{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Line object\n", "\n", "In this tutorial, we show the basics of the line object. We start from the following field:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import discretisedfield as df\n", "\n", "mesh = df.Mesh(\n", " p1=(-10e-9, -10e-9, -10e-9), p2=(15e-9, 10e-9, 5e-9), cell=(1e-9, 1e-9, 1e-9)\n", ")\n", "\n", "\n", "def value_fun(point):\n", " x, y, z = point\n", " c = 1e9\n", " return (x * c, 2 * y * c, 3 * z * c)\n", "\n", "\n", "field = df.Field(mesh, nvdim=3, value=value_fun, norm=1e6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a line object by passing two points between which the line spans as well as the number of points we want to sample on that line:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "line = field.line(p1=(-10e-9, 0, 0), p2=(15e-9, 0, 0), n=25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can ask for the data on the line:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
rxyzvxvyvz
00.000000e+00-1.000000e-080.00.0-982466.610991103417.537999155126.306999
11.041667e-09-8.958333e-090.00.0-978240.074002115087.067530172630.601295
22.083333e-09-7.916667e-090.00.0-972305.585328129640.744710194461.117066
33.125000e-09-6.875000e-090.00.0-963624.111659148249.863332222374.794998
44.166667e-09-5.833333e-090.00.0-950255.268139172773.685116259160.527674
55.208333e-09-4.791667e-090.00.0-928279.121633206284.249252309426.373878
66.250000e-09-3.750000e-090.00.0-889000.889001254000.254000381000.381001
77.291667e-09-2.708333e-090.00.0-811107.105654324442.842262486664.263392
88.333333e-09-1.666667e-090.00.0-639602.149067426401.432711639602.149067
99.375000e-09-6.250000e-100.00.0-267261.241912534522.483825801783.725737
101.041667e-084.166667e-100.00.0267261.241912534522.483825801783.725737
111.145833e-081.458333e-090.00.0639602.149067426401.432711639602.149067
121.250000e-082.500000e-090.00.0811107.105654324442.842262486664.263392
131.354167e-083.541667e-090.00.0889000.889001254000.254000381000.381001
141.458333e-084.583333e-090.00.0928279.121633206284.249252309426.373878
151.562500e-085.625000e-090.00.0950255.268139172773.685116259160.527674
161.666667e-086.666667e-090.00.0963624.111659148249.863332222374.794998
171.770833e-087.708333e-090.00.0972305.585328129640.744710194461.117066
181.875000e-088.750000e-090.00.0978240.074002115087.067530172630.601295
191.979167e-089.791667e-090.00.0982466.610991103417.537999155126.306999
202.083333e-081.083333e-080.00.0985578.83437493864.650893140796.976339
212.187500e-081.187500e-080.00.0987934.59305185907.355918128861.033876
222.291667e-081.291667e-080.00.0989759.47808179180.758246118771.137370
232.395833e-081.395833e-080.00.0991201.18258973422.309821110133.464732
242.500000e-081.500000e-080.00.0992359.57070268438.591083102657.886624
\n", "
" ], "text/plain": [ " r x y z vx vy \\\n", "0 0.000000e+00 -1.000000e-08 0.0 0.0 -982466.610991 103417.537999 \n", "1 1.041667e-09 -8.958333e-09 0.0 0.0 -978240.074002 115087.067530 \n", "2 2.083333e-09 -7.916667e-09 0.0 0.0 -972305.585328 129640.744710 \n", "3 3.125000e-09 -6.875000e-09 0.0 0.0 -963624.111659 148249.863332 \n", "4 4.166667e-09 -5.833333e-09 0.0 0.0 -950255.268139 172773.685116 \n", "5 5.208333e-09 -4.791667e-09 0.0 0.0 -928279.121633 206284.249252 \n", "6 6.250000e-09 -3.750000e-09 0.0 0.0 -889000.889001 254000.254000 \n", "7 7.291667e-09 -2.708333e-09 0.0 0.0 -811107.105654 324442.842262 \n", "8 8.333333e-09 -1.666667e-09 0.0 0.0 -639602.149067 426401.432711 \n", "9 9.375000e-09 -6.250000e-10 0.0 0.0 -267261.241912 534522.483825 \n", "10 1.041667e-08 4.166667e-10 0.0 0.0 267261.241912 534522.483825 \n", "11 1.145833e-08 1.458333e-09 0.0 0.0 639602.149067 426401.432711 \n", "12 1.250000e-08 2.500000e-09 0.0 0.0 811107.105654 324442.842262 \n", "13 1.354167e-08 3.541667e-09 0.0 0.0 889000.889001 254000.254000 \n", "14 1.458333e-08 4.583333e-09 0.0 0.0 928279.121633 206284.249252 \n", "15 1.562500e-08 5.625000e-09 0.0 0.0 950255.268139 172773.685116 \n", "16 1.666667e-08 6.666667e-09 0.0 0.0 963624.111659 148249.863332 \n", "17 1.770833e-08 7.708333e-09 0.0 0.0 972305.585328 129640.744710 \n", "18 1.875000e-08 8.750000e-09 0.0 0.0 978240.074002 115087.067530 \n", "19 1.979167e-08 9.791667e-09 0.0 0.0 982466.610991 103417.537999 \n", "20 2.083333e-08 1.083333e-08 0.0 0.0 985578.834374 93864.650893 \n", "21 2.187500e-08 1.187500e-08 0.0 0.0 987934.593051 85907.355918 \n", "22 2.291667e-08 1.291667e-08 0.0 0.0 989759.478081 79180.758246 \n", "23 2.395833e-08 1.395833e-08 0.0 0.0 991201.182589 73422.309821 \n", "24 2.500000e-08 1.500000e-08 0.0 0.0 992359.570702 68438.591083 \n", "\n", " vz \n", "0 155126.306999 \n", "1 172630.601295 \n", "2 194461.117066 \n", "3 222374.794998 \n", "4 259160.527674 \n", "5 309426.373878 \n", "6 381000.381001 \n", "7 486664.263392 \n", "8 639602.149067 \n", "9 801783.725737 \n", "10 801783.725737 \n", "11 639602.149067 \n", "12 486664.263392 \n", "13 381000.381001 \n", "14 309426.373878 \n", "15 259160.527674 \n", "16 222374.794998 \n", "17 194461.117066 \n", "18 172630.601295 \n", "19 155126.306999 \n", "20 140796.976339 \n", "21 128861.033876 \n", "22 118771.137370 \n", "23 110133.464732 \n", "24 102657.886624 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dimension of the value:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line.dim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Length of the line:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.5e-08" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line.length" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of points:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "25" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line.n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The columns storing coordinates of points are:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['x', 'y', 'z']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line.point_columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, the columns storing field values are:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['vx', 'vy', 'vz']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line.value_columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, value columns start with `v`, but we can rename them:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "line.value_columns = [\"xval\", \"yval\", \"zval\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Line data is now:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
rxyzxvalyvalzval
00.000000e+00-1.000000e-080.00.0-982466.610991103417.537999155126.306999
11.041667e-09-8.958333e-090.00.0-978240.074002115087.067530172630.601295
22.083333e-09-7.916667e-090.00.0-972305.585328129640.744710194461.117066
33.125000e-09-6.875000e-090.00.0-963624.111659148249.863332222374.794998
44.166667e-09-5.833333e-090.00.0-950255.268139172773.685116259160.527674
55.208333e-09-4.791667e-090.00.0-928279.121633206284.249252309426.373878
66.250000e-09-3.750000e-090.00.0-889000.889001254000.254000381000.381001
77.291667e-09-2.708333e-090.00.0-811107.105654324442.842262486664.263392
88.333333e-09-1.666667e-090.00.0-639602.149067426401.432711639602.149067
99.375000e-09-6.250000e-100.00.0-267261.241912534522.483825801783.725737
101.041667e-084.166667e-100.00.0267261.241912534522.483825801783.725737
111.145833e-081.458333e-090.00.0639602.149067426401.432711639602.149067
121.250000e-082.500000e-090.00.0811107.105654324442.842262486664.263392
131.354167e-083.541667e-090.00.0889000.889001254000.254000381000.381001
141.458333e-084.583333e-090.00.0928279.121633206284.249252309426.373878
151.562500e-085.625000e-090.00.0950255.268139172773.685116259160.527674
161.666667e-086.666667e-090.00.0963624.111659148249.863332222374.794998
171.770833e-087.708333e-090.00.0972305.585328129640.744710194461.117066
181.875000e-088.750000e-090.00.0978240.074002115087.067530172630.601295
191.979167e-089.791667e-090.00.0982466.610991103417.537999155126.306999
202.083333e-081.083333e-080.00.0985578.83437493864.650893140796.976339
212.187500e-081.187500e-080.00.0987934.59305185907.355918128861.033876
222.291667e-081.291667e-080.00.0989759.47808179180.758246118771.137370
232.395833e-081.395833e-080.00.0991201.18258973422.309821110133.464732
242.500000e-081.500000e-080.00.0992359.57070268438.591083102657.886624
\n", "
" ], "text/plain": [ " r x y z xval yval \\\n", "0 0.000000e+00 -1.000000e-08 0.0 0.0 -982466.610991 103417.537999 \n", "1 1.041667e-09 -8.958333e-09 0.0 0.0 -978240.074002 115087.067530 \n", "2 2.083333e-09 -7.916667e-09 0.0 0.0 -972305.585328 129640.744710 \n", "3 3.125000e-09 -6.875000e-09 0.0 0.0 -963624.111659 148249.863332 \n", "4 4.166667e-09 -5.833333e-09 0.0 0.0 -950255.268139 172773.685116 \n", "5 5.208333e-09 -4.791667e-09 0.0 0.0 -928279.121633 206284.249252 \n", "6 6.250000e-09 -3.750000e-09 0.0 0.0 -889000.889001 254000.254000 \n", "7 7.291667e-09 -2.708333e-09 0.0 0.0 -811107.105654 324442.842262 \n", "8 8.333333e-09 -1.666667e-09 0.0 0.0 -639602.149067 426401.432711 \n", "9 9.375000e-09 -6.250000e-10 0.0 0.0 -267261.241912 534522.483825 \n", "10 1.041667e-08 4.166667e-10 0.0 0.0 267261.241912 534522.483825 \n", "11 1.145833e-08 1.458333e-09 0.0 0.0 639602.149067 426401.432711 \n", "12 1.250000e-08 2.500000e-09 0.0 0.0 811107.105654 324442.842262 \n", "13 1.354167e-08 3.541667e-09 0.0 0.0 889000.889001 254000.254000 \n", "14 1.458333e-08 4.583333e-09 0.0 0.0 928279.121633 206284.249252 \n", "15 1.562500e-08 5.625000e-09 0.0 0.0 950255.268139 172773.685116 \n", "16 1.666667e-08 6.666667e-09 0.0 0.0 963624.111659 148249.863332 \n", "17 1.770833e-08 7.708333e-09 0.0 0.0 972305.585328 129640.744710 \n", "18 1.875000e-08 8.750000e-09 0.0 0.0 978240.074002 115087.067530 \n", "19 1.979167e-08 9.791667e-09 0.0 0.0 982466.610991 103417.537999 \n", "20 2.083333e-08 1.083333e-08 0.0 0.0 985578.834374 93864.650893 \n", "21 2.187500e-08 1.187500e-08 0.0 0.0 987934.593051 85907.355918 \n", "22 2.291667e-08 1.291667e-08 0.0 0.0 989759.478081 79180.758246 \n", "23 2.395833e-08 1.395833e-08 0.0 0.0 991201.182589 73422.309821 \n", "24 2.500000e-08 1.500000e-08 0.0 0.0 992359.570702 68438.591083 \n", "\n", " zval \n", "0 155126.306999 \n", "1 172630.601295 \n", "2 194461.117066 \n", "3 222374.794998 \n", "4 259160.527674 \n", "5 309426.373878 \n", "6 381000.381001 \n", "7 486664.263392 \n", "8 639602.149067 \n", "9 801783.725737 \n", "10 801783.725737 \n", "11 639602.149067 \n", "12 486664.263392 \n", "13 381000.381001 \n", "14 309426.373878 \n", "15 259160.527674 \n", "16 222374.794998 \n", "17 194461.117066 \n", "18 172630.601295 \n", "19 155126.306999 \n", "20 140796.976339 \n", "21 128861.033876 \n", "22 118771.137370 \n", "23 110133.464732 \n", "24 102657.886624 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line visualisation\n", "\n", "Default plot is:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "line.mpl()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the size of the plot:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "line.mpl(figsize=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also, we can limit the values on the x-axis:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAIjCAYAAADIjTdSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACtBklEQVR4nOzdd1xUV/7/8dedytA7CFgQxYq99xSNmk1z42YTY/oaN8Ukbkm2fDfffLf80pON6dn0Xja9aYymx94LKqAC0nufdu/vj4FBBBsOzAzzeT4eeSD33rmcOYHhzZnPOUfRNE1DCCGEEEIIccZ03m6AEEIIIYQQPYWEayGEEEIIITxEwrUQQgghhBAeIuFaCCGEEEIID5FwLYQQQgghhIdIuBZCCCGEEMJDJFwLIYQQQgjhIRKuhRBCCCGE8BAJ10IIIYQQQniIhOtukpmZydy5cxk0aBDZ2dmdvk9DQwP33nsvM2bMYMSIEZx//vm8/fbbHmypEEIIIYToLIO3GxAIXn/9de69914iIiLO6D6qqrJ06VJ2797N73//e9LS0vjggw/429/+hslk4pJLLvFQi4UQQgghRGdIuO5iGzZs4L777uPuu++msLCQxx9/vNP3+vzzz1m/fj2PPvoo8+bNA2DChAkUFBSwdetWCddCCCGEEF4m4bqLRUZG8tZbbzF06FBWrFhx3Ou+//57nn76aXbv3o2iKAwePJjf/va3zJgxw33Nhx9+SGJiInPnzm3z2JdffrnL2i+EEEIIIU6d1Fx3sfT0dIYOHXrCa7755ht+85vfEBISwooVK3j00UeJiIjgxhtv5Ntvv3Vft337dsaMGYOiKF3dbCGEEEII0Qkycu0D7r//ftLT03niiScwGo0ATJ06lQsuuIBHHnmEmTNnUlNTQ01NDYmJibz++uu88sorHDlyhPj4eK688kquvvpq9Hq9l5+JEEIIIURgk5FrLyssLCQ7O5s5c+a4gzWAwWBg1qxZ7N27l6amJhoaGgBYuXIlq1at4s9//jPPPfcckydP5r777uOhhx7y1lMQQgghhBDNZOTay4qLiwFYsWLFcWuyS0pKsFgsANjtdp555hmCgoIAmDx5MiUlJbz88svccMMNREdHd0/DhRBCCCFEOxKufcS1117LRRdd1OG5+Ph49Ho9er2eYcOGuYN1i6lTp/Ldd99x4MABJk6c2B3NFUIIIYQQHZBw7WW9evUCwOl0MmTIkBNeO2DAACoqKtoddzqdAG3KSoQQQgghRPeTmmsvS0hIIC0tjZUrV2Kz2dqc+89//sMbb7zh/nz+/Pns3LmTAwcOtLnu22+/xWKxMHjw4G5psxBCCCGE6JiE6y6Wn5/Pzp072blzJyUlJQBkZWW5j9lsNn73u99RWlrKtddey/fff8+6dev4xz/+wQMPPEBjY6P7XldeeSV9+vThhhtu4IsvvuDnn3/mT3/6E+vXr+eGG24gODjYW09TCCGEEEIAiqZpmrcb0ZPdddddfPDBB8c9//XXX5OSkuLeRGbPnj04HA7S0tK45ppruPjii9tcX1payoMPPsi3335LXV0dqampXHXVVSxcuLCLn4kQQgghhDgZCddCCCGEEEJ4iJSFCCGEEEII4SESroUQQgghhPAQCddCCCGEEEJ4iKxz3YVKS2u93YQT0ukUoqNDqKioR1Wl9P5MSF96jvSlZ0g/eo70pedIX3qG9KPn6HQKMTGhnr2nR+8m/IpOp6AoCjqd4u2m+D3pS8+RvvQM6UfPkb70HOlLz5B+9Jyu6EMJ10IIIYQQQniIhGshhBBCCCE8RMK1EEIIIYQQHiLhWgghhBBCCA+RcC2EEEIIIYSHSLgWQgghhBDCQyRcCyGEEEII4SESroUQQgghhPAQCddCCCGEEEJ4iIRrIYQQQgghPETCtRBCCCGEEB7i9+E6MzOTuXPnMmjQILKzs0/pMRs2bODKK69k1KhRjBkzhiVLlpCZmdnhvZcsWcLYsWMZOXIkV155JRs2bPD0UxBCCCGEED2EX4fr119/nYULF1JXV3fKj9m8eTPXXXcdFouFJ554gkcffZSamhquvPJK8vPz3dfl5uayaNEiKisrefDBB3n66acJDQ3luuuuY/v27V3xdIQQQgghhJ/z23C9YcMG7rvvPu6++24uu+yyU37co48+SmxsLE888QRTp05lxowZPPnkkzgcDp566in3dU8++SROp5NnnnmGs846i8mTJ/PYY48RGxvLI4880hVPSZymW25ZwpIl13i7GUIIIYQQbn4briMjI3nrrbe49NJLT/kxVVVVbNy4kdmzZ2MymdzHo6OjmTp1KqtXrwZA0zRWr17NlClTiI6Odl9nMpmYM2cO69evp6amxnNPRgghhBBC9Ah+G67T09MZOnToaT1m//79aJpGenp6u3MDBgygqqqKwsJCCgoKqK2tZeDAge2uGzhwIKqqsn///k63XQghhBBC9EwGbzegO5WXlwMQFRXV7lzLsfLyclRVPaXrTkanU9DplE63t6vp9bo2Hz3l66+/4i9/uZPHHnuKCRMmAlBdXcVlly2gqqoKgHfe+ZA+ffq4H1NaWspFF83j1ltv5/LLryQ39zBPPrmCLVs20djYSEJCAueffyFXX30dOp2rvYqioChgMHj/b8Su6stAJH3pGdKPniN96TnSl54h/eg5XdGHARWurVYrAEajsd25lmNNTU3uY0eXjpzouuOJjg5BUU4/XNc32skvqT3tx3VGYWXjcc+lxIcRYmnfVydz6aUX8/PP3/PQQ/fyySefYDabuf/+fxASEsKHH37InDlz+Pnnbxk5cqn7MR9//B6KorBw4QIiI4P51a9uIyIigpdffpmIiAi2bt3KXXfdRVxcNIsXLwbAaNSjqnqiokJO/4l3kfBwi7eb0GNIX3qG9KPnSF96jvSlZ0g/+qaACtdBQUEA2O32dudajlksFvfIdUfX2Ww293UnU1FRf9oj1w1NDpY//gMNTY7TelxXCA4y8PAt0wgOOv1vk1tv/R2LFi3k4Yf/zcSJk/jwww95/PFnCAoKZ8qUaXz22edcdtli9/WffPIp48dPxGAIprKynkceeZygIAsxMTEATJ16Funpg1iz5ht+8YsFANjtThwOJ5WV9Z55wmdAr9cRHm6hpqYRp1P1dnP8mvSlZ0g/eo70pedIX3qG9KPntPSlJwVUuI6NjQWgsrKy3bmysjIA4uLi3OG6oqLihNedjKpqqKp2Wm10OFQ4vYd0Hc3VHofj9H9wQ0LCuPPOv/LnP/+BlSu/ZOHCXzNixGgcDpVzzz2Pv/71Tg4fziU5OYWioiJ27drJ//zP391fq6qqhjfeWMGePbuprq5G01SsViuDBw91X6NpGlpzG32F09m5/hLtSV96hvSj50hfeo70pWf4Wz+qmobTqeFwqjhVzfWfU8XR/NHpdB1zqM3/br7O4dRwqi3/Puq6o+7Tctz92KPu3ZLHnEd/1FwfNU3jvltnePR5BlS4HjRoEHq9nn379rU7t2/fPuLi4oiPjwdctdXHu85oNHY4KdITgoMM3P/bKRRWdP1orEGvIywsiNraJhwd/OXbKzqkU6PWLSZOnEJCQiL5+XlcdNEC9/EpU6YTGhrKmjWrWbz4Gtas+YqgIAszZswCoLi4iFtuWUJKSgp33PFHkpNT0Ov13HPPXzvdFiGEECJQqKqG3aFid6rYHSqO43xsf/7UH3fC8Ku2D9EOp4rmK4OHXSygwnVYWBhTpkzhyy+/5Pe//727TKS4uJiff/6Zyy+/3H3teeedxwcffEBpaal7lLqhoYFVq1YxY8YMQkK6rs43OMhAWlJEl92/hcGgIyoqhMrK+i75y/ftt9+gpqaGjIyRPPTQfTz66JMoioLJZGLmzLNZu7Y1XM+adbb7/8f3339DY2MD99zzL/r06ee+X11dLWFh4R5vpxBCCNEVNM0VKq12FavNidXu+s9mb/l363Gbw4mjObg6HCcJuarrndsmmwOb3dkuHKuBkmLBtbCBXodep6DXKa5/61v/rWs+rm9eZEKvKO5jOp0Og97zC0/4bbjOz893l3eUlJQAkJWVRUNDA+Aapf7888/585//zLPPPsu0adMA+N3vfsevf/1rbr75Zq6//nqsViuPPfYYERER3Hjjje7733TTTXz55ZcsXbqUW2+9FaPRyHPPPUdjYyPLly/v5mfrfw4fPsRzzz3FH/7wJ0aMGMVVV13Ge++9zcKFvwZg9uy5fPbZx2zbtoXMzD0sXXqL+7F2u6vePDKydbWWnTu3k5eXy5Ahw7r3iQghhOjRVE3DblfdwdcdgG3N4dfeQSi2qceE5Nbjxx7zt5zbEkqNBlfwdH10fW50H9e1Blq9gl7nCrQGnYL+qOMGXdugq28+bzjqcYbjPL7N/d2PaR+idZ1YOOJoXbHimN+G68cff5wPPvigzbFly5a5//3111+jqipOp9NdQw0wZMgQXnrpJR5++GFuuukm9Ho9kydP5pFHHnHXZAMkJCTwxhtv8MADD7B8+XI0TWPUqFG88sorDBgwoOufoB9zOp384x93M3LkKObN+wUA1123hKefXsHEiZPo06cfY8aMIzY2jscee4i4uHjGjBnnfvzw4RkAvPrqSyxYsJADB/bz4ovPMnXqdHbv3klu7mFSUnp75bkJIYTwDXaHSkOTnQarg/omBw1N9uaPDuqb7DQ0OWiwukZ2W0eN24dfm903apb1OgXDUQHWqNe5PzcYlDafm4x6QoJNaE61zePaPN4djvXukHzsNYZjPhqbR3rFmVE0zd/+pvIfpaXds5xeZ3VVWcgrr7zQ/N/bJCUlA+BwOFiy5GoMBiNPPfU8er2eFSse4e23X+eKKxZz0023tbnHa6+9xHvvvU19fR1Dhgxj+fI7qa6u4i9/+QOqqvHOOx9x113LsdlsPPvsSx5re2d1dYlNIJG+9AzpR8+RvvScY/vSZneeMBi7/33U8ZaPNi/8vzAadJiNesxGV8A1t/xn0jd/rms9Zmw+Zmp73HTUY46+l+E01luW70nPaelLT5Jw3YUCNVwHIulLz5G+9AzpR8+Rvjw+TdOw2p3NodcVko/+tzswW1sDc5PNSW2DjfpGR4eT6T3BbNITEmTAYjYQ1C7QHhOM3eG4bTB2BWFdm0DsK6O68j3pOV0Rrv22LEQIIYQQXcNqd1JVa6Wy+b+K2ib3v6vrbW2CtPM0l5w9VRaznmCzkZAgA8FBBkKCjG0+Bh/vuNlwWqPAQniahGshhBAiQGiaRqPVSWWdlcraJiprWsKzlao6KxU1ruP1HtjITIHWEGx2Bd/QYCPRERYMCgSZ9O2CsStIG7GY9eh1EpCFf5JwLYQQQvQAmqZR12h3h2XXSHPriHPLcavNedr31usUosLMRIWZiQw1E2JpHlE2dzx6HBJkIMhsaLeSg5QziEAg4VoIIYTwcaqqUV1vcwfmilqru2yjwh2ibZ2qYTYZdUSFBRHdHJ6jwsxEh5mJDDMTHRZEVJiZ0GDjGS95JkSgkHAthBBCeJGqalTUNB012tx21Lmi1kp1na1TG4MEmw1EhbcG5qjmsHx0iLaYDSgSnIXwGAnXQgghRDexO1QKyuo5XFzL4eJacotrySup69Ray+HBxtawHG4mKvSoEB0eRFSoGbNJ3wXPQghxIhKuhRBCiC5gtTnJK63jcFFrkD5SWn/S1TUUBSJDze4yjaPLM1rCc0SoGWMX7CwnhDhzEq6FEEKIM9TQZOdwsStI55bUcriolqKKhhNufR0RaqJvQhh9E8JIiQ8lJtwVoMNDjLJShhB+TMK1EEIIcRqq623kFte6R6QPF9VSVt10wsfERgTRNzGMPs1hum9CKBGh5m5qsRCiO0m4FkIIITqgaRrlNU0cKaunqKqJfYcqOFRYQ1Wd7biPUYDEmGD6JjQH6cQw+iSEEhJk7L6GCyG8SsK18Gu33LIEm83Gs8++5O2mCCH8mKpplFQ2uso6iltHpE+0mYpep5AcG0KfxObR6MQweseFyiRCIQKchGshhBABxeFUKSxvaBOkc0vqTri5ismop3d8KH0SQt110kmxITKpUAjRjoRrIYQQPZbd4SS/tL5NfXR+af0JN1uxmPWtZR0JYfRPDmdIWhw1NY2yq6AQ4qQkXAuPu/76xVgsFh5//Nk2x1999SVefPE5fvOb3/LEE4/y5pvv07t3H/f5srJSFiw4n5tvvo3LLltEbu5hnnnmcbZs2UxTUyPx8QnMn38Bixdfi05m0gshjiO/pI7vdxSy93AFBWUNJ9x8JSzY6C7pcAXqUGIjLW12IzQYdOj18pojhDg1Eq59kGZrQK0q7PovpNfR1BCEo7YJZwejOLrIXiim4NO+7UUXLeCBB/5FQcERkpKS3ce//noVM2eexS9+cRHPPfcka9eu5qqrrnOfX7NmNYqicO6556FpGn/4w22Eh4fz738/SXh4BDt3buef//xfQkJCuPTSX3fuOQsheqSGJjvr95bw/fYCDhXVdnhNdLjZXdLRMtkwMtQkuxMKITxKwrWP0WwN1L3xe7A1dMvX6/hXUDNTMKFXPHjaAXv27Lk88cSjfPHFp1x//Y0AHD58iKys/SxbtpywsDAmT57aQbj+inHjJhITE4umaTz88ONYLBaio2MASEzsxbvvvsX69T9LuBZCoGoa+3Kr+GFHAZv2lWI/qmTDoFfI6B9DWnKEe0Q6LNjkxdYKIQKFhGvhcRaLhTlz5vPll59x3XVLUBSF1atXkpLSm9GjxwKuAP7Xv97JkSP5JCenUFRUxO7dO/mf//k7AIqiUFdXx7PPPsGePbuprq5G01SsViuDBw/15tMTQnhZRU0TP+4s5IedhZRWtV1fOiUulOkjezF5WCKhFln+TgjR/SRc+xilebS4O8pC9HodYWFB1Hq4LATg4ot/yQcfvMuWLZsYO3Y8a9Z8xfnnX+h++3XKlOmEhoayZs1qFi++hjVrviIoyMKMGbMAKC4u4pZblpCSksIdd/yR5OQU9Ho999zz104/XyGE/7I7VLZnlfHdjgJ2H6xos/OhxWxg0tAEpo/sRd+EMCnzEEJ4lYRrH6SYgtHHp3X51zEYdARFhdBYWQ8engGfljaA4cNH8NVXXxIeHkF+fh7z51/gPm8ymZg582zWrm0N17NmnU1QUBAA33//DY2NDdxzz7/o06ef+3F1dbWEhYV7tK1CCN/VMjnx591F1DXa25wb0jeKaSN6MTY9DpNR1pYWQvgGCdeiy1x00QIee+xhLJZgpkyZRkxMbJvzs2fP5bPPPmbbti1kZu5h6dJb3OfsdtfGDZGRUe5jO3duJy8vlyFDhnXPExBCeEVDk4P1e4v5YUcBBwvbzgyJCjMzLaMXU0f0Ij7S4qUWCiHE8Um4Fl3m7LNns2LFI7z//jv8618Ptjs/Zsw4YmPjeOyxh4iLi2fMmHHuc8OHZwCu5fsWLFjIgQP7efHFZ5k6dTq7d+8kN/cwKSm9u+25CCG6lqpp7M+t4vsOJifqdQqj0+OYMaIXQ/tFo9NJ2YcQwndJuBZdxmw2M23aDDZt2sCkSVPandfpdJxzzhzefvt1rrhicZu1qzMyRrJ06S28997bfPjhewwZMoy77/4n1dVV/OUvf2Dp0ut4552PuvPpCCG6QEVNEz/uKuKHHQUdTE4MYfqIJCYNS5CVPoQQfkPRtBOsri/OSGnpCRe68zqDQUdUVAiVlfVdsutYY2Mjv/71xVx22ZVcccVij9/fl3R1XwYS6UvP8OV+dDhVth0o4/sdhew6WN7h5MRpI3rRL9E3Jif6cl/6G+lLz5B+9JyWvvToPT16NyGA+vo6SkpKeOKJR7FYglmwYKG3mySE8AH5pXV8v73jyYmD+0QyfWSSTE4UQvg9CdfC4957721eeuk/DBuWwQMP/Nu9AogQIvA0NDnYsLeY748zOXFqRi+myeREIUQPIuFaeNzVV1/P1Vdf7+1mCCG8RGveOfH7HYVs3leCrYPJidNH9GKYTE4UQvRAEq6FEEJ4RMvkxB93FFJS1djmnExOFEIECgnXQgghOu3EkxP1TByayHQfmpwohBBdTcK1EEKI05ZfWscPOwr5addxJieOSGLMoDjMMjlRCBFgJFwLIYQ4JY1WB+v3FPP9jkIOFta0OSeTE4UQwkXCtRBCiJPKKahhxfs7qK6zuY/pdQqjB8YyfWSSTE4UQohmEq6FEKek0dFIeWNll38dvUFHNRZqahtxnsHmCDGWaCwGWQbSEzZllvDcp3vcW5InN09OnCyTE4UQoh0J10KIk1pfuJk3972PXbWf/GIfYdKbuHLwpYxNGOXtpvgtTdP47OfDvP9dDgBGg47rzx/C+MHxMjlRCCGOQ8K1EOK4nKqTD7I+Y23+D95uymmzOW28sPsN8moLuDBtLjpF5+0m+RW7Q+XlLzP5aVcRABEhJpZdOoLUXuFebpkQQvg2CdfCb91yyxJsNhvPPvuSt5vSI9Xa6nh+12scqHKNWkaZI1mYfhHBXVxqodfrCAsLora2Caezc2Uh9Y5G3t3/EVXWar7K/Yb8ugKuHXYFIcZgD7e2Z6ptsPHE+zvZn18NQEpcKLddOoKYCCmzEUKIk5FwLYRoJ7c2n2d3vEKltQqA9Mg0rhu+iDBTaJd/bYNBR1RUCJXGehxnUHOdGt6X53e9Snb1IfZW7Of+jY+xZMTVJIf28mBre57C8nr+/e4O9yYwI9JiuPHCYVjM8utCCCFOhbxPKoRoY0PRFh7e/KQ7WJ/dezq3jLqhW4K1J0WYw1g2egkzkicDUNZUwYObHmdz8XYvt8x37TlUwT9f2ewO1rPH9WbZL0dIsBZCiNMgr5g+qNHRSFF9aZd/HYNeoUy1UFvTiMOptTufGBKHxXD669V+/vkn/Otf93R47q67/sq99/6DN998n969+7iPl5WVsmDB+dx8821cdtkicnMP88wzj7Nly2aamhqJj09g/vwLWLz4WnQ6+ZuwKzhVJx9mf86avO8BMOoMXDH4UiYkjvFyyzrPoDNw2aBL6B2Wwtv73sem2nlh9+vk1R6ROuxjfLvtCK+t2o9T1dApCovmpHPW6GRvN0sIIfyO34frzMxMHn74YTZv3ozD4SAjI4Nly5YxYcKEDq/Pz8/nnHPOOeE99+3bB8DZZ5/NkSNHOrzmH//4BwsXLjyzxneg0dHI//x0L42ORo/f+3RZDBb+PuWu0w7Y55wzm4kTJ7c59sgjD7Bt22bGjZuEyWRi7drVXHXVde7za9asRlEUzj33PDRN4w9/uI3w8HD+/e8nCQ+PYOfO7fzzn/9LSEgIl176a488P9GqzlbP87tfZ39lFuCqr14y4ir6hKV4uWWeMSVpPL1CEnhu5ytU22qkDvsoqqrx7jdZrNyQB4DFbOCmi4czLDXayy0TQgj/5NfhOjc3l0WLFtG/f38efPBBgoKCePnll7nuuut4/fXXGTlyZLvHxMfH895773V4v7/97W8YjcY2x8466yxuvvnmdtcmJ8uIzvGYzUGYza0Tnz777GO+//4bHn74cRITE5k8eWoH4forxo2bSExMLJqm8fDDj2OxWIiOjgEgMbEX7777FuvX/yzh2sPyao/w7M5XqGhyrWE9MLI/1w+/0u/KQE4mNaIPd46/jf/sepUcqcMGoMnm4NmP97AtqwyA2Iggbls4kuTYEC+3TAgh/Jdfh+snn3wSp9PJM888Q3S0a5Rl7NixzJkzh0ceeYSXXnqp3WNMJhMZGRntjq9Zs4a9e/fyzjvvtDkeGRnZ4fVdpWW0uLvKQsLCPV8WcrR9+zJ56KH7WLr0VsaOHQ/A7Nlz+etf7+TIkXySk1MoKipi9+6d/M///B0ARVGoq6vj2WefYM+e3VRXV6NpKlarlcGDh55Re0RbG4u28nrme+71q89KmcYlA85Hr9N7uWVdI8Icxm2jl/DegU/4/sjPrjrszU+weMivGBM/wtvN61YVNU089t4OckvqABiQEsEtCzIIl01hhBDijPhtuNY0jdWrVzNlyhR3sAZXeJ4zZw6vvvoqNTU1hIeffE1Wq9XKP//5Ty655BJGjPD+L1iLwUJqRJ+TX3iG3Ksy6M5sVYbjqamp5q9//SPTp8/k8suvdB+fMmU6oaGhrFmzmsWLr2HNmq8ICrIwY8YsAIqLi7jlliWkpKRwxx1/JDk5Bb1ezz33/NXjbQxUx9ZXG3QGrhj0Syb2GuvllnU9g87ArwddQu+wJN7Z9yE2p43nd71GXt+zuKD/eQFRh32oqIZ/v9e6lfmkYQlcO28wRkPP/KNKCCG6k9+G64KCAmpraxk4cGC7cwMHDkRVVfbv38+4ceNOeq8333yT4uJibrvttq5oakBSVZX//d+/Ehwcwp/+9Lc250wmEzNnns3ata3hetasswkKcpWSfP/9NzQ2NnDPPf+iT59+7sfV1dUSFiYbWJypOls9L+x+nX1H11dnXEWf8J5RX32qpiZNJCkksbkOu5ZVh9eSX1vAtcMuJ7gH12Fv3lfCc5/swdb8B/XF01O5YEo/2XFRCCE8xG/DdXl5OQBRUVHtzrUca7nmRGw2Gy+88AIXXXQRiYmJ7c7n5eVx6623snXrVmpqahgwYAA33HAD8+fPP+m9dToFnc53f2Hp9bo2Hz3pmWeeJjNzNy+88Cqhoe2Dyty58/jss4/ZuXMrmZl7uPnmWzEYXO1wOp0AxMTEuI/t2LGdvLxchg4d7j6mKAqKgvtzb+rKvvSkvJojPLXtJcqb66vTo/rzmxGLCTeHebllrbqzLwfGpPKXyXfwzPZXyK46xJ6Kfdy/aQW/HXUNyWH+XYd9bD+2bGX+zhrXH1VGvY7fXDiUScPav+6Jtvzl59sfSF96hvSj53RFH/ptuLbZXG9nmkzt6wNbJiU2NTWd9D4fffQRpaWl3HDDDR2ez8rKYsmSJVx33XWUlpbywgsvcMcdd6DT6Zg7d+4J7x0dHeIXo0Hh4WdWV32stWvX8tJLz/Ovf/2LxMQYHI4G9zmj0UhkZCTnnjuL+Ph4Vqx4hISEBM49d5Z7ib0pUyawYgW8/farLFq0iMzMTB5//HHOOusstm3bRlVVCX379sVo1KOqeqKifGfylaf70pN+OLyRpze+is3pqq+eO3AWV426FIOP1ld3V19GEcLf437HC1vfYXX295Q2lnPfxse5ecJVTOrtv8sQtggPt2B3qDz13+18tSEXgMhQM3+5bgKD+8qKIKfDl3++/Y30pWdIP/omvw3XZrMZALvd3u5cS/C2WE7+Tfff//6XkSNHkpqa2u7ce++9R1BQEMHBrSOv06dP5/zzz+fee+89abiuqKj3+ZHr8HALNTWNnd5muiMff/wZmqbxpz/9qd250aPH8tRTzwFwzjlzePPN11i06Cqqq1uXHkxNHcRNNy3j3Xff5M0332To0GH87W9/p7q6iq1bt/KrX13G++9/jN3uxOFwUllZ77G2d1ZX9aUnOFUnHxz4nK8Ofwu4ao6vHPJLJiePp7b65H+Adjdv9eXCtItINCfw5t4PsDqsPPzTc8xLPYcLB/hnHXZLPxYU1/Do29vYe9j1bkVKXAh3XDaKuHCzT/zs+ANf/vn2N9KXniH96DktfelJfhuu4+LiAKioqGh3rqysrM01x1NSUsK2bdu4/fbbOzx/9ETJFhaLhWnTpvH2229TWlp6wq+hqhqq2n4VDl/jdKoendD45z/fzZ//fPdxz7d8rZtvvp2bb769zbEWV1xxFVdccVWbY717w6efrnZ/vmLFMx0+1ps83Zdnqs5ez4u73iCz8gAAkeYIlmRcRd/w3j7Vzo54oy8nJ04gwZLAf5rrsL84+DWHa/K5dugVBBv9b4ToSGkdd/9nPcUVrnePhveP5rcXDcdiNvj8/39f5Gs/3/5M+tIzpB99k/8NxzRLTEwkKirKveHL0fbt24fRaCQ9Pf2E9/j666/RNI2ZM2d2eN7pdLrrf4/WUm7SMnouhC/Kry3g/o2PuYP1gMhU7hy/jL7hvb3cMt/WP6Ivfxy/jNTwvgDsKd/H/Zseo6CuyMstOz17D1Xw+39/5w7W54xN4bZLZStzIYToan4brgHOO+88fvrpJ0pLW9eEbmhoYNWqVcyYMYOQkBPX4m7duvW4IXzdunVkZGTw1ltvtTleV1fHTz/9xKBBg05pmT8hvGFT8TYe3PyEe+LizJQpLBu1hHCT70xc9GWR5ghuG3MjU5MmAlDaWM6Dmx9nW8lOL7fs1Hy/vYD739hKXaMdRYFFs9NZNDsdvc6vX/KFEMIv+PUr7U033YTFYmHp0qV88803/Pjjj9x00000NjayfPlyADZs2MDQoUN5++232z3+0KFDJCUlode3n9A1btw4Ro4cyQMPPMCzzz7Lhg0b+OKLL7j66qupqKjgD3/4Q5c/PyFOl1N18kHWZ7y4+w3sqr25vvpX/Cr94h67MUxXMeoMXDH4l1w+aAF6RY/VaeO5Xa/ySfaXqJpvvg2rahrvrs3ixS8ycaoaFrOB3/16FOeMDaxlFoUQwpv8+v3BhIQE3njjDR544AGWL1+OpmmMGjWKV155hQEDBgCu5aecTieq2v6XYXV19XFHtw0GA8899xzPPvssb775Jv/+978JDg5m5MiRvPrqq4wd2/M32xD+pd7ewAu7Xu+wvlp03rTkSSSFJvLczlepsdXy5eE15NUVcM3Qy32qDttqc/Lcp3vYst/1Tl5sRBD/+5vJhAfppSZTCCG6kaJpmu/PuPNTpaW13m7CCbl3aKzsmh0aA4m3+/JIXSHP7HiZ8ibXBN+0iFRuyLjSL8tAvN2Xx1NlreY/O1/lYI1rObt4SyxLRlxNr5AEL7cMKmutPPbfHRwucr3mpCWFc/uvRtKvd7TP9aM/8tXvSX8kfekZ0o+e09KXnuTXZSFCCNhcvJ0HNz3uDtYzkqewbPRv/DJY+zJXHfZSpvSaAEBJYxkPbFrBttJdXm3X4aJa/vHKJnewnjAknj9cPpqIUJlwLYQQ3uDXZSFCBDJVU/k4+0u+yv0GAIOi57JBC5iSNN67DevBWuqw+4Qn8+7+j1112DtfYV6/c5ifOrvb18PeeqCUZz7ejc3uGrm6cGo/LpqW6hebVwkhRE8l4VoIP1Rvb+DF3W+wt2I/4BpV/U3GYvqF9/Fyy3o+RVGYnjyZpJBePLfrFWptdXxx6Gvyagu4ZtivsRi6vg5b0zRWbsjj3bVZaIBBr3Dd/CGylbkQQvgAKQsRws8cqSvk/o2PuYN1WkQ//jhumQTrbpYW2Y+7xt/m7vdd5Xu5f9MKiuqLu/TrOpwqL3+5j3eag3VYsJE/Xj5GgrUQQvgICddC+JGW+uqy5vrq6cmTWTZ6CRFmqa/2hkhzBLePWcqUXq5SnJKGMh7Y9Djbu6gOu77JziPvbOe77QUAJMWG8NerxjEgJaJLvp4QQojTJ2UhQviBjuurL2FK0gTvNkw012FfSu+wFN498BFNTivP7nyFef3OZX7quR6rwy6ubODf7+6gqHnHxWGprq3Mg4PkZVwIIXyJvCoL4eOOra+OMIXzm4zFpEb09XLLRAtFUZiRMpmk0ET+s+vV5jrs1eTXHeHqoWdeh70vt5LH399JfZMDgLNGJ3PF7IGy46IQQvggeWUWwocdW1/dP6Ivd46/TYK1jxoQmcqd45a5N+7ZWbaXBzY9TlF9Safv+ePOQh58axv1TQ4UBS4/dyBXzpGtzIUQwlfJq7MQPmpLyQ4e3PyEu756WvIkbht9o9RX+7iooEjuGL2USb3GAVDcUMoDm1awo3T3ad1H1TT++202z3+2F6eqYTbpWfbLEcwe11uW2hNCCB8mZSFC+BhVU/kkZyWrDq8FQK/ouSz9YqYmT/Ryy8SpMuqNXDl4IX3CUnjvwMc0Oa08s/Nl5vc7l3mnUIdttTt5/tM9bNrn2so8OtzMbZeOpHd8aHc0XwghxBmQcC2ED2mwN/DinjfZU74PgAhTGDdkXEV/KQPxO4qiMDNlCkkhiTy/6zVq7XV8fmg1eXUFzXXYQR0+rrrOtZX5wULXjoupvcJZ9ssM2XFRCCH8hJSFCOEjCuqKuG/TCnewTg131VdLsPZvA6P6c+f4ZfQJSwFgZ9keHti0osM67NziWv7+yiZ3sB43OJ47r5CtzIUQwp9IuBbCB2wt2ckDmx+nrLEcgKlJE7ltzI1EmMO93DLhCVFBkSwf81smJbatw95Ztsd9zbasMv7f61uoqLEC8Isp/Vh60TBMRr1X2iyEEKJzpCxECC9SNZVPc1ax8vAawFVf/av0i5iWPMnLLROeZtQbuXLIQnqHJ/PfA5/Q5LTy9I6XOL/fbPRlg1w7LmqurcyvmTeYKcN7ebvJQgghOkHCtRBeUm9v4OU9b7G7PBOAcFMYv8lYTP+Ift5tmOgyiqIwK2UqySG9+M+uV6mz1/PZoa9wVm5H02UQagrmlgUZpPeO9HZThRBCdJKUhQjhBQerc/l/Gx51B+vU8D7cOX6ZBOsAMTCqP3eNv41YYyIA+qgSQkas4/pLe0mwFkIIPyfhWohupGkaa/N+4JEtT1FprQJgWtJEbhuzlEhzhHcbJ7pVuCkc+76JOEqTAVCN9byw/3m+y/8ZTdO83DohhBCdJWUhQnSTBnsjr2e+y7bSXQCY9CauGPRLxieO9nLLhDf8sKOQojIrlGUwJXUoWxu+wa7aeXv/B2RV5XDF4F8SdJzl+oQQQvguCddCdIPc2nye3/mae7fFpJBErh9+JYkh8V5umfAGq83Jhz8cBCA5LoTF4yYwuyGD/+x6jeKGEjaXbCev7gg3DF9McqhMbBRCCH8iZSFCdCFN0/gu/yce2tS6jfmkXuP4w7hbJFgHsFWb8qiuswGwcFYaOp1CUmgifxx3K+MTXO9klDSU8cCmFfxYsF7KRIQQwo/IyLUQXaTR0cSbmf9lc8l2AIw6I78edAmTeo3zcsuEN9U02Phi3WEABveJJKN/jPtckMHM1UN/zcDI/rxz4CPsqoM3Mv9LVtVBfj1oAWa9yVvNFkIIcYokXAvRBfJrC3h+12uUNJYBkBAczw3DryQpNNHLLRPe9smPh2iyOQFYeNYAFEVpc15RFKYmT6RPeG+e3/UqpY3lbCjaQm5NPtfL95AQQvg8KQsRwoM0TePHI+t5cPPj7mA9PmEMfxx3q4QiQUllA99sPQLA+MHxpPY6/g6cvcOSuHP8bYyOHwFAUUMJD2xawbrCTd3SViGEEJ0jI9dCeEiTvYkXd73J+sItABh0Bn6VfhFTek1oNzopAtP73+XgVDX0OoVfzux/0usthiCuH7aI7yL78/6BT7Cpdl7d+w5ZVQf5VfpFmKRMRAghfI6EayE8oKCuiP+se40jNUUAxFtiuX74laSEJXm5ZcJXHCysYcPeEgBmjU4mPir4lB6nKAozU6bQL7w3z+96nfKmCn4u3MjhmjxuGH4lCTIxVgghfIqUhQhxhtYVbuL/rfu3O1iPiR/BH8cvk2At3DRN4921WQAEmfRcMLXfad+jb3hv7hp/GyNjhwFQUF/EfZseY1PRVk82VQghxBmSkWshOsnmtPHO/o/4uXAj4CoDWZh+AVN7TZIyENHGzpxyMnOrAJg3sQ/hwZ0r5wg2WvhNxlWszf+BD7I+w+q08eKeNzlQfZBLB1yAUW/0YKuFEEJ0hoRrITqhuL6E/+x6jYJ612h1rCWa309bQpQSi8Oherl1wpeoqsa732QDEBFqYs74Pmd0P0VROLv3dFLD+/D8rteptFbxw5F1HK7O5brhVxIfHOuJZgshhOgkKQsR4jRtLNrKvZsecwfrkXHD+cukO+gf3dfLLRO+6KddRRwprQfg4mmpmE16j9w3NaIvf5pwO8NjhgCQV1fAfRsfY2vJTo/cXwghROdIuBbiFNmddt7c9z4v7XkTm9OGTtHxy4EX8Jvhiwk2WrzdPOGDbHYnH3yfA0CvmGCmjfDsVuYhxmBuHHE1F6fNR6foaHI28Z9dr/Lu/o9wqA6Pfi0hhBCnRspChDgFJQ1lvLDrNfLqCgCIMkdy/fArSY04s7f4Rc/29eZ8KmutAFw6Mw29zvPjGTpFx+y+s0iN6MsLu16n2lbDN/k/cqgml9/PuBEjQR7/mkIIIY5PRq6FOImtJTu5b+Nj7mA9PGYIf5pwuwRrcUJ1jXY+/dm1zfmAlAhGDezaWugBkan8acLtDIlOB+BQTR53rvwn20t2d+nXFUII0ZaEayGOw646eGf/R/xn16s0OZvQKTouTpvPjSOuJsR4amsUi8D16U+HaLS6SjN+Nav9NuddIcwUyk0jr+MXqeehoFBvb+TJbS/y/oFPcarOLv/6QgghpCxEiA6VNVbwwq7XOVybB0CkOYLrhi0iLbKfdxsm/EJZVSNrtuQDMCY9jgEpEd32tXWKjnmp55Aek8oLu96gqqmGr/O+I6f6MNcPX0RUUGS3tUUIIQKRjFwLcYztpbu5d+O/3cF6SHQ6d42/TYK1OGUffJ+Dw6mhU05tm/OuMCh6APfP+TODotIAOFhzmP+38VF2l2d6pT1CCBEoJFwL0cypOvnvgU94dufLNDoaUVC4oP953DTyOsJMod5unvATucW1rNtdDMCMUUn0ignxWlsiLRHcPu5G5vU7t7lMpIEnt7/AR9lfSJmIEEJ0ESkLEQKobKri+V2vc7DGNQEt3BTGtcOuIL151E+AsyQHtaaky7+OqtdRF2LGVm/F6ez8hjy6iET0cf0817BT9O432WiA2ajnok5sc+5pOkXHL/rPIS2yHy/tfpM6ez2rDq8lp/oQ1w67gkhz95WsCCFEIJBwLQLe7vJMXt7zFvX2BgDSowZw7bDLCTeFebllvsFZegjrhndxHum+VSfqPXQffe8MzOMvRR/bPRv87D5Ywe6DFQCcN6E3EaHmbvm6p2JIdDp/mnA7L+x6g+zqg2RVHeT/bXiUa4ddweDogd5unhBC9BgSrkXAcqpOPj24ilWH1wKgoDCv3znMSz0XnSIVU2pVEdZN7+PI2eDtpnSaM28nDXk7MQyYhHncAnTh8V32tVRN491vsgAIDzZy3gTfW6ox0hzBbaOXuL/v6+z1PL7tP/J9L4QQHuT34TozM5OHH36YzZs343A4yMjIYNmyZUyYMOG4j1m8eDEbNnQcGJYuXcodd9xxRvcXvq/KWs2Lu98gq+ogAKHGEK4Zdrl7jeBAptZXYtvyEfbM70BrLsswBmEaMQ/j4Bmg88z23cdj0OuIjAymqqoBR2fLQpwO7JnfYNuxEhxWHFnrcGRvxDhkFqYxF6IL9nwpxPo9xeQW1wFw4bRULGbffHnV6/RclDaPtIh+vLLnbeodDXx+aDXZ1Ye4Rt6xEUKIM6ZomqZ5uxGdlZubyyWXXEL//v256aabCAoK4uWXX+aHH37g9ddfZ+TIkR0+bvHixdTX13PPPfe0OxcfH09CQsIZ3b9FaWntmT/JLmQw6IiKCqGysh6Ho/O1rf5mb8V+d+0puDbfONPa057Ql5q1Htv2z7Ht/AqcNtdBnQHj0LMxjf4FOkt4t7TDk32pNlRj2/ox9r3fQMsEPoMZ04jzMI2Yh2LyzLb1dofKX55bR1l1EwlRFv5+w0QMeu+OAp9KP1Y0VfLCrjdkrsFJ9ISfb18hfekZ0o+e09KXHr2nR+/WzZ588kmcTifPPPMM0dHRAIwdO5Y5c+bwyCOP8NJLLx33sSEhIWRkZHTZ/YXvUTWVzw+u5stDX6Ph+ptyTt+z+EXqHPRdPBrryzSHDfvu1Vi3fQbWlmpnBcPAKZjHXYwuLM6r7TsTuuAIgqYuxpRxnqvEJWsdOKzYtnyMffcaTKMvwDj0LBSD6Yy+ztot+ZRVNwHwy5lpXg/Wpyo6KIo7xizlo+wv+DrvO2pstTy29Vl+0X8Oc/qeJWUiQgjRCX4brjVNY/Xq1UyZMsUdfAFMJhNz5szh1VdfpaamhvDwzo22dfX9RfeqsdXy4u432V/pqokNMQZz9dBfMyxmsJdb5j2a6sS+/wdsmz9Eq690H9f3GYV5wqXoo1O82DrP0oXHYzl7Kc4R87Bu/C/OvB1o1jqs697EtmsV5rEXYxg4FUV3+mGyocnOJz8dAqB/UjhjB/nXHyN6nZ4FA39BWmQqr+59h0ZHI5/krCSr6iDXDL2cUJP3lhIUQgh/5LfhuqCggNraWgYObD/LfeDAgaiqyv79+xk3bpxP3l90n/2V2by4+w1qbK4yndTwvgG9U52maTgObca28b+oVYXu4/qEgZgmLsSQ2HPrzvWxfQmetxxHQSbWDe+gluSg1ZXT9O3z6HZ86VpZpO+o09qq/LN1h6lvcm1zvnBWWrdsc94VRsYNIzn0NvfOpHsr9vP/Nj4qO5MKIcRp8ttwXV5eDkBUVFS7cy3HWq7pSGVlJXfddRfr1q2jrKyMvn37csUVV7Bo0SKP3B9Ap1PQ6Xz3F62++a1rvZ+8hX26VE3ly4Nr+DhrpbsMZHbfmVwycL7Hy0D8pS/tR/bQ+PM7OEty3Md00SlYJi3EeJqhsqt0R18a+gzF3Ptu7Ac307juXdSqQtTKIzSu+jf6xIEET/4Vhl6DTnqf8uomVm9ybXM+emAsw/rHdFmbT1dn+jExLJY/TLyZ/+7/lLW5P1BlrebRrU9z8YB5zO43M2DLRPzl59sfSF96hvSj53RFH/ptuLbZXBOuTKb2tZJGoxGApqam4z4+Pz+fOXPm8NBDD1FTU8Nbb73F//3f/9HU1MT1119/xvcHiI4O8YmwcjLh4Z6Z1OVLappqeXL9S2wv2gNAiNHCzROvZlzyiSehnilf7UtrUQ4Va1+nMWeb+5ghIo6oGb8mdPh0FB+sOe+WvoyeiTZ6GrU7vqHyu7dx1pbjLDpA7Qf/JHjAWKLPWoQp/vhrZL+ycj92h4pOgRsuzvD4pBhP6Ew//nbyIkalDObpDa/R6Gji/QOfcag+l1smXE2o2feeY3fx1Z9vfyR96RnSj77Jb8O12ezanMFut7c71xKMLZaOv+lWrFiBwWAgNLR1S+tZs2Zx2WWX8dhjj3HZZZed0f1bVFTU+/zIdXi4hZqaxjPaCc/XZFUe5Lkdr1FlrQagX3hvfjNyMbGWaCorPbU9SVu+2pfO6mIa1/8Xe9Y69zElKIygsRdiHn42Dr2RquoT/5HY3bzSl30nEXb5GKy7vqZp88do1noasjbTkLUFU/oUgiYsQB/etpY6v6SOrzflAjB9ZBJhZn2XfX91xpn24+DQwfx50u08u/0V8moL2FKwk99/+Q+WjFhMamT3bMrjK3z159sfSV96hvSj57T0pSf5bbiOi3P9oquoqGh3rqysrM01x4qMjGx3TFEUzjnnHLZv305WVhaJiYmdvn8LVdVQVd9f6dDpVHvEUj7ljRV8fnA164s2u8tAZqVM5ZIB52PQGbrlOfpKX6oNVa4VMfZ+C9rRS9DNxTRiLorJglMDfKCtx9P9fWnAMPw8QgZOw7b9C2w7V4HThm3/j9iy1jUvSXiBe0nCt74+gKaByaDjwqmpPvH/vSNn0o/Rpmh+N+Zm3jvwMT8UrKeiqYr7Nz7BpMRxzE89N+DmLfjKz3dPIH3pGdKPvslvw3ViYiJRUVHs27ev3bl9+/ZhNBpJT+94YpaqqqiqisHQ9um3lHmYzeYzur/oXtXWGr48tIYfC9bjbA6SQfogrhyykNHxJ15usafRbA3NwXAlOFrWqtZjHHKWa/OUblqr2p8p5hDMEy7FOPzc1j9QVCf2XV9h3/c9pozzOBQ1iR3ZrjkXs8f3JirMd7Y59zSj3sjlg3/JwMj+vL7vv9icNn4q3MCGos1MT57Mef3OJswUevIbCSFEgPDbcA1w3nnn8cEHH1BaWuoeRW5oaGDVqlXMmDGDkJD2tYG5ubnMnz+fxYsXc+edd7qPO51OVq9eTWRkJAMGDOj0/UX3qbc38NXhb/gm/0fsqqt8R6fomNxrHPP6BdaomuawYd+zBtvWT9Gsdc1HleZtvy/p0m2/eypdcCRB065yrZG98b+ubeDtTdi2fEQkq5hhHs523TDmTQyMEolxiaNJjejH54e+Yn3hZhyak7X5P/Bj4QbOTpnGOX1mEmyU+k8hhPDrHRqLi4u58MILSUlJ4dZbb8VoNPLcc8+xfft23n33XQYMGMCGDRu45ppruPvuu7nssssAuOOOO1i5ciXXX389U6ZMoaGhgTfeeIMffviBf/zjHyxcuPCU738iskNj12hyNLE27wdW535Hk9P1boOCwtiEkZyfOpv44O5fZ9hbfampKo4DP2Ld9AFafWsJk773CNda1TF9uq0tnuKr35fO0kNYN76HM3+X+1iTKZLIqb/CkDapU2tkd6Wu7Mei+hI+O7iKLSU73McsBguz+8xkVu9pmPVntimPr/HV70l/JH3pGdKPntMVOzT6dbgGyM7O5oEHHmDDhg1omsaoUaNYvny5e/fF9evXc9VVV/G///u/XH755YBrQuLLL7/Mu+++S0FBAUajkaFDh3L99ddz9tlnn9b9T0TCtWfZnHa+P/Izqw6vdW9dDpARO5QL+p9Hcmgvr7Wtu/tS0zQch7di2/geamWB+7guPg3zxFNbRs5X+fL3pcOp8txz7zNd/Zm+htalOHXRKa4/ZnqP9JkVgrqjH/Nqj/BJzkp2l2e6j4UZQzmv39lMS56EUefXb466+fL3pL+RvvQM6UfPkXDtZyRce4ZTdfJT4Ua+PPS1ewUQgEFRA7ig/1xSI7w/Otudfeko3Id1w7uoxVnuY7qoJEzjL8XQd7TPhLvO8uXvy6835/P6V/sBjd9PUelT+DVadZH7vD4xHfOEhegT228+1d26sx+zqw7xcc4XZFUddB+LMkcyP/VcJiaO9fi68t3Nl78n/Y30pWdIP3pOV4TrnjGsIHokVVPZVLyNz3JWUdbUWvKQGt6HC/rPZVD0ictyehpneR7WDe/izGt9K14JicY87pJOb90tTl2j1cFHP7jCY9/EcAZPH4einY193/euLeQbqnAW7afh439i6Dsa0/hL0Ucne7nV3SMtsh+3j15KZsUBPs75ktzafCqtVbye+R5f5X7DL1LnMDp+RMBuQiOECCwSroXP0TSN7WW7+TRnJYX1xe7jyaG9uKD/eQyPGeL3o7OnQ60pxbrpfRxZ66B5iUHMIZhHX4Bx6Nkohp5V3+qrvlifS12ja+Lswllp6BQFFD2mIbMwDpyMbddqbNs+A1sDjsNbcRzehiF9Cuaxl6ALi/Vy67ueoigMiUlncPTANj+/JQ1lvLD7DZIPrw3In18hROCRcC18hqZpZFYe4JPslRyuzXMfj7fE8ov+gTfypTbWNC8FtxbUlrWqTZgyzsM0ch6KKdi7DQwgVXVWVm10bRgzvH80Q/tFtzmvGMyYR52PacgsbNs+w7brK3Dacez/EUfWeozDzsE0+hfogsK80fxupSgKo+KGMyJ2aJt3no7UFfL0jpdIDe/DhWlzSY8KrHeehBCBQ8K18AnZVYf4JOdLDlTluI/1pJrN06HZGrHt+BLbji/BYXUdVPQYh8x0rVUdHOnV9gWij344iM2uogALZx0/FCrmEMwTf4Vx+Gxsmz/Cvu87UB3Yd67EnvkdppHzMGXMQTEGdV/jvUSn6JiQOIax8SPbzJk4WJPLv7c+y+CogVyQdh79wr0/Z0IIITxJwrXwqrzaAj7N+ZJdPXy1gVOhOe2ta1U3tU6GNaRNxDxuAbqIBC+2LnAVltfz/fZCACYPT6R3/Mk3TNGFRBE04xpMI5rXyD64CeyN2Da9j333akxjLsQ4eBaKvud/f+t1eqYnT2Ji4li+P/IzKw+vod7eQGblATI3HWBE7DB+0X+OV1f7EUIIT+r5r+zCJxXXl/DpcdbJnZkylSBDz93x7liaquLI+hnrpvfR6lqXd9OnDHetPBEbGJuU+Kr3vslG1TQMeh2XTO9/Wo/VRfbCMvsWnCU5rsmoBXvRGmuw/vgath0rMY9fgCFtIkoAlDuZ9EbO6TODqUkT2qxTv6NsNzvL9jSvUz+H+OCeX58uhOjZJFyLblXeWOne4U1rnpxn0psCcoc3TdNw5m7HuuE91Mp893FdXH/MExdiSBrixdYJgAP5VWw9UAbAuWNTiInoXDmHPr4/wb+4E0f+LtcyimWH0WpLaVrzDLrtX2Aefyn63hkBMdEvyBDEvNRzmZ4ymdWHv3XvsLqpeBtbSnYE5A6rQoieRcK16BbV1lpWHl7DD0fW4dRck/MMip7pyZOZ0+8swk09f6JXC03TcObtwLr5Q9TS1nWBdRGJmCZciqHf2IAIWb5O0zTeWetaSzwkyMD5U878HQRDynD0yUNx5GzCuvG/aDXFqOW5NH75MLqEAZjHXow+eVhA/P8PNYZw8YD5nNV7Gl8eWsOPBetxak5+LNjA+qItzEiezJy+ZxFmOnkZjhBC+BIJ16JL1dsbWJ37Ld/k/YBNdS1jplN0TEocx7zUc4gOivJyC7uPpmk483e6QnVJ68RNJSQK09iLMaZPQwmgiZu+bsv+MrKP1ABw/uR+hAQZPXJfRdFhTJuAIXUM9szvsG3+CK2xGrU4i8bPH0SfMBDT2IvRJw8NiJAdYQ7nskEXc26fGXx+cDXrizbjUB2syfueHwrWc3bv6ZzTe0ZAvaslhPBvEq5Fl2hyNLE270dW535Lk7PJfXxcwijOT51NfHCcF1vXvTRNw3lktytUH7WrohIciWnU+RgHz5S1qn2MU1X577fZAMSEmzlnrOc3g1F0BkxDz8aYPhX7nrXYtn+O1liDs/gAjZ8/gD4x3RWykwJjXegYSzSLh/6K2X1n8unBr9hasgOb08aXh77mu/yfmN1nFjN7T8Wsl58VIYRvk3AtPMrutDevCLCWOnu9+3hG7FAu6H9eQK0I4ArVe7Bu/qBtqLZEuEL1kFkSqn3U99sLKapoAODi6f0xGrruHQXFYMY0Yi7GoWe5VovZ9jlaUy3Oov00fnY/+l6DMI29OGBq8BNDErhh+JXk1R7hk5yV7C7PpMHRyEc5X7Am/3vm9j2HqckTA2olISGEf1E0TdO83YieqrS09uQXeZHBoCMqKoTKynocDvWM7uVUnawr3MTnh1ZTZa12H0+PGsCF/c8jNaJnr3hxdF/a7U6cBXuxbf4QZ9F+9zWKJRzTyPMxDp2FEkCroZwuT35fdkaTzcFdz6yjpt5GSlwo/3vteHS67hs51uxW7Hu+xrb9izZLMup7DcY07hIMvQad0n283Y+eklV1kE9yviSrqnV+QpQ5kvNTZzMhcUy3rIHfU/rSF0hfeob0o+e09KUnSbjuQoEQrlVNZXPxdj49uIqyxtZl5FLD+3BB/7kMig6MXdha+rJk1yYaN7yPs3Cf+5wSFIZp1PzmrcolVJ+Mt39pfPzDQT78wRXklv9qJMP7x3R7GwA0exO23V9j3/4FmrXOfVyfNMQVshPTT/h4b/ejJ2maRmbFAT7O+YLc2iPu4wnBcZyfOofR8RlduntrT+pLb5O+9AzpR8/pinAt76uJTtE0jR1le/g0ZyUF9UXu40khiVyYNpfhMYFRJ9rCXpBJwWcf0XR4t/uYEhSGaeQ8jEPPQTFKqPYHNfU2vtjg2uZ8SN8ohqVGn+QRXUcxBrm2VB96NrbdX2Pb8QVY63EW7KXx473ok4e5VhdJHOi1NnYXRVEYEpPO4OiBbC/bzSc5KymqL6a4oZQXdr9O8uFeXNh/LsNiBgfU644QwjdJuBanRdM09lVm8XHOlxyuyXMfj7fEcn7/OYyJH9GlI0i+xlG4z1X+UbDXfUwxh2IcOQ/TsHMCYpvrnuTjHw9itbmWilx4VppPBDXFZME8+heYhp2DbddX2HaudIXsI7tpOLLbtdnQ2IvRJ/T8d4kURWFU3HBGxA5lY9FWPj/4FWVNFRypK+SpHS/SP6IvF/SfS3pUmrebKoQIYBKuxSnLqT7MJ9lfsr8q230syhzJ/NRzmZg4tltqH32Fo+gAts0f4Dyyx31MZwnFNGIehiFno5hk2TB/U1zRwLfbCgCYODSBfonhXm5RW4rJgnnMhZiGn+sK2TtWgq0BZ/4uGvJ3uUL2uEvQx/f8YKlTdEzsNZaxCSP5uXAjXxz8mmpbDTnVh/n31mcYHDWQC9Pm0je8t7ebKoQIQBKuxQnZVQd7yjP5sWADu8sz3cfDjKGc1+9spiVNxKj3zPq//sBZnIV10wc4j7SWf2AOIWjkPBJnXER1gyb1b37qv9/l4FQ19DqFBTNOb5vz7qSYgjGPuQjTsHNbR7Jtja0hu/cIzGMvxpDU80eyDToD05MnMzFxHN8d+YlVh9dSb28gs/IAmZsOkBE7lKlJExgSnY5BVhcRQnQTebUR7aiaSlZVDhuLtrG1dCeNjkb3OYshiHP7zGJWylSCAmhynrMk2xWq83e1HjQFYxpxHqbhszEGh6IzB0ND/fFvInxWdkE1mzJLADh7TApxkb7/zoNiDsE89mJMw2dj27kK285VYG/EmbeDhrwd2PuOJPjsK8DS85e/NOmNnNtnJlOTJrI273u+zv2OJqeVnWV72Fm2hxBDMKPjMxiXMJq0yH4BVbomhOh+slpIF/Kn1ULsdif5dQVsLNrK5pLtbZbTAwg3hTGl13jO6TODYGOwl1rc/ZwlOVg3f4gzb0frQZMFU8ZcTBmzUUyuvpCZ257T3X2paRr3vbGV/XlVWMx67r1xMmHB/rf+uGatx7bjS2y7vgJ768ZNxn6jMY65CH1sP+81rpvV2etZffhb1hVuotZe1+ZclDmScQmjGJ84mqSQxFOqq5efb8+RvvQM6UfPkaX4/Iw/hGursYHV+35ifcEWihtK2pwP0psZFZfB+MTRpEelBdRoj7P0oCtU525vPWi0YMqYgyljDoq57Q+ivNB5Tnf35basMh57z/XH0y9n9uf8yf26/Gt2Ja2pzhWyd69uE7INfUe7dnyM7dlrzh/NqTrZV5nFpuJtbCvdidVpa3O+V0gC4xNGMy5hFDGW468MIz/fniN96RnSj54j4drP+Gq4rrXVsbl4O5tKtnGw+nCbcwZFz7DYIYxLGMXwmCGYAqieGsBZeqg5VG9rPWgMwjR8NqYRc9uF6hbyQuc53dmXqqpx9wsbOFJWT1SYmX8tmYTZ2DMm5urs9Sj7VlO14XNwWN3HDf3GYhp7EfqYPl5sXfezOW3sLNvLxuKt7Cnfh1NztjnfP6If4xNGMSZ+JKEm+eO5q0hfeob0o+fIOtei05ocTWwv3c3G4q3sq8xC1Vp/GBUUBkb2Z3ziaEbFDQ+oso8WzrLD2DZ/iOPw1taDLaE64zyUoFDvNU50mR93FnKkzFUnf9G01B4TrAF0ljCizroSbdC5NG75DNvur8FhxXFoM45Dm10he9zF6KMDY0UNk97E2ISRjE0YSb29ga0lO9hUvI0DVTkA5FQfIqf6EO8e+Jgh0emMTxjNiLhhmPX+VyIkhPAuCdc9mEN1sLdiPxuLtrKjbA921d7mfJ+wZGb2n8SwiKGEGcK81ErvcpbnukL1oS2tBw3m1pFqCdU9ltXu5IPvXcEqKTaEqRmJXm5R19BZwjBP/BXGEXOxbf8C+56vwWFrDdmp41zlItEp3m5qtwkxBjMteRLTkidR2VTFpuJtbCzeypG6QlRNZXd5JrvLMzHpjIyIG8akpDFMiRjj7WYLIfyElIV0IW+UhaiaSnbVITYWb2VryQ4ajlrpAyA2KJrxia4aw5SIXgH7tpKzPK85VG9uPWgwYxp2DsaR89AFnd4fG/IWned0V19+9vMh/vutK1wvu3QEowbEdtnX8obj9aPaWINt++fYd68Bdw2ygqH/eFe5SFSydxrsAwrqithUvI1NxVspb6pscy7MFMKY+BGMjR9NakSfgJqD4knyWukZ0o+eIzXXfqa7wrWmaRypK2z+pbCNSmtVm/NhxlDGJIxkfMJo+oX3ds+OD8QfTmdFvitUH9zUetBgwjj0HEwj56GzdG7jkEDsy67SHX1Z22Djrmd+ptHqJL13JHdeMdondmP0pJP1o9pQ1TySvQacLe9qKRjSJmAacxH6qKTubbAP0TSNgzWH2Vi0lS0lO6izt11iMzooyrXiSMJokkJ75jseXUVeKz1D+tFzJFz7ma4O1+WNFWxsHmUprC9uc86sNzEqLoNxCaMYFDWgw90TA+mH01l5BNvmj3DkbASav+X1JozDzsY0cn6nQ3WLQOrLrtYdffnm6gN8tSkPgL9cNZa0pIgu+TredKr9qDZUYdv2Gfa9a8HpaD6qYBgwEfOYi9BF9vx1sk/EqTrZX53FtoqdbMzf1m7FkeTQXoxLGMW4hFFEB0V5qZX+Q14rPUP60XNkQqOg1lbH1pIdbCzeSs4xK33oFT1DYwYxPmE0GbFDMMlEHJyVBdi2fIQjewOtodqIcejZrpHq4EhvNk94QWlVI2u25AMwblBcjwzWp0MXHEnQlEWYRs53hezMb8DpwJG1Dkf2egxpk5pDdmCO0Op1ejLihjAjfRxFpRVsLdrlWnGkYj+qpnKkrpAjdYV8lP0FaRGpjE8czej4DEKNnv1lLYTwHxKu/UCTw8qOst1sKt7G3uYX9KMNjOzPuIRRjI4fQUgArvTREWdVAbbNH+PIXk9rqDZgHHIWplHnS6gOYB8ctc35L2emebs5PkMXEkXQ1CsxjTof29ZPsWd+C6oDR9bPOLLXYRgwGfOYC9FFBGbIBjAbzIxLHM24xNHU2erZUrKDTcVbya4+BEB29UGyqw/y7v6PGBqTzriE0YyIHSoDHUIEGAnXPsqpOl0rfRRvZUfpbmzHrPSRHNrLvflBVFCkdxrpYzTVibNgL/Z9P+DIWQ/aMaF65Hx0IfK2bSA7VFTDuj2uEqqZo5JIiJY/Ro+lC4kiaNpiV8je9in2zO9cIfvATziy1mFIm4hx0HT0vQaj6AJ3Ul+oKYQZKZOZkTKZ8sYKNhdvZ2PxVgrqi3BqTnaW7WVn2V5MehMjY4czPnE0g49ToieE6FkkXPsQVVPJqT7MpuJtbCnZTr29oc35mKAoxjUHaplE46JpGmpxFvbsdThyNqI11rSe1BkwDpmJadQvJFQLNE3j3bXZAJhNei6cmurlFvk2XWg0QdOuah3J3vcdqE7XSHbWzyiWCAxpEzCmTUQXn9bjJoSejhhLNHP6ncWcfmdxpK6QjUVb3ZPLbU4bG4u3sLF4C6HGEMYmjGRcwmhSw/sEdJ8J0ZPJhMYudKoTGgvqithY7Hoxrjhm+adQYwhj4kcyPnEUqeF9Pfpi7K8TIjRNQ63Iw5G1Dnv2erS68rYXmIIxDpyMaeT56EKPv6WxJ/lrX/qirurLXTnlPPyOazv7i6elcuG0nh2uPd2Pam2ZqyY7ax3Y2y7xqYTFYUybiGHApB65XnZn+rJlsGRj8Va2Fu+g3nHsYEk04xNGMT5xNIkhCV3RbJ8kr5WeIf3oObJaiJ85Xrh2qk7y6wrIrDjApuJtFNQXtTnvehtxWPPbiAO77G1Ef/vhVKuLXSPUWetRqwranjSYMPQdjTFtEvrew1G6edt2f+tLX9YVfalqGve8uJG8kjrCQ0zce+Mkgkw9+427rvqe1Bw2HHk7cWSvw3F421HL+LnoolIwDJjoGtEOj/fY1/WmM+3Lk23olRKaxNiEkQyOHkhKaFKPXkNbXis9Q/rRc2S1ED/lVJ3k1R3hQGUOB6pyyK46SJPT2uYanaJjaPQgxieMIkO23HVT6ytxZK/Hnr0etfRg25M6PfqU4RgHTMbQdxSKMcg7jRQ+b93uIvJK6gDXNuc9PVh3JcVgwpg6FmPqWDRbI47DW7FnrcOZvxs0J2plPraN+dg2/hddfH+MaZMwpE0I6EnEBp2BjNihZMQOdU9Q31i8lcyKA6iaSn5dAfl1BXyU/QUWQxBpEakMjOrPwMj+pIQmSZ22EH5GfsN0oVWH13KgMofs6oPt1kYFUFBIjejL+ITRjIkfQahJlm4C0JrqsOdsxJG9DmfhftyrfQCgoE8a7JpUlTpOticXJ2V3OPngO9dOjInRwUwfEdjrNnuSYrJgHDgF48ApqE21OHI24she7/65VUtysJbkYF33JvpegzEMmOT6uTUH7mtdkMHMhMQxTEgcQ62tji0lO9hYtJVDNbloaDQ6mthVvpdd5Xtd1+vNpEWmMjCyPwOj+tM7NFnCthA+TsJ1F/oo+4s2nyso9A5LYmBkGgOj+pMWkUqw0eKl1vkWzd6E49AW7NnrcebtAs3Z5rwurj/GARMx9J8gkxPFafl68xHKa1zvFP1yZhoGfc99y92bdEFhmIaejWno2ah1FThy1mPPWo9adgg0DWfBXpwFe7H+8Ar6lAyMAyZh6DsaxWj2dtO9JswUysyUKcxMmUK9vYGsqoNkVeVwoDKb/LpCNDSanFZ2l2eyuzwTcG0QdvTIdp+wFAnbQvgYCdddSEGhT1gKA6JSSY9MIy2yHxaDhOkWmtOOI28Hjqz1zbWbbUf3dVHJrhHqAZN6TO2m6F71TXY++/kQAAOSIxiTHuvdBgUIXWg0phHzMI2Yh1pVhD17PY7sdahVhaA6ceZuw5m7rXmuxBiMAyaiT8lA0Qfur6QQYzAj44YxMm4YAA32BrKrD7G/MpusqhzyagvQ0LA6beyp2Meein2Aa45OWkS/5pHtNPpK2BbC62RCYxfKLSzFYvDdOmBvTIhwr0WdtR7HoU1gO3bVgVhXjeaAieije3dLmzxBJpd4jif78p21WXy5PheAP105hoEpkR5ooX/wte9JTdNQy3PdcyjarfJjDsGYOhZD2iSfW0PbF/qywd5IdvVBDlTlcKAyh7zaI2i0//Vt0hnpH9GveWQ7jb7hKRh0vvNHiy/0ZU8g/eg5MqHRz/hysO5OJ1yLGlAs4Rj6T3CNUAf4ernCc8qrm1i9ybXN+eiBsQEVrH2RoijoY/uij+2LacKlOIuzXWtm52xEa6oFaz32zO+wZ36HEhyJof9412tCXH95TQCCjRb3pEiARkcj2VWHXGG7yhW2VU3FptrJrDxAZuUBAIw6I/0j+rrLEfuG98boQ2FbiJ5IfsJEl3CtRZ2PI3sd9qx1HaxFbcGYOs41SpU0GEXexhQe9uH3OTicKoqCbHPuYxRFhyFxIIbEgWhTFuE8ssf1x/fBLWBvRGuowr7rK+y7vjpqDe3J6KOTvd10n2ExWBgeO4ThsUMAaHI0kV19mAPNZSSHa/NRNRW7amdfZRb7KrPgIBh1BlLD+7prtvuF98HYzUuXCtHTSbgWHqXWlGDPWueqr6w8Zi1qvQlD31EYBkzC0Duj29eiFoEjt7iWn3a51o+fMTKJpNjAXZ3C1yk6PYbeGRh6Z6BNszXPw1iHI3c7OO1otaXYtn2Kbdun6KJTMKRNal5DO87bTfcpQYYghsUMYljMIACaHFZyqg+5y0gO1+Y1h20H+6uy2V/l2q3UoDOQGt7HXbOdKmFbiDPm9+E6MzOThx9+mM2bN+NwOMjIyGDZsmVMmDDhhI/76aefWLFiBXv27MFsNjNgwABuvPFGZs6c6b5m8eLFbNiwocPHL126lDvuuMOjz8Vfudai3oA9e137tagVPfrew49aGUBKZUTXe+/bbDTAZNRxUQ/fibEnca2hPQ5j6jjXGtotKwjl7wJNRa3Ix1bxHraN76GLT3O9rvQfH9BraB9PkMHM0JhBDG0O21anzRW2m/dbOFyTh1Nz4lAd7tISDq3GoOjpF9EctiPTSI3oi0nCthCnxa/DdW5uLosWLaJ///48+OCDBAUF8fLLL3Pdddfx+uuvM3LkyA4ft2bNGn77298yY8YMVqxYgaZpvPTSSyxZsoRHH32UefPmua8dNmwY99xzT7t7xMcH9uoVWlMd9oObcGStw1m4j3ZrUfca1LqmraxFLbrRwcIaduVUADBnfB8iQwN3qTd/ppgsGNOnYkyfeswa2q5VMtSSbKwl2Vh/fgN90pDWte8DeA3tEzHrTQyJTmdIdDoANqeNnOrD7pHtQzW5rrCtOZuXBDzIF3yNQdHTN7w3A6PSGBjZn/4RfTHJJmdCnJBfrxZy11138eWXX7JmzRqio6MBsNlszJkzh379+vHSSy91+LgLLrgAm83Gp59+itHo+ou8sbGRWbNmkZaWxhtvvAG4Rq4BXn311U6173jbn/uK051trNmbWndj63At6tTW3dgCbC1qmbntOWfal6+u3MfarUcwGXQ8fMs0goP8egyh03rq92TrGtrrUMsOtz2p02PoPQJD2kSPrqHdU/vyaDanjYPVuc2j2Nkcqs7FccxrPIBe0dMnLIXeYUkkhfYiJbQXvUISCTKcWl8HQl92B+lHz5HVQo6iaRqrV69mypQp7mANYDKZmDNnDq+++io1NTWEh4e3e9xvf/tboqOj3cEawGKx0LdvX4qKirrtOfg6TVNRK47gLNqPs2AvjtwdHaxFndRaAxmR4KWWCuFidzhZv6cYgLGD4gI2WPdk7dfQXocjax1qdRGoThyHt+I4vBUMZgx9RqJPGow+MR1dVBKK4jvL+/kak97EoOgBDIoeAIDNaedQTXPYrszmYE0uDtWBU3NysOYwB2ta/7BRUIi1RJMc2uuo/5KICYqSlV5EQPLb3zwFBQXU1tYycODAducGDhyIqqrs37+fcePGtTmnKArz589v9xi73c7hw4cZMmSIx9qo0ynodL77wqJv3qmu5aPmsOEoOYijcD+Owv04iw6g2RraPU4XFotpwCSMAyehj+ktL56070vReWfSl5v2ldBgdQAwc1QyBkPg/v8IiO/J2CRMsQvQJlyCs+wwtgPrsGWtQ6urAIcVR84GHDmueTOKOcS1QkmvdAy90tHHp57ypOqA6MtjGAxmhsYNZGic63es3WnnYHUu+yuzOVidS35tIVXWagA0NEobyyltLGdb6S73PYL0ZpLDXKPbKWFJJIf1ok+Ea8WXQOrLrhCI35NdpSv60G/DdXm5a2m3qKj25Qctx1quORUrVqygqqqKK664os3xyspK7rrrLtatW0dZWRl9+/bliiuuYNGiRSe9Z3R0iE8HT2djHQ0HNmPP20NTXibWwixwOjq81hidhKX/KEKHTcOcnO7Tz8ubwsNlB05P6Uxf/rzbNWodHx3M5FEpPv3HbXcJmO/J6GGQPgxNuxZr/j7qdv9AQ842HJWudyM1az32w9uwH94GgKI3Yk4aQFDvIQT1HoI5ZRD6oBO/NRwwfXkc8bGRTGSE+/Naax2Hq46QW32EQ1X55FYdIa+6ALvq+j3S5LSSXXWI7KpDbe6TEBpH38hk+kWm0CfC9TE2JBqdvLNw2gL9e9JX+W24ttlc5QkmU/uJFS3lHk1NTad0r7feeotnn32WBQsWMGfOnDbn8vPzmTNnDg899BA1NTW89dZb/N///R9NTU1cf/31J7xvRUW9T/1yV2vLcRTuax6ZPoCzIh862OELRYc+rh+GXgMxJKZj6DUIXbCrvKYRaKxqP5od6PR6HeHhFmpqGnE6pf7tTHS2L8urm9i2vxSAKcMSqK4O7O/TgP6eDO2DfuIVhE28ArWhyv1unKNwP86yw6BpaE47TXl7acrb2/wgBX1MCoZeg9yj27pQV8lhQPflCSkkm1JIjkthctxEAJyqk5KGMvJrC8ivKyS/toAjtYVUNo9yAxTXlVJcV8qG/G3uYx2NcieH9jrlWu5AI9+TntPSl57kt+HabHb9wNnt9nbnWoK3xXLyznr88cdZsWIFF1xwAX//+9/bnFuxYgUGg4HQ0NbVLmbNmsVll13GY489xmWXXdbm3LFUVUNVvTNfVNNU1MoCV710UXOJx7EbubQwmNAnDECfmO76L75/myXzVECVCROnxOlUZXKJh5xuX363vcD9p+LkYYny/6FZwH9PmsLR9R2Hqe84TIBma8RZko2z6IDrtbEkGxw2QMNZnoezPA/rrtUAKGGx6BMGYkoeRNCgUTj0kTjbz/ETbSjEBcURFxTH6LjWFbvq7PUU1BVR2FBEqa2U7PJcCuqKcJxklDvWEkNKaC/35Mnk0F5EB0XJKHezgP/59lF+G67j4lwbCFRUVLQ7V1ZW1uaa47n77rt56623uOGGG/j973/frtQhMjKy3WMUReGcc85h+/btZGVlMWrUqM49AQ/TnHacpYfahGk6qJcG13bj+oSBGJMHEZ0+knpTHE5NXqiE/9I0jR93FgIwuE8kcZHyVqnomGKyYEgZjiFlOACa6kAty207ENHkWulJqy3DUVuGI+tnGr511W3rElx12/rEdHSx/VD0fvtrtFuFGkNIj0pjaNxA9yoXVpud0sYyjtQVkl9XSEHzx6qjRrnLGssp66CWOyk0keTQJJKbPyaFJBBkkH0UhG/w21eFxMREoqKi2LdvX7tz+/btw2g0kp6eftzHP/LII7z99tv85S9/4aqrrurwGlVVUVUVg6FtN7WUm7SMnnuDZq3HWZzVOvpSmnPcemklPAF9YjqGxIHoE9NRIhJQFAWDQYc5KoSGynqQv3yFHzuQX01JZSMA00b08nJrhD9RdAb08f3Rx/eHEXPRNA21urD1tbVwP1qtq9xIs9bjzN2GM3eb68F6o+uxienoEweiTxiIYpI/7E6VXqcnMSSBxJAExiaMch+vtzdwpK6wzX+F9UVtarlzqg+TU912KcZYS0ybFUtSZJRbeInfhmuA8847jw8++IDS0lL3KHVDQwOrVq1ixowZhIR0PDll9erVPP300/z+978/brDOzc1l/vz5LF68mDvvvNN93Ol0snr1aiIjIxkwYIDnn9RxqHUV7lEVZ9F+1OPWSyvoYvq6XuibX/Bl9zLR0/2wwzVqHWTSM3ZQYG/wJM6MoijoI5PQRybBYNeOvTprNebaXKoP7MBesB+1Ihc0DZx2nIX73BvboCjoons3v/4Ocr3+Btia/54QYgwmPSqN9Kg09zGn6qS0sZwjdQUcqStyf6y0VrmvaRnl3n7UKLdZbyLWEkOcJYY4Syyxlujmz2OJCoqQ4C26hF+H65tuuokvv/ySpUuXcuutt2I0GnnuuedobGxk+fLlAGzYsIFrrrmGu+++m8suuwyHw8G9995LSkoKEydOZOfOne3uO2jQIPr06cPs2bN5+eWXMRgMTJkyhYaGBt544w3279/PP/7xjzbrZHuSpqmoVYU4C5vfpiw+gFZb1vHFBhP6+LTWkZP4NBk5EQGlyeZgY2YJABOGxGM26r3cItHT6EKiCE1JwZ44EodDddVtF2e1DniUZIPTDpqGWp6LWp6LfffXAChhca2vz4np6CJ7yWpLneAa5Y4nMSSesUdtqVBvb3CXk7R8PHqU2+q0uUe/291T0RNjiXKH7ThLDLGWaOIsscRYojHq/DoiCS/y6++chIQE3njjDR544AGWL1+OpmmMGjWKV155xT2qrGkaTqcTVXWVPRQVFZGXlwfAwoULO7zv119/TUpKCvfddx9Dhw7l3Xff5cUXX8RoNDJ06FCeeuopzj77bI89D83pQC1z1Us7Cl1hGmt9h9cqQWFHjUqno4vtgyIvACKAbcosxWp3zTKblpHk5daIQKCYLBh6Z2DonQEc/Rp+oLVu21rnOldbiqO2FMeBH12PNYe6XsNb6rZj+krd9hkIMQa7tmY/apRb1VRKGsqay0mKKWteg7ussZw6e+vvVqfmWtmkpKEMaFtiqqAQaY5oDtyuke/Y4Bj35xap7xYn4Nfbn/u6jrY/1xw21Ooi1MoC1Ip8nMUHcJbkuEY9OqCEx7vDtCExHSUi0WOjHrJ9qudIX3rO6fblva9vYX9eFYnRwfzzNxNlVLCZfE96zun2pevdx6K2kySb67bb0ZvQJ6Shj09DF52CLioZXUQCiqH9MrM9gbe/Lxsdjc1Bu4KyhnJKG8vcn1dZq9E6KrfsQKgxxB203WUnwa5/hxlDu/x1yNv92JPI9ud+xll2GLXyiCtIVx7BWVWAVlPiqtXriKKgi+7TPKLhmhwj9XpCHF9JZQP786oAmJrhuT88hTgTiqJDH5WEPioJhswCQK2vPCps70ctb54347ThLNiLs2Dv0TdwTUSPSnKF7agkdJFJrpKSHhq6u4vFYKFPWAp9wlLanbM77ZQ3VbjDdmvwLqe8sRKn1roOY529njp7PQdrctvd5+g672M/RgVFSp13AJBw3YUa3r/7xBcYg9DH9mt+i3CQ1EsLcZp+2OnafU9RYMpwWSVE+C5dSBS6tIkY01ybrWi2hmNWfDoEDqvrYk1Dqy7CUV0Eh7a03kRRUMLi24buqGR0kYkostnKGTPqje7VS46laiqVTVXubd5bJk+2fG5z2tzXnnqdd+skyzhLDDFB0Rj1XTOXS3QvCdfdwWhB1zyKcfQLohISLSNtQnSSqmr8tMv1y2t4agxRYRIuhP9QTMEYeo/A0Nu1nbimqWj1lagVR1CrjuCsKECtcr3zib15t2FNQ6spxlFTDIe3Hn03lPA4dJFH/55Jdo10G+XnwhN0io4YSzQxlmgGM7DNOU3TqLXXUdpwdOAuc5WenLDOu70wYyiR5nAigyKIMEcQZY4gss1/4bKetx+QcN2FLPN+1xyioyREC+Fhew9XUlHjGumTta2Fv1MUHUpoDLrQGOgzwn1c0zS0+gp3eaFaWYCzqgC14gjYG1uuQqspwVlT0roGt+uuKGGxzYM7R5WXRCW12YVXnBlFUQg3hRFuCiMtsl+786dT511rr6PWXkdeXcFxv16QPoiooAjiQqMJ1YcSYQp3B/GWjyHGYMkdXiThugu1zCQXQnjeD807MoYEGRg1INbLrRGiayiK0hq6j/qdomkaWkNVc+BuDt3N/8Z2VOiuLcVZW4ozd3vb+4bGuN9J1R890i2liR53OnXe1dYaKq1VzR+rqbJWu7eIb9HkbKKwvonC+uLjfk2DzkCkyTUCHtlu9DuCqKAIwoyh6HWydGlXkHAthPA7DU12tux3rb4waWgiRoNMEBKBRVEUlJAo16T35q3c4ejQXYDaPMKtVrmC99FLvGp15TjrynHm7eDotaqUkGh00cnNJSYtZYxJKKbgbnx2geNEdd7g+v9Z72igqskVtF3/1VBjr6HOWUtpbQWV1moaHU1tHudQHZQ1VVDWVHHcr62gEGEOJ8Ic3mH5SaQ5kkhzuNSBd4KEayGE39mwtwR78/JTUhIiRKu2oXuY+7imaWiN1W3KS1rCd8ua3ABafQXO+gqceTvbh+6jykp0YbHoQmNQQmNkBZMupCgKocYQQo0hpIS1ruN/7FJ8TQ4r1dZqKq3V7lHvls9bQnmtra7NvTU097nD5B23DSHG4Laj3s3lJ+GmUMJMoYQaXR9NEsLdJFwLIfxOS0lISlwIfRJCvdwaIXyfoigowZHogiMheaj7uKZpaE21bcpLWj5qTa17NbhDd/6u9ve2hLtLV5Tm0K0LjUUJaz5m9uwawqK9IIOZIEM8CSHxx73GoTqottY2B+oqqqw1R42GV1PZVE21rQZVa7tudr29gXp7Q4ernxzNrDcRZgojrDlsh5lCCDOGEtocwluPhxJiDO7RSxJKuBZC+JWCsnpyCmoAmJYhW0kLcSYURUGxhKOzhEPSkDbn1MaaduUlauURtMaaNtdpjTVojTWopQc7/iJGC7ow1yi3ITwOJb4XNkM4WnC0a+TbEiE/x93AoDMQY4kixnL8/TNUTaXWVt9u1LulHKXKWkVVUzU2tf3Gd1anDWvzEoUno+AakQ8zNYfv5n+HmcLcoTzsqJFxs97kV98jEq6FEH6lZdRar1OYNDzRy60RoufSuUP34DbHNVsDam05Wl0Zam05al0ZWl25+9ix4Rt7I2pFPlTk4wSsx34hvaF55Lu51CSseeQ7NMYVykOiUHQSV7qDTtERYQ4jwhxGH9pPwATXux1NziZqbXXU2uqptdW6Vjlp+dxeR52t5fM66h0N7e+B5l4ZhfoOvsgxjDpju9HvsOZQfuzIeKgxxOsTNeW7VQjhN5yqys+7XBvHjEiLITxYaj2F6G6KKRh9TDDE9O7wvOawodVVoNaVodaVo9U2f2z+T62rgKNLD5wOtOpinNXFODu6oaKgBEehC4ttV37iLj2RTXS6jaIoWAwWLAYL8cFxJ73eqTqps9e7wra9NXS3fF53VCivtdViP2Z1FAC7aqeiqZKKpspTamOIMbg1bDeXoYQYggk2Wpo/BhNiDCbYYCHCEkoUsv25ECJA7cypoLretROaTGQUwjcpBhNKZCK6yPbvLBkMOiIjgqjIz8dWVdo84t088n1UEMd5VNlB81rfzvoTrHwRFNYauENj2gbx4AjXeVl2ziv0Or17VZKT0TQNq9N6VNhuDt8dhPJaWx319oY264S3aKkTL2ooOaU2vnPZU6f9vE5EwrUQwm/8uMNVEhIebCSjf4yXWyOE6AxFp0cXFovBEt3h+ZZJlq0j3mXNJSeuEhS1thxsbUsNtKZa18TM49V9o6BYwlyTLy0Rro/BEegsEa7w3fy5YolACQpF6cGT7XyZoigEGYIIMgQRx8lf41VNpd7eQK2tjhpbbXMQr283Ml7vaKDB3njcMO5pEq6FEH6htsHGtizXlsGThydi0MsvPyF6opZJlljC0cf37/AazdboqvWubQ3cLeFbqy1Ha6w+9hHuiZeQf5IG6Fwj3cGtwVtnaQ7ewW2DOeYQv5po19PoFJ27/jqJk8/BUTUVq9NKvb2RBnsD9Y4GmpyNJ33c6ZJwLYTwC+t2F+NUXSMO0zKkJESIQKaYLOije0P0Ceq+6ytQ6yqaQ3U1WkM1amO16/OG6tawfczSc2iq6/rGajjZwhc6fetoeHAEuqP+3TJCrmsO5JhkS3Jv0yk6d704ze+cGLpgEzIJ10IIv9CySkhqrzCS42RtayHE8SkGE0pEIrqIE49mapqK1lTXHL5r3KFabTg2hFejNdbCsSUFqhOtvhKt3jXRrsMJmS30hubAHeEO3O6R8JZAbg5FMYegBIXICil+TP7PCSF83uGiWvJKXLuLyai1EMJTFEXnLkGh4xJwN011umq7jwrc6lGBXDs6kFvr2t/A6WhdMeVUGmcMag7aoUeFbtdHR3AYtdHR2JxGNEMwBIW0XiMTN71OwrUQwue1jFob9DomDE3wcmuEEIFI0elRgiMhOPKk12qqA62xtjV0N1SjHlWeojWXp6gN1e0mZ7rZm9DsTWh1HdemHLdS2GRpF8YVc6hrNLzNv12hnaAQFFMIik7msXiKhGshhE+zO1TW7XatbT0mPZaQIKOXWySEECem6AwoIVEQcvzdEFtoDptrRLyxxlWiYq1v/Wita/tvaz001aPZ6kE7zqoXtkY0WyNabenpNdoUfFQYPzaYtw/pmIJRTBYUvbwmH0vCtRDCp23PKqO+ybWpgKxtLYToaRSDCSU0BkJPfXlRvR4iLAqVxSU46mvbhvBjwrjWdFQwtzbQrm68ha0BzdZw+gvV6Q0opmAwWlxh22RxfW4KQmkJ4CZL8/mjPje1fo7B3KMme0q4FkL4tJaSkKgwM0P7nqQoUgghAoCi6NBbQtBHKGghJ98lsYWmqq4Q3WEY7yiY17nqx20nWK7O6XCtutJY0/kVpBXlqHAefFT4PurzduH9mM+NFp8pbfFIuLbb7RgMhh71V4cQwvsqa63szHHVG07NSESnk9cYIYToLEWngyBXmQcRp/44TXU2j3wfFcDtzeUntobWUpSjP7e3HsPWcPwyFnCdc4+cn2z9wxMwmDseOTcGuSaIGsyuj0Zz8zEzmtkCUVM6/zU7akZnH1hSUsLjjz/ON998Q1lZGS+//DLjx48H4PHHH+fiiy8mJSXFYw0VQgSen3cXuV+Pp8oqIUII4RVK83reWE6+hXlHNE0Dh80VnpvDtmZvavu57ejPGzsM7zjtJ/5CDiuaw4rWUHVa7Ysf5QPhuqSkhIULF1JcXExwcLCr05pVVFTwxBNP8O677/L222+TmHjyHXOEEOJYmqbxQ/N25+kpESREBXu5RUIIITpDURQwmlGM5lOa5Hk8mtPhCttHBXNX+D7O580BHbsVzd7UvAKLFZw2Dz679joVrp9++mmqqqp4+OGHmTx5MpMnT3afi46O5oUXXuCmm27iqaee4p577vFYY4UQgSPrSDVFFa4lqqbKREYhhAh4it5wRiPoLTRVdY1y25vQq54P2p0K19999x0LFy5k/vz51NbWtjs/efJkFi5cyOrVq8+4gUKIwPT9dteotdmoZ/zgeC+3RgghRE+h6HTuCZH6Ltj+vFN3LC4uZvjw4Se8ZtiwYZSUlHSqUUKIwNZkc7jXth43OI4gkyxsJIQQwj90KlybzWasVusJr6msrMRisXSqUUKIwPbzzkKabE5AtjsXQgjhXzoVrocMGcJnn3123PMVFRW89tprDBkypNMNE0IErtUbcgGIj7SQ3jvSu40RQgghTkOn3mtdtGgRt99+O8uWLePCCy8E4NChQzQ2NrJp0ybee+89Kisr+cMf/uDRxgoher7SqkZ2ZJUBrrWtZf18IYQQ/qRT4Xru3LncfPPNPPnkk3z11VcA/O1vfwNcy2cpisLNN9/Meeed57mWCiECQsvyewowZbiUhAghhPAvnZ4ldOuttzJ//nw++eQTsrKyqK+vJzQ0lPT0dObPn09aWpon2ymECACqpvH99gIAhqZGExMR5OUWCSGEEKfnjKbgp6Wlcfvtt3uoKUKIQLc/t4qy6iYApo9M8nJrhBBCiNPn+cX9hBCik37Y6SoJCQkyMG5QnJdbI4QQQpy+To1cn+oqIIqisGfPns58CSFEgGm0Oti0z7U2/vTRKZiMehwO1cutEkIIIU5Pp8J1eHh4hzP4rVYrjY2NAKSnp2M0Gs+sdUKIgLExswSb3RWmzx3f28utEUIIITqnU+F6/fr1xz1XXFzMCy+8wJYtW3jxxRc73TAhRGBpKQlJig0hvU8UVVUNXm6REEIIcfo8XnOdkJDAn/70J1JSUnjggQc8fXshRA9UVNFAVn41ANNH9pK1rYUQQvitLpvQOG3aNNauXdtVtxdC9CA/No9a6xSFqbLduRBCCD/WZeG6qamJioqKrrq9W2ZmJkuWLGHs2LGMHDmSK6+8kg0bNnjscfn5+dxxxx1MnDiRjIwMFixYwKpVq7riqQgRkFRV46ddRQBk9I8mMtTs5RYJIYQQnefxcN3Y2MjmzZt58cUXiY+P9/Tt28jNzWXRokVUVlby4IMP8vTTTxMaGsp1113H9u3bz/hx1dXVXHHFFezZs4d77rmHF154gUGDBrFs2TIJ2EJ4yO5DFVTWWgGYNkJGrYUQQvi3LluKT9M07rrrrs7c/pQ9+eSTOJ1OnnnmGaKjowEYO3Ysc+bM4ZFHHuGll146o8e98sorlJSU8MknnzBw4EAAxo0bR3Z2Ng8++CBz5szp0ucnRCBo2e481GJk5IBYL7dGCCGEODOdCte9eh1/dMloNBIfH8/cuXO54oorOt2wk9E0jdWrVzNlyhR3QAYwmUzMmTOHV199lZqaGsLDwzv9uK+++opBgwa5gzW41u4+//zz+de//sW+ffsYNGhQlz1HIXq6ukY7Ww+UAjBpWAIGvexrJYQQwr91KlyvWbPG0+04bQUFBdTW1rYJvi0GDhyIqqrs37+fcePGdepxo0aNIicnh7lz53Z4HcDevXslXAtxBtbvKcbh1ACYJhMZhRBC9ACdCte+oLy8HICoqKh251qOtVzTmcfV1NRgt9tPeN3JJmzqdAo6ne8uKaZvHiXUy2jhGZO+7Jwfd7lKQvomhtE/OQKQvvQU6UfPkb70HOlLz5B+9Jyu6MNTCtcffvhhp7/AxRdf3OnHnojNZgNc5RzHatkZsqmpqdOPs1qtnbr/0aKjQ/xivd7wcIu3m9BjSF+eukOFNRwqrAXgvEn9iIoKaXNe+tIzpB89R/rSc6QvPUP60TedUri+6667TjskapqGoihdFq7NZtdyXXa7vd25lgBtsbT/pjvVx3X2/kerqKj3+ZHr8HALNTWNOJ2qt5vj16QvT9+n32cDYNArjOwfRWVlPSB96SnSj54jfek50peeIf3oOS196UmnFK5vvvlmnxuBjYuLAzouzSgrK2tzTWceFxERgclkOu37H01VNVRVO+E1vsDpVHE45IfTE6QvT43DqfJT88YxowbEYjEZ2vWb9KVnSD96jvSl50hfeob0o286pXB96623nvaNGxoaaGxsPO3HnarExESioqLYt29fu3P79u3DaDSSnp7e6cfp9XoGDhx43OsAhg0b5oFnIkTg2ZFdTm2D610hWdtaCCFET9JllfCrV69mwYIFXXV7AM477zx++uknSktL3ccaGhpYtWoVM2bMICQk5IweN3fuXPbv309mZqb7OlVV+eSTTxg8eDCpqald9MyE6Nla1raOCDUxLDX6JFcLIYQQ/qPTq4U0NTXx1VdfceTIERwOR5tzVquVVatWUVNTc8YNPJGbbrqJL7/8kqVLl3LrrbdiNBp57rnnaGxsZPny5QBs2LCBa665hrvvvpvLLrvslB8HcOWVV/Lee+9x66238vvf/57IyEjeeustsrOz+c9//tOlz02Inqq63saObNeqPVOGJ6LXyWx3IYQQPUenwnVxcTGLFi3iyJEj7omLQLt/d9VkxhYJCQm88cYbPPDAAyxfvhxN0xg1ahSvvPIKAwYMcLfD6XSiquppPQ4gODiYV199lfvvv5+//e1vNDY2MnToUJ555hkmT57cpc9NiJ7q511FqJqsbS2EEKJnUjRNO+0Zd3/605/46KOPuOSSS+jbty8PP/wwixcvJiYmhp9++ol9+/Zx3333MWvWrC5osv8oLa31dhNOyGDQERUVQmVlvUyIOEPSl6dG0zT+9vwGjpTVk5Yczl8Wj2t3jfSlZ0g/eo70pedIX3qG9KPntPSlJ3Xq/diffvqJK664gn/+859cfvnlAMyZM4elS5fyyiuv8Mc//pH/+7//o6SkxKONFUL4t0NFtRwpcy25J6PWQggheqJOhevy8nJGjBgB4C4DcTqd7vO//OUvGT9+PI888ogHmiiE6ClaJjKaDDomDEnwcmuEEEIIz+tUuDYaje5JjMHBweh0unbrQU+ePJkff/zxzFsohOgR7A4n6/cUAzB2UBwWc6fnUwshhBA+q1PhOjU1lZUrV7puoNMRHR3NmjVr2lxTVlZGba1v1xwLIbrPlv1lNFhdf5RPlZIQIYQQPVSnho7mzZvHQw89xI033sgzzzzD1KlT+fjjjwkODmb69Onk5+fz7LPP0r9/f0+3Vwjhp35o3pExJjyIwX2jvNwaIYQQomt0Klxfe+21ZGVl0dDQAMCyZcv48ccfeeedd3j33XfRNA2DwcCyZcs82lghhH+qqGliz0FX6djUjER0zXM1hBBCiJ6mU+H60KFD3Hfffe666+TkZD7++GPef/998vLyiIuLY968eaSlpXm0sUII//TTriJa1vyUkhAhhBA9WafC9S9+8QsyMjK45JJLOP/884mIiCA6OpobbrjB0+0TQvg5TdPcJSGD+0QSF2nxcouEEEKIrtOpCY3jxo1j165d/P3vf2f69OncdtttfPvtt212QRRCCIAD+dWUVDYCMmothBCi5+vUyPVrr71GcXExn3zyCZ9++ikrV65k1apVxMTEcMEFF3DJJZeQnp7u6bYKIfxQy6h1kEnPuEHxXm6NEEII0bU6NXINkJCQwA033MCHH37I559/ztKlSwkJCeHFF1/koosuYsGCBbz22muebKsQws9YbU42Zrp2ah0/OB6zSe/lFgkhhBBdq9Ph+mj9+/fntttuY+XKlbz33nssWbKEkpIS/vWvf3ni9kIIP7VpXwlWm2v31mkjpCRECCFEz+fRLdK2bt3KypUr+fbbbykrK0Ovl1EqIQJZy3bnCdHBDEiO8HJrhBBCiK53xuF6x44dfPHFF3z55ZcUFRWhaRoDBgxg+fLlXHjhhZ5ooxDCD5VUNbIvrwqAaRmJKLK2tRBCiADQqXC9Z88evvjiC7744guOHDmCpmnExsZy1VVXcdFFFzF06FBPt1MI4Wd+bB61VhSYMlxKQoQQQgSGToXrBQsWABAUFMT8+fO56KKLmDZtGjqdR0q4hRB+TtU0ftrlCtfDUqOJCjN7uUVCCCFE9+hUuJ44cSIXX3wxc+bMISQkxNNtEkL4ub2HKymvsQIwTda2FkIIEUA6Fa5ffvllT7dDCNGDtJSEhAQZGD0w1sutEUIIIbqP1HEIITyqocnO5v2lAEwcmoDRIKsGCSGECBwSroUQHrVhbwl2hwrI2tZCCCECj4RrIYRHtWx3nhIXQt+EMC+3RgghhOheEq6FEB5TUFZPTkEN4JrIKGtbCyGECDQSroUQHtMyaq3XKUwanujl1gghhBDdT8K1EMIjnKrKz7uKABiRFkN4sMnLLRJCCCG6n4RrIYRH7MypoLreBshERiGEEIFLwrUQwiNa1rYODzaS0T/Gy60RQgghvEPCtRDijNU22NiWVQbA5OGJGPTy0iKEECIwyW9AIcQZW7e7GKeqATBVtjsXQggRwCRcCyHOWMsqIf0Sw0iJC/Vya4QQQgjvkXAthDgjh4tqySupA2QioxBCCCHhWghxRlpGrQ16HROHJni5NUIIIYR3SbgWQnSa3aGybrdrbesx6bGEBBm93CIhhBDCuyRcCyE6bXtWGfVNDsC13bkQQggR6CRcCyE6raUkJCrMzNB+0V5ujRBCCOF9Eq6FEJ1SVWdlZ045AFOGJ6LTKV5ukRBCCOF9Eq6FEJ3y864iNNfS1lISIoQQQjSTcC2EOG2aprlLQgamRJAQHezlFgkhhBC+QcK1EOK05RTUUFjeAMiotRBCCHE0CddCiNPWMmptMuoYNzjey60RQgghfIfB2w04E06nk2effZYPPviAgoICYmJimD9/PrfddhtBQUEnfGxtbS1PPvkkn376KZWVlSQlJTFjxgxuvvlmoqKiAFi/fj1XXXXVce+xe/duDAa/7kIhTpvV7mTD3mIAxg+Kx2KWnwEhhBCihV//VvzHP/7BO++8wy233MKECRM4cOAA999/P4cOHeKpp5467uPsdjs33HAD2dnZLFu2jCFDhrBr1y4ee+wxNmzYwAcffIBer3dff8899zBs2LB295FgLQLRlv2lNFqdgGx3LoQQQhzLb9NhXl4eb775Jtdddx2//e1vARg7diyqqnLPPfewadMmxo0b1+Fj16xZw7Zt27j33nu55JJLABg/fjx2u52HHnqIDRs2MHnyZPf1qampZGRkdP2TEsIP/LDDVRISFxlEeu9I7zZGCCGE8DF+W3P99ddfo2kaF1xwQZvj559/PoqisHr16uM+dsCAAfzzn/9k9uzZbY4PHjwYgMLCQs83WIgeoKy6kczDlQBMzeiFosja1kIIIcTR/Hbket++fSiKQlpaWpvjERERxMfHs3fv3uM+Ni0trd3jAHJycgDo06ePZxsrRA/x084iNEABpg6XkhAhhBDiWH4brsvLywkNDcVkMrU7FxUVRUVFxWndr7i4mKeffprBgwczduzYNue++OIL7r//fnJycjAajUyePJnly5fTt2/fE95Tp1N8etc6vV7X5qPovEDoS1XT+HFXEQBDU6NJiOmata0DoS+7g/Sj50hfeo70pWdIP3pOV/Shz4Vru91Obm7uCa8JCwvDarV2GKwBjEYj1dXVp/w1y8vLWbp0KTabjQceeKDdW92ZmZksWbKEuLg4duzYwRNPPMHWrVv57LPPCAsLO+59o6ND/OJt8/Bwi7eb0GP05L7cmVVGaVUjAHOnpBIVFdKlX68n92V3kn70HOlLz5G+9AzpR9/kc+G6uLiY+fPnn/CaSy65hKCgIOx2e4fnbTbbSZfia5Gbm8sNN9xAZWUl//nPf0hPT3efGz16ND/88AMxMTHodK6/bMaMGUNqaipLlizh+eef5/bbbz/uvSsq6n1+5Do83EJNTSNOp+rt5vi1QOjLz35wlU0Fmw0MSQmnsrK+S75OIPRld5B+9BzpS8+RvvQM6UfPaelLT/K5cJ2SksK+fftOet1f/vIXamtrsdls7Uawy8vL3ZMTTyQzM5PrrruOoKAg3nzzTQYMGNDmvMlkIi4urt3jpk+fTlBQEDt37jzh/VVVQ1W1k7bD25xOFYdDfjg9oaf2ZaPVwcZM19rWE4bEo1OULn+ePbUvu5v0o+dIX3qO9KVnSD/6Jr8t1hkyZAiapnHgwIE2x8vKyigrK+twXeqjHTlyhBtuuIGYmJgOg3ULm83W7pjD4cBut2M2mzv/BITwI19tysNmd72AT5W1rYUQQojj8ttwPXv2bAwGAx999FGb4y2fz5s377iPdTqdLFu2DJPJxIsvvkhCQkKH1/35z39mwoQJ7SZHfv311zidTiZMmHCGz0II31dTb+OL9a55EEP6RtG/V7iXWySEEEL4Lp8rCzlVCQkJXHfddTz//PNERUUxYcIEdu/ezWOPPcaCBQsYMmSI+9qrr76agwcP8t133wHwwQcfsGvXLpYvX05hYWG7da2joqJISUlh0aJFfP7551x77bXceOONxMXFsX37dp566inS0tJYuHBhtz5nIbzhkx8PYbW5dmRceFaaX0zSFUIIIbzFb8M1wPLly4mIiOCdd97hiSeeID4+nuuvv969Y2MLVVVxOp3uzzdt2gTAww8/zMMPP9zuvpdccgn33nsvw4YN44033uCxxx7j7rvvpqGhgfj4eC655BJuueUWQkK6drUEIbytuLKBb7YdAVy11v0SZdRaCCGEOBFF0zTfn3Hnp0pLa73dhBMyGHRERYVQWVkvEyLOUE/tyyc/3MWmzBL0OoV/LplEfGTXL/vUU/uyu0k/eo70pedIX3qG9KPntPSlJ/ltzbUQomvlFNSwKbMEgLNGJ3dLsBZCCCH8nYRrIUQ7mqbx7tosACxmPb+Y2s+7DRJCCCH8hIRrIUQ7O7LL2ZdXBcC8iX0JD+54N1QhhBBCtCXhWgjRhqpqvPdtNgCRoSZmj+/t5RYJIYQQ/kPCtRCijR93FXKk1LW1+cXT+2M26r3cIiGEEMJ/SLgWQrhZ7U4+/P4gAL1igpmakejlFgkhhBD+RcK1EMJt9aY8KmutACycNQC9Tl4ihBBCiNMhvzmFEADUNdr5fJ1rm/P0lAhGDojxcouEEEII/yPhWggBwKc/HaLR6gBg4VkDZJtzIYQQohMkXAshKK1qZM2WfADGDoojLTnCyy0SQggh/JOEayEEH3yXg8OpoVMUfjkzzdvNEUIIIfyWhGshAtzholrW7SkGYOboJBKjg73cIiGEEMJ/SbgWIsC9+41rm3OzSc+FU1O93BohhBDCv0m4FiKA7TpYzp5DlQDMndCHiBDZ5lwIIYQ4ExKuhQhQqqbx3lrXNufhISbOmyDbnAshhBBnSsK1EAFq/e5ickvqALhoaj+CTAYvt0gIIYTwfxKuhQhAdoeT979zjVonRAczfWSSl1skhBBC9AwSroUIQF9vPkJ5jWub80tn9segl5cCIYQQwhPkN6oQAaa+yc5nPx8CIC05nDHpcd5tkBBCCNGDSLgWIsB8/vNh6puatzmfJducCyGEEJ4k4VqIAFJe3cRXm1zbnI8aEEt670jvNkgIIYToYSRcCxFAPvw+B4dTRVHg0lmyzbkQQgjhaRKuhQgQeSV1/LSrCIDpI5JIig3xcouEEEKInkfCtRAB4r1vstEAk0HHRdNkm3MhhBCiK0i4FiIA7D1cyc6ccgDmTOhNVJjZyy0SQggheiYJ10L0cKqm8e7aLABCLUbmTezr5RYJIYQQPZeEayF6uE2ZJRwqqgXgwqn9sJhlm3MhhBCiq0i4FqIHczhV/vuta5vz+EgLs0Yne7lFQgghRM8m4VqIHmzt1iOUVjUBsEC2ORdCCCG6nPymFaKHarQ6+OTHQwD0Swxj3OB47zZICCGECAASroXoob5Yf5i6RjsAC88agE62ORdCCCG6nIRrIXqgylorqzbkATAiLYYhfaO83CIhhBAiMEi4FqIH+uiHHGwOFQW4dKZscy6EEEJ0FwnXQvQwR8rq+X5HIQBTMhJJiQ/1couEEEKIwCHhWoge5r/fZKNpYDTouGR6f283RwghhAgoEq6F6EH251WxLasMgHPHphAdHuTlFgkhhBCBRcK1ED2EdtQ25yFBBs6fLNucCyGEEN1NwrUQPcSW/9/encdHVd/7H39PdrIQhpAEMOwCCUsQwSjK5lWoBCmC4XpblGikKBYuFtuKRbFQH/2B2mslUixKq9dLo4Agtm4VUBQFFLWAyBJZwxaykZ3MZOb8/ohJjdkGOMmZIa/n49FHm3O+M+eTT8Ocd07O93wP5ujQqSJJ0q3Xd1doSKDFFQEA0PoQroHLQKXLrbUfVi1zHtU2RP9xdZzFFQEA0DoFWF3AxXK5XFqxYoXWr1+vU6dOKSoqSsnJyZozZ45CQhq+z3THjh2aNm1ag/v37t2rgICASzoG0NI+3nVK2QXlkqTJI3sqMIDfmwEAsILPhusnnnhCq1ev1qxZs5SUlKTMzEw9+eSTOnr0qJYvX97k6xcuXKj+/fvX2V4drM04BtASzjsqteG7Zc67xoTr2v6x1hYEAEAr5pPhOisrSxkZGUpLS9PMmTMlSUOGDJHb7dbChQu1c+dODR06tNH36NGjhwYOHNisxwBawnufZamo1CGJZc4BALCaT/7teNOmTTIMQxMmTKi1ffz48bLZbNq4caNPHAO4VIWlDr2747gkqX93u/r3aG9xRQAAtG4+Ga4PHDggm82mXr1qL+scGRmpmJgY7du3zyeOAVyqN7ceUYXTJUlKGX2lxdUAAACfvC0kLy9P4eHhCgoKqrPPbrcrPz+/yfd455139OSTT+rw4cMKDAzUsGHDNHfuXHXr1s20Y/j52eTn571/ovf396v137h4VvTydF6ptvzrlCTp+gEd1SsussWO3Zz4uTQHfTQPvTQPvTQHfTRPc/TQq8K10+nU8ePHGx0TERGhioqKekOvJAUGBqqwsLDJY+3fv18zZsxQdHS0du/erWXLlumrr77SW2+9Zdox2rcPk80H7n9t27aN1SVcNlqyl8+/uVduw1CAv5/SJg6U3R7aYsduCfxcmoM+modemodemoM+eievCtfZ2dlKTk5udMykSZMUEhIip9NZ736Hw9HoY/IGDx6srVu3KioqSn5+Vb+tXH311erRo4dmzJihlStX6sEHH7ykY1TLzy/1+ivXbdu2UVFRuVwut9Xl+LSW7uW3Jwr16e7TkqSbh8YpyGaooKC02Y/bEvi5NAd9NA+9NA+9NAd9NE91L83kVeE6Li5OBw4caHLc/PnzVVxcLIfDUefqcl5enuLj4xt8bVBQkKKjo+tsHzFihEJCQrRnzx5JUocOHS76GNXcbkNut9HkOKu5XG5VVvKP0wwt0UvDMPTqxoOSpDbBAUq+rttl+f8fP5fmoI/moZfmoZfmoI/eySdv1klISJBhGMrMzKy1PTc3V7m5ufU+v/r7HA5HnW2VlZVyOp0KDg425RhAc9n1bZ4Onqi6LWn8sG4Kb8My5wAAeAufDNdjxoxRQECANmzYUGt79dfjxo1r8LW/+c1vlJSUVGdC4qZNm+RyuZSUlHTJxwCai8vt1poPv5Uk2SOCdfMQljkHAMCbeNVtIZ6KjY1VWlqaVq5cKbvdrqSkJO3du1dLly7V5MmTlZCQUDM2NTVVR44c0UcffSRJmjp1qt5++23dc889uu+++xQdHa1du3Zp+fLl6tWrl6ZMmXLBxwBayid7zuh0Xpkk6bYRPRQU6G9xRQAA4Pt8MlxL0ty5cxUZGanVq1dr2bJliomJ0b333luzmmI1t9stl8tV83X//v31t7/9TUuXLtXjjz+usrIyxcTEaNKkSZo1a5bCwsIu+BhAS6hwuvTGx4clSVdEh+mGAZ0srggAAPyQzTAM759x56NycoqtLqFRAQF+stvDVFBQyoSIS9QSvfzHp0e17qOqcP3glEQl9urQLMexGj+X5qCP5qGX5qGX5qCP5qnupZl88p5roLUpKnPo7e3HJEnxXdtpYM8oiysCAAD1IVwDPuAfnxzVeUfV7U1TbrzSJxYnAgCgNSJcA17u7LlyffDVSUnSNfEx6tGprcUVAQCAhhCuAS+3bsshudyG/P1sun1UT6vLAQAAjSBcA17syOkifbbvrCRp9OArFGMPtbgiAADQGMI14KUMw9DaDw9JkkKC/DXhhu7WFgQAAJpEuAa81NdH8rXvWIEkady1XdU2NMjiigAAQFMI14AXcrsNrfmgapnzyPAgjb2mq8UVAQAATxCuAS+0be8ZncgplSTdNryHgoNY5hwAAF9AuAa8jLPSpfXfLXPeKSpUwxNZ5hwAAF9BuAa8zMYvTii/qEKSlDKql/z9+GcKAICv4KwNeJGScqfe+rRqmfMr4yJ1Ve8OFlcEAAAuBOEa8CJvbTuqsopKSdJ/jmaZcwAAfA3hGvASuYXl2vTFCUnSkD7RujIu0uKKAADAhSJcA15i/UdHVOky5GezaTLLnAMA4JMI14AXOJ5drO17z0iSRl7VWZ2iwiyuCAAAXAzCNeAF1n54SIak4EB/TWSZcwAAfBbhGrDY3qP5+vpIviTpR0ldFBkebHFFAADgYhGuAQu5jX8vc942NFA/SmKZcwAAfBnhGrDQZ99k63h2iSTpx8N7qE1wgMUVAQCAS0G4BixS4XRp3UdVy5zH2tto5KDOFlcEAAAuFZfJAAucK6lQ+uu7lVt4XpJ0+6heCvDnd10AAHwd4RpoYcezi7X09d3KL6qQJF3XL1ZD+kZbXBUAADAD4RpoQf/6Nld/fnOvKhwuSdKt13fXbSN6sMw5AACXCcI10AIMw9D7O0/otc2ZMgwpwN+mu8fF6/oBnawuDQAAmIhwDTSzSpdbf9uYqQ+/OilJCm8TqFmTB6pPl3bWFgYAAExHuAaaUdl5p5a/8bX2Hi2QJHWKCtWclETF2EMtrgwAADQHwjXQTM6eK9eza3bpdF6ZJCmhm10/nzRAoSGBFlcGAACaC+EaaAaZJ84p/fU9Kil3SpJGXdVZU8f04XF7AABc5gjXgMm27T2jv769T5UuQzZJ//kfV2rsNV14IggAAK0A4Rowidtt6PUPD2nD1iOSpOBAf9334/66qncHiysDAAAthXANmMDhdOmp/9uprbtOSZLsEcGak5KorrERFlcGAABaEuEauESFpQ49t263Dp0skiR17xih/05JVLvwYIsrAwAALY1wDVyCE2dL9OzaXcr7binzofHRund8PwUH+ltcGQAAsALhGrhIuw/l6fkNX+v8d0uZp/xHb906rKvcLsPiygAAgFUI18BF2LgzSxmbqpYy9/ez6Z7kBE28sbcKCkrlFuEaAIDWinANXACX262MjZna/GXVUuZhIQGaNXmg+veMsrgyAADgDQjXgIfKzlfq+Te/1teH8yVJse1D9WBKomLbs5Q5AACoQrgGPJB7rlzPrt2tk7mlkqT4ru30wKSBCm/DUuYAAODffDpcu1wurVixQuvXr9epU6cUFRWl5ORkzZkzRyEhIQ2+bt68eVq/fn2D+2fNmqXZs2dr3bp1euSRR+odExsbq48++uiSvwd4v29PFuq513erqKxqKfMRiZ1014/6spQ5AACow6fD9RNPPKHVq1dr1qxZSkpKUmZmpp588kkdPXpUy5cvb/B1s2bN0tSpU+ts//rrr/Xb3/5WgwYNqrV9+fLlio6OrrUtMJArlq3B9m/O6C9v7Velyy2bpJQbe+mWpK4sZQ4AAOrls+E6KytLGRkZSktL08yZMyVJQ4YMkdvt1sKFC7Vz504NHTq03tfGxcUpLi6u1rbq140ePVojR46sta9Pnz51xuPyZhiG3vzkaM1S5kGBfpoxob+u7hPdxCsBAEBr5rN/1960aZMMw9CECRNqbR8/frxsNps2btx4Qe+3evVq7d+/v8HbQNB6OCtdeuHv39QE63bhQXpk6hCCNQAAaJLPXrk+cOCAbDabevXqVWt7ZGSkYmJitG/fPo/fq6KiQunp6UpJSVH37t1NrhS+pKjUoefW7dG3JwslSV1jwzUnZZDsESxlDgAAmuaz4TovL0/h4eEKCgqqs89utys/P9/j91q7dq3OnTun6dOn17t/1apV2rp1q44fP67w8HCNGjVKDz30kKKiGn+2sZ+fTX5+3ntvrv93E/L8mZgnSTqZU6I/vPov5RaelyQN6Rut+ycOUHBQ00uZ00vz0Etz0Efz0Evz0Etz0EfzNEcPvS5cO51OHT9+vNExERERqqioqDdYS1WTDQsLCz06XmVlpVauXKnk5OQG76s+cuSI5s6dq4iICG3fvl0rVqzQN998o7Vr1yogoOEWtm8f5hMT39q2bWN1CZb7cv9ZLXllp8rOV0qSJo++Uqnj+13wL0f00jz00hz00Tz00jz00hz00Tt5XbjOzs5WcnJyo2MmTZqkkJAQOZ3Oevc7HI5GH8X3fdu3b9fJkyf1u9/9rs6+5ORkjRw5Uh06dKjZNnToUNntdi1atEjr16/XlClTGnzv/PxSr79y3bZtGxUVlcvlcltdjmU27szS/713UG7DkL+fTanj4jV68BUqLCzz+D3opXnopTnoo3nopXnopTnoo3mqe2kmrwvXcXFxOnDgQJPj5s+fr+LiYjkcjjpXsPPy8hQfH+/R8d5//32FhobqmmuuqbMvJCSk3pA+ZswYLVq0SHv27Gk0XLvdhtxuw6M6rORyuVVZ2fr+cbrdhl7dlKmNX5yQJIUGB+jnkwYooXv7i+5Ha+1lc6CX5qCP5qGX5qGX5qCP3slnb9ZJSEiQYRjKzMystT03N1e5ubnq379/k+9hGIY2bdqkYcOGNXiLicPhqLOtoqJCkhQczCQ3X1VeUamlr++uCdYx9jaaP22IErq3t7gyAADgy3w2XI8ZM0YBAQHasGFDre3VX48bN67J9zhx4oRycnI0YMCAevenpqZq7NixNWG62nvvvSdJSkpKupjSYbG8wvP6f//3hXYfypMk9enSTo9OG6pOUWEWVwYAAHyd190W4qnY2FilpaVp5cqVstvtSkpK0t69e7V06VJNnjxZCQkJNWNTU1N15MiROsuVHzlS9RzjhiYypqWl6f7779f06dOVmpqq8PBwbd++XS+++KKSkpJ00003Nd83iGZx6FSh0l/fo6LSqr9I3DCwo1JviWcpcwAAYAqfDdeSNHfuXEVGRmr16tVatmyZYmJidO+999as2FjN7XbL5XLVeX1RUZEkKSys/iuWo0aN0l//+lf96U9/0q9+9Ss5nU5dccUVNcfw8yOQ+ZLP9mVr5Vv75Pzu/rTbR/VU8nXdfOKJLgAAwDfYDMPw/hl3Pionp9jqEhoVEOAnuz1MBQWll/WECMMw9I9Pj2r9x98tZR7gp+m39tPQ+BjTjtFaetkS6KU56KN56KV56KU56KN5qntp6nua+m6Al3FWuvXSO/u1be8ZSVJkWJD+OyVRPTq1tbgyAABwOSJc47JVXFa1lHnmiaoFhbrEhGtOSqLat/XsGegAAAAXinCNy9LpvFL9cc0u5ZyrWsp8UK8o3Texv0KC+JEHAADNh6SBy87eo/n60/qvVV5RtZT52Gu66D9vvNKrV8sEAACXB8I1LgvOSpe+OJijrbtPa9/RAhmS/Gw23Tm2j0YPvsLq8gAAQCtBuIZPO3amWB/vPqXte7NV9t2VaklqExygB24boP49WHERAAC0HMI1fE5JuVM7vsnWx7tO6fjZklr7OkSGaPjAThoxqLPsESxPDwAAWhbhGj7BbRjad7RAH+8+pS8P5qrS9e/negb4+2lo32gNT+yk+G52+bEoDAAAsAjhGl4tt7BcW3ef1id7ziiv6Hytfd1iIzRiUCdd2y9WYSGBFlUIAADwb4RreB1npUtfHszVx7tP1UxOrBYWEqDr+nfUiMRO6hobYVmNAAAA9SFcw2scO1OsrbtPa/s3Z1R6/t+TE22S+vVorxGJnTS4dwcFBvhbVyQAAEAjCNewVOl5p7bvzdbHu0/peHbtyYlRbUM0IrGTrh/YUR0i21hUIQAAgOcI12hxbsPQvmMF+nhX/ZMTh/SN1ggmJwIAAB9EuEaLyS0s1yd7zmjr7tP1Tk4cnthJ1/VnciIAAPBdhGs0q+rJiVt3n9I3TE4EAACXOcI1msXx7GJ9vKuByYnd7RoxqDOTEwEAwGWHcA3TNDU5cXhiJ93A5EQAAHAZI1zjklRPTty6+7S+OJBT7+TE4YmdlMDkRAAA0AoQrnFR8grPa+ue0/VOTuwaG64RiZ11bb9YhbdhciIAAGg9CNfwmLPSpa8yc/XxrgYmJ/brqOGJndStI5MTAQBA60S4RoNcbrdO55bpWHaxDp0q0uf7suudnDg8sbOu7sPkRAAAAMI1JFVdlT6RU6pj2cU6fqZYx7JLdCKnRM5Kd52xTE4EAACoH+G6FSqvqFTW2arwfLqgXAePFehUbqlcbqPB14S3Cax5hB6TEwEAAOpHuL7MlZQ7dTy7WMeyi3XsTLGOZ5coO79MDcdoyR4RrG6xEeoaG65uHSPULTZC9ohg2QjUAAAAjSJcX0bOlVTo2JmqIH08u0THzhTXeZLHD3XqEKYu0WHqElMVpLvGRqhtaFALVQwAAHB5IVz7IMMwlFt4vupK9NliHTtTomPZxSoqdTT4GptN6hwVpq6xEd9djQ5Xj86RuqJTpAoKSlVZz73VAAAAuDCEay/ndhs6k19W59aOsorKBl8T4G/TFdHh6hZbFaK7doxQXHS4ggNrP80jIMCvucsHAABoVQjXXqTS5dap3NJat3YcP1ssh7Phq8rBgf7qEhuubjER6tqxKlB37hCmAH+CMwAAQEsjXFvA5XarsMShvKLzyjpbUnVV+kyJTuaWqNLV8FTDsJCAqts6Yv8dpGPtofLzY6IhAACANyBcN6Pte8+ooLhC+cUVKiiuUEHxeeUXV6io1CGjscd1SIoMC6qZYNgttipIR0WG8MQOAAAAL0a4bkYr/v6NR+M6RIbUevRd19gItQsPbubqAAAAYDbCdTPz97PJHhGsdhHBah8RLHtEsOzhwbK3DZE9PFgdo0IV3ibQ6jIBAABgAsJ1M3pm9nBFhAaymiEAAEArQbhuRpFhLMYCAADQmvC8NgAAAMAkhGsAAADAJIRrAAAAwCSEawAAAMAkhGsAAADAJD4drisrK/U///M/io+P1y9+8QuPX1deXq4lS5Zo9OjRGjBggMaMGaPly5fL7XbXGudyubR8+XKNHTtWAwYM0KhRo7RkyRKdP3/e7G8FAAAAlwGffRTf6dOnNXfuXGVlZcloai3xH5gzZ44+//xz/fKXv1R8fLy+/PJLPfvss8rLy9Ojjz5aM+6JJ57Q6tWrNWvWLCUlJSkzM1NPPvmkjh49quXLl5v9LQEAAMDH+Wy4/vWvfy1/f3+tX79ew4cP9/h1O3bs0JYtW7RgwQJNnTpVkjRkyBCdO3dOf/nLX5SWlqbOnTsrKytLGRkZSktL08yZM2vGud1uLVy4UDt37tTQoUOb5XsDAACAb/LZ20LuuOMOvfTSS4qOjr6g173//vuy2WwaP358re0TJkyQ2+3Wpk2bJEmbNm2SYRiaMGFCrXHjx4+XzWbTxo0bL+0bAAAAwGXHZ69c33rrrRf1ugMHDigmJkbt2rWrtb1nz56y2Wzat29fzTibzaZevXrVGhcZGamYmJiacQAAAEA1nw3XFys/P192u73O9qCgIIWHhys/P1+SlJeXp/DwcAUF1V3C3G6314xrjJ+fTX5+tksvupn4+/vV+m9cPHppHnppDvpoHnppHnppDvponubooVeFa6fTqePHjzc6JiIiQjExMRd9jIqKCoWGhta7LzAwsOZJIBUVFfUG6+pxhYWFTR6rffsw2WzeG66rtW3bxuoSLhv00jz00hz00Tz00jz00hz00Tt5VbjOzs5WcnJyo2MmTZqkxYsXX/QxQkJC5HQ6693ncDgUEhJyQeMak59f6vVXrtu2baOionK5XO6mX4AG0Uvz0Etz0Efz0Evz0Etz0EfzVPfSTF4VruPi4nTgwIFmPUaHDh10+PDhOtvPnz+vkpKSmqviHTp0UHFxsRwOR50r2Hl5eYqPj2/yWG63Ibf7wh4TaAWXy63KSv5xmoFemodemoM+modemodemoM+eqdWd7NOQkKCzp49q4KCglrbDx48KEnq379/zTjDMJSZmVlrXG5urnJzc2vGAQAAANVaXbi+5ZZbZBiG3nzzzVrb33jjDQUGBurmm2+WJI0ZM0YBAQHasGFDrXHVX48bN65lCgYAAIDP8KrbQjzlcDjq3D5SVFSkPXv2SKp6mkdcXJykqpDcoUMHZWRkSJIGDRqk8ePH649//KMCAgIUHx+vbdu2KSMjQz//+c8VFRUlSYqNjVVaWppWrlwpu92upKQk7d27V0uXLtXkyZOVkJDQgt8xAAAAfIFPhuuzZ88qJSWl1ratW7dq69atkmpPenS5XHK5XLXGLl68WOnp6XrhhReUm5uruLg4zZs3T6mpqbXGzZ07V5GRkVq9erWWLVummJgY3XvvvTUrNgIAAADfZzMMw/tn3PmonJxiq0toVECAn+z2MBUUlDIh4hLRS/PQS3PQR/PQS/PQS3PQR/NU99JMre6eawAAAKC5EK4BAAAAkxCuAQAAAJMQrgEAAACTEK4BAAAAkxCuAQAAAJMQrgEAAACTEK4BAAAAkxCuAQAAAJMQrgEAAACTsPw5AAAAYBKuXAMAAAAmIVwDAAAAJiFcAwAAACYhXAMAAAAmIVwDAAAAJiFcAwAAACYhXLdSZWVlWrx4sUaOHKnExESNHz9er732mtVl+Ry32621a9cqJSVFQ4cO1aBBgzR58mStWbPG6tK83v79+3XLLbeob9++OnToUL37Z8yYoSFDhmjQoEG688479dlnn1lQqfdrqpeffvqpfvKTn2jQoEFKSkrST3/6U23ZssWCSr1fU738vs8//1zx8fG66667Wqg639FUHzkHea6xXnIO8pwnn4NmnXcI162Q2+3W/fffrzVr1mjmzJl68cUXlZiYqAULFmj9+vVWl+dTnn76ac2fP1+JiYlKT0/XsmXL1Lt3bz366KN64YUXrC7Pa61atUpTpkxRSUlJvfuPHz+uqVOnqqCgQE8//bSef/55hYeHKy0tTbt27Wrhar1bU73cvHmz7rnnHoWHhys9PV1PPfWUgoODNWPGDL3zzjstXK13a6qX3+dwOPTYY4+JpSLqaqqPnIM811QvOQd5xpPPQVPPOwZanb///e9Gnz59jLfffrvW9mnTphmPPfaYRVX5piFDhhh33HFHrW1ut9u46aabjB//+McWVeXdduzYYQwcONBYs2aNsXTpUqNPnz7Gt99+W2vMww8/bAwaNMjIy8ur2VZRUWGMGjXKSE1NbeGKvZcnvbz11luNsWPHGg6Ho2ZbWVmZkZSUZPzkJz9p6ZK9lie9/L5nnnnGGDZsmDF58mTjzjvvbMFKvZsnfeQc5BlPesk5yDOefA6aed7hynUr9MYbb6hjx4665ZZbam1/+eWXtWjRIouq8k1BQUEKDQ2ttc1msyk8PNyiirxfu3bt9OqrryolJaXe/YZhaOPGjbr++uvVvn37mu1BQUEaO3asduzYoaKiopYq16t50suZM2dq4cKFCgwMrNnepk0bdevWTWfOnGmpUr1eU738voMHD+rFF1/UQw89VOfff2vnSR85B3nGk15yDmqaJ5+DZp93CNet0K5du3T11VfLZrNZXYrPu+eee7Rt2zatXbtW5eXlKisrU0ZGhvbv36/U1FSry/NKffr0Ub9+/Rrcf+rUKRUXF6t379519vXu3Vtut1sHDx5szhJ9RlO9tNlsSk5O1nXXXVdru9Pp1LFjx9S1a9fmLtFnNNXLam63WwsWLNDgwYN1++23t0BlvsWTPnIO8ownveQc1DRPPgfNPu8EXHLV8ClFRUUqKipSx44dtWrVKv3v//6vTp48qZiYGN15551KTU2Vv7+/1WX6jJ/97GcKDQ3Vb3/7W82fP19S1W/DS5Ys0cSJEy2uzjfl5eVJkux2e5191duqx+DipKen69y5c/rpT39qdSk+JyMjQ3v37tWGDRusLsUncQ4yF+egi/f9z0GzzzuE61amrKxMkvTee++pS5cu+s1vfqOgoCD94x//0JIlS5Sbm6tf//rXFlfpO7Zs2aIlS5Zo3LhxmjhxopxOp9544w0tWLBAdrtdI0eOtLpEn+NwOCRV/Tnuh6r/pHf+/PkWrely8uqrr2rFihWaPHmyxo4da3U5PuXMmTP6wx/+oBkzZqhnz55Wl+OTOAeZi3PQxfnh5+DOnTslmXfeIVy3MtVXBJxOp/785z8rJCREkjRs2DCdPXtWL7/8sqZPn17rniPUz+FwaP78+Ro8eLCeeuqpmu033nijbr/9di1atEgbN260sELfFBwcLKnqZ/SHqoN3mzZtWrSmy8Vzzz2n9PR0TZgwQb/73e+sLsfnLFy4UDExMbrvvvusLsVncQ4yD+egi1Pf56DZ5x3uuW5l2rVrJ39/f/Xv37/mQ63aDTfcoMrKSmVmZlpUnW85evSocnJyNGLEiDr7kpKSlJWVxe0LFyE6OlqSlJ+fX2dfbm5urTHw3OOPP6709HRNnz5dTz31lAICuLZyId577z198MEHeuSRR+R0OlVaWqrS0lK5XC65XC6VlpbWnITRMM5B5uEcdOEa+hw0+7zDp2srExgYqCuvvLLeHyCXy1UzBk2r/hNRZWVlnX3Vv/1ysr1wHTt2lN1u14EDB+rsO3DggAIDA9WnTx8LKvNdzzzzjF577TXNnz9f06ZNs7ocn/TBBx/IMAzNmDGj3v1XX321Zs2apdmzZ7dwZb6Fc5B5OAddmMY+B80+73DluhVKTk7Wnj176lwd2LJli9q0aaP4+HiLKvMtV155pUJCQvTJJ5/U2ffZZ58pOjpaHTt2tKAy3/ejH/1In376qXJycmq2lZWV6Z///KdGjhypsLAwC6vzLRs3btTzzz+vhx56iGB9Ce6//36tWrWqzn8SEhKUkJCgVatW8fQQD3EOMgfnIM958jlo5nmHK9et0J133qn169dr+vTpmjdvntq1a6c333xTO3bs0OzZs3luq4dCQ0P1s5/9TOnp6Xr44Yc1fvx4GYah9evX68CBA3r88cd51FQ9Tpw4oYKCAknS2bNnJUnffvttzUSnvn376oEHHtC7776r+++/X7Nnz1ZgYKBeeOEFlZeXa+7cuZbV7m086eXixYsVFxena6+9Vnv27KnzHn379q13Ek9r40kvu3fvXud1ERERkqShQ4e2TKFezpM+cg7yjCe95BzUtMrKSo8+B80879gMg7VbW6OcnBw9/fTT2rJli0pKStSjRw9NmzZNU6ZMsbo0n7NmzRqtWrVKhw8fls1mU+/evZWWlqbk5GSrS/NK8+bNa3SJ402bNikuLk6HDh3SU089pc8++0yGYeiqq67S3LlzNXDgwBas1rt50subbrqp0feo7ndr5+nP5Q/dddddkqRXXnml2WrzJZ72kXNQ0zztJeegxp04ccLjz0GzzjuEawAAAMAk3HMNAAAAmIRwDQAAAJiEcA0AAACYhHANAAAAmIRwDQAAAJiEcA0AAACYhHANAAAAmIRwDQAAAJiEcA0AAACYhHANAK2Yw+HQtGnTNHz4cJ0+fbrFj19cXKzx48fr1ltvVXFxcYsfHwDMRrgGgFZs8eLF+vzzz/XMM8+oU6dOLX78iIgIpaen68SJE/rVr37V4scHALMRrgGgldq2bZtWrVqllJQUXXPNNZbV0bNnT82ePVsffPCBXn/9dcvqAAAz2AzDMKwuAgDQ8iZOnKhDhw7pn//8pzp37mxpLQ6HQzfffLPcbrc2b96soKAgS+sBgIvFlWsA8HHz5s1T37599a9//UsPPvigBg8erOXLlzf6mh07dmj//v1KTk6uE6z79u2riRMnqrCwUI899piGDx+uAQMG6MYbb9Rzzz0nt9tdM3bdunXq27evXnrpJW3evFm33XabEhMTdcMNN+j3v/+9KisrdezYMT3wwANKSkpSUlKS7r77bh06dKjWMYOCgpSSkqKcnBy99dZb5jUHAFoY4RoALhMrVqxQeXm5Fi1apJEjRzY6dsuWLZKk0aNH17vf6XTqnnvuUWlpqR588EH98pe/lM1mU3p6ujIyMuqM/+qrr/T73/9et912m+bPn6/IyEi9/PLLevbZZ3X33XerW7dueuSRRzR69Ght27ZNc+bMqfMe1TW//fbbF/idA4D3CLC6AACAObKysrRu3ToFBgY2OfaTTz6RzWbTsGHD6t1/6NAhpaWl6eGHH67ZFh8fr9TUVL377ruaOnVqrfGbNm2qdXtJnz599F//9V9asWKFFixYUDN+0qRJ2r17tzIzM5WVlaUuXbrUvMfAgQMVGRmpL774Qm63W35+XP8B4Hv45AKAy0RycrJHwVqSjh49KrvdLrvd3uCYu+++u9bXV111lSQpOzu7ztjhw4fXur2kX79+kiQ/Pz+lpKTUGpuQkCBJOnv2bK3t/v7+6tq1q0pLS3Xu3DmPvg8A8DaEawC4THz/KnBjysrKdP78eUVFRTU4JjQ0VLGxsbW2hYSESJIqKyvrjL/iiitqfR0cHCxJioqKqvnfP9xX3/u0b99ekpSfn9/UtwEAXolwDQCXibCwMI/GVS/WEh4e3uCYC31aR0PjL/R9IiIiJElFRUUX9DoA8BaEawBoZaoDbElJicWV1FUd/Nu2bWtxJQBwcQjXANDKhIaGKiQkRHl5eVaXUkd1TdW3hwCAryFcA0Ar1L17dxUUFKigoMDqUmq4XC5lZWUpLCxM7dq1s7ocALgohGsAaIVuuOEGGYahbdu2WV1KjT179qiwsFBDhgzhMXwAfBafXgDQCo0aNUqS9OGHH1pbyPd89NFHkqoeKQgAvspmGIZhdREAgJY3ceJEHTp0qNbiL1ZxOBy6+eab5Xa7tXnz5gt+yggAeAuuXANAKzVv3jw5nU4tX77c6lL0yiuvKDs7W7/4xS8I1gB8GuEaAFqpYcOGaerUqVq7dq0+//xzy+o4cuSI0tPTdeONN+r222+3rA4AMAO3hQBAK+ZwODR9+nQdPnxYa9euVceOHVv0+CUlJbrjjjtks9mUkZFR8wxuAPBVhGsAAADAJNwWAgAAAJiEcA0AAACYhHANAAAAmIRwDQAAAJiEcA0AAACYhHANAAAAmIRwDQAAAJiEcA0AAACY5P8Db+6xhW5pY4YAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "line.mpl(xlim=[5e-9, 20e-9])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and we can choose what we want to plot:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "line.mpl(yaxis=[\"xval\", \"yval\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to all other plots, we can build interactive plots:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9699f752da994d9bbbd0f9cc90a644f1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(SelectionRangeSlider(continuous_update=False, description='r (nm):', index=(0, 24), optiā€¦" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@df.interact(xlim=line.slider(continuous_update=False), yaxis=line.selector())\n", "def myplot(xlim, yaxis):\n", " return line.mpl(figsize=(10, 6), yaxis=yaxis, marker=\"o\", xlim=xlim)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "0933290ace224febb718c8198ea50c95": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "0f5aad9401dc4469b0a250ca0320def4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "SelectMultipleModel", "state": { "_options_labels": [ "xval", "yval", "zval" ], "description": "y-axis:", "index": [ 0, 1, 2 ], "layout": "IPY_MODEL_96f5aa73bd9345238962272df0823b69", "rows": 3, "style": "IPY_MODEL_0933290ace224febb718c8198ea50c95" } }, "3bafcf31e5014a34b0c97ffd08c7eefa": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": {} }, "5fd010ab656c4f8eba2009fb4a8c8e27": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": {} }, "711396f2b58045eca4fcaa7c5fac46fc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "children": [ "IPY_MODEL_7cc422f363194fcc91d27a792a677b40", "IPY_MODEL_0f5aad9401dc4469b0a250ca0320def4", "IPY_MODEL_823491300b524b39acef49bf2d1b430c" ], "layout": "IPY_MODEL_d5f96f28036e4169a4d42144f1165cb3" } }, "7cc422f363194fcc91d27a792a677b40": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "SelectionRangeSliderModel", "state": { "_model_name": "SelectionRangeSliderModel", "_options_labels": [ "0.0", "1.04", "2.08", "3.12", "4.17", "5.21", "6.25", "7.29", "8.33", "9.37", "10.42", "11.46", "12.5", "13.54", "14.58", "15.62", "16.67", "17.71", "18.75", "19.79", "20.83", "21.87", "22.92", "23.96", "25.0" ], "_view_name": "SelectionRangeSliderView", "continuous_update": false, "description": "r (nm):", "index": [ 0, 24 ], "layout": "IPY_MODEL_5fd010ab656c4f8eba2009fb4a8c8e27", "style": "IPY_MODEL_c8f5daafee9c44eda86c5d3391c7b8e3" } }, "823491300b524b39acef49bf2d1b430c": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_3bafcf31e5014a34b0c97ffd08c7eefa", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": {}, "output_type": "display_data" } ] } }, "96f5aa73bd9345238962272df0823b69": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": {} }, "c8f5daafee9c44eda86c5d3391c7b8e3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "d5f96f28036e4169a4d42144f1165cb3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": {} } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }