfBC+VBtD/OdgwG6jJ2+g6qVHwEmBPzfTxbm5WjYKX0LD/ZePBPueJ2yJuPfvI4KUkSZIktbFrGsDMyclBq9Xi5NR46qCTkxPR0dFN7jNy5Ei+/PJLBg4cSPv27QkLC2PlypWNSsYb+vfffykoKGD69OmN7r/33nvx8vLC1dWVY8eO8eqrr3L69GlWrlzZ5HE++ugj3n333ZZfpCRJUhsL8rDmz8f6cP/8cKIzirl7zj6WzgzF3Ua2wTiXqaEBd4d4cHeIByfTC/n9QDL/HkknMbeMj9ZH88WmGO4OcefZoR1aFARWKBQEe9oQ7GnDm7d3ZuWRVJaFJxOXVcLvB1L4/UAKIzo78dRgXwI9rM/bf2KwG909bUjILaWdnRmu1sYXDSbeF+pFXkkVX2yO4d3Vp7A1M2RCUP2bb38XS364rztJuaUcSS4gKqOI0xnFRJ8tJqOogpS8clLyytkSVZ+paWdmyC/TetDDq/lZT62iUIhBFnbtocd0EdDMjobE3SKYmbQHynJFr8wzW8U+ajPwDBXBTK9+4BoEBi0r/5ck6fq2NVpMHx/s59iiD1OOpxWSlFuGsVrJMP/69xApEasIVuhJMu6EV2V+TcASGPauyLwEUVIO0Ofp84679wLl45UaLUeSC4Dm9L+sCWDK8nFJkiRJanM3XPO0b775hkceeYROnTqhUCho3749M2bMYMGCBU1uP3/+fEaPHo2ra+MeN48++mjderdu3XBxcWHo0KGcOXOG9u3Pnxg4e/ZsZs2aVfd1UVERHh4ebXRVkiRJLePnbMFfj/XhvnnhJOaWcfecffw6M5T2DjLj40K6uFrxwcRuzB7tz+qj6fx2IJljqYUs3Z/MysNpzBzgw6MDfTBvYV9RK1M1M/q1Y3pfbyIS81mwO4GNpzLYdCqTTacy6e9rz5OD29PHx65RJYCnnSmeds0POj89xJfc0ioW7U3kxT+PYmWiZpBf475xXnZmeNmZMZH64GZBWRXRGcVEny0StxnFnM4oJre0iuf+iGTD8wNbfM2XRaEAR3+x9HoEdLr6gGbiTkjcA+V5jQOaKkNwCQKPXjVLKFg4X/RpJEm6vtV+oDKkU8v6X9YO7xnm71TXB1qv16NO3gOA1qNvfd/LjqOhz1Ow5+uavfWiD69LQKNj6vV6dl8ggHk8tZBKjQ57c0PaO1xk0FB1ufg9BjKAKUmSJElXwDUNYNrb26NSqcjMzGx0f2ZmJs7OTb8xcXBw4N9//6WiooLc3FxcXV157bXX8PHxOW/bpKQktmzZcsGsyoZCQ0MBiIuLazKAaWRkhJGRzP6QJOn64W1vxoon+nD/vHDOZJdy95x9LHm4F11cra71qV3XzIwMuKeXJ/f08mR/fC4fr48mMqWAb8Ni+S08iWeHduCeEE8MDVpWXq1QKOjVzpZe7WyJyyrmp+3x/BuZxu64HHbH5RDsac2Tg3wZ2smxVf03FQoFb4/tTF5pFauOpvPE0sMseySU7p42F93P2tSQ3j529PapL30sqdQw6uudpOaX88GaU3w8KeAiR7jClEpw6iyW0EdrAppR9RmayfuhLAdSD4iltsOMlWeDgGYvcOoqy84l6QaRmFPKmexSDJQKBnZ0aPZ+Op2eNcfOAo3Lx0+mFdJNewIU4FV5WrStsPKAiT+KD00KGvTh7fPMecc9k11CVnElRgZKeng1/p0anpAHiOzLiw1rI2kvaMrBwlV8QCNJkiRJUpu6Qs2vmsfQ0JAePXoQFhZWd59OpyMsLIw+ffpcdF9jY2Pc3NzQaDT8/fffTJgw4bxtFi5ciKOjI7fffvslzyUyMhIAFxeXll2EJEnSNeRiZcKfj/Whi6sluaVV3PPLfg4l5V3r07ph9Pax458n+/LTfd1pZ29GTkkVb/93kuFf7WDNsXRaO+fO19GCL+4OZPtLg5jWxwsjAyVHkgt4ZMlBRn+zi/8i09BoLzy450KUSgWf3xXIwI4OlFdreWhRBLGZxS0+jrmRAZ/fFYhCAX9EpBAWlXnpna4WpRKcukDoY3DPMng5Dp45DHf8DD0fEoFKhRIKk+HEClj/CvwyCD72hD/ug2N/QWXLvyeSJF09a4+LIGRvHzusTJr/wUNEYh4ZRRVYGBswyK8+8Lnv0GHcFTnoUKBK3iP6Xk5eCKY1Jd+p4eLWzKHJ7MjdsSL7MsTbFmO1qtFjB2oDmN6XKh+veT/jO1QETSVJkiRJalPXNIAJMGvWLObOncvixYuJioriiSeeoLS0lBkzZgAwbdq0RkN+wsPDWblyJfHx8ezatYtRo0ah0+l45ZVXGh1Xp9OxcOFCHnzwQQwMGieanjlzhvfff59Dhw6RmJjIqlWrmDZtGgMHDiQg4BpmoUiSJLWCnbkRvz/amxBvG4orNNw/7wC7YrOv9WndMBQKBaO7ubDphYG8P7Er9uZGJOWW8fRvR5j4wx72nslp1nEqqrWk5pdxNKWAnTHZrDmWzq7YHFysTLinlwedXSwxUCo4nVnMc39E0umtDUz8YQ+V1U33cL4QQwMlc+7vTpCHNQVl1UxbcKBuGFBzaHV6dsfmcDqjmAf7eAHw6t/HySutatF5XDW1PTQD74GxX8ETe+DVJHjgXxj8hghGGFlBdRlEr4GVM+HT9jKYKUnXsdV1Q3haljiw+pjYb2QXZ4wM6gONBVFiIFhd2HDYu+AhppOj1UB2jFj3GyM+JDnH7poBPn19Gw/p0Wh1dUPRLjrAR6eD2I1iXZaPS5IkSdIVcc17YE6ZMoXs7GzefvttMjIyCAoKYsOGDXWDfZKTk1E2eKFRUVHBm2++SXx8PObm5owZM4Zff/0Va2vrRsfdsmULycnJPPTQQ+c9p6GhIVu2bOHrr7+mtLQUDw8PJk2axJtvvnlFr1WSJOlKsTRWs+ShUB5beoidMdk8vOgg304NZlRX2SewudQqJQ/09uLOYDfm7ornl53xHE0t5N654Qzyc+CuHh4UlleTU1JJTkkl2cWVNetV5BRXUlypadHzaXR6IlMKGPT5dv5+oi+u1ibN3tfU0ICF00O46+d9xGWVMG1+OH893hdbM8Mmt9frxXP9F5nO2uNnyS6uBKCDozletqYk5ZXxxj/H+fG+7hcvkbxeGFtC+8FiARE8yDwBp/6DU/9CbpwIZkavAZWRCCh0uQP8RoFR09PhJUm6OmIyRS9etUrBqC7ND2BWa3WsO54BwPgG5eNxWcX4lB4BFSjQQ/uhou9lrVP/glb8zqPz+POOq9HqCI8XAcz+5/S/jDpbTEmlBktjA/ycL/K74+RK8XvH0Bx8BjX7miRJkiRJaj6FvrX1cbe4oqIirKysKCwsxNLS8lqfjiRJEiCmpT7/RyTrT2SgVECf9nYM9nNkkJ8D7R3Mb4zg1HUiu7iSb8Ni+f1AMhpd8/5UGqqU2JkbYmWixtJEjaWxumbdAEtjcZ+ViRojlYI1x8+y8aQo3TYyUPLehC7c3dOjRT+j9IJyJv20l7OFFQR6WPPbzNC6oRYgAgWrItNZdTSd5LyyuvutTdWoFApyS6swM1JRXqVFp4evpgRyR7B7s5//uqTXQ+ZJEbQ4+Y8IKtSqDWb6jxODPKzcLniYW4V8PXNjuxF/fl9sOs13W+MY5u/IvAdDmr3fjphsHlxwADszQ8JfH1o3ufyHrbHcsWMEroqa9ikzw8C9p1jX60WLibOR4uunDoCDX6PjHk7O584f92JpbMCRt0egatCj+KvNMXwTFsvQTo7Mn36Bc60uh+9DoDAFhrwJA19u9jVJkiRJktT81zPXPANTkiRJajtGBiq+mxrMm/+e4I+IFPbE5bInLpcP1kbhZm3CID8HBvk50re9XaNAl3Q+Bwsj3p/YlYf6t+O7sFjO5JRib2aIvbkRDhZG2JsbYm9hhL25WBzMjbA0MWh2AHJckBvvrznF/N0JVGp0vPr3cdYdz+DjSd1wsWpeNqartQm/PtyLyXP2cTSlgMeXHuK9CV1Zf+IsqyLTic6oL582NVQxvLMTE4Jc6e/rQH5ZFY8vPcSR5IK6bd769wSh7exalA163VEowLmrWAa/0SCY+S/kxsLptWIBsPUB7wFiaTdATjaXpCtMr9c3KB93vcTWjdVOHx/TzaUueAlw+FgkT9UGL91D6oOXAEl76oOXAObnTzzfU9P/sm97+0bBS41Wx/KIFAAmBF/kw479P4rgpaU79Hm6RdckSZIkSVLzyXevkiRJNxkDlZKPJwXwyEAftp/OZvvpLMIT8kgrKGdZeDLLwpMxVCnp1c62JqApszMvpp29GV9OCboix37zdn8yiyrqpuruiMlmxFc7eXtsZyb3cG/Wz8TX0YKF00O4d244u2JzGPz59rrH1CoFt3V0ZHyQK8P8HTE1rP+z72RpzB+P9uad/07yR82b9JJKLbP+jOS3mb1bNSn9unNuMDPrlMjKjAsTQY28eLEcXiy2t+sgApm1QU3z5k9HliTp0o6nFZKYW4axWskwf6dm71dRrWXTSVE+3jDwmZJXhlP2HqidA9TvucY77v2+fl1lCMbW5x17T02f434dGpePh0VnkVFUgZ2ZISO7XOBcS7Jg15difdg7oL6BP/yRJEmSpOucDGBKkiTdpNo7mNPewZyH+7ejrErD/vhctkVnsz0mi5S8cnbH5bA7LocP1kbR39eeOQ/0wFxmZV5VCoWCzyYHkphbyom0IozVSoorNLy84hjrT2Tw0Z3dcLI0vuRxgj1tmPNAD2YujkCj09O7nR3jg1wZ3dUZa9Om+2KCyNj9eFIA3dyteOe/k2h0evbH5/FNWCwvDO/Ylpd67SkUYrq5UxdR5llRCEn7IHEXJOyEjOMiQzM3Fg4uEPs4dBKLjRfYeIvF2gusPMDgwt9XSZKaVpt9OdTfqUVVANtPZ1NcqcHFypieXjZ19288mcFdqp3iC2NrMaSnVk4sxKxHjPbRg7nTedPBy6u0HE4qAKBf+8ZDepbuTwLgrp4ejQYGNbLtQ6gqAdfu0HVys69HkiRJkqSWk+9UJUmSbgGmhgYM6eTEkE5O6PV64nNK67Mz4/PYHZfDjIUHWDSjlywtv8pMDFX88kBPxn+/m5ySKvyczUnILmNrdBbDv9zB/43vwh3BbpfMxrytowM7Xh6MgVKBYzOCng3dF+qFn5MF0xdGUFKp4ZuwWJytjJnay/NyLu36Zmwlhvr4jRJfl+VB0t6agOYuyDoJ2dFiOZdCKcpFbbzqg5t2vuAcADbtmpxyLEm3Op1OX5dtPr6F5eO108fHBrg0yg7ffDyV6YoE8UW3u0DZINC47wdx69Yd0g41WT4ekZhHlVaHq5Ux7ezN6u5Pyi1lV2wOCgXce6Hfg5mn4PASsT7yf/L/e0mSJEm6wuS7VEmSpFuMQqFolJ0ZmVLAA/PCiUjMZ8bCCBbOCJFBzKvM1dqEOff3YOrc/ZzOKOHBPl4cSSngWGohs/48yrrjZ5k9xp/2DuaXPE5r9fS2ZfMLAxnx9U6KKzTMXnmc3JJKnhrse2u0FzC1Bf+xYgEozYXUA5CXAPmJYilIEreaCihMFkvirsbHUZuJLE/nbjXl6wHg2BkMTa/yBUnS9eVgUj5nCyuwMDLgto7Nb89QWqkhLEoMPGtYPp5VXEH7tH8wUOvQA4qBrzTYKQeO/i7WPfvWBDDPLwPfE1fT/9LXvtHvud/CkwEY2MEBT7sL/L+76U3Q66DzBPDq0+zrkSRJkiSpdeQ7VEmSpFtckIc1v84M5YF54RxIzGPGoggWTpdBzKutp7ct70/oymsrj7N4XxI/3tedhJxSvt4Sw5aoLMKisxju78Rjt/nQw8v2ipyDi7UJa57pz7Avd1Ct1fP5phhOnS3i8dvak19WTV5pJbklVeSWVpFbUkleaRU5JVXklYrF3MiAj+7sxuBOjuh0ejKLK0jMKSM5r5Sk3DKS8spIzi0jvaAcdxsTevvY0bu9HT29bLAwVl/6BK8mMzvwG33+/Xo9lGRCflJ9YDM/UWRqZp2C6lIR+Ew90GAnRU2GZk1As8MIEeS8FQLDklSjtnx8RBdnjNUXKMluwpaoTCqqdXjbmdLNzaru/s2nMnlEJQZyKSxcwKJBhmXEfPFBg2swGNZ88NNEBubumgBmf9/6/peVGi1/HhR9ge/v7dX0ScVugTNhoq/msP9r9rVIkiRJktR68t2pJEmSRJCHNUse7sW0+Qc4kCCCmItmhDQa+iJdeff08iTqbBGL9yXx8l9HWflkP4b5O/HZxmi2RGWx6VQmm05l0sPLhkcH+jDc36nNh+142Znx2eRAnl8eCcC64xmsO57RrH1LKjXMWBSBvbkhRRUaqjS6C26bW1rF0dRCft4Zj0qpoKubFb19bOntY0eIt+31249VoRDTyi2cwTO08WNaDeSdEf00a5fMEyLgWdtf8+Q/EPaumIDuPx46jxf982QwU7qJabQ61h2vKR8PamH5+FGx37hA10ZZkrGHtnGfUmRm4j+ufofqCoiYK9b7PC1aQwCYNQ5g5pVWcepsEQB9fev7X64/nkF+WTUuVsYM9msiU1SrgU1viPXQx8T/y5IkSZIkXXHX6bsDSZIk6WoL9rRhccMgZk05uQxiXl1vju1MTGYJ++JzeWTJQf57qh/zHgwhLquYuTsT+OdIGoeS8nns10P4OJjxyAAf7gh2a1FG06VMCHJl86lM1h4/i6FKiZWJGmtTNUYGShQKBdVaHSWVGgrKqiip1J63f05JFQBKBXjYmuJpa4qXnSletmZ42pniamVCXHYx+8/ksT8hl6TcMo6mFHA0pYCfdzQOaA7wdaBve7sbYyq6ygAc/MTSrcFAj+JMyDwOGScgJVxMQc+Lhz1fi8XSXQRgOo8Hj9DGffwk6Saw90wuuaVV2JoZ0vecYTkXU1GtrSvzHt3Vpe7+grIqQjN+g9q2kx1H1e90bDmUZothW50nig8N4LwMzH1nctHroaOTOY4W9X2Dl4WL4T1Te3lioGqir+XhxSLj2sQWBrzU7GuRJEmSJOnyyHelkiRJUp3unjZ1mZjhCXk8tCiChdN7YWIoAypXi1ql5Mf7ujP+h90k55Xx9O+HWTyjF76OFnwyOYAXR3Rk4d5Elu5PIj67lNkrj/PFphim9/Xi/t5eF5063lwKhYL3J3blQGIe2cWVlFRqyC6pvOD2btYmdHQyx8fejJSCcjadFFlRAzo48P29wU2Wh3dzt+KOYHcA0grKCY/PZX98Lvvj80jOaxzQ9LYzZVofbyb3dMfyeis1bw4LJ7H4DhNfV5ZA7CaIWgUxm6AoFcJ/EouZY00vzvHg3R9UN+D1StI5asvHx3RzRt1UUPACDibmU16txdHCCH8Xi7r79x06zAhFTZsGhUoE/gF0Otj3vVgPfVx8qFCSJb4+pwfmnjMiMNqvQfl4dEYREYn5qJQKpoR4nH9CFYWw7X9ifdBsMLFu9rVIkiRJknR5ZABTkiRJaqS7pw2LH+rFgwsOsD9eBDEXTA+RQcyryMbMkHnTQrjzxz3sicvlg7VRvDOuMwqFmDD+6qhOPDXYlz8OJLNgdwLphRV8vimGH7ef4anBvjw5qP1lD96xNTPkk0ndeHjxQcqrtSgU4GFjSgdHc3ydzOnoaEEHJzEM6tx+qRtOnOX55ZHsiMnmrjn7mD89BLeLDBhyszbhzu7u3Nm9cUBz35lcNpzMIDG3jPfWnOKLTaeZ1MOdaX288XW8+ECj65qROXS9UyzV5XBmK0SthtProDQLDi4Qi4kNPBkugp+SdIOq1GjZcFK0oRgX0LLy8R0xIvg4sKNDo99p6og5qBR68YVbD/H/FEDcZsiJASNL6D5N3FdSU2Z+bgCzJrOzX/v6AGbt8J4RnZ1wsjTmPLu+hLIcsOsAPWe06FokSZIkSbo8MoApSZIknaeHlw2LHwph2vwD7IvP5eHFEcx/UAYxryY/Zwu+mhLEo78eYtHeRH7dn4SVibpusTYVt0M7OZJZXElkSgFZxZV8tvE0xmoVD/dvd9nnMKSTE+ueHYBWp6e9g3mzf/6jurrwp7UJDy8+SHRGMRO+38O8B3sS5GHdrP0bBjT/b3wX/jmSxuK9icRmlbBkXxJL9iUxoIM90/t6M9jP8cYoL78QtQl0ul0smipI3AmnVkH0WjEZXQYvpRvcjtPZFFdocLY0JsS7ZQPIdsRkAzSaWl5akEOfwnVQ+7+9d//6HfZ+J267TwNjy5qhW7UZmPUl5Cl5ZSTllqFSKgj1EedUWqlh5eE0AO4LbWJ4T34S7P9JrI/4QGZHS5IkSdJV1vwaDkmSJOmW0sPLliUP98LMUMXeM7nMXBJBedX5/Q6lK2dEF2fevN0ftUqBVqcnr7SKhJxSIlMK2H46m/8i0/k1PJlNpzLJKq4v8f5gzSk2nmze4J1L8XexpKubVYuD1wHu1vz3VD86OVuQU1LJlJ/31Q3xaAkzIwPu7+3FphcGsmxmKMP8nVAoYFdsDg8vPsigz7czb1c8heXVLT72dcfAUJSZj/8WXoqB+/++1mckSZdtVU35+NgAlxZ92JBeUE5MZglKReMp4SlbfsRMUUk1Nb+TagOYZ49C4i5RUh76uLivshg05WK9QQBzb035eJCHdV2Li1VH0ymp1NDO3qzpPp1h74K2EtrdBh1HNvs6JEmSJElqGzIDU5IkSbqgHl62deXke+LEUJl5D/Zs04Ex0sXNHODD/b29KCyvprC8moKyagrKqigor6ao9uvyKgrKqjmZXkhCThl64Nnfj/DnY30IbGbW45Xgam3Ciif68uzvR9gancWTyw7z8ki/VpW4KxQK+vna08/XnuTcMn7dn8jyiBSS88r4YG0UX26O4Ynb2vPEoPZND9640ShVYO15rc9Cki5LWZWGsCiRAdnS6eM7a7IvAz2ssTGr6e2rqcI5ejEAarSgNKjvf7m3pvdllzvAuqZ/ZW32paEFGJrVHXt3XC4A/WoClXq9nqX7xfCee3t5nh9oTTkAJ/4GFDDyQ7jMFh2SJEmSJLWcDGBKkiRJF9XT25ZFNUHM3XE5zFwsg5hXm7FahbFa1XRPtgaKKqq55+d9nDpbTKVGx/SFB1j1dH88bE2v0pmez9zIgLnTevLB2lMs3JPIZxtPk5BTygcTu7b635CnnSlv3N6ZF4Z35N8j6Szam0BMZglfbI5h2+ksvpoShJed2aUPJEnSFbUlKovyai1edqZ0c7Nq0b5NlY9XH1uBtSaHQr0pVooycO0u+l8WpsHJlWKjvs/UH6Su/2V99qVer2ffGRHA7FuT2RmZUsDJ9CIMDZRM7uHe+ET0etj4ulgPvh+cu7XoOiRJkiRJahs3QYqCJEmSdKWFeItMTFNDVV0Qs6JalpNfbyyN1Sx5OBTvmoBlflk10xYcuObl1SqlgnfGdeG9CV1QKmDFoVQ6vwS18hAAAFtnSURBVL2BAZ9u5YH54bz17wnm7YonLCqTuKwSKjXN+7dlamjAvaGebHx+IF9NCcTCyIDDyQWM/mYXyyOS0ev1V/jKJEm6mFWRonx8XIBri7Kuq7U6dseKMu+6AKZeT8XOrwFIV9b0hq0tHw+fAzoNeA8A16D6AzUxwCcxt4yckkoMVcq6vrzLaob3jO3mUp/tWevkSkiNALUZDHmz2dcgSZIkSVLbkhmYkiRJUrOEeNuyaEYvpi8UmZiPLDnI3GkyE/N6Y29uxLJHe3PnD3vILK4kIaeUmYsjWDazN4YG1/Zzy2l9vPG0NeXlFcfILq4kJa+clLxydtUEKmopFaL83NvOjC5uljzcrx2OF8k+VSgU3BHsToi3LS/+eZTwhDxe/fs4YVFZfHRnN+zMjVp8riWVGo6lFNDD2wYjA/lvXJJaqrCsum6KeEvLxyNTCiiu1GBtqibA3VrcGb8di4LTlOmNcFGXQjUigFlZDIdEWTl9nm58oCYG+EQk5OFMLvfYpWAcVUxppQaOnWSCUsczDh3hWEzjY4S9L277vwAWzi26DkmSJEmS2o4MYEqSJEnN1qudLQunhzBjUQS7YmUQ83rlZm3C74/25o4f9lBYoSEiMZ9XVhzlqylBLe492dYG+Tly4PWhZJdUkphTRmJuKYk5pSTl1q+XVmlJzS8nNb+c3XE5LNmbxMwB7Xh0oE/dwI2muNuY8tsjvZm3K57PN51m06lMDicX8NnkAAZ3crzgfrU0Wh274nL453Aam05lUFGto297OxZMD5H/xiWphTaezKBaq8fPyYKOThYt2re2/+WADg6oavpR6vZ+hxJYp+vF5Opd9f0vDy+BykKw6wAdRjQ+UBMZmBGJecw3/JwuRUmwEsyAz1WACth5gROycIU+T7XoGiRJkiRJalsygClJkiS1SKiPnQxi3gB8HMxZ9khv7vppL+UaHf9GpuNpa8qsEX7X+tRQKBQ4WhjjaGFMr3a2jR7T6/XklFSRmFtKQnYpv0ckcyS5gO+2xrEsPJlnhvhyb6jnBbMiVUoFj93Wnv4d7HlheSQxmSXMWBTB/b09eWNM5/Omqev1eo6nFfLPkTRWH00np6Sq0eN7z+Ty7O9H+PG+7jfHcCBJukpWHxPl4y3NvoQm+l9mRaE8E4ZOryBFVTPcyrU7GBjD/p/E132eAuU5/482kYEZnZhCF6UY2KP3GcShpALKqrT4OprjatVEprfSAPo9C4bXrpewJEmSJEkygClJkiS1Qm0Qc/pCEcR89NdD/PJADxnEvM50dbNiycxQpv6yH41Oz7db4/CyM2PSuUMqzlGl0bE/PpeNJzPYEZNNoLs1H97RFWtTw4vu1xYUCgUOFkY4WBgR4m3LXT3d2Xgyk083RhOfXcq7q0+xYE8CL43wY1yA6/nTgmt0cbVi1dP9+XTDaRbsSWDp/mT2xuXy9T1BBLhbk5JXxn+RafxzJI0z2aV1+9mZGTIu0JU7gt0ordQwfVEEm05l8urfx/lscsAFn0+SpHo5JZXsiROtIcYGuLR432OphQAM7CCG7LBPTBjfqOvJALtcKECUj0etgsJkMLWHwHvOP9g5GZhZxRVY5p8AQ9BaexPebz73ngrHzFBF+KPDwEi+NZIkSZKk65X8Ky1JkiS1SqiPHQtnhDBjYQQ7Y7JlEPM6FeJty9wHe/LQwgj0wMsrjuJqbUyf9vaNtiut1LAjJptNJzMIi86iuEJT91hqfjmRKQV8d28w3T1trur5KxQKRnV1Zpi/I38dSuWrzTGk5JXz3B+R/LwjntdGd2JggynFDRmrVbw9rjNDOjny4l+RxOeUcuePe+niZsXRlIK67YwMlIzo4swdwa4M6OCAukGm5fdTg3li2WH+PpyKpYkBb4/tfM3L8CXperfu+Fl0egj0sMbLzqxF+9YO7/F3sRS9b4sz0R/7EwUwV3M7y6rmig29+8PWD8R6yExQm5x/sHMCmIcS8wlQJACgcgtm2X4xvGdisBvmMngpSZIkSdc1+ZdakiRJarXeMoh5Qxjs58jX9wTx3B+R6PTw4MII1j07AFszQ7ZEZbLpZAY7Y3Oo0ujq9rE2VdPV1Qo7c0PC43NJKyjn7jn7eHVUJ2YOaHfVg3gGKiVTe3kyMciNBXsSmLP9DKfOFjFtwQH6+drx2ih/urlbNblv/w72bHx+IG/8e4K1x85yNKUAhQL6+NhxR7Abo7o6X7C35oguznw6KYAX/zrKwj2JWJsY8tywDlfyUiXphrf6aO308QtkX2qrYcNsKEg+76EOZ4uYr67AS28Ky76D4nQU2ioO63wpMbTHpCxNlHUDpB8GlZEIYDblnBLyA4l5hCjjxUN23di4JQOA+0K9WnmlkiRJkiRdLTKAKUmSJF2W3j5iyMlDi0QQ87FfD/GzDGJedyYEuVFYXs3b/52kSqNjzDe7qNbp0Ovrt1GrRFCyWqunoKya3XH108FdrIw5W1jBh+ui2B+fy+d3BWJjduVLys9lYqjiqcG+TO3lyQ/b4vh1XxJ74nIZ9/1uvO1M8XW0oIOTOR0czfF1NKe9gzlmRgZYmxry/dRgxgW4kFZQwZhuzrhYNZGx1YRJPdwpqqjm3dWn+GpLDFYmBkzv1+4KX6kk3ZjSCsqJSMxHoYCxARfof3lmK0TMbfKhLkAXFaJMvKD+/p8143jAMxUyANdgiJgvHgi8B8ybyMLWaaFU9NKszcA8mJjPwzUBzM0Frmh0erp7WtPZ1bKFVylJkiRJ0tUmA5iSJEnSZetTM6l5xqID7IjJ5vGlh5hzvwxiXm+m9fEmp7iSb7fGUaXVnfd4tbY+mmlvboSHrQlWJmp2xmRztrACA6UCPRAWncXt3+7iu3u708Pr6paU17I1M+StsZ2Z3tebrzbH8E9kGom5ZSTmlrElKrPRtm7WJnRwMsfXwVzcOpoTm1lCXFYJAApE4LY2qVRR8x9jtYoANysMVEpm9GtHYXk1X2+J5f9Wn8LSRM2d3S/eS1SSbkVra4b39PK2xbmpoTgAaYfFrfeARr0rU/PL+SYsBkOVknfHd8VApUCv1/Pqxkw2VnTiTcMVYkOnrnBokVjv83TTz1GWB3otoAAze0oqNZxNT8HdSHww8+NpMRldZl9KkiRJ0o1BBjAlSZKkNtGnvR0Lp/dixqIDbD+dTf9PthLkYUOQhxWBHtYEuFljZdp0ma509cwa4Ud5tY7fDyThYmVCewdzPGxNcLcxxcPWBA8bU9xtTBtN6446W8R7q0+xLz4XEJO+0wsrmPLzPl4e6ccjA3yu2XAbD1tTvpwSxOu3+xOTUUxslghMxmYVE5dVQk5JFWkF5aQVlLP9dHaLjx/kYc13U4PxsDXluaEdKCyvZuGeRF5ecQxzIwNGdHG+AlclSTeuVbXl44EXmT6eXhPA9B8PwffX3f3v1lj+0roy3M8Jg549AYg+W8SfhbswNFDiVnhIbFiUDuih4yhw6Nj0c9T2vzS1A5WaI/HZdFWI7MtSi3bEZiuwNlVzewuHDEmSJEmSdG3IAKYkSZLUZmozMR//9RA5JVVsicpslA3Xzt6MQHcR0Az0sKazi6XM0rwG3rjdnzdu92/29v4ulvz2SCgbT2bwwdooUvPLAdDo9Hy0Ppr98bl8cXcQttegpLyWvbkR9r5G9PVtPJwor7SKuAZBzdjMEvJKq6jNNdU3qKGvXdXXPJpWM7xozLe7+GxyAKO6uvDW7Z0pKtfw9+FUnv79CItmhND3nIFIknSris8u4URaESqlgjHdLhAY1Osh/YhYdw1u9NDOGJEdeVvNYK4qjY4/Dog+mXd4a1GmJoNCBfE7xA4Xyr6E8wb4RCTk0a0mgHlU1x6Ayd3d5d8gSZIkSbpByACmJEmS1Kb6trcn/PVhnEwvJDKlgGOphRxNLSApt4yEnFISckr5N1Jk6BgoFQR6WPP8sA4M6ND0JGnp+iCmgbswyM+R+bsT+C4sloqaoT/bTmcz6uud/HBfd0K8ba/xmTZma2ZIr3a29GrX8vNKzS/jmd+PcCS5gMeXHmZaHy9eH+PPJ5O6UVxRzaZTmTyy+CC/PdKbQA/rtj95SbrBrDl2FoD+vvYX/kCjKE30plQagHPX+rsrqjmUnA+Ifrwv/nmUTacyKK7QADDZPhFSAQtncQyXQDGJ/ELOGeATkZjPQzX9L8MKRXboPb08W3mlkiRJkiRdbTKAKUmSJLU5E0MVPb1t6dkgmJVfWsXR1JqAZkoBR1MLyCmp4lBSPg/MP8AwfyfevN0fb3uza3jm0qUYq8UQnUnd3fl0QzQrj6QBkFVcyd0/72N8oCt39XDHztwIWzNDbEwNMTRQXuOzbh13G1P+fKwPn286zc874lmyL4mDifl8f28w304N5qFFEew9k8uDCw/w12N96OBk0WbPXV6lJSW/jI5teExJutJ2xog2DbdfKPsS6vtfOvqDWgzSqtLo+HnHGbQ6PUoFvPr38brNHS2MGB/oSveq1eKOchHkpM8z9Y1rm9IgA7NKo+NISj4BNQHMSG07urlZ4eto3vKLlCRJkiTpmpABTEmSJOmqsDEzZJCfI4P8RDaMXq8nNb+cBXsSWLIviS1RmeyIyeKhfu14eogvFsayX+b1zNnKmC+nBHFfby/e+e8EJ9KL0Ovhv8h0/qvJsK1lYWSAjZkhtg2WIZ0cGdXF+Zr1zmwutUrJ7NH+9Pax48U/j3LqbBHjvtvNh3d045dpPblvXjhHUwq448e9jA9y5Z4QD7q5WaG4WGDlAvR6PcdSC1l+MIXVkek4WBgR9uJtrTqWJF1tGq2OE+mFAPTwvshwr5ryca1zMDujs1hz7CybT2VQVJNpqdOLoOWYbi6M6eZCTy8b8Xvi6z1i/+oysHSDLhMvfkINMjBPphdiWZ2Lk3EBOpSc1HszK1D2vpQkSZKkG4kMYEqSJEnXhEKhwMPWlHfGdeG+UE/eWxPFzphsft4Zz9+HU3lphB939fRAdZ0HuG51PbxsWPV0f/45ksqCPYmcSi9CDygVotWdHiiu1FBcqSE5r6xuvxWHUunkbMFzQzsw8gYIZA72c2T9cwN49vcjhCfk8fzySO7u6c5P93bn8WWHOJZayG/hyfwWnoy/iyX3hHgwMciNKq2OiMQ8DiTkEZGYR3JeGV/cFdho+E9+aRX/HEnjz4MpRGcU191vZaomq7gSJ8sLTHKWpOtITGYJFdU6LIwNaGd3kUz6mgDmF6fM+HF/RN3dSoUIXr42yo9HBrZv/Ls/PwkKkuu/Dn0cVJf4kKtBBmZEYh6ByjPiPHVuVGDE2ICLDBmSJEmSJOm6IwOYkiRJ0jXn62jB4hkhbDudxQdroojPKeW1lcf5dX8Sb4/tTKiP3bU+RekilEoFk3p4MKmHB8dSC3hi6WHSCsoxNFDy2ig/buvoQEF5NXml1eSVVhKfU8pv4clEZxTzxLLDdHK24PlhHRnZxem6zjZ0sjTmt0d6821YLN9ujeXPg6kcSS7gu6nB5JdV88eBJNadyCDqbBHvrDrJO6tONnmc1/85QS9vW46liWzLzSczqdKKfqKGBkpGd3VmSk8PevvYXfeBXUmqdTS1AIAAd6sL/7ttMMBnR7E7NqZqxge6EuBuxYt/HcPQQMmDfdud/8FV0p76dUML6PHgpU+oYQAzMp9uNeXjx3Q+hHjb4Gpt0pLLkyRJkiTpGpMBTEmSJOm6oFAoGNLJif6+DizZl8g3YbGcTC9iyi/7ub2bC7PHdMLdxvRan6Z0CQHu1qx9tj8v/nmUsOgs3lsTxaTuxXwwsSsmhvXTfp8c5Mv83Qks2J1AdEYxjy89RBdXS54f1pFh/o7XbSBTpVTwwvCOhPrY8vwfkcRmlTDxxz3c1tGBoymFVGv1Te5nbmTAID8HIpMLSC0op98nWymt0tY93sXVkikhHkwIdMPKVLZPkG48x2oCmIHu1hfeKD8BKgqowoAYvQffTwpgZBdn5u0SwcXQdraNfk/USdxdv959GhhbXfqEakrIdWYOHEzM4z5FgjhPvQ/jAmX2pSRJkiTdaG7MrvqSJEnSTcvQQMnMAT5sf2kQ94Z6olTA2uNnGfrFDn7ZeQa9vukAkXT9sDY1ZO60nrwyyg+lAv4+nModP+4hPrukbhsrEzWzhndk96uDeXqwL2aGKk6mF/HIkoOM/34PYVGZ1/XPum97e9Y9N4CBHR2oqNax8WQmGUUVGCgVBHta89hAH9663Z/JPdwxNzKgpFLDmmNnSS0oB6C0SouZoYoH+3ix5pn+rH12ANP6eMvgpXTDikwR/S8DLhbArMm+PKXzwtHagmH+TgDsqBn+c1tHh6b3O7O1ZkUJvR9v3gnVZGCmVFuQX1ZFYE0G5gm9D2MuNmRIkiRJkqTrkszAlCRJkq5LduZG/O+ObjzQ24v3Vp9iX3wu/1sXzcn0Ij6ZFICxuoksHem6oVQqeHKQL8EeNjzz+xGiM4oZ//0ePpkUwO0B9cEDa1NDXhrpx/R+3ny1OYYVh1I5nlbIw4sPYqJW4mhpzBtj/PF3scTe3Kjp7KxrxN7ciEXTQ/g3Mo30/2/vvuOjqPM/jr9mN70nhPQQIHQwCZ3QREEDKNJUVFTAdip4KpbTsyB3/o47PZXTQ9A7RcUCYkE9EIQoIL13CBBKgBSSQDqpO78/NgYjoAiB3cD7+XjsY2dnvjPzGb8JfvPZb8k7QYeYQNpHB54S418Gt2Xulgw+XXeI9QePE+TtRk5ROU0aevP8oLaa51XqvRPlVezOss/fmhAdcMZy5pENGNiHcd+ZGIPVYnCivIrV+48B0KflaRKYxw9CYYZ9u/UgCGj02wFVlkFpHgBrs92IMnIINAopN60ENm1PsI/773g6ERERcQZKYIqIiFNrHe7Hx/d2Zcaqg0z8ZgdfbUpnf04xb93RkXB/zWHm7BJjGzDvjz0Z98lG1uw/xtiPN7DuYGOuahnC7qxCdmcVkpJVxN6swlpDqgFOVNg4mFvCfTPW1+zzcrPSwMeNBt7uBFe/N/BxI8TXnWvahhF5kee1s1gMhnWI+tUyXm4u3NQpmps6RQNwtLCUvv9cwrYjBXy8+iB3JDa+CJGKXDjb0/OpspmE+LoT5n/mRacK963FD9hlieXJzvbfh1X7cymvtBEZ4ElsQ59TT9o19+R2z0fOLqBie49OLK6sOFLJFYa99+UusxEDEhqf3TVERETEqSiBKSIiTs8wDO5MbEzzEF8erF7xedAby3nrjo50jAk85+vmlZTj7+nqtPMtXipC/Dz4+J6u/PO73Uxbksr05QeYvvzAKeVcrQaxDX1oEepLZKAnuzMLWbonm4oqEwP7iuYl5VWUHDvBoWMnTjl/0re7eKBPLH/oHetUPTV/KcTXg8eTWjLh6+28tCCFpHZhhPhqpXGpvzYftg8fj/+V3pfYbLgd3QJASKvuBHi5AbAkxZ5s7N2i4an/Fhdmwaqp9m2/SIjscHYB/WwBnzUHj3N79fDx7WYsA9uGnd01RERExKkogSkiIvVGYmwDvh7Xk3s/WMeuzEJufXsVLw5tx83VPdvOhmma/Lgnh2lLUlmRmssN8RG8enM8LlZNC30huVgtPDWgFR1jApk0byeGAS1CfWteLcN8iGngjesv6mF3ViE3TVtJ/okKrmzRkOcHtSavpJLcojJyi8vJLSojp6icLYfz2JCWx+RFe5i97jDPXNeaAe3CnDY5fXu3mJrh8pPm7eK1EQmODknknG0+lAdAfNSZF9c5emArIeYJSkx3+vfpVbN/6enmv8zcCivfhG2zoarCvq/LfWcfUPUCPuWewRw+eoIrXO0JzPLQOPw9Nc+siIhIfaQEpoiI1CvRQV58/kB3xn+6iQXbs3jysy3szCjgmYGtfzUJWVllY962TN5aksr29IKa/V9vTscEXlMS86K4pk0o17QJPevyLUJ9eXd0J277z2qW7M5m2mJ3Xrox7pTEpGmazN2awd/m7uRI3gke/GgD3ZoG8cINbWkV5lfXj3HerBaDF4e0Y8iby/ly4xFu6hRF99hgR4clck5+WoH81xbwWbM8meuBNPdmtIoIAiAtt4R9OcVYLQbdYwNh93ew8t+wf0ntk4NbQI+Hzz6g6h6Yx4xADGxcYbGvQB4T1+vXzhIREREnpr/URESk3vF2d2HqyI480q85ANOXH2D09LXklZSfUra0oooZKw9w9StL+OMnG9meXoCnq5XR3Rvz0vA4XK0G32xOZ/ynm6mssl3sR5Gz0DEmiCm3dcBqMZi9/jAvL0g5pYxhGFwfF0HyY334Y9/muLtYWLXvGAP/9SPPf7XttD8bjhYfHcDIrvYFSZ6bs43ySv38Sf2TV1LOgdwSAOLO0AOztKKKgtQ1AHg06lSzf8mebNwp58nglfi90xM+vsmevDSsEHv1yQsMfhN+T2/q6h6Yhyt8iTGy8DNKKDVd6dI58Xc+nYiIiDgLJTBFRKReslgMHunXgmm3d8DLzcqyvTkMnrK8ZiXc/JIK3kjeQ4+/f89zX20n7VgJgV6uPNKvOSueupoXbmjLzZ2j+fdtHXCxGHy9OZ3HZ2+mymY6+MnkdPq1CeVvQ9sB8ObiVKYv33/acp5uVsZf04JF469kQLswbCZ8sPIgff65mBmrDjpd/T6R1IpgHzdSs4v5z4/7HB2OyO+2pXr+y8YNvGrmtfylrzen09K2F4Dodt3tOwuzCFj1Eivdx/GHgtchZze4+0HiOPjjxpNDx9vdCNGdf19Q1T0wU4o8iatewCfDszlenlr4TUREpL7SEHIREanX+rcLJ6aBN/d+sI6DuSUMnbKc6+Mi+GZLOiXVq1pHBnhyb68m3Nw5Gi+32v/rS2obxr9v68C4jzcwZ1M6FsPg5ZvisVqcc+7Ey9mIzo3ILizjn9/t5i//20EDH3duiI84bdnoIC+m3t6RFXtzmPjNDlKyCnluzjY+WnWQvwxuR5cmQRc5+tPz93Tlmeta8+iszbzx/R5uiI8gOsjL0WGJnLWa+S/PsICPaZp8sCyVz4wDAFijOsKxfZhv92FQaT4YUO4TjVuPB6H97eDhBynfwoEfweoO/Sb8/qCqE5i7iryIq17AxxLV8fdfR0RERJyGemCKiEi91zrcj6/H9aRb0yCKy6uYte4QJeVVtArzZfKIBBY/0YfRPZqckrz8Sf92Ybxxa3usFoMvNh7hT59vweZkPfXEbuxVzRiVGINpwmOfbmLZnpxfLd+9WTBz/9iTiTe0xd/TlV2Zhdzy9krmb8u4SBH/tiEJkXRrGkRphY0Xvt6OaepnT+qPn1YgP9P8l+sOHqcyayceRgWmmy8ExcLy1zFK89lji+RJy+O4PLIREh+0Jy+rKuC7Z+0nJ46FgEa/P6jqIeRHTf+a+S8j2mj4uIiISH2mBKaIiFwSgrzdmHF3Vx7oE0u/1iFMH9OZbx/uxZD2kaesbH06A64I5/Vb7EnMz9Yf5qkvlMR0RoZh8Pygtlx3RTgVVSZ/mLGObUfyf/UcF6uFUd0b88PjfbguLhybCX/8ZBPL9/568vNiMQz7gj6uVoPkXUdZuCPL0SGJnBXTNNlcvYBPQvTp5798b/kBrqjuBWlEJMCJY7D5EwCeqbiLypaDsLj8bGXwde9C7l7wbgg9Hz23wKp7YOaafrQz7AlMV/XAFBERqdeUwBQRkUuGq9XCn/q34r+jOnNVy5BTVqr+LdfFhTN5RAIWAz5dd5g/f7lVSUwnZLUYvDoinu6xDSgur2L09DUczC3+zfOCvN3414gE+rcNo7zKxr0frGNT9fBXR2sW4su9vZoCMPGbHZSUVzo4IpHflllQSnZhGVaLQZvwUxOYGfknmL89k3gj1b4joj2sfQcqS9ltbc4asxVXtmx48oQTx2HxJPv2Vc/Ye2T+XqZZ0wPTkzK8jTIqXbwhuPnvv5aIiIg4DSUwRUREfmZQfASvVScxZ649xDNztimJ6YTcXay8dUdH2oT7kVNUzh3vrGHRjizW7D/GjvQCDh0rIa+knIpfrCzvYrXwr1sT6NGsASXVyc891Qs/OdpDVzcnMsCTI3kn+FfyHkeHI/KbNh+y935uGeqLp5v1lOMfVi+cleiZZt8R1g7WvA3AGyeSMAyDns2CT56w9J/2JGZIG2h/x7kFVV4EFfZV0aMMey9ra0Q8WE6NT0REROoPLeIjIiLyC4MTIjFNGP/pJj5Zk4bFgBeHtPvdPTrlwvL1cOW9uzozfOoK0o6VcM8H605bzsPVgo+7K74eLvi4u+DpZsVigK+HC3klFVz/xjJ6NAvG39MVF4uBq4sFV4uBn6crt3VtRLj/xVm52NPNysQb2nLPB+t458f9DO8QRYtQ34tyb5Fz8dPw8fjTDB8vrajikzWHcKOCJpUH7DvzD0NJDrnWEObZutK5cRANfNztx3JTYfVb9u1rXwTrOf6ZUt37stD0pJXFnjg1Ijuc27VERETEaThFAnPKlCm8/PLLZGZmEh8fzxtvvEGXLl1OW7aiooJJkybx/vvvc+TIEVq2bMk//vEP+vfvX1PmhRdeYOLEibXOa9myJbt27ar5XFpaymOPPcbMmTMpKysjKSmJN998k9DQ0AvzkCIiUq8MaR+JzTR5bPZmPlqdxpG8E4T5eVBlM6kyTWw2kyoT+/vP9rlYDR7u24I2Eecw9FF+txBfDz68uyt//3YXh4+foKisksLSSorKKiitsPe+LK2wUVpRRk5R2WmvUVZp4/tdR0977JvN6Xz5YA8Cvd0u2DP8XL82oVzTJpSFO7J4ds42Zt3XTYlzcVpbqhOYp1vA55vN6RwrLudq3ywsFRXgGQSb7HNfvll6LVarKxMHtz15wqIJYKuAZv2gWd9zD6p6/sts05+46gV8iGh/7tcTERERp+DwBOasWbMYP34806ZNo2vXrkyePJmkpCRSUlIICQk5pfyzzz7Lhx9+yH/+8x9atWrFggULGDp0KCtWrKB9+5ONk7Zt27Jo0aKazy4utR/10UcfZe7cucyePRt/f3/GjRvHsGHDWL58+YV7WBERqVeGdYjCZsITn21mcUr2WZ+3J6uIeQ/3wsNVQxYvhpgG3ky9/dQFOiqqbBRXJzTtSU17YvNEuY1Km42KKpPcojKmLkklr6SCEF93bunSCBeLQWWVjc83HOFAbgl/mLGeGfd0wd3l/OpzwfZMPlt/GFergZ+HK36ervh5uFS/u+Ln6YKfhyujEmP4cU82e7IKOZhbTONgn/O6r8iFYLOZbKkeQh7/iwSmaZq8t+IAAKMa58EeICAaMjZTaHoyq6oP4we0oHV49Rc9B5bDzm/AsNh7X56P6gRmDv7EVy8epASmiIhI/efwBOarr77Kvffey5gxYwCYNm0ac+fO5d133+Wpp546pfyMGTN45plnGDhwIAAPPPAAixYt4pVXXuHDDz+sKefi4kJYWNhp75mfn88777zDxx9/zNVXXw3A9OnTad26NatWraJbt251/ZgiIlJP3dgxiuhAT1buy8VqGFgsBlaLUbPtYqneZxhYDHh14W725RTz2sLdPD2wtaPDv6y5Wi0EeLkR4PXrvSeT2oZx47SVHC0sY2VqDh/c1RVPNyvXx0cw/M0VrDlwjKc/38orN8efU2/IzPxSJny9jQXbf9/q4mUVNmIaeP/u+4lcDPtziyksq8TD1UKL0NpJ9vUHj7M9vQB3FwvdPA4CYJYcwwA+rrqaNo2jahatwmaDBX+2b3ccDSHn9++mrTALC1BmuuJOBXj4Q1DT87qmiIiIOJ5DE5jl5eWsX7+ep59+umafxWKhX79+rFy58rTnlJWV4eHhUWufp6cny5Ytq7Vvz549RERE4OHhQWJiIpMmTaJRo0YArF+/noqKCvr161dTvlWrVjRq1IiVK1eeNoFZVlZGWdnJoWcFBQW//4FFRKRe6tq0AV2bNjirssE+7tzzwTr+8+M++rcLo32jwAscnZyvxsHefHBXF0a8vZK1B47zwEfrefuOTrQI9WXKyA6MeW8tX2w8QpNgbx7qe/YrGVfZTD5afZCX5qdQVFaJi8Xgrp5NiAr0pOBEBQWlldXvFeSfqKDgRCUFpRU1x3zcXTR8XJzW5kN5ALSL8MfFWntd0OnVvS+HJETifnQzAEb+ISpMK59aBvLezfFYLdU/21s/hYxN4OYLff583nFlpacRDlioXsAroj3o90hERKTec2gCMycnh6qqqlPmnQwNDa01X+XPJSUl8eqrr9K7d29iY2NJTk7miy++oKqqqqZM165dee+992jZsiUZGRlMnDiRXr16sW3bNnx9fcnMzMTNzY2AgIBT7puZmXna+06aNOmUeTVFRER+qV+bUIa2j+TLjUd44rMt/O+hnhpKXg+0ifBj+ujO3P7OahanZPP47M1MHpFA7xYN+cvgtjzz5TZeWbibmGBvboiP+M3r7cos4OkvtrIxLQ+A9o0C+PuwOFqGnd2iPKZpcqKi6rcLijjIlsP24eO/nP8yI/8E87fZ29Oju4TC9J01x+baunLfDb2JDvKy7ygvgUXV7evej4FPw/OOKy1tP+GAr1Hd8UDDx0VERC4Jlt8u4lz+9a9/0bx5c1q1aoWbmxvjxo1jzJgxWCwnH2XAgAHcdNNNxMXFkZSUxLx588jLy+PTTz895/s+/fTT5Ofn17wOHTpUF48jIiKXoAmD2hDs487eo0W8nrzH0eHIWerUOIhpt3fE1Wrw9eZ0Jny9HdM0Gdk1hnt6NgHg8dmbWX/w2BmvUVpRxcsLdnH968vYmJaHj7sLfx3cls/v737WyUsAwzDwcnP4TD8iZ7SpugfmL1cg/2hVGlU2ky5NgmhtHASzCrP62JboO7i5U/TJwiunQGE6+DeCrg/USVyV+fbkabhL9WgpJTBFREQuCQ5NYAYHB2O1WsnKqj0nVFZW1hnnr2zYsCFz5syhuLiYgwcPsmvXLnx8fGja9Mxz2wQEBNCiRQv27t0LQFhYGOXl5eTl5Z31fd3d3fHz86v1EhEROZ0ALzdeHNIOgLeW7mNrdU8lcX59Wobw6s0JGAbMWHWQbpOSGT19DS5Wgysi/SmvtHHvB+tJyy055dzle3PoP3kpU35IpdJmktQ2lEXjr+SOxMZYLBrCKpeO8kobOzLsCcKfL+BTWlHFJ2vSABjdvTEc2QCAAayjLQ/cOvzktAiFmbDsNfv2NS+Aa+0pos7F8eIy/KrsXzA0sOXad0Z0OO/rioiIiOM5NIHp5uZGx44dSU5Ortlns9lITk4mMTHxV8/18PAgMjKSyspKPv/8cwYPHnzGskVFRaSmphIeHg5Ax44dcXV1rXXflJQU0tLSfvO+IiIiZ6N/uzCujwunymby+OzNlFfaHB2SnKVB8RH8begVuFktZBWUsTglm2lL9rH1iD0Rfay4nGteW8Jjn27ig5UHWJmay2Ofbmbkf1dzILeEUD93pt3ekbfu6ESY//knZUScTUpmIeWVNvw9XYlp4FWz/39bMsgtLifc34Nr24SSu+vHmmOWHg/R0Nf95EW+fxEqiiGqM7QdVidxfbLmEA0N+++pBRt4BYN/VJ1cW0RERBzL4WOTxo8fz6hRo+jUqRNdunRh8uTJFBcX16xKfueddxIZGcmkSZMAWL16NUeOHCEhIYEjR47wwgsvYLPZePLJJ2uu+fjjjzNo0CBiYmJIT09nwoQJWK1Wbr31VgD8/f25++67GT9+PEFBQfj5+fHQQw+RmJioFchFRKTOTLyhLStTc0nJKuTf3+9h/LUtHR2SnKVbuzRiUHwEKZkF7MgoZGdGATvSC9iVUUBppY2yShufbzjC5xuO1JxjGHBHtxieSGqJr4erA6MXubA2H84DIC7Kv9ZCUzOre1/e3i2G0kobxgF7AjPPpSEd+o44eYGtn8HGD+3bSX+rs0V25mw8xH38rMe7FvARERG5ZDg8gTlixAiys7N5/vnnyczMJCEhgfnz59cs7JOWllZrfsvS0lKeffZZ9u3bh4+PDwMHDmTGjBm1FuQ5fPgwt956K7m5uTRs2JCePXuyatUqGjY8OTH4a6+9hsViYfjw4ZSVlZGUlMSbb7550Z5bREQufQ183PnL4HaM/XgDby5OJaldGG0j/H/7RHEKPu4udIwJomNMUM2+KptJ8s4sxn2ykfJKG+H+HmCahAV48ux1begYo1Xn5dL30wrkCdEBNfuO5J1g3cHjGAYM7xDFP+esYoKZDwZ49BoLFguYJqx4AxY+Zz+pwyiI7lInMR0tKCXnaCYuHjZM7MPWidTwcRERkUuFYZqm+dvF5JcKCgrw9/cnPz9f82GKiMiveuDD9Xy7LZM24X58Na4HrtZ6t4ae/ELyzizu/WAdNhP+PLAV9/WOdXRI50TtmfrNUfWX9NpSUrIK+c+dnbimjb3TwVtLUpn07S66Ngni3l5N2fbRUzzi+gUmFoxn0sHqDgv+DKun2i/S9QF770vL+f97WGUzuef9taTvXs8C96ewGVYsZhXcOhNaDjjv64uIiMiFc7btGf0FJSIicoH9ZXA7Ar1c2ZFRwNTFqY4OR+pA39ahPHtdGwAmfbuL+dsyHByRyMVRXFbJnqOFAMRHnexR/vXmdAD6tg7hqc83c5N1MQBGcHPAgM/GnExeXvsi9J9UJ8lLgJcXpPBDSnbN/JeGWWU/oBXIRURELhlKYIqIiFxgDX3deeGGtgC88f0edmUWODgiqQtjejTmjm4xmCY88NEGxs/axKFjp65OLnIp2XYkH5sJ4f4ehPjZF6lKzS5ie3oBFgNWph6jSclWIi321cBp3g8+HAY75oDFFYa/A90fqrO5Kb/adIRpS+xfDDUkD6gePu4bAb5hdXIPERERcTwlMEVERC6CG+IjuKZNKBVVJk/M3kJllVYlr+8Mw2DCoDbc2DEK04QvNh6h7ytLmPjNdnKLyhwdnsgFseWwvZdj3M96X35T3fuyeagvP6Qc5T7XeSdP2PE1HFwO7n5w++dwxY11GEseT362BQA/DxcaGnknD6r3pYiIyCVFCUwREZGLwDAM/m9IO/w9Xdl6JJ+3lu5zdEhSB1ysFv55Uzxfj+tBj2YNKK+yMX35Aa58eTGvJ++huKzS0SFKHZoyZQqNGzfGw8ODrl27smbNmjOW/eKLL+jUqRMBAQF4e3uTkJDAjBkzapUZPXo0hmHUevXv3/9CP8Z52VS9Anl89QI+pmnWJDDTcktobGTQz7Lu5An5h8A3HMZ8C02vrLM4jhaWct8H6ymrtNEy1JeC0koauRWdLKAEpoiIyCVFCUwREZGLJMTPgwmD7PMm/mvRHvZkFTo4IqkrcVEBfHRPN2bc3YV2kX4UlVXy6sLdXPnyYj5YeYDySvW4re9mzZrF+PHjmTBhAhs2bCA+Pp6kpCSOHj162vJBQUE888wzrFy5ki1btjBmzBjGjBnDggULapXr378/GRkZNa9PPvnkYjzOOdvyUwIzKgCAHRkFpGYXYzHgREUVT/glU2tweHBLuHshhLWrsxjKKqu4f8Z6MgtKaRLsxfGScgASQ3/2hUGkEpgiIiKXEiUwRURELqKh7SO5ulUI5VU27puxno9WHyT/RIWjw5I60qt5Q74e25M3bm1PTAMvcorKeP6r7fR7dQlfbTqCzWY6OkQ5R6+++ir33nsvY8aMoU2bNkybNg0vLy/efffd05bv06cPQ4cOpXXr1sTGxvLwww8TFxfHsmXLapVzd3cnLCys5hUYGHgxHuec5BaVcejYCQCuqB5C/s1m+wJWNhMaWIoYULHw5AleDeCu+RAQXWcxmKbJc3O2sSEtD18PF65pHcrRwjIiAzxp4pZ/smC4EpgiIiKXEiUwRURELiLDMPjb0Cto4O3G/pxinvlyG53/bxFjP9rA97uyNDfmJcBiMRgUH8Gi8Vfy1yHtCPZxJ+1YCQ/P3MR1byxj0rydzFqbxroDxzheXO7ocOUslJeXs379evr161ezz2Kx0K9fP1auXPmb55umSXJyMikpKfTu3bvWscWLFxMSEkLLli154IEHyM3NPeN1ysrKKCgoqPW6mLYcsScImzb0xs/DFdM0+WrTkZrjsxq+h8X2sy9kEh8Cr6A6jeG9FQf4dN1hLAb8Y3gcs9YdBuCRfs2x5B+yF/IOAe8GdXpfERERcSwXRwcgIiJyuQnz92DBo735YsNhPl9/hJSsQuZuzWDu1gyCfdwZnBDB8A5RtInwc3Soch5crRbu6BbDsPaRvLtsP28t3cfOjAJ2ZtROOgV5uxHb0JvYhj72V4g3TYN9iAr0xMWq75qdQU5ODlVVVYSGhtbaHxoayq5du854Xn5+PpGRkZSVlWG1WnnzzTe55pprao7379+fYcOG0aRJE1JTU/nzn//MgAEDWLlyJVar9ZTrTZo0iYkTJ9bdg/1Omw/lAZBQPXx8Q1oeGfmlGNj4u8+nNMtfYS/o4g6VZRDduU7vv3xvDi/O3QnA0wNasyO9gPwTFTQP8WFYhyhYkGMvWIfD1UVERMQ5KIEpIiLiAME+7tzXO5Z7ezVle3oBn284zNeb0skpKuOdZft5Z9l+Wof7MbxDJIMTImno6+7okOUcebu78FDf5ozsFsO8rRnsPVpEanYR+7KLOZJ3gmPF5RwrLmftgeO1znNzsbD5+WvxdDs1kSX1g6+vL5s2baKoqIjk5GTGjx9P06ZN6dOnDwC33HJLTdkrrriCuLg4YmNjWbx4MX379j3lek8//TTjx4+v+VxQUEB0dN0Nz/4tv1yB/L8/7sONCl51ncr1latOFqwsAwwIj6+zex/MLebBjzZQZTMZ1j6SwQkR9PnnYgAeu7YlVls5VNiHtxNVt4lTERERcTwlMEVERBzIMAzaRfrTLtKfPw9szZKUbD7fcJjknUfZmVHAi3ML+Nu8nVwR6U9ibDA9mjWgU0yQklr1UJC3G7d3i6m1r6S8kn3ZxaRmF5Fa/b4vu5h92UUEermpnp1EcHAwVquVrKysWvuzsrIICws743kWi4VmzZoBkJCQwM6dO5k0aVJNAvOXmjZtSnBwMHv37j1tAtPd3R13d8d8mWGaZk0PzPjoAErKKlm5fR8fuL1CN8tOsFjBVgW+EVCYDsEtwN23Tu5dVFbJvR+sI/9EBfHRAfxt2BX8/dtdlJRXER8dQFLbUCg4OZSdRt3r5L4iIiLiPJTAFBERcRKuVgv92oTSr00oeSXlfLMlgy82HGZjWh6bD+ez+XA+05ak4mo1aN8okO6xDegeG0xCdABuLhpqXB95ubnUJLB/zmYzydX8mE7Dzc2Njh07kpyczJAhQwCw2WwkJyczbty4s76OzWajrKzsjMcPHz5Mbm4u4eHh5xtynTuSd4Lc4nJcLAatw/2YNHMRM10n0spyCJubD5bYvrDzK/AJtScwI+pmER2bzeTRWZvYnVVEiK87b9/RkezCMj5afRCAJ5NaYhgG5Ow5eZJWIBcREbnkKIEpIiLihAK83LijWwx3dIshI/8EK1NzWb43lxWpOWTkl7Jm/zHW7D/G5EV78HS10qlxIN1jg+nXOoTmoXXT60kcx2IxNG2Akxk/fjyjRo2iU6dOdOnShcmTJ1NcXMyYMWMAuPPOO4mMjGTSpEmAfb7KTp06ERsbS1lZGfPmzWPGjBlMnToVgKKiIiZOnMjw4cMJCwsjNTWVJ598kmbNmpGUlOSw5zyTzYfsw8dbhfuSvns9f9h7PxGWYxy3BBF419cw50F7QbN6IbI6SmC+sjCFhTuycLNamHZHR0L9PBj/6SYqqkx6NGtAj2bB9oL7Ftvfre7g4X/G64mIiEj9pASmiIiIkwv392RYhyiGdYjCNE0O5pawItWezFyZmktucTk/7snhxz05/GP+Lto3CuCWztFcHxeBt7v+Vy9SF0aMGEF2djbPP/88mZmZJCQkMH/+/JqFfdLS0rBYTvaELi4u5sEHH+Tw4cN4enrSqlUrPvzwQ0aMGAGA1Wply5YtvP/+++Tl5REREcG1117LX//6V4cNE/81Ww7nAXCD/z5CPnsaH6OYPbZICoZ8Qkf/KMjcai9YmG5/j+xw3vf8cNVBpvyQCsDfhl1Bh0aB7M4q5MuN9uHiTya1Oll4wwf294Ytz/u+IiIi4nwM0zRNRwdRHxUUFODv709+fj5+flolVkREHMNmM9l9tJAVe3P5cU82P+7JodJm/1+7l5uVQXERjOgSTfvoAPswS5GfUXumfruY9TfirZUEH5zHZPepuJoVrLW14AmXp0l+dijW3d/CzFshoAnk7QfDCk8fBjevc77f/G2ZPPjRemwmPNy3OY9e0wKA+z5Yx3c7sujfNoxpd3S0F97xDXx6u3179Fxo3PN8H1dEREQukrNtz6hbhoiISD1msRi0CvOjVZgfd/VswtHCUr7YcIRZaw+xP6eYWesOMWvdIZqH+DCiczTDOkQR5O3m6LBFpB6pspm0P/IxT7l9ACZ8W9WZRyrGcmunFlgtBhxYZi/YoDqBGdL6vJKXaw8c448zN2Iz4dYu0TzSrzkAG9OO892OLCwGPJ7U4uQJiybY330jlLwUERG5RCmBKSIicgkJ8fXg/itj+UPvpqzZf4xZ6w4xb2sGe44W8eLcnfxj/i6ubRPGiM7R9GwWjMWiXpki8itsNvK/eoqnLPYh2u9VXsuLVXdSiYUbEiLsZQ78aH939bS/n8f8l7uzCrn7vbWUV9ro1zqUvw5uh2EYmKbJS/NTABjWIYpmIdVz/WZshWP2Yeb0eeqc7ysiIiLOTQlMERGRS5BhGHRt2oCuTRvwwg1t+XpTOrPWHmLrkXzmbs1g7tYMIgM8ublTNDd1iiIiwNPRIYuIM9rxJUGb3wJgUsWtvGMOotKEqEBP2kcHwInjJ+e/zK+e//IcE5jpeScY9e4aCkor6dAogDdubY+L1T6v6LK9Oazcl4ub1VLTIxOAeY/Z3918oeOoc7qviIiIOD8lMEVERC5xfh6u3N4thtu7xbA9PZ9Zaw8xZ+MRjuSd4LVFu5mcvJsrWzTkls7R9G0diqvV8tsX/ZncojI2HcqjuLyKfq1D8HJT80LkktF2GKuSv2RmVjRzbD1pHuLDnqNFDIqPsM+re3AlYEJADGRsBMMCra773bfJL6lg9PQ1ZOSXEtvQm3dGdcbTzQqAaZq8vMDe+3Jkt0ZEBVYPTy/KhkNr7Nud76qLpxUREREnpb8wRERELiNtI/z5y2B//jywNfO3ZTJzbRqr9h1jcUo2i1OyCfZxY3iHKG7uHE1sQ59Tzi+rrGJnRiEb046z6VAeG9PySDtWUnM8yNuNMd0bc2diY/y9XC/mo4nIhWAY/CHvTvJtFYT7e3AgtxiAQXE/DR+vnv/Sw9/+3qwf+Ib9rluUVlRx7wfr2J1VRKifO+/f1YXAn83VO39bJlsO5+PlZmXsVc1OnjjvCcAEiwtc9ey5PqGIiIjUA0pgioiIXIY8XK0MaR/JkPaR7M8p5tN1h/hs/WGyC8t4a+k+3lq6jy6Ng7i5czSuVqMmWbkjvYDyKtsp14tt6E1ZpY3Dx0/wysLdvLV0HyO7NuLunk0I8fNwwBOKSF34bnsm+ScqAOjfNpTpKw7SLMSH1uHVc1D+NP9l/iH7e8Jtv+v6VTaTh2duZM2BY/h6uPD+XV1O9rAEKqts/PM7e+/Le3o2IdjHvfpAOez6xr7dahC4aHEyERGRS5kSmCIiIpe5JsHe/Kl/K8Zf04Ifdh1l1tpD/JBylDUHjrHmwLFTygd6udK+USAJ0QEkRAcQHx2Av6crlVU25m7NYOriVHZlFvLW0n1MX3GAmzpG8YfesTRqcO6rEouIY3i72/9c8HC1sC/H3tt6UFz18PGfz3954jh4BECLAWd9bdM0ef6rbSzYnoWb1cJ/7uxEqzC/WmU+33CY1OxiArxcuad305MHfngRbJWAAQNfPp9HFBERkXpACUwREREBwNVq4dq2YVzbNozM/FI+W3+IbzZn4OFqqUlYtm8UQKMgL3vy4hdcrBYGJ0RyQ3wE3+86ypuLU1l/8DgfrU5j5tpDXB8XzgN9Yk9JUIiI82ob4ce/bkkgM/8ELy3YDcCg+HD7wZ/mv3TzhfJCaDccXM++x/W/v9/LR6vTMAyYfEsC3Zo2qDlmmibvrzjAi3N3AvBgn1j8PH42LcXad+3v0V3Ap+F5PaOIiIg4PyUwRURE5BRh/h6Mu7o5465u/tuFf8EwDPq2DuXqViGs2X+MKYtTWbo7m682pfPVpnT6tQ7hqQGtaBbiewEiF5G6FODlxuCESD5cdZAqm0m7SD+a/jQ/7sHl9veK6nlwE0ae9XVnrU3jlYX2hOgLg9oy8IrwmmMl5ZU8/cVWvtpkX9X8+rhwRndvcvLkDTPsCVOAgf88twcTERGRekUJTBEREbkgDMOga9MGdG3agG1H8pm6OJV52zJYtPMomw7l89W4HkQGeDo6TBE5C99sticTaxbvgZPzX5pVENwSIjv86jX25xQzb2sGc7dksCOjAICxV8UyqnvjmjL7sot44MMNpGQV4mIx+PPA1ozp0bh2r+/Ff7O/BzWF8LjzfjYRERFxfkpgioiIyAXXLtKfKSM7sC+7iAc/2sCuzELufX8dnz2QiJebmiMiziwzv7RmPtzr46sTmCfyIGPLyUIJt8FpppY4kFPM3F8kLQGsFoNRiY15/NqWNfsWbM/k8U83U1hWSUNfd6bc1oEuTYJ+ccFlUGBPptJvYp08n4iIiDg//cUgIiIiF03Thj68M7ozg/+9jB0ZBTw6axNTR3bEYjk18SEizuF/W9IxTegUE3iy13Ra9fyXAIYF4kbUlP8paTlvawbb02snLbvHNuD6uHCubRNGoLd95XD7SuO7mbYkFYAujYP4923tCfE7zXya3z5lf/cMgjY31PmzioiIiHNSAlNEREQuqsgAT966oxO3vr2KBduzeHXhbh5PavnbJ4qIQ/w0fPyGhJ8PH192cju2L1U+YXy5/jDvrdjPtiOnJi2vuyKca9uGEVSdtPxJTlEZf/xkIytScwG4u2cTnhrQCler5dRAjh+ArOpVzxPH1cmziYiISP2gBKaIiIhcdB1jApk07Aoem72Zf/+wl+ahPgxOiHR0WCLyCwdzi9l8OB+LAQPanVxoh/1LazZ3hQ9i/BvLaoaI/1bS8icb047z4EcbyMgvxcvNyks3xnH9z+fY/KW5j9nfre7Q89HzfjYRERGpP5TAFBEREYcY3jGK3UcLeWvJPp74bAuNgrxo3yjQ0WGJyM+UlFfRp2VDABr6utt3nsiDTPv8lyWGN4MX+lFGAb4eLjzYpxkjOkefMWkJUFpRxSdr0vjbvJ1UVJk0bejNW7d3pHmo75kDKSuC1O/t2/EjwHKaHpoiIiJyyVICU0RERBzmyaRWpB4tYtHOo9w3Yz1fj+tBuL9WJhdxFq3D/XhvTBeqbGbNvvyUpfhXb39ekUiVxZ3R3WL4Y9/mZ0xcllZUsTjlKHO3ZpK8M4uS8ioABrQL46Ub4/D1cP31QL57Fkybfb7NpEl18WgiIiJSjyiBKSIiIg5jtRhMvqU9N05dYV+Z/IN1fPoHrUwu4ixsNpPjJeUEebtxoryKd5btI3DJDEZWr7t1OGYo3w3pTdOGPqeca09aZjNvawbJO7Mork5agn0u3Ht6NWF098YYp1m9/BdBwOZP7NtN+4D7qfcSERGRS5v+OhARERGH8nF34T93dmLIlOVsO1LA47M38+9bO2hlchEnkFVYSuKk73GxGJhAlc1kmdt6MKDANZhO3ftRUl5FblEZQd5ulFXafjVpeV1cOAOvCCc+yv+3E5c/WfkGVJbatwe+UvcPKSIiIk5PCUwRERFxuOggL6bd0ZHb/rOKeVszmRyyh/HXtHB0WCKXvVX77KuDV1YPIfejmEjDvu/9kp68MmN9TVk3FwsWA0orbDX7IgM8GXhFGNfFRfy+pOXPLf+X/T2kLTRoeo5PIiIiIvWZEpgiIiLiFDo3DuJvQ6/gic+28HryHpqH+DAo/ldWJBaRCy4+KgCrAR6uVgYnRDLcXIixFUwgLfZW4kp8SM8rJaeojPJKe+Lyp6TlwCvCSYgOOLek5U92zYUSe8KU/pr7UkRE5HKlBKaIiIg4jZs6RbPnaBFvL93H47M30yjIi/joAEeHJXLZampkstP3AVwsFix7gNICAAwMXs6+317IFcxAsJlQ5R6I66B/YjRrc/43r6qEeU/Yt33DoOmV539NERERqZcsjg5ARERE5Of+1L8VV7cKoazSxujpa3h2zlYWbM+koLTC0aGJXH5MG27l+VhKj8OJ42D+NKelaf9c/TJOHMdaehy3/H0YH98Mmz45v/uWF8N/roKCI/bPVz13ftcTERGRes0wTdN0dBD1UUFBAf7+/uTn5+Pn5+focERERC4phaUV3DRtJbsyC2v2WS0G8VH+9GrekF7Ng4mPDsDVqu9iz4faM/XbRam/yjI4ftC+vW8JfPu4ffv2OeAf+YvCJix5CbZ9Zv/Y93noOR5+7xDyomz4YDAc3W7/3GYI3Pz+OT6AiIiIOLOzbc8ogXmO1OAXERG5sEorqvhxTw7L9mTz454c9uUU1zru4+5CYmwDejUPpkezYKICPXF3sToo2vpJ7Zn67aLX33vXw4Efwd0Pnj50+jI2GyyaACtet3/ufA8MeAksZ/m7mZsKHw6D4wfsn0OvgPsWg1UzX4mIiFyKzrY9o5aAiIiIOCUPVyvXtAnlmjahABw+XsKyPTn8uDeH5XtzyCupYOGOLBbuyKo5x83Fgp+HC74ervh6uNhf7vZtn+r9rcN86d8u7PwWFhG53JQWQNpK+3aTXmcuZ7HAtX8FvwiY/zSs/S8UZsLw/4Kr56/f48h6+OhmKMmxf/YIgJGfKnkpIiIiSmCKiIhI/RAV6MUtXRpxS5dGVNlMtqfnV/fQzGH9weOUV9kor7SRU1ROTlH5r16rV/Ng/j48jsiA30ioiIjdjq/AVmnfbjP0t8t3ewB8w+GL+2DX/+xDwm+dCV5Bpy+/ewHMHg0VJSf33fiOPREqIiIilz0lMEVERKTesVoM4qICiIsKYOxVzaiymRSVVlJQWkFRWSWFpZUUllbUvBeUVlJUVsnx4nLmbDrCj3tySHptKc9c15pbOkerN6bIb9nwwcntxj3P7py2Q8C7Icy8FQ6thneuhds/h8CYU6/9zSP2BYIMq/2912PQrF9dRS8iIiL1nBKYIiIiUu9ZLQb+Xq74e7n+Ztk/XBnLE7M3s+7gcZ7+YivztmaoN6bIr8lNhcNr7NsBjcEv/OzPbdwD7loAH94IuXvgnWtg5GcQHgdm9aI/i/9mL+sRCKXHoVF36PPnOn8MERERqb+0dKeIiIhcVpoEezPrD4k8e11r3F0sNb0xZ65JQ2sbipzG5k9Obsf2+f3nh7SGexZCSFsoyoLpA2HPIvjm4ZPJy/AEe/LSq4F96LjmvRQREZGfUQJTRERELjtWi8E9vZoy7+FedGgUQFFZJU99sZVR09eSnnfC0eGJOI+qCljx75OfG//KAj6/xi8C7vrWfn55IXw0HDa8D4YFOtwJGZvs5Ya+rXkvRURE5BRKYIqIiMhlK7ahD7Pv784zA+29MZfuzibptaXMWqvemCIALPkHVP4sqd8o8dyv5eFvnwOz3XD7ZxcPGPAybPvS/rnneGiueS9FRETkVE6RwJwyZQqNGzfGw8ODrl27smbNmjOWraio4C9/+QuxsbF4eHgQHx/P/Pnza5WZNGkSnTt3xtfXl5CQEIYMGUJKSkqtMn369MEwjFqv+++//4I8n4iIiDgvq8Xg3t723pjtGwVQWFbJnz7fyujpa8nIV29Mucx1/yNEdTn5eeHzUFl27tdzcYdh/4Wb3oe7vrP3wiwvtCdGr3rm/OMVERGRS5LDE5izZs1i/PjxTJgwgQ0bNhAfH09SUhJHjx49bflnn32Wt956izfeeIMdO3Zw//33M3ToUDZu3FhTZsmSJYwdO5ZVq1axcOFCKioquPbaaykuLq51rXvvvZeMjIya10svvXRBn1VEREScV2xDHz67vzt/HtgKNxcLS3Znc+1rS/ly42H1xpTLl4cfRP+UwDRg22fw0Y1Qmn/u17RY7CuUb5wBmVvs814O17yXIiIicmaG6eAWedeuXencuTP//rd9bh2bzUZ0dDQPPfQQTz311CnlIyIieOaZZxg7dmzNvuHDh+Pp6cmHH3542ntkZ2cTEhLCkiVL6N27N2DvgZmQkMDkyZPPKe6CggL8/f3Jz8/Hz8/vnK4hIiIizmnv0UIem72FzYfyAOjfNoz/G9qOBj7u53xN0zQpLq/C282KYRh1FOn5UXumfrto9ffWlfY5Kns8Amv/C+VFENrOvpr471mR/Oe2z4HZo+zbIz/X0HEREZHL1Nm2ZxzaA7O8vJz169fTr9/JBovFYqFfv36sXLnytOeUlZXh4eFRa5+npyfLli07433y8+3fEAcFBdXa/9FHHxEcHEy7du14+umnKSkpOeM1ysrKKCgoqPUSERGRS1OzEF8+vz+Rx65pgYvFYP72TJImL2Xhjqzffa0qm8n8bRkMm7qCdhMW0Pn/kvnDjHW8vTSV9QePUVpRdQGeQKSOnMiz95IE6PoHGDMPfEIhaxu8cw0c3fX7rlecA4v/AV9Vd0bo+aiSlyIiIvKbHDpOIycnh6qqKkJDQ2vtDw0NZdeu0zeGkpKSePXVV+nduzexsbEkJyfzxRdfUFV1+sa/zWbjkUceoUePHrRr165m/2233UZMTAwRERFs2bKFP/3pT6SkpPDFF1+c9jqTJk1i4sSJ5/ikIiIiUt+4WC081Lc5V7UK4bFPN5OSVci9H6zjxo5RPD+oDX4err96fmlFFZ9vOMx/f9zP/pyT09jkFJWxYHsWC7bbk6FuVgvtIv3oGBNIx5hAOjQKJMTP40yXFbm4srbZ34Ni7auD+0XA3d/Bh8Mhdy+8ey3cOhNiuv/6dY7uglVTYPMsqKqeQ7NxL7jq2Qsbv4iIiFwSHDqEPD09ncjISFasWEFi4skVDZ988kmWLFnC6tWrTzknOzube++9l2+++QbDMIiNjaVfv368++67nDhx6kT7DzzwAN9++y3Lli0jKirqjLF8//339O3bl7179xIbG3vK8bKyMsrKTk5YXlBQQHR0tIZciYiIXAbKKqt4deFu3l66D9OECH8P/nlTPN2bBZ9S9nhxOTNWHeT9FQfILS4HwN/TlTu6xXBLl2gy80tZf/A46w8eZ0PacXKKyk+5RlSgJx1jAvnrkHa/mSg9HxpCXr9dtPorzYf8wxDa9uS+4lz45BY4vAas7jD8P9BmcO3zTBP2/QArp8DeRSf3R7SHxHH28tYL9/MtIiIizu9s2zMO7YEZHByM1WolK6v2cKysrCzCwsJOe07Dhg2ZM2cOpaWl5ObmEhERwVNPPUXTpk1PKTtu3Dj+97//sXTp0l9NXoJ9Lk7gjAlMd3d33N3Pfd4rERERqb/cXaw8PaA117QO5bHZmzmYW8Jt/13N6O6N+VP/Vni6WTl0rIR3lu1n1tpDnKgeFh4Z4Mk9vZpwc6dovN3tza6oQC86NbZPa2OaJmnHStiQdrw6qZlHSmYBh4+foOBEBT5uWtREnICHv/31c94N4M6v4PN7IGUufDoKBvzDPsy8otS+2M/KKXB0R/UJBrS+HrqNhUbdwEnmgRUREZH6waGtYjc3Nzp27EhycjJDhgwB7EO+k5OTGTdu3K+e6+HhQWRkJBUVFXz++efcfPPNNcdM0+Shhx7iyy+/ZPHixTRp0uQ3Y9m0aRMA4eHnOBG5iIiIXPI6NQ5i3h97MenbnXy4Ko33Vhxg6e5sWkf48e3WDGzV41raRvhxX++mXHdFOC7WM085bhgGMQ28iWngzdD29i9bC0sr2Hwon+yiUiwWJXnEibl5wYgZMO8JWPcOfPsk7F8Kh1ZDcba9jKs3dLjDntgMOrXDgYiIiMjZcPjX+uPHj2fUqFF06tSJLl26MHnyZIqLixkzZgwAd955J5GRkUyaNAmA1atXc+TIERISEjhy5AgvvPACNpuNJ598suaaY8eO5eOPP+arr77C19eXzMxMAPz9/fH09CQ1NZWPP/6YgQMH0qBBA7Zs2cKjjz5K7969iYuLu/j/EURERKTe8HZ34cUhV3BNmzD+9NkW9uUUs696jstezYO5/8pYusc2OOeVxn09XOnZ/NSh6SJOyWKF616xz435/V9h1//s+/0i7UnLDqPAM8ChIYqIiEj95/AE5ogRI8jOzub5558nMzOThIQE5s+fX7OwT1paGhbLyZ4LpaWlPPvss+zbtw8fHx8GDhzIjBkzCAgIqCkzdepUAPr06VPrXtOnT2f06NG4ubmxaNGimmRpdHQ0w4cP59lnNYm4iIiInJ0rWzRkwSO9+ed3KZRVVjG6exPaRGgeSbkMGQb0fhwCG8O2z6HdcM1vKSIiInXKoYv41Gea9F5ERETqO7Vn6jfVn4iIiNR3Z9ueOfOkTCIiIiIiIiIiIiIOpgSmiIiIiIiIiIiIOC0lMEVERERERERERMRpKYEpIiIiIiIiIiIiTksJTBEREREREREREXFaSmCKiIiIiIiIiIiI01ICU0RERERERERERJyWEpgiIiIiIiIiIiLitJTAFBEREREREREREaelBKaIiIiIiIiIiIg4LSUwRURERERERERExGkpgSkiIiIiIiIiIiJOSwlMERERERERERERcVpKYIqIiIiIiIiIiIjTUgJTREREREREREREnJYSmCIiIiIiIiIiIuK0lMAUERERERERERERp6UEpoiIiIiIiIiIiDgtF0cHUF+ZpglAQUGBgyMREREROTc/tWN+atdI/aL2qIiIiNR3Z9seVQLzHBUWFgIQHR3t4EhEREREzk9hYSH+/v6ODkN+J7VHRURE5FLxW+1Rw9RX7ufEZrORnp6Or68vhmFcsPsUFBQQHR3NoUOH8PPzu2D3kXOj+nF+qiPnpvpxfqoj53a+9WOaJoWFhURERGCxaGah+kbtUQHVT32gOnJ+qiPnpvpxfudTR2fbHlUPzHNksViIioq6aPfz8/PTL6oTU/04P9WRc1P9OD/VkXM7n/pRz8v6S+1R+TnVj/NTHTk/1ZFzU/04v3Oto7Npj+qrdhEREREREREREXFaSmCKiIiIiIiIiIiI01IC08m5u7szYcIE3N3dHR2KnIbqx/mpjpyb6sf5qY6cm+pHLgb9nDk31Y/zUx05P9WRc1P9OL+LUUdaxEdERERERERERESclnpgioiIiIiIiIiIiNNSAlNERERERERERESclhKYIiIiIiIiIiIi4rSUwBQRERERERERERGnpQSmE5syZQqNGzfGw8ODrl27smbNGkeHdNlaunQpgwYNIiIiAsMwmDNnTq3jpmny/PPPEx4ejqenJ/369WPPnj2OCfYyNGnSJDp37oyvry8hISEMGTKElJSUWmVKS0sZO3YsDRo0wMfHh+HDh5OVleWgiC8/U6dOJS4uDj8/P/z8/EhMTOTbb7+tOa76cS5///vfMQyDRx55pGaf6sixXnjhBQzDqPVq1apVzXHVj1woao86D7VHnZvao85P7dH6Re1R5+Po9qgSmE5q1qxZjB8/ngkTJrBhwwbi4+NJSkri6NGjjg7tslRcXEx8fDxTpkw57fGXXnqJ119/nWnTprF69Wq8vb1JSkqitLT0Ikd6eVqyZAljx45l1apVLFy4kIqKCq699lqKi4tryjz66KN88803zJ49myVLlpCens6wYcMcGPXlJSoqir///e+sX7+edevWcfXVVzN48GC2b98OqH6cydq1a3nrrbeIi4urtV915Hht27YlIyOj5rVs2bKaY6ofuRDUHnUuao86N7VHnZ/ao/WH2qPOy6HtUVOcUpcuXcyxY8fWfK6qqjIjIiLMSZMmOTAqMU3TBMwvv/yy5rPNZjPDwsLMl19+uWZfXl6e6e7ubn7yyScOiFCOHj1qAuaSJUtM07TXh6urqzl79uyaMjt37jQBc+XKlY4K87IXGBho/ve//1X9OJHCwkKzefPm5sKFC80rr7zSfPjhh03T1O+QM5gwYYIZHx9/2mOqH7lQ1B51XmqPOj+1R+sHtUedj9qjzsvR7VH1wHRC5eXlrF+/nn79+tXss1gs9OvXj5UrVzowMjmd/fv3k5mZWau+/P396dq1q+rLQfLz8wEICgoCYP369VRUVNSqo1atWtGoUSPVkQNUVVUxc+ZMiouLSUxMVP04kbFjx3LdddfVqgvQ75Cz2LNnDxERETRt2pSRI0eSlpYGqH7kwlB7tH5Re9T5qD3q3NQedV5qjzo3R7ZHXerkKlKncnJyqKqqIjQ0tNb+0NBQdu3a5aCo5EwyMzMBTltfPx2Ti8dms/HII4/Qo0cP2rVrB9jryM3NjYCAgFplVUcX19atW0lMTKS0tBQfHx++/PJL2rRpw6ZNm1Q/TmDmzJls2LCBtWvXnnJMv0OO17VrV9577z1atmxJRkYGEydOpFevXmzbtk31IxeE2qP1i9qjzkXtUeel9qhzU3vUuTm6PaoEpohcUsaOHcu2bdtqzcUhzqFly5Zs2rSJ/Px8PvvsM0aNGsWSJUscHZYAhw4d4uGHH2bhwoV4eHg4Ohw5jQEDBtRsx8XF0bVrV2JiYvj000/x9PR0YGQiIvJLao86L7VHnZfao87P0e1RDSF3QsHBwVit1lNWa8rKyiIsLMxBUcmZ/FQnqi/HGzduHP/73//44YcfiIqKqtkfFhZGeXk5eXl5tcqrji4uNzc3mjVrRseOHZk0aRLx8fH861//Uv04gfXr13P06FE6dOiAi4sLLi4uLFmyhNdffx0XFxdCQ0NVR04mICCAFi1asHfvXv0OyQWh9mj9ovao81B71LmpPeq81B6tfy52e1QJTCfk5uZGx44dSU5Ortlns9lITk4mMTHRgZHJ6TRp0oSwsLBa9VVQUMDq1atVXxeJaZqMGzeOL7/8ku+//54mTZrUOt6xY0dcXV1r1VFKSgppaWmqIwey2WyUlZWpfpxA37592bp1K5s2bap5derUiZEjR9Zsq46cS1FREampqYSHh+t3SC4ItUfrF7VHHU/t0fpJ7VHnofZo/XOx26MaQu6kxo8fz6hRo+jUqRNdunRh8uTJFBcXM2bMGEeHdlkqKipi7969NZ/379/Ppk2bCAoKolGjRjzyyCO8+OKLNG/enCZNmvDcc88RERHBkCFDHBf0ZWTs2LF8/PHHfPXVV/j6+tbMseHv74+npyf+/v7cfffdjB8/nqCgIPz8/HjooYdITEykW7duDo7+8vD0008zYMAAGjVqRGFhIR9//DGLFy9mwYIFqh8n4OvrWzNH10+8vb1p0KBBzX7VkWM9/vjjDBo0iJiYGNLT05kwYQJWq5Vbb71Vv0Nywag96lzUHnVuao86P7VHnZvao87P4e3ROlnLXC6IN954w2zUqJHp5uZmdunSxVy1apWjQ7ps/fDDDyZwymvUqFGmaZqmzWYzn3vuOTM0NNR0d3c3+/bta6akpDg26MvI6eoGMKdPn15T5sSJE+aDDz5oBgYGml5eXubQoUPNjIwMxwV9mbnrrrvMmJgY083NzWzYsKHZt29f87vvvqs5rvpxPldeeaX58MMP13xWHTnWiBEjzPDwcNPNzc2MjIw0R4wYYe7du7fmuOpHLhS1R52H2qPOTe1R56f2aP2j9qhzcXR71DBN06ybVKiIiIiIiIiIiIhI3dIcmCIiIiIiIiIiIuK0lMAUERERERERERERp6UEpoiIiIiIiIiIiDgtJTBFRERERERERETEaSmBKSIiIiIiIiIiIk5LCUwRERERERERERFxWkpgioiIiIiIiIiIiNNSAlNE5BJjGAZz5sxxdBgiIiIicplSe1RE6poSmCIidWj06NEYhnHKq3///o4OTUREREQuA2qPisilyMXRAYiIXGr69+/P9OnTa+1zd3d3UDQiIiIicrlRe1RELjXqgSkiUsfc3d0JCwur9QoMDATsw2mmTp3KgAED8PT0pGnTpnz22We1zt+6dStXX301np6eNGjQgPvuu4+ioqJaZd59913atm2Lu7s74eHhjBs3rtbxnJwchg4dipeXF82bN+frr7+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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average accuracy: 0.5120296956198962\n", + "Selected hyperparameters (mini-batch size, learning rate): [(64, 0.0001), (128, 0.0001), (64, 0.0001), (64, 0.0001), (64, 0.0001)]\n" + ] + } + ], + "source": [ + "acc, hps, prf = bn.deep_learn(*data, 'lstm', max_epoch=50, lrs=[0.001, 0.0001],\n", + " batch_sizes=[64, 128])\n", + "# Note: this is a dummy example with a limited fine-tuning\n", + "print(f\"Average accuracy: {acc.mean()}\")\n", + "print(f\"Selected hyperparameters (mini-batch size, learning rate): {hps}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vHWjI1Eu-_zy" + }, + "source": [ + "More figures and detailed results can be found in the newly created `./outputs/` folder.\n", + "\n", + "> **Note**: *The .pickle and .pt files are model training checkpoints that enable to resume an interrupted training*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "74bwq9bS-Evx" + }, + "source": [ + "## Use a custom model\n", + "\n", + "Define a custom [ANN](https://en.wikipedia.org/wiki/Neural_network_(machine_learning)) architecture with [PyTorch](https://pytorch.org/):" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "2SBuPman830t" + }, + "outputs": [], + "source": [ + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "class ANNClassifier(nn.Module):\n", + "\n", + " def __init__(self, n_classes):\n", + " super(ANNClassifier, self).__init__()\n", + " self.fc1 = nn.Linear(404, 250)\n", + " self.fc2 = nn.Linear(250, 150)\n", + " self.fc3 = nn.Linear(150, 60)\n", + " self.fc4 = nn.Linear(60, n_classes)\n", + "\n", + " def forward(self, x):\n", + " batch_size = x.size(0)\n", + " x = x.view(batch_size, -1)\n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = F.relu(self.fc3(x))\n", + " x = self.fc4(x)\n", + " return x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qG7FePet-4R4" + }, + "source": [ + "Train the defined model architecture and select the best hyperparameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 927 + }, + "id": "EwUuwGaO-0Ju", + "outputId": "3d983059-5042-43f3-fc77-b2a0df39ea4b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Deep learning: ANNClassifier (using CPU)\n", + " Training outer fold #0\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " > Early stopping after 41 epochs\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #1\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #2\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #3\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " > Early stopping after 31 epochs\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Training outer fold #4\n", + " > Hyperparameter selection\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " > Early stopping after 47 epochs\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Testing outer fold #0\n", + " Testing outer fold #1\n", + " Testing outer fold #2\n", + " Testing outer fold #3\n", + " Testing outer fold #4\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average accuracy: 0.5311734719128929\n", + "Selected hyperparameters (mini-batch size, learning rate): [(256, 0.0001), (256, 0.0001), (256, 0.0001), (256, 0.0001), (256, 0.0001)]\n" + ] + } + ], + "source": [ + "acc, hps, prf = bn.deep_learn(*data, ANNClassifier, max_epoch=50,\n", + " lrs=[0.001, 0.0001], batch_sizes=[128, 256],\n", + " output_folder='./outputs_custom')\n", + "# Note: this is a dummy example with a limited fine-tuning\n", + "print(f\"Average accuracy: {acc.mean()}\")\n", + "print(f\"Selected hyperparameters (mini-batch size, learning rate): {hps}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XfJcm1LdtXlW" + }, + "source": [ + "More figures and detailed results can be found in the newly created `./outputs_custom/` folder." + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} -- GitLab