From 8afb11c23528a5d91f38bcb743682c6d4eb3c72a Mon Sep 17 00:00:00 2001 From: Daniel Scheffler Date: Fri, 10 Aug 2018 14:02:50 +0200 Subject: [PATCH] Cleaned up. --- examples/notebooks/README.ipynb | 914 ----------------------- examples/notebooks/features_and_usage.md | 541 -------------- examples/notebooks/output_10_0.svg | 1 - examples/notebooks/output_14_0.png | Bin 77862 -> 0 bytes examples/notebooks/output_16_0.png | Bin 6451 -> 0 bytes examples/notebooks/output_20_1.png | Bin 9979 -> 0 bytes examples/notebooks/output_23_1.png | Bin 9199 -> 0 bytes examples/notebooks/output_27_1.png | Bin 8984 -> 0 bytes features_and_usage.rst | 569 -------------- output_10_0.svg | 1 - output_14_0.png | Bin 77862 -> 0 bytes output_16_0.png | Bin 6451 -> 0 bytes output_20_1.png | Bin 9979 -> 0 bytes output_23_1.png | Bin 9199 -> 0 bytes output_27_1.png | Bin 8984 -> 0 bytes 15 files changed, 2026 deletions(-) delete mode 100644 examples/notebooks/README.ipynb delete mode 100644 examples/notebooks/features_and_usage.md delete mode 100644 examples/notebooks/output_10_0.svg delete mode 100644 examples/notebooks/output_14_0.png delete mode 100644 examples/notebooks/output_16_0.png delete mode 100644 examples/notebooks/output_20_1.png delete mode 100644 examples/notebooks/output_23_1.png delete mode 100644 examples/notebooks/output_27_1.png delete mode 100644 features_and_usage.rst delete mode 100644 output_10_0.svg delete mode 100644 output_14_0.png delete mode 100644 output_16_0.png delete mode 100644 output_20_1.png delete mode 100644 output_23_1.png delete mode 100644 output_27_1.png diff --git a/examples/notebooks/README.ipynb b/examples/notebooks/README.ipynb deleted file mode 100644 index b22ccd5..0000000 --- a/examples/notebooks/README.ipynb +++ /dev/null @@ -1,914 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## create a GeoArray instance from a file on disk" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:17:10.941179Z", - "start_time": "2018-08-10T10:17:10.934056Z" - } - }, - "outputs": [], - "source": [ - "from geoarray import GeoArray\n", - "\n", - "gA = GeoArray('/path/to/your/image_file.bsq')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:11:24.329582Z", - "start_time": "2018-08-10T10:11:24.326615Z" - } - }, - "source": [ - "## OR create a GeoArray instance from a numpy array" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:13:26.632025Z", - "start_time": "2018-08-10T10:13:26.612694Z" - } - }, - "outputs": [], - "source": [ - "from geoarray import GeoArray\n", - "import numpy as np\n", - "\n", - "testarray = np.random.randint(1,10, (250, 250, 8))\n", - "\n", - "gA = GeoArray(testarray,\n", - " geotransform=[640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0], \n", - " projection='PROJCS[\"WGS 84 / UTM zone 32N\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AUTHORITY[\"EPSG\",\"4326\"]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"latitude_of_origin\",0],PARAMETER[\"central_meridian\",9],PARAMETER[\"scale_factor\",0.9996],PARAMETER[\"false_easting\",500000],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"Easting\",EAST],AXIS[\"Northing\",NORTH],AUTHORITY[\"EPSG\",\"32632\"]]')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## get some relevant metadata directly from the attributes of the GeoArray instance" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:03:22.432039Z", - "start_time": "2018-08-10T10:03:22.422883Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(250, 250, 8)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:03:33.947927Z", - "start_time": "2018-08-10T10:03:33.942985Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.geotransform" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:03:40.737738Z", - "start_time": "2018-08-10T10:03:40.733027Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "'PROJCS[\"WGS 84 / UTM zone 32N\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AUTHORITY[\"EPSG\",\"4326\"]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"latitude_of_origin\",0],PARAMETER[\"central_meridian\",9],PARAMETER[\"scale_factor\",0.9996],PARAMETER[\"false_easting\",500000],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"Easting\",EAST],AXIS[\"Northing\",NORTH],AUTHORITY[\"EPSG\",\"32632\"]]'" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.projection" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:04:03.918736Z", - "start_time": "2018-08-10T10:04:03.911490Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Metadata: \n", - "\n", - "{'band_names': ['Band 1',\n", - " 'Band 2',\n", - " 'Band 3',\n", - " 'Band 4',\n", - " 'Band 5',\n", - " 'Band 6',\n", - " 'Band 7',\n", - " 'Band 8'],\n", - " 'description': '/home/gfz-fe/scheffler/temp/Landsat-8__OLI_TIRS__LC81940242014072LGN00_L2B__250x250.bsq',\n", - " 'map_info': 'UTM, 1, 1, 640605, 5754285, 30, 30, 32, North,WGS-84'}" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.metadata" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:04:36.332514Z", - "start_time": "2018-08-10T10:04:36.325930Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "((640605.0, 5754285.0),\n", - " (648105.0, 5754285.0),\n", - " (648105.0, 5746785.0),\n", - " (640605.0, 5746785.0))" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.box.boxMapXY" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:14:37.971448Z", - "start_time": "2018-08-10T10:14:37.965800Z" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.footprint_poly" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### index the GeoArray instance just like a numpy array" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:05:06.837665Z", - "start_time": "2018-08-10T10:05:06.828257Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1465, 1473, 1501, 1485, 1494, 1496, 1480, 1494, 1459, 1440],\n", - " [1421, 1448, 1469, 1467, 1476, 1470, 1495, 1515, 1487, 1474],\n", - " [1402, 1408, 1399, 1397, 1417, 1420, 1439, 1439, 1443, 1464],\n", - " [1419, 1407, 1394, 1398, 1421, 1406, 1392, 1402, 1430, 1435],\n", - " [1415, 1409, 1405, 1414, 1415, 1403, 1395, 1413, 1426, 1424],\n", - " [1414, 1411, 1412, 1410, 1416, 1411, 1409, 1416, 1416, 1425],\n", - " [1415, 1426, 1433, 1433, 1430, 1424, 1413, 1419, 1429, 1438],\n", - " [1434, 1445, 1450, 1437, 1439, 1436, 1427, 1417, 1437, 1454],\n", - " [1441, 1437, 1442, 1435, 1425, 1439, 1436, 1417, 1433, 1431],\n", - " [1418, 1435, 1437, 1439, 1437, 1433, 1427, 1413, 1415, 1405]], dtype=int16)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA[:10, :10, 0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### visualize the data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:09:40.349349Z", - "start_time": "2018-08-10T10:09:40.158977Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQsAAAD8CAYAAABgtYFHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# non-interactively:\n", - "gA.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:08:32.654428Z", - "start_time": "2018-08-10T10:08:30.742867Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "
\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - "\n", - "\n", - "
\n" - ] - }, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "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", - "
" - ], - "text/plain": [ - ":HoloMap [band]\n", - " :Image [x,y] (z)" - ] - }, - "execution_count": 14, - "metadata": { - "application/vnd.holoviews_exec.v0+json": { - "id": 1.3975912149672E14 - } - }, - "output_type": "execute_result" - } - ], - "source": [ - "# interactively (adds a slider for the band to be visualized)\n", - "gA.show(interactive=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:08:01.389743Z", - "start_time": "2018-08-10T10:08:00.814689Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEKCAYAAAAFJbKyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "STD: 103.690543564\n", - "MEAN: 1301.152864\n", - "2 % percentile: 1186.0\n", - "98 % percentile: 1585.0\n" - ] - } - ], - "source": [ - "gA.show_histogram(band=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:14:05.171565Z", - "start_time": "2018-08-10T10:14:04.855425Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.show_footprint()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## use some nice functions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### subsetting" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:18:16.689734Z", - "start_time": "2018-08-10T10:18:16.550905Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(50, 50, 2)\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gA_subset = gA.get_subset(xslice=slice(0,50), yslice=slice(0,50), zslice=slice(0,2)) # return a subset GeoArray instance of the upper left corner (first 2 bands)\n", - "\n", - "print(gA_subset.shape)\n", - "gA_subset.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### get a geographic position" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:19:28.106374Z", - "start_time": "2018-08-10T10:19:28.099999Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(640605.0, 648105.0, 5746785.0, 5754285.0)" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA.box.boundsMap" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:24:28.846081Z", - "start_time": "2018-08-10T10:24:28.717804Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(67, 34, 8)\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJMAAAD8CAYAAABzR5aaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+P8P6ssmyRj1WAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# define target bounds\n", - "xmin=641000.0\n", - "ymin=5750000.0\n", - "xmax=642000.0\n", - "ymax=5752000\n", - "\n", - "nparr, gt, prj = gA.get_mapPos(mapBounds=(xmin, ymin, xmax, ymax), mapBounds_prj=gA.projection)\n", - "\n", - "gA_map_subset = GeoArray(nparr, geotransform=gt, projection=prj)\n", - "print(gA_map_subset.shape)\n", - "gA_map_subset.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### warp the GeoArray" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:25:52.210025Z", - "start_time": "2018-08-10T10:25:52.205113Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "32632" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gA_map_subset.epsg # EPSG code so far" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:27:50.252163Z", - "start_time": "2018-08-10T10:27:50.127376Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Warping progress |==================================================| 100.0% Complete => 0:00:00\n" - ] - } - ], - "source": [ - "gA_map_subset.reproject_to_new_grid(tgt_prj=32631, # EPSG code of target projection (also takes WKT strings, etc.)\n", - " tgt_xygrid=[[0,30], [30, 0]] # characteristics of target pixel grid (defines pixel origin and pixel size)\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "ExecuteTime": { - "end_time": "2018-08-10T10:28:07.590699Z", - "start_time": "2018-08-10T10:28:07.453234Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Automatically detected nodata value for GeoArray 'IN_MEM': 0.0\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKQAAAD8CAYAAAD5aA/bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBRmoCrEgA1UhFmSgKvw/vrfH+in6lQMAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gA_map_subset.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/notebooks/features_and_usage.md b/examples/notebooks/features_and_usage.md deleted file mode 100644 index c05f717..0000000 --- a/examples/notebooks/features_and_usage.md +++ /dev/null @@ -1,541 +0,0 @@ - -## create a GeoArray instance from a file on disk - - -```python -from geoarray import GeoArray - -gA = GeoArray('/home/gfz-fe/scheffler/temp/Landsat-8__OLI_TIRS__LC81940242014072LGN00_L2B__250x250.bsq') -``` - -## OR create a GeoArray instance from a numpy array - - -```python -from geoarray import GeoArray -import numpy as np - -testarray = np.random.randint(1,10, (250, 250, 8)) - -gA = GeoArray(testarray, - geotransform=[640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0], - projection='PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]') -``` - -## get some relevant metadata directly from the attributes of the GeoArray instance - - -```python -gA.shape -``` - - - - - (250, 250, 8) - - - - -```python -gA.geotransform -``` - - - - - [640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0] - - - - -```python -gA.projection -``` - - - - - 'PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]' - - - - -```python -gA.metadata -``` - - - - - Metadata: - - {'band_names': ['Band 1', - 'Band 2', - 'Band 3', - 'Band 4', - 'Band 5', - 'Band 6', - 'Band 7', - 'Band 8'], - 'description': '/home/gfz-fe/scheffler/temp/Landsat-8__OLI_TIRS__LC81940242014072LGN00_L2B__250x250.bsq', - 'map_info': 'UTM, 1, 1, 640605, 5754285, 30, 30, 32, North,WGS-84'} - - - - -```python -gA.box.boxMapXY -``` - - - - - ((640605.0, 5754285.0), - (648105.0, 5754285.0), - (648105.0, 5746785.0), - (640605.0, 5746785.0)) - - - - -```python -gA.footprint_poly -``` - - - - -![svg](output_10_0.svg) - - - -## index the GeoArray instance just like a numpy array - - -```python -gA[:10, :10, 0] -``` - - - - - array([[1465, 1473, 1501, 1485, 1494, 1496, 1480, 1494, 1459, 1440], - [1421, 1448, 1469, 1467, 1476, 1470, 1495, 1515, 1487, 1474], - [1402, 1408, 1399, 1397, 1417, 1420, 1439, 1439, 1443, 1464], - [1419, 1407, 1394, 1398, 1421, 1406, 1392, 1402, 1430, 1435], - [1415, 1409, 1405, 1414, 1415, 1403, 1395, 1413, 1426, 1424], - [1414, 1411, 1412, 1410, 1416, 1411, 1409, 1416, 1416, 1425], - [1415, 1426, 1433, 1433, 1430, 1424, 1413, 1419, 1429, 1438], - [1434, 1445, 1450, 1437, 1439, 1436, 1427, 1417, 1437, 1454], - [1441, 1437, 1442, 1435, 1425, 1439, 1436, 1417, 1433, 1431], - [1418, 1435, 1437, 1439, 1437, 1433, 1427, 1413, 1415, 1405]], dtype=int16) - - - -## visualize the data - - -```python -# non-interactively: -gA.show() -``` - - -![png](output_14_0.png) - - - -```python -# interactively (adds a slider for the band to be visualized) -gA.show(interactive=True) -``` - - - - - - - -
- - - - - - - - - -
- - - - - - - - -
-
-
- - - -
-
-
-
- - -
- -
-
- -
-
-
-
- - -
-
-
- - - - -```python -gA.show_histogram(band=0) -``` - - -![png](output_16_0.png) - - - STD: 103.690543564 - MEAN: 1301.152864 - 2 % percentile: 1186.0 - 98 % percentile: 1585.0 - - - -```python -gA.show_footprint() -``` - - - - -
- - - -## use some geo functions - -### subsetting - - -```python -gA_subset = gA.get_subset(xslice=slice(0,50), yslice=slice(0,50), zslice=slice(0,2)) # return a subset GeoArray instance of the upper left corner (first 2 bands) - -print(gA_subset.shape) -gA_subset.show() -``` - - (50, 50, 2) - - - -![png](output_20_1.png) - - -### get a geographic position - - -```python -gA.box.boundsMap -``` - - - - - (640605.0, 648105.0, 5746785.0, 5754285.0) - - - - -```python -# define target bounds -xmin=641000.0 -ymin=5750000.0 -xmax=642000.0 -ymax=5752000 - -nparr, gt, prj = gA.get_mapPos(mapBounds=(xmin, ymin, xmax, ymax), mapBounds_prj=gA.projection) - -gA_map_subset = GeoArray(nparr, geotransform=gt, projection=prj) -print(gA_map_subset.shape) -gA_map_subset.show() -``` - - (67, 34, 8) - - - -![png](output_23_1.png) - - -### warp the GeoArray - - -```python -gA_map_subset.epsg # EPSG code so far -``` - - - - - 32632 - - - - -```python -gA_map_subset.reproject_to_new_grid(tgt_prj=32631, # EPSG code of target projection (also takes WKT strings, etc.) - tgt_xygrid=[[0,30], [30, 0]] # characteristics of target pixel grid (defines pixel origin and pixel size) - ) -``` - - Warping progress |==================================================| 100.0% Complete => 0:00:00 - - - -```python -gA_map_subset.show() -``` - - Automatically detected nodata value for GeoArray 'IN_MEM': 0.0 - - - -![png](output_27_1.png) - diff --git a/examples/notebooks/output_10_0.svg b/examples/notebooks/output_10_0.svg deleted file mode 100644 index 6636815..0000000 --- a/examples/notebooks/output_10_0.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/examples/notebooks/output_14_0.png b/examples/notebooks/output_14_0.png deleted file mode 100644 index d035dacc6e52e7e837c36ed39fcf166ac2ce2dee..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 77862 zcmYg&cOcdK|NpVqv8ChKGlXQ5>{$pQgzS}sY_j*rN;XmUPIfX5vK0y0SxK@(r0>)H z{PFwUd+tfD@jkEjb3C4p$K!dTwY5}9iP6Le1cFpuO-UDlz#@T<&j|71*}Ohj75>0| zqM)uv2>?sQs4L0qd1wD@^GP(d z^SIeE(zZUbKXvqbR<}`Q<_#awRWV)Ul=+Q(wUXl`1YKEjNFu?>RgSP*@`M?@+Un=( zx6CIEl>68IU&?&pciCVH!Do)#e%4_^77VC3n91K);l) zzV&h5KB-@I+wZTZ<48x5Gvh z#zlmK?qSX1n3HxGA=)iby@Rrc4?O?(8~ePA6MI?_L-Y}~_9zwlj(YumaFM1x*i)fzW2Himf%{j{oiHYIYO(QXaFCEZ-{>q4GDmKn2S5GQd zPcDz5~+Fyow)>-_=p_F4i+P95KL^E{SDWcyRecT+- zPM*>qCdY!n2!6B|K_KRw?*$aiIb*Da^2awi9P6WDq^=~ zA>RRw=&%-&9~bdq3djk4@^SlU^f zF0FGe5)361jwO?udqz20s`GhIY{jw&))Y*wJVr~lyVteb$q_@gb!W1Ne^0zT{<+Ri z*y+gLpY%APWIvD+l!#N(+2Iuvfj8X zFE8)-w!w#LTq%ek-!`)HiI}7$%D89Gx*Y2Z4EYAuycdHBc0MYSTX=fX5|A?~u_ejX z8Y*$6$g@z$@zG-5KRp$cl8X7j9LSJaWZ~#YEW0l(8+v%?ku4i&CKfhqtJpfH(q@*1 zajKh!2yqgd`4ZOF@KG#_w596eN+%pU;qFd5b=lT+!ef2E(@6|2oHcKBP=%j1*6kPq z$3)J-h;Xj;$pqli}e=p>fZZ(Z~L{j-4f1mjA4jNsy-?z|fYXY{Ub zTa?PHsX9Ay$m!O(-nvnl*gCt>0(f!GjaCj0L}ZaTo~?|-w$vT8y7u+P+^M&YKSs)g zc}qVdVD_hoSHZEevTE`_5xP}KHLxl)k|#@!Ff=oJp;=#B8w_8h#D-Nj9jDD5R$niw zapw*WLcp|zBR3xc!m_qw$py*4VLG|`(bYba%WMM98OnfjBWB5^WBX_@*jWVaB9*ge z)M>6Q=2mHd+1U|vH~nyYEb)7LAwlI;aCkT#M8xOKL#(iun=L4Zlz!au31WzCIH+5N zA-4*#6F!8R2t+#86T|;19w&f$Qeu;!y z-e{z5DaUB<(?I^^93fgetReeMF+6j|j%zr_-xL1WURpy(1j7rmtR+kv#A}^<1|Qqj zMMKg<0vN%M;4~}L=I&VE&;Ml4LPOl&({Rb%drH(9fT-` zux($s=4Yn-YRLt4;(zYJ`fG-6JE~R?`KsLEYcZBIaR+kopCEF1AmNlwbG)0xrISdw z(%>pIHR5n=XufmK5a|kqy1_k`^2OtwU%#Ra3=GU0XIu||=!;|x2Wu+aDOLDoTSo+u zHJEk{UIZ%&`Hh|VgfKVYj|0>kaHzp*%23Lv;k)!|pN`u;#7T)=&{9w$IT~A(a zTcLzCZNER&F4c26Kl9l=MqYzLy0*6V(YY~6tJw8q&*t6Uz|{~g-?rR}%LuqPaECH( zcs!uEw4*(}<@rnA$m-W+Hf|!?JwcbT^zT1l~n;T3xj{ z@hu*gFQ1?~583{(?jUv%4K>D_&FoN$%7F!=5o-&d}cDEua_0)d4 zOX3WzTjO zukxw_wM?Tizx*YR$4{CWp!A4nrX14*d24pfTh>NFDTitWG00SHP!7$!--ObYvR^Vs ztI0$Fa#XKeAD+G2%&djzPLNP)5pTE-erimg;qV`^JV)lbCX>hmN+} zO?`)jfo%E4!U-8PznGo^7TyR^1`eYBT?&JJa#Fk_l6chQG_+!BHXcom+kJQ5s=7H3Um}ZC%qEK`C9*pY2*?>#Urrue?UvY@Z=(-rfAHJ0aVC6nGaOzS2UU_6 z`(z)@Kab?UB*SFR$yU*xi^Q<9Ayrr3Tt4t((EsMu_ zB6GD{=A23H{&bOmC=EA!GqWX#RQzV_+wR%QA6a7}0FbqF%k%bZ*08OPKw2%d=+j@V zeFA$*~S#;YhwqiZ}8p|(RMhi8A8Ja5?mW-II7G6cs62l4Ld zUxgy7E@M90WB>QTd{}h^VFlFG)Br`HdrNrlu<)i5qvIo-Y|)&);t@{Sk+%xjvK-;( zhbzb{@Q>gjBx$4tBP`6}<~IHPJ#%qAcZ;=HGc?F*4qK`)n}=PNwJaGLY)NV_0k8jC zUf;FTQ&JfnYStAdEBo}Y-uPSpiOEXD@jmj2M72nPk_*5bq{OEJv~MXsB>un=1!p2( zy&)f9fISVs1Sza8^^s_Us%5{yRGE6@MQLn9+nn9AkWm zbG&osse?&#!{g`5f7CyCSn#R+IP|>hJO<~5~>3qEkHNGWfe8+ zBHUpkyzbV>{!!iN57t7_!^4`04rnyE_^19d&<1cr<)^Ks;il3B%OO&4DNAd!P;`9# zntA42J|UIp`B{W?!cl)dCHodsz24pkluF*{l~NH~x$mMdn*eCZ*17`6I_uoX@)nMB zpV*1o52>o6qJlt_>Jd*kUV`(qvciE*(Us-GbmE1!Fwa_yRbt!mmiGQpTAZlHk=Sp& zqJ16t(Ss3Uudm;%I#MAY0d0L$-92BXylS(H-ep+-RZr-Mr~#2?fvBk7lF3fTJ{0G2 z3GQ?HpbBbo>t+*L`#WJ>Co8#78@_4ZDonQCduMhHfG`2{E&vVHlO!;=P+*gWRBcKG zoJk;{XG5=)oAkK;8(!X8>cin9Tox0J@`(`4Qd1StNS-~#8>~db%m?KLGRRLe(NRz7@K|5kG7?1`Ne%_d6~S($<0gN zS^d`CR^nNjfU~9%Ke!exDFuXotp|UTcava%0$FQ_Y&IeDY&9Lrhr8D&;d_J0jp?N} zH{h@sfII#&vVsI#p7f=9x5lcif8S&xFPkW zie!f1+$Gh}(CBayBN^iuReJmF(0A3Y`HR0eLLtCxvq>Nh58>lu?CFb6_`t5f*gG7S zG{p4$7U$6DC{9oqRtJkipQfr+M||&3>`EbVRhc|hZklBGRREJUen%Gt@#4XIi71$R z-cbZ?nP~sk+XXA?(9T5tT7k36xq}EA`^x5_6yl{GFKKtbzX6jNv|bkpz9kCGRdfgp z5|J3znsnCtZDy*qhBVbZ+R+3AQzI{2o5BJm^99fz?v&Hx5vTviQtAvk`@$8cs1Tjw*>_zb72-j1e43BcEZ|-`V zMQTYzarE}~UNj7ILGJy|`t@A)guB&~J>1X`PM9!)fKQ;IX!FtH#S2=O>hZoA>7Xru zuJla<+U`%!R*K0Y#O9zGqAGhXNIjM2SdZ@D`QpAxMw?3G+pl>PUQ&2^RC7SS# zc9MSH@(jO^6=Yn=wLgd%QiLX`nqXAB_Jje6uft9A(Xn1zAWiv3zGL9n##_P`C$TJh54B8T973n? z1Sp@7Kkz*50;`qkPNDTbo!u1zzR`J+dgVV3>^zPP^jZ@$2ZMp&rf7Xudc_h*2^eIt3| z$DS1RT1mf)a_U)+&lD6r6M-~utxJzSa>vKTb!>T(SiI2SS^^lfdAPWLfc`$9r(Z7tT` z^B5g6jG)rH57p&_4IxUJKajqVl|UdY z-2$LS72VxYCwQ%@h#ZS0rJwLJmfSmryxZd<0BHd4(-4P453UJMJPVM8FNS=})+&A- zy1u^Nvl$;Be?huvb4OXk^jIc`aGey|qV#YPa*2ePt5t*1)K_-?ZU-_?JJCX|)Aa*)`yV)TZScXN)1vZ>L? z!)*}-;BKNmEE7gzV0P~+PTF70W&iqGQE&AhVukM5-vGQZ+##8uzaHIHBECrD#1;7-z(+vBL2%vy;Ngit5;qAXwAdF8E&`@(M|dJtWaJ* zJBk9~V$$Y&31&Oz#`{9t8}8@~4V6AAMA!Dml9RsyPR`C`H2jn{r7`MM9T4WPUcGAa zJ>;dOrN!@(hO#nj3z#+BW#vZFy_afbCITdseJ578GTR@l7B!iby^LAHBOvD{WnRx* zx-6_a%RWnAR=dLV?exjNB(+0t>GbUEZa}_38T~kHv3I}@4zj+Q{s}9nw)Q&QVgMEu z6%|n*0dx;YfAUT=U;AU983FKtLE4+*>eZ_N;o%`9?k_O$-Ic$o-H61Uf4N1FHnWHb zy=d{O(B^yRJ8|)%ACljnHo5$;b}i8m7pGPv5>*`zHG{FG)-Z8&z4q-}4*EDW**Q}7 zZhUk!z{RSa%Lgj6&m9BINc{*WPWE98>~g!$M{ChOxGGdsTwKWg@W~TuIHz526Gv4s zF|lq`X+-Kb<}c+8QtpKP*1E`@kr*}K$3PQkj>C8?8ZM4-UaTXh~VMxx7IJNuPO*qGk@<7>4&Q|G%;H_p1nme@sWe;+=6rzGCKOWz*M ze7+M2C?CclT~*8|`%li&Udem{T$WNB(dXu*_)y)Gic;b=wG zcy>*ZJ|K6XaA#YDO#~&DrMZ^tPrbT1`($?C#P644z2WZGGbr07U0h5GT4YK1N#QVf ze^{n`ym53&z}zYPBuXSB~T$h=)Q9^Gy<)$yJ4kqS2qt^_|W9E zl~R;S5)3L_DZvwtsRQc1yte3c{Bk{B;9Noq(wA5WmJWR>iNk>gR9@}>i5P$P@Zm$8 ze8zQy)ECtH(@tVMn6+$|I=2y^(SN-^bq4NYXlQ8h$3(fIsp%zUws@j`4K`Ys)BxS= z`2jz~#f^p1xS4!)iMi2UO&w>KSSrY_2c+t*KTy%C+g}-CTJd7B+;WC>@i_eX~$7L|E#f zdUqDPmt6r%)$aKl7`xcY=Lo9nTI^nwVihoTXJj0AL|NR|B%4U z%suYaY@)_Nbx|67EYbu_(TSJJb5nbtvjPLr0X!mvIvJC6)RjDcDuDUGYa9=@pWQB1 z;|%sW_^u;;`m@e^x92jjulSBa-@^euLkIU3GM%I(i=-sPeccdJswrB*^1LW)8fGhK zpnuGLQ)kH@S_a97bCSn9B2Pvt{&0HrU`AcSqpWRh@y)95QJ^qt=m(-b<(pDmTwH>Z zlF=~JIEh_ViK3&c*O18?Cfj+CjZ@SVo$UQF+VbRCMTLz2v7nj%uJUzvBz-e&y|Jcl zH$>9n_R7Gr#gi9J1EY_BzEgcXMq}=Y7cBr%+pvZ(&d4E zslHuWz=^)<%rU|mp93Q`H%-^CxmJJ)5PKYFK!yCrsl8H7D426zE-lUlHlYW25U6Yy zVC$W7b=AN;7U2MPgSyQRymYb^c|-$7=)J6!m;PM;VLsM3ll@KJdss+Yf+q6xtpZBz z@y=au2D9qR7z`#P#@+OC(Yn*X@MncAXY$~5JZ7Yk?5s88O2JU zm(?3b7L6a=^E~@LaTBV{<&F^_Eie*r9Eik%_y6@mM8n;ie571&t$v5nVZnf6E*Rz8 zCV)#uln;MU**Q}<^9k_kVBaLZ9Kxh_s0UCEram|Bphsk3aqrQO-Gtqe98e{*9O5qn z$R08qN)kH>{{gxdXuYJC6v!VuGo))D-A9%&94aHM85OE2AzGN;3$&gdwJyX14Si$# z9kth-$K_oAJ@vDR2Y)YJ(3766@#}ekX1wwrK76oYYWATM)5ggcOT}WzUg!wJYST-qIX|XH5#q9XmwWMtqyGhg2(@Ovc3D?2R%BSDw zxXLf827$#*8;j$=ICBBCSa!Q{F!4&UNI7$ntJ+(hH*`yBVE%Y#RxLua6jBnIWP&Rj zn)~9%o!(dz&_`U3cP!*DIi8ir*pz%FuI%>v(p6om!@jW)y+4X`%T5s^CxYRU zgcn2@t^n1_ZBbn%AwFLHON3F291F`dC*s>w6LZrVGL3toh*FP!QSde<(P)(mfkcs^ zpH2|f#CLUdh0sWr74W4Jux6aLYp~L>a$SxLyeCYOp@9!LKi#o69RQvf-qK6Q{)|7m z>LR=+L0kB3KNd8LD&Nfa^eA6vV=%E^tDe3ZlGkbY;%8gcCS)y@8*PW2W)$#v!OzDx zx<7xW0bl^+Bk-UrESywCz<)k@z4paN?zrN!fD4(owqF|)(Eq?xXyr;ryEVt9JqVyH z1X0?W>crpdD;|hoKwB*l>K%0Z=)^Ps8}9VEr>s@>HIYY~$$RA5M4mfYStm}z;U&kr z3{_XJ1~@4B1Q{yGfS|Xr;jp3JY4`cCGDOPrJ1-3}5KVxpKtff}t*WjjDPXr#w8A_W zl_aJ0{zL>|FHC`TW#5M;wg-!&JMo1|LPYR(H&fDpOaC^n^2I~fh)UnXy+^}R9-_|z2BhaR9w~FWo%3H?0@kZ!UcVfzz zG(;c1^1b)sDuAtb|Nd@YblqPpS;Jk+yNjPo?|wgwQ`P~o`F~!3246qz*iOtyvpMPm zegoh2dpC5kW{imRbxIwtM+xxJ#>zRMRo^o|e2h?Q!&`{l9BRPlEm+yM7Jgk?$^$~8 zA>WJO%uD9?2j#bikIf#f+^?R5JmlyZ#4I>Di^e&NWsOZmIM|C8_A3rk5KQUr{(7D+ z99AfN_wKo4Jd)nHSeJ*WdirO^BVw2-tZQJ11~$HGBirn9FKCKHJoXv=z5C==2516f z)0iC8kq$?(-ZR4W`%!D@!VnX_^fj$z= z1L0>`qs`5s>tSFwW@S@1jkR`v_~Xu;{sd=D+pbR{4548Z&>}x{h7uHRYyzDIP~3HG zi0%T+1N?&6eoL){_tU6~O z$~@y~G$F3b_m8adPxuCwXOs2T)^*ml-KBsDeC;Pj+G;F^BE$_d8CrEKxUsZ-g$kF& z|0^JOVBJv2bFfAU!t`Qx&n|ptm}+G z(N*IJfe!s-eS}E*$hQrEv`_-aviHvMKl_99FRjbZZUAe-Dtoj<9*6=~{&-EiJsM&} zofCR7k6yuK!G|KR)y1`93qAd)gXDvO8__qC+iA#>O!Q(4^$HTPZ%&{-rKqq`0yc~K znc0^>SiZ1L!mN@r^5;*B9$s~IHO|y~-mdk1qKxcYg|8F1Ff(c#LfU6jn}@i;koOD{ zE^-G#FwL-4-@D!GU{4n#xOIC4BSu(Zix)(4S->2Gy0~U26wiCLHUWTtvZsL=EZx8I zCzQaZ#s;sV%LS6C2x}<$_!`;%-5*vnT z7*QmsFMYwGAQ{CO-+Xk~V(lP3?&KKlE`q+a)w%NU5ZCEL@9!->GVBI&v9?S1&!KpO zd>Z|MKWz|z*adx~dDpP=tMlW-Un{3|0{Ldu%NXW!L4-MoWNe)~;F8Yn$2Tc- z80`60h0t3{ip%{J_bc=BU+sHK1K0)yhz94AV?6~~BuGm@j=Y}4Q>2Z=1OsZw8LaYv zpu`TU>2{4a27Njm`<{NS2?2~7f-L(67!@X3^aHeI6)7Tk1$1YCrY)8@6jtM#hhg8XzQn3U zJlt|?emx^L`EF)w0A2Si)IMmW0){&W2ZxUQ5)V!#AwHRhB4`L5%h~=J3JceTRuh3~ zYS3l?za>cTMZIJKV#i)21}1J`S))n@ox}!>sVW7}tg`z4$4%hf0W}NeVA`NJc4n`I zV8jBATZZnaj)*vDveVSO^>^OC2IES|U!c9Iv})2-Q^$oytG^f{?lWD@(TZKi4_aEX zNXix-CPFN^7?vUFbW0Df`7;&8(pec-8bH($EtL*@*-(~76};1Ela29DfgP!{6RpBRPiz^XTPv|Ae&;oP#p zRmyrjqd_XPXW13n?KHtzfNkM-?I`p{z0s77P)4@}xKcJ6f4DU($pdW;CJz7FV||W76-5X=!MHu%SqXA}6ky z`xLzmD!A)~>YsXxRPd+X^IpsAAh1)q9>rc~$$M4CuFf$oQGOb#7Nin6 zy19P>G%}3W6tO+HJ}!^A|J*&~)EJgxAiE%I5V3y2Dp}IRfq7reGg&{8TzePfF2(O) z456?JOll+vpWE;6908rmNZ_CzJK>Z&-(h>QXoz+0!Bsd(GLe#z(J&1|Zlr z2t67)PA4`_t!8OgAXjI!K z$5AgN@Yu@;=Os;Y?46X}G>>}urM~10oBXP<5`tp|tKn3xnc;dUQx(@ms!9 zRVc2KBpAk%FO!oO{*L@e<05iItLIi%ILYO1Z|wUjt$MsmSqo=t^tm~9c~5Cie{W&B zyK(3DbC1luy-|oA@xXm?Ap6oYGCC_8=Y2KTQ!Z%OzX1>a-2CV${OIUx|HAFqr(E}$ zxWtlCLA1BR@od2GS?=S}+?yZ>rRU^;6P3CulpuP8@0?6?9QRVmhO95Yf^L8cH;qDd z>WqXgDMX>c95W?S3q=piiP%FjWo|p_+Cw5W*5jd-&2jep?Qs zFy;*q1~M$ErVxAus&>i_K(>cpo5(OB@c1e60}(ceh9oDq0#OEf-@Pi6q?(BM z7@s@*)hw^`r>50ZSM&8aPL_X2ML9#@fLAW;hZq2a{}Nu z0I1Lc!Jd;;t@28z`4(WB0^>?H6f&lGnTrHJ)XinuIG4H#O=>@ zk@Qp*Fy>hSQ3k#yLlYAv-qbFr_%(;%^>NO3z!H=Fb>VIl!qz5YZJPo;QEb6km~n2qUo0iq#m zUa$^~Ft3F(1{_M_J?%@H@sSpWkqXaMaBt(N70WMo&lj8AC~~3er5r9*Hh02#SwM=w zvG_jH*>>*v8%dlRyMMw^epa!bHp2P} z0clYtmu-y6q=%D}lbSex#8YIJUh{iio8p5^m1Yxx+wHng{Ca~Gm0u>QDJ9MxA2+d( z6yVo?)ZB_y&y9M3)6lo-SRXSzZRCJalL=Y6j94l&-0prZhM@&xAb9LD{3bsAbsSDSjKw65WC<3R8)ltwJ<&8iPGUq2-@hRJi zg+zpFdOJ9M=RC3DnE7sSPG|qyW&X#Sl^~w+$l3YZ z_W7^v73_8J7n6b263HSg-SHc5jQ5*m9&r)L1}V(rAfrRQ|NV11^ueFP2g#x@Etav? z7mL=s(D#E*?O<-j zN7q!BH9pZj_J5UcJ8%OX4@~*(zj!)Ov@v^oLb=}Gh|YE*WxMzG-mqAqFYEu4`v4P| z`^~!;AlbmsGrv8I44-!Dg@l3Q2JIOH27ItYJ~$445LD!FJY*-sK6+}KcWBV-5zMFd z^C!5#=A6A=A{nQu2yMh!&;;h?xAewEN~drduBBLf`f_&mPEPI3tj6tHxtQ32k72&& zIUKx8JSX7GB6j)+|TiCw~4_WRNoC%1n5%*v^H(HH`Gj9 z+|`9BJ3Nz6@%iZYr98R_HkBKmKhyQzyy;6&8{9r3Nych;EOg~7^hC>atiF75T~Ke#rVP&xXx%?Izq)Qf`v5-cYtBU+tC_?5zW3ACjO6aG8LI;?#JGCNqa{`7d>cSFrKsy5(Pu6x2R z!PBRVP-xvI30P%P14Yc01kQ{aXKuPIU-skKp?&fL7aUsPr@S`t92mfmqM)r!W=V05 zU*KuI7a&|udP{HOrT^m*VFXdRz1-mH zo7oL{vzW^d!PBzgs~iw!bYX#l>D1vJ4O!%;4R^3<^Z<0$gvbR_f&|<8M|NLSZ`Stk z&7LF9WbMs|dYue4bL}C1DaLg5-Tr_+KtBfBk_vpM93+!lo?vZO@>gajG-rA3*Ls0r zOnw#?a+^U1}QrDi79bg!ZZOZ{M5pUXH@d#MR#k!JcSYo9^WM!vck-_)=Y2sXlHO5sZ8=9Uq4# zoOiyXkn*s%oM~pO;q{jO2jySE?GH#zjq()Z$uY1x3hd9~~rR=na9Z#K*Y34z+-Uum7I zbUOqB4hS_s>TFC2w=07(U%b9&aJgt^>y}KeFZu6$=nUZbX6uXjunbeZTR3C5g5y(M zA^~1*pMQjxvd_*YCiI*8Zw*K6j809VeA_BXo=qnts|0h~!jR%k?c4;539Lu<+QIz0 zz!_lX+x+l~ghvP(?t1VVvm5m_>ylpD4&FLC6}sn`k`COvy$CO_IvcwFM#I;6=AbYl zk@?T9iS~GcAB|!Ng;V;Yge`iz1(7gYBt?uz)eN)LxmMs8y(pfU`;pl*vggRkJhM%y zeqFjAP})Rs-?P(@TRIIauWJqJbR7p?Y^#NiZ@6D9BY;Wu!iN3He$jN>_i_-w^CNJ` zeR#%5y_EJ9SMAb%+nlRrufq6S+#up0rl2Ydl&YvE3HC8LA_YN(I2XqV63hO20+BE) z*9MCi;ChXYCK?(UA?Aev^P)Nd00N25dU@QigfSb8hF4s&&4T6=%)-Oa)#cTIs`K*F zNI_dJygdeTU%o@;tf-Wj7#Dtwkc0W@4|zvwM3hztNinVd?)qoT>!KpqESI;<-uwH! zoPqIFp;S*nnkj8&1a=re@^+E?=>Y5*p4fiS*|%%wY%+UE35#BVM_z>$xf-(K{GSNh z*dE8(5pWZ?Lb`+92CfV?O9&FlDe)Kby07Z6*Kt>V`8~%XJ!HFYaPP_Q!$qklOr^2f zo4547Wf5!Yt71Embf^i|sp77Cd3bm%3XoHEWZ$S_)kz-kD}C}oo~8mVx+e$%yYFDY zA`Wv$${iWWmx^E`znJLe|D7MH|9~k%E z!7+OGK`^djZ+jHWyGt;x{WC1zRsTID511to3;>(fg>EV$22Ssb{g)A0zJG-r>2F|B zkAtx%m!ym#i$`2PQ~E)-#p~d&~9dxNip`VR&Xz(i|&&U zrwOQ4p4D<|)-6T${nF==p3G2to}W0g^@1X(_bLO~?c2eSKNVF~F4h;Q!dl_awON;33V^O@}rHxh3Pjlor{rf(QK{bIXmByla5?a>_OuwDMUDs@a z245JNj+^sNCC?TKWIL=9ZgRzw6y{O&Vs^x3)2|Kw_r)WFeE^|yD0L_>$xd!1$2gBxeMI=1XUp`v!$oe z8Lt6d1MGDbl8tw*?CnDAq!&5h2L*~Cm-7%vx`WdD@;IY6#0_hqlq28MxXQJ^=ws4-fq= z21pi}E99?fD|R>Ek>gH9Uk75f{ zBUTf6$G<9vulSux>+E?Hr{K23P z?i8G?)L2}nhfGlthSO@-llGkUo?8FxH!Cl_=LM#0`Ky z5TW)X>0w8WGXKwSU&~5eq(}=i;cjGG-;Aqz?4j7|dsv3z2_Tys6GS>}-eJTQCOTvE zw~LTO%IlL?|K`^@qSndG%wfkeE}y8WsS#w!{burxQWA=x>mYxlTEnvq8#D}|yaiH+ z(^WPm)Ncfl>?dCX$1{tb(s#5XUW;hPwny-OLySHCEooi(z)%vW zR3smGaSG<*3z@U+Xg;?3>DEKt77fi0!{Q5ZAkD)jDJ&#n*7uk8RtF1~7E}E|M*F6p zVQE9jK#C{+9p()RB>pZeIW6T!G9`yJ;1H0h9ecroQ}Fhgq-W(C7sux{za1}af-b|1 ze5O83Lofe87M!ayxbt7J9AAb7iLCtf9@;0<8DN9*1*Gl2Cr!>o7-u$&@k%J!0# z;{nkfvlNh^`2v{Z2~tayP>2;@TsJ8WZ@RBzQ&;UCE-rw3VN8fJh{gE}V=3bY?#MgE z<2xt*x=gN>%a7<`DZm7w5n-Wcc6xe>bw(5vi8zxAYWLr2|96!2^aZRoe*a!#ecAgy zwRkw%%_UT@Z9wbe504|q?7lceGl?(zxtW-!&GivL^iD6JcEehWW{?rCN`73`CJs`j z?V(go1UMGx=qL@i#i*xIoRpc9a|zSw zrz{x>Hw(<@aVns?0s{g`B!4kPxlP&H+A38NAwJpby}_;!gAIt|zYG7K0#=ef_^4RW zWb>EE2PfjujUF4vZR7~gcuclpav2CynT%Jch~!C!Y)dV#kI-Z4VRam4ad6y(yDL3$ zoWfu9a8O}WH_vJ;xXyB?M{&gKde(5V1?y6IQI|SeIJBT>mu~F51iB>reuUgFL_R7u zuNB^!;D25K?Y8yjBX>C8ZG-&czkXxEr;h#jMQ=SzEGuFmfRuLw@!kg2`|p**S0lu~ zv?7OgB6GYBoX5ZA!T6yU0J#PPd=F^R?u~09Nvc3nya^H! zhh=^v=b869tZn|BYrPE7!qI)tr5V*ppKpdvwOhuw?C3nB2u zix(W$)3Cedl7OG;>IJ)LusjQv?fKLBqig&H84f?tn5$O@jz~;bC z_fQriMx62S3^16rgo_{P{cjR1K9%jagN-0quvi8|$Ti@UJ-5DcHv9X!P51%H!-Hw_ zJ^UdT>xsq@)l|NtpxA}Vki~K0S)Otn`QM%u*hgUu{(l*kDB zs&m`n7p!j+%e#bEU`~7eGdEEjR-ve(VHFC*^2}$KFPA%rnV+6VyGX?OZMR+aT6ikX zvrYxD;nIFfU3eTR>eGhOC?z>1{L`cD4=`qfZ^!0W!0NpKyoHkyuN8yq^#lYS zxYC5kt@KCcd6^7N*%3n^L zax@(W;uyTD;Hu4nMvLPDUXw>+^uX zySijaN=h1iZ)&yOHp5{P70kL9t!8#M`?Wot*Pi71+8Q`OLE2mK!BRUGx_Ofnws>I|a=J-+ z=*QYigJ2K7iUSj19LDd+^8e_8aY}=W{VylaoiA^<%*YNBHFQ9he5qTyc(5@JU>vf^ z`*h9t?E;(sg&iezI^mUXZ463Lyh$2&`g~U9*@PDNbr^ce`Fw8X0ei1y@Hxfh zu}gscnLX;eq23m0&2V)|*EQa2>SklXi4q2NI!+E?m@BL%BKdZFN+*=^(^ioq_5M_= z*MIv~up$nO`+v)$4Lp=rZWXCLvtU>30G1S_H3msHT*$vkcdhz7{9V^dSgAvA2OPEH zges*T&#fl^-L4Bb-U6%eMDqLYxAcuj40cxN#;}zWPL*Ig$ipkAy{ogIr z3t;6I-uhsJOvM^D6)vb`S=nohEhtAYX9aJPM5n`EkX{Fqq?^*~F{sDD1}L&61x;?I zx&_KSfp=@*O+^RobEpI!-V3~xceZk6xA59iq6h!}OcH$AP76FqBhU?H;B^>Mk(1s5 z-w3qEJpts5ab@NG1|ZIZDi!5fsqW5%EpnJmAG{#e6XmR`O5yD-xNMt#OSQ`^=bem> z=KUvkYRw`p%)@91VQxC^NDLOd4~8_YY*ugR1A-u^YC6wbOay=!1$+B9(2J@SFSZFU zR9<(}H2P28p4_^d?oxnMz{Mls`VIGdk^Fp-6C?QS{oE5@Qx=jp8?f4O_wL;b4luMh z*OwTK46p?V?gK(F23@%AtAh3(BqzR$eLmSAjk}%lJ@?9 zQ~L1p-2#7`1rpz1;K$ImdFu&4duA~zQ9l!|#(ls>*N4*^A$M@@lt$?EfU?u$ zN|$v*MEk30rx;?9ywO;B9d&0m;zMkg*J*?3@ zq5{@m-%if7@bJM>AG}e>g%AkiHjkIOu6GZKjbYVKaIGWp!|Py^)|sB5p~| zKoi6Y>?7vtzWETB%JXd+-qYY>UGUs|Qj)9zM=t0Y> zt0Mt$%n1zE%)5DAHjP-%8vYUTkC~?nqU)kR{+Yabzj@IrRXa|Jeh;RZAh+{c`SuNR&w)l{+-8>RUL{3Rw5q&Q4VOsCDXOd_7!LCAo?HkBK9LM{xgp?tWz}n71E=p*huef42SC z7G{^i@to42rbC*Zh0Rxn`cW520W>N2d0TT8j7fKhrM&g}UGeXJGCMr9;@ACB*9t}k7fKmkumD%V5L`{Q%tN(z&a=z6S&fk)%X4x7G>u{afP8BZ@f zs(w4I=%fptdQ&huJ|fu^t6Y`1KyNK)@SVC%FIUjd=S}yk_@Ygp1rz>y7AG$m?n{u* z%VS#c)fLI$t9^OcBSn8tt9pl(OgByUnrc4L!4v1F1Q@;s1SHnS$9?>X9cUULd;aPa zwH=&jMQc8WK0?C;FvHftp#j?pq`L1r{AQejb2^~zV0jP|6C=qpr)NjBuU@@60-0+) zm#Nz2!*0u7j z3!M0 zwEeQ`)PFe^Ab0(z&t}n3mcI|LNOMNg{+=F+z8Cm!%J$&FaFB8hY?@aA>5vbEw*sZ! zb9fsW`@zr1r(X3{IpO)s3_JBd3}R)WHV!2U`ebk{_y!Bl?RW<9nHZta6WLP=kF!O} z+gcBP_mSJROCptUp%T7gZih<(e^oL!#CxcyhVJwHx#_lk%xEK+ zfIw9&PM@!hHr`Bg;O%L+CP=o5m+~Qm-#oq>tpN?k=*rSe3-7a8y5*(XRaLT%{eM?x zB{^lFLqa>W*ju0xN_+r>=IH_k0)JmKCK3SXEAytS+-Qul{&XG&j4r345laO2i-0s4 zDT}Dr$2cxh)d~IU7NVl8d=y%tf`@9isPnd}KVM7kjXn&RdN_NrcH!bq?=S2`Q}`kM z%JwN2z6S}uIMUIGFaEeud-ZjJ=~%etvWUjYT-+G>q$gK@pBx))il#|i#`pn*l0&iE za;0|g(gp9EziSm__%PMV z?zy3G_ML))v1!hIS>v@5(%ieLuUv_5vWv)Qid+~7UPDypU!)#Y#)Pd+bbi(HLV2$6SqmHTAYj z8>QA(Gv4cMV*fd^RFq1q8GV(3hCS4`(}I8f;zDni&fe`yhj7#Zc%PGS;Z=NMPZiND zrmSq!e;+Gd?r*uR)R*aLz1_R1zkdDtYG{ZhuREf?UfYgg|5y25F==U*zP`Slr$&OV zrwYwKk_^`M@+vLl+P9et6qv50I#v|E7|j2-cU4B8UiQktO>n=e%B3NUg>U`(Mywh4 z{R%f<$Y1b-b+)>?npCY<@83sbBdV<~|J*7qt?S|P0;St10~s;I3M z%E-uQ?d)tE84;#rmzQ(Ae|U25{{6h|9UbKtetIO>{?s=zLcoo0*HesbTH4xFh-rIM zY9}TYHgtla>?#`%H}^=-Eu)B-804*RmWEC2P*IVrQlV4^6CY$ZV8vU{%N7>IupfD71-ju`=fvn#ZzigAajQu zmoojC!xKN-7AE@jtKNJ2`PmzmfBNK>f9qCcj8HkNvKVK}$Pp?JCJ70N=SR%tO%vYY z&+xl=QCG&qf0T_bs{L;NopH?%*iW%3D68!dF%YQ96Fek{R^bHMnpFDZ* zn=SH|e3$21=KgdAI@w1=idx1erKLqBC$A$36s#t2he7t!+`@a;MDLp zo=&GurphH1k+_keYddr1jN4opw(D<;T`TWKZ@&OE_kdLoFo1q)eB4wNsl`E#>KvkyQ;8|@#)j2L~j5rs-mJI{@S$=-h=)e4i8T> zEibEqk$n94@u|rk@wsSWn|j5}#CHe(echj%50sX7V8`oSkdq&O{~&UF>G^YNd~t4W zZlkuUm>A800|x+!;yph9uUx``k>KMOb)>ks7-yZCrKMPm9zcpc=H?tk{|gh7o4Y#+ zw*rS=c;`;jxwi+x6%N0Qa4~am5PbLU-K+loh~i?&(u1`DNsqZGu^UvwQ2TXsbzPvT zv3=qrEg&c;2Uj-cp7IFHe z_RM_w?Z3hU&5To(g8W}LX6Du#hmqdl;1G?TZques2#@)QX&dOu4=q?vBqVxzdJxe_ zAVi{K<>TXvk5vy485$ZQqxjdUsd2}h)!!bxKhaQqc7j;^E*yDt_dqnd+futqdQvfL zY}S3aFtH)k@kEt<_v_bU+E>|F-bYkcR$|nHRn#26n#eP3ICy!(U%oUU(A2G4bl<;! zUnIks;K>>eX=&-5=cm(cpUw2$4BY|6{rfffc{&c}F z8XT1R{21G^u(VXi-CdlL{p{IB@@a(GgNA2X>gp(nZHS7F?tb$oOz7X2y}q;c45ueD z&fo2cgGnUkh{0j_7jkaCfB&9JYu)E0yEW$zC)0n`q}_ixNn72Y&0}M+cn;G`c`@N_ zb)7nw)aBTzbKJ}qJIx*SBve8;?l4&UC2{X)@(1CZJ0P-=TTn3i`gQI(K`I-^og82SgU>Bkc3=GKcJ%?KAJBM9AOl^cw-Jgb=3Idc>=^Rq z8XX-qv#|*yLNus=sP*)8b#w0BGiCO+vI!k}U}Zwh9?1CNqSBb~F=tu64|zRS`$AJr z&z>*dPRFa-b$RBVSk))s*#4H$l-ER+^wVx9N} z4J6dUcPEVgyQJ(lbKY#<&BR1e`X=f*N^3VjE;>pJ%B@h3@@4F*}cNvi8*nd zj+ck09x<;dQelE8f^153aU_EnX2h^^`7)IwhM|b)=sh^dcdEX4`7-y(6Tyc=K7tfs zRaL>0&;D%2g!k*>j1YrVc!P_gqGH|n84)EV9u(i!wl-~le>JQwGi&Qm2vW6HlI>o> ziHB1i>k4NRZ~%7=x_wq@X=$&pZ^FXp$;39Z5Z%qfYqxuM@Q9KWmvww%^o{#v#Vb}F zj521{LfTT=#~W#rWP^qc^+N_V9Sg#TUw-%?y`3e9+O6 zBz9n5$}1>vV8@^rsy}ASibI8X+yr$?sQWa3*Pg{{twEF;!t!h@J!0n7j#k-UPflKW zSaE&$yd%$n0y;W6j^GnCG&H_{#&68EZ@Y&m(Ge0`g{KZ+3erVn+o2r`i@w~vykdOJx#*c39(ZZv+Y#sX>N2{Btr8O2*yEXg zUnQ>JxG^?$a1|j>ckZwN#cdWM;Uln6`2uUBP!>L1+)ma7?5rIrv>M+0{QQ)llb5C( zPzu*0`4c{tSJ{nz{hLo9uxQ7Q@W7>qfqSg2lOoO=8X8ihUe_J`)4qT9#mT#TmG=(T zZrm~KuYf$;l|xCdBB_GwTn`-BfZ{!T$g=SEoSJ5Ed1Juc`9t~!1_?R(#rM`2(QZsv z*u8gqvV2HLi2R-~W_md$da6;D_4ZBQ;)nU?=tn7y2X{J0RCqHDFxK>_4e zgk{HIP}aY1hlx5Bt*A4yHPqCuE-(8tGc(ssdK-FHm6Zjt2r5%3WVVPt-*{N#CqJcb zZmh*U@$KVtQ?K5>WdIEGbE3;AgOx%c92FIn{54w?6fC{IJp1$Fq+!bu6BAa7^Uu#O z(1w$sX2lF^8=Ksm9P&9MA|tf}12ruyEaFpABA!3r4cyOo-@cD+Te5UKJ&Plf3b&7x z2d)P6zI`huE>73f)YSjzv>56r>UBb9W-O4qys9dm{~_uP501aL8EV0nynp|`{t)Sk z+S&~86LYoP(h7Kc<6=bQtZvHqEun2_s2gNzqS;;6z_c0LdE zI~o5pDQ+KsZY+ED`C|9A;1feurp2ig-d!E*=yfP1X)Q=b#d`YqNMI90Zc)%Wyp;>;k24Zy&E zP9f=<-e~U>ckGDXh`Ku#xAI=o+mWX}Sh`yiLZVZjS~*~oB4rRK@u;(|Rm$;ktJA-K z{~jGUoE6$Kc6sOoZ_FM%WqNvgS&%$XE_Zesqb+wib&4Iu5(9!vV~l|%8bW4hVeL%Eep+34BQ@Tk#9tTj?v>@p1SLx%&>&&dxLd3{XQA|e^JH*zaTuncolA&nr*+WBOoFN!QhyAq|%ZSw9{_;bQe!f&4 zUyn9rDRXJ@^UafnFWT#OU3ch$%{J^xdm~OhK4$u(S6pfMIznM6C#UR}@85MdabCt` z57b4ZcDVcy0{{vs*S?NK;qB*rlUcdd%&A`lrc5iC&B6zaeye1#%U9OOnceK)7Kx_} zHiLuJAvD{5sn_r8lZn&5!g7jMbJD#2Xa3hjaW=aR&bnRQ7~~QYIYDqD;+U+7c}*|% z?86cv{&1i`hol^e$LJ5?hnA7i+O(TDQA|V@rr6xqW1F zHAafZ&6Cd}NuTTRkQG1vUhRs?-KW3p?>~HqpQ`(=?>taKSojWM483sS0-uo3-bFL2;ib_f@uW#=ojWRhyUcaV!>J)cy z<;M*upou~*B0y47Qs-R%yLVC7wwT_{WxPBd{;@HVOFsQ5lFx9E=5o3{^gwWDti^P8 z^q5X|fxg?$(ziaAyiwmXL8TBP}CKTy)Jfs@yRuyml ze=UGQzxKPH9?{%8X=wuH1@s}>VCF=mrT5iY^xe8zd1mWKNm0>d^q`0y@$lG;3LU#q zU9#(6(%zFNx8vCazjRVnDM}X@P;K9Zw zxs1ck&W;?HhYsa=-zhFCX%{#(muT($K-(BWr{?zk5?j;K({->^(4&(GZ4n6xgLT}R z;n8v86iS;;zbTbgdWAL170F-=IgXxkU?veK*{7VftlfvdeRrnMZEx(mYTjhk`|a{u zSU+@`y0Tk-gxJx|ajs;T6kL0@MR{+}J+ulUl9GlVL?KlEcfWPPynD_mDOBst*9^j# zFcAE!cSb~yxs}y@&x&D&U8M8gD#*nZg1(q6HD7pwPW}F7_i17xdTYtUhrDd+^YQvA zaT`?W;a$NNOo*^-;%5pa4?8xNm7HQwdLQxfx&prYU?{*XbbjrzAH7vhcd0K3YibIS z6ZHI8%#IK7E*hPDD79qlJP=M=T*O90<&6V`0I&B}|K982%#4p0-s3_M-m!xhditQQ ziH5qmprB%Z=hPn<$5PifkLWDi`tjooTArwyj5~AKYA0*|DOXfhcE5WkIjK_S%F@bU z|10y;aIy3o?@rgTHpXwW zsH#PQVoUxnMQz!A8*U8_`diIytmLJXEbk0TqBI4ybYA%zt?$+}Y~{Yc_eTU@Cx|Z$L8K0yGJslh=*+N-tbpRI(Z86^0JDG zv{_v^-NiO5*G0vVlM?PU3rov#j6&Yt-ohC61(m((0#_yiqn`3VS$uGEI2L0#0n0Ik zAm|Nv4$&H-y*^GyK_^d+b#gla)+1W&(=U|XW|x(*V_3#lp&pTipc7_d&eB2Dag$bk zlir-%AAHAHP{c^b42dI}xq5Ve@X_EcqRu5GCD9eUu5PbRV-w(2;bp93o_2GLU*3CM z@7;srH@{FG^*=f_X@7hAL(N2^w7$rXN^6%lNuR6L4o-jS?(TMtZRip|F2KVh&aZ`L zT2`bkihj=vt=^^%FP(FLN2fr};hqH~B5toYr8{c(Se8=s_v)7~N1%S;i_tqOd5Aq{ z@*cDvLZ+_1owBZn4&g-E78BS>-RDuS=}k&6a72Am)784Lr+61gU?SZM+N?78H-LNq zbX-dq_6t8Y;dzw%e7FDh{vjKV;{M0yw&6i1WM#$SOmKX3N?S$9?odl(V>aeK1ov&P znWaXvvzf)@-@kv@|Ia~E#}KJ6abH?kaH5?j;R}PlV=+WiP2g&hX9qr>#P86DVE=%| z|MKmdj-4Gp;09UreDInWT=X$8SOfZ(e1l_+ulcgT#!K_&r&mRfx8`VJ-YmJ@qHxnS zMom*Q4nwG+eMVZEB-v1EjuVwhTd0f-C4W?9h2Aknom1`iEH%o${K9g4dHeSJ$zI z%kA8`^}2xhrQ5fptbxa2mFcJ(mPxN?&BHtj0J^oKgKMB1#^(XAN@TeNwdWca+5`hTl#!Qn|S{UQ|clnyPC0uq&7e#OMJd zS^LCQmM{Nkv|ZRcHN8s=G;D%TttKRsIhiS6`KXl>=bVaC*^A7RjT(b`PuQ%aH@9>q z{t-Ag%Tvp1*b-@4&XR*i2QJa?sZ-ewNzJxdvuz6SG{}t3oX3j)SbOL7;-waA4ypd7 zu6MELCUEIVe0us-%m^4wTJHiHj6&N884!FFQ6&q2no-;T^D;bJn&t}nLJnjc>@gtq zYHHLVRYEUy=*SU$f60DdAIQhZ=!b_-I-`vNi~nIUC!hXGW|ny~^{epiU0hw$2pAN= zsGG=>p%cV@fYU)sPmdmj|Kq8h1Som%KzSKtm9CT1Mx3tz*HDf~mnMb{fIm!ESNF(? z6XZS<%r|8oF9c9Da3cY68&eu(0x`Bh1P~b+iMbk;l2dCJ-Bqp0PoMIyGZY6!p1ZKK zMr|NQ;ukO`K+A-LOZEb0fYo`Q?^)rKGsljV^uOGzs~cHyZGiIr-k&A#zneC1-d*sz zjpF7Zr@8!*jd*-|dwZSnn-Ja0b3u84l{(2&ETx#;n&o8gGgfPUCM_+?WQ*d#^l_Gu zI($$xgIA7<2Gsw|89dOW714BH@+K1Yn~G{`YY$Spdwu&+NO@dbu5crD!#yO~I?nHy zIbUe}@xL=25Fq}&m3dVsnPCbSNF2f?6@Ua}`IrHs;izuLv`DK&pZw%Ilt3JUPvlwF z2PtOH)jPj+L(w7a+Pio5%Sil-mf~|xO$D#>pH3R1eg5s+u9#%dS4YIg>K#2=WGqs! z8GkDMvA1`d;7xr6ObjM_9<*9;t!tkMBbA zWlXFcCo~bd1sy&iF$xM0L@mZ`|Dby!#86f3@j-LBY;}G)va40y|P5u#A zB9*f`TdD0YV3lhqUuA_nbaehiD&Ro4Ak^1o`Qpfz0__ppo-jIeepvV1xhh32i?t1j z?k+CcnN$HAx4fo`pQ5$l6If};ntObA{)gLz`Xcv6gTl`-m?h8?;xzyS8+*6lPJ;$7zNjD*dSf+VErOCHkQ2W#pu;ZLZw(Kq#19<6p0Oi ztqC1<&h6Xu*4EZISD_fzMiauXNGaUJ3CiL-92I@lStoC+8jEf)94xlk^ z0F#<<^JX;ZiVbfbYKg5sqBsh;nX9S*IgMg*YQb1(YAcIlqxnr6A|@2znSNo5z<1<2 ze5oMb1xgUmxIw5k&kS+jI6nA@g8->~e05-PW##2XpYR_w03~6l;}>{FSY~qXyYfkI z6@#h1Isf8QksESprR`o);(uRw7R%4neIf0W*~K~!@eGqK!qP@GRVTKLcG2a&d@Wqq znkdZ9*vi;eSeRtaK(Q$o$~U(bNJ*uyWDkyYT=djybmFA9pf~?(ziXU->KDWM%)zkr`SfTb8HuC$CidyS2o`EA<)TOr$Sc*gP5QfxwQz1;hl|te@&eR zaRR80tlM3+Hy_HOzymFO^k^r>i_ww#5MKn3kcJjG{70fuAw)h@qNz9E4G+hm2)HIR?H>;bE%CLtx4-J{rozQa^%%qN za{Y1xy4%{yh%Nv-^7PkU2@I#GI*!zWY%e*B0MDO3Er;wn2{xaAfR*Cz3*R=~T41Pe zLPFWb4HUNoIZK69V`}OjPY0w8H-`++Q?!3nr$8d@J};uJ+g?-MZ#5g|#c=+tjF*fL zy_yFXvmZK2jJ)wa$AYh>uWP2u_lQ4z`n2oD&NHDCS`Q_y{hQ9ZhKN+IPhQ)Zmhzos zYwePMDr?OlsCl!;&vgx8bIz@toSawg9I9P2x1RcW`jKYi{ZALv4m$DfrAM>i0@c~4 zh1Djx$N1B;R*I(Pi;rx=XG|cLE9hHH)#hj^Bg3ozhP#J`VxB$Ipeo#Hsi2~Q&W;Dg zhudHZaN!l1Z`0H34u%us0al}J-@AX4rh)d$3J*^VF~M^2jC;NO+3!_vbMM__yL0Cb z!GBL-fJQ?+#-O=KMHz`cxSacKy)hSVy$M))KRh~Fkkx#?cIf~S(*uu2>A4Kw?Y@01 zSM|g``2XC88*uP1ImFR9{df5S&Y@i`BqavICwv6<-&+dbzr zX~&Og3~-QyL`qe6RFHP?y>X=8Y4FSxy`SI1)~e~^6{6~*|xPF z&7A*q&2&Y(PsqW(d`A@Zp%PQCc7xxeen4BDkULFUk6S>?7Kkm%g zvltXPHf)I5lIcrL#ut)GfoIa#-2B{2SqvZ>xOnZeXBB`7;zAxwtyj=;Ko&swexSAW zkcYV_3ZR<{BY|#UP9PP6VO$GvWl+svupKSRgS9V14BN#^{LV#)$}OAE2ih>glO?tz20E zVjG)A|H1R1HoDHzAkK3hf{oi!+!G90LwAo}XqVrqs(R77E&D+hP5ek*m#Lv4=fmUl zchMcqea{!CZqa@9>L@`2e(n-ZUy#<&aB^E&?=q)(4iKZLjEu?Gf8-B=kjvfOodEcu zmZqkrEpdU%hpu10F08J;frygn;6?}Uif%&RpaMZpEJu+1ycTCE=}8X(=u}r%CsPZC zZMTW5QT8Y1ltJbj7-*yLDkfU*-#><;_n+93+$D#mcoCbA+ z$V6?3J?i<;cfA7Vp2}G^NRL|#u%J0)=i(yK7g!P)RkMK+!)~!_*RI{;=3-hi-Ovy*v$DFP9V}auX zHSJaWN1D>+zcu6YsAYlo>53&(S(tXeaN|nCXFoG$S~vONF#wDjc)F`RQ$8?h&ZRgD z=z(4})+@YmSoiY0dIz#8jaAXP3f2tIIj;zCjVjOzRM|`855f(Bjefw2fI#aH?6sEb zO7Pk^@eKGhnvb=gcQRV0j}b0c1uG6K*(Cm zP5_HASnfr&!5kO{AQq)2T{Cba1irgb-AVmPt@#IKnc&-lf$EeI+(g#|;cq0~;Wtpa zSmOlL0y!LlQ-?fMP0$35t}nm)hyfy6=Ck$Ov}H>JGUB+;%CAQmO@SO94#Be1V|rwI ztE}XLd_~mS#K3?<_PPM&!I{9HH;1`})*yidM;e*#2%CbFiQHmAn60!4RCqTPf!8Nx zMoLSi0Qd6u(ntyBk{PB|83QGzstaZkoPrQe!6v2uqDYQnW7?K`mA_81GbEL|Of>KI z9ZiN=xOI2!H*pbrfrD~;bkt703m0}FxYCVM`Zn^K?6#4^1Z-!HZu=~IuGYfoWmCKJ zG%jI!J?WM$cQ3Mc5-mMGhfR^xq<+(7^KaKaDxH#%nTtkI!jmy?w$Rkh{s4jisAi2q z-)1$BZIVm0rLsHje?<~s?uNf-g$SndrEO**uc*kNE(>6Q*M}N@%yqH?F{IBzgNa!< zVC8342k&_#aCVF0oe@T(yk#TTx{ri?!n(b0f9DGid9i3jKYVbKdr(wT(tyJ(8YjO& z+756_FK+JWC{2)dct8lRy^ul>Nij+Z(S~xp+J-I$Mg$Nz;q}fz5Q5@eqO675xG2J{@U>a#-9mlHKp&7c>1*|mkYtPiLs7KO#%uF{ixr%G+^l6r* zwj*vEb~O=>P+PT!sj2*HT=TsKYyxh@2nAXDMPRGBXxMVHzyBC4?rz||)s6?!+qJ3R zS8$J@p4Mh@adH6~7&oPBb2(mF$+YV)6G6_pmr@bF3<_+?R#K-at(WfGO7(F4oX`Mv zSPnu83Xa~szW*90*dNFUUu7?cULMUVmFYBVI zK?s8%;8wCeKLjit_da(n2g0jgzkU@K7REomgb*wYZi#e&_CZ>UK|caN=XE>Qq@*Mu z{<{w!-U6U!j+h7tVzBaK`>Ms}Ct!$)hNI%k(%-*kFbAX8!!VDCWC@ZeLG}RN9bkby z1+R0es;q;bW7o1r>X0kIh#wmiWXbLFvz%|yIVN1c4%jWcx7P|6g62MaxW8^6a_?Rm z#O}y$xY0GiC2|9%gyRo~=uwKm?$7`JO>QAY4io}G(b*#9kUIEBPJRHY3_;h3WASvG zNYB@;yZc^5v3TdJRP!NR?0y=G{Ms+=F|qobk{pT#|XtOBY$^<#H$@0Ekgqr69s93dLL=|^L%>oxrOcx4>n_&K0^^Y^b` zIZvKA(90J|YW|j(rOLlev875n>SY|1I(ZI##Na~=Q07#{yCp#oU>#b|y#Mgwnc@4o z1MGE@hSwxi$9p{A@6t6bZl(z`YyLLnJhAz*S#Sa^ZP8(2#urVEbgit;Rrf76RPlA{ zPyI+c^2n$~fnL+%5n!9a=UZ719po%Bf9xU`-@T4vdvrVtMp5>(1^uT&YF2anMv5;x zU20!tjrkt@YL(aRNaM^@7bsajnnhU@O=x9P6nHUAr5~vyI*bUOCsh7)9rdnUL4jym zZhn~A1SnCIXnWl2?e5ro`utf`Lt`TtP>k)({rxH5Jm)EVxSQc(^rD2fspVptbDU5X&`Peo3rMMmu{B{Id6rLHY z;3(XtvT7QotfFH7*ZoUg+if+0?pZU3IruGs71?|rQR@%?x%61odiDl$4`R<{d1#|j z4V(td7)nQ2mNoR%OVp*|3<$cI9NU@Af5h&2w@Hw7@j(t&6!FScl|WZg0m zOK4paqj&9WQ`|}VQ{QJ+mUdBEDE>dsYp!;+o}u;IpVz$!V1~mc&Oh6ahaTMq-&I%$ z1Dor@^w60+KR-V=v$=Z#zqXM_2C3#=KsA|{e%oQB82NBln&Sdf>urzg;4H@M;J^ZsCEkCcJ!pn3uB!6bd>W%NOgf&YF1#3sm+fB-e6 zTZPgQdnlc+Sy#XKT1GsydCdYqHA!Q!4maBZ-F3G}9iG{XoG~EP7|wvDxPMhsV)edb zGgNWZvZW&U$&VzeSmXL6mVzqe5fQt;en<-zVL23N_p}H_N3I z>nyjQ2_2_>KVU6L^*2qvGRNP6Ct^;0tE}a5dWjm>2aOh2gT{M$+PzhMa*BVPtB|YN z(wGRutGlO%I=bn{<)>0Xnj0$1WGT2U!8}H<;Y6}AWl#H5Sl~kC0`1xuy|bD@OPAeK zD?saG;=$r(1f36Erg{Gr^s)vQ3knJ#3YzOUxWWl<9cjXSzV(ZQ-3L<8V}=M;^6K%A zFdBP`#hZVaHg+e;JD1NK!q5bo98F^jjL!tC#4>@Q1LutS)x-nN0_}29+n>%Snw1gI zH!3Q)V?5F4ke?owJ~mGteZh@VsaS8c6QaT$K96}UzCu`qF%hajB+ zNsU2fI8_p#0q~!cU;eQ0Ec|5P(tF_Z#0XT5*@sex&MPb>#htgLW#dKWx{5b29lL_> z2PLCNQ|1!+j#HA-(cTVrIX*Fw8cZ!(4Z`VQwnn`oWCJt`QJ6I_uMLQ-iNeJjVi>X4 ztXX4Q8=#KdXd<8b6d4=nfId2DnPLMOViG0`m%9Seu+oO!o~>a8!_la`#ulEh?v zUeB8LR`A_?k+w&&G%lOVFqd<04z>4Z%TzUr#rlOF6dJL$W$j*!xbq#RSm8Sdo&#R~|X`&o%pF4aan{BeSGzo603mPeU!G_Lig1 z8)A*8gBvY+EdZruT}w&Xn!1UyM$&7i<>3%nEzJ9%3kDFpa#x3TIxV^Dhnvzv=sU5tY<$EhznIX*rJdBZyh zga8r~(bc%E?G-x3@x6Y2Dz|Unb}P+xy4Nx?l5M=XfJ;%R6jKd3MfPx@(Ct-FS3h7e z0Rgm~H`H$tAeY|2FtDb?a{vBtATeM(K+QR-$r4&;c$f{x%@fws>;j*u;~!@*Q0Yzk zV0KNEfcb(b?IEW@(}_s{)s$B*`LQ7Nw$6xlc61Af1vD^}4+xXIWOLbkl#ccRmHupQ z_4bKN#nFjc*-UjmmihYo19O!_ivH49t%k1d`+I$W`4_*}`muQ>dlp$=2=sF9-{=0H z;~i?uGp3VfFGsZW*n++o@abG&>5Yr;`;*;b{ra3AV%@=wS$rA-Y7WSNBR}IG54Wnh z)01;kHb9Hb*WddWP}`Xb4-YzJRs3D%Fs3}2C0r&34DuDdiNG{rUPk*vj4HUagwexi zdQc+EMV4a`Q-=sq|AfUh*kCZ zNv>lDoUp|-^ZL9d^fTk*f4AV^C#p+q$sQ}Daax?vxJp}j#H&=E_SlQo>m4c{|T_ZE??aKSoy*d`xUR`I?AvI_)}qc|{ZbwL zQBQokik4}Ud1Vx;&@)g8U08t}*E8T*!MkKu=RQZCzAaZKsI=OJsJ}o&G|Qg6#-D{j zw&vt2_$W3Pfu`D)42H+r~ww?Rw1wgj3s0=+p29}S3PtBEA1n6 zUyYzHi4%s9z<_$t?&v^d0lAxZ;9q|YsBOqCq3DAwwkSvg>(zk_5`FlHw~F{3Tv|a+ zZU_oNyT3VVVwzV#S9=OKssQ#mq9`yK$S)++LTqLU@-L7~25SKkg`YVij}U2~nEClG zui1C`I#DU_rDHpzjsp{yPL#s>^NbR&dFCH9TT3_8z;w*UH zUtY?eCF4%NI%2Ownevx-_wMaUj++-POMF9P`^(PJ7q9;7S*E6l3xyeFow9t3;B4J3 zRBKN{QSC0Wnki08cK{a^;JsvWq4cGM`klmj5?8%lldhR(ag9m=cmO1M#$ndV5mMpp z)9i0Yem0Gqzvb zHe^A-z=Zfx3U~@Q3c0ztTg%3v%KHd&$hw;0>&?$G-mRHngCL z2Dps@!ycGZf?wTTFDSU}b!}f=ovuMyvM;re&F$6ni}l}vpNpqGB_}Z;vW6=BjLsrJ zY}Tesa&$7z&Prbji*>Cl`Fz%K(GYma&@f8M>Rk8SQ<}>`WfsizZfA}N@v(-Bi&-Cd z;2Wpk&9#@@d1G)jh4wg2ib%IlT)pFlmTaE^dEp8d( znW#de1+&$&(Z}*ZV?*0PF4e@#CB$wrjcKX@$AR(XM6x!+XFCa0Lwk!axcSrXDrRs_)vrv~KZ0 zA-D6HGe0D~13gah(L+XR8qC0@+&#Bu*FjAVF{>PyN#1( zUv~qYrFEpY56-AD@mQ0u)2Hn7H@x`ur^OAj&heKcqwIagndn0-Hp*w4?%O8GANNIn4FJp+f)<}Z4{m*5==BPoDQb}Zr-!yuyB*G`_#ZqdgrT94Hkp5|k?2<% z@zJCpY=^_i57-$M9$qXf68Q^!vG1hTc2)omX70OWGk;@FTxZ;S2fBs9VX>QiT*8vv7 zgCwFLBcl$VrTJdsyW0@PMiW9)UxH15Mx(K*2^*bAD{#I-Yyw7;(=hg_0IDRk*U1M8 z^YeA`d(q01iVxl^=q?!nN@t=w7QPO{{6BQA%JPp$X4ekpGo5L2w5^LzTEW>%fjS|xj= zT+O=4y_22sQ{pd5nP)<|x5!XOsKM2soy=vyZz=4%7BM=0QR$z8goG;Hor}uQ^;{>b zmG}{>-gZ76Cxs9$&8z|TnJSgk6;pMh$-Vz-Y>v=?s^_O0lcgPIU+rPb!8S(A-J`ST zexSEEH>w{n^8a)kii%f=T>#i=QgbS)#E>=vpxwH4s}`gt%uG=3HB@$KL}N7)n0Bw` z--P^daM)yf!w*GA>B&pT$dLBF@p=;4pk%MGpNgugs>G~#kh@6puL^q>W9aVZJ5LpS zEVX*6B)xrmI3#drP2JXun)`bS!-l)*RWZ#`#(2)^{T)<3rp2nlG>~^(y`O3Mr%f?= zv$SK4m)Jx@mx|hY*68|E5U@W^?Oapj1y>kcmmI~gIEjMmMfn)r)=u{_Lla_>r|!}w zQkU&Gc<)LYQVT~L9k(63C^swbV7;`H&x=pWN}8cEcbj$Ex8LKxI0_)Sr7o;+&s5>D zC~n+kbvx3XnMR6obc3@`^NeL*#q8kf`ZF^n!7568%p9>}qyms|1`u^bO@fKi^(=TP zxC3za4sj$y{Rg+i^KL@+1RhlT!wdpDFw*3KaKj-8aR0xg0W4W;d?Ftu z`I!r~tCt3$ImS-~QZA%?{M{9?y|ILv##BXwCbNrUabvh21+GnSq|b5D+C~t$#F7UD z9McgRKOO8Lz~4aDv6G0v7xZXuS(%wU2aZMb7^D?M_Y5})0Ff_~liI)SMGjv`ZYli%*=!v zLU0ut%;2JycbV3%g@u+pAynCs=_fPI!^0nMeZBBQzW~TA7ZQ|U?-ortwpS$>sk(<3( zK-o4g+ja1G{FqXiqS&jB!(p`yWuBDllE+qs$qCr2m)Rl|xE_iiOn|$OAHVZR>$IEt zR1KIy*Z^}MKNi5B1Vu8cX3G|hxizT7a7hxa6YQ_R49O)OpI_W0mn(a#xZ7NT9~K?MG^VxY|)LLx|4=vB5=iIliwLBk{@yO`fE;G4x^x8ccq@AoTN@3Ktou2NrSsY*a8uU|d8>EoR`&;VN=Y|r10ZTi47|1EBG#IA>b3yNWgCehMCDMgPh z57od1h#H8O5)2lFQ6Jf{q;J4aCKnH2-4W<<$Fn&WvfL3b`d1C*06Rc8&FDJ0OySab357+aeM2FFOgeD0-p zAjLD4wp2=rk{DdsBD$UxUSq=<<{)c3UZr(v+n+I%t!D&qKCU6(I;SKlUSyFZd1z01 zWb7x}D+Z|*`Prhs49f*WDCLFQWl><5{ zV6+S|F)@p{B;zVfTl^T7eKFEQeog$qP*HVDqfy8~S;dNfgc~X2;ZqC^9p@LR832C@ zX>s#`^FyKVftjy%&lN!_0SPd6bc51cM=`}5jLhpo?U&)^|1>^M{6CaQgMtE5CMWTlguwqK{3B1}~PnVsdUP)g$t0vT(bY%}^In#NeNbS5^zht*cuZ zGE}qPt*y^0f3rDh@3)YnN|w$PPPa!tuLWC+_foEeQVGuh9T;c<({!EApJiVV5=gI( zYkv!#xYLtH_)%OdM9U+iJpHm*<$BO9!?-9GDpq4#ezfWARQQV{%i_^f7;f6Wcl|@!c@k_D9uvw~6l7kSxg(uu~~?KQhba zEfmC@#1yDkVn1vuZVpLdrs++Z(Tz`2SCp(;(k5N8neKl0H-XDRnd|@KS{Cj%BbRys zVx8@~7eIv3kKkV;$_a3xD6S(UR1Ob`h)SmJK4B%2H{hVy!9<4&Sv#geD!n30U+5tr z!@{scgcSD#N=r9_bb|5^uTW{T~~?roBijas)c zz{t{@Ol)@0erH|M=L#EekD*Yc4s9vi2R%WJDl3S|Z@>6*0Rkn!T}zTYVnWV+<&l5s zmEz5O^QjRHUM*PC-;~54WM~~;$Eh!Uu($Vs`^GPddTY*NST3W7eSqRjFH*6YVsmRq zvaof^WmooJ+r)p_1q>30c+S{4ZD@+$4c@#3N5d-aaT{?zF7t+n7_VdKJ!36xU~NiY=DzSKte+b zQlMjr#%+Gy+eOPZ3ZRpSf&v$+CTOz%PVePafF4Ajh3YGJ7pmdNEt&Brx)4Ky4h+Yf zSAQAF%Y>DZfjoB{h;Rr1j6`#Wv&*v6Y8RW%t${CeyLRl@lI#Z&Bf1FRf4|<2f9&zB za;;u{zIOWv5t<)3kdZ#D(4|HLxd6fP>MEjnr;cg(er07X_1$0L;lW=Y+C`V=vBtAt z^RYk~c@0y~=A3umXl!||@HwUoff3=5GUv+e^GrYt!vHfsUF|R%P#~=>bSG&4rTh-Z zEz_Sr=fVOoy{le7_=cNG@0m#V;CJ~=r6B|2PxjgM%%&Yad|3QQk!uDxvdxd*J*ALnEWpbECQ(pYfa_-NcHIc;tZr1~dSMHS`3zg4vnDzaAL=ql(vR zP9*9`fin0sCMK4!!LHpvFA&Ty6r#B_eEIqKd>n|pnJC1@C7Ds zi3^Kq&;zXrsAEcgek^;AWjI`T%lQjDdFH%wWz-cvE)^MlocM7Gffw^q<+WFgnG_g+ zYcsi6?=tpuIJZeGR_CyjqALOvvw=hFJiFnX@(opRn>NBOZ@eevhW&MtX}W&b-Tq@SMjJooVTP=)x6Pt7JD z&WidgrOan%dPh$2J14r_j&iBx=2oCPPp$BC8(*?k|JNN_&bFNTqqOObkz+eQjOsdx z8&&ue^<6A^(r5p;@6zg*^t~rl`A0?v9m4KKJ@4-My7Fw{(ubev6KWF($FewMlXa{3 zF0EN`z~Vw*7hJQ{$>K-om48k2^tLiTp$16$4WC4i12Zt|UFfF7~|^l~)BopazI>e1UIbc~av zf#tYWb4BqdKvXFsU8~Do#5L@K`D`82Pp?cf%BQE}KexqB)ENet^wwM6cq&BM#2!C* zNP#~otk@(-+kD?~tA7keiTi)>Uzx?6BkpO=x@i9YX!;ItuHU`?uNfjUl*-5^BpD@J znc1Qwi9)g(Kgk|hDSH-@O`%E2%9bQlO4&rqNKvZ)>+U@Nb3NC&e%I4E9lqbs=f2UPwg}Y#+cM- z>|e*VrBpMED(>KVdbUDq$u$Lq#kH)Z*JXpgbk>LkwHN$)r@j#McPw(|%NGQkpEy>` z=ZZ`b0y`=gKLLV4ibBDL9D@e~yEBPys|2?Nz>#PNNkSf?h(xtdfv&|KKB?mf<^5V7 zuZ0PHmAC=oL#E8(cPAz_k|s`}Kp_}v&C3-$Mq^ym=i=!JIS(zyW(?REbR#0?SNvhK z4V(Dse&ayIe&LUn8DEJi)2Bw*#k7B^_e!AUd)et|ijl_e&Y&c{$yPBYi>zAl*JB@{{B5VWFg;Bdo&RI* ziR>Gv7in)UG}iAckW84s>iuHo?j^~I0AXAG?67yYCj=}xk{UDGb)lqVWx^~N;djJJ zlRJzyr(mPy$_{33uH^ZX!VVSRABx7)>DpcuT1UYiNF2bZ#lJ8RnIoG|=JZtB4t*VC&NvWz=4t}>h zOWY{({1K)(Me>4=eyU}hD=tZx^=cWpNv|L&-N8r#psDI>$3l{bia>cT#k83 zGA}24$UJgY&JPdT71OU*8-I`&?`=%G_StSSzAmgdzB(bA#9kkc_#qtsScRS-PAIJl zp+XLLI7O2f`Ij5kkPN8}Pk5Lj$Rh}m^{7()N?gN7t?R*nd&nn>-isy(6$!pWBEpIM z6pEAo(-0F|yvWyty{eQsG;SImybU!Rdhkdl1-f-wVBW@q3XtCP$PrcuaG$+}0FL@Z zMyxtCBM7l;M7s_>`X~L>uHe8PE6nnsrZ66qTsaH(5W+C8$g5N`eZH(qb!E?u%JRf6tO%fPRe`3pd>S#L)Nrc|0wXRXc4i?atzdtdvB0#HzDD zO)we#Ve2>fSdhJoDN52%Eb_?@YwP>+_6g0U2c1X1&f9N~Gdn8|l*W;(SvxM|@Xif& znIAJ5xG58sBFST}WZlp_i4-ivo8s8Szei~G#zM?I_B3M$-sMQ-c5r5B2vBg(itQZq zq>#8qxTs#$ecuTLnFwp33grCt@bBzH9F2b#)&FuL@|AFdm;@!E;!2I7NkAJCB1)>g zyPrN~IQ<^^9zYxMFOF-?<5$#WOzrvLAnGF6x-peFphXP3BnJf!7>^YdXcbBL z8pR7LLP5jx)CoC)CXF%dN^~^glFE6MsOMQu(ubBh*0SB4bJTE{ZQ$D1Jz3)_VK_ZJ z*^2y=F-P6Dvja(qJlG$%B&?yKS30h%8*%1#>A;o+Y03G{R|nv(umYBEYonm-NL!(VyYwsM3MUq}QJ8At=JGUy}>P~iKJP$u)|8rB3H|Bj#Q(R2;{U>SjaAgKi^ zfJs-%XL0!DuOKk0B;N!{YZw$b#Dj(03#XuEK8CLeWGW$=pnsZH`=K(r=2mzF5?6fW z=Qi^5N5Yx==l8F9k~B_MSg{$9aavIog z5-}%yMB?jIblI#*e+(m!oC?jondqRj_J}8y(U);-x~P44-OXZ>n9wX|@)7+AnB?_s zv%aQu+qnfX)38JsPjIDodebbPunna*%_}l(TelEcBC%fIv@qC?)pD-%M`%c9V_j(} z6BHS2u?G_zpF59?KVDAK*A5n{otT&b^9RclQLp~I{Fq>SM7IhW8qFWOw!cHLcO(oz zDBlG1dbG->^5iR-4CVK)UPWRqD?j{*8^%fnMm{AES_+Xm_eKLeS&r>dGQ8@7pWd*W-&>LQ?kY-2Sav zVrgx^?LwVx@VJ(fhFHF6?SXp?6dk_C9Oo^!tm)e$(U4p7&8X2H7QZQ9Ll_foxN znUnhyp5I5E^+TsEWxX!R2A4X^*jXO0XL@#0)TY?$K5)V+8>95^coq|kJ)sT*bnqgv z4j~Kp_^kJrplu5Y+N8j*uyAjuJ^mEt|KPUqgw;5ep5mmBDY`1ko2ZS&$(b@B@%8lSK0w%ybkktMgdsNLDXd ztxaHtCI5V@{*T|vAjza8jSeLAkeX6A7a_a)OeFpv?LI5<*PfhU7|vnJ>Y$>{Fm zqzvs>fwgr1GvhkZ`hC7-sn*d9mYX9UYFe6Y3Zw3@aL_eGQj_3bU1pD=k@Dn(bf?lL z~GoVF6Oy ziJ+@T^8DveXEf+8!_M~@omeD|f!uBGuY)m9kQfFMQ8EvCKQ+{O|EQ!pCwfSZA!-?Z zIouhX>&yAW1@Bo7@7xz`ixiTg{Ycn`A{8!qC=>NPB(CfjM9dsI{U;$ha~w?VntVPu z$OxtXV9lm zm1;q!ooHH9=1+pchfm_QOP{An|gkjCO_W zv!v^i-warow*9cFn>;b{+tI=HpycJ<0)E$X+ESb?FwzEaRe0+N8|K#@S>4Swa`^LE zObk;uI-JZ4XH72m8V8Rz<)1xMc3* z9A=Ao*M*PZSWAK54s%TG(81mZuw%OrEsm- zOrUc-99ZxvnTuKnU8agmJi8!Q?pXXIT9r7U`eu^vs-|@@c21r2KF2Jzw{&mBj7U9q zY|DEA-M`uuCxvWK+71v4ILwCp@gKjCBrc-pj@@W^sUnCZMniHo)9GYMM_N#DM@P+j zs2%y10!5-G=+9_5`rxNOYH{!5`tqr{dRP9z-Mb@jT0g;e1PKI1BRTAo30|LSH1tp? zpyc);DHy8(yo1UiC+^rH&VmXTBF-HGsKHfQ<=n+hN{Yc6onjBJ^9|+>)Nnt;3J* zH^-sYfzjL0_Hp-dDg7`24n_`Ztj#&z@1x&s?X^5yezkHVO?iCR1S@a;>rFgY+8`&R z8LB#y*Y1z9Ia`u*2)ql=6#P+i~{ zd}#Nq zt-~%J=Xh7s^hIIztnTB4{2D3cB!A^(1ZTK9zyi!1q`+BI5w^w(VskXkj; z;qm{=OwVl2tXLWt`r*=#!y-v4MaR1{cP{Mq=ik)UAg|bQEKg_)eM64v)(toQg5ZJV z^1jDANx4kNP3xxd5CSvDMxXG-?9sb*IHD~jBLLlQ&FU6PF^E3;6d50Y*S&BBF=?Tf z?Zelvk*_{N%uYoiK1NaoJaYzTaXeEOQXsbP*|V*{`0|ge%uEh>jA}dxqy4lLoF`lh zt-9xhw{I(JYcD}}^7rF<}bcEz>ui8DC>`KEQITs2CNd68~N1-@dAkxa%;D5R5 zk2MZhjMh0wx{pCdfu{-c)QiQ&$kxc6aEp`N0ZL3`NMHui1;(VR0J8aiK6!-m#nCIVx5yIziZ2_$v23oBCO9YYzSSgxSn)|9T7p1mCLR@>-k*3cx+ zI%{&ZP@es2w@)H)wp!kY&VON=QIB>@?bF$S^3Poj7S zpM{qlgZ1^25=N|FUfg4AIQ|m~J zvCh51cOGdyt=off5#rOrXM@`rkjZP< z;SsP7ejEy5NZFAUEUI+g%geM>LL*_W1mY7KR@GqiQ`F>JtzeK(6uWbVNh6dt!3fhT z<0Ujn5dIyGVOQl7L2uj@HwgGcN^fax9mB~J{Q_va;Wb>ZqolhIx; z*1^p=89d79sjv~80r9-xsp?IAekbL~_~VD>F0HwpuSP$LCF$23achZc)D#I+sk(_o zXnYC4sungOZZDc8C!|xtdv-IUrBy>K&7xby$)QYo3-Do#fVj0}lr#0^%a;Z+ zN04uU7X=?;r=AWDV%$iusigKlWTb-{$m`eV2Z&A3$Q&0h3q(E`ejBMxVTGlx$^SD!nXbcV)Rp{)b=$JGdZI$F0`MTq#gN9&?WrvnkhW>hq zuDh#)lapg|r?OY^{C3?a+^X7WJ1gRLjH!*Kv%h83tNrA5n>*jS>erOJnDu8!4n2p2 z9;wQ!BFM)4gBbh0dJ18U!F(RoQ~+k+L}g* z9)!B2$B7K4B+ik9&T*}g;bEc^R0Q8B2hIZd-gv!6uqA9E<<0mCP|;Iv|M=ik8001f ze$9d%EB;$x&*C_vwdOR1^stB*L8q`SLG?5<|4|nJb<6wB6WDAKE`7wz)>dNDE>Bs@ z{q_&H8|#DAIii8t*j{bzw-p9XdrxfftkvN80@|!B72N!{X#||gN{@|vE!nj$@%m6y z`22+8YYQzWEuX&Qcl0T}GiRb&937dAuhCdY2c|+wvEfPaI`6_==2ijbY1be6%`aBk z-J}oj2!!PiYWakM#Vy+fUW6qJ$pk7c@ah=)D^6&tZZXlXd9 z2vx)zh-dMCx^tw3G1d=XA!10J7xTWG@b4rfhpZB+-(Mdyr#C7v2kgaj`6vo&T-@B6 zz{4eUA1A3MOCMj6#5h1{#IQjER^Gl{iyTNi!eE!T_k8~PwGHvlu#1uWT-bLAPzxlZ z2_kt4my$8E3R2V3NP7XU9@;QXB$qHed8Q%?*n_yUp;L>5WI@H%Hiar?JsxVI0jBJs zr*Q)>Pp52{rZ%Tj5AOpKxGqxr&rKPFr8DMXbV}E+|!I^uuwc z!b$9J)jsy0V$I3S?*YbrTA78{4%B_Wl38f%n)&kA&%f`l`+p5`%T&yFeIsJr=kYgS zII7X1;UWtkye@DeBPKf%A_v&{d5B^US0ju>5pb^IktEt*;&A_|1}y-r2vqp?5t5=E zZZX75QaOZ8>byonSGSm)*y}Di0ZT41y^&z+B|qXUBUz9Hqd{p#vJn@JfQ)r`B`#Qe zf3NSHV8sja{Q2`>_zPnkzdbk{^y9xEv2j*?_k>SltwK)IO(R;zX0I1wtk)iK4+waC zDa>*peu!;I&n`UqMNywCzQ5ix#S&|r+Xvn6>#R0k%`B1);O6z$V|$^SCH65TACjl> z@JVfY`9DfwX|vMLUUf|RnE%ON>o3R4<;i^SVN-G(mF3w{>j+ynCaoQ!JLBiho)5C5 zZSko>Y#{>D;>&d|;5>oLpud>eW;N)R)%!I&yRUPmZ_FQ#xz#t^#yo|YY`=0&fnE(l6D`Z*^NaIyCJ20LfYWrp+kpAhPsXPMdIqj z0e7RKhj$baj{<-HkkT;V$%Cp_GfFuUAfy1DN<5%*_a8hqeooioI_vuEjBttp%BK+N zfM|28_q$J@{4Q>KvLQ|@q#psp$Vp;WJ#Js|^6!RPz3204Wt*rwl!UmllXW&w4E&^` zLVf+pysl;?@$LWoBHyd@{(bH$oATz@qG?@%33?3sH2z$q6+RtU=jq|)BRo`FQ4t_< zUS4;yN6vKN#B$w0Y4RKH9-2tU8edg=`Gdhd$y)LbEwbSkqMTjcYg<3QHTCn_Ro&~R z%Ehh+`@XLD{YSIhqjkNK!9l0*t{~+Q)uxqG^>=YYVUpE*zZbps&p};aKxiEG%EeCt z{V#m}&7_Kzgl7G#+#+3AD3c{A|7@veMC5syaaUJEltSSe6)mX1+KdSlgS3!TPI@}q zv=n``SdKpj{vWs5aUT=$P~;Xr25=KZMFD=%Y2J&y_&smGp=ksZKEx5|b!Hqg3_v1Y z-#(ZP1^)UBiIiGMh5w`!CMOI%STso}txy8nhc}2(Luk+;&&TV5UMCh-S?)7W+Jsoo z6fZ$xFa7LNbKmbtrc3Ev>u*x0b9;v+OjuY@W#@egpAa?8ssx*we_lt&ZE^jPkDZ)m zpA#JX&J`#dOdjHW9+g*aeKJ~9cboIUo7Pa9>oYEI3Q2j-X=T5EEPXdT` zO4hg9Q@V@OLBwT#BWhi6+R-Xn9qt&uQ5X91ybhNRWrCxhGnG;DY_|z_@74!fL@u(Wp;7;PGbH9^|kO2EfuHr zZ>n;~cI+hvCU*C0%HGt7*$a5$`cz)3L!-${QQVt0 zTbGeJrr|xh0^gqwy%$B6~;PlbhL zH8I6e{=q3KTMu0LZ9l&Dh>7-hZl(w&W*V#dBG)&6X@l`m&wU(zyJm!cZA6o&u{L%g zCK8Pxl%Ur!lPf>r{(KCb6Bi-8lISrz*_idzo4Wk)=|;{kw>QL9_Jf5TD7AV~y@-g# z5rk%Jr;Na_z)l)NfMk*63p9c?0p2HhfaJV zd`z}(S%|cmEUrxaBBLwjqB*o~nC31RE4>THoeyMuGzU$ER20}$pa@TF%LdRtb7td%)aHSq|E~o=R&b`^^q+1d?rUNEhCmG8PvISvQ@in$hfhASEt6? z>RC)k=xO)YUv;|FD0!DfO2>vBXOdr~Odh1)|7UYy?d_KQHY*qS<#hhf>WR ze5miPJ|&07>qepLM>C`Cd#P4gDCizvn_2jqxj~nrLg5FH+U5EE;cQD%Ih@+mlr;q~ z;KpP-pb&zbym+F)i(~fFjr5e`twi?$P;ydF49pJxOib(S3F|M&qr1mF3hT&rj|@O4 zaHv5dei7Ddgxm;a7@>Q+oiPBI>L@O9+4tY?KLGB#PsbYLzR+P&{j=C}V-HZ(|LOJ& zv=FVVNA(4u2CP9uQHxZi;G93-ik4&Rm)BAnNc9_1-~bC!D0K@d6(cwWFG~kb{lE`{ z{|3ZMKA9HRiaQ?;MC7O1hKvbSpf7H2&MW#{Sk5)RO9AW4&&@eXDIPfqH!l2EikZ- z^VCo6is7P-3&X<`UBkb&ssF8~tXBL@Qo8QCk&xnuu;g};4(e?svCqJ5u#>I$+aG)) z;e)LZyecI)l0T4_d>GE#*Rir1I$ZfY#0yzul4 zf_%Dc=qZV}J}mv@;PdxT-Q}7vG|q<0&LvlSTb!i7(A~P*6J>8^4@*c*FIqiT>KEM0 zEMvE?#IjW9!Sx0H13$gwU&}ib=a`5nSd>^Y9?;^_g%X${DEqezaGJzI>Uhze^mGm_ zB5^Z(>at-fVVw7LrLz)kM0*yjzeP}9MGd`myGQgXO^sn|NW+P(93TRG*918s#t+yN z_HU}~o4Gr28Xqz~YHW73()CL>JqZzx2pf6c6KC;zL*fjPjeg0Fqz*Wtx{i-2oJ)*R z9RvrDu|@j#Ms-AmVeON4;*Q*9(fTxUzfu{QS`hgKk2u{w;vJ6$gwPt-O*Mo$NJlM7 z*IE|GcI2#F^0h_aL470iWKKzlO+AJV2JEYjLZ>0^0k7=pI^}Lb36)G=OCv>d$~VT` zv>-J;sU!dD_X&1ibIz$94qm4@wE7MRq7c}j54}6_lON5tcf_sB6%IPE=u59uDrog3 zG>S>1gC21-AomgFpRCb-p{c$_#{50M4?`*I8Yz{baJRQ=z09V}KKNvX)Wv=@8TKiZ zbcSnPS5lavlG?RdX#H8It>?GUZ_MTW*1<}}W|`PE8J_m&4H3=&z9!}m@JHy^Mq*W=wge&@~-r34(|UjM{Xc*fS=Yk?0#FClZ@-?1Sc@)wZA!WE{zV zslHMC-vyGAqpmLdmxXc!Mt!e8{t4^c5R1I|zac7UmViM-w`60ANA4@OIcFXIw~LD_ zwYehJn;0xIKAt|ds54&Z>fx~$sUr~gVr;Q@JXH~s5S&8w*iApdkNKRXd5gYGj6}$; z9W*v(u0Gnul?PL*k`A>``pEAH&xyVHUQ*I@n6ImYS=|5lr_GL;+TOWubXtQ8zDLgm zEC#&!d=6}m1P>?Ooag*wuu?9WqBM8YOu&0#f!KW%{CnA zCR{J5XhbR^)rqJSer`|yZ#@$oKyu-v4vwM{IGRYJAMP>Yg~!K_G@2jRG5KLt_Locd z1B(2A20koSFtUdlSWb&r@3aYlymTLq1rk|+eMe=+@n(a)Kpd9=zO@Yj`vWC>GdTJm#WgB@1K zf|z!$Z7`6fwLLH6TS!APa^|1?SI3F}Y6~%aPUi&G(Z1>F?(S$cD`@%l$8>!*RCPGQ z@qv!@HQWvDHkn{senZKRq_r6oAF>3BctVUu?L4!GDfCwXf|4hm2()T6Q|QZG_@m@k ze(G42_Fv0MsY?f1?a5}q{?5#{<3hKB$xWO29rJ(Y&(EJO+u^!lVntf-=PM*#ySsnd zHZC1l@nYuh=dRD^c;JBCLQEV)Ap>GIaQO*8#LTgELP;ISP?%=9e`dCoI@km-F4TIL z7@`zzzGezU(>&=YQwM2I4ozTLfDs{iLwT(T@ht3 zA5KqAHJ@G8=KskCxS{z&5j68p9c}d;7|Wqi0YR211Y$Hg{Up9wsL)^6oEC$K$39@m zihX^RkB0TN5(bn1$_AKVD$o%Ud~t%3#|S>I8c~&mE+RfcoM$BB6{-^oF>$orxS|#V zelK<+>qlr7n+>~di5Rd%mN zv7D9GVJ}aVtDG~ZVTul-_k5;t)bB~4;1)InHrJKDnAsU3jqC~-dvu$3AlV9fM=$_f zOf92osvCGWt=pt5z@%r*YF@%ctdY{PJU8dkQd39feMwY5S;}pYg9MP{(i%t+eB=*U zT9W7vGW87y?gq{!e*3MSFk(A&OU_ZGSX`KSRa0yWh27y0-k(qkaDk-#8)RI5=`VZ& zhGJd8_LXc*IrEYC`eE8Lnrjk!OZp@c0&z=Kw zjV~TP0qj^h2#rH%wa_gGkS>V+zyoY9Gu0Az%fsJ6Bni>z-?LGsjpv^(2AN-46~#w7M3z%yl%{&#rB6Yh?YIxMYzAnbqC)<6fM|8 zqn=|uYk!;dt8wS8owedkU(QBnJCtd>yUZ*ae;8-SeXInL0idkL&b!@Onp>(w=y1lv z)y7}nN{@_gt6o@9#Sa1bKjC)Ani(Nc%7Y@OKMhwSY$G{8`-@1BBAL8xzm7hM#N@XQ zS0F*f_w#J*1Ih=P|F@;3QLKbb?R}?WEZVU`;mExL9s&WBx$sqB-yvh$nHdhKJ~DdgH!k&*ZRln@+1TIyaS6*NrQi z6fgFg+$k?Nvb(LaMltQs_BEna*+!xe)9d&aGL3%NzxPa2^4`gA8V}8zf$|4mA!2GQB_?fzevDGBL~j z`0>5ctC0Ka@_GOL{R277<7mP}DN5+2HMtBI%kLgMHS)x{(t)kU{PNQzo0RXR`v)lD zHkK^TQ`6JVt3rK@-#5##Kn#$VAaLWEK@Yx`dIiLuO#0}1bvVhB94stX2bOU65DCV% zZKF^_XiKIf8feOAAPX9)u&1TjL90v;Jm>X(y!oSoi zeY-kw(fLhF?$cqh9}Rb-^UEHVL{(abtRMbQEeD}DS^{huido3|&_$p+)Zg)X!V@C` zHFns=Nlvip?DW`$6Ah*XuZ4qb^^cic>8y}zaf})BsUe%Trr7EpA7%e_%+d!=ALeYt zqTv7?1i|c}9EbKEAwKdM%&UR*Y#Is{d*FN}?8YkSoQ9RfY4+F_g7y-r7sA&82jJbo z?SV-f6!H^*Snj6Jwp`yJ%LC{*C4G!&MaUmab+>SNqGOMM>R1#bKFbM8k~O>+*4POQDJw`ERWbd%&%rfOE~SXB>#EZy*Pl-~(|^)7oy=a?IDHnddPv2ZTpSe0?>muC~M1V_axj&C^Buh(65|~T+Cx9pd`-`-bS%WMi zJn+aUpb0j*BcIhxxM-XZL_x+V1amAhdt<$*e+-=_XFfSqU-$2{%7I|>{(F#_|%oBJalFuaS#qdSxU7XbO5IFa|)Q_EB zI8W8;=0Ok!?)P1!jcZid1#l4mQthuf%T&@GEogX^Sv(+QkyPa;{n zj)PH5oDwNL0sk4>m9{Dbn*muMGJ;Mm+QL*?ILF9^8Ov=`B1t8s8LTCpy)3-k--W)} zHQQN(-4$a&p1_3)^ffhR}*o1cjpMUvJtQXAG4xWI3w)7DOj5h);@M@BEEy zMbZ;rP%vis3$!Y9VkzS4Guxokm^{z0^c;+;q>zxYWCL zoDZJ?0!OI(6B3{U(ujmfKYVy_p`Yl-QBYOFtWhge%vb`u_v&h`UfZBT!K;skQ!&(R z-!rKqXXuqWz!|}C3&d!S&2Fy$v|NxF56HrNk*u{@v|_*Iq72};nTN%*oq@(!YS;M+ zye&||2;Ecn8VMG-13-r4U?P}p1agqbXd^^UXD0$bPGXy!U=o;uZQPyjDFqB$`pr=9R}?qM`_lY8RO zoU64he)wzJnb4llki7#zrX6LjnakdZ?nOas6KMCS!1xJ8D%J^Id!l&I5ekWjpu<41 zLGZepQMHEz@3EiW1^ufKS_s)ZFTTi{xbA6r$@JoRb_$;CQG}9^JgtW3c>0~>C2mgP z4S#X>iR&ax8W2;-r(XG>eUrEN?AcTS9E$m$e}0?k%Ii?mV6!};ECy=0rUh1f~9APvT^d6?r7vOYP zVHAVW>Gu~zl9e5(Xhj&Ybg7xar_bkhlj9%j8IF*W4|4YaP?EnMMLhA?k@?0Z&RyGo zKtB2s?SH7=R0!&oN?K1>s(@|4{~Y~Q9B&!|rcFoWM4*IjLZg?L0KSYDfzLEd7Ls+u zUtN=wT@xdDaKGrW!K4qm&>8p%HH|hloEIwP4$}*MQn=*zSh=C(;ksKLz+GJwBsr+> zF?XHSSU6z3ryalCVX{5Ox+_ZkN$NioUwz$a0H92~W6Gyd3C`FSCl5V2URqOTEod}e zghHSL8Uyp7BS1g%P8xyu1RpOMw!AQWQA7}r8KlFB1Au9Smgcu*Xm)8DM^X$5bk6Af zCs`;dnp8qN8Siwgt}CYV(?)1~G%}As-6}Ea1I)mw z^AQ}tc)76>fp;xP6G5MMU7h`2J~ldFMwCjb*mfG5nE-Y)kKDwVaCl=Cahzj4ftojha&Zwk+_KCLh|S1Q{$59G(-->h3%Unvsk( z;U9cz^1C%R3wFd@D(xG&VEOk8zaM4|t;a;#XU8?*H6ptK*)$w_2s~`Wv(+Gb&d29v z6J&rmFCkZ&YkX&yD)Rt59uUTq7YX%VXh;xVWv{`r$q|<(&n6C;~ci zm1B2r%^JVIG`^z#_*RWWqu-u)mk?)Jym^MMW8TAUBfxw{<38x@wmRz<^-09-QYEG6 zsBPNz+-6C`bn>3tWs^qMlRur>C4M=tGm5x@yw;OD-L~7*<)Ml2+Jpe3?fw3;JK7=U zA(!_TX#<{;F2<*g-Gy=W6s8r3-!TG%M{KrCGuFjvW^>PNJz?)5=3>Pb2^CCuwdBC7 zS6z#_OX^CjO3wk{vw4G0CY~Hf+PsnF0WytP2gu1pdt_l9Ge>wE#%1d=D}VX)R3dX_ zYRKJxnD&=U`d$!3RqPJWo!g4ueD8jFo}SyyB1+NHrsoy5S1_g`ejFT;n<_fAW84lE z9)m_wQ7T}6#(nShq_%M?igyb%bL$jh+QvhR^Lkwvl^}<~CLDgod1UN|M3UId&F_77 z|Dd9Q(;<_41`>0^-vNII6FCuxaJ9mSzQ2iH?=%S_63O?tZK^w|I8Lxb|}G!jwh|; zDO+eu4=t{!V(b-;EZp}*n{|)y51o6t)33EDP3rSs?>x>f7Jy>g?H_dCevr{ah&ND#P&uBTN@20G*^_O`&<+bzR)a7)myP0D1AC$_ey7`-$9PcB@PjK z-d)=sAR3Tp2(Zo*g89#%uYb271dFWtp@jSgWc>8M6^Bpf9f3--ETf{fQU-;DGmo4j!XMU=xoch{w9mFA0g_JRX4`>s-WQ& zy9yFRbGKH!k_y0a*)FKG7F^m9NC0cgfKhIXSVZX+Xk3pJ<-TOW!eL)Aw9DE)|db{u4*5Rh8{oljYs|D@pfSiki>zZ<)+x5f70G9d|Tv8Xez zjZ44#V>j%0#oN518f6Y1C_llS1rIj-qU-^5uT*KC;pOpCp3u~LmUzZ_CZ|1SM&y@8 zKUZ{=LQc;yU*F{`^=CRox8gYie@BKQwlNHLm=H-N3;B59%EYeLvM;oGi}U@VTHzb% zYm=@WKe7)`9;)A=kJatqd%C811MAhWjx8MDnb{T+M)KJV*Z0ZsJadv)4qR2nw@%CK zaUVvc`Ku$}ws-nV2|3>~*=q@08VUEs~gr9??s_y`+&6R`%ungtd#g_T76>&-kj!P^EszdMqxT<`ZY; zsh!+hX?fqmGN zM=e3<5M`NJPwh5SgM!&9^JDfsN&Gf5+T@x^%0IJf+Z!H`(M69XgU3Fy)f5K^;Hk%q zi2e|?2xoG^@MVAD^UfOe(tA`ntomUE1;8e3c}itS@R^9ri>t(mG_wM7aF47@lZ!I*HUg_~Vt4J%Mn zW5`_=$e8syx?|sg>-;p7ljHu|w2bLlJXUcHB{=pCrAly=@d2cNxFzGQ{JT+Jt?U@d zZxeg;MU$Fp%bNMK+E7yqX$Rn0=-x45N`yoXFq|t=gDlgR0Pa;+0*q)6AUy;6)};2& zZ2%5Hnv|-7$cLNwY}w8 z(aC`!9j^K9amPOH7U|c?KGT`!8{5~ufvvwk#fq6e7f&u|b!ZUL-^5h28x+gQBw8hl zedk(z4nL2f1m{~ZTQht4pBku6+p=-hvrxse<*cz6HFbRqGr27Njwjk{)mW@ zKMei}yj#_JsUOj4oKv7t_0yIXy91x4OmDv9O~!c~U*%>MQF*Nb zkvNecL>{~7B>&9%|5^a(SV@}*&KRhEiN#O9wCRxF1tdO@cuIJRZIC#FTKFhp#mxCN zG@akFC#fS!G}!72%!N!r8YMgXs)2X{C%u70gAz-FC{^cc4v3clbd>n4`1T2mY*q?8 zuUQ!8mx|Hn)U-Ha>J+PK8)rWhj(J>l{RN$cm0B-@{>e)33g8uZNFittqH&NUP8ldP z_2!fSq_yD1VJ{na`Lfd}6)36ZE{cxM3HgltNMRIf`P?imXU=@Pl5@x5 zD`n7wsUmniHJb+Gg!!W%Hj;7h^FHvn*6y5f94c2_;Rp_rh=vWOcl(@U;64dOK{+Wl zAVkzxb|q(MYJc{3%D618WWl-j!d`!CO+DU=T7ok^{R%9=hp}rKQFxZCc$*n8 z@x&xZM$^tZcD?(uvc)LB3FpH8@t0ZxX*Qe%w5X(W9*& z|8_V`{N>?E@hH_~tWe^tr^I*Lh;!vD1v~fQZwtAh+I!w7{#|xf7U$7*H4G_&2Mq1~ zw`D$mA($z~(Mw}!=T;=F!kJi#NBVYqjm_=B@~gM;YWTz?usX=n7YrF46E~dRJEnhj zQY&9C>d02J>2r^;rO(fnRpgbIyYLjf`d9_gMMB!0SIw}!e|~e15<}m0=K1ZnpPSk~ zy?@LHa0?<9p~Ll%LwZf&~6+ z@Sa>ePtxT(e;BR*kd&84tF~{Q)-zC`_cea+o@g$Xw0dO7a&fGGXJFh5YN1Z`j9V7Q zeeb^+Blh+Uzeb6yU|ylCIg^vaNO%7C><|X=y`OLj6Tf--af(QMcA`5V2o!ayl$SoI zjk$KYJbSLW-kjaW*7oZ0XRXRRqqZTh8dZS}A3kypHjP%&vYtIBsc(L;?#`V`IKrMY zbk+1@juM#=x{BIn2g-;Hy%u%H z@}J|R)y3k$4#H-L*NO|^gZXumWC4f{VA4<|Kqm|lq`(xT3*=x}W92!&BN|r0^Z4;X zr%RNgZWc^1dq#EbqlINn4yPW9R^#E}iKsWtkv%I7@2`o^9gCpk0SU)9kueX}c&A8{;~u+G4EKa@v-cm-&M>Qfn+&s7XJz zKhk6?7s@%d*z6!j5uoJ?Tgxx>aRCGGfd7bc z=lRB*m+Is5aKfa;WA95WyCRc&Qtb!K`B!)xT6l}_lmHE|S+b>)hwUGSk{rk=R|+O9Q@B{!UNYv}QTOC@sAt}%aI zG<4Q%zom5R^u4Q{dm0l<->`IZ{W00wsJ{@+8oY8X({JwXlTKje5{Vn=# zV$=Z&iDS$G@21xK<9AwmBR5@Yo|4>n7kw`(=U?~g?-xRF@Sc&5y&e(qSIg^B01N^} zVPgyEX0c*S7fe7`AWkMZkRv`dm7c?DG}6D${NA--ChLV` z?puy&91T9ul{2wWeSC1PF!Q}!6bQH2?U&tb{O`Tm$u1q7Vz!{V&1x*+aF%r1!cn<5 zyRYrXLQxWMM|jptd5+NkChETxAh`EhS#Sn&3x9L$#|Q5`_9<*kDU>bbtF1BW2=?(cx`4=(3220Z@Aa67vA>Lp zRgcVAb+$~S=90_#e0q^&U$VR6AxGI_2vPU!i399w<{XH2%%o{T9?ehVP$*}M$I5?2 z{f{!(cn3(_K%#Hjbw0w-Vj1V z!rusL0*RGjHr)jauvj{KcJ0_f1FYLK;Nu}ckLDq{fo<3ZHpX|Yzt)c`r51WA+~hwm@zbUl`i|&u-zzT`>htonB+oH(tn&A6+_PKa^oi%w zjZJQ>y=(tw<^1}Gn3|SAX&=21&z{EOBwfUz%XYh<&$Z((VwzzRqoH6YCHgNpMMcqf zfiq_wh6`*JYf1_g+wOVaPqLCOeQoF-DNBylaqsPoqb*cBzrAzt)7rf6{CV$8<*aJG zog$wLg+C;V?M70Tvo;P}_ zHWb6f5c>J;15#3g0@Joqt1=wih~m1qk3WD5Ane6LSHke&g~iw5JvX8`v)25VPQ>04*1YAN$4gIF zXr{wwbd-gj2ILd6c^HPo*H_O5_zhIdaoatudHv}|qNNcHP#6*ysK2v%!*Z}q`fg;i=0R$9yKCxO8+YgK$5HNDMiw~K_9ZBz7a55`1uq@!{Kv5#z6vO92 z>fcCIC&_Q6aJ?Nsk2kTp0f5HTmpMar0v5g5zT(`@$D2(s11IfaLk-bg!{nhaI;W1iM&HLRNyvNl8&E zJ)Uh@bCmYN19S&U)h`+xOnM@;%b_4bVrOq7VJ{X26wekG-JP^(IkEbPVqkR5s>pNT zK-ia4{Zn4=Oi$k6`04ASl1p`$ilz5$&jC^lfm*fyiaZJHFRU*Y z2WB>O?(HdJFKccNXVVE!atos4QRpf&+U9GH=NoX;QD{EE>EW`#u$GR3%Bk#>wf1gh zHE)<(UmQlNk)_mf{P`EpQ@35)KMq4H$Uj{~$r0xywh#R)n8KmTWneRQLJq9K#*uVw z$g(K$3$iBnaH#*No!%q<&-3a#TT;|)T8OAe$Qy7kaYTA-T%y3_zyQC*(~O-NMx=KH zD3+Cn6L;VV;u@CBrmSPee3)8*YFikq!7izkuAW>Y`}@KRuT{a zPI3)k()U}R_H}4K&iK7K=yLI;tb?B)2^?*&@D7+8+@5~=)V$+Etx-NvrXE@lG4qYFs6*VZrj2VH43v#5%SK*h3?oxDaUqvnm z%)eDO2I0HI(`E(u)HXpiK`>94kJ=zT6k@nBD9tEkKjiS~G=LH6$I+G$+1$OoNVT2C zAI4~@vzytSu1q1wmz_DV_ z1qRwvpM=^BZae*w6oY+2%oKAORRoiP*#bW-rsDue3zRnu$rt(mF1L~Tk1maMHw(?a z;Jt?u?=sfw)vw>*?@|1+So>r3&vCt&A2nXbeZ^YJob*$VogCMT+S+z*^r2?hw^i>q zpZHxL9ddu57xtwwn=Z4DhKr7y;hBtLkxNx<-r#qxFZz`p&-3-(h<Deq9)z{;f7V{Y%wEn%e@1 zGAYl7BJSg2&fi+Zef$~a|D&0p*F4qV*LUp2Ebt3`ZnM&ol3t#=Il8lF≥Ylu1y3 zJAgQ>pKzET6=&6j$ZeRWo zG^B7kYocclC0&xclLWVvH6Zt)(}eB-~ay4X^(0C(w;OQDZ}+i%>mCH3yUEn23U zTMXpe_qE(G70-99a%pDUP?$YE0}{>I$5B7^G|a)pAa%+L3R({SZ5j8*b2)<{_$BX# z0D3j?o#Jobypd*6OX^7HyZ7*++x0yHuFwG_T*9NDO4T_fP#>0+W=#L~^Upl<4llu) z%Po%hEzM4!zH{qHy~j41>c-b+hOSnh1O0!`Kgmw!#7=dGkpvM8+yOWzt?%k*XFci;D$QXQ*`jYMy#FNdj{!Z!2ls>-pHVPtqORs8)~v3JYDr=d|H%8SlD zJ$K}GKKLCNz311JujAPoF*l~pa6a_q=4zu7d?bG^`4-km>xRg7foZBZwhuaQwCg^d zdcd)PKJ3Sn*Y7_ov$ZyDuKRkZ+SELwYm_5X?pOTTepN`mA+g$_6`wo>XTYPDeS7y_ zvVceJWl>1sZjWp#ty?%=b#Iv6yMJGjBN`fsj&&RI1s<^TU1F2C6(PlDD4Ikb4JA7DTfNe_~6{*09Q+}SiMI{w2qdpomR*5eNrW%T!(=k6BEULVQ-jOGR{ zEA7Kp--ZiS2eu#NwVmqzbLQjqx?%5;OD%sI$Gocr&zkn2c1&dx1IXvE`53{Z|!))@itDD zym${eUP~l?!)ROJAXkh;bZwwG1_kDRpZ;G_UjbEh`bA53my`;4L0Uw*K|n$&LAn%! zx|DQD2?$7oh!P3{(kb1o2qNvJyOC5c@y?z9d+W`bwU{+C-o^d>zVF07d+$@;1ItG2 z{}I^iu4&5*-sejE0ml;pKBV;R7xTA3egbsD^lSiPFuQmCX2)Ul#f035^~%TtF!Ne) zBnkAY%n2W_@NF|k(l~ofm$vEtnr*QTukldH}yfB$37HXIW}uEG&d*<<9DG0wB@#96JztMTvEE;?|< z+d_YMR$YqM)@-;G-JJPbqww@;f*hx<`LGkZ`J(&1R`0-Ms>Y<}Ga9wB1$H&xVcS>z z4h|0aaQ`WOK>R)gF3cLFeiL{+HZ0;ktwEM1CKdN^<6r4Zq<%FH9*qq=edHz|ccMp? z3lF=B4nb~yi2$<%vUd45wa;FL`bj?7pjfwuwZ33k zSMRa?7M6G(Vjxf8Fb&FIG(veD9kM5*4K*i#6c0vv4`jgOnU9goB!Cdf&CQ=VxG5g6 zC=Q|cBiL8H2?DZK%^qiWG8I1|?f3S9`egkl2xRrD*=;=ogU3qJAFfhOZz*;@sEzG< z_#K8L7 zXW}x0_Hl>xtKPGThrbeX;a)PGiuO=Q|Y6zV5*ke~8Q{2Rg zSAAm6rn4aqd-rnS*lQjY=jVg#W@dIUfJzWH&JOeBlM&aFdU>qaPn?)-Z_E>91Q9B` zK|RErNQdjjUI=}o$gNu+0dI43a{4uoXF~g6`RQMlg_L{b3v;Sz>FM`@s<*mru>Apy zRAj@DztMfq5tO&55=TI?ovX(Kf0G*03Ule-dBc3fEzW|(INuMX?%3?9j$A0rkmXf2 zH5CIhpt!WOu(WiL*YlpXHeX^NH%%mC&>b98j(8ny?N|gRdg~Pkv|&6j`J55kVPB@7 z(T;Z1+L~{Zp|Qq;{d*N>N_{$yUbHCDacxsaBCf;DG@)HnuqvIq^_Jo|!!&|$oaPbk z6qtn748G8ejJImeN>s=iAu9kf4a`44BJ?uN_2kLyE&&wWk7rOL)24nio+uGA-q_gzKZZgoWtw+8@(Zkky(dcc+4jj`6<8JV9{6Gc zThZw~L4tG|%cQBPsYk82lxy?hSH|Sv z8*3sPuD8psnjj-qy_0#FUX}iBz8ILkabwN`k{++E%gN@?1gZB|cjH9R$X#utVa{B( z7kkr2y+CgSw@B0K>j{3ncq(s#Ic{bS@}&>(zSo-FsZ4GgJgLlw0w@vTYxHLlU^X96 z#6};zEL#w3b7W%?ripwb*VYt?+IK-2q0ug_ziS<8efjpCTt(SbIhm{{pca8K1vr55 ziEH0Z|9B^s*;w81WOUTvJ)l7loxquTYGMMIg>P!Ud~x5JxOoQ3x{>eSUsDeN?P+6u zz5L~~)bvN~ zVUfSDxvqW|k9<(oa^%2=Vt<|o0fYr zyOPNf16vKh>36aMIKnAhq8o_ePCyU>ii~6YBx`7~k%ah46WTa>ZQ;p$tL|4U_m7B> zJWo4?7ny6f@<&@c9#!7ACdE~v&4$Hgi`aWz?0h#vkt_L{web$&Dbh*LL+xiPt$xPY-7Ys-VWdI`t{(MvDzsW z?(s4n!zl5VgiW5@pScibM#iBZAMd!sNZA~g@1T?PwM>`m{cp;o+@zgmbkt)rOUj08%7ilt0}zKkTR?t9DT05 z$hx?Obdsj7!^0}*d#1@8L}sGynej8gHPugv2L}kKY3;4W{X9sfvTBx&laBi-X+(nu zJdMxJzA(IGs$K!WMnp!&p~M^tE)Y%^8IfOZYdPC?+62z&PjK_ff<|w%Kba4-1r=Mf zesZOyfoGdifO%rnMCo@-P1B*y0^hkOsn{Q+C`jM^M4{e^mIbV3hd)2sFo=2mnmH)E zT!4;*%VkwzF2e=vIcka${{q;fLJn(I=_8eA;&B&VO&VEd2-vTxRtohm?Y_X7;~OH< zC1lVF%j|GOB9UXz;%tiw-l4*8q~t`nxS?pGve@k^YDtC~E_>3D|GhN*HaspT5Bb~2 za(MTGKM`vMyI8`@NMFfS2Jc)z9WLwxUZkt*urM)C$*a!vu5eR8dl)DdyA`zrx2G8# zv~+?H2eO<@Bkq$+2{JVF6Zk1#2;HpXE8BwUs>eYqlXGF2wW9u-9{1V? zNvql8>m^sDsO1QE2shtozNKPshUL*>wpj5-kb}AKxsdF&}&TullLLIC^|8&EARmy`j6W_dfV^ zdCO1EiRrz99Z7oykFg(;-J+)ht9{=p&K%aQvlvGh^juBuzs7r-9+xUTfm)-7I>Q3? zgM!x}lak%DXFA}x$#XnpT1FjL)1drVf;A;a*qWwUG@OQ}vZiJ%npPDAfQ))}gPnqXvz1)C&AdGU^id-K{te^NuHFJ`F~shu)Y`rw(emMNJ*u<_jAsFU%k+E zYX18PL-w+Ov_IyV5OWAwj~fhBs}VN0_t<&|oax_$exC3`73p~w;`E=cUjlP ztFO#6t8IcOl!>wN4|u%G=w_IiVZQ5PdhO=jdpb4ogO(79#>ex( zCg}s>Byfy}8cU3fWr~yEt?u0w|3h8>qe4qjQPyldyM6`uJ|>Oe-vsuwc$ub>TEIB*Dd}W^8dm*At+qLz;m0uqc|_FAy`-8@Y%p*;ZZ*5t1AnRBic`<_S9>ahLKr%*R-F z*sE0m$R&(Edl$T!pyqpu`!XqH{Ygao_4%nf8LS;(mw)W`EUZ{mJ#b*NOp7YKq~y*L zqgq^a?dUqnMwu*iQ!C!(9#P6{kXHAAkNZcfov@RDo**Fx{=@$MSGo9)B*etUw_n^= z8m2hH+u10p>jS6B{2iFPZpy%{ z<)Iw!fL%^g_@a_>^PLfJUq?5?xFjaZ*;*>>;g2^%1mG(BoyZV%lY+%TYS+@x@M#Ha zCgHw=hsPMw*zjKOz}8G$T&`Nh=Eer*1;L=wo(m#QE+7_F+J!b$Id=6CR?z%s2zBuh&p8H#Sbmfm9vPnbziHIU4n{I@m;l+aLln@&- z=C1fF!buYOj_lRehCZ9nW=Eq?Gg~FeQL{kpp_>pDfcDBrRCzdU{w_ ztCd11eUwTQxOYFWB4}RM4d$R6x(L>05J%}1=o?2wvKa6> zN+ndoBF6%l|Jb>^kM46ICbQYS$rip{Mp(2NVqNO1bgpF64R#HwVB+J`Jd;q+%PI!w zI7+ZJ2i@#6U5WZ5bHqNU-;0ug*WYHbve}>I%@tY-GH~b;OT1)CKt5^;Ch^U?_JCQJ z8-4R>#QF$zFMW*a0C(*dv7Mg%{fYtNN2^zG+I#Xvz)KLUG>WwF)@MXCQgYz*-{#!2 z$kL&rB}@yMnV86jDFe_YHbquQCXWwvPWd@Ey;2x)d%cl9{WH|`!P?n#RBPDJ2g2$g zK%_OWNvS_3%LzG6wRFBN-f!dI_EFQPN zIotQTDzm?}g$L}GxHB(TJD36YWJ!1#0w61_)*e%s6#axYr%Sz$!$fO=-&Aj~vh#$M z=n?z2JFc5INx@QHaZyn|IGPxinCZe2HfXNlHIB~AAeT=iJHfd&^K9#B%+R6#Z2yn< za{eaZ(J%y^=KcGs6~8CQWEkfj0lZb;&~R_%t{|9X`P}hJ65#T+|^7rs6i=)}8c|W^=9uKyGJacz9h*WOhh^ikPH@M=H@idfc9ff>bQ`NIUyTB!d zSMcsGSF%=~C}cC3DjCg=LNozPuwsw5ge@Y9h52DaLxU;cVGP(DBj4TJC_nvr&U`p0 zRB>;8o2lSrb)m^w&e8*Ts6<#A&CFGVlfnoKHA7ExA;P1v(g zJ?!Z$ovqV5fsO@&DPW6`HpOtp42**torBDZgMUSRtgoLUnQ>)<9FmO{Ei`X!CAEC) zT%1p?*zXDB!RaZH)bakL_`GMbD##RLu35ve(=7_8~IpsrxF~ zh$B%t(79o%^Gpm2W7e8Gj_dx&5hNjKS%5x~3IptW*tPZbpU=-r9R-Hq~a`*`uHuW?yhds60L|-_Qr)) zBr-)R8frbLK+2;vvDC{}7)gyhQom%Iv9hZxy@$66#qj6+{GmU8YTI1N&X?=KG@Fn_daj2}}W{5s%H=0+1 zI5c$-b_49GYEVqwkn*TM6h#(J&I^5vZ&TYE)Z(hg{;ke_?f43kM=%;qra*>i)OL5r zp}wwjXcX^z2InrcoDDZY-eCt&5SU!3B?yp>vA7tBr5nH-k~=EUPIC@xt@{ z;;<^~*WUb7_@}OUH@yZciDP?I1T?}=5R1QS>3f5iJgMn~GG5!F{GJh;(b1BGk(JL~ z*{gGjg{#s;negy~9(3~1cn|;kSD*Vk#81d-N8meobOT+CD&Rs%0M>YbXGCIKAQ_Ld zWrDdN<0GG+E3T4X&0P+xpidGYWe6eojJxnC`i(t&FOGPjpvje$Pby#kcq@&tiJ=rf zc*C@oBuohm#2-)oU}0h5^6D^0h`h#LPTOy``C8w<^jxYK6mxE|X2p?wG=43M3XG(- zH^e&!-r^2h%d!s(@d6M5A0Xwj&?%kZ>!k*6>LhqLZ{NKe!IYVsVnC0C1t%o{l#!wV z|AN}-8&c_1g@QbN6*L4~?UN`}6$1|Z7Vz+R88i!y;1a^67ne^$y#hH$MgQXAsZ|ig8r$+*0q@_C6j+GChZCN zZER{<+1nBDIQy%CRThesA}KFSsV!$0oEI1h+V|Xu{`zHcC{<-;S67RIEjlLkVgxt_ z!kz{>j0_?)apR0whN`cl?&eizWL$xvmdW4Sa)m5DQ2Kvr%C4u+;oj`Q?^5ZUDi_?k zdMW0G2%xe>-78yLMZ_rQ+o+?aUoKYB_~O?IaHHO8<&6#vS#hrKWkWK7(j0oXPY_Jk z_Lsj(fsm)k5-QP|0JLKhXwY~WqA-XoSK>|GpYXcCwy+cmwh)Iw*^_tBHe*I@zU22_ zv!Ai?>!xW4x6nrP55UYW7XUYVRl3-od(TzLyFlAqF@{Uk$VN!P^i8Ibw3py2>Of{Q zJ3%XNph;MB{34>0inlu%$Gz<~)mY~r=UPcB#!KQOJy(&N z-@j|o`o~M(l9NNmGY6y)QRWkVpy|X<(gr{orhubAf8PHz`NDT$@5B1M=N><&v3#-u zn^lXav-40tLolmCSZ&GSBm6ogn~K%>u8Bt?-*CKZ4a$UGF+Panwl?^(#ZCZgwoQQN z|KRZsvKxxn5+c%x?*d2lCk6_3$>q>E5>)p`Q)LUrYfBWb) zCIM`rw}QR(H`|~ltGcVBreJdz7Z{gM<%5hAS5_>^dd)&L6EYaHyB$D@lXL_*_a{i* ztL@ad5>;I*J~2LuW*)@Pcu98xlXV?#n|p6%5>l8&C2DJo2i-<%fv-R3vzQYQoF|y ziJGLB61-=Qm}H5vf9h~A1)eTm6>oQfex05^cjF$E-KTx%~JJ0{QAmo`1I zHl#~MF~YQ4goe(j1pskCb7A&%TO)}f$5W-f+ ziV-jq;`q|P9f||0|0d-4PsDART>T+G*iex_Jk2#Z@XHPbFSVJx2sOi1kgPuwB%|-_ z`yDjl?&QN^T1yXXUrZQ-4u)w4G{pEJiiJ~Qy3RjIg|fa$r`?^(u!`|cNxQ2G-fJmK zu=}V;Pg0daW&8NJ24hf0I@(T7Jr$;HY-tJqP59d8*dupu!D9+hW8mciGP`>*#6xmV zoZf7Tj}Vp?6}ekLo{eKD~qSxj{CczX!F$Cm>uv`25Na(HM|t zZcVyHXY5SqDEwMReDVIsNJ{qIh8@QV{8tyiMdX-`y~T_=2~h#w!}+10J3RyoW25G9 z=|A3LtlY3n>?d7FXp*@e#cbwX%MZA)vSh{S{t5*(Q??rFmfSVfs9(vF`)CEi;f(J% zA8};zKGToZo71p90|K z34NISjA1azKRgOwn?oI9#)EUJWqwJ?5+ZVIW&(yLqJ#CVtr4&xj~Sfv7y8hs%|<2E z+0VN31aAh-DSv_edwFBLt}Dn)p~4bfZTVCF?58}>l~~ihFU7?IfNO4m{7}HxQmp4a zGYPU0=+KJLlb9G8l{J$0FXP%ra)9ewT9m>=3_}9i6d2_Jwvt@$>85gga<9vAE=4&$ zlAl$=j6cQ4|9t7X{7u7!2b*=!uj2?tJbX1-+Z7VAd_U*qfTkRN3AQc;+bt6;FHS$- zUfCIzH{Zt*#z`;66_Q+~cXung?5A7mnwSt~x*^wKl%#h#;tAk1Fxdu2ulr)@qp+{t zwqOU?H!ySl2^0fZ=9t`PgK4z5$%2_>F=@C!+SrY(kR_;<+tbr?6U6TcHlyFoT}R!~ zsL)Da0A&J40SNiepO4UBPum$Or=n0->_%rw+D`|CDex++LKaS_<-$_4@X!VK^PWSE zug*e+VC95E?*L9)Gz;?l8xMq7qo* z{2=&&584(OiiqA`A1hk&R}f@H2x6al#9b+SZ%VC~D65EvFaBDyi~MH&KRTN|<*R1q z_$YGYBJkl9yJVvFr@0hTqo{}os1;zRv*r{Er4K;n;{njGz$6{eCgYLFr`P)ae1@BE zdI2anlv0>^AtW0U5GMUH4N_>`$b6A+c1{?=Oc6ftzHK>#4S!Sz2iqb-c7fyg1XHA1 zS)Ki^v#Owt4CU-HYw|Iml-YX`u$~&AE-jtg{{x(qe|ol{&AS$VSFn5=9n@SN%S2Jx z$?cWdN{2g9+I$iL4b>O`=ZNHL`5YSyHXYt}--DHV>7IZxGZ7&g)yC@#pnt1|_yi5L zIPV$H5OdZ*s{#_38UVe9>OUg_%H~52!wO5x_)cEl$w5v$w(9z!D|uYQJj(ACoNH-6 zK|P$Nc>W%1XZlZjWT6l0==Q!CUn3*>M|kQsZnbAJL)g*P+WN1#)IrRCz8B2nHmk=i z_Z&Ru7sThVALJC(e99btMD|7o2D#v7{?!@=+c3Ju0B6+0RDEpE zX6ysUj=pOZq!3RrafAwbhVbEj!Mm!Gato)sfr+r)$eGsVpiE7V=RB5@nElV$Zs4rn z7x0eB2e-32v+u$zL0%>3`I#pry*&nPE|p5J>x35{mM67B;e@HIe)T%jhba}LQJ>2> zC(P2u_QV{zIcZw$fKNhSv?3qug2ZG5(o1@Q!`mT>m;S;RfPCTRRASL&$3k>9{Wc{B zwwPN~hiI8PXBrh*K5BNh6tZyl1bIxwkCQtDLaZeZLXS9Uf*;cVU?6@ zaxu))P*vI*!S@Po|!&BUIJ@FIWsU#a49bF?HP?F(YAo5+&l;z=CZ41|WlQ<0?_2Q$Vq zcyUUsp^tzU0lKsG=O#dr1HNxn4wuMfK&v09@Fr^%07(ZaJrWM~^cP?+RadcxQ0;%* z%~N4&Y`kHhaqS@$T|fn2rblux3hCfXM)Xj`Oa*l#XQY;z(RPe^5l^3hy%rgYAiY=5 z{(!9BzShY8172LnX*x?PE-ew>a~N;}@5wYa)pT1nHGg`F_o&-{CGDv`Brq4se?;mj zC%E2gJL2kN)sB9CC^E2uO#+_=^4xmz*Fytkm(v;E&fKUTTS9tHD=>FqjJ&qF@@%A#eo#fzh%4 zr!OZm+R#9zJnIOVh5-~NmO3R&fJ6Ev*scOCz`#Ze0Jj8RBlT*-e1ZN&*6jLoNaeES z`v_&g%METxd2GFb7xZmFAxtez;#Cu?q^mNF@h}A$IByo~RhtS^7~bKv6@k~ajn(n0 zvJZtz;neo&dJvf`@!GX`wKvjj_LH3ev<>wSkk7BIKJ{)!jmbzyGY$9~;SLc8-WG9_ zFl)KWX=`u4=|~X9nHGr$`VcZmg{djYQs5QEbdSwTYPyl?k=lvuhFRZRdQZ)9X?>-{Gb( z_)hY^Do%!+{}d9lR*o<2?q{Id$EzuWWgv7apPyEyv0;4W&sdaV_C277hL-<6*jofU=)<<+V#9H@vJC{kK45)FRrFm zDeH1{OnPPercmRs1u3?go$@23ei*LD{!*W`-i;YSzC;!oMzRfHr!X@y={h-;f-jW$ zg9rl8fl(7ySQiWC+CXE_;7T+xHy7B{zXT;D;{jmZ@Pati!QUDVjJP=6O@@+N%=Ciz z-=h%Md=+i7zF59_MucEumleZzado9MqyJcy7kK>@_;x&Ei7Od#SO63o+)6_(8cRNZ z?*Gj9ab|O8XACG0m{tpfts5|zhLqB8Bh2ua%?&&+M=KUSI^Swft00~IVb;yw$gdVfS(s6@j4MBwu15!{E{D@wvoIc~E)Fbjp+L4|`Fj+1Rbzzo%gLVYe9idYz(e**UJ zHR+p5%1UM;ZU3_BUVNSNpDsI|evNC*Zzj=dqh+gD6k8XIf+9=pPV37xy9{3yb+p-X*_sn1G9iR==Vq>3W=FMNVt z7=w_&lbUc%`0*k?A`aps{dU+P-cCYw`q$;VMP2M2N7r73{$QhjuR5|uh~c#YtHQk5 z&lq^E9u4)9Y$a@cP59F?L~`;actvu9(SEOCc*ZA5D8IDw*4gT&vzZ(Q@O}5LQNXVD zXB(?oCjbs5(5&)ZiM4le`4KIdxd@QagPkns=K$4yO#IZD7<4}`1)*Wb#35i7#pK+4 zV3w8i;yJOFZE63T9O37SJ0}g7p(s%E4gX%efjd0c;d(os@@ z2?#(xehO)eZ9&9$4(1p;cyS4Z|K;KNZffjSBOLdR`Lf`){VUvbzq?{E)Zbs}ICY0l z;*Za&FX`p%TB#>&fiBfsY7SPm-PFiiy)qUkPE)Rm#cW;NBPSpYDl#(C> z)_ad%2fCVYfw)>2zG`nL!GX-+{uwMSHE{U8dH@h6*FHx)sc>X3iSk3h-lu6M9md*= z)IQa1$GJXwGvUXY1W~0S#?G!QyT=a;i}I4XvZB5npt;)z0C?NM1rN1`s0Wy8_jR>g zBFfw)wO>7+D`$WiViV8KSfonm`zl~&Y;3DaW`Tvo>73`XaIvi|yXpxF3>BzjeSj6VYo}e&q7dBbm-J~% z!0d)9KoanIRpsT@OharOIm>WCFoid)F3g7Zh0n0$%}}g+$}wVTPj=YC$t;f5ZC<$Z zk8Aw!ORLoTbr+Rd#&^Yk>P_(#_BfI~`pz|(*`i&WXqri`&BabhADn=ziRetez6-;3qr3iC%-Eb14TnL_U z?+?gZ(%_Od@!9Lzla3eIo8|_HY{#*_=}w|g`B#qiIw4C; z-RpH;E6?cBt0B(3u!B2p1)D-Q0Y!X_{yLh7T6Z?(*QgLxtX*}*%F>dEC@$8Mf1qq_ zX0>Mwy%}#HfWB{sUJojsQ`wXGxX*^qlDaOQd{lhcQXBSu*8`@0ZHggyh);JL841!l z?$v&K{2h8J40&q0&5VOQ(|AfVUUecQR%=qiR$G$j-`w27V7nt#Ok3C-_HWrM6;TpI zv<)A)bnsYTnc5g8fG&I4JA*To`b@D%g+y42EWi^^5zMJz`j$Mniur=3JvBgl0R|*X zo3XjMBZB)S?PC8^9Di7cj2X${!rYsT9+Z=^z*S4Z`982#lFp(MbbEnH&A0Ayi3V*+ z`zX!aFlIst?GO|ZE9*O@XGC*aC!B*R5fNXn*QUPpr3SAI0IEPd#CS)E*7X=n<6qx!w{<02- z#{d;9KaXa#*iZsP8>3Zmi*Tic^n{b=x0e`+yy(boqB}W{y>`IeG8~qZmjr}1bzNCl zHNUd)0CyodsxL+kAo;g*#7DepHW2#k(tsRUSY17evL+#+q@+y$ji*xQOW=twN1~KI z&$U=CZ%i8M>i2+ZbJ|V-DqUx5>2Ugl*xM^|5=dDF%JC59NI@Qec^?-OmG`!KFu;2F zsrHQLthndx8;f^tT_;F;5!P-&YZamV#UznMF6sDl+O_bN)>bYZ;! zh7t;H{xIML$ToGk()rKyJ+k1?M=nlo?cW*QDdeZ3fV~PuU`iPI3FR2oeliOq1(suQ z;kMNkGox?Q^sf}x7P{wER}Q@4GXO*6q#@=TmjK2dH7}U}0ihwa{@w31JJ-=HY3#g7Z0fMOF7q_ zHzK}jvwvB}5U4=?f?+!|Z`Ct=!w(66qB7;SoYT~TtnmB(X?}p_)AL7qDuL? zeRK+gxBw-j=?!Qo(#~hL8)J^A1=KXG&5-q&@p-)~z^VrMzaC&^8tYBozLUY%m-D?f(1K8@ zt=4Kthy#@Z90oD=Yyl+R;6eXLctUg|3YdX_Kd6vF!&%fp@2^`Y3A3@g?+Api-6huj znhBL)Vp511_e)$urRPu=s=)rp;bcC;s>Vi#cD5?MJr)OM#`~SmhAr6HKTx8>zuw=QIsLUv#K@?|A$Ce(8~ZHjnD>RXNJI+N zN~cbPC>L}Yu&%=YD>K<|@3e4q^Qqw2>kjP_(#@|vyIWlGbqk^qhx)t*Pu6yxG(KG$ zIcU^U59BLQ(bF9^^qal7HF$8YJbb~%Q->aw-}k?eZje8?iU4-&W%a;0^f~G7u{405 z7qDiE2guZr?_6AT0p-PLbl%2c(7N>WN*#tMDd-=83Jr9uO+eEg+uc=G?9GNm+?T8? zk25H#pOpwggmZUC$70(nLpTbm_3@$5Zbn)QDtEUhimuzSm_4|>oKr~GY3|~7{YAb5 zR{fX7bFk6ZeAT~tpgIFk72H5K!-wTYX}|aVXZPiDnk)pfxW+Djyhrr&ps}K(e}%9{ zQ#b^ZUs?O0yS!%`C5Ansq|33=CKdE>P6tCn+sI9|;MELx^m=Dd-PeXkR$WplJi+2bX4ki27JYyA2Rfn7+K(b(B-u`jK*x6|k1}?G^05rquQY`Tv zY&G>Drt$sC@}OQM5`S#^NQL-|#xjzMa)gsCw<#nji$LB#aFkmq#z8e<81;*s5e*d+ zW|H~f2KF#4eaG;uw@n1O?MjX7m*}Nq{?+1;A2~)GncjT_EOU|B%bH;dQi1V-Os$a}DoKl21>&La<2(wboS2;!m7l0Os z{na;}(@HhO!?MHK_DEoeElInOZKCKKdcpm z4t#+R03rJ;2`O#G3X@)Y39t=7li#fldDxAIy1@F+8vmUj<`dbp*v;{Scax;Z1=fBO z9fT@tsD=PVDsH>N0sll^$yXTZ*{P1n<|8A#07r){bO03q7s?E5f#E6jWki{Z1&!C) zQktoseZrx<=08VuzJ!3!H2-?NGEM?D{*~{dEvL`Y zT2cZ!XcA%4BrxOm)4ue*dV2D~kN9yo9UKM{9ERmEIl?| zdhqgAy^j)_+1F?PHn%Kz&seJcv*i5S5Ey7Y9C%~>0dJhA5n}eFg=3wsVfXB3!|zC@B8*0h5MyavK_mIwY9=?P2d^Wa^ybo1^d&a+wGI_3lsfr6iZ ze^aPeO0kA7I-|xHWn;n&KXhN13>(02U3qZyVD<5ZsxPwh3#b3sLF2WI)gv|LIDNq} z`TzcZ&qXa%T&(85cR89Ft4-DDYWal2S)Ys(>SVKM7xjyeh`-J9OWrf%oaVYb3H#_> z2I9%fmflz0T2kR_@1BVmuAl$!hv2F&o8Aaz&%6XHVIXUSMIQV%tgl1lDPp?dUxhEe z?v@n?b(8F(_l*1C!Asde^g>g{;Q74w3_vfbGK0QRLy4>2x`PMJtKKsM(=FF_kL2Wg z{+?YLJYbL=Y}oSKPB}QxSRC{m|K~V(a77Z!?F=5w6OZu|fx!d0Wxrkdt?x&m2W&ZI zAFPHzl?s1o!+R!f)%)V-&N$`9)C{uuD(YWCr~8d_H4+Wx_z}JWjbRn_>pRQukT-i= z)XV)X(X*WXE+?~=Nrx@d9e>}a9!BJR-4&Hr&rCQpPp%Sr%Gu?>9do{gn(^}dz~j|hMWT1=>6@LlmFCo-LafuCtMJ&yi#uscxF~a}p0&Icgg3{(zB>UD!6E2^%kUq#jh67K1{F3{{j^}p{b z#z1Jnyn{a9+L?_?I9KG%ufgg>o%#Nr8Q4o%^f-`q-rT-AR~2NME4hYMx;-c@uxP;& zm8r%II<20AM&9HND?jv=!9IxX?iK|v!(|2w6A!C2Dvq5r{}oTCo~7hCO{X)>c)<6V zO*u?&_;zNjZp?Pn#7rpaIOkzYA(ds1&dz!4_a=JV(Fmno(207j_AmCtM-II*R!H;6 zPj{H=AaMk-j!r=CoL_DVcRLN#4^I8XJI&DI*6_CgPxhj8y1E&$-hw$;r44T0zMi;W zq)IPh8{C=%*A3;C>f}Dr@CTX>n>GZ>xxW}c_Bc3e9Xrw4@t2_JnXmomQaT;i;R65c zFZ};ce0DkJyP^-=Dl3b8+=v=0s}e Tc8m=c{H3m8dMJ2kZdF3O5tRybO?hAF&HzHea}~JSB8$L5Xw*;YnCAl z4~!_6q?E(n>GmZ_XsJJl<+?UuN()@ZQ#GcHn{%6-`+?uwY!2siEjBe(5<}@EBu{0 zS5Kb5YE8a;HSnUJ8;W%CD#e?8)th)}cYvGU6(ZSZ_YoET`_OKWt5+#URaO5wL51w+ zu6iT$lPC(cBN04dcrGY?yf^et4ir8#H7PGx6HlN)xz+cLN$N3nH(wms><;0<>5d~tb0f%%P5V=8|52XZ*Zh$F)rpx5Mzz<2$MX^7rw0H~y3OcyFA8j( zzCSwi51h2KmRsmSash$Vgn{d`~& z=yS@?)wx$3^dS|AXL}X_M0_^Rm#_h+U3!>h&(UGZguiOQeC_s9;RqZV{v|_1rFL@vK7Ekzty?+bw{WmHLvf@HJ3!7S)|q$a<*u#BWhCI`VGM3eZdFz=nZOH34C8x%{!0LKu6x;!t+|-(p z5CICF%LXbiUQxSXJ!+rnC6aTmCeyL>&SWm4Wy?MXSrpi74x5_68dh51s!Rlr{0c`cGVgbXKt{vUj9 z)~lhlNL?Beil+94Vp#Dq;zvac*!r_@!;!(eRW#opxGpPMT7l9x>Ys@%URNRRSHmmb zLdz3B{S9jufjPOYQ;WaQu3x4cIur4`nLYBiqkJaZtltBUzT_kV{+B5EKW7vu5Xs;9 zVl0URRZRWJa2oIJng&ZdsprmsJcu3Zp3eok;jn|OE4;S}UT)oRx(+gb3cjKKc5}mZ zrmyAzKC zWy5|?4-qfURnFW%u!jutkV#Z`RCbq_1Jr8+Nuci1t6-Yi&S5pGtw5$nV_vi_k4_@H zg&yd)fa5{BVrP|019h{8EiCA=i3+%*b)y%oq{N@t@Ue9|U;Z4)MLa#(2qgOPG}!7h z?>Hu5UV;virICJ4@3 z`QeLY7mrY6iuGB)gY(&esPM*1^x*wF8>H$k$`f;M$KzpwfSxEGUVhM^N6drz#lmax7TvuJA3g2=Mg<@Gxu8UbX?xBG=~Yq3N#B9A_xx|6=6bSvc@p&WLZZ8 zUe*B$#FS+w5C^}JVDx`TAVlUrF!!f8Tys=OYEIa~Z%7lQ2|?C*HU;({UW0Ie-596x zv4vqvL|^w?z83IC3(ym(IRri(<799SQ6uWvS}3{kgONWBH`L&-7x`gi;7&l3EO-|Kh7=S}T>i~}fy?2B(qrL|4I z!H)Ai`#eZ9hsnpfpi_dy(~R#f18YLhk2HlbZfE>Gww9qVdib zm9X8^-t)&-B(KXW5&s+WXM!ehJFpZ2rzH{KfrlX0%8vv)B!%r}MHEb|k-{CiYkhEh z?#>-rj!B2}h1Y(D%Bgm0~{E6@a>M?q_Jk#I_qNJ#^F-VsSzw%i)J6!J$ z#<>x!P(4yX=ix{}S!|EE-mV~Gcf@82mchY4Q^pXmHM$^zNS4-*s$~Jn%jft7B(bQ@ z!G=Wp8c>dLUm#tb2uZ}IVvx;zFwW3*ST$+xA^)WVEdj@2n_^#cNah52n=hVg#ED@} zVGzrNeMcJUjzUmcbQ8+j+L~&7G?fJWzR&1v-9vsWRL>iYyOJzEq8&YXj!mU!N?@8% zSo0F{E+`*8;W@{rO7u85FN8%+q%{m92^V)0Yi~S2mgS66#6M#>UjPZKEu0;kT}<~V zDf&@<+oKOElOE7lKg#we(x&eFzq~y#GHZ;88?LBGm#9%?X@$tgCk@R!hiTW<+Rw2gnDP#c$Tr(G`G9!r(LAIyy3~DJ zzc5ZSYr-m8s%fDV07bppI8Tsfbf%f#MJPP*b{7EJ|90b8p65D{7VW<}`4n+acytD) z<#=^)7I$-HISgjANjnZ~J*(|a8OujzjJvjgttE%YMk?jZrbR%kg&%j;i>90eD1$Gk z_}rrGpm1k9bb@ookSUx}^^nhJten3Q05-lTuD}Jq%9=*1f-a`XgZ88RCllh?KW#M9 zt2iLcXz zY*?IQU{Uf>wU@L(QilsJvaO!J@tk~0hiK(n6H^3;IR7v$DzqX|PMCfoZHt&86t zPe+n?QqO5Q-uz2RVVrXVLuaHg?TYsoNNfeLvAx(Daz|SgAfaeDUqD}oppV=r(4Zax zl%-x|Ky!&BA3WB`u?weQ#W%&yYmrFrDd?rGMqwxo}sgLg7XZT zTL$VdE4y|x??x@C9_R7z=^a6y8YmDcaT<~r*G$Ctt`z$WNAbh^N4ev6d=bT$Xsh^a{`^Yeguk7YLB1;!uPncyIQE9e-eL$IgMDGeDNf#z0&BZfXl%P^f4mQKM7 ziot@6(uxV6%usFaJ)6jHo{d*gal`^;qR=|6J~o5b$An!*8_bw;ZXs1#tm+O;Wld9I zO=86iBU+;btg+pQ7rVo69v(!GpbzL`>5Ds8VOCRy=ZvBBLCl#0$JJ)fo%V{^i;t63F>DOE=K0 zxma6=;Ngy%v?`IK?4lfC{8XL);F-S&LwD-<xXXN);>gFOp1WQ7~{ zPKjE!(hlP#@1ge)TjQ1S@L1BoL2#|AKrUmT3#d?B`WareU-}`}1ioCyFK`wkQ9fu{ zc3VHTCL2+)n3m;eaBAjfM4-8sfKqvg>Q0jwO=)T?ZP4vd{cTrqt^?B{x?OQ2*PD}5 z@b)BAXZG6Xmvk|T4tD~0irBx?^70kmv=w7)Fa25*nzQ7HGgZ5mv!ms{8M<1T^Svpy zm_UKD@r8f7XQ;)JwvTD+O(efyY>2xwuPYTa*|}iH+$`xZ%eg0us)rv!NU1^*d0mFnfhVi zX9k>WV4DLmMhB@6RmWvwvgNIKgp3t~BuQ%hL$~JBiIR68e^&Xat_CRBM*TC(rS7Ay z&|1|0+^}!SZHB+fJ;i(8zU=;uI(D>7ScWxP+h*F11Czp#v9{wqu0+v>znY>_+zZi%==6>R4!XtRe-@sd}#j8%~v|1R~o86FAQxg&uU!i10OSRdEre0ttfpf-7gBRS!DC z4{*#it$(uuxo`jbN{nGw?|FWcR&5cDU$AAzI!qn=XnlHom{Aa>TTGuE_ll~%JW=}Z z6j$zfHNO4Vp)c0b&2|v_y@=0KWWBF~C|ZmTa^Nks)K1$fJ>M22Or0)@Z)^QwTQ95H){Rd?A|YrXQrslnvWtpePRSeq>|*_gT=8d8xaWm^_^ zD;1bV)SJ!lp~CDq)S9sqch=>+>5Hiy-*dSON^UgUuxd@^olSpfaasCKT&vR&R9Wi| zT&Yl*j&=qgdiUR;Jqlzn6RBI|GWbTH-yIFKpmXu=ncyN2!yJ5wSW?^wlZz zvwhd~iw)kb>FHef9SsyOBBya`mx=WYGbp}V+z9l;aaAtJ zaTw4X{TTZ}YAV7{^zV74D?;#)mWQj_ud9Kbf$PM#rO6AEp&zDCB@Zkksi~!XejBI& z57jT6f$DdC$;r^ zi2KvLG&J9VqS+g=KvAlcKm)|C^ZKePl3@cC$)4-yB$k~Wx40*^3)eW9kBIFHJ^hD5 z=LT=@y!FHZ2YE7k0*hYr5zExY&ifzfY+x3J2MrRF2iYX7{H1S@9w+f>Hw1!f_+!7i|s;?i(|9{8TL`g}j@cKBpxB0t%69j4a4b35(Kqcc=M1sz&}6~Q?vJ!v3x ze0}aUpfpQLd(!{AO@y%*uRUp{y>|NMs240TyPDaTG4Q&UB--7MOqa(>ad$CqGn>NQ z8U%Rs!3qqS+-QPw7Md5qimavdMX!W+O@EGFwSOT0y0>BvZ}~~>pn+iD#}q4+zTxC@ zYId}j!%{tyG(K!dTFUZWAl<8_PnXYHG8a`SZ)o$|@ghOJQB_Hcx+~;pD>ScSuEE^X z+1-1c%*?!n6jAY)&p??X6KQAWS^S`2Q}i& zYTDStB7;$faKUPoD!t8>l_7;_thwJlE`fs}RYgbyiXep3UTzCie^S(>8>P+V#F;6T z7sZ(OOdjU)nBB;zd%=6Y3T@$Snl)xI7$I5={<(wvKCVCQL+q!$FR@Q12`B;;s0G%hv7MGke1y@2~ucR;)mbJqY zFz?@0gjqPpE+B>1^E@fNkNH1y%W^Rpoj0*gi))vJY`&v7jyCp%`NrKR}wm0)-t)=dL$87N(hR)*DU=NYw znIbj$UBKSZTIILt6=rsdYf{{5QgG|?vS7%SI%f+%T}D8E;()KYlk-y~6d4_c=0rKF zBNlc{!TDsTZiAj&={m8MYklEqiqDFGPN_v14krASXn(t}+<@Jv>IE4I{f+<}SNsC| zR*2P5y-1c%b|9D7PY=UaV}Cvt+_NfOQuLLV(u`6eH`cw1k=POWJXuaGEVj=%NThr) zrlGg!;_^|K?(wmsczxe+A?&zAgg9eq5?qyu*v=iIuK*#|>i1vP(n~%^H8<^Z;MP(Z zGiFOC$(4cH+=SWIC5;e~lnFr}@1liSwn1E<-KKs4>f}L#=)RaIYm#`cp4HJ0?Gk8h zj5b;hV^dLuUaOfK_F|svk8tW-i>IR>Q>&d{%=^Ed@9x}=+uCl+2`^C9ZmAx2h)gu^ zn&d_>*S+f+v{B6&pZH`IjkXnkQkNAz_tuxczX;6@zKw*+Lu$8Nop8>zHzmgS$UW>Nx%I{3hw#fR4rr!Tf;Tg zPv;nhmhMf8Io9j!D6J_6V5-)o!@N_cz*z9#0qAw68hkwv_EaQD4GWoIk z_|h5@a)5h|vjF4t8%+qCYG~nY5ll7ab|!;)1sQ!qU+uw?^aU5Km}L3_S;$FujF+P_ zFB6ENDGXc;x3b^~P}ZW3x__t+f29d&hKsbiL_1qd|3;5M6=(Dn;Dnb1DL(M(NUy_} z8E7sE5J62^PH*E3&rTF*Fcv|&hyK=EJrU$bk&FGBE#0K#!W%aDNA4U?g z7cM+a8uq9wYv;GQ8=rEE*ER+1r-)YPUMm!gFkq>chghAO{zWGsa6dmL#7>xtyhk&8 zm2Wv&PGWP_d$D>7EF(DItzEgL2%T}?b-D80i=?YNpP3q6dAUb?G9g;^99ydEPMbfd zkFB}er(8((kl5ITuDL)B58qO`qvI^2AwXb7i2D#w70}15)S)MNdl?Ruk@1d!VL3Kb(e*)4E diff --git a/examples/notebooks/output_20_1.png b/examples/notebooks/output_20_1.png deleted file mode 100644 index 46d2173771221e682abbe8575b65cfe70d0170cb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9979 zcmZ{K2|Sc-+x|Uc%N`_%ZMNr*8djJ-nk$d)yuv6dL?lt|gP ztf4envW#u`-#zd9e$V&xe*am{S$_9DbN#OCywBr2j^m0kGPugjz{>yt0JH8jZ4&^1 zK*0A0$7sPAkj9n>zEJyJ(lt8<-a?MKV8PGyKG&@M0DzJG_Y>0pCG-IN^1@vmtGlM& z$h!fKcU%FK<6R$5@4KG2orLbW-toKb?Ik2H4c?`MZr#1>qbeiw_W{!0cid#6at9d! zKnT#)zGxPh{WAwsVL6nsl505#8|5-G4wVo-#>?$BnhLjn?Qo%W7kP z9Qrm#leQ}8hT(+WUq$=7XCH2OZI1{4tR-8M$YZPfFRw|oau3`zP@Os@+r@9MPR~8y z`+tQ*cXljRgsu95@UsMLm0-C6kMrJD{@dAF+VPMzrZ5i(i5ka6(3dDWQor{_p(|eL z>V~KfO_-Z0!qyalfv#}?xf)7e0 zCUK4m#{_Vlvq=#^Z+`x3sLSP5ToddMPJBK1f#i6$Zx>GnWkCjW0pGG&B*TeX zc}t$^Y2IIX6Nk17S?_Fr=GL7ep_5hZOhj(K7h6i&$?|Ttu9?++iupV^nkc9V$Gi1r zrjFU~c3Z|O9q1j!*&pPOMiY;AmvZ|&w|a7dR~qRsc6FZC>#K^1U8hFr9qzY3qjeZL zy{*{ABz{$azJf+pO;{R>HHCyg2oz$mZC84zZ-+e{AS4W@n%M`sfE{DRcZ{IdQP9R> z5%_aUc^dx9gHD2>3w&n}*P=CD>h9+(j_8LDxoDmgw;$M5SGz|NANL%^oyOODPupp% z98&fbf>)>B>hQspTS8$!!zsfbWLnhmshEQGcl9-%@byitjnxu5Za1lPZA{9?&q#XA$*drubRglz>SL<}f@V@*`0Y z({yW~sjrqG7CB8F|6S$T{{-|9wE=wB<$Aj8Y+hxEDoc;U^i7cjpX2nzA*!NjRrKCw zk420|_Sd#h4+Uf}_b_0fN!jc{+H;Fj`2-5Cs2S~z!K$MjHC%svecuV^k8gXg1q+WP zzI=L|CM6t!;Ft;S3*v!cqZLJlFPh<)J+9f-d-am^vy?bdJI~fsG}Z`II();oUN+3d zItdEU3B1TqaN|N{j=T#uK&@qk$(|q~&dShXCA* zuO*eDcNkiA9#UjIIMa-ishFuYjl3F2;`V>WirHz;=!MrJgvz!Ok{~JM2nssSE>B0~ z_`1p(nzB`exmn|QbO>IFA3YTf_-%b=BTou!H)#bWl-1GNpE)^e-QeT+xtPa$?SuW{ zs~s|LD2HtEd?5Qj!lpSl^{>L?B22FW+b*RbQXIoe^yQi9wo1bIxpq~=bwxaI>7AFd z80vx+QZ2#t38OL&lMlMRvDn)Qmy-8|4tj@fWaTr{mHS}KpBu1@&#t?%8Exs)-#!Rg z^ED4+6HJ>pShj3|jjt(mg}Y2sRs!Ob>c8BxMQUz-x}5PgaD5Iu8K$u_6VVA*x3IkF zZ;ss9pawRU`ZRYo+F3Pk90W7B{IfRiy`(>nzHa{RGEKsHW1S15xn?oC74(A-o&YZI z4S=NbIEGXY2(!n(Lrg$y$U+= zlv)k47v6EE4LdW(xVHbDFOOPUDYwKm$cPvp? zgRzz~B?Z&BM`fQ>c3@UcDtwaF0F@K-$-x}%>hK{uV>vsOhBF#uOpC8ejGwO+YBGXp zM6Jpizq8}e{dU;L=ZmIg9*gUXKa5qO-lpqxAzw(V<;}QZ!rr5PfgS5x_<%TybxG|d;XR0W@6#k9b;`$43;?o#c{?-N89r|MPt?n zEQ(Chs4410PM{?ssrUnV&AZS7wB!#_ba8!h)iEI)foN5dPhh;=Ws09ix(A}BQ&01(}O!&30vi71E zarJtZ$frgb{^OmJf{+E38VOu$|Aiw*D`lKoMpwNkAda%-1e;RSRKk1=_kwf=!XCdS9-<&t0_YH)LibNQ-_;E z7ZZOX_xXPptthg`jv3XqBt-F=h7OEVTYa25^na?5OX!w zqz^hLZ<>+X$=EF+X$yw0>o6)FF^6~_&p*1tJs8uo`^%*&t4$j$<1k!!q$Za`ifkLv z_|j>*kn6c{4g7`Y$4V?$Z=1Gabwov;R6BI&%|_Pup8KHs)qa=0<-%a=OYfxex5ymM~J)KJ5m)V`}I)d7=x%R_Q; z{KT!`^!JeV%D`Ne&$Xw)4j!y2>6|v}oV595kmbT#XFkL3U0xYNodQwi7s?;^IUdie z*DN~BHCU#ne#n2V;K^+(j+u=z&g9+9LB-)R>3VB)<`&n`Nr5z_P{kh-6%xKQ&cNs^ zS3P8TY=_@s&wEc6s0ZF;;M)3sVHVqZ zv^`=r?M|a;rmj;tLvJM7JQ(W?T~Hi$0tS6|Z9}qD=oUtP`C8{1#c0%eSWK^a&={m# zF^Us0T9*nYuk?~+Lf7Lu;WzS9YU#H2KgCO4cydTe}s3EyTPhoa2XXoyvP+6#AGJKlcby!$8NL>|HWORmDd?}(yh*>=-cP3g1w#sC;j^} zAC&GhI?@!=#P&>=koa#3@xu zI))djmq6n1aytRtUuyaSS=TQRNE#%2Z?jr+7>)E$=6C38p~k%}mgxCvRC2nRt;8|$ zxQ~Mj56b-NV}3fEimtLw82Ff@rV#x8iAX0LY<=H(uC%;%>-BKw7-`+nC!{CN>;5AQ zklow$FY1U~#&LH*F*$?Lzsr5A|<$b z%`icN=8YLTIGZgye*rr?+sc&=ig)r(TU!M?$qX<^Rtk4%N@AaPzjy&gz^-~^xriD( zF=@TjJ6&K*&lQXP&Q=W*R?_L{!tU63?{{FW*w}3EV+>19ec)CItnsCrqFN(M6vaWL zXxHl5eCflgsH`$fGMOD*`;@w}9Y6$0>0e3dpMRS>4dCbrWWz7fv&a6LYJKcMp0!EHbSVhVAKu z=a>L8u=6Ix#QO5y@xqj+MJZh1V_l{k#EF65+}2d~JY@2*$zJ``V%iy}JFC-TRHJ?+ z+g<6cMZF{8fDd07NNzD+2LlwqYlRY`5VoI)CdbPa==15%I0J{Yggva)$i%iLaKI7v zMtIHwPy<3j@4mhj&!b2 zFWuer1B$&3 zota?|w&+1n>sC}BF7sBuhak=Z!p&Dff)LR=+G4ph>oJE;vFlKUBn@=LaKtI$k-god z-wiL=^|&r`UNzA#iTQ)U5NpSAdxzb;!2VsBag-utD<_BY;mexL>GkrK<6D#q#Q}hrcw;_OyT6 zHZ5z`&$_Mb{Q%iFj-_aYhg`4UqoeS&p!YETk0Ja;r_iii?y*u$E+cDjeXHxUWolXy z-6aG;uIr9P=&VP>nO!0$zAu}a;2@JYELC3qC#$}B2-r@+E&ZoUlBMiTV; z@>&r;u``PbA={j0Eu#1Nl*sU|^qlX@#1F*TW^w%jE{B4>?V+krMZB`-=%X=KjZKi5 zt{P|Mi-#n@tjZgc?l-&tQKJR|^z$-+8rKg`odmaAM#<*%+9cc3p@$8pJXn{rF6__o zQ{_Fe8_iux4I2t@-`*cxwUA>9(dhPG@R+Riute7H9^TZOyD;dRDUK@Qs)wW;s!h9b zDibIRXJHG`8;wB+GA#$c@|mZXI3+Dy>R_<`VwsS>29;9Y7mF$?;qU%|?f*hGX(puz zo)m|UwqtZw;q!hhgD z*acOntk&}pGRYe(d>&^PU9j)}Ld&upNNf0YLD*(berOS^f` z8tE54mcXaXg|gzC^)Q?M(ddo%VLXvp;`U}Y*hQZJE+1I)w6nR`lC(RL*{bD)53B1b z53p7oY_`I4FW8I^>z(3x0>_)^o2X_oQ~IF*BSb0&+X*yN%>+vnjRAIaK0m(s4{$5k zfT(l612^D{ST%(DFo(Sfo&afxquG71uA1A>N3hA!5}W}fWalK%2N_K>;kA&v2Ti|^ ztBbr-D-!JAY@$|ju2K}Qw2&y7jSSAMN|?+kw7t|0ZQm}ufJS#^QnnViiu4j zZ5Ov+2+!vc5K!SjIf%EiaN($SKxc4pKWqKr;sGO%(_wplYd3srU#njvF@%@82c; zD4P@ft8HBf@bft?HY0wNo~*o08cQBS45TZ1fSQ)!i%kX=+Bx)Kkk!>0YKgo-%TX`W zpfsXMtz&MZK7qj=e}~iKuo70-M#<5{gd)p<(j2t_fqR0S4js<#`&{`Ft|W*Y8Q@sV z8AVmu{{lM+AT9Q%tz021x3hu6AClX553bXX7zJUY5s_?M4rVxNMpJisaX1SdqpuEc zp7eDINPPJjKc9i1r5wweSwBCcm}Ne?uO-cEaH+l8((C0BPwDWzH26|6#dzy^M()k27rpG?P}{RhX0B{XI^Ht+UhzC~|4Ta? zq0S6_#E|W%8AAz9?P;YKEMsS-^Tu7tJAiMSjv+A|;);yhvmo=QxC&-gv5Ip9iRx#9 z>`3pipH|{8-LV$8H~O9Yb*X|A#q6x!^S---FW}}ivrF@juL`{PtX1XQCs#z2xFxPy zXL)!fZ+4FK*d+De$|P6ocS>~qDG<0rC5n28vk&?6HfzVv&iJsg)b24_@*$bEI3*o- z8W6!V-aV7biD!UrkFQEFr3WpK>(^z>{oSI_{)a1*qT$%Satk4o<_qma$1l#aZIL=z zza{gGo3B`c9H|q((gA-tMsX^= zhRi1j!t7xkJ-k#zp|&)t;Gv=y`MV)T6>s_ShINf&Ynr6A1SFlt6duJ++c(3A z!Vlwc&05!KvsV^;>uWxL;t>dq#rB2JE2ElfM+X}U`}HjpRBghqq_Mu{mDfMyZE394 z_euDS-VbS#nosMilPH6xhMcHT%dgF_+)T;2GU^hWnJ4|!JCi7eARqftZ}a!()eYRG zWL|&E@0qH0zKZm_bKEFVSscKA>Q04te>x7|JZ;S2>Q8ErJ@Vltxa7KTaaH=+CeZEb>;pUM_Rz zYrZNKTT0CjXJITUV;0k`E_u<>LC+!TqBN}_vbVldjuth17Bbpgx@^>Y*f@@pLw5YF zt8SWea4UQ9OM^fkQTMB__*bKURHCutrABFn>$Z;OpthJb2S ztP+1kE84VKO>67YS4?Xo}t?ne;c_Es>#EIogkCctSkzufGArzO)cznU0a=vjdhd6 zDD0%K?HPm3y`s$%iUh&v${b4wGod(&atfH%ljx;gQw_6CawW#gQJxQ-JC<63D*l@d{+u0y3#)vRf?{mfg`}7L3l9(*e*(m%IV1gip!$ds!tG19KOBT zI@sM{JHMQZ`aIM5fv8?#ExclBC#EE&|SvezBs0WlZ zUEci5*IfR1(kZefXATOkS&&b!-Qf>xgF2pv7uTC^@yL|^S1JAZDgDB=57R;F)4%we zy}V4q_5mu)glO4KBnU+YD{q;vQyH-~{uZ8wltGkIHbD%SAQS-59KsZ)9P$!iK<&Mx;X?WBXm8{{XJ z&-hj6Rvt```=%xm#;G(7m*HT}n!NWtI4D_q>JJs5;`A68yqNOQ^uJ_bcc?Qlv9l=6 z?*1o>NLggxvz#%~{Ccdm)-KBYR9dofppMIe$58WDowY;>Gl{&;Ev}i};#$rb<361} zaSK}U`G&6!5AUzd0YkU#r{`>0CM<`P6`y7wv=eU^(68Y?7t3_#x>?!IY&;8E%otJv zJJBDGU$i>Q_;r0hi~fJS5Pk*Zb*{n!Slt@?5G#Dg0jZoU64kgp?xBzs3Cm-$0;PR( zaf{TXD^y%+7iKQgK&x@3(5k@O-dt5FK-U~+l~bWbfK78q5E3t2{!o&u$!vxx?!IR^ z?4s1YJ0OvKoz>Z+$9y(DBCo6%mQmNloNy8@-xEx1&{ zgRM#JAL4y6Lr?DZ?vvcx|A7nxoL1e=(mMViH=%5wr{hirp5Mk(@zQokB`}bz^7bXUS zzL~(bN|q7|HqL+UkF@(OY2(XQqnP<((W9$K!7b1cmKw)Zl{3h!b!!=_uWKVETe4;w zqPBjFoZR=3KTg&$S6qA`R-q$)^rV(X+6s~qs^lRC3&&ENhj|C}q z;}6gij&vo?#bMDBMe7M@J3|Tmk+>M*sq%O)Sa^$5rFu_I ztjO$2;i;&)wizO5{0KX-hjFqQm-$5t71b~iO$E@|J(UoLTXZ1U&+< zvu%$`__tk-&H(>MSKBiY>vqOzMws!;+*P(}F=3_ib^7sGPPXbIasV5ZuR8V*p)_xs zT!RffEBuVKMHUR6kilXV-yR;G7w!fq^V-_+F<3F-x$tKi@6cZa*nXUG`m(mv`WVhw z00*I$8#sc_3;@y)A5-lc^5aXVP9HHi(4+VUao@b38n#rnAMf&pA!Bkcu1NaSoTf+=8B?fc3V_ftTnl7|uK+!D z=Gzhzz{k6d1d@X_4QX+^f#mh$lx9{!t=J_DB%WqXB}`K8M0mif`&SbE1Yc~0`o4s$ z0b$&O&D(qUQv~Z8ly=`G&B^dm!0y(lTJQvIjvu(dkUTQEu=@}#CX56cP7rvRd@#XP zBR^zM7}Y@uet)$(egwMj89VSW3?Q4G94ty(UqvtyKdKU*tG2_!W!v1I3vN+&7p^`} z%qkEP{s{Q6hPCKP{IqP`inxUM4unOr$q8I$d$GWfOSN|WKaENp){w=U>x}@pSxIH? z(V^qsx+soA3*YneJn)94dR0gc=lGe;mmx|tOw9ywG(4e>qnrXKj+Nlfbem`XjMI+h z^NT^EaN3zYJ4$@6!#j~3I4!;kNYuZE(G(4@1(4(u!@sw=Ts}>V_^1`7L;QrXS+pG47Zi6S2E`vym6iZ(~M3C&QV zY+;MxT&EkL9&y@!4I|(!r?a_g0K9=T#XVO}vz7bG_>vk|L?(C4f9bQc*Gzmq^7#c& z@q@D41CRsYVPf|wUw|3RR$U+U+OaS<$N>|9E-}EqbUK%MjUYs>9jOuv#wf8Ic_nOG t`;6kiofK>l|Jzdj+g$$pUG@=c+)p+P-yGX6xKRzz)iKb1dCB3y{{x#^8ZrO? diff --git a/examples/notebooks/output_23_1.png b/examples/notebooks/output_23_1.png deleted file mode 100644 index 1c240fde675acf39148f1e69398223f85bc6b90d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9199 zcmY*fdpwi<|4yE$h&(0aSQ$B=7DYp;*qmxk%{iJmMVW;$l1e9JY>XVz%$YJObL>QH zEOSZ@tK=}Jh1s0_*7JP7&-49luY32s`*r{E`P{G1b-l0adVd~Vw6ol|_we2wJ9g{? zTb+aQ&uRQ)W493h7io#l;-CINo&`JZ=6_;#U%k)&zvsFY47p>6$e+It0mew|2LI-% z@bj0$9YX!WBd&zOcU-#?emyueJUGBd=_Wi384wzxq_55YYAX4MhhI0=(fRiQ?a(lU z&b_=|ksUjfc7V^Fag2OAmlIu{>y*Q8HbZ|uda(HHdGnH2w{~h}KwA!9s>D%u+%Wfk z`dIi$F+v5{Hr8TeLj$*d`l&prtEbxb(0VRIMA1aqLQuok>Sj9P;&MKVQ`+5Bk0OO3T$F&ty?bTDtZ`7saX=$Q}zwA{qep zS-Bo%Ri`sLCPH*x7+kS*CK0f?V6_TcwQH&2^+b`Zx{8*r`!7v&x!&OBkCOsm)zt*r zY#`Vr!Yud2P)N?|jLW&$QA8d_NGI&qTUhMo^1vg#Y@^WmQ(JSdne(SSv8^eJW|8j& z1wnMU-6^3PG}hlMZhb~J#0hmo&(*rzkYi_0Mvo;KRX4z?cpuuUYeVRc2BU4! z2D{~Lb1at`x2k9AF$PpwqY&DnQS)l24^7x? z<*jDiT#y%ak%F43re$b>>)B1wcqXrj2akGtdl$@;>}RWYkAD4YKoNZP&H=mQ$z#et zR}X2qro-*f;I%Qu?M%2`3;*#(n1WG=yWTx^1iO*fwTLiVAJp^;YX^MHbPK6FkL5J7 zG4`9@mi{5;jAtt`_lc7c-(uo(pdwNin7G!<*K9itGdtr&8PFdnCOK*i>G>=;7( zb;M{C0zcWA?eZ8_7j|)AyG7Xa3A|DPIYCovZCINwgPHzn5hQOgtaadovZs#Fw+hj- z-AksMOTS|1rt86YuosrIv6QgA6&czf3?(>L+N7!2b}W8RRLmWh@{D{YO=iZf!wDKX z%x7`ULysa(6QB^c&e>4FrXxcdjC6o#+?)#8X>#J`RX7yFQULRS;X3?be-{u3-jjDF zypkGgP3l=^ZpVTd>{wp?k!Gir&d}Jj@sE$B5Q8a$6jTsCASntHe{wwCq1vYG9?5{N zfpZ?C>NG!vyWVpk*{HRCe(F_y6^t*k&32aK4Kc;gF8<%4^hIMik9{>_icvpPb0@JK zJnOQQdAw>~Otm!fXR0Mc-9zmC5$FFddiF^}p52Q9&*;LAm_jujT=Iq6=@#VS?F$F8 zIm=&zsw91_EOCi0>Lm#(uN)bowzHOs7$9{kYHG^8ITnKt=(h%3Ta>ZV8a-j2@ds0& zFQLSt=#Z~fJ+AZ!*is(lh;JO&sGH19>%Bn=`SRk*Iq}GHoA}oKX=rTN(WJiCh_Ds`;j0A4sj83bq+M+hO5jBKo0sw6O}V8OLGgpW>ef9b zH)i&0@ag2k)xE%bnfzIQF72whF?Ip8@+|?|LDVei)tE}!`qE~Khc7lcQuZsvZ7lpS zmTX8q3reKiGAi7I?k=nG)rqz@>12HmPll2G;Dpg-r!r^wV7+=VB1y(Tg=!erI6A3FZSXV09nh8m)f+=J_KGFfkc9$*-c85gH_Z`2>Ur;(l; z`{rue(MU6*EZFtU^(%PT_(FF|ERbp{O{H_vdwyngbl~``P&k$5){KqSrRZF`)a^fGREe&odx^d!L|4}=4QJ6q2j~1l z-2PoMg>@r0hqQD)+UVgRK@WRB00?$xOK96yvNVzT4S?|B8*T6??(87UFZqf1S1cq_ zynNzUzg$2Ha8mw>&Cs~PlWEX+>ZscGv`ceGwfMs&(34iPjql=!)psH~nyrp@SGXW) zv164seue`yPkplL!pJ#;dO9t4erqJ|4f2l*!fVg!vXwh;GCfoSJRt$4#HbN^{H0_G zRR;*`2)K$;rSrrwsy+lC{%q%S1-2t1D;L4JwgwUl&5_XvI4fuW&RI8(2ctx8JYiX|@D zWa=L2e0s`(@mb*sFjeNKves(MJVm|lJ0IvCg25Z(vR=AISvAyKHARw!^-AL}LC+ka zV)Qe};T}Nl8SoQkIi5=x@ALwvq(~}Wi{RIQ$O0J68e3bp zMt8!n=fr_p8thKLQ88>OdY_GOY0^EHm zrCOmmTI9$r_(8_%H`dY|J)pAmgn$J{@k4 zEdOw%aVcs_6bBI@I4f4MDp~_+@9v5`H*?7M_?HyWGZPT0U$#}d!;BA%OYg=(JnpO= z1l9H4B|;U^KOU%}6(Y7)C#8HNt9o6!jAzQfBD~4klw-x#;KJNRngRVPVHC41+G`Xg zKb=5x%7C~CGG+4;=OqGkTR`rn#uEQfkaIxD#>zt0>8NVrv#5{28-uHP3Z6okLPj>N zMP=xC&wCAUnM>7tR47qW@s7$IW*(VG)sOZ-zj&AF86)IgsQ+h+w~^q-rpFJXEQu-; zN$XF;p|T$PbedLt@T@Z#LL)-7<-=kx|EsC|aTBAFWBWFLNHsqJ))bA)AfBee(XZ+_ zE(c-XEfm)-;%D%Yd5f+C^@~5#?7OOq3S>jx9HDaV8F-^VO1d2MmEJ#rig~4GW^nk7 z`Vy;y6W;T#a9}ukA>c%H!~tfBP6}nV+V0(b@s5Fi%UK2cqAq4F99;NO1!sL~>4E>1 z6_WUGgp+9x-R&Jde3bHfIvyG`CJURGXCf!Nv|2w`mkvc&qAT|fOXPojZL4lHl-kk4 z=9jFYrSD^fCR7sf9$egw=>OxKBoSEsu| zJwHX~i^S)~O}lT&Y339}abr9W^f5=;w-8g^{w++W)C@zh~mvISt%49w1` zv1KHw6~^h2A7GnwSi0aDWe+SAT`_+e+VjP}WYdp>YAW z;fs@Y44>t}=MOdstx2*)dD|P4*n3<9pKYZHr5p@*5XRk93Rr%*=i{~4BX~HI_W2dz-(LbgY$v&O3H0obaIrxX*#~SlObm@4cJzG=JcU7ut%(_$^T}J)` zwC3E>85|0Zu*ynCJXke18k+u{5KE3=Bt!^r*}?Om9{S(wHM^*4M&aD3adl^L{{7z z63OIQ48A_8?8Jz-`pTo5PfygbjxTo_Wv)?!7GaGj_wJd3^N-d_r{*mAM8&ECfUfvC zF_z6rd(v3KBeAx02<44mjCXo|-jyPG_heo+RaY0n*3r^t zcaqM3(yP%9h=;&y^}cICZ}-x@D~nFK1`<6CU;Y}ng4U_B5Wz-4u{D8x>R^kqg8$J| zd@>t)b&W6)gWAg~uH5yq=uaVYR?F3kJw5w!@TZyAomzr#eA=N|althPN|609ti`rb z9!aaVs*klfZ?-iY?EW2@@BfSu2Cu}1T3qgqZZ5I-hq?Z8gB8vkJAMUpBAKpwl!l(M zspQptLQ!@%QbvczQJLng3!~+v%?~&Jr4_>AiaDK&43WX!l;umGN zo^YjG%AbqHiH*uGJ&SSJ$B?1c9@6o2m$Rgs(ciYzGHX&zgnq%)qJxr8fn!2Z*=tq_ z{UdzS$KgxBdncs)#eW;;-$Ik`XrXDf{{rt8@4SW&cZCE{h`xYMLvk8m zlT6$mxyD`2B5G`hzn1wT^VyzUl@2Yn$+QDCO_(8{#39Hnbz;^ z;a{MR;v$&QZ6oR<_MCu05HY)H!uHe{|viyLkJe%M#D_^T^xX0?&6etg-z2F>h3@Bt8M)+L^zmk$5EL>402SLk@7<)8XH_R! zp_@Y7y~FeK`a6ZK&>Dp`qcm=M_&wteo*;G$%9z7$U0|fl&>3&}0uwo2N!ReRhh&uj zGceCJodw8DfQE14P~WXp6Jj~R0CA}81_9w9G9g)U`DKAL@`HrsRYLC+wRrkfiRxx# z))CN>{B_X)XLZmb=a%?D%=3=+#Y=aLITrVX!IZi(qd66puv+1^E*XanF(SudIhjN@ z7xl44`%!EbM$4t>edTs+h4Gq$k`l|~6Qb1r_Mv2;|M)7??&SA7n*3#iNw88J^*L%) zRlYxVv0ars8*LIssNzaKn?bb!jpr5eVsX_=F~nnBJKIn<$+T-3K`GZBRV4HSdDv~mtgC=4MDM%=q6Kq6H7@@SMp^VSwK{}C31izaeW$+RX*Ma?` zaTU2FH~Yu?Iqe3qwt20f{&H57+_H1PMKg|xZ{Poj7RE5&W#Mc+nXZ|*3fk*uthG*lrY-MNHJpkzO#w~?-p|Fy_e=a`xV2DUF}x9n@sC{RL#%{4u-D2vscKq| z2$7-hTdGr%8g(8Tu%IiS;W%Mrqdfk3FTg`rr(Mx9h-So4+Wh?7E^q;pX7#>FpK_b& zbZfG#qjRG%%8}R4p1AuDcltM?kmEa+tc?UKKJZ-~c{ZVds40YLd|xR>l%6o}W~t$7 zz^>0ewszhm>hH@uM5NmmAk(^BOBF|9R1iC|%IU-dU@ztB{>(F8#zBq9>e44yyrWM3 zV`%>pK{cfY-~>`J+wQCb9{u4uNh7T*(sbHB_B3d&*K10TTairwUP#MRK%lVz)-0Jm zA7v|!{?1aHME!OIKB86DjY+GEy{d%_ho+d-MNNlhj&XqG{$#md<}-hhKPI}R{(Po2 z0F(hWrqfi)96C)dG4#Q4Inb~A?@mF_Ynf(ttmhjMtSR&*Kl3*sDISW-@O&KSd>V5y zt4Gjoi6FZZZ4VsM&5PSwg?Ya4K669PHX0w)jbsNb9>`lchiBb2n}73m@d7)LU=k66 zuNxC6!S%gme2dOBi)-qy@?sVXZyW}f{W`T~uxl^p1c5fYA3Oa)LTX zlvr$llS)tYve=pd0me06pS}bY(~^5-$Q^3z!9F`-wVLi=#}A3tsiRgkv!_oms(k_^ zsI@WXg#5y(r8g@!L^)Sj(^*2VRp5`Mm96xiB7U|a_|sAHxOGCw`=q&x-hPu{v|1tO zc=P;?sr#FRwK|-m-Xx_PLj@skIKb>n{Bw~TU`)<#)x2;OWTlFu` zIXny?bjw)HSgXtW>0YERSZ8Q!wf?FD50#rQNH&(=zA|%`annP+HsVMB70V5q0mxdY zANR4bu_Fg@c>GJ{bqIuY2K9CSg*Z~n{yV~_`5Dtbj@{FfmohxjCCV)BP^eDq^R2g6 zbzix1hdX1YDcWJ1P|CR8lcM@QRXeoH+NQJu zZy_b_G*y&>uF`I#iGw&7@jCUh)tXE`4nInxOQQ0CtC(YA=MMUQaR&ROB0>c zYTl2YyB7!MSJ!5$bXwi{fiG-}k71 z-6^y)txC*g@xxO9m0v)q)m{{^1X0biEfi~2TG&RY-?7pu!U|BG^Nd{`|9GRO+A4{t znRlBy>4&Nmzj(mK3xlGw6UjbhyaOOD!HQ$QBk`KAZ+!S;w#B`txxr{xN`ow>GTe-T zGE?wfrJ}hVkD(cNdG^B3WX3xW6tX!6TY}V;!I{=(v!-nSL$1SkUni2{jOeV%JW+! zx^D0$Ox<=XFhbevg8I@|LiRa>?S~qb$6GI+f3w)}_Nxn2!^kh4cvnO!FnWQUw`s$; z=mM7af&Vx3L)%l;<@+4KIRjbLW#1H#^W!Ta64v*v1e>aHKnsmW>63zuoGgQUHz(Ss1xV<-OqZ5b^1~{kB0nF5`Mvn+R{4SNrH=#@BO3ml%+#X^ zT5t|A2|J3fsU0%%E+De4jcpjl;0$8AXPHT2FKkUC>sMbL(NMebJx&K z`BbSu303|_PAn)`6`9_$&N>>CqNdO`d~`G+PKa^c!wp__;l=qQOt!7j2tU+7IC*A@ z;|H!pJCp2-(vxk~oa8Gj(|}b&c>$h0r1wEzOaJ+us5O0Xcb;1QmZ}3byovz&I`>)` zoW@VVte`x0eC>0==Q}qkLVktmxkh9`zzD+6emPpeaQ(2!&ET$fE{T(_#!tN2Z25@c zRCuVfLsfno;jMdfv|~>4+pToq>&;XARB_P><-hwasg*tNi*+(+|L66bi#s1r0xW!^@bUc-~n3ipwtr z1Yc;sj|zo?6N#sw+4RkV==i?26tk^JJV6$K0~zVm{lwmN^&(0r!oK+ZV;O^*a2De@ zYHv;AUtAVwdce(ST~6M(FY}$X>o5F4!6(F{$%tJK6fGW3E@PhWE~s=#b&>jF{V)u7 z%rV|cxn^x8_Ouf+Wz_glf0@Ma@Kjpf##K7v%ccKcy&Hl~ee)Few$PkbADt?L6*Hasf`LlM|V~59z(E%$l1+*IvU1RlnxMuH{#)3?lM6 z^%K5qhKLO+|BE!^PA8QHdiNFG)S7n}T)egxGal*j+db`JeHsqfTy&uBNC#W41$!JS zfUF-p;GoV*2=9ndLH8F{s}tf~=W#P_-L~ctwhZnpp9;FEPcNaK)_CQC7;gqg>??CY5U9o#ig}0+VMj?k1yt`P7#DsS zg;zkPiJg976F=F=Krc3`U}7D12_=F$yDjYZk_uU@bY8>=D&g)q(HD8q^K~CHOCt_C z-T(e?_u#ir9KX5vv;AYJJB7fY!oNg(L*$BU$v`Ed4}k&l*a>N6`O5Q0;kns%E+s@Y z(-gC0=U|WJ#p`|VVw{EQG4H8>jdXieBQh$6Fb(ldh@4SLkp{jOT+^)i)dKi^sFr4T|=OL>cr9_*!hJ&wOBu zT$CaEmuJkV;&buxo!ouurO`953tlsEEHC9v1cYUUDvfqg%fj#@sQ`DqGYnM##)Tig zyYao0WM|V(vCYrJiGWQ{29Fj@AzA`Fjt$I~4b=zi{*u>D3!`W+VTf3gl~+yf2E$gz z*Z~~?in6}ryszs0Lhi(rt%|MQi)n|TC^=SH7gZA{a0PF$TCIDVbKZElUoQ{GzQvm} z8eVm{jPwP_>#(*->B(uFd#@50U-C*SCp2FK<>$2nl>(Fs9SeDz^~PysReoOa-3hU- z(;Hp1*dRYkV!Cr#&jkdW*W8>M-nbUbt-Ut%O0I?zP%r8SRjAB1)si9gEDkpn+&$w0 z6)Q<{PIV;pV4JKoV$<>|Eo8480{tACoId^@q-^H55*dPP-bR zIWq#=Cg9gugOT7Mz@`++xppp)EBU3id*CWWZ4=6PtYCJYTxEXYZ+bCje|hO^U>Pl+ zP`NYAsMCopP~>^`Kz3Uc8BY;hdRgKY1$smRF6#+pHMY}}Rl-A8=9Pi#ah&Ih%cox( z4VI{O*Gz&UU3O_aSdA?vuU@#?hg!4Ee~eQ*4l8=PV~3#m@4W#3i794QZ6rHaMKg>%FCF{;txealy`g$HUKy|<9kvS6xOR`4wr^zC1hGm=$S{I=*e z)^D2ocDc(yn@YT3tP5*b$FW}2U?b(@Ld)Hcz&o=}Xi!Iu8)qu(t8Mm9c;0{#-hc2u zQDxwMUIcFXI$|%`htPa!-!CWKKFoUljejM>-`&wZ0{4q=%J3(uunucyKFr1d4={z6 z81y-n=)bg8U%pG3_6&6%*yW)^nJUoKx%?uZJ6gOHNe3Fa5WCKLbVPSXiJ?179MBoN z^KkP!Ov?tyrGZzNisXMagMaN{2H~1x(VvmPF$~sIVWHSeC+2uzc#D;AE#G0e=0K-$ zTPA_te%29v5&MBse{Yd^HrF2ROC4B8e$ZYQb9HJFtT((p@t>U&HTncv@GC-vAsImn zb_DJ+AX{|K3K+P-{WNH^S@XODowKF}(UkRw?bNPX@;CcR1Hzy*I7m6C#Lf~2z-n8o zRmk1^W|tg-$V`AjsI*{3)S9cuah3?y(^k!cxtUlS2Vs4USa6oLkk#n10n>@;{iO6) zRuqq%N@P8duP}(|c+_~(bWO)~kn~d@$|&ow`hX@!0EUXqWRKJP1-U z4S7kuIUMBspPdI0*>^qES(Os4vz!-pLPHUN3OHo`NEbGSrPlleJK|Bw89Y0`>v z=I<>5%#AcJj>kO$<}8B_039h&Z(OxRaY%|*Yxxv;9u!i=J>711Z+Fojhb?}C@Gl+w kPp9awW${nPVP#uyxqCVv);G=51)g7tpET3 diff --git a/examples/notebooks/output_27_1.png b/examples/notebooks/output_27_1.png deleted file mode 100644 index 444700178f019fa1c8029918d0e3a620aba17b31..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 8984 zcmY*f2Ut?=`!;QBR$rx=TR}5d?mf#C!4YZ}rI-W7EKN~zXI7S(16;VPBPxAnj%mU_t@OKoBO%ubMPzov@^&Y;<%UlirDM%p%;(?qsbG(%^n;ZVp#VL29u@O{v`0&mI$Z09*x5>$^X>kwSC+*E--C|r)UJzd? zNP-hXoSc^?FIIQ;IzqNRu+G7Ky?}j|N`68o^pP*X!*34q|8V!vUoz%Whq}*>@b8Rf zx9E9~RSJ8L<%Q4bO{mB<`a7L!B+m_nm)2KSG&ZiNW1Xe!`H8UQoxD3_gggsQeYhjw zc<*9z4CxTRy8SVCv)!b3cZC3gvRb7ws=AY6{Iv|SOYq8nH|_CAaeYmN@IlNO_!S=k3sU(y(G=HR$EML7n~aw(i#%3 zp-e=lwT?WQ5y!0}(L}&oKA_Rm%^caPg&WW8hv4#3s$evFB!PbIs57#DZk}qgy$Oh#(gS3j!aHaCX1jobD}Mg-uJ^rwpdxguz^_z7f}Z*0_- zWU_S&H@w=cBUF~Jln`!KyU~GKR)An3S*MuSSPdoq8vJ6(nXSTbR#XvSu%Ve@>gLWL zs9x^ZUjgbd7ZVYIEbKA<5d-oce67}|GaM0wi(czMYO|mg+pV%mFm*J$+j8X%VtcX3 z1RVPP-93n$^4#E?O0{MUsv&+<*!7lln`+}`APyPEECltO$kPi#;STCg7J#;=oEv=; z%&ujvFsjg!4|4nDIz8AWQoR36;mp!>pZs)^G!zj7%}}vf$R1iG zHZLhUzkn^UsV4cJ@V+w#jZ!^nM@l~rZ!OnA_x*ss z&nB#WtJ6OU?+M>fEUUwfifEuP^?g}d*J``$a75eOEKfvFRYUX^J70dSO+J4{f90xd z!~fRYed~S)BCPv+oTN$#L>xFr>$i(qz&9^pWVXK_jJ8r|#ybYLO2>iLC>m7QLV1fs zwx@npAu)JkFo+6XON!p~z@a09SUXEHgF5G+^w`gu^kiXVgj(A{lg)s>d0XA@cbln> z=dIW|26SRR$B%NpAx7%==)YFHeQ;}uLlN=rZRGZPA9Ho6J{(UOG^%w3h%Z`Od1Via zi#z$AJ6{}k-oHcksC+I4?i@N$6I{vQuw)%xRWXIz-3q(;J z>B%Uf7GyJuF*` zTL@3t5?OjPl4yW~X`$2)BU}Ic%kKpZlq_IfdJ{RAobJPjsDuG4n<<&uZn)Pwo|5>( zVu*q&Tp{Wb4_@4=scI-RXXp-xPS)`Ku)i^XYq1D2UYRj&t0m*?zxu+5pfRvCQ@LSX zP}~fY`-h*qipr(%q=JK!{FFRZGyDg3Y<9_<>7;@y7ME~|wh4Skc-5QUVrE%&AHW|S3F!`LG$)U-8BOG%s@RosGhPO7B z^LA%zD|;zb3Lg+3O0bv^^m2V~t>1hTeVqo6?6^FH8-=RYYqq`d$kDvD&MeXyA8H~w zJ;%Y;$Lp>7XM{momDLcoUrURwR?GP2gSs)v7Pmh4uCb;)k}!2TvF$@K(n@0^9gu`% zT|*gAW)QE0{&Cm%O1jXqF}=s2^KHzX^Nq=@ttaowR9NgQyfNQ(_Ur!hKo(R#aEEpK zvzM)1A*&qF)CZWJ6R#c#tJ((I1}7}hWH{qGjs3S0Z>$uubA0#Gca<;)RrLCyoao6P z#HG$Vnk6ObKaA8rK0ein18-dEtYL&)#`WVPjz9Qx^}j{!i9<*n>iDp7aH5y5^Thg% zzC%?QbYbP`=?>&pAnuZ%Tv~2t)fVJUf<_O#aH-S$bP0@&K{=py2z?z7?v-TH33EVD zGe@M7c&dBfMJt`sZK*X%!P)xzG1V+%kpZ^D_6o-FwFMnB@T2C2jrN>6fGq-Jr$1eSDQ0V)Yf%&3I|>%y7R;+S^n7Ji42ehli&BSM&)OA>f_Ss( zOnS`X$-(fsdI+kGuLU*e>Wi2G-1Jw`4;_ezWUQJ5KgBPXoRknXZu}dW%vEPsQIK^k z#2>dP59wfV@>{;*%3@n2!j;+p9oB&}zG+!UwYK>lA|O1C9Ml}Q=@BtI3Nk_>3>cA-mxmP5mB4@Qxxo@|YGf;;p8!r% zucKB3Tyx)xKAr;oLg>t^g6pL|DJp%e4Enf`qRuk6&1haI{(F zO%-n;k)3|jVj?QVlrAfq6RDli!)z5QMMgAlS z%=-Yta|EkSvFt$B^3}yhYmXCH0RpwRCv8t?|0%b$li9syQ2ghsg6E)CO$n~2rDMGW zt27~{q5tqPtE%E;CTs^r*TiJGnTp<>pIg<@x{qy6a5R6U=PbNxs~a^G@r3W(-^X`7 zBbi@|wtt}dKN$dd=7)#@lxdgpPL>Bxe+KoyQR+OUuH&b1Bwg1bY+M0fHpU_hNTZbN zaoM+-{wKZN^!+rQAUU*%!{b)GVR3wN;#w4%-lIU(J8yA(_y3!5;zc;Uq$n?IbdV&w zD@f9OT;G^W7F?)BA8oGbI`e0;kQKMlp*UV9Pf=R7|H4_t^uA;il*BVp(wpK?V#9#%jp7l$qcAw7MklYa>B{?II&eyt5`w)QR z;frrt%At-bTFL>$+w+Favyd??BiOlbt^CA!U%0W;?yzG%n4?pYM1? zP&-j0Cp{Sb+?^!7sFLbF9Bcj?(idqbzu7}pp!z`M7M8(zgbKj{{!smMv@l3Clf|fi z@$5FH+@xq}dG;%wa`ZIfEnqtI$lxWeBFNgEzY*SjtQ3QC#(##aP>oiucnE~-8?Srq zFW@AM=y6oLDAux)LM=R+G#*|+de3I-ZWeTR2rpPb9u0DoAp9V%vSWidu|Tw6&B#|} z=0KB;MnJ(&2w|~usqf8ZO;pe+z+82br9p!!@)JJoI?4fDipRtQ(P@i!0VCGX_ZD&A zr35iyD<{AE+e>B9^*3EhkTyf{FTUPvj)gQPL_)`^F+gCL`u1!n&{t!_#6Pa5Z3xM-6@5ND(x#4mdLz6x%z zqdCp?G!G`K9-6%GifLuyZum~8IDi;4tYMu>OK{{@%2oz&z;`KGOxSq-p&f{DBekwD zsKoE;PwK5QD}M2mLhH)Xv&0M5cchBB4?E+cJe(76^yqlE!u81yD{m(So~gkWS|^~4 zs?n(@u9pYu-H-o77Fpk=W7H&nXK22_&h`5bdUuk{kF_0>++JF!@UqHM-bo$$ts0!{wKq1C zWioxFwG_WuDOSlqngG8G^C_eSnXRC%{t1NFvpaC!mVsB-@UT6%N_t9rmCi`b;t(Z5 zKi;gt3VqE>E|E;9^F7#Nhz(%-Wd+|J&7VTc{8*|@kqSESWBjql>@O}EM`0b6qe{e& zw);C*96%gA?bZSDX-X*&+tAC@ZgfT)py1jQU2KuF1!H;CTEGmqRN#kbKI>X)nY`?yjLWmC zta60d4Q`zCMJ$Nrt82X1lNf2rabQKr&(fNxyEJ3Ur!WHGN~K`_`d9(4D71cFCx}K+|9~ROQdEe!(R! zrWakG_tt;Oyy(qP6aNP2AaX-@2$_*aA|Yc5m+*m?l+rK1#f-8WFetn&WZE!a{61T- z7N$26`uD!*A5DAk6seu`U17qRg(fEx#`xDnUg=-J9GYF_jkL7mr%_PWVfldQfJydK zaikm1Ta?8 z_~9J*wneQ)G28y22j*Uw#}Jv=`!#M|+(i}h=to4NnfN8&TAwd`K0QPm2r)Z;U45yW zLB`6j;h-w$gr+O@a?sOZ7Ar@VuFF0BG3>?~d~-sRE7@G7nCcqgaAjFk3Ia*-X%U_@ z2tzYB^|1L&RwY;&k0~Q>-}^P^OeT`q7BLu_Pdwj36ur+b+<364tcA|%R)ibNUKs4s9o{bIlXDT+ z?}6Z|oinfWC(ju)yfr#NzIJ+kGmI5zwqEqHb79{(Pwg9nnWI-7 zrJDceBA5rKx>z$ZviAK|bqdmNXgi@N&cf`~FtHB{zUNj`9vX=jb!!iOA(J}?yW@83 zd*liu!}Eeky8h-kL`EsDAc9$#5mMim(Xhz1klKl14q-Z+v%f2qqh&uhuBI0##^KWi zz4Y5eM8_i+1ZxvQ8)vWkL)Cj$Ai+CJ9rEx7rFzE9#ppc+SN1GO1^4^|)f}bdVi{~`)XfG5)02Ie$DF)xSf0^K12WXy6U6eC$vt zL@rn3aU#=GEJ+Z%dqs3_?=U3M>NK40Mz|ft~Qk zK$7+X?g-LaP(Xx!o+^2!0;IvtWfx#$Zmx3u3a#dg)qa<7{bm_z%a{G@wc4DKk-<2V zr4qXm(Wfo1Uv#%-9t*%1hmozapb4pIv5dD1xzB~xe> z#9FhgPK{wm3*Z1ZR%T=Cr(ImA$cBhFVLLoNRnbIROjZViEb9*%9r`zRSoRl=FXE~q zHoL9@fOfdzZ>nCf}VXg`s0RHaiMz{v~zQ*dJ;W-Uos|1&tF&v=AEc^ zYq|pplD}L%aJj-0g1Z!5-`MqWXYNd>|C9MYV(k}1+v$6fAGf^J zx)n1OGo9azy?G>l+Pe&69IV>DW>g}nzAx6po|tDXo*YDVf!5{e`zW0Ecz^$Z%S0E6 zQulqw5vcLz_k;2TvhqvKf4GK?oqD)EJj2V&J!;5vGI{Ri$}ZMW|A+NT91Fb?SNF?l zk%rx^P<4K;3LND~^F^AM-H^;!jw!(%6!w*|hQo z!=$~Kh?ol>hAuF$!;DpNsCK5m{^7-1Db;`#@2`(oH#EZidKCwJRENfJn(FE_mwx`8 z1CtLc7@U5t;R0fiF5pWhI{j)vueOJr8qP?45)ES(gx>`eSPeDGNEv3db?uqbhUC8I zNgV0uAF+}ky@;POP=9KTYBJs`WleF5yvjgNK()tCUG|?N%|_nn4J= ziV`}sHj$q{%CA~?x-EZmRGxkybl-cQwG>pfVAOQpAGeu4cIGdorx{u0muV7IMW^O+ z;C8Mr`jvI3+_KVDHwpoK1T%#HykhAM9vEAq6ak1Pz1)xiG-RlbK;F_)$WIIo6MY>m znADTfmD6_e>Rz#c{}2F&5Qz-b-ciQzG%c6 zB<)~hfoQm%Mk#^dVxE^~yWcxYq;%%vBVl<$)6Qy%y0P@jxE$}kp6*VPMS~(qaZ%-8 z*60)8cH)@4Rw@45Lz2E-Ff5I?vrYlS9`Mk!` zxmtL!&O+8BmD-bSy=~Pu7+IrSFN7s6=NX`L2OjP-bsv`1Dr<|8pASoSx1Sq{AY5qz zrPPTu5pA+-ho1LRZXbJ6SnMc4cTZ#{MJ>vXJ&0(1drjh}&HKc+#?Cd@a!O%rwLFaV z2)XHwGg)nl)bc5m&|j;c)c)rt9L$gbY)D5#gC!WIb*gwht7*WRru5ZuLex~v4)41I z`}emmnCN-E$%c0NolVBlAEou_nnA-eFhhz7d$qo~`3g`zVQOG}N2si~DolhR1)g7R zPgBHGtaduZa4gR6O@{<~-%VL`8RYY4Yc1kr5$39?MmDss zAdWv4d6HRkg3pM&5r~z%xpFvcnJ?zXq?Z{hx#~T`ptPdl`Dfn8+-WsD%Ro6$3H?1N z?LJ0LG2LyddpWj{Mf!AiPRF(D78s9qAkq(&F<1UuH7w1xbHKx=OGDNQbfCW_;)kP$sxqGuB$<_ zQ2AkKj;#w#TDfIVe>4^&@<`Jow2#kdof!< z0yp-*4bs*ADzOkbdW^6r@iM0A?7y^(Lx>>ln6eih4A+kN9q6nHvP<_}%zJL;A354lkJ zo0U%0-%!zFs0|cXj+T%&3KW3rDJc1;S&|gHH5HH3&bA3x>w%MRu7BB|tVXCwKnU@#Xg&ZX7i;yFspIWUL3n=8-vWWVc)2kpX3phMLk-Z|RnOFy-1 zs)^fAzz+Yz;vbBR0V=^9TUzO_taST3HL@I#ALMxd=MuKjo7vw7D#flut5q7YqBNsw zzA}(w!CnT&uk?T1pio8r8am0mcb*zwzVYx4Yp6cXeTR{1YX~ym8_W^LMmO~BA}~B= zFY3^k!tOJD&0jp8%s}bu`XTX!&%}`hbH_XGY$gN#-zN-uec#I;C>BS4dwb@m@)69a zx=2&jji?7cqN-nU$kXAk=?iMqm(dT(k$fHpgV~*?ZklHSx&L<4?f=zH-!0LtR+&vU z*5~2jMgQCjP)6ui(fInnqb0MS@$+FTQ7(=nV%T&7!yA>|>4zsoq8@li`l6n9&a}*y zZ(DAxLQvHtqh;&>iyZToLd@#lt+BCnt3_g!i)1CZEhpugZV{ZZC(2vk))#I=0A!$@ zU_a4;+xpC~%fRFT(*sofgmPqRRV#yvt1_kirD0%4GqGB4S^h!>yBORqH&{(Tkn4g^ zFPAeS3!*`}s!Wy5O+84y=)2dI;Oif#mq9lE9X;UdBJad*ICt==^_GLhRnYZ75Ivp- zn_l+so>229E#+V5T1e1}`2-_@_B?4Odb93Xq~8~x8AG{}=`Ih>9YSY%l|7Ag^)Z7; ziKFj_4=OYFLBa>?@%Ic{vD?3dqeE?MFq-Q-;%~;*iNs!Mpggp5h7dOkBEdH2MZX0I^R(>=4?_;tY}a9}Jg6B}PmGq&L86C^qbdM8t{Sr5h!Yg~L2k67t+W_~+!f@u th-9?>wRhuJN8}eH_*t-jwU0JU8fseB71q=ExVu<*AQrY~Uzoey`9JSn%=rKS diff --git a/features_and_usage.rst b/features_and_usage.rst deleted file mode 100644 index 7e56cf7..0000000 --- a/features_and_usage.rst +++ /dev/null @@ -1,569 +0,0 @@ - -create a GeoArray instance from a file on disk ----------------------------------------------- - -.. code:: ipython3 - - from geoarray import GeoArray - - gA = GeoArray('/home/gfz-fe/scheffler/temp/Landsat-8__OLI_TIRS__LC81940242014072LGN00_L2B__250x250.bsq') - -OR create a GeoArray instance from a numpy array ------------------------------------------------- - -.. code:: ipython3 - - from geoarray import GeoArray - import numpy as np - - testarray = np.random.randint(1,10, (250, 250, 8)) - - gA = GeoArray(testarray, - geotransform=[640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0], - projection='PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]') - -get some relevant metadata directly from the attributes of the GeoArray instance --------------------------------------------------------------------------------- - -.. code:: ipython3 - - gA.shape - - - - -.. parsed-literal:: - - (250, 250, 8) - - - -.. code:: ipython3 - - gA.geotransform - - - - -.. parsed-literal:: - - [640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0] - - - -.. code:: ipython3 - - gA.projection - - - - -.. parsed-literal:: - - 'PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]' - - - -.. code:: ipython3 - - gA.metadata - - - - -.. parsed-literal:: - - Metadata: - - {'band_names': ['Band 1', - 'Band 2', - 'Band 3', - 'Band 4', - 'Band 5', - 'Band 6', - 'Band 7', - 'Band 8'], - 'description': '/home/gfz-fe/scheffler/temp/Landsat-8__OLI_TIRS__LC81940242014072LGN00_L2B__250x250.bsq', - 'map_info': 'UTM, 1, 1, 640605, 5754285, 30, 30, 32, North,WGS-84'} - - - -.. code:: ipython3 - - gA.box.boxMapXY - - - - -.. parsed-literal:: - - ((640605.0, 5754285.0), - (648105.0, 5754285.0), - (648105.0, 5746785.0), - (640605.0, 5746785.0)) - - - -.. code:: ipython3 - - gA.footprint_poly - - - - -.. image:: output_10_0.svg - - - -index the GeoArray instance just like a numpy array ---------------------------------------------------- - -.. code:: ipython3 - - gA[:10, :10, 0] - - - - -.. parsed-literal:: - - array([[1465, 1473, 1501, 1485, 1494, 1496, 1480, 1494, 1459, 1440], - [1421, 1448, 1469, 1467, 1476, 1470, 1495, 1515, 1487, 1474], - [1402, 1408, 1399, 1397, 1417, 1420, 1439, 1439, 1443, 1464], - [1419, 1407, 1394, 1398, 1421, 1406, 1392, 1402, 1430, 1435], - [1415, 1409, 1405, 1414, 1415, 1403, 1395, 1413, 1426, 1424], - [1414, 1411, 1412, 1410, 1416, 1411, 1409, 1416, 1416, 1425], - [1415, 1426, 1433, 1433, 1430, 1424, 1413, 1419, 1429, 1438], - [1434, 1445, 1450, 1437, 1439, 1436, 1427, 1417, 1437, 1454], - [1441, 1437, 1442, 1435, 1425, 1439, 1436, 1417, 1433, 1431], - [1418, 1435, 1437, 1439, 1437, 1433, 1427, 1413, 1415, 1405]], dtype=int16) - - - -visualize the data ------------------- - -.. code:: ipython3 - - # non-interactively: - gA.show() - - - -.. image:: output_14_0.png - - -.. code:: ipython3 - - # interactively (adds a slider for the band to be visualized) - gA.show(interactive=True) - - - -.. raw:: html - - - - - - -
- - - - - - - - - -
- - - - - - - -.. raw:: html - -
-
-
- - - -
-
-
-
- - -
- -
-
- -
-
-
-
- - -
-
-
- - - -.. code:: ipython3 - - gA.show_histogram(band=0) - - - -.. image:: output_16_0.png - - -.. parsed-literal:: - - STD: 103.690543564 - MEAN: 1301.152864 - 2 % percentile: 1186.0 - 98 % percentile: 1585.0 - - -.. code:: ipython3 - - gA.show_footprint() - - - - -.. raw:: html - -
- - - -use some geo functions ----------------------- - -subsetting -~~~~~~~~~~ - -.. code:: ipython3 - - gA_subset = gA.get_subset(xslice=slice(0,50), yslice=slice(0,50), zslice=slice(0,2)) # return a subset GeoArray instance of the upper left corner (first 2 bands) - - print(gA_subset.shape) - gA_subset.show() - - -.. parsed-literal:: - - (50, 50, 2) - - - -.. image:: output_20_1.png - - -get a geographic position -~~~~~~~~~~~~~~~~~~~~~~~~~ - -.. code:: ipython3 - - gA.box.boundsMap - - - - -.. parsed-literal:: - - (640605.0, 648105.0, 5746785.0, 5754285.0) - - - -.. code:: ipython3 - - # define target bounds - xmin=641000.0 - ymin=5750000.0 - xmax=642000.0 - ymax=5752000 - - nparr, gt, prj = gA.get_mapPos(mapBounds=(xmin, ymin, xmax, ymax), mapBounds_prj=gA.projection) - - gA_map_subset = GeoArray(nparr, geotransform=gt, projection=prj) - print(gA_map_subset.shape) - gA_map_subset.show() - - -.. parsed-literal:: - - (67, 34, 8) - - - -.. image:: output_23_1.png - - -warp the GeoArray -~~~~~~~~~~~~~~~~~ - -.. code:: ipython3 - - gA_map_subset.epsg # EPSG code so far - - - - -.. parsed-literal:: - - 32632 - - - -.. code:: ipython3 - - gA_map_subset.reproject_to_new_grid(tgt_prj=32631, # EPSG code of target projection (also takes WKT strings, etc.) - tgt_xygrid=[[0,30], [30, 0]] # characteristics of target pixel grid (defines pixel origin and pixel size) - ) - - -.. parsed-literal:: - - Warping progress |==================================================| 100.0% Complete => 0:00:00 - - -.. code:: ipython3 - - gA_map_subset.show() - - -.. parsed-literal:: - - Automatically detected nodata value for GeoArray 'IN_MEM': 0.0 - - - -.. image:: output_27_1.png - diff --git a/output_10_0.svg b/output_10_0.svg deleted file mode 100644 index 6636815..0000000 --- a/output_10_0.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/output_14_0.png b/output_14_0.png deleted file mode 100644 index d035dacc6e52e7e837c36ed39fcf166ac2ce2dee..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 77862 zcmYg&cOcdK|NpVqv8ChKGlXQ5>{$pQgzS}sY_j*rN;XmUPIfX5vK0y0SxK@(r0>)H z{PFwUd+tfD@jkEjb3C4p$K!dTwY5}9iP6Le1cFpuO-UDlz#@T<&j|71*}Ohj75>0| zqM)uv2>?sQs4L0qd1wD@^GP(d z^SIeE(zZUbKXvqbR<}`Q<_#awRWV)Ul=+Q(wUXl`1YKEjNFu?>RgSP*@`M?@+Un=( zx6CIEl>68IU&?&pciCVH!Do)#e%4_^77VC3n91K);l) zzV&h5KB-@I+wZTZ<48x5Gvh z#zlmK?qSX1n3HxGA=)iby@Rrc4?O?(8~ePA6MI?_L-Y}~_9zwlj(YumaFM1x*i)fzW2Himf%{j{oiHYIYO(QXaFCEZ-{>q4GDmKn2S5GQd zPcDz5~+Fyow)>-_=p_F4i+P95KL^E{SDWcyRecT+- zPM*>qCdY!n2!6B|K_KRw?*$aiIb*Da^2awi9P6WDq^=~ zA>RRw=&%-&9~bdq3djk4@^SlU^f zF0FGe5)361jwO?udqz20s`GhIY{jw&))Y*wJVr~lyVteb$q_@gb!W1Ne^0zT{<+Ri z*y+gLpY%APWIvD+l!#N(+2Iuvfj8X zFE8)-w!w#LTq%ek-!`)HiI}7$%D89Gx*Y2Z4EYAuycdHBc0MYSTX=fX5|A?~u_ejX z8Y*$6$g@z$@zG-5KRp$cl8X7j9LSJaWZ~#YEW0l(8+v%?ku4i&CKfhqtJpfH(q@*1 zajKh!2yqgd`4ZOF@KG#_w596eN+%pU;qFd5b=lT+!ef2E(@6|2oHcKBP=%j1*6kPq z$3)J-h;Xj;$pqli}e=p>fZZ(Z~L{j-4f1mjA4jNsy-?z|fYXY{Ub zTa?PHsX9Ay$m!O(-nvnl*gCt>0(f!GjaCj0L}ZaTo~?|-w$vT8y7u+P+^M&YKSs)g zc}qVdVD_hoSHZEevTE`_5xP}KHLxl)k|#@!Ff=oJp;=#B8w_8h#D-Nj9jDD5R$niw zapw*WLcp|zBR3xc!m_qw$py*4VLG|`(bYba%WMM98OnfjBWB5^WBX_@*jWVaB9*ge z)M>6Q=2mHd+1U|vH~nyYEb)7LAwlI;aCkT#M8xOKL#(iun=L4Zlz!au31WzCIH+5N zA-4*#6F!8R2t+#86T|;19w&f$Qeu;!y z-e{z5DaUB<(?I^^93fgetReeMF+6j|j%zr_-xL1WURpy(1j7rmtR+kv#A}^<1|Qqj zMMKg<0vN%M;4~}L=I&VE&;Ml4LPOl&({Rb%drH(9fT-` zux($s=4Yn-YRLt4;(zYJ`fG-6JE~R?`KsLEYcZBIaR+kopCEF1AmNlwbG)0xrISdw z(%>pIHR5n=XufmK5a|kqy1_k`^2OtwU%#Ra3=GU0XIu||=!;|x2Wu+aDOLDoTSo+u zHJEk{UIZ%&`Hh|VgfKVYj|0>kaHzp*%23Lv;k)!|pN`u;#7T)=&{9w$IT~A(a zTcLzCZNER&F4c26Kl9l=MqYzLy0*6V(YY~6tJw8q&*t6Uz|{~g-?rR}%LuqPaECH( zcs!uEw4*(}<@rnA$m-W+Hf|!?JwcbT^zT1l~n;T3xj{ z@hu*gFQ1?~583{(?jUv%4K>D_&FoN$%7F!=5o-&d}cDEua_0)d4 zOX3WzTjO zukxw_wM?Tizx*YR$4{CWp!A4nrX14*d24pfTh>NFDTitWG00SHP!7$!--ObYvR^Vs ztI0$Fa#XKeAD+G2%&djzPLNP)5pTE-erimg;qV`^JV)lbCX>hmN+} zO?`)jfo%E4!U-8PznGo^7TyR^1`eYBT?&JJa#Fk_l6chQG_+!BHXcom+kJQ5s=7H3Um}ZC%qEK`C9*pY2*?>#Urrue?UvY@Z=(-rfAHJ0aVC6nGaOzS2UU_6 z`(z)@Kab?UB*SFR$yU*xi^Q<9Ayrr3Tt4t((EsMu_ zB6GD{=A23H{&bOmC=EA!GqWX#RQzV_+wR%QA6a7}0FbqF%k%bZ*08OPKw2%d=+j@V zeFA$*~S#;YhwqiZ}8p|(RMhi8A8Ja5?mW-II7G6cs62l4Ld zUxgy7E@M90WB>QTd{}h^VFlFG)Br`HdrNrlu<)i5qvIo-Y|)&);t@{Sk+%xjvK-;( zhbzb{@Q>gjBx$4tBP`6}<~IHPJ#%qAcZ;=HGc?F*4qK`)n}=PNwJaGLY)NV_0k8jC zUf;FTQ&JfnYStAdEBo}Y-uPSpiOEXD@jmj2M72nPk_*5bq{OEJv~MXsB>un=1!p2( zy&)f9fISVs1Sza8^^s_Us%5{yRGE6@MQLn9+nn9AkWm zbG&osse?&#!{g`5f7CyCSn#R+IP|>hJO<~5~>3qEkHNGWfe8+ zBHUpkyzbV>{!!iN57t7_!^4`04rnyE_^19d&<1cr<)^Ks;il3B%OO&4DNAd!P;`9# zntA42J|UIp`B{W?!cl)dCHodsz24pkluF*{l~NH~x$mMdn*eCZ*17`6I_uoX@)nMB zpV*1o52>o6qJlt_>Jd*kUV`(qvciE*(Us-GbmE1!Fwa_yRbt!mmiGQpTAZlHk=Sp& zqJ16t(Ss3Uudm;%I#MAY0d0L$-92BXylS(H-ep+-RZr-Mr~#2?fvBk7lF3fTJ{0G2 z3GQ?HpbBbo>t+*L`#WJ>Co8#78@_4ZDonQCduMhHfG`2{E&vVHlO!;=P+*gWRBcKG zoJk;{XG5=)oAkK;8(!X8>cin9Tox0J@`(`4Qd1StNS-~#8>~db%m?KLGRRLe(NRz7@K|5kG7?1`Ne%_d6~S($<0gN zS^d`CR^nNjfU~9%Ke!exDFuXotp|UTcava%0$FQ_Y&IeDY&9Lrhr8D&;d_J0jp?N} zH{h@sfII#&vVsI#p7f=9x5lcif8S&xFPkW zie!f1+$Gh}(CBayBN^iuReJmF(0A3Y`HR0eLLtCxvq>Nh58>lu?CFb6_`t5f*gG7S zG{p4$7U$6DC{9oqRtJkipQfr+M||&3>`EbVRhc|hZklBGRREJUen%Gt@#4XIi71$R z-cbZ?nP~sk+XXA?(9T5tT7k36xq}EA`^x5_6yl{GFKKtbzX6jNv|bkpz9kCGRdfgp z5|J3znsnCtZDy*qhBVbZ+R+3AQzI{2o5BJm^99fz?v&Hx5vTviQtAvk`@$8cs1Tjw*>_zb72-j1e43BcEZ|-`V zMQTYzarE}~UNj7ILGJy|`t@A)guB&~J>1X`PM9!)fKQ;IX!FtH#S2=O>hZoA>7Xru zuJla<+U`%!R*K0Y#O9zGqAGhXNIjM2SdZ@D`QpAxMw?3G+pl>PUQ&2^RC7SS# zc9MSH@(jO^6=Yn=wLgd%QiLX`nqXAB_Jje6uft9A(Xn1zAWiv3zGL9n##_P`C$TJh54B8T973n? z1Sp@7Kkz*50;`qkPNDTbo!u1zzR`J+dgVV3>^zPP^jZ@$2ZMp&rf7Xudc_h*2^eIt3| z$DS1RT1mf)a_U)+&lD6r6M-~utxJzSa>vKTb!>T(SiI2SS^^lfdAPWLfc`$9r(Z7tT` z^B5g6jG)rH57p&_4IxUJKajqVl|UdY z-2$LS72VxYCwQ%@h#ZS0rJwLJmfSmryxZd<0BHd4(-4P453UJMJPVM8FNS=})+&A- zy1u^Nvl$;Be?huvb4OXk^jIc`aGey|qV#YPa*2ePt5t*1)K_-?ZU-_?JJCX|)Aa*)`yV)TZScXN)1vZ>L? z!)*}-;BKNmEE7gzV0P~+PTF70W&iqGQE&AhVukM5-vGQZ+##8uzaHIHBECrD#1;7-z(+vBL2%vy;Ngit5;qAXwAdF8E&`@(M|dJtWaJ* zJBk9~V$$Y&31&Oz#`{9t8}8@~4V6AAMA!Dml9RsyPR`C`H2jn{r7`MM9T4WPUcGAa zJ>;dOrN!@(hO#nj3z#+BW#vZFy_afbCITdseJ578GTR@l7B!iby^LAHBOvD{WnRx* zx-6_a%RWnAR=dLV?exjNB(+0t>GbUEZa}_38T~kHv3I}@4zj+Q{s}9nw)Q&QVgMEu z6%|n*0dx;YfAUT=U;AU983FKtLE4+*>eZ_N;o%`9?k_O$-Ic$o-H61Uf4N1FHnWHb zy=d{O(B^yRJ8|)%ACljnHo5$;b}i8m7pGPv5>*`zHG{FG)-Z8&z4q-}4*EDW**Q}7 zZhUk!z{RSa%Lgj6&m9BINc{*WPWE98>~g!$M{ChOxGGdsTwKWg@W~TuIHz526Gv4s zF|lq`X+-Kb<}c+8QtpKP*1E`@kr*}K$3PQkj>C8?8ZM4-UaTXh~VMxx7IJNuPO*qGk@<7>4&Q|G%;H_p1nme@sWe;+=6rzGCKOWz*M ze7+M2C?CclT~*8|`%li&Udem{T$WNB(dXu*_)y)Gic;b=wG zcy>*ZJ|K6XaA#YDO#~&DrMZ^tPrbT1`($?C#P644z2WZGGbr07U0h5GT4YK1N#QVf ze^{n`ym53&z}zYPBuXSB~T$h=)Q9^Gy<)$yJ4kqS2qt^_|W9E zl~R;S5)3L_DZvwtsRQc1yte3c{Bk{B;9Noq(wA5WmJWR>iNk>gR9@}>i5P$P@Zm$8 ze8zQy)ECtH(@tVMn6+$|I=2y^(SN-^bq4NYXlQ8h$3(fIsp%zUws@j`4K`Ys)BxS= z`2jz~#f^p1xS4!)iMi2UO&w>KSSrY_2c+t*KTy%C+g}-CTJd7B+;WC>@i_eX~$7L|E#f zdUqDPmt6r%)$aKl7`xcY=Lo9nTI^nwVihoTXJj0AL|NR|B%4U z%suYaY@)_Nbx|67EYbu_(TSJJb5nbtvjPLr0X!mvIvJC6)RjDcDuDUGYa9=@pWQB1 z;|%sW_^u;;`m@e^x92jjulSBa-@^euLkIU3GM%I(i=-sPeccdJswrB*^1LW)8fGhK zpnuGLQ)kH@S_a97bCSn9B2Pvt{&0HrU`AcSqpWRh@y)95QJ^qt=m(-b<(pDmTwH>Z zlF=~JIEh_ViK3&c*O18?Cfj+CjZ@SVo$UQF+VbRCMTLz2v7nj%uJUzvBz-e&y|Jcl zH$>9n_R7Gr#gi9J1EY_BzEgcXMq}=Y7cBr%+pvZ(&d4E zslHuWz=^)<%rU|mp93Q`H%-^CxmJJ)5PKYFK!yCrsl8H7D426zE-lUlHlYW25U6Yy zVC$W7b=AN;7U2MPgSyQRymYb^c|-$7=)J6!m;PM;VLsM3ll@KJdss+Yf+q6xtpZBz z@y=au2D9qR7z`#P#@+OC(Yn*X@MncAXY$~5JZ7Yk?5s88O2JU zm(?3b7L6a=^E~@LaTBV{<&F^_Eie*r9Eik%_y6@mM8n;ie571&t$v5nVZnf6E*Rz8 zCV)#uln;MU**Q}<^9k_kVBaLZ9Kxh_s0UCEram|Bphsk3aqrQO-Gtqe98e{*9O5qn z$R08qN)kH>{{gxdXuYJC6v!VuGo))D-A9%&94aHM85OE2AzGN;3$&gdwJyX14Si$# z9kth-$K_oAJ@vDR2Y)YJ(3766@#}ekX1wwrK76oYYWATM)5ggcOT}WzUg!wJYST-qIX|XH5#q9XmwWMtqyGhg2(@Ovc3D?2R%BSDw zxXLf827$#*8;j$=ICBBCSa!Q{F!4&UNI7$ntJ+(hH*`yBVE%Y#RxLua6jBnIWP&Rj zn)~9%o!(dz&_`U3cP!*DIi8ir*pz%FuI%>v(p6om!@jW)y+4X`%T5s^CxYRU zgcn2@t^n1_ZBbn%AwFLHON3F291F`dC*s>w6LZrVGL3toh*FP!QSde<(P)(mfkcs^ zpH2|f#CLUdh0sWr74W4Jux6aLYp~L>a$SxLyeCYOp@9!LKi#o69RQvf-qK6Q{)|7m z>LR=+L0kB3KNd8LD&Nfa^eA6vV=%E^tDe3ZlGkbY;%8gcCS)y@8*PW2W)$#v!OzDx zx<7xW0bl^+Bk-UrESywCz<)k@z4paN?zrN!fD4(owqF|)(Eq?xXyr;ryEVt9JqVyH z1X0?W>crpdD;|hoKwB*l>K%0Z=)^Ps8}9VEr>s@>HIYY~$$RA5M4mfYStm}z;U&kr z3{_XJ1~@4B1Q{yGfS|Xr;jp3JY4`cCGDOPrJ1-3}5KVxpKtff}t*WjjDPXr#w8A_W zl_aJ0{zL>|FHC`TW#5M;wg-!&JMo1|LPYR(H&fDpOaC^n^2I~fh)UnXy+^}R9-_|z2BhaR9w~FWo%3H?0@kZ!UcVfzz zG(;c1^1b)sDuAtb|Nd@YblqPpS;Jk+yNjPo?|wgwQ`P~o`F~!3246qz*iOtyvpMPm zegoh2dpC5kW{imRbxIwtM+xxJ#>zRMRo^o|e2h?Q!&`{l9BRPlEm+yM7Jgk?$^$~8 zA>WJO%uD9?2j#bikIf#f+^?R5JmlyZ#4I>Di^e&NWsOZmIM|C8_A3rk5KQUr{(7D+ z99AfN_wKo4Jd)nHSeJ*WdirO^BVw2-tZQJ11~$HGBirn9FKCKHJoXv=z5C==2516f z)0iC8kq$?(-ZR4W`%!D@!VnX_^fj$z= z1L0>`qs`5s>tSFwW@S@1jkR`v_~Xu;{sd=D+pbR{4548Z&>}x{h7uHRYyzDIP~3HG zi0%T+1N?&6eoL){_tU6~O z$~@y~G$F3b_m8adPxuCwXOs2T)^*ml-KBsDeC;Pj+G;F^BE$_d8CrEKxUsZ-g$kF& z|0^JOVBJv2bFfAU!t`Qx&n|ptm}+G z(N*IJfe!s-eS}E*$hQrEv`_-aviHvMKl_99FRjbZZUAe-Dtoj<9*6=~{&-EiJsM&} zofCR7k6yuK!G|KR)y1`93qAd)gXDvO8__qC+iA#>O!Q(4^$HTPZ%&{-rKqq`0yc~K znc0^>SiZ1L!mN@r^5;*B9$s~IHO|y~-mdk1qKxcYg|8F1Ff(c#LfU6jn}@i;koOD{ zE^-G#FwL-4-@D!GU{4n#xOIC4BSu(Zix)(4S->2Gy0~U26wiCLHUWTtvZsL=EZx8I zCzQaZ#s;sV%LS6C2x}<$_!`;%-5*vnT z7*QmsFMYwGAQ{CO-+Xk~V(lP3?&KKlE`q+a)w%NU5ZCEL@9!->GVBI&v9?S1&!KpO zd>Z|MKWz|z*adx~dDpP=tMlW-Un{3|0{Ldu%NXW!L4-MoWNe)~;F8Yn$2Tc- z80`60h0t3{ip%{J_bc=BU+sHK1K0)yhz94AV?6~~BuGm@j=Y}4Q>2Z=1OsZw8LaYv zpu`TU>2{4a27Njm`<{NS2?2~7f-L(67!@X3^aHeI6)7Tk1$1YCrY)8@6jtM#hhg8XzQn3U zJlt|?emx^L`EF)w0A2Si)IMmW0){&W2ZxUQ5)V!#AwHRhB4`L5%h~=J3JceTRuh3~ zYS3l?za>cTMZIJKV#i)21}1J`S))n@ox}!>sVW7}tg`z4$4%hf0W}NeVA`NJc4n`I zV8jBATZZnaj)*vDveVSO^>^OC2IES|U!c9Iv})2-Q^$oytG^f{?lWD@(TZKi4_aEX zNXix-CPFN^7?vUFbW0Df`7;&8(pec-8bH($EtL*@*-(~76};1Ela29DfgP!{6RpBRPiz^XTPv|Ae&;oP#p zRmyrjqd_XPXW13n?KHtzfNkM-?I`p{z0s77P)4@}xKcJ6f4DU($pdW;CJz7FV||W76-5X=!MHu%SqXA}6ky z`xLzmD!A)~>YsXxRPd+X^IpsAAh1)q9>rc~$$M4CuFf$oQGOb#7Nin6 zy19P>G%}3W6tO+HJ}!^A|J*&~)EJgxAiE%I5V3y2Dp}IRfq7reGg&{8TzePfF2(O) z456?JOll+vpWE;6908rmNZ_CzJK>Z&-(h>QXoz+0!Bsd(GLe#z(J&1|Zlr z2t67)PA4`_t!8OgAXjI!K z$5AgN@Yu@;=Os;Y?46X}G>>}urM~10oBXP<5`tp|tKn3xnc;dUQx(@ms!9 zRVc2KBpAk%FO!oO{*L@e<05iItLIi%ILYO1Z|wUjt$MsmSqo=t^tm~9c~5Cie{W&B zyK(3DbC1luy-|oA@xXm?Ap6oYGCC_8=Y2KTQ!Z%OzX1>a-2CV${OIUx|HAFqr(E}$ zxWtlCLA1BR@od2GS?=S}+?yZ>rRU^;6P3CulpuP8@0?6?9QRVmhO95Yf^L8cH;qDd z>WqXgDMX>c95W?S3q=piiP%FjWo|p_+Cw5W*5jd-&2jep?Qs zFy;*q1~M$ErVxAus&>i_K(>cpo5(OB@c1e60}(ceh9oDq0#OEf-@Pi6q?(BM z7@s@*)hw^`r>50ZSM&8aPL_X2ML9#@fLAW;hZq2a{}Nu z0I1Lc!Jd;;t@28z`4(WB0^>?H6f&lGnTrHJ)XinuIG4H#O=>@ zk@Qp*Fy>hSQ3k#yLlYAv-qbFr_%(;%^>NO3z!H=Fb>VIl!qz5YZJPo;QEb6km~n2qUo0iq#m zUa$^~Ft3F(1{_M_J?%@H@sSpWkqXaMaBt(N70WMo&lj8AC~~3er5r9*Hh02#SwM=w zvG_jH*>>*v8%dlRyMMw^epa!bHp2P} z0clYtmu-y6q=%D}lbSex#8YIJUh{iio8p5^m1Yxx+wHng{Ca~Gm0u>QDJ9MxA2+d( z6yVo?)ZB_y&y9M3)6lo-SRXSzZRCJalL=Y6j94l&-0prZhM@&xAb9LD{3bsAbsSDSjKw65WC<3R8)ltwJ<&8iPGUq2-@hRJi zg+zpFdOJ9M=RC3DnE7sSPG|qyW&X#Sl^~w+$l3YZ z_W7^v73_8J7n6b263HSg-SHc5jQ5*m9&r)L1}V(rAfrRQ|NV11^ueFP2g#x@Etav? z7mL=s(D#E*?O<-j zN7q!BH9pZj_J5UcJ8%OX4@~*(zj!)Ov@v^oLb=}Gh|YE*WxMzG-mqAqFYEu4`v4P| z`^~!;AlbmsGrv8I44-!Dg@l3Q2JIOH27ItYJ~$445LD!FJY*-sK6+}KcWBV-5zMFd z^C!5#=A6A=A{nQu2yMh!&;;h?xAewEN~drduBBLf`f_&mPEPI3tj6tHxtQ32k72&& zIUKx8JSX7GB6j)+|TiCw~4_WRNoC%1n5%*v^H(HH`Gj9 z+|`9BJ3Nz6@%iZYr98R_HkBKmKhyQzyy;6&8{9r3Nych;EOg~7^hC>atiF75T~Ke#rVP&xXx%?Izq)Qf`v5-cYtBU+tC_?5zW3ACjO6aG8LI;?#JGCNqa{`7d>cSFrKsy5(Pu6x2R z!PBRVP-xvI30P%P14Yc01kQ{aXKuPIU-skKp?&fL7aUsPr@S`t92mfmqM)r!W=V05 zU*KuI7a&|udP{HOrT^m*VFXdRz1-mH zo7oL{vzW^d!PBzgs~iw!bYX#l>D1vJ4O!%;4R^3<^Z<0$gvbR_f&|<8M|NLSZ`Stk z&7LF9WbMs|dYue4bL}C1DaLg5-Tr_+KtBfBk_vpM93+!lo?vZO@>gajG-rA3*Ls0r zOnw#?a+^U1}QrDi79bg!ZZOZ{M5pUXH@d#MR#k!JcSYo9^WM!vck-_)=Y2sXlHO5sZ8=9Uq4# zoOiyXkn*s%oM~pO;q{jO2jySE?GH#zjq()Z$uY1x3hd9~~rR=na9Z#K*Y34z+-Uum7I zbUOqB4hS_s>TFC2w=07(U%b9&aJgt^>y}KeFZu6$=nUZbX6uXjunbeZTR3C5g5y(M zA^~1*pMQjxvd_*YCiI*8Zw*K6j809VeA_BXo=qnts|0h~!jR%k?c4;539Lu<+QIz0 zz!_lX+x+l~ghvP(?t1VVvm5m_>ylpD4&FLC6}sn`k`COvy$CO_IvcwFM#I;6=AbYl zk@?T9iS~GcAB|!Ng;V;Yge`iz1(7gYBt?uz)eN)LxmMs8y(pfU`;pl*vggRkJhM%y zeqFjAP})Rs-?P(@TRIIauWJqJbR7p?Y^#NiZ@6D9BY;Wu!iN3He$jN>_i_-w^CNJ` zeR#%5y_EJ9SMAb%+nlRrufq6S+#up0rl2Ydl&YvE3HC8LA_YN(I2XqV63hO20+BE) z*9MCi;ChXYCK?(UA?Aev^P)Nd00N25dU@QigfSb8hF4s&&4T6=%)-Oa)#cTIs`K*F zNI_dJygdeTU%o@;tf-Wj7#Dtwkc0W@4|zvwM3hztNinVd?)qoT>!KpqESI;<-uwH! zoPqIFp;S*nnkj8&1a=re@^+E?=>Y5*p4fiS*|%%wY%+UE35#BVM_z>$xf-(K{GSNh z*dE8(5pWZ?Lb`+92CfV?O9&FlDe)Kby07Z6*Kt>V`8~%XJ!HFYaPP_Q!$qklOr^2f zo4547Wf5!Yt71Embf^i|sp77Cd3bm%3XoHEWZ$S_)kz-kD}C}oo~8mVx+e$%yYFDY zA`Wv$${iWWmx^E`znJLe|D7MH|9~k%E z!7+OGK`^djZ+jHWyGt;x{WC1zRsTID511to3;>(fg>EV$22Ssb{g)A0zJG-r>2F|B zkAtx%m!ym#i$`2PQ~E)-#p~d&~9dxNip`VR&Xz(i|&&U zrwOQ4p4D<|)-6T${nF==p3G2to}W0g^@1X(_bLO~?c2eSKNVF~F4h;Q!dl_awON;33V^O@}rHxh3Pjlor{rf(QK{bIXmByla5?a>_OuwDMUDs@a z245JNj+^sNCC?TKWIL=9ZgRzw6y{O&Vs^x3)2|Kw_r)WFeE^|yD0L_>$xd!1$2gBxeMI=1XUp`v!$oe z8Lt6d1MGDbl8tw*?CnDAq!&5h2L*~Cm-7%vx`WdD@;IY6#0_hqlq28MxXQJ^=ws4-fq= z21pi}E99?fD|R>Ek>gH9Uk75f{ zBUTf6$G<9vulSux>+E?Hr{K23P z?i8G?)L2}nhfGlthSO@-llGkUo?8FxH!Cl_=LM#0`Ky z5TW)X>0w8WGXKwSU&~5eq(}=i;cjGG-;Aqz?4j7|dsv3z2_Tys6GS>}-eJTQCOTvE zw~LTO%IlL?|K`^@qSndG%wfkeE}y8WsS#w!{burxQWA=x>mYxlTEnvq8#D}|yaiH+ z(^WPm)Ncfl>?dCX$1{tb(s#5XUW;hPwny-OLySHCEooi(z)%vW zR3smGaSG<*3z@U+Xg;?3>DEKt77fi0!{Q5ZAkD)jDJ&#n*7uk8RtF1~7E}E|M*F6p zVQE9jK#C{+9p()RB>pZeIW6T!G9`yJ;1H0h9ecroQ}Fhgq-W(C7sux{za1}af-b|1 ze5O83Lofe87M!ayxbt7J9AAb7iLCtf9@;0<8DN9*1*Gl2Cr!>o7-u$&@k%J!0# z;{nkfvlNh^`2v{Z2~tayP>2;@TsJ8WZ@RBzQ&;UCE-rw3VN8fJh{gE}V=3bY?#MgE z<2xt*x=gN>%a7<`DZm7w5n-Wcc6xe>bw(5vi8zxAYWLr2|96!2^aZRoe*a!#ecAgy zwRkw%%_UT@Z9wbe504|q?7lceGl?(zxtW-!&GivL^iD6JcEehWW{?rCN`73`CJs`j z?V(go1UMGx=qL@i#i*xIoRpc9a|zSw zrz{x>Hw(<@aVns?0s{g`B!4kPxlP&H+A38NAwJpby}_;!gAIt|zYG7K0#=ef_^4RW zWb>EE2PfjujUF4vZR7~gcuclpav2CynT%Jch~!C!Y)dV#kI-Z4VRam4ad6y(yDL3$ zoWfu9a8O}WH_vJ;xXyB?M{&gKde(5V1?y6IQI|SeIJBT>mu~F51iB>reuUgFL_R7u zuNB^!;D25K?Y8yjBX>C8ZG-&czkXxEr;h#jMQ=SzEGuFmfRuLw@!kg2`|p**S0lu~ zv?7OgB6GYBoX5ZA!T6yU0J#PPd=F^R?u~09Nvc3nya^H! zhh=^v=b869tZn|BYrPE7!qI)tr5V*ppKpdvwOhuw?C3nB2u zix(W$)3Cedl7OG;>IJ)LusjQv?fKLBqig&H84f?tn5$O@jz~;bC z_fQriMx62S3^16rgo_{P{cjR1K9%jagN-0quvi8|$Ti@UJ-5DcHv9X!P51%H!-Hw_ zJ^UdT>xsq@)l|NtpxA}Vki~K0S)Otn`QM%u*hgUu{(l*kDB zs&m`n7p!j+%e#bEU`~7eGdEEjR-ve(VHFC*^2}$KFPA%rnV+6VyGX?OZMR+aT6ikX zvrYxD;nIFfU3eTR>eGhOC?z>1{L`cD4=`qfZ^!0W!0NpKyoHkyuN8yq^#lYS zxYC5kt@KCcd6^7N*%3n^L zax@(W;uyTD;Hu4nMvLPDUXw>+^uX zySijaN=h1iZ)&yOHp5{P70kL9t!8#M`?Wot*Pi71+8Q`OLE2mK!BRUGx_Ofnws>I|a=J-+ z=*QYigJ2K7iUSj19LDd+^8e_8aY}=W{VylaoiA^<%*YNBHFQ9he5qTyc(5@JU>vf^ z`*h9t?E;(sg&iezI^mUXZ463Lyh$2&`g~U9*@PDNbr^ce`Fw8X0ei1y@Hxfh zu}gscnLX;eq23m0&2V)|*EQa2>SklXi4q2NI!+E?m@BL%BKdZFN+*=^(^ioq_5M_= z*MIv~up$nO`+v)$4Lp=rZWXCLvtU>30G1S_H3msHT*$vkcdhz7{9V^dSgAvA2OPEH zges*T&#fl^-L4Bb-U6%eMDqLYxAcuj40cxN#;}zWPL*Ig$ipkAy{ogIr z3t;6I-uhsJOvM^D6)vb`S=nohEhtAYX9aJPM5n`EkX{Fqq?^*~F{sDD1}L&61x;?I zx&_KSfp=@*O+^RobEpI!-V3~xceZk6xA59iq6h!}OcH$AP76FqBhU?H;B^>Mk(1s5 z-w3qEJpts5ab@NG1|ZIZDi!5fsqW5%EpnJmAG{#e6XmR`O5yD-xNMt#OSQ`^=bem> z=KUvkYRw`p%)@91VQxC^NDLOd4~8_YY*ugR1A-u^YC6wbOay=!1$+B9(2J@SFSZFU zR9<(}H2P28p4_^d?oxnMz{Mls`VIGdk^Fp-6C?QS{oE5@Qx=jp8?f4O_wL;b4luMh z*OwTK46p?V?gK(F23@%AtAh3(BqzR$eLmSAjk}%lJ@?9 zQ~L1p-2#7`1rpz1;K$ImdFu&4duA~zQ9l!|#(ls>*N4*^A$M@@lt$?EfU?u$ zN|$v*MEk30rx;?9ywO;B9d&0m;zMkg*J*?3@ zq5{@m-%if7@bJM>AG}e>g%AkiHjkIOu6GZKjbYVKaIGWp!|Py^)|sB5p~| zKoi6Y>?7vtzWETB%JXd+-qYY>UGUs|Qj)9zM=t0Y> zt0Mt$%n1zE%)5DAHjP-%8vYUTkC~?nqU)kR{+Yabzj@IrRXa|Jeh;RZAh+{c`SuNR&w)l{+-8>RUL{3Rw5q&Q4VOsCDXOd_7!LCAo?HkBK9LM{xgp?tWz}n71E=p*huef42SC z7G{^i@to42rbC*Zh0Rxn`cW520W>N2d0TT8j7fKhrM&g}UGeXJGCMr9;@ACB*9t}k7fKmkumD%V5L`{Q%tN(z&a=z6S&fk)%X4x7G>u{afP8BZ@f zs(w4I=%fptdQ&huJ|fu^t6Y`1KyNK)@SVC%FIUjd=S}yk_@Ygp1rz>y7AG$m?n{u* z%VS#c)fLI$t9^OcBSn8tt9pl(OgByUnrc4L!4v1F1Q@;s1SHnS$9?>X9cUULd;aPa zwH=&jMQc8WK0?C;FvHftp#j?pq`L1r{AQejb2^~zV0jP|6C=qpr)NjBuU@@60-0+) zm#Nz2!*0u7j z3!M0 zwEeQ`)PFe^Ab0(z&t}n3mcI|LNOMNg{+=F+z8Cm!%J$&FaFB8hY?@aA>5vbEw*sZ! zb9fsW`@zr1r(X3{IpO)s3_JBd3}R)WHV!2U`ebk{_y!Bl?RW<9nHZta6WLP=kF!O} z+gcBP_mSJROCptUp%T7gZih<(e^oL!#CxcyhVJwHx#_lk%xEK+ zfIw9&PM@!hHr`Bg;O%L+CP=o5m+~Qm-#oq>tpN?k=*rSe3-7a8y5*(XRaLT%{eM?x zB{^lFLqa>W*ju0xN_+r>=IH_k0)JmKCK3SXEAytS+-Qul{&XG&j4r345laO2i-0s4 zDT}Dr$2cxh)d~IU7NVl8d=y%tf`@9isPnd}KVM7kjXn&RdN_NrcH!bq?=S2`Q}`kM z%JwN2z6S}uIMUIGFaEeud-ZjJ=~%etvWUjYT-+G>q$gK@pBx))il#|i#`pn*l0&iE za;0|g(gp9EziSm__%PMV z?zy3G_ML))v1!hIS>v@5(%ieLuUv_5vWv)Qid+~7UPDypU!)#Y#)Pd+bbi(HLV2$6SqmHTAYj z8>QA(Gv4cMV*fd^RFq1q8GV(3hCS4`(}I8f;zDni&fe`yhj7#Zc%PGS;Z=NMPZiND zrmSq!e;+Gd?r*uR)R*aLz1_R1zkdDtYG{ZhuREf?UfYgg|5y25F==U*zP`Slr$&OV zrwYwKk_^`M@+vLl+P9et6qv50I#v|E7|j2-cU4B8UiQktO>n=e%B3NUg>U`(Mywh4 z{R%f<$Y1b-b+)>?npCY<@83sbBdV<~|J*7qt?S|P0;St10~s;I3M z%E-uQ?d)tE84;#rmzQ(Ae|U25{{6h|9UbKtetIO>{?s=zLcoo0*HesbTH4xFh-rIM zY9}TYHgtla>?#`%H}^=-Eu)B-804*RmWEC2P*IVrQlV4^6CY$ZV8vU{%N7>IupfD71-ju`=fvn#ZzigAajQu zmoojC!xKN-7AE@jtKNJ2`PmzmfBNK>f9qCcj8HkNvKVK}$Pp?JCJ70N=SR%tO%vYY z&+xl=QCG&qf0T_bs{L;NopH?%*iW%3D68!dF%YQ96Fek{R^bHMnpFDZ* zn=SH|e3$21=KgdAI@w1=idx1erKLqBC$A$36s#t2he7t!+`@a;MDLp zo=&GurphH1k+_keYddr1jN4opw(D<;T`TWKZ@&OE_kdLoFo1q)eB4wNsl`E#>KvkyQ;8|@#)j2L~j5rs-mJI{@S$=-h=)e4i8T> zEibEqk$n94@u|rk@wsSWn|j5}#CHe(echj%50sX7V8`oSkdq&O{~&UF>G^YNd~t4W zZlkuUm>A800|x+!;yph9uUx``k>KMOb)>ks7-yZCrKMPm9zcpc=H?tk{|gh7o4Y#+ zw*rS=c;`;jxwi+x6%N0Qa4~am5PbLU-K+loh~i?&(u1`DNsqZGu^UvwQ2TXsbzPvT zv3=qrEg&c;2Uj-cp7IFHe z_RM_w?Z3hU&5To(g8W}LX6Du#hmqdl;1G?TZques2#@)QX&dOu4=q?vBqVxzdJxe_ zAVi{K<>TXvk5vy485$ZQqxjdUsd2}h)!!bxKhaQqc7j;^E*yDt_dqnd+futqdQvfL zY}S3aFtH)k@kEt<_v_bU+E>|F-bYkcR$|nHRn#26n#eP3ICy!(U%oUU(A2G4bl<;! zUnIks;K>>eX=&-5=cm(cpUw2$4BY|6{rfffc{&c}F z8XT1R{21G^u(VXi-CdlL{p{IB@@a(GgNA2X>gp(nZHS7F?tb$oOz7X2y}q;c45ueD z&fo2cgGnUkh{0j_7jkaCfB&9JYu)E0yEW$zC)0n`q}_ixNn72Y&0}M+cn;G`c`@N_ zb)7nw)aBTzbKJ}qJIx*SBve8;?l4&UC2{X)@(1CZJ0P-=TTn3i`gQI(K`I-^og82SgU>Bkc3=GKcJ%?KAJBM9AOl^cw-Jgb=3Idc>=^Rq z8XX-qv#|*yLNus=sP*)8b#w0BGiCO+vI!k}U}Zwh9?1CNqSBb~F=tu64|zRS`$AJr z&z>*dPRFa-b$RBVSk))s*#4H$l-ER+^wVx9N} z4J6dUcPEVgyQJ(lbKY#<&BR1e`X=f*N^3VjE;>pJ%B@h3@@4F*}cNvi8*nd zj+ck09x<;dQelE8f^153aU_EnX2h^^`7)IwhM|b)=sh^dcdEX4`7-y(6Tyc=K7tfs zRaL>0&;D%2g!k*>j1YrVc!P_gqGH|n84)EV9u(i!wl-~le>JQwGi&Qm2vW6HlI>o> ziHB1i>k4NRZ~%7=x_wq@X=$&pZ^FXp$;39Z5Z%qfYqxuM@Q9KWmvww%^o{#v#Vb}F zj521{LfTT=#~W#rWP^qc^+N_V9Sg#TUw-%?y`3e9+O6 zBz9n5$}1>vV8@^rsy}ASibI8X+yr$?sQWa3*Pg{{twEF;!t!h@J!0n7j#k-UPflKW zSaE&$yd%$n0y;W6j^GnCG&H_{#&68EZ@Y&m(Ge0`g{KZ+3erVn+o2r`i@w~vykdOJx#*c39(ZZv+Y#sX>N2{Btr8O2*yEXg zUnQ>JxG^?$a1|j>ckZwN#cdWM;Uln6`2uUBP!>L1+)ma7?5rIrv>M+0{QQ)llb5C( zPzu*0`4c{tSJ{nz{hLo9uxQ7Q@W7>qfqSg2lOoO=8X8ihUe_J`)4qT9#mT#TmG=(T zZrm~KuYf$;l|xCdBB_GwTn`-BfZ{!T$g=SEoSJ5Ed1Juc`9t~!1_?R(#rM`2(QZsv z*u8gqvV2HLi2R-~W_md$da6;D_4ZBQ;)nU?=tn7y2X{J0RCqHDFxK>_4e zgk{HIP}aY1hlx5Bt*A4yHPqCuE-(8tGc(ssdK-FHm6Zjt2r5%3WVVPt-*{N#CqJcb zZmh*U@$KVtQ?K5>WdIEGbE3;AgOx%c92FIn{54w?6fC{IJp1$Fq+!bu6BAa7^Uu#O z(1w$sX2lF^8=Ksm9P&9MA|tf}12ruyEaFpABA!3r4cyOo-@cD+Te5UKJ&Plf3b&7x z2d)P6zI`huE>73f)YSjzv>56r>UBb9W-O4qys9dm{~_uP501aL8EV0nynp|`{t)Sk z+S&~86LYoP(h7Kc<6=bQtZvHqEun2_s2gNzqS;;6z_c0LdE zI~o5pDQ+KsZY+ED`C|9A;1feurp2ig-d!E*=yfP1X)Q=b#d`YqNMI90Zc)%Wyp;>;k24Zy&E zP9f=<-e~U>ckGDXh`Ku#xAI=o+mWX}Sh`yiLZVZjS~*~oB4rRK@u;(|Rm$;ktJA-K z{~jGUoE6$Kc6sOoZ_FM%WqNvgS&%$XE_Zesqb+wib&4Iu5(9!vV~l|%8bW4hVeL%Eep+34BQ@Tk#9tTj?v>@p1SLx%&>&&dxLd3{XQA|e^JH*zaTuncolA&nr*+WBOoFN!QhyAq|%ZSw9{_;bQe!f&4 zUyn9rDRXJ@^UafnFWT#OU3ch$%{J^xdm~OhK4$u(S6pfMIznM6C#UR}@85MdabCt` z57b4ZcDVcy0{{vs*S?NK;qB*rlUcdd%&A`lrc5iC&B6zaeye1#%U9OOnceK)7Kx_} zHiLuJAvD{5sn_r8lZn&5!g7jMbJD#2Xa3hjaW=aR&bnRQ7~~QYIYDqD;+U+7c}*|% z?86cv{&1i`hol^e$LJ5?hnA7i+O(TDQA|V@rr6xqW1F zHAafZ&6Cd}NuTTRkQG1vUhRs?-KW3p?>~HqpQ`(=?>taKSojWM483sS0-uo3-bFL2;ib_f@uW#=ojWRhyUcaV!>J)cy z<;M*upou~*B0y47Qs-R%yLVC7wwT_{WxPBd{;@HVOFsQ5lFx9E=5o3{^gwWDti^P8 z^q5X|fxg?$(ziaAyiwmXL8TBP}CKTy)Jfs@yRuyml ze=UGQzxKPH9?{%8X=wuH1@s}>VCF=mrT5iY^xe8zd1mWKNm0>d^q`0y@$lG;3LU#q zU9#(6(%zFNx8vCazjRVnDM}X@P;K9Zw zxs1ck&W;?HhYsa=-zhFCX%{#(muT($K-(BWr{?zk5?j;K({->^(4&(GZ4n6xgLT}R z;n8v86iS;;zbTbgdWAL170F-=IgXxkU?veK*{7VftlfvdeRrnMZEx(mYTjhk`|a{u zSU+@`y0Tk-gxJx|ajs;T6kL0@MR{+}J+ulUl9GlVL?KlEcfWPPynD_mDOBst*9^j# zFcAE!cSb~yxs}y@&x&D&U8M8gD#*nZg1(q6HD7pwPW}F7_i17xdTYtUhrDd+^YQvA zaT`?W;a$NNOo*^-;%5pa4?8xNm7HQwdLQxfx&prYU?{*XbbjrzAH7vhcd0K3YibIS z6ZHI8%#IK7E*hPDD79qlJP=M=T*O90<&6V`0I&B}|K982%#4p0-s3_M-m!xhditQQ ziH5qmprB%Z=hPn<$5PifkLWDi`tjooTArwyj5~AKYA0*|DOXfhcE5WkIjK_S%F@bU z|10y;aIy3o?@rgTHpXwW zsH#PQVoUxnMQz!A8*U8_`diIytmLJXEbk0TqBI4ybYA%zt?$+}Y~{Yc_eTU@Cx|Z$L8K0yGJslh=*+N-tbpRI(Z86^0JDG zv{_v^-NiO5*G0vVlM?PU3rov#j6&Yt-ohC61(m((0#_yiqn`3VS$uGEI2L0#0n0Ik zAm|Nv4$&H-y*^GyK_^d+b#gla)+1W&(=U|XW|x(*V_3#lp&pTipc7_d&eB2Dag$bk zlir-%AAHAHP{c^b42dI}xq5Ve@X_EcqRu5GCD9eUu5PbRV-w(2;bp93o_2GLU*3CM z@7;srH@{FG^*=f_X@7hAL(N2^w7$rXN^6%lNuR6L4o-jS?(TMtZRip|F2KVh&aZ`L zT2`bkihj=vt=^^%FP(FLN2fr};hqH~B5toYr8{c(Se8=s_v)7~N1%S;i_tqOd5Aq{ z@*cDvLZ+_1owBZn4&g-E78BS>-RDuS=}k&6a72Am)784Lr+61gU?SZM+N?78H-LNq zbX-dq_6t8Y;dzw%e7FDh{vjKV;{M0yw&6i1WM#$SOmKX3N?S$9?odl(V>aeK1ov&P znWaXvvzf)@-@kv@|Ia~E#}KJ6abH?kaH5?j;R}PlV=+WiP2g&hX9qr>#P86DVE=%| z|MKmdj-4Gp;09UreDInWT=X$8SOfZ(e1l_+ulcgT#!K_&r&mRfx8`VJ-YmJ@qHxnS zMom*Q4nwG+eMVZEB-v1EjuVwhTd0f-C4W?9h2Aknom1`iEH%o${K9g4dHeSJ$zI z%kA8`^}2xhrQ5fptbxa2mFcJ(mPxN?&BHtj0J^oKgKMB1#^(XAN@TeNwdWca+5`hTl#!Qn|S{UQ|clnyPC0uq&7e#OMJd zS^LCQmM{Nkv|ZRcHN8s=G;D%TttKRsIhiS6`KXl>=bVaC*^A7RjT(b`PuQ%aH@9>q z{t-Ag%Tvp1*b-@4&XR*i2QJa?sZ-ewNzJxdvuz6SG{}t3oX3j)SbOL7;-waA4ypd7 zu6MELCUEIVe0us-%m^4wTJHiHj6&N884!FFQ6&q2no-;T^D;bJn&t}nLJnjc>@gtq zYHHLVRYEUy=*SU$f60DdAIQhZ=!b_-I-`vNi~nIUC!hXGW|ny~^{epiU0hw$2pAN= zsGG=>p%cV@fYU)sPmdmj|Kq8h1Som%KzSKtm9CT1Mx3tz*HDf~mnMb{fIm!ESNF(? z6XZS<%r|8oF9c9Da3cY68&eu(0x`Bh1P~b+iMbk;l2dCJ-Bqp0PoMIyGZY6!p1ZKK zMr|NQ;ukO`K+A-LOZEb0fYo`Q?^)rKGsljV^uOGzs~cHyZGiIr-k&A#zneC1-d*sz zjpF7Zr@8!*jd*-|dwZSnn-Ja0b3u84l{(2&ETx#;n&o8gGgfPUCM_+?WQ*d#^l_Gu zI($$xgIA7<2Gsw|89dOW714BH@+K1Yn~G{`YY$Spdwu&+NO@dbu5crD!#yO~I?nHy zIbUe}@xL=25Fq}&m3dVsnPCbSNF2f?6@Ua}`IrHs;izuLv`DK&pZw%Ilt3JUPvlwF z2PtOH)jPj+L(w7a+Pio5%Sil-mf~|xO$D#>pH3R1eg5s+u9#%dS4YIg>K#2=WGqs! z8GkDMvA1`d;7xr6ObjM_9<*9;t!tkMBbA zWlXFcCo~bd1sy&iF$xM0L@mZ`|Dby!#86f3@j-LBY;}G)va40y|P5u#A zB9*f`TdD0YV3lhqUuA_nbaehiD&Ro4Ak^1o`Qpfz0__ppo-jIeepvV1xhh32i?t1j z?k+CcnN$HAx4fo`pQ5$l6If};ntObA{)gLz`Xcv6gTl`-m?h8?;xzyS8+*6lPJ;$7zNjD*dSf+VErOCHkQ2W#pu;ZLZw(Kq#19<6p0Oi ztqC1<&h6Xu*4EZISD_fzMiauXNGaUJ3CiL-92I@lStoC+8jEf)94xlk^ z0F#<<^JX;ZiVbfbYKg5sqBsh;nX9S*IgMg*YQb1(YAcIlqxnr6A|@2znSNo5z<1<2 ze5oMb1xgUmxIw5k&kS+jI6nA@g8->~e05-PW##2XpYR_w03~6l;}>{FSY~qXyYfkI z6@#h1Isf8QksESprR`o);(uRw7R%4neIf0W*~K~!@eGqK!qP@GRVTKLcG2a&d@Wqq znkdZ9*vi;eSeRtaK(Q$o$~U(bNJ*uyWDkyYT=djybmFA9pf~?(ziXU->KDWM%)zkr`SfTb8HuC$CidyS2o`EA<)TOr$Sc*gP5QfxwQz1;hl|te@&eR zaRR80tlM3+Hy_HOzymFO^k^r>i_ww#5MKn3kcJjG{70fuAw)h@qNz9E4G+hm2)HIR?H>;bE%CLtx4-J{rozQa^%%qN za{Y1xy4%{yh%Nv-^7PkU2@I#GI*!zWY%e*B0MDO3Er;wn2{xaAfR*Cz3*R=~T41Pe zLPFWb4HUNoIZK69V`}OjPY0w8H-`++Q?!3nr$8d@J};uJ+g?-MZ#5g|#c=+tjF*fL zy_yFXvmZK2jJ)wa$AYh>uWP2u_lQ4z`n2oD&NHDCS`Q_y{hQ9ZhKN+IPhQ)Zmhzos zYwePMDr?OlsCl!;&vgx8bIz@toSawg9I9P2x1RcW`jKYi{ZALv4m$DfrAM>i0@c~4 zh1Djx$N1B;R*I(Pi;rx=XG|cLE9hHH)#hj^Bg3ozhP#J`VxB$Ipeo#Hsi2~Q&W;Dg zhudHZaN!l1Z`0H34u%us0al}J-@AX4rh)d$3J*^VF~M^2jC;NO+3!_vbMM__yL0Cb z!GBL-fJQ?+#-O=KMHz`cxSacKy)hSVy$M))KRh~Fkkx#?cIf~S(*uu2>A4Kw?Y@01 zSM|g``2XC88*uP1ImFR9{df5S&Y@i`BqavICwv6<-&+dbzr zX~&Og3~-QyL`qe6RFHP?y>X=8Y4FSxy`SI1)~e~^6{6~*|xPF z&7A*q&2&Y(PsqW(d`A@Zp%PQCc7xxeen4BDkULFUk6S>?7Kkm%g zvltXPHf)I5lIcrL#ut)GfoIa#-2B{2SqvZ>xOnZeXBB`7;zAxwtyj=;Ko&swexSAW zkcYV_3ZR<{BY|#UP9PP6VO$GvWl+svupKSRgS9V14BN#^{LV#)$}OAE2ih>glO?tz20E zVjG)A|H1R1HoDHzAkK3hf{oi!+!G90LwAo}XqVrqs(R77E&D+hP5ek*m#Lv4=fmUl zchMcqea{!CZqa@9>L@`2e(n-ZUy#<&aB^E&?=q)(4iKZLjEu?Gf8-B=kjvfOodEcu zmZqkrEpdU%hpu10F08J;frygn;6?}Uif%&RpaMZpEJu+1ycTCE=}8X(=u}r%CsPZC zZMTW5QT8Y1ltJbj7-*yLDkfU*-#><;_n+93+$D#mcoCbA+ z$V6?3J?i<;cfA7Vp2}G^NRL|#u%J0)=i(yK7g!P)RkMK+!)~!_*RI{;=3-hi-Ovy*v$DFP9V}auX zHSJaWN1D>+zcu6YsAYlo>53&(S(tXeaN|nCXFoG$S~vONF#wDjc)F`RQ$8?h&ZRgD z=z(4})+@YmSoiY0dIz#8jaAXP3f2tIIj;zCjVjOzRM|`855f(Bjefw2fI#aH?6sEb zO7Pk^@eKGhnvb=gcQRV0j}b0c1uG6K*(Cm zP5_HASnfr&!5kO{AQq)2T{Cba1irgb-AVmPt@#IKnc&-lf$EeI+(g#|;cq0~;Wtpa zSmOlL0y!LlQ-?fMP0$35t}nm)hyfy6=Ck$Ov}H>JGUB+;%CAQmO@SO94#Be1V|rwI ztE}XLd_~mS#K3?<_PPM&!I{9HH;1`})*yidM;e*#2%CbFiQHmAn60!4RCqTPf!8Nx zMoLSi0Qd6u(ntyBk{PB|83QGzstaZkoPrQe!6v2uqDYQnW7?K`mA_81GbEL|Of>KI z9ZiN=xOI2!H*pbrfrD~;bkt703m0}FxYCVM`Zn^K?6#4^1Z-!HZu=~IuGYfoWmCKJ zG%jI!J?WM$cQ3Mc5-mMGhfR^xq<+(7^KaKaDxH#%nTtkI!jmy?w$Rkh{s4jisAi2q z-)1$BZIVm0rLsHje?<~s?uNf-g$SndrEO**uc*kNE(>6Q*M}N@%yqH?F{IBzgNa!< zVC8342k&_#aCVF0oe@T(yk#TTx{ri?!n(b0f9DGid9i3jKYVbKdr(wT(tyJ(8YjO& z+756_FK+JWC{2)dct8lRy^ul>Nij+Z(S~xp+J-I$Mg$Nz;q}fz5Q5@eqO675xG2J{@U>a#-9mlHKp&7c>1*|mkYtPiLs7KO#%uF{ixr%G+^l6r* zwj*vEb~O=>P+PT!sj2*HT=TsKYyxh@2nAXDMPRGBXxMVHzyBC4?rz||)s6?!+qJ3R zS8$J@p4Mh@adH6~7&oPBb2(mF$+YV)6G6_pmr@bF3<_+?R#K-at(WfGO7(F4oX`Mv zSPnu83Xa~szW*90*dNFUUu7?cULMUVmFYBVI zK?s8%;8wCeKLjit_da(n2g0jgzkU@K7REomgb*wYZi#e&_CZ>UK|caN=XE>Qq@*Mu z{<{w!-U6U!j+h7tVzBaK`>Ms}Ct!$)hNI%k(%-*kFbAX8!!VDCWC@ZeLG}RN9bkby z1+R0es;q;bW7o1r>X0kIh#wmiWXbLFvz%|yIVN1c4%jWcx7P|6g62MaxW8^6a_?Rm z#O}y$xY0GiC2|9%gyRo~=uwKm?$7`JO>QAY4io}G(b*#9kUIEBPJRHY3_;h3WASvG zNYB@;yZc^5v3TdJRP!NR?0y=G{Ms+=F|qobk{pT#|XtOBY$^<#H$@0Ekgqr69s93dLL=|^L%>oxrOcx4>n_&K0^^Y^b` zIZvKA(90J|YW|j(rOLlev875n>SY|1I(ZI##Na~=Q07#{yCp#oU>#b|y#Mgwnc@4o z1MGE@hSwxi$9p{A@6t6bZl(z`YyLLnJhAz*S#Sa^ZP8(2#urVEbgit;Rrf76RPlA{ zPyI+c^2n$~fnL+%5n!9a=UZ719po%Bf9xU`-@T4vdvrVtMp5>(1^uT&YF2anMv5;x zU20!tjrkt@YL(aRNaM^@7bsajnnhU@O=x9P6nHUAr5~vyI*bUOCsh7)9rdnUL4jym zZhn~A1SnCIXnWl2?e5ro`utf`Lt`TtP>k)({rxH5Jm)EVxSQc(^rD2fspVptbDU5X&`Peo3rMMmu{B{Id6rLHY z;3(XtvT7QotfFH7*ZoUg+if+0?pZU3IruGs71?|rQR@%?x%61odiDl$4`R<{d1#|j z4V(td7)nQ2mNoR%OVp*|3<$cI9NU@Af5h&2w@Hw7@j(t&6!FScl|WZg0m zOK4paqj&9WQ`|}VQ{QJ+mUdBEDE>dsYp!;+o}u;IpVz$!V1~mc&Oh6ahaTMq-&I%$ z1Dor@^w60+KR-V=v$=Z#zqXM_2C3#=KsA|{e%oQB82NBln&Sdf>urzg;4H@M;J^ZsCEkCcJ!pn3uB!6bd>W%NOgf&YF1#3sm+fB-e6 zTZPgQdnlc+Sy#XKT1GsydCdYqHA!Q!4maBZ-F3G}9iG{XoG~EP7|wvDxPMhsV)edb zGgNWZvZW&U$&VzeSmXL6mVzqe5fQt;en<-zVL23N_p}H_N3I z>nyjQ2_2_>KVU6L^*2qvGRNP6Ct^;0tE}a5dWjm>2aOh2gT{M$+PzhMa*BVPtB|YN z(wGRutGlO%I=bn{<)>0Xnj0$1WGT2U!8}H<;Y6}AWl#H5Sl~kC0`1xuy|bD@OPAeK zD?saG;=$r(1f36Erg{Gr^s)vQ3knJ#3YzOUxWWl<9cjXSzV(ZQ-3L<8V}=M;^6K%A zFdBP`#hZVaHg+e;JD1NK!q5bo98F^jjL!tC#4>@Q1LutS)x-nN0_}29+n>%Snw1gI zH!3Q)V?5F4ke?owJ~mGteZh@VsaS8c6QaT$K96}UzCu`qF%hajB+ zNsU2fI8_p#0q~!cU;eQ0Ec|5P(tF_Z#0XT5*@sex&MPb>#htgLW#dKWx{5b29lL_> z2PLCNQ|1!+j#HA-(cTVrIX*Fw8cZ!(4Z`VQwnn`oWCJt`QJ6I_uMLQ-iNeJjVi>X4 ztXX4Q8=#KdXd<8b6d4=nfId2DnPLMOViG0`m%9Seu+oO!o~>a8!_la`#ulEh?v zUeB8LR`A_?k+w&&G%lOVFqd<04z>4Z%TzUr#rlOF6dJL$W$j*!xbq#RSm8Sdo&#R~|X`&o%pF4aan{BeSGzo603mPeU!G_Lig1 z8)A*8gBvY+EdZruT}w&Xn!1UyM$&7i<>3%nEzJ9%3kDFpa#x3TIxV^Dhnvzv=sU5tY<$EhznIX*rJdBZyh zga8r~(bc%E?G-x3@x6Y2Dz|Unb}P+xy4Nx?l5M=XfJ;%R6jKd3MfPx@(Ct-FS3h7e z0Rgm~H`H$tAeY|2FtDb?a{vBtATeM(K+QR-$r4&;c$f{x%@fws>;j*u;~!@*Q0Yzk zV0KNEfcb(b?IEW@(}_s{)s$B*`LQ7Nw$6xlc61Af1vD^}4+xXIWOLbkl#ccRmHupQ z_4bKN#nFjc*-UjmmihYo19O!_ivH49t%k1d`+I$W`4_*}`muQ>dlp$=2=sF9-{=0H z;~i?uGp3VfFGsZW*n++o@abG&>5Yr;`;*;b{ra3AV%@=wS$rA-Y7WSNBR}IG54Wnh z)01;kHb9Hb*WddWP}`Xb4-YzJRs3D%Fs3}2C0r&34DuDdiNG{rUPk*vj4HUagwexi zdQc+EMV4a`Q-=sq|AfUh*kCZ zNv>lDoUp|-^ZL9d^fTk*f4AV^C#p+q$sQ}Daax?vxJp}j#H&=E_SlQo>m4c{|T_ZE??aKSoy*d`xUR`I?AvI_)}qc|{ZbwL zQBQokik4}Ud1Vx;&@)g8U08t}*E8T*!MkKu=RQZCzAaZKsI=OJsJ}o&G|Qg6#-D{j zw&vt2_$W3Pfu`D)42H+r~ww?Rw1wgj3s0=+p29}S3PtBEA1n6 zUyYzHi4%s9z<_$t?&v^d0lAxZ;9q|YsBOqCq3DAwwkSvg>(zk_5`FlHw~F{3Tv|a+ zZU_oNyT3VVVwzV#S9=OKssQ#mq9`yK$S)++LTqLU@-L7~25SKkg`YVij}U2~nEClG zui1C`I#DU_rDHpzjsp{yPL#s>^NbR&dFCH9TT3_8z;w*UH zUtY?eCF4%NI%2Ownevx-_wMaUj++-POMF9P`^(PJ7q9;7S*E6l3xyeFow9t3;B4J3 zRBKN{QSC0Wnki08cK{a^;JsvWq4cGM`klmj5?8%lldhR(ag9m=cmO1M#$ndV5mMpp z)9i0Yem0Gqzvb zHe^A-z=Zfx3U~@Q3c0ztTg%3v%KHd&$hw;0>&?$G-mRHngCL z2Dps@!ycGZf?wTTFDSU}b!}f=ovuMyvM;re&F$6ni}l}vpNpqGB_}Z;vW6=BjLsrJ zY}Tesa&$7z&Prbji*>Cl`Fz%K(GYma&@f8M>Rk8SQ<}>`WfsizZfA}N@v(-Bi&-Cd z;2Wpk&9#@@d1G)jh4wg2ib%IlT)pFlmTaE^dEp8d( znW#de1+&$&(Z}*ZV?*0PF4e@#CB$wrjcKX@$AR(XM6x!+XFCa0Lwk!axcSrXDrRs_)vrv~KZ0 zA-D6HGe0D~13gah(L+XR8qC0@+&#Bu*FjAVF{>PyN#1( zUv~qYrFEpY56-AD@mQ0u)2Hn7H@x`ur^OAj&heKcqwIagndn0-Hp*w4?%O8GANNIn4FJp+f)<}Z4{m*5==BPoDQb}Zr-!yuyB*G`_#ZqdgrT94Hkp5|k?2<% z@zJCpY=^_i57-$M9$qXf68Q^!vG1hTc2)omX70OWGk;@FTxZ;S2fBs9VX>QiT*8vv7 zgCwFLBcl$VrTJdsyW0@PMiW9)UxH15Mx(K*2^*bAD{#I-Yyw7;(=hg_0IDRk*U1M8 z^YeA`d(q01iVxl^=q?!nN@t=w7QPO{{6BQA%JPp$X4ekpGo5L2w5^LzTEW>%fjS|xj= zT+O=4y_22sQ{pd5nP)<|x5!XOsKM2soy=vyZz=4%7BM=0QR$z8goG;Hor}uQ^;{>b zmG}{>-gZ76Cxs9$&8z|TnJSgk6;pMh$-Vz-Y>v=?s^_O0lcgPIU+rPb!8S(A-J`ST zexSEEH>w{n^8a)kii%f=T>#i=QgbS)#E>=vpxwH4s}`gt%uG=3HB@$KL}N7)n0Bw` z--P^daM)yf!w*GA>B&pT$dLBF@p=;4pk%MGpNgugs>G~#kh@6puL^q>W9aVZJ5LpS zEVX*6B)xrmI3#drP2JXun)`bS!-l)*RWZ#`#(2)^{T)<3rp2nlG>~^(y`O3Mr%f?= zv$SK4m)Jx@mx|hY*68|E5U@W^?Oapj1y>kcmmI~gIEjMmMfn)r)=u{_Lla_>r|!}w zQkU&Gc<)LYQVT~L9k(63C^swbV7;`H&x=pWN}8cEcbj$Ex8LKxI0_)Sr7o;+&s5>D zC~n+kbvx3XnMR6obc3@`^NeL*#q8kf`ZF^n!7568%p9>}qyms|1`u^bO@fKi^(=TP zxC3za4sj$y{Rg+i^KL@+1RhlT!wdpDFw*3KaKj-8aR0xg0W4W;d?Ftu z`I!r~tCt3$ImS-~QZA%?{M{9?y|ILv##BXwCbNrUabvh21+GnSq|b5D+C~t$#F7UD z9McgRKOO8Lz~4aDv6G0v7xZXuS(%wU2aZMb7^D?M_Y5})0Ff_~liI)SMGjv`ZYli%*=!v zLU0ut%;2JycbV3%g@u+pAynCs=_fPI!^0nMeZBBQzW~TA7ZQ|U?-ortwpS$>sk(<3( zK-o4g+ja1G{FqXiqS&jB!(p`yWuBDllE+qs$qCr2m)Rl|xE_iiOn|$OAHVZR>$IEt zR1KIy*Z^}MKNi5B1Vu8cX3G|hxizT7a7hxa6YQ_R49O)OpI_W0mn(a#xZ7NT9~K?MG^VxY|)LLx|4=vB5=iIliwLBk{@yO`fE;G4x^x8ccq@AoTN@3Ktou2NrSsY*a8uU|d8>EoR`&;VN=Y|r10ZTi47|1EBG#IA>b3yNWgCehMCDMgPh z57od1h#H8O5)2lFQ6Jf{q;J4aCKnH2-4W<<$Fn&WvfL3b`d1C*06Rc8&FDJ0OySab357+aeM2FFOgeD0-p zAjLD4wp2=rk{DdsBD$UxUSq=<<{)c3UZr(v+n+I%t!D&qKCU6(I;SKlUSyFZd1z01 zWb7x}D+Z|*`Prhs49f*WDCLFQWl><5{ zV6+S|F)@p{B;zVfTl^T7eKFEQeog$qP*HVDqfy8~S;dNfgc~X2;ZqC^9p@LR832C@ zX>s#`^FyKVftjy%&lN!_0SPd6bc51cM=`}5jLhpo?U&)^|1>^M{6CaQgMtE5CMWTlguwqK{3B1}~PnVsdUP)g$t0vT(bY%}^In#NeNbS5^zht*cuZ zGE}qPt*y^0f3rDh@3)YnN|w$PPPa!tuLWC+_foEeQVGuh9T;c<({!EApJiVV5=gI( zYkv!#xYLtH_)%OdM9U+iJpHm*<$BO9!?-9GDpq4#ezfWARQQV{%i_^f7;f6Wcl|@!c@k_D9uvw~6l7kSxg(uu~~?KQhba zEfmC@#1yDkVn1vuZVpLdrs++Z(Tz`2SCp(;(k5N8neKl0H-XDRnd|@KS{Cj%BbRys zVx8@~7eIv3kKkV;$_a3xD6S(UR1Ob`h)SmJK4B%2H{hVy!9<4&Sv#geD!n30U+5tr z!@{scgcSD#N=r9_bb|5^uTW{T~~?roBijas)c zz{t{@Ol)@0erH|M=L#EekD*Yc4s9vi2R%WJDl3S|Z@>6*0Rkn!T}zTYVnWV+<&l5s zmEz5O^QjRHUM*PC-;~54WM~~;$Eh!Uu($Vs`^GPddTY*NST3W7eSqRjFH*6YVsmRq zvaof^WmooJ+r)p_1q>30c+S{4ZD@+$4c@#3N5d-aaT{?zF7t+n7_VdKJ!36xU~NiY=DzSKte+b zQlMjr#%+Gy+eOPZ3ZRpSf&v$+CTOz%PVePafF4Ajh3YGJ7pmdNEt&Brx)4Ky4h+Yf zSAQAF%Y>DZfjoB{h;Rr1j6`#Wv&*v6Y8RW%t${CeyLRl@lI#Z&Bf1FRf4|<2f9&zB za;;u{zIOWv5t<)3kdZ#D(4|HLxd6fP>MEjnr;cg(er07X_1$0L;lW=Y+C`V=vBtAt z^RYk~c@0y~=A3umXl!||@HwUoff3=5GUv+e^GrYt!vHfsUF|R%P#~=>bSG&4rTh-Z zEz_Sr=fVOoy{le7_=cNG@0m#V;CJ~=r6B|2PxjgM%%&Yad|3QQk!uDxvdxd*J*ALnEWpbECQ(pYfa_-NcHIc;tZr1~dSMHS`3zg4vnDzaAL=ql(vR zP9*9`fin0sCMK4!!LHpvFA&Ty6r#B_eEIqKd>n|pnJC1@C7Ds zi3^Kq&;zXrsAEcgek^;AWjI`T%lQjDdFH%wWz-cvE)^MlocM7Gffw^q<+WFgnG_g+ zYcsi6?=tpuIJZeGR_CyjqALOvvw=hFJiFnX@(opRn>NBOZ@eevhW&MtX}W&b-Tq@SMjJooVTP=)x6Pt7JD z&WidgrOan%dPh$2J14r_j&iBx=2oCPPp$BC8(*?k|JNN_&bFNTqqOObkz+eQjOsdx z8&&ue^<6A^(r5p;@6zg*^t~rl`A0?v9m4KKJ@4-My7Fw{(ubev6KWF($FewMlXa{3 zF0EN`z~Vw*7hJQ{$>K-om48k2^tLiTp$16$4WC4i12Zt|UFfF7~|^l~)BopazI>e1UIbc~av zf#tYWb4BqdKvXFsU8~Do#5L@K`D`82Pp?cf%BQE}KexqB)ENet^wwM6cq&BM#2!C* zNP#~otk@(-+kD?~tA7keiTi)>Uzx?6BkpO=x@i9YX!;ItuHU`?uNfjUl*-5^BpD@J znc1Qwi9)g(Kgk|hDSH-@O`%E2%9bQlO4&rqNKvZ)>+U@Nb3NC&e%I4E9lqbs=f2UPwg}Y#+cM- z>|e*VrBpMED(>KVdbUDq$u$Lq#kH)Z*JXpgbk>LkwHN$)r@j#McPw(|%NGQkpEy>` z=ZZ`b0y`=gKLLV4ibBDL9D@e~yEBPys|2?Nz>#PNNkSf?h(xtdfv&|KKB?mf<^5V7 zuZ0PHmAC=oL#E8(cPAz_k|s`}Kp_}v&C3-$Mq^ym=i=!JIS(zyW(?REbR#0?SNvhK z4V(Dse&ayIe&LUn8DEJi)2Bw*#k7B^_e!AUd)et|ijl_e&Y&c{$yPBYi>zAl*JB@{{B5VWFg;Bdo&RI* ziR>Gv7in)UG}iAckW84s>iuHo?j^~I0AXAG?67yYCj=}xk{UDGb)lqVWx^~N;djJJ zlRJzyr(mPy$_{33uH^ZX!VVSRABx7)>DpcuT1UYiNF2bZ#lJ8RnIoG|=JZtB4t*VC&NvWz=4t}>h zOWY{({1K)(Me>4=eyU}hD=tZx^=cWpNv|L&-N8r#psDI>$3l{bia>cT#k83 zGA}24$UJgY&JPdT71OU*8-I`&?`=%G_StSSzAmgdzB(bA#9kkc_#qtsScRS-PAIJl zp+XLLI7O2f`Ij5kkPN8}Pk5Lj$Rh}m^{7()N?gN7t?R*nd&nn>-isy(6$!pWBEpIM z6pEAo(-0F|yvWyty{eQsG;SImybU!Rdhkdl1-f-wVBW@q3XtCP$PrcuaG$+}0FL@Z zMyxtCBM7l;M7s_>`X~L>uHe8PE6nnsrZ66qTsaH(5W+C8$g5N`eZH(qb!E?u%JRf6tO%fPRe`3pd>S#L)Nrc|0wXRXc4i?atzdtdvB0#HzDD zO)we#Ve2>fSdhJoDN52%Eb_?@YwP>+_6g0U2c1X1&f9N~Gdn8|l*W;(SvxM|@Xif& znIAJ5xG58sBFST}WZlp_i4-ivo8s8Szei~G#zM?I_B3M$-sMQ-c5r5B2vBg(itQZq zq>#8qxTs#$ecuTLnFwp33grCt@bBzH9F2b#)&FuL@|AFdm;@!E;!2I7NkAJCB1)>g zyPrN~IQ<^^9zYxMFOF-?<5$#WOzrvLAnGF6x-peFphXP3BnJf!7>^YdXcbBL z8pR7LLP5jx)CoC)CXF%dN^~^glFE6MsOMQu(ubBh*0SB4bJTE{ZQ$D1Jz3)_VK_ZJ z*^2y=F-P6Dvja(qJlG$%B&?yKS30h%8*%1#>A;o+Y03G{R|nv(umYBEYonm-NL!(VyYwsM3MUq}QJ8At=JGUy}>P~iKJP$u)|8rB3H|Bj#Q(R2;{U>SjaAgKi^ zfJs-%XL0!DuOKk0B;N!{YZw$b#Dj(03#XuEK8CLeWGW$=pnsZH`=K(r=2mzF5?6fW z=Qi^5N5Yx==l8F9k~B_MSg{$9aavIog z5-}%yMB?jIblI#*e+(m!oC?jondqRj_J}8y(U);-x~P44-OXZ>n9wX|@)7+AnB?_s zv%aQu+qnfX)38JsPjIDodebbPunna*%_}l(TelEcBC%fIv@qC?)pD-%M`%c9V_j(} z6BHS2u?G_zpF59?KVDAK*A5n{otT&b^9RclQLp~I{Fq>SM7IhW8qFWOw!cHLcO(oz zDBlG1dbG->^5iR-4CVK)UPWRqD?j{*8^%fnMm{AES_+Xm_eKLeS&r>dGQ8@7pWd*W-&>LQ?kY-2Sav zVrgx^?LwVx@VJ(fhFHF6?SXp?6dk_C9Oo^!tm)e$(U4p7&8X2H7QZQ9Ll_foxN znUnhyp5I5E^+TsEWxX!R2A4X^*jXO0XL@#0)TY?$K5)V+8>95^coq|kJ)sT*bnqgv z4j~Kp_^kJrplu5Y+N8j*uyAjuJ^mEt|KPUqgw;5ep5mmBDY`1ko2ZS&$(b@B@%8lSK0w%ybkktMgdsNLDXd ztxaHtCI5V@{*T|vAjza8jSeLAkeX6A7a_a)OeFpv?LI5<*PfhU7|vnJ>Y$>{Fm zqzvs>fwgr1GvhkZ`hC7-sn*d9mYX9UYFe6Y3Zw3@aL_eGQj_3bU1pD=k@Dn(bf?lL z~GoVF6Oy ziJ+@T^8DveXEf+8!_M~@omeD|f!uBGuY)m9kQfFMQ8EvCKQ+{O|EQ!pCwfSZA!-?Z zIouhX>&yAW1@Bo7@7xz`ixiTg{Ycn`A{8!qC=>NPB(CfjM9dsI{U;$ha~w?VntVPu z$OxtXV9lm zm1;q!ooHH9=1+pchfm_QOP{An|gkjCO_W zv!v^i-warow*9cFn>;b{+tI=HpycJ<0)E$X+ESb?FwzEaRe0+N8|K#@S>4Swa`^LE zObk;uI-JZ4XH72m8V8Rz<)1xMc3* z9A=Ao*M*PZSWAK54s%TG(81mZuw%OrEsm- zOrUc-99ZxvnTuKnU8agmJi8!Q?pXXIT9r7U`eu^vs-|@@c21r2KF2Jzw{&mBj7U9q zY|DEA-M`uuCxvWK+71v4ILwCp@gKjCBrc-pj@@W^sUnCZMniHo)9GYMM_N#DM@P+j zs2%y10!5-G=+9_5`rxNOYH{!5`tqr{dRP9z-Mb@jT0g;e1PKI1BRTAo30|LSH1tp? zpyc);DHy8(yo1UiC+^rH&VmXTBF-HGsKHfQ<=n+hN{Yc6onjBJ^9|+>)Nnt;3J* zH^-sYfzjL0_Hp-dDg7`24n_`Ztj#&z@1x&s?X^5yezkHVO?iCR1S@a;>rFgY+8`&R z8LB#y*Y1z9Ia`u*2)ql=6#P+i~{ zd}#Nq zt-~%J=Xh7s^hIIztnTB4{2D3cB!A^(1ZTK9zyi!1q`+BI5w^w(VskXkj; z;qm{=OwVl2tXLWt`r*=#!y-v4MaR1{cP{Mq=ik)UAg|bQEKg_)eM64v)(toQg5ZJV z^1jDANx4kNP3xxd5CSvDMxXG-?9sb*IHD~jBLLlQ&FU6PF^E3;6d50Y*S&BBF=?Tf z?Zelvk*_{N%uYoiK1NaoJaYzTaXeEOQXsbP*|V*{`0|ge%uEh>jA}dxqy4lLoF`lh zt-9xhw{I(JYcD}}^7rF<}bcEz>ui8DC>`KEQITs2CNd68~N1-@dAkxa%;D5R5 zk2MZhjMh0wx{pCdfu{-c)QiQ&$kxc6aEp`N0ZL3`NMHui1;(VR0J8aiK6!-m#nCIVx5yIziZ2_$v23oBCO9YYzSSgxSn)|9T7p1mCLR@>-k*3cx+ zI%{&ZP@es2w@)H)wp!kY&VON=QIB>@?bF$S^3Poj7S zpM{qlgZ1^25=N|FUfg4AIQ|m~J zvCh51cOGdyt=off5#rOrXM@`rkjZP< z;SsP7ejEy5NZFAUEUI+g%geM>LL*_W1mY7KR@GqiQ`F>JtzeK(6uWbVNh6dt!3fhT z<0Ujn5dIyGVOQl7L2uj@HwgGcN^fax9mB~J{Q_va;Wb>ZqolhIx; z*1^p=89d79sjv~80r9-xsp?IAekbL~_~VD>F0HwpuSP$LCF$23achZc)D#I+sk(_o zXnYC4sungOZZDc8C!|xtdv-IUrBy>K&7xby$)QYo3-Do#fVj0}lr#0^%a;Z+ zN04uU7X=?;r=AWDV%$iusigKlWTb-{$m`eV2Z&A3$Q&0h3q(E`ejBMxVTGlx$^SD!nXbcV)Rp{)b=$JGdZI$F0`MTq#gN9&?WrvnkhW>hq zuDh#)lapg|r?OY^{C3?a+^X7WJ1gRLjH!*Kv%h83tNrA5n>*jS>erOJnDu8!4n2p2 z9;wQ!BFM)4gBbh0dJ18U!F(RoQ~+k+L}g* z9)!B2$B7K4B+ik9&T*}g;bEc^R0Q8B2hIZd-gv!6uqA9E<<0mCP|;Iv|M=ik8001f ze$9d%EB;$x&*C_vwdOR1^stB*L8q`SLG?5<|4|nJb<6wB6WDAKE`7wz)>dNDE>Bs@ z{q_&H8|#DAIii8t*j{bzw-p9XdrxfftkvN80@|!B72N!{X#||gN{@|vE!nj$@%m6y z`22+8YYQzWEuX&Qcl0T}GiRb&937dAuhCdY2c|+wvEfPaI`6_==2ijbY1be6%`aBk z-J}oj2!!PiYWakM#Vy+fUW6qJ$pk7c@ah=)D^6&tZZXlXd9 z2vx)zh-dMCx^tw3G1d=XA!10J7xTWG@b4rfhpZB+-(Mdyr#C7v2kgaj`6vo&T-@B6 zz{4eUA1A3MOCMj6#5h1{#IQjER^Gl{iyTNi!eE!T_k8~PwGHvlu#1uWT-bLAPzxlZ z2_kt4my$8E3R2V3NP7XU9@;QXB$qHed8Q%?*n_yUp;L>5WI@H%Hiar?JsxVI0jBJs zr*Q)>Pp52{rZ%Tj5AOpKxGqxr&rKPFr8DMXbV}E+|!I^uuwc z!b$9J)jsy0V$I3S?*YbrTA78{4%B_Wl38f%n)&kA&%f`l`+p5`%T&yFeIsJr=kYgS zII7X1;UWtkye@DeBPKf%A_v&{d5B^US0ju>5pb^IktEt*;&A_|1}y-r2vqp?5t5=E zZZX75QaOZ8>byonSGSm)*y}Di0ZT41y^&z+B|qXUBUz9Hqd{p#vJn@JfQ)r`B`#Qe zf3NSHV8sja{Q2`>_zPnkzdbk{^y9xEv2j*?_k>SltwK)IO(R;zX0I1wtk)iK4+waC zDa>*peu!;I&n`UqMNywCzQ5ix#S&|r+Xvn6>#R0k%`B1);O6z$V|$^SCH65TACjl> z@JVfY`9DfwX|vMLUUf|RnE%ON>o3R4<;i^SVN-G(mF3w{>j+ynCaoQ!JLBiho)5C5 zZSko>Y#{>D;>&d|;5>oLpud>eW;N)R)%!I&yRUPmZ_FQ#xz#t^#yo|YY`=0&fnE(l6D`Z*^NaIyCJ20LfYWrp+kpAhPsXPMdIqj z0e7RKhj$baj{<-HkkT;V$%Cp_GfFuUAfy1DN<5%*_a8hqeooioI_vuEjBttp%BK+N zfM|28_q$J@{4Q>KvLQ|@q#psp$Vp;WJ#Js|^6!RPz3204Wt*rwl!UmllXW&w4E&^` zLVf+pysl;?@$LWoBHyd@{(bH$oATz@qG?@%33?3sH2z$q6+RtU=jq|)BRo`FQ4t_< zUS4;yN6vKN#B$w0Y4RKH9-2tU8edg=`Gdhd$y)LbEwbSkqMTjcYg<3QHTCn_Ro&~R z%Ehh+`@XLD{YSIhqjkNK!9l0*t{~+Q)uxqG^>=YYVUpE*zZbps&p};aKxiEG%EeCt z{V#m}&7_Kzgl7G#+#+3AD3c{A|7@veMC5syaaUJEltSSe6)mX1+KdSlgS3!TPI@}q zv=n``SdKpj{vWs5aUT=$P~;Xr25=KZMFD=%Y2J&y_&smGp=ksZKEx5|b!Hqg3_v1Y z-#(ZP1^)UBiIiGMh5w`!CMOI%STso}txy8nhc}2(Luk+;&&TV5UMCh-S?)7W+Jsoo z6fZ$xFa7LNbKmbtrc3Ev>u*x0b9;v+OjuY@W#@egpAa?8ssx*we_lt&ZE^jPkDZ)m zpA#JX&J`#dOdjHW9+g*aeKJ~9cboIUo7Pa9>oYEI3Q2j-X=T5EEPXdT` zO4hg9Q@V@OLBwT#BWhi6+R-Xn9qt&uQ5X91ybhNRWrCxhGnG;DY_|z_@74!fL@u(Wp;7;PGbH9^|kO2EfuHr zZ>n;~cI+hvCU*C0%HGt7*$a5$`cz)3L!-${QQVt0 zTbGeJrr|xh0^gqwy%$B6~;PlbhL zH8I6e{=q3KTMu0LZ9l&Dh>7-hZl(w&W*V#dBG)&6X@l`m&wU(zyJm!cZA6o&u{L%g zCK8Pxl%Ur!lPf>r{(KCb6Bi-8lISrz*_idzo4Wk)=|;{kw>QL9_Jf5TD7AV~y@-g# z5rk%Jr;Na_z)l)NfMk*63p9c?0p2HhfaJV zd`z}(S%|cmEUrxaBBLwjqB*o~nC31RE4>THoeyMuGzU$ER20}$pa@TF%LdRtb7td%)aHSq|E~o=R&b`^^q+1d?rUNEhCmG8PvISvQ@in$hfhASEt6? z>RC)k=xO)YUv;|FD0!DfO2>vBXOdr~Odh1)|7UYy?d_KQHY*qS<#hhf>WR ze5miPJ|&07>qepLM>C`Cd#P4gDCizvn_2jqxj~nrLg5FH+U5EE;cQD%Ih@+mlr;q~ z;KpP-pb&zbym+F)i(~fFjr5e`twi?$P;ydF49pJxOib(S3F|M&qr1mF3hT&rj|@O4 zaHv5dei7Ddgxm;a7@>Q+oiPBI>L@O9+4tY?KLGB#PsbYLzR+P&{j=C}V-HZ(|LOJ& zv=FVVNA(4u2CP9uQHxZi;G93-ik4&Rm)BAnNc9_1-~bC!D0K@d6(cwWFG~kb{lE`{ z{|3ZMKA9HRiaQ?;MC7O1hKvbSpf7H2&MW#{Sk5)RO9AW4&&@eXDIPfqH!l2EikZ- z^VCo6is7P-3&X<`UBkb&ssF8~tXBL@Qo8QCk&xnuu;g};4(e?svCqJ5u#>I$+aG)) z;e)LZyecI)l0T4_d>GE#*Rir1I$ZfY#0yzul4 zf_%Dc=qZV}J}mv@;PdxT-Q}7vG|q<0&LvlSTb!i7(A~P*6J>8^4@*c*FIqiT>KEM0 zEMvE?#IjW9!Sx0H13$gwU&}ib=a`5nSd>^Y9?;^_g%X${DEqezaGJzI>Uhze^mGm_ zB5^Z(>at-fVVw7LrLz)kM0*yjzeP}9MGd`myGQgXO^sn|NW+P(93TRG*918s#t+yN z_HU}~o4Gr28Xqz~YHW73()CL>JqZzx2pf6c6KC;zL*fjPjeg0Fqz*Wtx{i-2oJ)*R z9RvrDu|@j#Ms-AmVeON4;*Q*9(fTxUzfu{QS`hgKk2u{w;vJ6$gwPt-O*Mo$NJlM7 z*IE|GcI2#F^0h_aL470iWKKzlO+AJV2JEYjLZ>0^0k7=pI^}Lb36)G=OCv>d$~VT` zv>-J;sU!dD_X&1ibIz$94qm4@wE7MRq7c}j54}6_lON5tcf_sB6%IPE=u59uDrog3 zG>S>1gC21-AomgFpRCb-p{c$_#{50M4?`*I8Yz{baJRQ=z09V}KKNvX)Wv=@8TKiZ zbcSnPS5lavlG?RdX#H8It>?GUZ_MTW*1<}}W|`PE8J_m&4H3=&z9!}m@JHy^Mq*W=wge&@~-r34(|UjM{Xc*fS=Yk?0#FClZ@-?1Sc@)wZA!WE{zV zslHMC-vyGAqpmLdmxXc!Mt!e8{t4^c5R1I|zac7UmViM-w`60ANA4@OIcFXIw~LD_ zwYehJn;0xIKAt|ds54&Z>fx~$sUr~gVr;Q@JXH~s5S&8w*iApdkNKRXd5gYGj6}$; z9W*v(u0Gnul?PL*k`A>``pEAH&xyVHUQ*I@n6ImYS=|5lr_GL;+TOWubXtQ8zDLgm zEC#&!d=6}m1P>?Ooag*wuu?9WqBM8YOu&0#f!KW%{CnA zCR{J5XhbR^)rqJSer`|yZ#@$oKyu-v4vwM{IGRYJAMP>Yg~!K_G@2jRG5KLt_Locd z1B(2A20koSFtUdlSWb&r@3aYlymTLq1rk|+eMe=+@n(a)Kpd9=zO@Yj`vWC>GdTJm#WgB@1K zf|z!$Z7`6fwLLH6TS!APa^|1?SI3F}Y6~%aPUi&G(Z1>F?(S$cD`@%l$8>!*RCPGQ z@qv!@HQWvDHkn{senZKRq_r6oAF>3BctVUu?L4!GDfCwXf|4hm2()T6Q|QZG_@m@k ze(G42_Fv0MsY?f1?a5}q{?5#{<3hKB$xWO29rJ(Y&(EJO+u^!lVntf-=PM*#ySsnd zHZC1l@nYuh=dRD^c;JBCLQEV)Ap>GIaQO*8#LTgELP;ISP?%=9e`dCoI@km-F4TIL z7@`zzzGezU(>&=YQwM2I4ozTLfDs{iLwT(T@ht3 zA5KqAHJ@G8=KskCxS{z&5j68p9c}d;7|Wqi0YR211Y$Hg{Up9wsL)^6oEC$K$39@m zihX^RkB0TN5(bn1$_AKVD$o%Ud~t%3#|S>I8c~&mE+RfcoM$BB6{-^oF>$orxS|#V zelK<+>qlr7n+>~di5Rd%mN zv7D9GVJ}aVtDG~ZVTul-_k5;t)bB~4;1)InHrJKDnAsU3jqC~-dvu$3AlV9fM=$_f zOf92osvCGWt=pt5z@%r*YF@%ctdY{PJU8dkQd39feMwY5S;}pYg9MP{(i%t+eB=*U zT9W7vGW87y?gq{!e*3MSFk(A&OU_ZGSX`KSRa0yWh27y0-k(qkaDk-#8)RI5=`VZ& zhGJd8_LXc*IrEYC`eE8Lnrjk!OZp@c0&z=Kw zjV~TP0qj^h2#rH%wa_gGkS>V+zyoY9Gu0Az%fsJ6Bni>z-?LGsjpv^(2AN-46~#w7M3z%yl%{&#rB6Yh?YIxMYzAnbqC)<6fM|8 zqn=|uYk!;dt8wS8owedkU(QBnJCtd>yUZ*ae;8-SeXInL0idkL&b!@Onp>(w=y1lv z)y7}nN{@_gt6o@9#Sa1bKjC)Ani(Nc%7Y@OKMhwSY$G{8`-@1BBAL8xzm7hM#N@XQ zS0F*f_w#J*1Ih=P|F@;3QLKbb?R}?WEZVU`;mExL9s&WBx$sqB-yvh$nHdhKJ~DdgH!k&*ZRln@+1TIyaS6*NrQi z6fgFg+$k?Nvb(LaMltQs_BEna*+!xe)9d&aGL3%NzxPa2^4`gA8V}8zf$|4mA!2GQB_?fzevDGBL~j z`0>5ctC0Ka@_GOL{R277<7mP}DN5+2HMtBI%kLgMHS)x{(t)kU{PNQzo0RXR`v)lD zHkK^TQ`6JVt3rK@-#5##Kn#$VAaLWEK@Yx`dIiLuO#0}1bvVhB94stX2bOU65DCV% zZKF^_XiKIf8feOAAPX9)u&1TjL90v;Jm>X(y!oSoi zeY-kw(fLhF?$cqh9}Rb-^UEHVL{(abtRMbQEeD}DS^{huido3|&_$p+)Zg)X!V@C` zHFns=Nlvip?DW`$6Ah*XuZ4qb^^cic>8y}zaf})BsUe%Trr7EpA7%e_%+d!=ALeYt zqTv7?1i|c}9EbKEAwKdM%&UR*Y#Is{d*FN}?8YkSoQ9RfY4+F_g7y-r7sA&82jJbo z?SV-f6!H^*Snj6Jwp`yJ%LC{*C4G!&MaUmab+>SNqGOMM>R1#bKFbM8k~O>+*4POQDJw`ERWbd%&%rfOE~SXB>#EZy*Pl-~(|^)7oy=a?IDHnddPv2ZTpSe0?>muC~M1V_axj&C^Buh(65|~T+Cx9pd`-`-bS%WMi zJn+aUpb0j*BcIhxxM-XZL_x+V1amAhdt<$*e+-=_XFfSqU-$2{%7I|>{(F#_|%oBJalFuaS#qdSxU7XbO5IFa|)Q_EB zI8W8;=0Ok!?)P1!jcZid1#l4mQthuf%T&@GEogX^Sv(+QkyPa;{n zj)PH5oDwNL0sk4>m9{Dbn*muMGJ;Mm+QL*?ILF9^8Ov=`B1t8s8LTCpy)3-k--W)} zHQQN(-4$a&p1_3)^ffhR}*o1cjpMUvJtQXAG4xWI3w)7DOj5h);@M@BEEy zMbZ;rP%vis3$!Y9VkzS4Guxokm^{z0^c;+;q>zxYWCL zoDZJ?0!OI(6B3{U(ujmfKYVy_p`Yl-QBYOFtWhge%vb`u_v&h`UfZBT!K;skQ!&(R z-!rKqXXuqWz!|}C3&d!S&2Fy$v|NxF56HrNk*u{@v|_*Iq72};nTN%*oq@(!YS;M+ zye&||2;Ecn8VMG-13-r4U?P}p1agqbXd^^UXD0$bPGXy!U=o;uZQPyjDFqB$`pr=9R}?qM`_lY8RO zoU64he)wzJnb4llki7#zrX6LjnakdZ?nOas6KMCS!1xJ8D%J^Id!l&I5ekWjpu<41 zLGZepQMHEz@3EiW1^ufKS_s)ZFTTi{xbA6r$@JoRb_$;CQG}9^JgtW3c>0~>C2mgP z4S#X>iR&ax8W2;-r(XG>eUrEN?AcTS9E$m$e}0?k%Ii?mV6!};ECy=0rUh1f~9APvT^d6?r7vOYP zVHAVW>Gu~zl9e5(Xhj&Ybg7xar_bkhlj9%j8IF*W4|4YaP?EnMMLhA?k@?0Z&RyGo zKtB2s?SH7=R0!&oN?K1>s(@|4{~Y~Q9B&!|rcFoWM4*IjLZg?L0KSYDfzLEd7Ls+u zUtN=wT@xdDaKGrW!K4qm&>8p%HH|hloEIwP4$}*MQn=*zSh=C(;ksKLz+GJwBsr+> zF?XHSSU6z3ryalCVX{5Ox+_ZkN$NioUwz$a0H92~W6Gyd3C`FSCl5V2URqOTEod}e zghHSL8Uyp7BS1g%P8xyu1RpOMw!AQWQA7}r8KlFB1Au9Smgcu*Xm)8DM^X$5bk6Af zCs`;dnp8qN8Siwgt}CYV(?)1~G%}As-6}Ea1I)mw z^AQ}tc)76>fp;xP6G5MMU7h`2J~ldFMwCjb*mfG5nE-Y)kKDwVaCl=Cahzj4ftojha&Zwk+_KCLh|S1Q{$59G(-->h3%Unvsk( z;U9cz^1C%R3wFd@D(xG&VEOk8zaM4|t;a;#XU8?*H6ptK*)$w_2s~`Wv(+Gb&d29v z6J&rmFCkZ&YkX&yD)Rt59uUTq7YX%VXh;xVWv{`r$q|<(&n6C;~ci zm1B2r%^JVIG`^z#_*RWWqu-u)mk?)Jym^MMW8TAUBfxw{<38x@wmRz<^-09-QYEG6 zsBPNz+-6C`bn>3tWs^qMlRur>C4M=tGm5x@yw;OD-L~7*<)Ml2+Jpe3?fw3;JK7=U zA(!_TX#<{;F2<*g-Gy=W6s8r3-!TG%M{KrCGuFjvW^>PNJz?)5=3>Pb2^CCuwdBC7 zS6z#_OX^CjO3wk{vw4G0CY~Hf+PsnF0WytP2gu1pdt_l9Ge>wE#%1d=D}VX)R3dX_ zYRKJxnD&=U`d$!3RqPJWo!g4ueD8jFo}SyyB1+NHrsoy5S1_g`ejFT;n<_fAW84lE z9)m_wQ7T}6#(nShq_%M?igyb%bL$jh+QvhR^Lkwvl^}<~CLDgod1UN|M3UId&F_77 z|Dd9Q(;<_41`>0^-vNII6FCuxaJ9mSzQ2iH?=%S_63O?tZK^w|I8Lxb|}G!jwh|; zDO+eu4=t{!V(b-;EZp}*n{|)y51o6t)33EDP3rSs?>x>f7Jy>g?H_dCevr{ah&ND#P&uBTN@20G*^_O`&<+bzR)a7)myP0D1AC$_ey7`-$9PcB@PjK z-d)=sAR3Tp2(Zo*g89#%uYb271dFWtp@jSgWc>8M6^Bpf9f3--ETf{fQU-;DGmo4j!XMU=xoch{w9mFA0g_JRX4`>s-WQ& zy9yFRbGKH!k_y0a*)FKG7F^m9NC0cgfKhIXSVZX+Xk3pJ<-TOW!eL)Aw9DE)|db{u4*5Rh8{oljYs|D@pfSiki>zZ<)+x5f70G9d|Tv8Xez zjZ44#V>j%0#oN518f6Y1C_llS1rIj-qU-^5uT*KC;pOpCp3u~LmUzZ_CZ|1SM&y@8 zKUZ{=LQc;yU*F{`^=CRox8gYie@BKQwlNHLm=H-N3;B59%EYeLvM;oGi}U@VTHzb% zYm=@WKe7)`9;)A=kJatqd%C811MAhWjx8MDnb{T+M)KJV*Z0ZsJadv)4qR2nw@%CK zaUVvc`Ku$}ws-nV2|3>~*=q@08VUEs~gr9??s_y`+&6R`%ungtd#g_T76>&-kj!P^EszdMqxT<`ZY; zsh!+hX?fqmGN zM=e3<5M`NJPwh5SgM!&9^JDfsN&Gf5+T@x^%0IJf+Z!H`(M69XgU3Fy)f5K^;Hk%q zi2e|?2xoG^@MVAD^UfOe(tA`ntomUE1;8e3c}itS@R^9ri>t(mG_wM7aF47@lZ!I*HUg_~Vt4J%Mn zW5`_=$e8syx?|sg>-;p7ljHu|w2bLlJXUcHB{=pCrAly=@d2cNxFzGQ{JT+Jt?U@d zZxeg;MU$Fp%bNMK+E7yqX$Rn0=-x45N`yoXFq|t=gDlgR0Pa;+0*q)6AUy;6)};2& zZ2%5Hnv|-7$cLNwY}w8 z(aC`!9j^K9amPOH7U|c?KGT`!8{5~ufvvwk#fq6e7f&u|b!ZUL-^5h28x+gQBw8hl zedk(z4nL2f1m{~ZTQht4pBku6+p=-hvrxse<*cz6HFbRqGr27Njwjk{)mW@ zKMei}yj#_JsUOj4oKv7t_0yIXy91x4OmDv9O~!c~U*%>MQF*Nb zkvNecL>{~7B>&9%|5^a(SV@}*&KRhEiN#O9wCRxF1tdO@cuIJRZIC#FTKFhp#mxCN zG@akFC#fS!G}!72%!N!r8YMgXs)2X{C%u70gAz-FC{^cc4v3clbd>n4`1T2mY*q?8 zuUQ!8mx|Hn)U-Ha>J+PK8)rWhj(J>l{RN$cm0B-@{>e)33g8uZNFittqH&NUP8ldP z_2!fSq_yD1VJ{na`Lfd}6)36ZE{cxM3HgltNMRIf`P?imXU=@Pl5@x5 zD`n7wsUmniHJb+Gg!!W%Hj;7h^FHvn*6y5f94c2_;Rp_rh=vWOcl(@U;64dOK{+Wl zAVkzxb|q(MYJc{3%D618WWl-j!d`!CO+DU=T7ok^{R%9=hp}rKQFxZCc$*n8 z@x&xZM$^tZcD?(uvc)LB3FpH8@t0ZxX*Qe%w5X(W9*& z|8_V`{N>?E@hH_~tWe^tr^I*Lh;!vD1v~fQZwtAh+I!w7{#|xf7U$7*H4G_&2Mq1~ zw`D$mA($z~(Mw}!=T;=F!kJi#NBVYqjm_=B@~gM;YWTz?usX=n7YrF46E~dRJEnhj zQY&9C>d02J>2r^;rO(fnRpgbIyYLjf`d9_gMMB!0SIw}!e|~e15<}m0=K1ZnpPSk~ zy?@LHa0?<9p~Ll%LwZf&~6+ z@Sa>ePtxT(e;BR*kd&84tF~{Q)-zC`_cea+o@g$Xw0dO7a&fGGXJFh5YN1Z`j9V7Q zeeb^+Blh+Uzeb6yU|ylCIg^vaNO%7C><|X=y`OLj6Tf--af(QMcA`5V2o!ayl$SoI zjk$KYJbSLW-kjaW*7oZ0XRXRRqqZTh8dZS}A3kypHjP%&vYtIBsc(L;?#`V`IKrMY zbk+1@juM#=x{BIn2g-;Hy%u%H z@}J|R)y3k$4#H-L*NO|^gZXumWC4f{VA4<|Kqm|lq`(xT3*=x}W92!&BN|r0^Z4;X zr%RNgZWc^1dq#EbqlINn4yPW9R^#E}iKsWtkv%I7@2`o^9gCpk0SU)9kueX}c&A8{;~u+G4EKa@v-cm-&M>Qfn+&s7XJz zKhk6?7s@%d*z6!j5uoJ?Tgxx>aRCGGfd7bc z=lRB*m+Is5aKfa;WA95WyCRc&Qtb!K`B!)xT6l}_lmHE|S+b>)hwUGSk{rk=R|+O9Q@B{!UNYv}QTOC@sAt}%aI zG<4Q%zom5R^u4Q{dm0l<->`IZ{W00wsJ{@+8oY8X({JwXlTKje5{Vn=# zV$=Z&iDS$G@21xK<9AwmBR5@Yo|4>n7kw`(=U?~g?-xRF@Sc&5y&e(qSIg^B01N^} zVPgyEX0c*S7fe7`AWkMZkRv`dm7c?DG}6D${NA--ChLV` z?puy&91T9ul{2wWeSC1PF!Q}!6bQH2?U&tb{O`Tm$u1q7Vz!{V&1x*+aF%r1!cn<5 zyRYrXLQxWMM|jptd5+NkChETxAh`EhS#Sn&3x9L$#|Q5`_9<*kDU>bbtF1BW2=?(cx`4=(3220Z@Aa67vA>Lp zRgcVAb+$~S=90_#e0q^&U$VR6AxGI_2vPU!i399w<{XH2%%o{T9?ehVP$*}M$I5?2 z{f{!(cn3(_K%#Hjbw0w-Vj1V z!rusL0*RGjHr)jauvj{KcJ0_f1FYLK;Nu}ckLDq{fo<3ZHpX|Yzt)c`r51WA+~hwm@zbUl`i|&u-zzT`>htonB+oH(tn&A6+_PKa^oi%w zjZJQ>y=(tw<^1}Gn3|SAX&=21&z{EOBwfUz%XYh<&$Z((VwzzRqoH6YCHgNpMMcqf zfiq_wh6`*JYf1_g+wOVaPqLCOeQoF-DNBylaqsPoqb*cBzrAzt)7rf6{CV$8<*aJG zog$wLg+C;V?M70Tvo;P}_ zHWb6f5c>J;15#3g0@Joqt1=wih~m1qk3WD5Ane6LSHke&g~iw5JvX8`v)25VPQ>04*1YAN$4gIF zXr{wwbd-gj2ILd6c^HPo*H_O5_zhIdaoatudHv}|qNNcHP#6*ysK2v%!*Z}q`fg;i=0R$9yKCxO8+YgK$5HNDMiw~K_9ZBz7a55`1uq@!{Kv5#z6vO92 z>fcCIC&_Q6aJ?Nsk2kTp0f5HTmpMar0v5g5zT(`@$D2(s11IfaLk-bg!{nhaI;W1iM&HLRNyvNl8&E zJ)Uh@bCmYN19S&U)h`+xOnM@;%b_4bVrOq7VJ{X26wekG-JP^(IkEbPVqkR5s>pNT zK-ia4{Zn4=Oi$k6`04ASl1p`$ilz5$&jC^lfm*fyiaZJHFRU*Y z2WB>O?(HdJFKccNXVVE!atos4QRpf&+U9GH=NoX;QD{EE>EW`#u$GR3%Bk#>wf1gh zHE)<(UmQlNk)_mf{P`EpQ@35)KMq4H$Uj{~$r0xywh#R)n8KmTWneRQLJq9K#*uVw z$g(K$3$iBnaH#*No!%q<&-3a#TT;|)T8OAe$Qy7kaYTA-T%y3_zyQC*(~O-NMx=KH zD3+Cn6L;VV;u@CBrmSPee3)8*YFikq!7izkuAW>Y`}@KRuT{a zPI3)k()U}R_H}4K&iK7K=yLI;tb?B)2^?*&@D7+8+@5~=)V$+Etx-NvrXE@lG4qYFs6*VZrj2VH43v#5%SK*h3?oxDaUqvnm z%)eDO2I0HI(`E(u)HXpiK`>94kJ=zT6k@nBD9tEkKjiS~G=LH6$I+G$+1$OoNVT2C zAI4~@vzytSu1q1wmz_DV_ z1qRwvpM=^BZae*w6oY+2%oKAORRoiP*#bW-rsDue3zRnu$rt(mF1L~Tk1maMHw(?a z;Jt?u?=sfw)vw>*?@|1+So>r3&vCt&A2nXbeZ^YJob*$VogCMT+S+z*^r2?hw^i>q zpZHxL9ddu57xtwwn=Z4DhKr7y;hBtLkxNx<-r#qxFZz`p&-3-(h<Deq9)z{;f7V{Y%wEn%e@1 zGAYl7BJSg2&fi+Zef$~a|D&0p*F4qV*LUp2Ebt3`ZnM&ol3t#=Il8lF≥Ylu1y3 zJAgQ>pKzET6=&6j$ZeRWo zG^B7kYocclC0&xclLWVvH6Zt)(}eB-~ay4X^(0C(w;OQDZ}+i%>mCH3yUEn23U zTMXpe_qE(G70-99a%pDUP?$YE0}{>I$5B7^G|a)pAa%+L3R({SZ5j8*b2)<{_$BX# z0D3j?o#Jobypd*6OX^7HyZ7*++x0yHuFwG_T*9NDO4T_fP#>0+W=#L~^Upl<4llu) z%Po%hEzM4!zH{qHy~j41>c-b+hOSnh1O0!`Kgmw!#7=dGkpvM8+yOWzt?%k*XFci;D$QXQ*`jYMy#FNdj{!Z!2ls>-pHVPtqORs8)~v3JYDr=d|H%8SlD zJ$K}GKKLCNz311JujAPoF*l~pa6a_q=4zu7d?bG^`4-km>xRg7foZBZwhuaQwCg^d zdcd)PKJ3Sn*Y7_ov$ZyDuKRkZ+SELwYm_5X?pOTTepN`mA+g$_6`wo>XTYPDeS7y_ zvVceJWl>1sZjWp#ty?%=b#Iv6yMJGjBN`fsj&&RI1s<^TU1F2C6(PlDD4Ikb4JA7DTfNe_~6{*09Q+}SiMI{w2qdpomR*5eNrW%T!(=k6BEULVQ-jOGR{ zEA7Kp--ZiS2eu#NwVmqzbLQjqx?%5;OD%sI$Gocr&zkn2c1&dx1IXvE`53{Z|!))@itDD zym${eUP~l?!)ROJAXkh;bZwwG1_kDRpZ;G_UjbEh`bA53my`;4L0Uw*K|n$&LAn%! zx|DQD2?$7oh!P3{(kb1o2qNvJyOC5c@y?z9d+W`bwU{+C-o^d>zVF07d+$@;1ItG2 z{}I^iu4&5*-sejE0ml;pKBV;R7xTA3egbsD^lSiPFuQmCX2)Ul#f035^~%TtF!Ne) zBnkAY%n2W_@NF|k(l~ofm$vEtnr*QTukldH}yfB$37HXIW}uEG&d*<<9DG0wB@#96JztMTvEE;?|< z+d_YMR$YqM)@-;G-JJPbqww@;f*hx<`LGkZ`J(&1R`0-Ms>Y<}Ga9wB1$H&xVcS>z z4h|0aaQ`WOK>R)gF3cLFeiL{+HZ0;ktwEM1CKdN^<6r4Zq<%FH9*qq=edHz|ccMp? z3lF=B4nb~yi2$<%vUd45wa;FL`bj?7pjfwuwZ33k zSMRa?7M6G(Vjxf8Fb&FIG(veD9kM5*4K*i#6c0vv4`jgOnU9goB!Cdf&CQ=VxG5g6 zC=Q|cBiL8H2?DZK%^qiWG8I1|?f3S9`egkl2xRrD*=;=ogU3qJAFfhOZz*;@sEzG< z_#K8L7 zXW}x0_Hl>xtKPGThrbeX;a)PGiuO=Q|Y6zV5*ke~8Q{2Rg zSAAm6rn4aqd-rnS*lQjY=jVg#W@dIUfJzWH&JOeBlM&aFdU>qaPn?)-Z_E>91Q9B` zK|RErNQdjjUI=}o$gNu+0dI43a{4uoXF~g6`RQMlg_L{b3v;Sz>FM`@s<*mru>Apy zRAj@DztMfq5tO&55=TI?ovX(Kf0G*03Ule-dBc3fEzW|(INuMX?%3?9j$A0rkmXf2 zH5CIhpt!WOu(WiL*YlpXHeX^NH%%mC&>b98j(8ny?N|gRdg~Pkv|&6j`J55kVPB@7 z(T;Z1+L~{Zp|Qq;{d*N>N_{$yUbHCDacxsaBCf;DG@)HnuqvIq^_Jo|!!&|$oaPbk z6qtn748G8ejJImeN>s=iAu9kf4a`44BJ?uN_2kLyE&&wWk7rOL)24nio+uGA-q_gzKZZgoWtw+8@(Zkky(dcc+4jj`6<8JV9{6Gc zThZw~L4tG|%cQBPsYk82lxy?hSH|Sv z8*3sPuD8psnjj-qy_0#FUX}iBz8ILkabwN`k{++E%gN@?1gZB|cjH9R$X#utVa{B( z7kkr2y+CgSw@B0K>j{3ncq(s#Ic{bS@}&>(zSo-FsZ4GgJgLlw0w@vTYxHLlU^X96 z#6};zEL#w3b7W%?ripwb*VYt?+IK-2q0ug_ziS<8efjpCTt(SbIhm{{pca8K1vr55 ziEH0Z|9B^s*;w81WOUTvJ)l7loxquTYGMMIg>P!Ud~x5JxOoQ3x{>eSUsDeN?P+6u zz5L~~)bvN~ zVUfSDxvqW|k9<(oa^%2=Vt<|o0fYr zyOPNf16vKh>36aMIKnAhq8o_ePCyU>ii~6YBx`7~k%ah46WTa>ZQ;p$tL|4U_m7B> zJWo4?7ny6f@<&@c9#!7ACdE~v&4$Hgi`aWz?0h#vkt_L{web$&Dbh*LL+xiPt$xPY-7Ys-VWdI`t{(MvDzsW z?(s4n!zl5VgiW5@pScibM#iBZAMd!sNZA~g@1T?PwM>`m{cp;o+@zgmbkt)rOUj08%7ilt0}zKkTR?t9DT05 z$hx?Obdsj7!^0}*d#1@8L}sGynej8gHPugv2L}kKY3;4W{X9sfvTBx&laBi-X+(nu zJdMxJzA(IGs$K!WMnp!&p~M^tE)Y%^8IfOZYdPC?+62z&PjK_ff<|w%Kba4-1r=Mf zesZOyfoGdifO%rnMCo@-P1B*y0^hkOsn{Q+C`jM^M4{e^mIbV3hd)2sFo=2mnmH)E zT!4;*%VkwzF2e=vIcka${{q;fLJn(I=_8eA;&B&VO&VEd2-vTxRtohm?Y_X7;~OH< zC1lVF%j|GOB9UXz;%tiw-l4*8q~t`nxS?pGve@k^YDtC~E_>3D|GhN*HaspT5Bb~2 za(MTGKM`vMyI8`@NMFfS2Jc)z9WLwxUZkt*urM)C$*a!vu5eR8dl)DdyA`zrx2G8# zv~+?H2eO<@Bkq$+2{JVF6Zk1#2;HpXE8BwUs>eYqlXGF2wW9u-9{1V? zNvql8>m^sDsO1QE2shtozNKPshUL*>wpj5-kb}AKxsdF&}&TullLLIC^|8&EARmy`j6W_dfV^ zdCO1EiRrz99Z7oykFg(;-J+)ht9{=p&K%aQvlvGh^juBuzs7r-9+xUTfm)-7I>Q3? zgM!x}lak%DXFA}x$#XnpT1FjL)1drVf;A;a*qWwUG@OQ}vZiJ%npPDAfQ))}gPnqXvz1)C&AdGU^id-K{te^NuHFJ`F~shu)Y`rw(emMNJ*u<_jAsFU%k+E zYX18PL-w+Ov_IyV5OWAwj~fhBs}VN0_t<&|oax_$exC3`73p~w;`E=cUjlP ztFO#6t8IcOl!>wN4|u%G=w_IiVZQ5PdhO=jdpb4ogO(79#>ex( zCg}s>Byfy}8cU3fWr~yEt?u0w|3h8>qe4qjQPyldyM6`uJ|>Oe-vsuwc$ub>TEIB*Dd}W^8dm*At+qLz;m0uqc|_FAy`-8@Y%p*;ZZ*5t1AnRBic`<_S9>ahLKr%*R-F z*sE0m$R&(Edl$T!pyqpu`!XqH{Ygao_4%nf8LS;(mw)W`EUZ{mJ#b*NOp7YKq~y*L zqgq^a?dUqnMwu*iQ!C!(9#P6{kXHAAkNZcfov@RDo**Fx{=@$MSGo9)B*etUw_n^= z8m2hH+u10p>jS6B{2iFPZpy%{ z<)Iw!fL%^g_@a_>^PLfJUq?5?xFjaZ*;*>>;g2^%1mG(BoyZV%lY+%TYS+@x@M#Ha zCgHw=hsPMw*zjKOz}8G$T&`Nh=Eer*1;L=wo(m#QE+7_F+J!b$Id=6CR?z%s2zBuh&p8H#Sbmfm9vPnbziHIU4n{I@m;l+aLln@&- z=C1fF!buYOj_lRehCZ9nW=Eq?Gg~FeQL{kpp_>pDfcDBrRCzdU{w_ ztCd11eUwTQxOYFWB4}RM4d$R6x(L>05J%}1=o?2wvKa6> zN+ndoBF6%l|Jb>^kM46ICbQYS$rip{Mp(2NVqNO1bgpF64R#HwVB+J`Jd;q+%PI!w zI7+ZJ2i@#6U5WZ5bHqNU-;0ug*WYHbve}>I%@tY-GH~b;OT1)CKt5^;Ch^U?_JCQJ z8-4R>#QF$zFMW*a0C(*dv7Mg%{fYtNN2^zG+I#Xvz)KLUG>WwF)@MXCQgYz*-{#!2 z$kL&rB}@yMnV86jDFe_YHbquQCXWwvPWd@Ey;2x)d%cl9{WH|`!P?n#RBPDJ2g2$g zK%_OWNvS_3%LzG6wRFBN-f!dI_EFQPN zIotQTDzm?}g$L}GxHB(TJD36YWJ!1#0w61_)*e%s6#axYr%Sz$!$fO=-&Aj~vh#$M z=n?z2JFc5INx@QHaZyn|IGPxinCZe2HfXNlHIB~AAeT=iJHfd&^K9#B%+R6#Z2yn< za{eaZ(J%y^=KcGs6~8CQWEkfj0lZb;&~R_%t{|9X`P}hJ65#T+|^7rs6i=)}8c|W^=9uKyGJacz9h*WOhh^ikPH@M=H@idfc9ff>bQ`NIUyTB!d zSMcsGSF%=~C}cC3DjCg=LNozPuwsw5ge@Y9h52DaLxU;cVGP(DBj4TJC_nvr&U`p0 zRB>;8o2lSrb)m^w&e8*Ts6<#A&CFGVlfnoKHA7ExA;P1v(g zJ?!Z$ovqV5fsO@&DPW6`HpOtp42**torBDZgMUSRtgoLUnQ>)<9FmO{Ei`X!CAEC) zT%1p?*zXDB!RaZH)bakL_`GMbD##RLu35ve(=7_8~IpsrxF~ zh$B%t(79o%^Gpm2W7e8Gj_dx&5hNjKS%5x~3IptW*tPZbpU=-r9R-Hq~a`*`uHuW?yhds60L|-_Qr)) zBr-)R8frbLK+2;vvDC{}7)gyhQom%Iv9hZxy@$66#qj6+{GmU8YTI1N&X?=KG@Fn_daj2}}W{5s%H=0+1 zI5c$-b_49GYEVqwkn*TM6h#(J&I^5vZ&TYE)Z(hg{;ke_?f43kM=%;qra*>i)OL5r zp}wwjXcX^z2InrcoDDZY-eCt&5SU!3B?yp>vA7tBr5nH-k~=EUPIC@xt@{ z;;<^~*WUb7_@}OUH@yZciDP?I1T?}=5R1QS>3f5iJgMn~GG5!F{GJh;(b1BGk(JL~ z*{gGjg{#s;negy~9(3~1cn|;kSD*Vk#81d-N8meobOT+CD&Rs%0M>YbXGCIKAQ_Ld zWrDdN<0GG+E3T4X&0P+xpidGYWe6eojJxnC`i(t&FOGPjpvje$Pby#kcq@&tiJ=rf zc*C@oBuohm#2-)oU}0h5^6D^0h`h#LPTOy``C8w<^jxYK6mxE|X2p?wG=43M3XG(- zH^e&!-r^2h%d!s(@d6M5A0Xwj&?%kZ>!k*6>LhqLZ{NKe!IYVsVnC0C1t%o{l#!wV z|AN}-8&c_1g@QbN6*L4~?UN`}6$1|Z7Vz+R88i!y;1a^67ne^$y#hH$MgQXAsZ|ig8r$+*0q@_C6j+GChZCN zZER{<+1nBDIQy%CRThesA}KFSsV!$0oEI1h+V|Xu{`zHcC{<-;S67RIEjlLkVgxt_ z!kz{>j0_?)apR0whN`cl?&eizWL$xvmdW4Sa)m5DQ2Kvr%C4u+;oj`Q?^5ZUDi_?k zdMW0G2%xe>-78yLMZ_rQ+o+?aUoKYB_~O?IaHHO8<&6#vS#hrKWkWK7(j0oXPY_Jk z_Lsj(fsm)k5-QP|0JLKhXwY~WqA-XoSK>|GpYXcCwy+cmwh)Iw*^_tBHe*I@zU22_ zv!Ai?>!xW4x6nrP55UYW7XUYVRl3-od(TzLyFlAqF@{Uk$VN!P^i8Ibw3py2>Of{Q zJ3%XNph;MB{34>0inlu%$Gz<~)mY~r=UPcB#!KQOJy(&N z-@j|o`o~M(l9NNmGY6y)QRWkVpy|X<(gr{orhubAf8PHz`NDT$@5B1M=N><&v3#-u zn^lXav-40tLolmCSZ&GSBm6ogn~K%>u8Bt?-*CKZ4a$UGF+Panwl?^(#ZCZgwoQQN z|KRZsvKxxn5+c%x?*d2lCk6_3$>q>E5>)p`Q)LUrYfBWb) zCIM`rw}QR(H`|~ltGcVBreJdz7Z{gM<%5hAS5_>^dd)&L6EYaHyB$D@lXL_*_a{i* ztL@ad5>;I*J~2LuW*)@Pcu98xlXV?#n|p6%5>l8&C2DJo2i-<%fv-R3vzQYQoF|y ziJGLB61-=Qm}H5vf9h~A1)eTm6>oQfex05^cjF$E-KTx%~JJ0{QAmo`1I zHl#~MF~YQ4goe(j1pskCb7A&%TO)}f$5W-f+ ziV-jq;`q|P9f||0|0d-4PsDART>T+G*iex_Jk2#Z@XHPbFSVJx2sOi1kgPuwB%|-_ z`yDjl?&QN^T1yXXUrZQ-4u)w4G{pEJiiJ~Qy3RjIg|fa$r`?^(u!`|cNxQ2G-fJmK zu=}V;Pg0daW&8NJ24hf0I@(T7Jr$;HY-tJqP59d8*dupu!D9+hW8mciGP`>*#6xmV zoZf7Tj}Vp?6}ekLo{eKD~qSxj{CczX!F$Cm>uv`25Na(HM|t zZcVyHXY5SqDEwMReDVIsNJ{qIh8@QV{8tyiMdX-`y~T_=2~h#w!}+10J3RyoW25G9 z=|A3LtlY3n>?d7FXp*@e#cbwX%MZA)vSh{S{t5*(Q??rFmfSVfs9(vF`)CEi;f(J% zA8};zKGToZo71p90|K z34NISjA1azKRgOwn?oI9#)EUJWqwJ?5+ZVIW&(yLqJ#CVtr4&xj~Sfv7y8hs%|<2E z+0VN31aAh-DSv_edwFBLt}Dn)p~4bfZTVCF?58}>l~~ihFU7?IfNO4m{7}HxQmp4a zGYPU0=+KJLlb9G8l{J$0FXP%ra)9ewT9m>=3_}9i6d2_Jwvt@$>85gga<9vAE=4&$ zlAl$=j6cQ4|9t7X{7u7!2b*=!uj2?tJbX1-+Z7VAd_U*qfTkRN3AQc;+bt6;FHS$- zUfCIzH{Zt*#z`;66_Q+~cXung?5A7mnwSt~x*^wKl%#h#;tAk1Fxdu2ulr)@qp+{t zwqOU?H!ySl2^0fZ=9t`PgK4z5$%2_>F=@C!+SrY(kR_;<+tbr?6U6TcHlyFoT}R!~ zsL)Da0A&J40SNiepO4UBPum$Or=n0->_%rw+D`|CDex++LKaS_<-$_4@X!VK^PWSE zug*e+VC95E?*L9)Gz;?l8xMq7qo* z{2=&&584(OiiqA`A1hk&R}f@H2x6al#9b+SZ%VC~D65EvFaBDyi~MH&KRTN|<*R1q z_$YGYBJkl9yJVvFr@0hTqo{}os1;zRv*r{Er4K;n;{njGz$6{eCgYLFr`P)ae1@BE zdI2anlv0>^AtW0U5GMUH4N_>`$b6A+c1{?=Oc6ftzHK>#4S!Sz2iqb-c7fyg1XHA1 zS)Ki^v#Owt4CU-HYw|Iml-YX`u$~&AE-jtg{{x(qe|ol{&AS$VSFn5=9n@SN%S2Jx z$?cWdN{2g9+I$iL4b>O`=ZNHL`5YSyHXYt}--DHV>7IZxGZ7&g)yC@#pnt1|_yi5L zIPV$H5OdZ*s{#_38UVe9>OUg_%H~52!wO5x_)cEl$w5v$w(9z!D|uYQJj(ACoNH-6 zK|P$Nc>W%1XZlZjWT6l0==Q!CUn3*>M|kQsZnbAJL)g*P+WN1#)IrRCz8B2nHmk=i z_Z&Ru7sThVALJC(e99btMD|7o2D#v7{?!@=+c3Ju0B6+0RDEpE zX6ysUj=pOZq!3RrafAwbhVbEj!Mm!Gato)sfr+r)$eGsVpiE7V=RB5@nElV$Zs4rn z7x0eB2e-32v+u$zL0%>3`I#pry*&nPE|p5J>x35{mM67B;e@HIe)T%jhba}LQJ>2> zC(P2u_QV{zIcZw$fKNhSv?3qug2ZG5(o1@Q!`mT>m;S;RfPCTRRASL&$3k>9{Wc{B zwwPN~hiI8PXBrh*K5BNh6tZyl1bIxwkCQtDLaZeZLXS9Uf*;cVU?6@ zaxu))P*vI*!S@Po|!&BUIJ@FIWsU#a49bF?HP?F(YAo5+&l;z=CZ41|WlQ<0?_2Q$Vq zcyUUsp^tzU0lKsG=O#dr1HNxn4wuMfK&v09@Fr^%07(ZaJrWM~^cP?+RadcxQ0;%* z%~N4&Y`kHhaqS@$T|fn2rblux3hCfXM)Xj`Oa*l#XQY;z(RPe^5l^3hy%rgYAiY=5 z{(!9BzShY8172LnX*x?PE-ew>a~N;}@5wYa)pT1nHGg`F_o&-{CGDv`Brq4se?;mj zC%E2gJL2kN)sB9CC^E2uO#+_=^4xmz*Fytkm(v;E&fKUTTS9tHD=>FqjJ&qF@@%A#eo#fzh%4 zr!OZm+R#9zJnIOVh5-~NmO3R&fJ6Ev*scOCz`#Ze0Jj8RBlT*-e1ZN&*6jLoNaeES z`v_&g%METxd2GFb7xZmFAxtez;#Cu?q^mNF@h}A$IByo~RhtS^7~bKv6@k~ajn(n0 zvJZtz;neo&dJvf`@!GX`wKvjj_LH3ev<>wSkk7BIKJ{)!jmbzyGY$9~;SLc8-WG9_ zFl)KWX=`u4=|~X9nHGr$`VcZmg{djYQs5QEbdSwTYPyl?k=lvuhFRZRdQZ)9X?>-{Gb( z_)hY^Do%!+{}d9lR*o<2?q{Id$EzuWWgv7apPyEyv0;4W&sdaV_C277hL-<6*jofU=)<<+V#9H@vJC{kK45)FRrFm zDeH1{OnPPercmRs1u3?go$@23ei*LD{!*W`-i;YSzC;!oMzRfHr!X@y={h-;f-jW$ zg9rl8fl(7ySQiWC+CXE_;7T+xHy7B{zXT;D;{jmZ@Pati!QUDVjJP=6O@@+N%=Ciz z-=h%Md=+i7zF59_MucEumleZzado9MqyJcy7kK>@_;x&Ei7Od#SO63o+)6_(8cRNZ z?*Gj9ab|O8XACG0m{tpfts5|zhLqB8Bh2ua%?&&+M=KUSI^Swft00~IVb;yw$gdVfS(s6@j4MBwu15!{E{D@wvoIc~E)Fbjp+L4|`Fj+1Rbzzo%gLVYe9idYz(e**UJ zHR+p5%1UM;ZU3_BUVNSNpDsI|evNC*Zzj=dqh+gD6k8XIf+9=pPV37xy9{3yb+p-X*_sn1G9iR==Vq>3W=FMNVt z7=w_&lbUc%`0*k?A`aps{dU+P-cCYw`q$;VMP2M2N7r73{$QhjuR5|uh~c#YtHQk5 z&lq^E9u4)9Y$a@cP59F?L~`;actvu9(SEOCc*ZA5D8IDw*4gT&vzZ(Q@O}5LQNXVD zXB(?oCjbs5(5&)ZiM4le`4KIdxd@QagPkns=K$4yO#IZD7<4}`1)*Wb#35i7#pK+4 zV3w8i;yJOFZE63T9O37SJ0}g7p(s%E4gX%efjd0c;d(os@@ z2?#(xehO)eZ9&9$4(1p;cyS4Z|K;KNZffjSBOLdR`Lf`){VUvbzq?{E)Zbs}ICY0l z;*Za&FX`p%TB#>&fiBfsY7SPm-PFiiy)qUkPE)Rm#cW;NBPSpYDl#(C> z)_ad%2fCVYfw)>2zG`nL!GX-+{uwMSHE{U8dH@h6*FHx)sc>X3iSk3h-lu6M9md*= z)IQa1$GJXwGvUXY1W~0S#?G!QyT=a;i}I4XvZB5npt;)z0C?NM1rN1`s0Wy8_jR>g zBFfw)wO>7+D`$WiViV8KSfonm`zl~&Y;3DaW`Tvo>73`XaIvi|yXpxF3>BzjeSj6VYo}e&q7dBbm-J~% z!0d)9KoanIRpsT@OharOIm>WCFoid)F3g7Zh0n0$%}}g+$}wVTPj=YC$t;f5ZC<$Z zk8Aw!ORLoTbr+Rd#&^Yk>P_(#_BfI~`pz|(*`i&WXqri`&BabhADn=ziRetez6-;3qr3iC%-Eb14TnL_U z?+?gZ(%_Od@!9Lzla3eIo8|_HY{#*_=}w|g`B#qiIw4C; z-RpH;E6?cBt0B(3u!B2p1)D-Q0Y!X_{yLh7T6Z?(*QgLxtX*}*%F>dEC@$8Mf1qq_ zX0>Mwy%}#HfWB{sUJojsQ`wXGxX*^qlDaOQd{lhcQXBSu*8`@0ZHggyh);JL841!l z?$v&K{2h8J40&q0&5VOQ(|AfVUUecQR%=qiR$G$j-`w27V7nt#Ok3C-_HWrM6;TpI zv<)A)bnsYTnc5g8fG&I4JA*To`b@D%g+y42EWi^^5zMJz`j$Mniur=3JvBgl0R|*X zo3XjMBZB)S?PC8^9Di7cj2X${!rYsT9+Z=^z*S4Z`982#lFp(MbbEnH&A0Ayi3V*+ z`zX!aFlIst?GO|ZE9*O@XGC*aC!B*R5fNXn*QUPpr3SAI0IEPd#CS)E*7X=n<6qx!w{<02- z#{d;9KaXa#*iZsP8>3Zmi*Tic^n{b=x0e`+yy(boqB}W{y>`IeG8~qZmjr}1bzNCl zHNUd)0CyodsxL+kAo;g*#7DepHW2#k(tsRUSY17evL+#+q@+y$ji*xQOW=twN1~KI z&$U=CZ%i8M>i2+ZbJ|V-DqUx5>2Ugl*xM^|5=dDF%JC59NI@Qec^?-OmG`!KFu;2F zsrHQLthndx8;f^tT_;F;5!P-&YZamV#UznMF6sDl+O_bN)>bYZ;! zh7t;H{xIML$ToGk()rKyJ+k1?M=nlo?cW*QDdeZ3fV~PuU`iPI3FR2oeliOq1(suQ z;kMNkGox?Q^sf}x7P{wER}Q@4GXO*6q#@=TmjK2dH7}U}0ihwa{@w31JJ-=HY3#g7Z0fMOF7q_ zHzK}jvwvB}5U4=?f?+!|Z`Ct=!w(66qB7;SoYT~TtnmB(X?}p_)AL7qDuL? zeRK+gxBw-j=?!Qo(#~hL8)J^A1=KXG&5-q&@p-)~z^VrMzaC&^8tYBozLUY%m-D?f(1K8@ zt=4Kthy#@Z90oD=Yyl+R;6eXLctUg|3YdX_Kd6vF!&%fp@2^`Y3A3@g?+Api-6huj znhBL)Vp511_e)$urRPu=s=)rp;bcC;s>Vi#cD5?MJr)OM#`~SmhAr6HKTx8>zuw=QIsLUv#K@?|A$Ce(8~ZHjnD>RXNJI+N zN~cbPC>L}Yu&%=YD>K<|@3e4q^Qqw2>kjP_(#@|vyIWlGbqk^qhx)t*Pu6yxG(KG$ zIcU^U59BLQ(bF9^^qal7HF$8YJbb~%Q->aw-}k?eZje8?iU4-&W%a;0^f~G7u{405 z7qDiE2guZr?_6AT0p-PLbl%2c(7N>WN*#tMDd-=83Jr9uO+eEg+uc=G?9GNm+?T8? zk25H#pOpwggmZUC$70(nLpTbm_3@$5Zbn)QDtEUhimuzSm_4|>oKr~GY3|~7{YAb5 zR{fX7bFk6ZeAT~tpgIFk72H5K!-wTYX}|aVXZPiDnk)pfxW+Djyhrr&ps}K(e}%9{ zQ#b^ZUs?O0yS!%`C5Ansq|33=CKdE>P6tCn+sI9|;MELx^m=Dd-PeXkR$WplJi+2bX4ki27JYyA2Rfn7+K(b(B-u`jK*x6|k1}?G^05rquQY`Tv zY&G>Drt$sC@}OQM5`S#^NQL-|#xjzMa)gsCw<#nji$LB#aFkmq#z8e<81;*s5e*d+ zW|H~f2KF#4eaG;uw@n1O?MjX7m*}Nq{?+1;A2~)GncjT_EOU|B%bH;dQi1V-Os$a}DoKl21>&La<2(wboS2;!m7l0Os z{na;}(@HhO!?MHK_DEoeElInOZKCKKdcpm z4t#+R03rJ;2`O#G3X@)Y39t=7li#fldDxAIy1@F+8vmUj<`dbp*v;{Scax;Z1=fBO z9fT@tsD=PVDsH>N0sll^$yXTZ*{P1n<|8A#07r){bO03q7s?E5f#E6jWki{Z1&!C) zQktoseZrx<=08VuzJ!3!H2-?NGEM?D{*~{dEvL`Y zT2cZ!XcA%4BrxOm)4ue*dV2D~kN9yo9UKM{9ERmEIl?| zdhqgAy^j)_+1F?PHn%Kz&seJcv*i5S5Ey7Y9C%~>0dJhA5n}eFg=3wsVfXB3!|zC@B8*0h5MyavK_mIwY9=?P2d^Wa^ybo1^d&a+wGI_3lsfr6iZ ze^aPeO0kA7I-|xHWn;n&KXhN13>(02U3qZyVD<5ZsxPwh3#b3sLF2WI)gv|LIDNq} z`TzcZ&qXa%T&(85cR89Ft4-DDYWal2S)Ys(>SVKM7xjyeh`-J9OWrf%oaVYb3H#_> z2I9%fmflz0T2kR_@1BVmuAl$!hv2F&o8Aaz&%6XHVIXUSMIQV%tgl1lDPp?dUxhEe z?v@n?b(8F(_l*1C!Asde^g>g{;Q74w3_vfbGK0QRLy4>2x`PMJtKKsM(=FF_kL2Wg z{+?YLJYbL=Y}oSKPB}QxSRC{m|K~V(a77Z!?F=5w6OZu|fx!d0Wxrkdt?x&m2W&ZI zAFPHzl?s1o!+R!f)%)V-&N$`9)C{uuD(YWCr~8d_H4+Wx_z}JWjbRn_>pRQukT-i= z)XV)X(X*WXE+?~=Nrx@d9e>}a9!BJR-4&Hr&rCQpPp%Sr%Gu?>9do{gn(^}dz~j|hMWT1=>6@LlmFCo-LafuCtMJ&yi#uscxF~a}p0&Icgg3{(zB>UD!6E2^%kUq#jh67K1{F3{{j^}p{b z#z1Jnyn{a9+L?_?I9KG%ufgg>o%#Nr8Q4o%^f-`q-rT-AR~2NME4hYMx;-c@uxP;& zm8r%II<20AM&9HND?jv=!9IxX?iK|v!(|2w6A!C2Dvq5r{}oTCo~7hCO{X)>c)<6V zO*u?&_;zNjZp?Pn#7rpaIOkzYA(ds1&dz!4_a=JV(Fmno(207j_AmCtM-II*R!H;6 zPj{H=AaMk-j!r=CoL_DVcRLN#4^I8XJI&DI*6_CgPxhj8y1E&$-hw$;r44T0zMi;W zq)IPh8{C=%*A3;C>f}Dr@CTX>n>GZ>xxW}c_Bc3e9Xrw4@t2_JnXmomQaT;i;R65c zFZ};ce0DkJyP^-=Dl3b8+=v=0s}e Tc8m=c{H3m8dMJ2kZdF3O5tRybO?hAF&HzHea}~JSB8$L5Xw*;YnCAl z4~!_6q?E(n>GmZ_XsJJl<+?UuN()@ZQ#GcHn{%6-`+?uwY!2siEjBe(5<}@EBu{0 zS5Kb5YE8a;HSnUJ8;W%CD#e?8)th)}cYvGU6(ZSZ_YoET`_OKWt5+#URaO5wL51w+ zu6iT$lPC(cBN04dcrGY?yf^et4ir8#H7PGx6HlN)xz+cLN$N3nH(wms><;0<>5d~tb0f%%P5V=8|52XZ*Zh$F)rpx5Mzz<2$MX^7rw0H~y3OcyFA8j( zzCSwi51h2KmRsmSash$Vgn{d`~& z=yS@?)wx$3^dS|AXL}X_M0_^Rm#_h+U3!>h&(UGZguiOQeC_s9;RqZV{v|_1rFL@vK7Ekzty?+bw{WmHLvf@HJ3!7S)|q$a<*u#BWhCI`VGM3eZdFz=nZOH34C8x%{!0LKu6x;!t+|-(p z5CICF%LXbiUQxSXJ!+rnC6aTmCeyL>&SWm4Wy?MXSrpi74x5_68dh51s!Rlr{0c`cGVgbXKt{vUj9 z)~lhlNL?Beil+94Vp#Dq;zvac*!r_@!;!(eRW#opxGpPMT7l9x>Ys@%URNRRSHmmb zLdz3B{S9jufjPOYQ;WaQu3x4cIur4`nLYBiqkJaZtltBUzT_kV{+B5EKW7vu5Xs;9 zVl0URRZRWJa2oIJng&ZdsprmsJcu3Zp3eok;jn|OE4;S}UT)oRx(+gb3cjKKc5}mZ zrmyAzKC zWy5|?4-qfURnFW%u!jutkV#Z`RCbq_1Jr8+Nuci1t6-Yi&S5pGtw5$nV_vi_k4_@H zg&yd)fa5{BVrP|019h{8EiCA=i3+%*b)y%oq{N@t@Ue9|U;Z4)MLa#(2qgOPG}!7h z?>Hu5UV;virICJ4@3 z`QeLY7mrY6iuGB)gY(&esPM*1^x*wF8>H$k$`f;M$KzpwfSxEGUVhM^N6drz#lmax7TvuJA3g2=Mg<@Gxu8UbX?xBG=~Yq3N#B9A_xx|6=6bSvc@p&WLZZ8 zUe*B$#FS+w5C^}JVDx`TAVlUrF!!f8Tys=OYEIa~Z%7lQ2|?C*HU;({UW0Ie-596x zv4vqvL|^w?z83IC3(ym(IRri(<799SQ6uWvS}3{kgONWBH`L&-7x`gi;7&l3EO-|Kh7=S}T>i~}fy?2B(qrL|4I z!H)Ai`#eZ9hsnpfpi_dy(~R#f18YLhk2HlbZfE>Gww9qVdib zm9X8^-t)&-B(KXW5&s+WXM!ehJFpZ2rzH{KfrlX0%8vv)B!%r}MHEb|k-{CiYkhEh z?#>-rj!B2}h1Y(D%Bgm0~{E6@a>M?q_Jk#I_qNJ#^F-VsSzw%i)J6!J$ z#<>x!P(4yX=ix{}S!|EE-mV~Gcf@82mchY4Q^pXmHM$^zNS4-*s$~Jn%jft7B(bQ@ z!G=Wp8c>dLUm#tb2uZ}IVvx;zFwW3*ST$+xA^)WVEdj@2n_^#cNah52n=hVg#ED@} zVGzrNeMcJUjzUmcbQ8+j+L~&7G?fJWzR&1v-9vsWRL>iYyOJzEq8&YXj!mU!N?@8% zSo0F{E+`*8;W@{rO7u85FN8%+q%{m92^V)0Yi~S2mgS66#6M#>UjPZKEu0;kT}<~V zDf&@<+oKOElOE7lKg#we(x&eFzq~y#GHZ;88?LBGm#9%?X@$tgCk@R!hiTW<+Rw2gnDP#c$Tr(G`G9!r(LAIyy3~DJ zzc5ZSYr-m8s%fDV07bppI8Tsfbf%f#MJPP*b{7EJ|90b8p65D{7VW<}`4n+acytD) z<#=^)7I$-HISgjANjnZ~J*(|a8OujzjJvjgttE%YMk?jZrbR%kg&%j;i>90eD1$Gk z_}rrGpm1k9bb@ookSUx}^^nhJten3Q05-lTuD}Jq%9=*1f-a`XgZ88RCllh?KW#M9 zt2iLcXz zY*?IQU{Uf>wU@L(QilsJvaO!J@tk~0hiK(n6H^3;IR7v$DzqX|PMCfoZHt&86t zPe+n?QqO5Q-uz2RVVrXVLuaHg?TYsoNNfeLvAx(Daz|SgAfaeDUqD}oppV=r(4Zax zl%-x|Ky!&BA3WB`u?weQ#W%&yYmrFrDd?rGMqwxo}sgLg7XZT zTL$VdE4y|x??x@C9_R7z=^a6y8YmDcaT<~r*G$Ctt`z$WNAbh^N4ev6d=bT$Xsh^a{`^Yeguk7YLB1;!uPncyIQE9e-eL$IgMDGeDNf#z0&BZfXl%P^f4mQKM7 ziot@6(uxV6%usFaJ)6jHo{d*gal`^;qR=|6J~o5b$An!*8_bw;ZXs1#tm+O;Wld9I zO=86iBU+;btg+pQ7rVo69v(!GpbzL`>5Ds8VOCRy=ZvBBLCl#0$JJ)fo%V{^i;t63F>DOE=K0 zxma6=;Ngy%v?`IK?4lfC{8XL);F-S&LwD-<xXXN);>gFOp1WQ7~{ zPKjE!(hlP#@1ge)TjQ1S@L1BoL2#|AKrUmT3#d?B`WareU-}`}1ioCyFK`wkQ9fu{ zc3VHTCL2+)n3m;eaBAjfM4-8sfKqvg>Q0jwO=)T?ZP4vd{cTrqt^?B{x?OQ2*PD}5 z@b)BAXZG6Xmvk|T4tD~0irBx?^70kmv=w7)Fa25*nzQ7HGgZ5mv!ms{8M<1T^Svpy zm_UKD@r8f7XQ;)JwvTD+O(efyY>2xwuPYTa*|}iH+$`xZ%eg0us)rv!NU1^*d0mFnfhVi zX9k>WV4DLmMhB@6RmWvwvgNIKgp3t~BuQ%hL$~JBiIR68e^&Xat_CRBM*TC(rS7Ay z&|1|0+^}!SZHB+fJ;i(8zU=;uI(D>7ScWxP+h*F11Czp#v9{wqu0+v>znY>_+zZi%==6>R4!XtRe-@sd}#j8%~v|1R~o86FAQxg&uU!i10OSRdEre0ttfpf-7gBRS!DC z4{*#it$(uuxo`jbN{nGw?|FWcR&5cDU$AAzI!qn=XnlHom{Aa>TTGuE_ll~%JW=}Z z6j$zfHNO4Vp)c0b&2|v_y@=0KWWBF~C|ZmTa^Nks)K1$fJ>M22Or0)@Z)^QwTQ95H){Rd?A|YrXQrslnvWtpePRSeq>|*_gT=8d8xaWm^_^ zD;1bV)SJ!lp~CDq)S9sqch=>+>5Hiy-*dSON^UgUuxd@^olSpfaasCKT&vR&R9Wi| zT&Yl*j&=qgdiUR;Jqlzn6RBI|GWbTH-yIFKpmXu=ncyN2!yJ5wSW?^wlZz zvwhd~iw)kb>FHef9SsyOBBya`mx=WYGbp}V+z9l;aaAtJ zaTw4X{TTZ}YAV7{^zV74D?;#)mWQj_ud9Kbf$PM#rO6AEp&zDCB@Zkksi~!XejBI& z57jT6f$DdC$;r^ zi2KvLG&J9VqS+g=KvAlcKm)|C^ZKePl3@cC$)4-yB$k~Wx40*^3)eW9kBIFHJ^hD5 z=LT=@y!FHZ2YE7k0*hYr5zExY&ifzfY+x3J2MrRF2iYX7{H1S@9w+f>Hw1!f_+!7i|s;?i(|9{8TL`g}j@cKBpxB0t%69j4a4b35(Kqcc=M1sz&}6~Q?vJ!v3x ze0}aUpfpQLd(!{AO@y%*uRUp{y>|NMs240TyPDaTG4Q&UB--7MOqa(>ad$CqGn>NQ z8U%Rs!3qqS+-QPw7Md5qimavdMX!W+O@EGFwSOT0y0>BvZ}~~>pn+iD#}q4+zTxC@ zYId}j!%{tyG(K!dTFUZWAl<8_PnXYHG8a`SZ)o$|@ghOJQB_Hcx+~;pD>ScSuEE^X z+1-1c%*?!n6jAY)&p??X6KQAWS^S`2Q}i& zYTDStB7;$faKUPoD!t8>l_7;_thwJlE`fs}RYgbyiXep3UTzCie^S(>8>P+V#F;6T z7sZ(OOdjU)nBB;zd%=6Y3T@$Snl)xI7$I5={<(wvKCVCQL+q!$FR@Q12`B;;s0G%hv7MGke1y@2~ucR;)mbJqY zFz?@0gjqPpE+B>1^E@fNkNH1y%W^Rpoj0*gi))vJY`&v7jyCp%`NrKR}wm0)-t)=dL$87N(hR)*DU=NYw znIbj$UBKSZTIILt6=rsdYf{{5QgG|?vS7%SI%f+%T}D8E;()KYlk-y~6d4_c=0rKF zBNlc{!TDsTZiAj&={m8MYklEqiqDFGPN_v14krASXn(t}+<@Jv>IE4I{f+<}SNsC| zR*2P5y-1c%b|9D7PY=UaV}Cvt+_NfOQuLLV(u`6eH`cw1k=POWJXuaGEVj=%NThr) zrlGg!;_^|K?(wmsczxe+A?&zAgg9eq5?qyu*v=iIuK*#|>i1vP(n~%^H8<^Z;MP(Z zGiFOC$(4cH+=SWIC5;e~lnFr}@1liSwn1E<-KKs4>f}L#=)RaIYm#`cp4HJ0?Gk8h zj5b;hV^dLuUaOfK_F|svk8tW-i>IR>Q>&d{%=^Ed@9x}=+uCl+2`^C9ZmAx2h)gu^ zn&d_>*S+f+v{B6&pZH`IjkXnkQkNAz_tuxczX;6@zKw*+Lu$8Nop8>zHzmgS$UW>Nx%I{3hw#fR4rr!Tf;Tg zPv;nhmhMf8Io9j!D6J_6V5-)o!@N_cz*z9#0qAw68hkwv_EaQD4GWoIk z_|h5@a)5h|vjF4t8%+qCYG~nY5ll7ab|!;)1sQ!qU+uw?^aU5Km}L3_S;$FujF+P_ zFB6ENDGXc;x3b^~P}ZW3x__t+f29d&hKsbiL_1qd|3;5M6=(Dn;Dnb1DL(M(NUy_} z8E7sE5J62^PH*E3&rTF*Fcv|&hyK=EJrU$bk&FGBE#0K#!W%aDNA4U?g z7cM+a8uq9wYv;GQ8=rEE*ER+1r-)YPUMm!gFkq>chghAO{zWGsa6dmL#7>xtyhk&8 zm2Wv&PGWP_d$D>7EF(DItzEgL2%T}?b-D80i=?YNpP3q6dAUb?G9g;^99ydEPMbfd zkFB}er(8((kl5ITuDL)B58qO`qvI^2AwXb7i2D#w70}15)S)MNdl?Ruk@1d!VL3Kb(e*)4E diff --git a/output_20_1.png b/output_20_1.png deleted file mode 100644 index 46d2173771221e682abbe8575b65cfe70d0170cb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9979 zcmZ{K2|Sc-+x|Uc%N`_%ZMNr*8djJ-nk$d)yuv6dL?lt|gP ztf4envW#u`-#zd9e$V&xe*am{S$_9DbN#OCywBr2j^m0kGPugjz{>yt0JH8jZ4&^1 zK*0A0$7sPAkj9n>zEJyJ(lt8<-a?MKV8PGyKG&@M0DzJG_Y>0pCG-IN^1@vmtGlM& z$h!fKcU%FK<6R$5@4KG2orLbW-toKb?Ik2H4c?`MZr#1>qbeiw_W{!0cid#6at9d! zKnT#)zGxPh{WAwsVL6nsl505#8|5-G4wVo-#>?$BnhLjn?Qo%W7kP z9Qrm#leQ}8hT(+WUq$=7XCH2OZI1{4tR-8M$YZPfFRw|oau3`zP@Os@+r@9MPR~8y z`+tQ*cXljRgsu95@UsMLm0-C6kMrJD{@dAF+VPMzrZ5i(i5ka6(3dDWQor{_p(|eL z>V~KfO_-Z0!qyalfv#}?xf)7e0 zCUK4m#{_Vlvq=#^Z+`x3sLSP5ToddMPJBK1f#i6$Zx>GnWkCjW0pGG&B*TeX zc}t$^Y2IIX6Nk17S?_Fr=GL7ep_5hZOhj(K7h6i&$?|Ttu9?++iupV^nkc9V$Gi1r zrjFU~c3Z|O9q1j!*&pPOMiY;AmvZ|&w|a7dR~qRsc6FZC>#K^1U8hFr9qzY3qjeZL zy{*{ABz{$azJf+pO;{R>HHCyg2oz$mZC84zZ-+e{AS4W@n%M`sfE{DRcZ{IdQP9R> z5%_aUc^dx9gHD2>3w&n}*P=CD>h9+(j_8LDxoDmgw;$M5SGz|NANL%^oyOODPupp% z98&fbf>)>B>hQspTS8$!!zsfbWLnhmshEQGcl9-%@byitjnxu5Za1lPZA{9?&q#XA$*drubRglz>SL<}f@V@*`0Y z({yW~sjrqG7CB8F|6S$T{{-|9wE=wB<$Aj8Y+hxEDoc;U^i7cjpX2nzA*!NjRrKCw zk420|_Sd#h4+Uf}_b_0fN!jc{+H;Fj`2-5Cs2S~z!K$MjHC%svecuV^k8gXg1q+WP zzI=L|CM6t!;Ft;S3*v!cqZLJlFPh<)J+9f-d-am^vy?bdJI~fsG}Z`II();oUN+3d zItdEU3B1TqaN|N{j=T#uK&@qk$(|q~&dShXCA* zuO*eDcNkiA9#UjIIMa-ishFuYjl3F2;`V>WirHz;=!MrJgvz!Ok{~JM2nssSE>B0~ z_`1p(nzB`exmn|QbO>IFA3YTf_-%b=BTou!H)#bWl-1GNpE)^e-QeT+xtPa$?SuW{ zs~s|LD2HtEd?5Qj!lpSl^{>L?B22FW+b*RbQXIoe^yQi9wo1bIxpq~=bwxaI>7AFd z80vx+QZ2#t38OL&lMlMRvDn)Qmy-8|4tj@fWaTr{mHS}KpBu1@&#t?%8Exs)-#!Rg z^ED4+6HJ>pShj3|jjt(mg}Y2sRs!Ob>c8BxMQUz-x}5PgaD5Iu8K$u_6VVA*x3IkF zZ;ss9pawRU`ZRYo+F3Pk90W7B{IfRiy`(>nzHa{RGEKsHW1S15xn?oC74(A-o&YZI z4S=NbIEGXY2(!n(Lrg$y$U+= zlv)k47v6EE4LdW(xVHbDFOOPUDYwKm$cPvp? zgRzz~B?Z&BM`fQ>c3@UcDtwaF0F@K-$-x}%>hK{uV>vsOhBF#uOpC8ejGwO+YBGXp zM6Jpizq8}e{dU;L=ZmIg9*gUXKa5qO-lpqxAzw(V<;}QZ!rr5PfgS5x_<%TybxG|d;XR0W@6#k9b;`$43;?o#c{?-N89r|MPt?n zEQ(Chs4410PM{?ssrUnV&AZS7wB!#_ba8!h)iEI)foN5dPhh;=Ws09ix(A}BQ&01(}O!&30vi71E zarJtZ$frgb{^OmJf{+E38VOu$|Aiw*D`lKoMpwNkAda%-1e;RSRKk1=_kwf=!XCdS9-<&t0_YH)LibNQ-_;E z7ZZOX_xXPptthg`jv3XqBt-F=h7OEVTYa25^na?5OX!w zqz^hLZ<>+X$=EF+X$yw0>o6)FF^6~_&p*1tJs8uo`^%*&t4$j$<1k!!q$Za`ifkLv z_|j>*kn6c{4g7`Y$4V?$Z=1Gabwov;R6BI&%|_Pup8KHs)qa=0<-%a=OYfxex5ymM~J)KJ5m)V`}I)d7=x%R_Q; z{KT!`^!JeV%D`Ne&$Xw)4j!y2>6|v}oV595kmbT#XFkL3U0xYNodQwi7s?;^IUdie z*DN~BHCU#ne#n2V;K^+(j+u=z&g9+9LB-)R>3VB)<`&n`Nr5z_P{kh-6%xKQ&cNs^ zS3P8TY=_@s&wEc6s0ZF;;M)3sVHVqZ zv^`=r?M|a;rmj;tLvJM7JQ(W?T~Hi$0tS6|Z9}qD=oUtP`C8{1#c0%eSWK^a&={m# zF^Us0T9*nYuk?~+Lf7Lu;WzS9YU#H2KgCO4cydTe}s3EyTPhoa2XXoyvP+6#AGJKlcby!$8NL>|HWORmDd?}(yh*>=-cP3g1w#sC;j^} zAC&GhI?@!=#P&>=koa#3@xu zI))djmq6n1aytRtUuyaSS=TQRNE#%2Z?jr+7>)E$=6C38p~k%}mgxCvRC2nRt;8|$ zxQ~Mj56b-NV}3fEimtLw82Ff@rV#x8iAX0LY<=H(uC%;%>-BKw7-`+nC!{CN>;5AQ zklow$FY1U~#&LH*F*$?Lzsr5A|<$b z%`icN=8YLTIGZgye*rr?+sc&=ig)r(TU!M?$qX<^Rtk4%N@AaPzjy&gz^-~^xriD( zF=@TjJ6&K*&lQXP&Q=W*R?_L{!tU63?{{FW*w}3EV+>19ec)CItnsCrqFN(M6vaWL zXxHl5eCflgsH`$fGMOD*`;@w}9Y6$0>0e3dpMRS>4dCbrWWz7fv&a6LYJKcMp0!EHbSVhVAKu z=a>L8u=6Ix#QO5y@xqj+MJZh1V_l{k#EF65+}2d~JY@2*$zJ``V%iy}JFC-TRHJ?+ z+g<6cMZF{8fDd07NNzD+2LlwqYlRY`5VoI)CdbPa==15%I0J{Yggva)$i%iLaKI7v zMtIHwPy<3j@4mhj&!b2 zFWuer1B$&3 zota?|w&+1n>sC}BF7sBuhak=Z!p&Dff)LR=+G4ph>oJE;vFlKUBn@=LaKtI$k-god z-wiL=^|&r`UNzA#iTQ)U5NpSAdxzb;!2VsBag-utD<_BY;mexL>GkrK<6D#q#Q}hrcw;_OyT6 zHZ5z`&$_Mb{Q%iFj-_aYhg`4UqoeS&p!YETk0Ja;r_iii?y*u$E+cDjeXHxUWolXy z-6aG;uIr9P=&VP>nO!0$zAu}a;2@JYELC3qC#$}B2-r@+E&ZoUlBMiTV; z@>&r;u``PbA={j0Eu#1Nl*sU|^qlX@#1F*TW^w%jE{B4>?V+krMZB`-=%X=KjZKi5 zt{P|Mi-#n@tjZgc?l-&tQKJR|^z$-+8rKg`odmaAM#<*%+9cc3p@$8pJXn{rF6__o zQ{_Fe8_iux4I2t@-`*cxwUA>9(dhPG@R+Riute7H9^TZOyD;dRDUK@Qs)wW;s!h9b zDibIRXJHG`8;wB+GA#$c@|mZXI3+Dy>R_<`VwsS>29;9Y7mF$?;qU%|?f*hGX(puz zo)m|UwqtZw;q!hhgD z*acOntk&}pGRYe(d>&^PU9j)}Ld&upNNf0YLD*(berOS^f` z8tE54mcXaXg|gzC^)Q?M(ddo%VLXvp;`U}Y*hQZJE+1I)w6nR`lC(RL*{bD)53B1b z53p7oY_`I4FW8I^>z(3x0>_)^o2X_oQ~IF*BSb0&+X*yN%>+vnjRAIaK0m(s4{$5k zfT(l612^D{ST%(DFo(Sfo&afxquG71uA1A>N3hA!5}W}fWalK%2N_K>;kA&v2Ti|^ ztBbr-D-!JAY@$|ju2K}Qw2&y7jSSAMN|?+kw7t|0ZQm}ufJS#^QnnViiu4j zZ5Ov+2+!vc5K!SjIf%EiaN($SKxc4pKWqKr;sGO%(_wplYd3srU#njvF@%@82c; zD4P@ft8HBf@bft?HY0wNo~*o08cQBS45TZ1fSQ)!i%kX=+Bx)Kkk!>0YKgo-%TX`W zpfsXMtz&MZK7qj=e}~iKuo70-M#<5{gd)p<(j2t_fqR0S4js<#`&{`Ft|W*Y8Q@sV z8AVmu{{lM+AT9Q%tz021x3hu6AClX553bXX7zJUY5s_?M4rVxNMpJisaX1SdqpuEc zp7eDINPPJjKc9i1r5wweSwBCcm}Ne?uO-cEaH+l8((C0BPwDWzH26|6#dzy^M()k27rpG?P}{RhX0B{XI^Ht+UhzC~|4Ta? zq0S6_#E|W%8AAz9?P;YKEMsS-^Tu7tJAiMSjv+A|;);yhvmo=QxC&-gv5Ip9iRx#9 z>`3pipH|{8-LV$8H~O9Yb*X|A#q6x!^S---FW}}ivrF@juL`{PtX1XQCs#z2xFxPy zXL)!fZ+4FK*d+De$|P6ocS>~qDG<0rC5n28vk&?6HfzVv&iJsg)b24_@*$bEI3*o- z8W6!V-aV7biD!UrkFQEFr3WpK>(^z>{oSI_{)a1*qT$%Satk4o<_qma$1l#aZIL=z zza{gGo3B`c9H|q((gA-tMsX^= zhRi1j!t7xkJ-k#zp|&)t;Gv=y`MV)T6>s_ShINf&Ynr6A1SFlt6duJ++c(3A z!Vlwc&05!KvsV^;>uWxL;t>dq#rB2JE2ElfM+X}U`}HjpRBghqq_Mu{mDfMyZE394 z_euDS-VbS#nosMilPH6xhMcHT%dgF_+)T;2GU^hWnJ4|!JCi7eARqftZ}a!()eYRG zWL|&E@0qH0zKZm_bKEFVSscKA>Q04te>x7|JZ;S2>Q8ErJ@Vltxa7KTaaH=+CeZEb>;pUM_Rz zYrZNKTT0CjXJITUV;0k`E_u<>LC+!TqBN}_vbVldjuth17Bbpgx@^>Y*f@@pLw5YF zt8SWea4UQ9OM^fkQTMB__*bKURHCutrABFn>$Z;OpthJb2S ztP+1kE84VKO>67YS4?Xo}t?ne;c_Es>#EIogkCctSkzufGArzO)cznU0a=vjdhd6 zDD0%K?HPm3y`s$%iUh&v${b4wGod(&atfH%ljx;gQw_6CawW#gQJxQ-JC<63D*l@d{+u0y3#)vRf?{mfg`}7L3l9(*e*(m%IV1gip!$ds!tG19KOBT zI@sM{JHMQZ`aIM5fv8?#ExclBC#EE&|SvezBs0WlZ zUEci5*IfR1(kZefXATOkS&&b!-Qf>xgF2pv7uTC^@yL|^S1JAZDgDB=57R;F)4%we zy}V4q_5mu)glO4KBnU+YD{q;vQyH-~{uZ8wltGkIHbD%SAQS-59KsZ)9P$!iK<&Mx;X?WBXm8{{XJ z&-hj6Rvt```=%xm#;G(7m*HT}n!NWtI4D_q>JJs5;`A68yqNOQ^uJ_bcc?Qlv9l=6 z?*1o>NLggxvz#%~{Ccdm)-KBYR9dofppMIe$58WDowY;>Gl{&;Ev}i};#$rb<361} zaSK}U`G&6!5AUzd0YkU#r{`>0CM<`P6`y7wv=eU^(68Y?7t3_#x>?!IY&;8E%otJv zJJBDGU$i>Q_;r0hi~fJS5Pk*Zb*{n!Slt@?5G#Dg0jZoU64kgp?xBzs3Cm-$0;PR( zaf{TXD^y%+7iKQgK&x@3(5k@O-dt5FK-U~+l~bWbfK78q5E3t2{!o&u$!vxx?!IR^ z?4s1YJ0OvKoz>Z+$9y(DBCo6%mQmNloNy8@-xEx1&{ zgRM#JAL4y6Lr?DZ?vvcx|A7nxoL1e=(mMViH=%5wr{hirp5Mk(@zQokB`}bz^7bXUS zzL~(bN|q7|HqL+UkF@(OY2(XQqnP<((W9$K!7b1cmKw)Zl{3h!b!!=_uWKVETe4;w zqPBjFoZR=3KTg&$S6qA`R-q$)^rV(X+6s~qs^lRC3&&ENhj|C}q z;}6gij&vo?#bMDBMe7M@J3|Tmk+>M*sq%O)Sa^$5rFu_I ztjO$2;i;&)wizO5{0KX-hjFqQm-$5t71b~iO$E@|J(UoLTXZ1U&+< zvu%$`__tk-&H(>MSKBiY>vqOzMws!;+*P(}F=3_ib^7sGPPXbIasV5ZuR8V*p)_xs zT!RffEBuVKMHUR6kilXV-yR;G7w!fq^V-_+F<3F-x$tKi@6cZa*nXUG`m(mv`WVhw z00*I$8#sc_3;@y)A5-lc^5aXVP9HHi(4+VUao@b38n#rnAMf&pA!Bkcu1NaSoTf+=8B?fc3V_ftTnl7|uK+!D z=Gzhzz{k6d1d@X_4QX+^f#mh$lx9{!t=J_DB%WqXB}`K8M0mif`&SbE1Yc~0`o4s$ z0b$&O&D(qUQv~Z8ly=`G&B^dm!0y(lTJQvIjvu(dkUTQEu=@}#CX56cP7rvRd@#XP zBR^zM7}Y@uet)$(egwMj89VSW3?Q4G94ty(UqvtyKdKU*tG2_!W!v1I3vN+&7p^`} z%qkEP{s{Q6hPCKP{IqP`inxUM4unOr$q8I$d$GWfOSN|WKaENp){w=U>x}@pSxIH? z(V^qsx+soA3*YneJn)94dR0gc=lGe;mmx|tOw9ywG(4e>qnrXKj+Nlfbem`XjMI+h z^NT^EaN3zYJ4$@6!#j~3I4!;kNYuZE(G(4@1(4(u!@sw=Ts}>V_^1`7L;QrXS+pG47Zi6S2E`vym6iZ(~M3C&QV zY+;MxT&EkL9&y@!4I|(!r?a_g0K9=T#XVO}vz7bG_>vk|L?(C4f9bQc*Gzmq^7#c& z@q@D41CRsYVPf|wUw|3RR$U+U+OaS<$N>|9E-}EqbUK%MjUYs>9jOuv#wf8Ic_nOG t`;6kiofK>l|Jzdj+g$$pUG@=c+)p+P-yGX6xKRzz)iKb1dCB3y{{x#^8ZrO? diff --git a/output_23_1.png b/output_23_1.png deleted file mode 100644 index 1c240fde675acf39148f1e69398223f85bc6b90d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9199 zcmY*fdpwi<|4yE$h&(0aSQ$B=7DYp;*qmxk%{iJmMVW;$l1e9JY>XVz%$YJObL>QH zEOSZ@tK=}Jh1s0_*7JP7&-49luY32s`*r{E`P{G1b-l0adVd~Vw6ol|_we2wJ9g{? zTb+aQ&uRQ)W493h7io#l;-CINo&`JZ=6_;#U%k)&zvsFY47p>6$e+It0mew|2LI-% z@bj0$9YX!WBd&zOcU-#?emyueJUGBd=_Wi384wzxq_55YYAX4MhhI0=(fRiQ?a(lU z&b_=|ksUjfc7V^Fag2OAmlIu{>y*Q8HbZ|uda(HHdGnH2w{~h}KwA!9s>D%u+%Wfk z`dIi$F+v5{Hr8TeLj$*d`l&prtEbxb(0VRIMA1aqLQuok>Sj9P;&MKVQ`+5Bk0OO3T$F&ty?bTDtZ`7saX=$Q}zwA{qep zS-Bo%Ri`sLCPH*x7+kS*CK0f?V6_TcwQH&2^+b`Zx{8*r`!7v&x!&OBkCOsm)zt*r zY#`Vr!Yud2P)N?|jLW&$QA8d_NGI&qTUhMo^1vg#Y@^WmQ(JSdne(SSv8^eJW|8j& z1wnMU-6^3PG}hlMZhb~J#0hmo&(*rzkYi_0Mvo;KRX4z?cpuuUYeVRc2BU4! z2D{~Lb1at`x2k9AF$PpwqY&DnQS)l24^7x? z<*jDiT#y%ak%F43re$b>>)B1wcqXrj2akGtdl$@;>}RWYkAD4YKoNZP&H=mQ$z#et zR}X2qro-*f;I%Qu?M%2`3;*#(n1WG=yWTx^1iO*fwTLiVAJp^;YX^MHbPK6FkL5J7 zG4`9@mi{5;jAtt`_lc7c-(uo(pdwNin7G!<*K9itGdtr&8PFdnCOK*i>G>=;7( zb;M{C0zcWA?eZ8_7j|)AyG7Xa3A|DPIYCovZCINwgPHzn5hQOgtaadovZs#Fw+hj- z-AksMOTS|1rt86YuosrIv6QgA6&czf3?(>L+N7!2b}W8RRLmWh@{D{YO=iZf!wDKX z%x7`ULysa(6QB^c&e>4FrXxcdjC6o#+?)#8X>#J`RX7yFQULRS;X3?be-{u3-jjDF zypkGgP3l=^ZpVTd>{wp?k!Gir&d}Jj@sE$B5Q8a$6jTsCASntHe{wwCq1vYG9?5{N zfpZ?C>NG!vyWVpk*{HRCe(F_y6^t*k&32aK4Kc;gF8<%4^hIMik9{>_icvpPb0@JK zJnOQQdAw>~Otm!fXR0Mc-9zmC5$FFddiF^}p52Q9&*;LAm_jujT=Iq6=@#VS?F$F8 zIm=&zsw91_EOCi0>Lm#(uN)bowzHOs7$9{kYHG^8ITnKt=(h%3Ta>ZV8a-j2@ds0& zFQLSt=#Z~fJ+AZ!*is(lh;JO&sGH19>%Bn=`SRk*Iq}GHoA}oKX=rTN(WJiCh_Ds`;j0A4sj83bq+M+hO5jBKo0sw6O}V8OLGgpW>ef9b zH)i&0@ag2k)xE%bnfzIQF72whF?Ip8@+|?|LDVei)tE}!`qE~Khc7lcQuZsvZ7lpS zmTX8q3reKiGAi7I?k=nG)rqz@>12HmPll2G;Dpg-r!r^wV7+=VB1y(Tg=!erI6A3FZSXV09nh8m)f+=J_KGFfkc9$*-c85gH_Z`2>Ur;(l; z`{rue(MU6*EZFtU^(%PT_(FF|ERbp{O{H_vdwyngbl~``P&k$5){KqSrRZF`)a^fGREe&odx^d!L|4}=4QJ6q2j~1l z-2PoMg>@r0hqQD)+UVgRK@WRB00?$xOK96yvNVzT4S?|B8*T6??(87UFZqf1S1cq_ zynNzUzg$2Ha8mw>&Cs~PlWEX+>ZscGv`ceGwfMs&(34iPjql=!)psH~nyrp@SGXW) zv164seue`yPkplL!pJ#;dO9t4erqJ|4f2l*!fVg!vXwh;GCfoSJRt$4#HbN^{H0_G zRR;*`2)K$;rSrrwsy+lC{%q%S1-2t1D;L4JwgwUl&5_XvI4fuW&RI8(2ctx8JYiX|@D zWa=L2e0s`(@mb*sFjeNKves(MJVm|lJ0IvCg25Z(vR=AISvAyKHARw!^-AL}LC+ka zV)Qe};T}Nl8SoQkIi5=x@ALwvq(~}Wi{RIQ$O0J68e3bp zMt8!n=fr_p8thKLQ88>OdY_GOY0^EHm zrCOmmTI9$r_(8_%H`dY|J)pAmgn$J{@k4 zEdOw%aVcs_6bBI@I4f4MDp~_+@9v5`H*?7M_?HyWGZPT0U$#}d!;BA%OYg=(JnpO= z1l9H4B|;U^KOU%}6(Y7)C#8HNt9o6!jAzQfBD~4klw-x#;KJNRngRVPVHC41+G`Xg zKb=5x%7C~CGG+4;=OqGkTR`rn#uEQfkaIxD#>zt0>8NVrv#5{28-uHP3Z6okLPj>N zMP=xC&wCAUnM>7tR47qW@s7$IW*(VG)sOZ-zj&AF86)IgsQ+h+w~^q-rpFJXEQu-; zN$XF;p|T$PbedLt@T@Z#LL)-7<-=kx|EsC|aTBAFWBWFLNHsqJ))bA)AfBee(XZ+_ zE(c-XEfm)-;%D%Yd5f+C^@~5#?7OOq3S>jx9HDaV8F-^VO1d2MmEJ#rig~4GW^nk7 z`Vy;y6W;T#a9}ukA>c%H!~tfBP6}nV+V0(b@s5Fi%UK2cqAq4F99;NO1!sL~>4E>1 z6_WUGgp+9x-R&Jde3bHfIvyG`CJURGXCf!Nv|2w`mkvc&qAT|fOXPojZL4lHl-kk4 z=9jFYrSD^fCR7sf9$egw=>OxKBoSEsu| zJwHX~i^S)~O}lT&Y339}abr9W^f5=;w-8g^{w++W)C@zh~mvISt%49w1` zv1KHw6~^h2A7GnwSi0aDWe+SAT`_+e+VjP}WYdp>YAW z;fs@Y44>t}=MOdstx2*)dD|P4*n3<9pKYZHr5p@*5XRk93Rr%*=i{~4BX~HI_W2dz-(LbgY$v&O3H0obaIrxX*#~SlObm@4cJzG=JcU7ut%(_$^T}J)` zwC3E>85|0Zu*ynCJXke18k+u{5KE3=Bt!^r*}?Om9{S(wHM^*4M&aD3adl^L{{7z z63OIQ48A_8?8Jz-`pTo5PfygbjxTo_Wv)?!7GaGj_wJd3^N-d_r{*mAM8&ECfUfvC zF_z6rd(v3KBeAx02<44mjCXo|-jyPG_heo+RaY0n*3r^t zcaqM3(yP%9h=;&y^}cICZ}-x@D~nFK1`<6CU;Y}ng4U_B5Wz-4u{D8x>R^kqg8$J| zd@>t)b&W6)gWAg~uH5yq=uaVYR?F3kJw5w!@TZyAomzr#eA=N|althPN|609ti`rb z9!aaVs*klfZ?-iY?EW2@@BfSu2Cu}1T3qgqZZ5I-hq?Z8gB8vkJAMUpBAKpwl!l(M zspQptLQ!@%QbvczQJLng3!~+v%?~&Jr4_>AiaDK&43WX!l;umGN zo^YjG%AbqHiH*uGJ&SSJ$B?1c9@6o2m$Rgs(ciYzGHX&zgnq%)qJxr8fn!2Z*=tq_ z{UdzS$KgxBdncs)#eW;;-$Ik`XrXDf{{rt8@4SW&cZCE{h`xYMLvk8m zlT6$mxyD`2B5G`hzn1wT^VyzUl@2Yn$+QDCO_(8{#39Hnbz;^ z;a{MR;v$&QZ6oR<_MCu05HY)H!uHe{|viyLkJe%M#D_^T^xX0?&6etg-z2F>h3@Bt8M)+L^zmk$5EL>402SLk@7<)8XH_R! zp_@Y7y~FeK`a6ZK&>Dp`qcm=M_&wteo*;G$%9z7$U0|fl&>3&}0uwo2N!ReRhh&uj zGceCJodw8DfQE14P~WXp6Jj~R0CA}81_9w9G9g)U`DKAL@`HrsRYLC+wRrkfiRxx# z))CN>{B_X)XLZmb=a%?D%=3=+#Y=aLITrVX!IZi(qd66puv+1^E*XanF(SudIhjN@ z7xl44`%!EbM$4t>edTs+h4Gq$k`l|~6Qb1r_Mv2;|M)7??&SA7n*3#iNw88J^*L%) zRlYxVv0ars8*LIssNzaKn?bb!jpr5eVsX_=F~nnBJKIn<$+T-3K`GZBRV4HSdDv~mtgC=4MDM%=q6Kq6H7@@SMp^VSwK{}C31izaeW$+RX*Ma?` zaTU2FH~Yu?Iqe3qwt20f{&H57+_H1PMKg|xZ{Poj7RE5&W#Mc+nXZ|*3fk*uthG
*lrY-MNHJpkzO#w~?-p|Fy_e=a`xV2DUF}x9n@sC{RL#%{4u-D2vscKq| z2$7-hTdGr%8g(8Tu%IiS;W%Mrqdfk3FTg`rr(Mx9h-So4+Wh?7E^q;pX7#>FpK_b& zbZfG#qjRG%%8}R4p1AuDcltM?kmEa+tc?UKKJZ-~c{ZVds40YLd|xR>l%6o}W~t$7 zz^>0ewszhm>hH@uM5NmmAk(^BOBF|9R1iC|%IU-dU@ztB{>(F8#zBq9>e44yyrWM3 zV`%>pK{cfY-~>`J+wQCb9{u4uNh7T*(sbHB_B3d&*K10TTairwUP#MRK%lVz)-0Jm zA7v|!{?1aHME!OIKB86DjY+GEy{d%_ho+d-MNNlhj&XqG{$#md<}-hhKPI}R{(Po2 z0F(hWrqfi)96C)dG4#Q4Inb~A?@mF_Ynf(ttmhjMtSR&*Kl3*sDISW-@O&KSd>V5y zt4Gjoi6FZZZ4VsM&5PSwg?Ya4K669PHX0w)jbsNb9>`lchiBb2n}73m@d7)LU=k66 zuNxC6!S%gme2dOBi)-qy@?sVXZyW}f{W`T~uxl^p1c5fYA3Oa)LTX zlvr$llS)tYve=pd0me06pS}bY(~^5-$Q^3z!9F`-wVLi=#}A3tsiRgkv!_oms(k_^ zsI@WXg#5y(r8g@!L^)Sj(^*2VRp5`Mm96xiB7U|a_|sAHxOGCw`=q&x-hPu{v|1tO zc=P;?sr#FRwK|-m-Xx_PLj@skIKb>n{Bw~TU`)<#)x2;OWTlFu` zIXny?bjw)HSgXtW>0YERSZ8Q!wf?FD50#rQNH&(=zA|%`annP+HsVMB70V5q0mxdY zANR4bu_Fg@c>GJ{bqIuY2K9CSg*Z~n{yV~_`5Dtbj@{FfmohxjCCV)BP^eDq^R2g6 zbzix1hdX1YDcWJ1P|CR8lcM@QRXeoH+NQJu zZy_b_G*y&>uF`I#iGw&7@jCUh)tXE`4nInxOQQ0CtC(YA=MMUQaR&ROB0>c zYTl2YyB7!MSJ!5$bXwi{fiG-}k71 z-6^y)txC*g@xxO9m0v)q)m{{^1X0biEfi~2TG&RY-?7pu!U|BG^Nd{`|9GRO+A4{t znRlBy>4&Nmzj(mK3xlGw6UjbhyaOOD!HQ$QBk`KAZ+!S;w#B`txxr{xN`ow>GTe-T zGE?wfrJ}hVkD(cNdG^B3WX3xW6tX!6TY}V;!I{=(v!-nSL$1SkUni2{jOeV%JW+! zx^D0$Ox<=XFhbevg8I@|LiRa>?S~qb$6GI+f3w)}_Nxn2!^kh4cvnO!FnWQUw`s$; z=mM7af&Vx3L)%l;<@+4KIRjbLW#1H#^W!Ta64v*v1e>aHKnsmW>63zuoGgQUHz(Ss1xV<-OqZ5b^1~{kB0nF5`Mvn+R{4SNrH=#@BO3ml%+#X^ zT5t|A2|J3fsU0%%E+De4jcpjl;0$8AXPHT2FKkUC>sMbL(NMebJx&K z`BbSu303|_PAn)`6`9_$&N>>CqNdO`d~`G+PKa^c!wp__;l=qQOt!7j2tU+7IC*A@ z;|H!pJCp2-(vxk~oa8Gj(|}b&c>$h0r1wEzOaJ+us5O0Xcb;1QmZ}3byovz&I`>)` zoW@VVte`x0eC>0==Q}qkLVktmxkh9`zzD+6emPpeaQ(2!&ET$fE{T(_#!tN2Z25@c zRCuVfLsfno;jMdfv|~>4+pToq>&;XARB_P><-hwasg*tNi*+(+|L66bi#s1r0xW!^@bUc-~n3ipwtr z1Yc;sj|zo?6N#sw+4RkV==i?26tk^JJV6$K0~zVm{lwmN^&(0r!oK+ZV;O^*a2De@ zYHv;AUtAVwdce(ST~6M(FY}$X>o5F4!6(F{$%tJK6fGW3E@PhWE~s=#b&>jF{V)u7 z%rV|cxn^x8_Ouf+Wz_glf0@Ma@Kjpf##K7v%ccKcy&Hl~ee)Few$PkbADt?L6*Hasf`LlM|V~59z(E%$l1+*IvU1RlnxMuH{#)3?lM6 z^%K5qhKLO+|BE!^PA8QHdiNFG)S7n}T)egxGal*j+db`JeHsqfTy&uBNC#W41$!JS zfUF-p;GoV*2=9ndLH8F{s}tf~=W#P_-L~ctwhZnpp9;FEPcNaK)_CQC7;gqg>??CY5U9o#ig}0+VMj?k1yt`P7#DsS zg;zkPiJg976F=F=Krc3`U}7D12_=F$yDjYZk_uU@bY8>=D&g)q(HD8q^K~CHOCt_C z-T(e?_u#ir9KX5vv;AYJJB7fY!oNg(L*$BU$v`Ed4}k&l*a>N6`O5Q0;kns%E+s@Y z(-gC0=U|WJ#p`|VVw{EQG4H8>jdXieBQh$6Fb(ldh@4SLkp{jOT+^)i)dKi^sFr4T|=OL>cr9_*!hJ&wOBu zT$CaEmuJkV;&buxo!ouurO`953tlsEEHC9v1cYUUDvfqg%fj#@sQ`DqGYnM##)Tig zyYao0WM|V(vCYrJiGWQ{29Fj@AzA`Fjt$I~4b=zi{*u>D3!`W+VTf3gl~+yf2E$gz z*Z~~?in6}ryszs0Lhi(rt%|MQi)n|TC^=SH7gZA{a0PF$TCIDVbKZElUoQ{GzQvm} z8eVm{jPwP_>#(*->B(uFd#@50U-C*SCp2FK<>$2nl>(Fs9SeDz^~PysReoOa-3hU- z(;Hp1*dRYkV!Cr#&jkdW*W8>M-nbUbt-Ut%O0I?zP%r8SRjAB1)si9gEDkpn+&$w0 z6)Q<{PIV;pV4JKoV$<>|Eo8480{tACoId^@q-^H55*dPP-bR zIWq#=Cg9gugOT7Mz@`++xppp)EBU3id*CWWZ4=6PtYCJYTxEXYZ+bCje|hO^U>Pl+ zP`NYAsMCopP~>^`Kz3Uc8BY;hdRgKY1$smRF6#+pHMY}}Rl-A8=9Pi#ah&Ih%cox( z4VI{O*Gz&UU3O_aSdA?vuU@#?hg!4Ee~eQ*4l8=PV~3#m@4W#3i794QZ6rHaMKg>%FCF{;txealy`g$HUKy|<9kvS6xOR`4wr^zC1hGm=$S{I=*e z)^D2ocDc(yn@YT3tP5*b$FW}2U?b(@Ld)Hcz&o=}Xi!Iu8)qu(t8Mm9c;0{#-hc2u zQDxwMUIcFXI$|%`htPa!-!CWKKFoUljejM>-`&wZ0{4q=%J3(uunucyKFr1d4={z6 z81y-n=)bg8U%pG3_6&6%*yW)^nJUoKx%?uZJ6gOHNe3Fa5WCKLbVPSXiJ?179MBoN z^KkP!Ov?tyrGZzNisXMagMaN{2H~1x(VvmPF$~sIVWHSeC+2uzc#D;AE#G0e=0K-$ zTPA_te%29v5&MBse{Yd^HrF2ROC4B8e$ZYQb9HJFtT((p@t>U&HTncv@GC-vAsImn zb_DJ+AX{|K3K+P-{WNH^S@XODowKF}(UkRw?bNPX@;CcR1Hzy*I7m6C#Lf~2z-n8o zRmk1^W|tg-$V`AjsI*{3)S9cuah3?y(^k!cxtUlS2Vs4USa6oLkk#n10n>@;{iO6) zRuqq%N@P8duP}(|c+_~(bWO)~kn~d@$|&ow`hX@!0EUXqWRKJP1-U z4S7kuIUMBspPdI0*>^qES(Os4vz!-pLPHUN3OHo`NEbGSrPlleJK|Bw89Y0`>v z=I<>5%#AcJj>kO$<}8B_039h&Z(OxRaY%|*Yxxv;9u!i=J>711Z+Fojhb?}C@Gl+w kPp9awW${nPVP#uyxqCVv);G=51)g7tpET3 diff --git a/output_27_1.png b/output_27_1.png deleted file mode 100644 index 444700178f019fa1c8029918d0e3a620aba17b31..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 8984 zcmY*f2Ut?=`!;QBR$rx=TR}5d?mf#C!4YZ}rI-W7EKN~zXI7S(16;VPBPxAnj%mU_t@OKoBO%ubMPzov@^&Y;<%UlirDM%p%;(?qsbG(%^n;ZVp#VL29u@O{v`0&mI$Z09*x5>$^X>kwSC+*E--C|r)UJzd? zNP-hXoSc^?FIIQ;IzqNRu+G7Ky?}j|N`68o^pP*X!*34q|8V!vUoz%Whq}*>@b8Rf zx9E9~RSJ8L<%Q4bO{mB<`a7L!B+m_nm)2KSG&ZiNW1Xe!`H8UQoxD3_gggsQeYhjw zc<*9z4CxTRy8SVCv)!b3cZC3gvRb7ws=AY6{Iv|SOYq8nH|_CAaeYmN@IlNO_!S=k3sU(y(G=HR$EML7n~aw(i#%3 zp-e=lwT?WQ5y!0}(L}&oKA_Rm%^caPg&WW8hv4#3s$evFB!PbIs57#DZk}qgy$Oh#(gS3j!aHaCX1jobD}Mg-uJ^rwpdxguz^_z7f}Z*0_- zWU_S&H@w=cBUF~Jln`!KyU~GKR)An3S*MuSSPdoq8vJ6(nXSTbR#XvSu%Ve@>gLWL zs9x^ZUjgbd7ZVYIEbKA<5d-oce67}|GaM0wi(czMYO|mg+pV%mFm*J$+j8X%VtcX3 z1RVPP-93n$^4#E?O0{MUsv&+<*!7lln`+}`APyPEECltO$kPi#;STCg7J#;=oEv=; z%&ujvFsjg!4|4nDIz8AWQoR36;mp!>pZs)^G!zj7%}}vf$R1iG zHZLhUzkn^UsV4cJ@V+w#jZ!^nM@l~rZ!OnA_x*ss z&nB#WtJ6OU?+M>fEUUwfifEuP^?g}d*J``$a75eOEKfvFRYUX^J70dSO+J4{f90xd z!~fRYed~S)BCPv+oTN$#L>xFr>$i(qz&9^pWVXK_jJ8r|#ybYLO2>iLC>m7QLV1fs zwx@npAu)JkFo+6XON!p~z@a09SUXEHgF5G+^w`gu^kiXVgj(A{lg)s>d0XA@cbln> z=dIW|26SRR$B%NpAx7%==)YFHeQ;}uLlN=rZRGZPA9Ho6J{(UOG^%w3h%Z`Od1Via zi#z$AJ6{}k-oHcksC+I4?i@N$6I{vQuw)%xRWXIz-3q(;J z>B%Uf7GyJuF*` zTL@3t5?OjPl4yW~X`$2)BU}Ic%kKpZlq_IfdJ{RAobJPjsDuG4n<<&uZn)Pwo|5>( zVu*q&Tp{Wb4_@4=scI-RXXp-xPS)`Ku)i^XYq1D2UYRj&t0m*?zxu+5pfRvCQ@LSX zP}~fY`-h*qipr(%q=JK!{FFRZGyDg3Y<9_<>7;@y7ME~|wh4Skc-5QUVrE%&AHW|S3F!`LG$)U-8BOG%s@RosGhPO7B z^LA%zD|;zb3Lg+3O0bv^^m2V~t>1hTeVqo6?6^FH8-=RYYqq`d$kDvD&MeXyA8H~w zJ;%Y;$Lp>7XM{momDLcoUrURwR?GP2gSs)v7Pmh4uCb;)k}!2TvF$@K(n@0^9gu`% zT|*gAW)QE0{&Cm%O1jXqF}=s2^KHzX^Nq=@ttaowR9NgQyfNQ(_Ur!hKo(R#aEEpK zvzM)1A*&qF)CZWJ6R#c#tJ((I1}7}hWH{qGjs3S0Z>$uubA0#Gca<;)RrLCyoao6P z#HG$Vnk6ObKaA8rK0ein18-dEtYL&)#`WVPjz9Qx^}j{!i9<*n>iDp7aH5y5^Thg% zzC%?QbYbP`=?>&pAnuZ%Tv~2t)fVJUf<_O#aH-S$bP0@&K{=py2z?z7?v-TH33EVD zGe@M7c&dBfMJt`sZK*X%!P)xzG1V+%kpZ^D_6o-FwFMnB@T2C2jrN>6fGq-Jr$1eSDQ0V)Yf%&3I|>%y7R;+S^n7Ji42ehli&BSM&)OA>f_Ss( zOnS`X$-(fsdI+kGuLU*e>Wi2G-1Jw`4;_ezWUQJ5KgBPXoRknXZu}dW%vEPsQIK^k z#2>dP59wfV@>{;*%3@n2!j;+p9oB&}zG+!UwYK>lA|O1C9Ml}Q=@BtI3Nk_>3>cA-mxmP5mB4@Qxxo@|YGf;;p8!r% zucKB3Tyx)xKAr;oLg>t^g6pL|DJp%e4Enf`qRuk6&1haI{(F zO%-n;k)3|jVj?QVlrAfq6RDli!)z5QMMgAlS z%=-Yta|EkSvFt$B^3}yhYmXCH0RpwRCv8t?|0%b$li9syQ2ghsg6E)CO$n~2rDMGW zt27~{q5tqPtE%E;CTs^r*TiJGnTp<>pIg<@x{qy6a5R6U=PbNxs~a^G@r3W(-^X`7 zBbi@|wtt}dKN$dd=7)#@lxdgpPL>Bxe+KoyQR+OUuH&b1Bwg1bY+M0fHpU_hNTZbN zaoM+-{wKZN^!+rQAUU*%!{b)GVR3wN;#w4%-lIU(J8yA(_y3!5;zc;Uq$n?IbdV&w zD@f9OT;G^W7F?)BA8oGbI`e0;kQKMlp*UV9Pf=R7|H4_t^uA;il*BVp(wpK?V#9#%jp7l$qcAw7MklYa>B{?II&eyt5`w)QR z;frrt%At-bTFL>$+w+Favyd??BiOlbt^CA!U%0W;?yzG%n4?pYM1? zP&-j0Cp{Sb+?^!7sFLbF9Bcj?(idqbzu7}pp!z`M7M8(zgbKj{{!smMv@l3Clf|fi z@$5FH+@xq}dG;%wa`ZIfEnqtI$lxWeBFNgEzY*SjtQ3QC#(##aP>oiucnE~-8?Srq zFW@AM=y6oLDAux)LM=R+G#*|+de3I-ZWeTR2rpPb9u0DoAp9V%vSWidu|Tw6&B#|} z=0KB;MnJ(&2w|~usqf8ZO;pe+z+82br9p!!@)JJoI?4fDipRtQ(P@i!0VCGX_ZD&A zr35iyD<{AE+e>B9^*3EhkTyf{FTUPvj)gQPL_)`^F+gCL`u1!n&{t!_#6Pa5Z3xM-6@5ND(x#4mdLz6x%z zqdCp?G!G`K9-6%GifLuyZum~8IDi;4tYMu>OK{{@%2oz&z;`KGOxSq-p&f{DBekwD zsKoE;PwK5QD}M2mLhH)Xv&0M5cchBB4?E+cJe(76^yqlE!u81yD{m(So~gkWS|^~4 zs?n(@u9pYu-H-o77Fpk=W7H&nXK22_&h`5bdUuk{kF_0>++JF!@UqHM-bo$$ts0!{wKq1C zWioxFwG_WuDOSlqngG8G^C_eSnXRC%{t1NFvpaC!mVsB-@UT6%N_t9rmCi`b;t(Z5 zKi;gt3VqE>E|E;9^F7#Nhz(%-Wd+|J&7VTc{8*|@kqSESWBjql>@O}EM`0b6qe{e& zw);C*96%gA?bZSDX-X*&+tAC@ZgfT)py1jQU2KuF1!H;CTEGmqRN#kbKI>X)nY`?yjLWmC zta60d4Q`zCMJ$Nrt82X1lNf2rabQKr&(fNxyEJ3Ur!WHGN~K`_`d9(4D71cFCx}K+|9~ROQdEe!(R! zrWakG_tt;Oyy(qP6aNP2AaX-@2$_*aA|Yc5m+*m?l+rK1#f-8WFetn&WZE!a{61T- z7N$26`uD!*A5DAk6seu`U17qRg(fEx#`xDnUg=-J9GYF_jkL7mr%_PWVfldQfJydK zaikm1Ta?8 z_~9J*wneQ)G28y22j*Uw#}Jv=`!#M|+(i}h=to4NnfN8&TAwd`K0QPm2r)Z;U45yW zLB`6j;h-w$gr+O@a?sOZ7Ar@VuFF0BG3>?~d~-sRE7@G7nCcqgaAjFk3Ia*-X%U_@ z2tzYB^|1L&RwY;&k0~Q>-}^P^OeT`q7BLu_Pdwj36ur+b+<364tcA|%R)ibNUKs4s9o{bIlXDT+ z?}6Z|oinfWC(ju)yfr#NzIJ+kGmI5zwqEqHb79{(Pwg9nnWI-7 zrJDceBA5rKx>z$ZviAK|bqdmNXgi@N&cf`~FtHB{zUNj`9vX=jb!!iOA(J}?yW@83 zd*liu!}Eeky8h-kL`EsDAc9$#5mMim(Xhz1klKl14q-Z+v%f2qqh&uhuBI0##^KWi zz4Y5eM8_i+1ZxvQ8)vWkL)Cj$Ai+CJ9rEx7rFzE9#ppc+SN1GO1^4^|)f}bdVi{~`)XfG5)02Ie$DF)xSf0^K12WXy6U6eC$vt zL@rn3aU#=GEJ+Z%dqs3_?=U3M>NK40Mz|ft~Qk zK$7+X?g-LaP(Xx!o+^2!0;IvtWfx#$Zmx3u3a#dg)qa<7{bm_z%a{G@wc4DKk-<2V zr4qXm(Wfo1Uv#%-9t*%1hmozapb4pIv5dD1xzB~xe> z#9FhgPK{wm3*Z1ZR%T=Cr(ImA$cBhFVLLoNRnbIROjZViEb9*%9r`zRSoRl=FXE~q zHoL9@fOfdzZ>nCf}VXg`s0RHaiMz{v~zQ*dJ;W-Uos|1&tF&v=AEc^ zYq|pplD}L%aJj-0g1Z!5-`MqWXYNd>|C9MYV(k}1+v$6fAGf^J zx)n1OGo9azy?G>l+Pe&69IV>DW>g}nzAx6po|tDXo*YDVf!5{e`zW0Ecz^$Z%S0E6 zQulqw5vcLz_k;2TvhqvKf4GK?oqD)EJj2V&J!;5vGI{Ri$}ZMW|A+NT91Fb?SNF?l zk%rx^P<4K;3LND~^F^AM-H^;!jw!(%6!w*|hQo z!=$~Kh?ol>hAuF$!;DpNsCK5m{^7-1Db;`#@2`(oH#EZidKCwJRENfJn(FE_mwx`8 z1CtLc7@U5t;R0fiF5pWhI{j)vueOJr8qP?45)ES(gx>`eSPeDGNEv3db?uqbhUC8I zNgV0uAF+}ky@;POP=9KTYBJs`WleF5yvjgNK()tCUG|?N%|_nn4J= ziV`}sHj$q{%CA~?x-EZmRGxkybl-cQwG>pfVAOQpAGeu4cIGdorx{u0muV7IMW^O+ z;C8Mr`jvI3+_KVDHwpoK1T%#HykhAM9vEAq6ak1Pz1)xiG-RlbK;F_)$WIIo6MY>m znADTfmD6_e>Rz#c{}2F&5Qz-b-ciQzG%c6 zB<)~hfoQm%Mk#^dVxE^~yWcxYq;%%vBVl<$)6Qy%y0P@jxE$}kp6*VPMS~(qaZ%-8 z*60)8cH)@4Rw@45Lz2E-Ff5I?vrYlS9`Mk!` zxmtL!&O+8BmD-bSy=~Pu7+IrSFN7s6=NX`L2OjP-bsv`1Dr<|8pASoSx1Sq{AY5qz zrPPTu5pA+-ho1LRZXbJ6SnMc4cTZ#{MJ>vXJ&0(1drjh}&HKc+#?Cd@a!O%rwLFaV z2)XHwGg)nl)bc5m&|j;c)c)rt9L$gbY)D5#gC!WIb*gwht7*WRru5ZuLex~v4)41I z`}emmnCN-E$%c0NolVBlAEou_nnA-eFhhz7d$qo~`3g`zVQOG}N2si~DolhR1)g7R zPgBHGtaduZa4gR6O@{<~-%VL`8RYY4Yc1kr5$39?MmDss zAdWv4d6HRkg3pM&5r~z%xpFvcnJ?zXq?Z{hx#~T`ptPdl`Dfn8+-WsD%Ro6$3H?1N z?LJ0LG2LyddpWj{Mf!AiPRF(D78s9qAkq(&F<1UuH7w1xbHKx=OGDNQbfCW_;)kP$sxqGuB$<_ zQ2AkKj;#w#TDfIVe>4^&@<`Jow2#kdof!< z0yp-*4bs*ADzOkbdW^6r@iM0A?7y^(Lx>>ln6eih4A+kN9q6nHvP<_}%zJL;A354lkJ zo0U%0-%!zFs0|cXj+T%&3KW3rDJc1;S&|gHH5HH3&bA3x>w%MRu7BB|tVXCwKnU@#Xg&ZX7i;yFspIWUL3n=8-vWWVc)2kpX3phMLk-Z|RnOFy-1 zs)^fAzz+Yz;vbBR0V=^9TUzO_taST3HL@I#ALMxd=MuKjo7vw7D#flut5q7YqBNsw zzA}(w!CnT&uk?T1pio8r8am0mcb*zwzVYx4Yp6cXeTR{1YX~ym8_W^LMmO~BA}~B= zFY3^k!tOJD&0jp8%s}bu`XTX!&%}`hbH_XGY$gN#-zN-uec#I;C>BS4dwb@m@)69a zx=2&jji?7cqN-nU$kXAk=?iMqm(dT(k$fHpgV~*?ZklHSx&L<4?f=zH-!0LtR+&vU z*5~2jMgQCjP)6ui(fInnqb0MS@$+FTQ7(=nV%T&7!yA>|>4zsoq8@li`l6n9&a}*y zZ(DAxLQvHtqh;&>iyZToLd@#lt+BCnt3_g!i)1CZEhpugZV{ZZC(2vk))#I=0A!$@ zU_a4;+xpC~%fRFT(*sofgmPqRRV#yvt1_kirD0%4GqGB4S^h!>yBORqH&{(Tkn4g^ zFPAeS3!*`}s!Wy5O+84y=)2dI;Oif#mq9lE9X;UdBJad*ICt==^_GLhRnYZ75Ivp- zn_l+so>229E#+V5T1e1}`2-_@_B?4Odb93Xq~8~x8AG{}=`Ih>9YSY%l|7Ag^)Z7; ziKFj_4=OYFLBa>?@%Ic{vD?3dqeE?MFq-Q-;%~;*iNs!Mpggp5h7dOkBEdH2MZX0I^R(>=4?_;tY}a9}Jg6B}PmGq&L86C^qbdM8t{Sr5h!Yg~L2k67t+W_~+!f@u th-9?>wRhuJN8}eH_*t-jwU0JU8fseB71q=ExVu<*AQrY~Uzoey`9JSn%=rKS -- GitLab