From 82b91734d9192285ed82ec6152edcec81ffd14d4 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Mon, 23 Jan 2023 09:52:22 +0000
Subject: [PATCH 01/37] [WIP] refactor/enumerations
 https://github.com/mapnik/mapnik/pull/4372

---
 src/mapnik_datasource.cpp       |  7 +--
 src/mapnik_enumeration.hpp      |  8 ++-
 src/mapnik_gamma_method.cpp     | 10 ++--
 src/mapnik_raster_colorizer.cpp |  8 +--
 src/mapnik_style.cpp            |  4 +-
 src/mapnik_symbolizer.cpp       | 86 ++++++++++++++++-----------------
 6 files changed, 61 insertions(+), 62 deletions(-)

diff --git a/src/mapnik_datasource.cpp b/src/mapnik_datasource.cpp
index f180e7dd5..ec1c4c992 100644
--- a/src/mapnik_datasource.cpp
+++ b/src/mapnik_datasource.cpp
@@ -38,11 +38,11 @@
 #include <mapnik/datasource.hpp>
 #include <mapnik/datasource_cache.hpp>
 #include <mapnik/feature_layer_desc.hpp>
-#include <mapnik/memory_datasource.hpp>
+//#include <mapnik/memory_datasource.hpp>
 
 
 using mapnik::datasource;
-using mapnik::memory_datasource;
+//using mapnik::memory_datasource;
 using mapnik::layer_descriptor;
 using mapnik::attribute_descriptor;
 using mapnik::parameters;
@@ -197,7 +197,7 @@ void export_datasource()
         ;
 
     def("CreateDatasource",&create_datasource);
-
+    /*
     class_<memory_datasource,
            bases<datasource>, std::shared_ptr<memory_datasource>,
            boost::noncopyable>("MemoryDatasourceBase", init<parameters>())
@@ -210,4 +210,5 @@ void export_datasource()
         ;
 
     implicitly_convertible<std::shared_ptr<memory_datasource>,std::shared_ptr<datasource> >();
+    */
 }
diff --git a/src/mapnik_enumeration.hpp b/src/mapnik_enumeration.hpp
index 6e13abe55..663a1489c 100644
--- a/src/mapnik_enumeration.hpp
+++ b/src/mapnik_enumeration.hpp
@@ -68,7 +68,7 @@ class enumeration_ :
             using namespace boost::python::converter;
             return base_type::base::to_python(
                 registered<native_type>::converters.m_class_object
-                ,  static_cast<long>( v ));
+                ,  static_cast<long>(native_type(v)));
 
         }
     };
@@ -76,11 +76,9 @@ class enumeration_ :
     void init() {
         boost::python::implicitly_convertible<native_type, EnumWrapper>();
         boost::python::to_python_converter<EnumWrapper, converter >();
-
-        for (unsigned i = 0; i < EnumWrapper::MAX; ++i)
+        for (auto const& kv : EnumWrapper::lookupMap())
         {
-            // Register the strings already defined for this enum.
-            base_type::value( EnumWrapper::get_string( i ), native_type( i ) );
+            base_type::value(kv.second.c_str(), kv.first);
         }
     }
 
diff --git a/src/mapnik_gamma_method.cpp b/src/mapnik_gamma_method.cpp
index d0ba6f725..178da6175 100644
--- a/src/mapnik_gamma_method.cpp
+++ b/src/mapnik_gamma_method.cpp
@@ -36,11 +36,11 @@ void export_gamma_method()
     using namespace boost::python;
 
     mapnik::enumeration_<mapnik::gamma_method_e>("gamma_method")
-        .value("POWER", mapnik::GAMMA_POWER)
-        .value("LINEAR",mapnik::GAMMA_LINEAR)
-        .value("NONE", mapnik::GAMMA_NONE)
-        .value("THRESHOLD", mapnik::GAMMA_THRESHOLD)
-        .value("MULTIPLY", mapnik::GAMMA_MULTIPLY)
+        .value("POWER", mapnik::gamma_method_enum::GAMMA_POWER)
+        .value("LINEAR",mapnik::gamma_method_enum::GAMMA_LINEAR)
+        .value("NONE", mapnik::gamma_method_enum::GAMMA_NONE)
+        .value("THRESHOLD", mapnik::gamma_method_enum::GAMMA_THRESHOLD)
+        .value("MULTIPLY", mapnik::gamma_method_enum::GAMMA_MULTIPLY)
         ;
 
 }
diff --git a/src/mapnik_raster_colorizer.cpp b/src/mapnik_raster_colorizer.cpp
index 6a8a709b3..e8b9abba1 100644
--- a/src/mapnik_raster_colorizer.cpp
+++ b/src/mapnik_raster_colorizer.cpp
@@ -40,10 +40,10 @@ using mapnik::colorizer_stop;
 using mapnik::colorizer_stops;
 using mapnik::colorizer_mode_enum;
 using mapnik::color;
-using mapnik::COLORIZER_INHERIT;
-using mapnik::COLORIZER_LINEAR;
-using mapnik::COLORIZER_DISCRETE;
-using mapnik::COLORIZER_EXACT;
+using mapnik::colorizer_mode_enum::COLORIZER_INHERIT;
+using mapnik::colorizer_mode_enum::COLORIZER_LINEAR;
+using mapnik::colorizer_mode_enum::COLORIZER_DISCRETE;
+using mapnik::colorizer_mode_enum::COLORIZER_EXACT;
 
 
 namespace {
diff --git a/src/mapnik_style.cpp b/src/mapnik_style.cpp
index 182943669..0353a472e 100644
--- a/src/mapnik_style.cpp
+++ b/src/mapnik_style.cpp
@@ -69,8 +69,8 @@ void export_style()
     using namespace boost::python;
 
     mapnik::enumeration_<mapnik::filter_mode_e>("filter_mode")
-        .value("ALL",mapnik::FILTER_ALL)
-        .value("FIRST",mapnik::FILTER_FIRST)
+        .value("ALL",mapnik::filter_mode_enum::FILTER_ALL)
+        .value("FIRST",mapnik::filter_mode_enum::FILTER_FIRST)
         ;
 
     class_<rules>("Rules",init<>("default ctor"))
diff --git a/src/mapnik_symbolizer.cpp b/src/mapnik_symbolizer.cpp
index ddbedf7e2..36f414b32 100644
--- a/src/mapnik_symbolizer.cpp
+++ b/src/mapnik_symbolizer.cpp
@@ -277,38 +277,38 @@ void export_text_symbolizer()
 {
     using namespace boost::python;
     mapnik::enumeration_<mapnik::label_placement_e>("label_placement")
-        .value("LINE_PLACEMENT", mapnik::LINE_PLACEMENT)
-        .value("POINT_PLACEMENT", mapnik::POINT_PLACEMENT)
-        .value("VERTEX_PLACEMENT", mapnik::VERTEX_PLACEMENT)
-        .value("INTERIOR_PLACEMENT", mapnik::INTERIOR_PLACEMENT);
+        .value("LINE_PLACEMENT", mapnik::label_placement_enum::LINE_PLACEMENT)
+        .value("POINT_PLACEMENT", mapnik::label_placement_enum::POINT_PLACEMENT)
+        .value("VERTEX_PLACEMENT", mapnik::label_placement_enum::VERTEX_PLACEMENT)
+        .value("INTERIOR_PLACEMENT", mapnik::label_placement_enum::INTERIOR_PLACEMENT);
 
     mapnik::enumeration_<mapnik::vertical_alignment_e>("vertical_alignment")
-        .value("TOP", mapnik::V_TOP)
-        .value("MIDDLE", mapnik::V_MIDDLE)
-        .value("BOTTOM", mapnik::V_BOTTOM)
-        .value("AUTO", mapnik::V_AUTO);
+        .value("TOP", mapnik::vertical_alignment_enum::V_TOP)
+        .value("MIDDLE", mapnik::vertical_alignment_enum::V_MIDDLE)
+        .value("BOTTOM", mapnik::vertical_alignment_enum::V_BOTTOM)
+        .value("AUTO", mapnik::vertical_alignment_enum::V_AUTO);
 
     mapnik::enumeration_<mapnik::horizontal_alignment_e>("horizontal_alignment")
-        .value("LEFT", mapnik::H_LEFT)
-        .value("MIDDLE", mapnik::H_MIDDLE)
-        .value("RIGHT", mapnik::H_RIGHT)
-        .value("AUTO", mapnik::H_AUTO);
+        .value("LEFT", mapnik::horizontal_alignment_enum::H_LEFT)
+        .value("MIDDLE", mapnik::horizontal_alignment_enum::H_MIDDLE)
+        .value("RIGHT", mapnik::horizontal_alignment_enum::H_RIGHT)
+        .value("AUTO", mapnik::horizontal_alignment_enum::H_AUTO);
 
     mapnik::enumeration_<mapnik::justify_alignment_e>("justify_alignment")
-        .value("LEFT", mapnik::J_LEFT)
-        .value("MIDDLE", mapnik::J_MIDDLE)
-        .value("RIGHT", mapnik::J_RIGHT)
-        .value("AUTO", mapnik::J_AUTO);
+        .value("LEFT", mapnik::justify_alignment_enum::J_LEFT)
+        .value("MIDDLE", mapnik::justify_alignment_enum::J_MIDDLE)
+        .value("RIGHT", mapnik::justify_alignment_enum::J_RIGHT)
+        .value("AUTO", mapnik::justify_alignment_enum::J_AUTO);
 
     mapnik::enumeration_<mapnik::text_transform_e>("text_transform")
-        .value("NONE", mapnik::NONE)
-        .value("UPPERCASE", mapnik::UPPERCASE)
-        .value("LOWERCASE", mapnik::LOWERCASE)
-        .value("CAPITALIZE", mapnik::CAPITALIZE);
+        .value("NONE", mapnik::text_transform_enum::NONE)
+        .value("UPPERCASE", mapnik::text_transform_enum::UPPERCASE)
+        .value("LOWERCASE", mapnik::text_transform_enum::LOWERCASE)
+        .value("CAPITALIZE", mapnik::text_transform_enum::CAPITALIZE);
 
     mapnik::enumeration_<mapnik::halo_rasterizer_e>("halo_rasterizer")
-        .value("FULL", mapnik::HALO_RASTERIZER_FULL)
-        .value("FAST", mapnik::HALO_RASTERIZER_FAST);
+        .value("FULL", mapnik::halo_rasterizer_enum::HALO_RASTERIZER_FULL)
+        .value("FAST", mapnik::halo_rasterizer_enum::HALO_RASTERIZER_FAST);
 
     class_< text_symbolizer, bases<symbolizer_base> >("TextSymbolizer",
                                                       init<>("Default ctor"))
@@ -343,8 +343,8 @@ void export_polygon_pattern_symbolizer()
     using namespace boost::python;
 
     mapnik::enumeration_<mapnik::pattern_alignment_e>("pattern_alignment")
-        .value("LOCAL",mapnik::LOCAL_ALIGNMENT)
-        .value("GLOBAL",mapnik::GLOBAL_ALIGNMENT)
+        .value("LOCAL",mapnik::pattern_alignment_enum::LOCAL_ALIGNMENT)
+        .value("GLOBAL",mapnik::pattern_alignment_enum::GLOBAL_ALIGNMENT)
         ;
 
     class_<polygon_pattern_symbolizer>("PolygonPatternSymbolizer",
@@ -367,8 +367,8 @@ void export_point_symbolizer()
     using namespace boost::python;
 
     mapnik::enumeration_<mapnik::point_placement_e>("point_placement")
-        .value("CENTROID",mapnik::CENTROID_POINT_PLACEMENT)
-        .value("INTERIOR",mapnik::INTERIOR_POINT_PLACEMENT)
+        .value("CENTROID",mapnik::point_placement_enum::CENTROID_POINT_PLACEMENT)
+        .value("INTERIOR",mapnik::point_placement_enum::INTERIOR_POINT_PLACEMENT)
         ;
 
     class_<point_symbolizer, bases<symbolizer_base> >("PointSymbolizer",
@@ -382,15 +382,15 @@ void export_markers_symbolizer()
     using namespace boost::python;
 
     mapnik::enumeration_<mapnik::marker_placement_e>("marker_placement")
-        .value("POINT_PLACEMENT",mapnik::MARKER_POINT_PLACEMENT)
-        .value("INTERIOR_PLACEMENT",mapnik::MARKER_INTERIOR_PLACEMENT)
-        .value("LINE_PLACEMENT",mapnik::MARKER_LINE_PLACEMENT)
+        .value("POINT_PLACEMENT",mapnik::marker_placement_enum::MARKER_POINT_PLACEMENT)
+        .value("INTERIOR_PLACEMENT",mapnik::marker_placement_enum::MARKER_INTERIOR_PLACEMENT)
+        .value("LINE_PLACEMENT",mapnik::marker_placement_enum::MARKER_LINE_PLACEMENT)
         ;
 
     mapnik::enumeration_<mapnik::marker_multi_policy_e>("marker_multi_policy")
-        .value("EACH",mapnik::MARKER_EACH_MULTI)
-        .value("WHOLE",mapnik::MARKER_WHOLE_MULTI)
-        .value("LARGEST",mapnik::MARKER_LARGEST_MULTI)
+        .value("EACH",mapnik::marker_multi_policy_enum::MARKER_EACH_MULTI)
+        .value("WHOLE",mapnik::marker_multi_policy_enum::MARKER_WHOLE_MULTI)
+        .value("LARGEST",mapnik::marker_multi_policy_enum::MARKER_LARGEST_MULTI)
         ;
 
     class_<markers_symbolizer, bases<symbolizer_base> >("MarkersSymbolizer",
@@ -405,25 +405,25 @@ void export_line_symbolizer()
     using namespace boost::python;
 
     mapnik::enumeration_<mapnik::line_rasterizer_e>("line_rasterizer")
-        .value("FULL",mapnik::RASTERIZER_FULL)
-        .value("FAST",mapnik::RASTERIZER_FAST)
+        .value("FULL",mapnik::line_rasterizer_enum::RASTERIZER_FULL)
+        .value("FAST",mapnik::line_rasterizer_enum::RASTERIZER_FAST)
         ;
 
     mapnik::enumeration_<mapnik::line_cap_e>("stroke_linecap",
                              "The possible values for a line cap used when drawing\n"
                              "with a stroke.\n")
-        .value("BUTT_CAP",mapnik::BUTT_CAP)
-        .value("SQUARE_CAP",mapnik::SQUARE_CAP)
-        .value("ROUND_CAP",mapnik::ROUND_CAP)
+        .value("BUTT_CAP",mapnik::line_cap_enum::BUTT_CAP)
+        .value("SQUARE_CAP",mapnik::line_cap_enum::SQUARE_CAP)
+        .value("ROUND_CAP",mapnik::line_cap_enum::ROUND_CAP)
         ;
 
     mapnik::enumeration_<mapnik::line_join_e>("stroke_linejoin",
                                       "The possible values for the line joining mode\n"
                                       "when drawing with a stroke.\n")
-        .value("MITER_JOIN",mapnik::MITER_JOIN)
-        .value("MITER_REVERT_JOIN",mapnik::MITER_REVERT_JOIN)
-        .value("ROUND_JOIN",mapnik::ROUND_JOIN)
-        .value("BEVEL_JOIN",mapnik::BEVEL_JOIN)
+        .value("MITER_JOIN",mapnik::line_join_enum::MITER_JOIN)
+        .value("MITER_REVERT_JOIN",mapnik::line_join_enum::MITER_REVERT_JOIN)
+        .value("ROUND_JOIN",mapnik::line_join_enum::ROUND_JOIN)
+        .value("BEVEL_JOIN",mapnik::line_join_enum::BEVEL_JOIN)
         ;
 
 
@@ -448,8 +448,8 @@ void export_debug_symbolizer()
     using namespace boost::python;
 
     mapnik::enumeration_<mapnik::debug_symbolizer_mode_e>("debug_symbolizer_mode")
-        .value("COLLISION",mapnik::DEBUG_SYM_MODE_COLLISION)
-        .value("VERTEX",mapnik::DEBUG_SYM_MODE_VERTEX)
+        .value("COLLISION",mapnik::debug_symbolizer_mode_enum::DEBUG_SYM_MODE_COLLISION)
+        .value("VERTEX",mapnik::debug_symbolizer_mode_enum::DEBUG_SYM_MODE_VERTEX)
         ;
 
     class_<debug_symbolizer, bases<symbolizer_base> >("DebugSymbolizer",

From c368066e5bd10b0a58d3f5494e7bde6698948ddd Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Tue, 24 Jan 2023 14:18:41 +0000
Subject: [PATCH 02/37] [WIP] restore `memory_datasource`
 https://github.com/mapnik/mapnik/pull/4377

---
 src/mapnik_datasource.cpp | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/src/mapnik_datasource.cpp b/src/mapnik_datasource.cpp
index ec1c4c992..f180e7dd5 100644
--- a/src/mapnik_datasource.cpp
+++ b/src/mapnik_datasource.cpp
@@ -38,11 +38,11 @@
 #include <mapnik/datasource.hpp>
 #include <mapnik/datasource_cache.hpp>
 #include <mapnik/feature_layer_desc.hpp>
-//#include <mapnik/memory_datasource.hpp>
+#include <mapnik/memory_datasource.hpp>
 
 
 using mapnik::datasource;
-//using mapnik::memory_datasource;
+using mapnik::memory_datasource;
 using mapnik::layer_descriptor;
 using mapnik::attribute_descriptor;
 using mapnik::parameters;
@@ -197,7 +197,7 @@ void export_datasource()
         ;
 
     def("CreateDatasource",&create_datasource);
-    /*
+
     class_<memory_datasource,
            bases<datasource>, std::shared_ptr<memory_datasource>,
            boost::noncopyable>("MemoryDatasourceBase", init<parameters>())
@@ -210,5 +210,4 @@ void export_datasource()
         ;
 
     implicitly_convertible<std::shared_ptr<memory_datasource>,std::shared_ptr<datasource> >();
-    */
 }

From 372dba1356f02eb8773f3bd3d50c3ecd67a8f288 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Tue, 24 Jan 2023 14:46:16 +0000
Subject: [PATCH 03/37] [WIP] remove redundant declarations

---
 src/mapnik_raster_colorizer.cpp | 13 ++++---------
 1 file changed, 4 insertions(+), 9 deletions(-)

diff --git a/src/mapnik_raster_colorizer.cpp b/src/mapnik_raster_colorizer.cpp
index e8b9abba1..1dd524313 100644
--- a/src/mapnik_raster_colorizer.cpp
+++ b/src/mapnik_raster_colorizer.cpp
@@ -40,11 +40,6 @@ using mapnik::colorizer_stop;
 using mapnik::colorizer_stops;
 using mapnik::colorizer_mode_enum;
 using mapnik::color;
-using mapnik::colorizer_mode_enum::COLORIZER_INHERIT;
-using mapnik::colorizer_mode_enum::COLORIZER_LINEAR;
-using mapnik::colorizer_mode_enum::COLORIZER_DISCRETE;
-using mapnik::colorizer_mode_enum::COLORIZER_EXACT;
-
 
 namespace {
 void add_stop(raster_colorizer_ptr & rc, colorizer_stop & stop)
@@ -196,10 +191,10 @@ void export_raster_colorizer()
         ;
 
     enum_<colorizer_mode_enum>("ColorizerMode")
-        .value("COLORIZER_INHERIT", COLORIZER_INHERIT)
-        .value("COLORIZER_LINEAR", COLORIZER_LINEAR)
-        .value("COLORIZER_DISCRETE", COLORIZER_DISCRETE)
-        .value("COLORIZER_EXACT", COLORIZER_EXACT)
+        .value("COLORIZER_INHERIT", colorizer_mode_enum::COLORIZER_INHERIT)
+        .value("COLORIZER_LINEAR", colorizer_mode_enum::COLORIZER_LINEAR)
+        .value("COLORIZER_DISCRETE", colorizer_mode_enum::COLORIZER_DISCRETE)
+        .value("COLORIZER_EXACT", colorizer_mode_enum::COLORIZER_EXACT)
         .export_values()
         ;
 

From 0d3ed79d396051b1f97bf232b6d27437dfd16af1 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 26 Jan 2023 21:25:57 +0000
Subject: [PATCH 04/37] convert some unit tests to use pytest [WIP]

---
 .../agg_rasterizer_integer_overflow_test.py   |  17 +-
 test/python_tests/box2d_test.py               | 295 ++++++++----------
 test/python_tests/buffer_clear_test.py        |  29 +-
 test/python_tests/cairo_test.py               |  59 ++--
 test/python_tests/color_test.py               | 161 +++++-----
 test/python_tests/compare_test.py             |  94 +++---
 .../images/pycairo/cairo-cairo-expected.pdf   | Bin 4340 -> 8148 bytes
 test/python_tests/topojson_plugin_test.py     | 146 ++++-----
 test/python_tests/utilities.py                |  15 -
 9 files changed, 333 insertions(+), 483 deletions(-)

diff --git a/test/python_tests/agg_rasterizer_integer_overflow_test.py b/test/python_tests/agg_rasterizer_integer_overflow_test.py
index 1f984fb61..2a8c08571 100644
--- a/test/python_tests/agg_rasterizer_integer_overflow_test.py
+++ b/test/python_tests/agg_rasterizer_integer_overflow_test.py
@@ -1,14 +1,6 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 import json
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import run_all
-
 # geojson box of the world
 geojson = {"type": "Feature",
            "properties": {},
@@ -24,7 +16,6 @@
                                          [-17963313.143242701888084,
                                           -6300857.11560364998877]]]}}
 
-
 def test_that_coordinates_do_not_overflow_and_polygon_is_rendered_memory():
     expected_color = mapnik.Color('white')
     projection = 'epsg:4326'
@@ -52,8 +43,7 @@ def test_that_coordinates_do_not_overflow_and_polygon_is_rendered_memory():
     # m.zoom_to_box(mapnik.Box2d(-13658379.710221574,6195679.764683247,-13655933.72531645,6198125.749588372))
     im = mapnik.Image(256, 256)
     mapnik.render(m, im)
-    eq_(im.get_pixel(128, 128), expected_color.packed())
-
+    assert im.get_pixel(128, 128) ==  expected_color.packed()
 
 def test_that_coordinates_do_not_overflow_and_polygon_is_rendered_csv():
     expected_color = mapnik.Color('white')
@@ -84,7 +74,4 @@ def test_that_coordinates_do_not_overflow_and_polygon_is_rendered_csv():
     # m.zoom_to_box(mapnik.Box2d(-13658379.710221574,6195679.764683247,-13655933.72531645,6198125.749588372))
     im = mapnik.Image(256, 256)
     mapnik.render(m, im)
-    eq_(im.get_pixel(128, 128), expected_color.packed())
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert im.get_pixel(128, 128) == expected_color.packed()
diff --git a/test/python_tests/box2d_test.py b/test/python_tests/box2d_test.py
index 7fe0a9f59..e3a477003 100644
--- a/test/python_tests/box2d_test.py
+++ b/test/python_tests/box2d_test.py
@@ -1,184 +1,155 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-from nose.tools import assert_almost_equal, assert_false, assert_true, eq_
-
 import mapnik
-
-from .utilities import run_all
-
+import pytest
 
 def test_coord_init():
     c = mapnik.Coord(100, 100)
-
-    eq_(c.x, 100)
-    eq_(c.y, 100)
-
+    assert c.x == 100
+    assert c.y == 100
 
 def test_coord_multiplication():
-    c = mapnik.Coord(100, 100)
-    c *= 2
-
-    eq_(c.x, 200)
-    eq_(c.y, 200)
-
+     c = mapnik.Coord(100, 100)
+     c *= 2
+     assert c.x == 200
+     assert c.y == 200
 
 def test_envelope_init():
-    e = mapnik.Box2d(100, 100, 200, 200)
-
-    assert_true(e.contains(100, 100))
-    assert_true(e.contains(100, 200))
-    assert_true(e.contains(200, 200))
-    assert_true(e.contains(200, 100))
-
-    assert_true(e.contains(e.center()))
-
-    assert_false(e.contains(99.9, 99.9))
-    assert_false(e.contains(99.9, 200.1))
-    assert_false(e.contains(200.1, 200.1))
-    assert_false(e.contains(200.1, 99.9))
-
-    eq_(e.width(), 100)
-    eq_(e.height(), 100)
-
-    eq_(e.minx, 100)
-    eq_(e.miny, 100)
-
-    eq_(e.maxx, 200)
-    eq_(e.maxy, 200)
-
-    eq_(e[0], 100)
-    eq_(e[1], 100)
-    eq_(e[2], 200)
-    eq_(e[3], 200)
-    eq_(e[0], e[-4])
-    eq_(e[1], e[-3])
-    eq_(e[2], e[-2])
-    eq_(e[3], e[-1])
-
-    c = e.center()
-
-    eq_(c.x, 150)
-    eq_(c.y, 150)
+     e = mapnik.Box2d(100, 100, 200, 200)
+     assert e.contains(100, 100)
+     assert e.contains(100, 200)
+     assert e.contains(200, 200)
+     assert e.contains(200, 100)
+     assert e.contains(e.center())
+     assert not e.contains(99.9, 99.9)
+     assert not e.contains(99.9, 200.1)
+     assert not e.contains(200.1, 200.1)
+     assert not e.contains(200.1, 99.9)
+     assert e.width() ==  100
+     assert e.height() == 100
+     assert e.minx ==  100
+     assert e.miny == 100
+     assert e.maxx == 200
+     assert e.maxy == 200
+     assert  e[0] == 100
+     assert  e[1] == 100
+     assert  e[2] == 200
+     assert  e[3] == 200
+     assert  e[0] == e[-4]
+     assert  e[1] == e[-3]
+     assert  e[2] == e[-2]
+     assert  e[3] == e[-1]
+     c = e.center()
+     assert  c.x == 150
+     assert  c.y == 150
 
 
 def test_envelope_static_init():
     e = mapnik.Box2d.from_string('100 100 200 200')
     e2 = mapnik.Box2d.from_string('100,100,200,200')
     e3 = mapnik.Box2d.from_string('100 , 100 , 200 , 200')
-    eq_(e, e2)
-    eq_(e, e3)
-
-    assert_true(e.contains(100, 100))
-    assert_true(e.contains(100, 200))
-    assert_true(e.contains(200, 200))
-    assert_true(e.contains(200, 100))
-
-    assert_true(e.contains(e.center()))
-
-    assert_false(e.contains(99.9, 99.9))
-    assert_false(e.contains(99.9, 200.1))
-    assert_false(e.contains(200.1, 200.1))
-    assert_false(e.contains(200.1, 99.9))
-
-    eq_(e.width(), 100)
-    eq_(e.height(), 100)
 
-    eq_(e.minx, 100)
-    eq_(e.miny, 100)
-
-    eq_(e.maxx, 200)
-    eq_(e.maxy, 200)
-
-    eq_(e[0], 100)
-    eq_(e[1], 100)
-    eq_(e[2], 200)
-    eq_(e[3], 200)
-    eq_(e[0], e[-4])
-    eq_(e[1], e[-3])
-    eq_(e[2], e[-2])
-    eq_(e[3], e[-1])
+    assert  e == e2
+    assert  e == e3
+    assert e.contains(100, 100)
+    assert e.contains(100, 200)
+    assert e.contains(200, 200)
+    assert e.contains(200, 100)
+
+    assert e.contains(e.center())
+    assert not e.contains(99.9, 99.9)
+    assert not e.contains(99.9, 200.1)
+    assert not e.contains(200.1, 200.1)
+    assert not e.contains(200.1, 99.9)
+
+    assert  e.width() == 100
+    assert  e.height() == 100
+    assert  e.minx == 100
+    assert  e.miny == 100
+    assert  e.maxx == 200
+    assert  e.maxy == 200
+
+    assert  e[0] == 100
+    assert  e[1] == 100
+    assert  e[2] == 200
+    assert  e[3] == 200
+    assert  e[0] == e[-4]
+    assert  e[1] == e[-3]
+    assert  e[2] == e[-2]
+    assert  e[3] == e[-1]
 
     c = e.center()
-
-    eq_(c.x, 150)
-    eq_(c.y, 150)
-
+    assert  c.x == 150
+    assert  c.y == 150
 
 def test_envelope_multiplication():
-    # no width then no impact of multiplication
-    a = mapnik.Box2d(100, 100, 100, 100)
-    a *= 5
-    eq_(a.minx, 100)
-    eq_(a.miny, 100)
-    eq_(a.maxx, 100)
-    eq_(a.maxy, 100)
-
-    a = mapnik.Box2d(100.0, 100.0, 100.0, 100.0)
-    a *= 5
-    eq_(a.minx, 100)
-    eq_(a.miny, 100)
-    eq_(a.maxx, 100)
-    eq_(a.maxy, 100)
-
-    a = mapnik.Box2d(100.0, 100.0, 100.001, 100.001)
-    a *= 5
-    assert_almost_equal(a.minx, 99.9979, places=3)
-    assert_almost_equal(a.miny, 99.9979, places=3)
-    assert_almost_equal(a.maxx, 100.0030, places=3)
-    assert_almost_equal(a.maxy, 100.0030, places=3)
-
-    e = mapnik.Box2d(100, 100, 200, 200)
-    e *= 2
-    eq_(e.minx, 50)
-    eq_(e.miny, 50)
-    eq_(e.maxx, 250)
-    eq_(e.maxy, 250)
-
-    assert_true(e.contains(50, 50))
-    assert_true(e.contains(50, 250))
-    assert_true(e.contains(250, 250))
-    assert_true(e.contains(250, 50))
-
-    assert_false(e.contains(49.9, 49.9))
-    assert_false(e.contains(49.9, 250.1))
-    assert_false(e.contains(250.1, 250.1))
-    assert_false(e.contains(250.1, 49.9))
-
-    assert_true(e.contains(e.center()))
-
-    eq_(e.width(), 200)
-    eq_(e.height(), 200)
-
-    eq_(e.minx, 50)
-    eq_(e.miny, 50)
-
-    eq_(e.maxx, 250)
-    eq_(e.maxy, 250)
-
-    c = e.center()
-
-    eq_(c.x, 150)
-    eq_(c.y, 150)
+     # no width then no impact of multiplication
+     a = mapnik.Box2d(100, 100, 100, 100)
+     a *= 5
+     assert a.minx == 100
+     assert a.miny == 100
+     assert a.maxx == 100
+     assert a.maxy == 100
+
+     a = mapnik.Box2d(100.0, 100.0, 100.0, 100.0)
+     a *= 5
+     assert  a.minx == 100
+     assert  a.miny == 100
+     assert  a.maxx == 100
+     assert  a.maxy == 100
+
+     a = mapnik.Box2d(100.0, 100.0, 100.001, 100.001)
+     a *= 5
+     assert a.minx == pytest.approx(99.9979, 1e-3)
+     assert a.miny == pytest.approx(99.9979, 1e-3)
+     assert a.maxx == pytest.approx(100.0030,1e-3)
+     assert a.maxy == pytest.approx(100.0030,1e-3)
+
+     e = mapnik.Box2d(100, 100, 200, 200)
+     e *= 2
+     assert  e.minx == 50
+     assert  e.miny == 50
+     assert  e.maxx == 250
+     assert  e.maxy == 250
+
+     assert e.contains(50, 50)
+     assert e.contains(50, 250)
+     assert e.contains(250, 250)
+     assert e.contains(250, 50)
+
+     assert not e.contains(49.9, 49.9)
+     assert not e.contains(49.9, 250.1)
+     assert not e.contains(250.1, 250.1)
+     assert not e.contains(250.1, 49.9)
+
+     c = e.center()
+     assert  c.x == 150
+     assert  c.y == 150
+
+     assert e.contains(c)
+
+     assert  e.width() == 200
+     assert  e.height()== 200
+
+     assert  e.minx == 50
+     assert  e.miny == 50
+
+     assert  e.maxx == 250
+     assert  e.maxy == 250
 
 
 def test_envelope_clipping():
-    e1 = mapnik.Box2d(-180, -90, 180, 90)
-    e2 = mapnik.Box2d(-120, 40, -110, 48)
-    e1.clip(e2)
-    eq_(e1, e2)
-
-    # madagascar in merc
-    e1 = mapnik.Box2d(4772116.5490, -2744395.0631, 5765186.4203, -1609458.0673)
-    e2 = mapnik.Box2d(5124338.3753, -2240522.1727, 5207501.8621, -2130452.8520)
-    e1.clip(e2)
-    eq_(e1, e2)
-
-    # nz in lon/lat
-    e1 = mapnik.Box2d(163.8062, -47.1897, 179.3628, -33.9069)
-    e2 = mapnik.Box2d(173.7378, -39.6395, 174.4849, -38.9252)
-    e1.clip(e2)
-    eq_(e1, e2)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+     e1 = mapnik.Box2d(-180, -90, 180, 90)
+     e2 = mapnik.Box2d(-120, 40, -110, 48)
+     e1.clip(e2)
+     assert  e1 == e2
+
+     # madagascar in merc
+     e1 = mapnik.Box2d(4772116.5490, -2744395.0631, 5765186.4203, -1609458.0673)
+     e2 = mapnik.Box2d(5124338.3753, -2240522.1727, 5207501.8621, -2130452.8520)
+     e1.clip(e2)
+     assert  e1 == e2
+
+#     # nz in lon/lat
+     e1 = mapnik.Box2d(163.8062, -47.1897, 179.3628, -33.9069)
+     e2 = mapnik.Box2d(173.7378, -39.6395, 174.4849, -38.9252)
+     e1.clip(e2)
+     assert  e1 == e2
diff --git a/test/python_tests/buffer_clear_test.py b/test/python_tests/buffer_clear_test.py
index b94e9e4c6..74b0ee13a 100644
--- a/test/python_tests/buffer_clear_test.py
+++ b/test/python_tests/buffer_clear_test.py
@@ -1,30 +1,17 @@
 import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_clearing_image_data():
     im = mapnik.Image(256, 256)
     # make sure it equals itself
     bytes = im.tostring()
-    eq_(im.tostring(), bytes)
+    assert im.tostring() == bytes
     # set background, then clear
     im.fill(mapnik.Color('green'))
-    eq_(im.tostring() != bytes, True)
+    assert not im.tostring() == bytes
     # clear image, should now equal original
     im.clear()
-    eq_(im.tostring(), bytes)
-
+    assert im.tostring() == bytes
 
 def make_map():
     ds = mapnik.MemoryDatasource()
@@ -56,14 +43,10 @@ def test_clearing_grid_data():
         g = mapnik.Grid(256, 256)
         utf = g.encode()
         # make sure it equals itself
-        eq_(g.encode(), utf)
+        assert g.encode() == utf
         m = make_map()
         mapnik.render_layer(m, g, layer=0, fields=['__id__', 'Name'])
-        eq_(g.encode() != utf, True)
+        assert g.encode() != utf
         # clear grid, should now match original
         g.clear()
-        eq_(g.encode(), utf)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert g.encode() == utf
diff --git a/test/python_tests/cairo_test.py b/test/python_tests/cairo_test.py
index c6c25a379..a296a91a2 100644
--- a/test/python_tests/cairo_test.py
+++ b/test/python_tests/cairo_test.py
@@ -1,23 +1,7 @@
-#!/usr/bin/env python
-
-from __future__ import print_function
-
 import os
 import shutil
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def make_tmp_map():
     m = mapnik.Map(512, 512)
     m.background_color = mapnik.Color('steelblue')
@@ -41,13 +25,12 @@ def make_tmp_map():
     m.layers.append(lyr)
     return m
 
-
 def draw_title(m, ctx, text, size=10, color=mapnik.Color('black')):
     """ Draw a Map Title near the top of a page."""
     middle = m.width / 2.0
     ctx.set_source_rgba(*cairo_color(color))
     ctx.select_font_face(
-        "DejaVu Sans Book",
+        "Helvetica",
         cairo.FONT_SLANT_NORMAL,
         cairo.FONT_WEIGHT_NORMAL)
     ctx.set_font_size(size)
@@ -97,7 +80,7 @@ def test_passing_pycairo_context_svg():
         m.zoom_to_box(mapnik.Box2d(-180, -90, 180, 90))
         test_cairo_file = '/tmp/mapnik-cairo-context-test.svg'
         surface = cairo.SVGSurface(test_cairo_file, m.width, m.height)
-        expected_cairo_file = './images/pycairo/cairo-cairo-expected.svg'
+        expected_cairo_file = './test/python_tests/images/pycairo/cairo-cairo-expected.svg'
         context = cairo.Context(surface)
         mapnik.render(m, context)
         draw_title(m, context, "Hello Map", size=20)
@@ -111,7 +94,7 @@ def test_passing_pycairo_context_svg():
             os.stat(test_cairo_file).st_size)
         msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (
             diff, test_cairo_file, 'tests/python_tests/' + expected_cairo_file)
-        eq_(diff < 1500, True, msg)
+        assert diff < 1500,  msg
         os.remove(test_cairo_file)
 
     def test_passing_pycairo_context_pdf():
@@ -119,7 +102,7 @@ def test_passing_pycairo_context_pdf():
         m.zoom_to_box(mapnik.Box2d(-180, -90, 180, 90))
         test_cairo_file = '/tmp/mapnik-cairo-context-test.pdf'
         surface = cairo.PDFSurface(test_cairo_file, m.width, m.height)
-        expected_cairo_file = './images/pycairo/cairo-cairo-expected.pdf'
+        expected_cairo_file = './test/python_tests/images/pycairo/cairo-cairo-expected.pdf'
         context = cairo.Context(surface)
         mapnik.render(m, context)
         draw_title(m, context, "Hello Map", size=20)
@@ -133,7 +116,7 @@ def test_passing_pycairo_context_pdf():
             os.stat(test_cairo_file).st_size)
         msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (
             diff, test_cairo_file, 'tests/python_tests/' + expected_cairo_file)
-        eq_(diff < 1500, True, msg)
+        assert diff < 1500, msg
         os.remove(test_cairo_file)
 
     def test_passing_pycairo_context_png():
@@ -141,8 +124,8 @@ def test_passing_pycairo_context_png():
         m.zoom_to_box(mapnik.Box2d(-180, -90, 180, 90))
         test_cairo_file = '/tmp/mapnik-cairo-context-test.png'
         surface = cairo.ImageSurface(cairo.FORMAT_ARGB32, m.width, m.height)
-        expected_cairo_file = './images/pycairo/cairo-cairo-expected.png'
-        expected_cairo_file2 = './images/pycairo/cairo-cairo-expected-reduced.png'
+        expected_cairo_file = './test/python_tests/images/pycairo/cairo-cairo-expected.png'
+        expected_cairo_file2 = './test/python_tests/images/pycairo/cairo-cairo-expected-reduced.png'
         context = cairo.Context(surface)
         mapnik.render(m, context)
         draw_title(m, context, "Hello Map", size=20)
@@ -160,7 +143,7 @@ def test_passing_pycairo_context_png():
             os.stat(test_cairo_file).st_size)
         msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (
             diff, test_cairo_file, 'tests/python_tests/' + expected_cairo_file)
-        eq_(diff < 500, True, msg)
+        assert diff < 500, msg
         os.remove(test_cairo_file)
         if not os.path.exists(
                 expected_cairo_file2) or os.environ.get('UPDATE'):
@@ -173,17 +156,17 @@ def test_passing_pycairo_context_png():
             os.stat(reduced_color_image).st_size)
         msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (
             diff, reduced_color_image, 'tests/python_tests/' + expected_cairo_file2)
-        eq_(diff < 500, True, msg)
+        assert diff < 500,  msg
         os.remove(reduced_color_image)
 
     if 'sqlite' in mapnik.DatasourceCache.plugin_names():
         def _pycairo_surface(type, sym):
             test_cairo_file = '/tmp/mapnik-cairo-surface-test.%s.%s' % (
                 sym, type)
-            expected_cairo_file = './images/pycairo/cairo-surface-expected.%s.%s' % (
+            expected_cairo_file = './test/python_tests/images/pycairo/cairo-surface-expected.%s.%s' % (
                 sym, type)
             m = mapnik.Map(256, 256)
-            mapnik.load_map(m, '../data/good_maps/%s_symbolizer.xml' % sym)
+            mapnik.load_map(m, './test/data/good_maps/%s_symbolizer.xml' % sym)
             m.zoom_all()
             if hasattr(cairo, '%sSurface' % type.upper()):
                 surface = getattr(
@@ -207,9 +190,9 @@ def _pycairo_surface(type, sym):
                 msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (
                     diff, test_cairo_file, 'tests/python_tests/' + expected_cairo_file)
                 if os.uname()[0] == 'Darwin':
-                    eq_(diff < 2100, True, msg)
+                    assert diff < 2100, msg
                 else:
-                    eq_(diff < 23000, True, msg)
+                    assert diff < 23000, msg
                 os.remove(test_cairo_file)
                 return True
             else:
@@ -219,23 +202,19 @@ def _pycairo_surface(type, sym):
                 return True
 
         def test_pycairo_svg_surface1():
-            eq_(_pycairo_surface('svg', 'point'), True)
+            assert _pycairo_surface('svg', 'point')
 
         def test_pycairo_svg_surface2():
-            eq_(_pycairo_surface('svg', 'building'), True)
+            assert _pycairo_surface('svg', 'building')
 
         def test_pycairo_svg_surface3():
-            eq_(_pycairo_surface('svg', 'polygon'), True)
+            assert _pycairo_surface('svg', 'polygon')
 
         def test_pycairo_pdf_surface1():
-            eq_(_pycairo_surface('pdf', 'point'), True)
+            assert _pycairo_surface('pdf', 'point')
 
         def test_pycairo_pdf_surface2():
-            eq_(_pycairo_surface('pdf', 'building'), True)
+            assert _pycairo_surface('pdf', 'building')
 
         def test_pycairo_pdf_surface3():
-            eq_(_pycairo_surface('pdf', 'polygon'), True)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+            assert _pycairo_surface('pdf', 'polygon')
diff --git a/test/python_tests/color_test.py b/test/python_tests/color_test.py
index 428843145..e8fc90fc6 100644
--- a/test/python_tests/color_test.py
+++ b/test/python_tests/color_test.py
@@ -1,121 +1,102 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_color_init():
     c = mapnik.Color(12, 128, 255)
-    eq_(c.r, 12)
-    eq_(c.g, 128)
-    eq_(c.b, 255)
-    eq_(c.a, 255)
-    eq_(False, c.get_premultiplied())
+    assert c.r == 12
+    assert c.g == 128
+    assert c.b == 255
+    assert c.a == 255
+    assert not c.get_premultiplied()
     c = mapnik.Color(16, 32, 64, 128)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(False, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert not c.get_premultiplied()
     c = mapnik.Color(16, 32, 64, 128, True)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(True, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert c.get_premultiplied()
     c = mapnik.Color('rgba(16,32,64,0.5)')
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(False, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert not c.get_premultiplied()
     c = mapnik.Color('rgba(16,32,64,0.5)', True)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(True, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert c.get_premultiplied()
     hex_str = '#10204080'
     c = mapnik.Color(hex_str)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(hex_str, c.to_hex_string())
-    eq_(False, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert hex_str == c.to_hex_string()
+    assert not c.get_premultiplied()
     c = mapnik.Color(hex_str, True)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(hex_str, c.to_hex_string())
-    eq_(True, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert hex_str == c.to_hex_string()
+    assert c.get_premultiplied()
     rgba_int = 2151686160
     c = mapnik.Color(rgba_int)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(rgba_int, c.packed())
-    eq_(False, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert rgba_int == c.packed()
+    assert not c.get_premultiplied()
     c = mapnik.Color(rgba_int, True)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
-    eq_(rgba_int, c.packed())
-    eq_(True, c.get_premultiplied())
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
+    assert rgba_int == c.packed()
+    assert c.get_premultiplied()
 
 
 def test_color_properties():
     c = mapnik.Color(16, 32, 64, 128)
-    eq_(c.r, 16)
-    eq_(c.g, 32)
-    eq_(c.b, 64)
-    eq_(c.a, 128)
+    assert c.r == 16
+    assert c.g == 32
+    assert c.b == 64
+    assert c.a == 128
     c.r = 17
-    eq_(c.r, 17)
+    assert c.r == 17
     c.g = 33
-    eq_(c.g, 33)
+    assert c.g == 33
     c.b = 65
-    eq_(c.b, 65)
+    assert c.b == 65
     c.a = 128
-    eq_(c.a, 128)
+    assert c.a == 128
 
 
 def test_color_premultiply():
     c = mapnik.Color(16, 33, 255, 128)
-    eq_(c.premultiply(), True)
-    eq_(c.r, 8)
-    eq_(c.g, 17)
-    eq_(c.b, 128)
-    eq_(c.a, 128)
+    assert c.premultiply()
+    assert c.r == 8
+    assert c.g == 17
+    assert c.b == 128
+    assert c.a == 128
     # Repeating it again should do nothing
-    eq_(c.premultiply(), False)
-    eq_(c.r, 8)
-    eq_(c.g, 17)
-    eq_(c.b, 128)
-    eq_(c.a, 128)
+    assert not c.premultiply()
+    assert c.r == 8
+    assert c.g == 17
+    assert c.b == 128
+    assert c.a == 128
     c.demultiply()
     c.demultiply()
     # This will not return the same values as before but we expect that
-    eq_(c.r, 15)
-    eq_(c.g, 33)
-    eq_(c.b, 255)
-    eq_(c.a, 128)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert c.r == 15
+    assert c.g == 33
+    assert c.b == 255
+    assert c.a == 128
diff --git a/test/python_tests/compare_test.py b/test/python_tests/compare_test.py
index bb8397a2b..b66775262 100644
--- a/test/python_tests/compare_test.py
+++ b/test/python_tests/compare_test.py
@@ -1,48 +1,32 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_another_compare():
     im = mapnik.Image(5, 5)
     im2 = mapnik.Image(5, 5)
     im2.fill(mapnik.Color('rgba(255,255,255,0)'))
-    eq_(im.compare(im2, 16), im.width() * im.height())
-
+    assert im.compare(im2, 16) == im.width() * im.height()
 
 def test_compare_rgba8():
     im = mapnik.Image(5, 5, mapnik.ImageType.rgba8)
     im.fill(mapnik.Color(0, 0, 0, 0))
-    eq_(im.compare(im), 0)
+    assert im.compare(im) == 0
     im2 = mapnik.Image(5, 5, mapnik.ImageType.rgba8)
     im2.fill(mapnik.Color(0, 0, 0, 0))
-    eq_(im.compare(im2), 0)
-    eq_(im2.compare(im), 0)
+    assert im.compare(im2) == 0
+    assert im2.compare(im) == 0
     im2.fill(mapnik.Color(0, 0, 0, 12))
-    eq_(im.compare(im2), 25)
-    eq_(im.compare(im2, 0, False), 0)
+    assert im.compare(im2) == 25
+    assert im.compare(im2, 0, False) == 0
     im3 = mapnik.Image(5, 5, mapnik.ImageType.rgba8)
     im3.set_pixel(0, 0, mapnik.Color(0, 0, 0, 0))
     im3.set_pixel(0, 1, mapnik.Color(1, 1, 1, 1))
     im3.set_pixel(1, 0, mapnik.Color(2, 2, 2, 2))
     im3.set_pixel(1, 1, mapnik.Color(3, 3, 3, 3))
-    eq_(im.compare(im3), 3)
-    eq_(im.compare(im3, 1), 2)
-    eq_(im.compare(im3, 2), 1)
-    eq_(im.compare(im3, 3), 0)
+    assert im.compare(im3) == 3
+    assert im.compare(im3, 1) == 2
+    assert im.compare(im3, 2) == 1
+    assert im.compare(im3, 3) == 0
 
 
 def test_compare_2_image():
@@ -50,75 +34,71 @@ def test_compare_2_image():
     im.set_pixel(0, 0, mapnik.Color(254, 254, 254, 254))
     im.set_pixel(4, 4, mapnik.Color('white'))
     im2 = mapnik.Image(5, 5)
-    eq_(im2.compare(im, 16), 2)
+    assert im2.compare(im, 16) == 2
 
 
 def test_compare_dimensions():
     im = mapnik.Image(2, 2)
     im2 = mapnik.Image(3, 3)
-    eq_(im.compare(im2), 4)
-    eq_(im2.compare(im), 9)
+    assert im.compare(im2) == 4
+    assert im2.compare(im) == 9
 
 
 def test_compare_gray8():
     im = mapnik.Image(2, 2, mapnik.ImageType.gray8)
     im.fill(0)
-    eq_(im.compare(im), 0)
+    assert im.compare(im) == 0
     im2 = mapnik.Image(2, 2, mapnik.ImageType.gray8)
     im2.fill(0)
-    eq_(im.compare(im2), 0)
-    eq_(im2.compare(im), 0)
-    eq_(im.compare(im2, 0, False), 0)
+    assert im.compare(im2) == 0
+    assert im2.compare(im) == 0
+    assert im.compare(im2, 0, False) == 0
     im3 = mapnik.Image(2, 2, mapnik.ImageType.gray8)
     im3.set_pixel(0, 0, 0)
     im3.set_pixel(0, 1, 1)
     im3.set_pixel(1, 0, 2)
     im3.set_pixel(1, 1, 3)
-    eq_(im.compare(im3), 3)
-    eq_(im.compare(im3, 1), 2)
-    eq_(im.compare(im3, 2), 1)
-    eq_(im.compare(im3, 3), 0)
+    assert im.compare(im3) == 3
+    assert im.compare(im3, 1) == 2
+    assert im.compare(im3, 2) == 1
+    assert im.compare(im3, 3) == 0
 
 
 def test_compare_gray16():
     im = mapnik.Image(2, 2, mapnik.ImageType.gray16)
     im.fill(0)
-    eq_(im.compare(im), 0)
+    assert im.compare(im) == 0
     im2 = mapnik.Image(2, 2, mapnik.ImageType.gray16)
     im2.fill(0)
-    eq_(im.compare(im2), 0)
-    eq_(im2.compare(im), 0)
-    eq_(im.compare(im2, 0, False), 0)
+    assert im.compare(im2) == 0
+    assert im2.compare(im) == 0
+    assert im.compare(im2, 0, False) == 0
     im3 = mapnik.Image(2, 2, mapnik.ImageType.gray16)
     im3.set_pixel(0, 0, 0)
     im3.set_pixel(0, 1, 1)
     im3.set_pixel(1, 0, 2)
     im3.set_pixel(1, 1, 3)
-    eq_(im.compare(im3), 3)
-    eq_(im.compare(im3, 1), 2)
-    eq_(im.compare(im3, 2), 1)
-    eq_(im.compare(im3, 3), 0)
+    assert im.compare(im3) == 3
+    assert im.compare(im3, 1) == 2
+    assert im.compare(im3, 2) == 1
+    assert im.compare(im3, 3) == 0
 
 
 def test_compare_gray32f():
     im = mapnik.Image(2, 2, mapnik.ImageType.gray32f)
     im.fill(0.5)
-    eq_(im.compare(im), 0)
+    assert im.compare(im) == 0
     im2 = mapnik.Image(2, 2, mapnik.ImageType.gray32f)
     im2.fill(0.5)
-    eq_(im.compare(im2), 0)
-    eq_(im2.compare(im), 0)
-    eq_(im.compare(im2, 0, False), 0)
+    assert im.compare(im2) == 0
+    assert im2.compare(im) == 0
+    assert im.compare(im2, 0, False) == 0
     im3 = mapnik.Image(2, 2, mapnik.ImageType.gray32f)
     im3.set_pixel(0, 0, 0.5)
     im3.set_pixel(0, 1, 1.5)
     im3.set_pixel(1, 0, 2.5)
     im3.set_pixel(1, 1, 3.5)
-    eq_(im.compare(im3), 3)
-    eq_(im.compare(im3, 1.0), 2)
-    eq_(im.compare(im3, 2.0), 1)
-    eq_(im.compare(im3, 3.0), 0)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert im.compare(im3) == 3
+    assert im.compare(im3, 1.0) == 2
+    assert im.compare(im3, 2.0) == 1
+    assert im.compare(im3, 3.0) == 0
diff --git a/test/python_tests/images/pycairo/cairo-cairo-expected.pdf b/test/python_tests/images/pycairo/cairo-cairo-expected.pdf
index 220a9b210283716c1665809a927e7b23323a8568..2d2d0dad90df81642c8d8f07a83db8b809042c9f 100644
GIT binary patch
literal 8148
zcmb_hc|4Tg_ZPAyyDWvV?`AVIc4Zf`?^y<ev5m&ap0(^tkwnNA%2ruY6eD~2ltRc(
zWG^8RzZp_}>id2Det-Ptd1juu=Pu{obKdvd=k-2<25K6TU?~`lV9ip+HjOj@1i(1B
z(I_YYfVwCz7n~~qMi3d%0001>2HFFM!V;byNE}KH<%n@Y(I_d=_~5W8q$iF4EmK29
zeKIiZ$airCym#r6j#O+EyBIHn5#>1i`70G`lNs`~@Mp=X?yd&Y?=A)G#=O)Dl<V)l
zKfXY2SM?6G{46}df8k53Ok8*wXU=)5h;~J(eiNDEM-uIl%hG0IJvTLH6h=Qtd@cCe
z*mWewjs*}*7B8L_ZumYd)v7+j6v)m^DpZq?+)&q)3NybAd^>J)ri{9ozdA+aZJnWq
z$EjVxocLNyBXy&Fgpe(5>m7{`4<6MfQ<RqX-`+xa_av-%?=CWZn3zjT=kHj=-MtL!
zv7RW=Rc&rn8kcEy7%;psE4Ms8>6O*nKI7jZV*VxWYv7fh=Y8LxZ@e_V4y#vY+4pw3
zgo<_Zdsaw6vePq%xj=REA`2$C^e9vFHfDt;V6Be-Q5uw&(+`Ug{t<0WG%)c=Ffl|H
zMyw~6pg%paZ+mrroTf33V0VCm0#QKt03E=D0syF@2LPVKU_Fr@0D?CT>mdKV4hh<?
zQ#}I!1AvZ5!tX)9gI}Nq#tZkG7H3J2BnSXML;+E;vm}@xLL7<+{RsDuc|(5A8vry3
z@J0cE21pkaKo9`lUxxt_iy{mUKI{wBLph<5Dj0u&H9-Udz`&6Gug!jIRl-yV&3ynw
zTpoZ>6N~Zn{%v{(I`*Z9Yd0on#v;9ZyotIT0}jR7036mAby!j*v{FM|L_4C4G*yVg
zAFDS)`Cxppjwl}h(E~=mtxSec{$p>*{+!l-+8abu9c&^n03id0|7)`>Sq51co7dX8
z=lWbbO)4;P{j>@bopu<>X9Myxu^E7;A`!LE<47aa?;5*F8hiS>7T2<t4<zx|4t;dx
z>DMf0tcSbS)aIIf4=i@%akO?{sW#ru*y>senbR#kiye?Xqw&oWIQD%faIfCw;ihd+
zc}TzQc3r>R>>>#j$<<fXr!3ec&>qU0m}m9$r?*5&vL4=cyt&@_HkRj2lo5&72!2C8
z{q3!H3*<3!M{kdMw@=O-v&%+?#!EM-Z6<hmqCG~HECZ;UEHoSNW)5n1#LA^dPfu0%
z3wAF*6!tciUM{-t`^n}Q=MmjL=}UIkfar!woAoef!Ng~&(@Q$mL&*y(%cNQml2v6g
zikY{$j7cdqXERvBtjtMF3P_ubP0?f|E+uCj^Xu2tj4KOs3X~=lPUSx#@$%*3(<5E4
z4>&59)uUZ=%Z}&KXW@yC%~aBzgl<aL6ZnfHNS5-VE08)p)~k4M8-KjXUH>8*UIBGv
zq0MoPL?O4V@`90ZEc%{QdJnrudGD_2{Oz*pvTA>mkEhYLUS-v~;pYm?-e1bJkqrq9
zQ<gl%@vi4XsB-Mm$qem<3kDo=?ZTgoo5<1jnu$SM&V9z(Kr0#E%vP!kpI(2<_$pJ^
z##P*<g-6dvzSj;;mA|=@H(wC*FrB`&lKI(*K4D+sb&ra(RYk2H+Mr@q@w6`Ttii$r
zY2lKku9tV%^eQuyK%X|E*q>;FG~Ci2ySgL{iVDcS!KR%ncs&t3R$Gv>VdQ(Et?B4c
zXTt6#W!!petK8jhlZNXCX8m^kl{YqvmV~`*mkVc>X&3^+nKQyjE30I1R*i78lf^Tv
zoI!5bOtLcji}rD{e1;!Me1ogW3i4Y8PTnVXGr6KgsfI2+!e&z<DJW9<7-DmiesW~p
z+b={>K)@)ruE_q(?mPVbqpwR$L|7ff=Bf?C=!#W!O+~J*=SYgZb*~H-_jtGSwe0<)
z?_JiP-O}~TWLbBPaqdQ)@cs6-k$#cIU|M)gHt54-=|4(-`A@yEoy@X*LXvSMr?1SM
zX>Vku=bFQ>0ot25-P*c8rB5UY3#-$_#%gy!!l0k=Ue?C-3D*}dV&Z3YA~ZK@AKj@l
zrx6;g6wFKZKWTTA6BNb>e{?Lz#MeFdtbh1e=}_Ltbq0fMqmZUh#_zK-FJ-RdJq+Al
z1lAa$rQ4t`x<=S2=x9dTsiqjR+M>vuk2knf&rt=bUOaO`;4_`C2YFtJBb|v5lb{+S
zD@XAK61P%AL6K7(>c;$260i!&JS9D4=W1H};PWcsISi;;6L!@{VuQu^e2RGj^PX(i
zKg_@iey!7wFgMt{?!eKuIG3}zAg&lB<vklQMh>K)i~tra&}bA`175(%M3|@_TKIP_
zt&K}3iGm_@PV;Xbp}FrmIr+9TbGRxgh)4OusCj5v>@@$D2rww>6LiqI4Z`=PAdW9S
zU+Cem1*P#&RskPJ@oY*dEbv@joG|@r14C2!a*5WlVl!ITl;diaU!KddA8V5l<+xXU
z%~*;Zc!KRs?nFddI+9Y*$ZDQBzPL|fjHifteA!k*wp=Jb8oX?X)aZ#ja%tw1=4J2P
z8^_jlR@#cz{o054QhLo1kG*MIX^^ay%!mRGzj2=oToiqOE>#a>5{;&m{8yhb{mBzf
zxm#N^w7Zduczq4Kt;AE5u)MV$r>+%tk#M80&u!9f#$UC<<EJG`-b%%}z7dNz4b&sQ
zajQ}{9^?-Dz{J+wDH2c=b$!}pXx*ylHbmB#S?|aqHa^xlz8BqN2wh|MEqze^mZkVb
z$NQV<(!8=Q(y%s5r&G!krtfLtb1h!%30d*j>GSL|N-XlI?<|^f_<|g)Y_W1NPw9Z*
zl{a#Y-X6hXw_hh+2E##x0>gl2P8Zd<<ohouv_GhwY#S~KzZal$WF2ssrN3BED^@N?
zg^xnic<R2l$3(_!7F1f@Bzc!ZmorzZwUQ)bqQl)c6KQho8LuxpI)VeyeZh8h<*-m~
zV_V6Mb1?%u*w!h*+Kz1eSdM(}1x&t8YJT?%>{}NhwS<uEa6L^r&*g95Z<UG4=fogH
z^9ytfmYZ7dN~mtUANqK+2IEy;7L2ujD0+R$%$;Q>|H*@;T%O@C!4kH&%}?RTUDhss
z)|M{BL;U)s`r>0HY*4U|`K%xOQ3-rQ9!A9)&|+RuNr+~aW4Bf!I1ZgWl=Rk4Z|B%V
zdm*ih<+BR^)vK;&wJ3Nyo8<vFuNi3Frbv8EH_kM((*iO}3%NY8$e%FD#7t8K$Vn0F
z7+9$8T}!lo9lQ9FZHYCSE@<g3h0g}-W6ZNX`_=0x>-2%?^e<AOD<eJi+w=%bz<4d!
z``vZpUY*F$JHf%VLAx1gqGY*IxelkaFagI`6Gj_TNUbK-T7ZD4ns+gq6Jk58L8;kw
za%J`X7y55_l;)*;*}d#(5qVs|PF5sYFyK?lPCKv=)-!b?m@_x;foD~N_6$qT<B9CO
zC&!{ikWqdj6hZKW?oLTysNl}ty0R@E{HoVS$!0D};1Y`ki3*RQqVRh2U>@*t>h0rF
z)ZZ!1RZ_PLyCP6U-n87&<yFbSRjG5h3`%`G+M|H7@BG}+z`oOTA<3T^!alA7*=ZWd
zj!gt)KBFBC)2qszl;KK0t)M+npjaKz=9Ql{KJn_|ml+fC<R(TDq4I@1<!W(USRo8_
z@?s13<2^~1!AnZ;FW5QK5__SK!5IQ8QFo#@!nq&JZ9m9-MBidq?K7)V{-sTdcOmD>
zSnt62!s>CQsK&g01I;<zIcOXgS;)OUBg@#vuN-yBp#ooUbHF?R?^U{+)ox@SQL|cm
zN@DE{uj2hCA@5_dGO`q(2X6JLICzJ7cZ7ACh)qcOCos%KPOavy`t781$Vk>D$TM;>
ze*=D_$<}z1cCnX~%Y?h=LCyv)<Eb_F0+X3>`YtD8B1j_jrL*ti?4r_!pn2=dnRK6(
zPn)ZXc)1Df%X0prI2jz|3#Ar0^gW#pl67hMxC|NFM9{R>4eBL}h#8sWv%+4ekVjnG
z7BKD>s0U(~QMn!S3BsIlr4`C%-3EW4xOjX6UKca`T(R~0)hEyOZ__s~;n`@Oe4es5
z_SRcnGSHrT_{uNMMl6tvmATCn#KVcMTLNX~s4O6X*F&ajro2hdb<g-npHU9h6d{=h
zQ?Fg1xGvUklx>nP@Xo1xtV!)mWx}auzKkS62=hIZo(J`UQ>cCRdB}}Uy_pZ*+a<Rq
zd$2d^yBnI?KY#jc?a%crYD@)1`7Cv1A{5ASj5$hd!Yt3&g1>C)1l0<a3+p|W1y;p4
z4C`KnuK79h(W3L3qq2J7?Qd1m<KV=yf1-1nNx#@L<5Cf|j{G=79Bj(b$x*&AdcNND
zy;Hi*Yj2k2V%HH;apZ9XTWz$`^u-oR7SVWZbK!=L8<CdpbVmcIu%dChhVW|xb+5I>
zPunV=@v&(h#EuR|6^!FtoSX~gxi+N1ea<z78G4=C8f1-5Qw|?ZnTiZGHA>QG!e`l4
z(#^|UtG;m^zck8gX6CHpc>gMU;sA(q$IQW$Hg~EH-tnfa#pN;j1D@vvF52aBv~zyH
z6;08grCFux`d$ye6`72SGuP|nAhq1SG2k1hQ(&a7CZp%W*T>B&^ZFdu9V7b|D(766
zKEwUBY;v;zF)w<qaZ7j^=)`>om0m#I3ztJ*8ORj~Y`9b~cNKMOWcb};Wsc?Sy1=l9
z(j?=(J4yW=JyrsP)b6mC4r@bUCo?$(?q2Z9&UOE?Wf@thGy7RMjyrTR4oJJlZd=r_
zP{H`^W@G;SqI(el3u_K;xK=@%uXLuFyI_q+O=VB=J<7xs50AB|m!6D`O!x9$&L=Z;
zxAs@mQjoH_%?Dn4uWft(_0*cGuTAo6&os(G%aALkg7BdbyN&0Iu|{?d&@!4$yYG+}
zp_>_2Iet6F^TmC%N5Xo~PO?0BgRubs`L5kpH+o}4ZgVWomD5J4&{K*pNN9_rmDXkR
z*oJ80ZqLv?=juRw8>~7YkS{^Imz%RIMEY5tj(k#j-j>ztAz$i_%MN>p7TLteQ<rUm
zs0EC$Uku7pcEm<_$@nE*7_0^NF8Wip=Qjr(k8ER-zV>ogCUm!YUM_2Fo?nCHyyY8G
z21A=Vo(qk@u)Mw_s~Ot>(nnisTDJr*5Ao5L>qjn1I5-W(bag&3OPQn*H7m2}uMmA{
z(@*0rev}z=BZ#RQx23@tQR5rM{34%q<moi;gVx!Tnt>YHf&P~IH<G2RkGr|1!croR
zWTs`o5^Fz}RAgDsu6z;L9^vK*2*+<)_-601%l6C`SO%!38$H8bMZWqF{6H3%8WT~K
zZq<86EZD|o;;QQ!&%*rK<!e|81v<b^$^^F)`DwG$F%(q~txovH)jDzbWV!M`3}(7h
zAX-?dVM5aOo_zxE&d9CPf1-<uZA2g{UNd6#5hL$;Y)F(&=LaV0iBHO0c;+j-=Px=&
zjSTQ9TrKnMrn)gE5G9;Qj{GNvVZ)YZg66@XIIqH1vFal%JKoqUVfC#$V~$4ux$BHM
zmr@yWz)Vs1G@@1|2Q(jLdOTHE@&BM7?fnuI<&H^MEhDtl>+iY7_;g)}H+Wc!q2eSX
z{^<h0LbS(*Hr1F?RF(W7{Q%$lEwa-ScT|=9*r(SKSAs`tQvMNMo9#?Nycg&=sYx2}
zCI(>V9nz82`Qa$jwB%lN3b29V^Sx)<FQ`MnL6>wt3cf0x{<OofC$PEq4c#-iVpSp2
zr(d#ru7xU-=V_#sx(0~sbfmzFx$=dVl_w{31n2T@_4E&K1>I)S$8*l>uslIR*I_2|
z6tmj1v1=q{*=|6RO$9DfTfwEi-aR*`axu9`^``9Gh5TvhU0ecNR*m63qguREcvXNs
z&kMf^cYk)FS4hdoB*DPP_gmLFpPr?xpSZ;j@?xj7Z85i}NQl0V<9;d^n@{6)Rkkzo
zmXh3d63?BvSM(-iTpJxF&gLZaR~or@2mWEXi!y09@U0i(yv^*_L~(bx1Y1QlfXCi-
zFHusz&Xa%9aH*w6v7sx3>V_)QIp2E$-DNTbtqi5L4JS{luRzn2X>)lr_|=+STo+>_
zVq&j8Iv#rLrF}D7Q<C^xQ%;gKos&eZbc!omweeD6SEuA;MNV39x8Vy?`D9!&nUTMO
z>y{XB__Mlg7&3Y0xJy{^@;VD=y`x0?i+?O^p<_tdv%dNk)$;s+k%!$4?;d~!!>j`(
zo<S&6$n~S11ii#9oaw%n;HBe}Bau7GWgiqM(JJt)ue_G!#Gr)Z3pR;@TSr)XWrh_-
zuHD>}*U7ZZaTYAPSl8nK!Bi*k8^#SToYGteEw`1Y#99X}8cRmU6fSXRTr+&j)wE4-
za%Xms>=E9^;^t_!;m2wh-MV*Bv0LZzF^WaO76DJN`4GF0`Ot@|Xk#JqDU-nKW~}AC
zC48o0*CAoR^)ySC=nM2|j1oa~B`jjRVL;|o<%A#<;U(XsA+Gc^D;rhFkhq}wd6La9
zZh~<!ku*1r$h}v>LGG2qcpVntv1(m6OPMV8yX?9}1#MGDj+UL96M?3E6rPI{S5WSk
zrggVbzQplrapg|h<_dg!uJDXn$Kpw*(ebv`nnhbTt1g=gG_0E*S6wHWrhhKK?y_5C
zs3&E%lYCZL|98)&$aWP?)i)7lr5KM-b@7tip;>eHmsc$Oxjw0Azvm6yXi-@yd;I;_
zh-6L<onLgYtHLXjr`4C<S-D^7x3ap#g_^ncps3eMZ+(DqKxa}2T^_i93;Crsq*v>&
z<PUugN;kyyMrLvMe5~0Oh0ea+Do<3>C-KwLUkf_2dooF?LiTTRjL5M3AjhPkh@b2j
zn8+3VLB@c8kxKuGjUn(mKbcA!13gR&fVOc>Jb00gwQ#<l%b>9I$#fOH<S_khdr09?
z2HxnMZH^K-H09!Kvdh|we_GbYZ76ngBDlekzM}%?@tM;2qr$V6ek4=4ry70pmg;S>
z3SK&G0jqG3Xn3f>g-&$jNGdg3gCj}P*tO>A9r7oYYwwJvIH%})=AcyloA$4IAF;98
z^(8ck2Pm`OebTTLyD{*oUOh@R@yUiD7p;^bTDMETqmV&S%RT7I=+3=t&MAlWy0g06
zJf+4|SY4&}=DJB$UKVT~C+`G&cC~sYx>YeFj~6xs*FRX3YxDrRJnrmuKU-Kb`rxc6
z->vrHddHZ{rei=ciICO5t-No#A7+NY;D=lufs6ZP<pZLPNDiu@d>pZ8ZyW|o<jwZ^
z!gEMZ0@HU!ThG#5UtA02aS??>J0gEpYaj`XQ2;>XXN~AVl?T#=z_USqwo^GE0wrZ(
zAb_N_3<v<0mWBbqU<ep+KnQB%kRE8qGhQwpC;(``+Zi86BB6*t92ALjBbFs05ZV2D
zRiw8T3hm-b;2a6V?2C+XC{Hth%s~fYLF=$UTpa;BC<uT^_We%&5&6$Uy#2Do!En9~
zxP7A2gg`G6>-ME8NFUTbllot*g2wvbR9%tS!{zHDf0PN++#lfImImzm;(!8G_aad5
zXfGE4&>Zb`#>)qNDA@03j&{Pi`uw0%iQDA=>q0<?a5%VRphR}`|8l`#MAH$kU;hru
zkRRg_<;3s4hY8dz#?%W<%q;-+H~H^Q0RJMz51Ca0LI^`2*yVrQ^`3EHIy{Jh+;~NN
zne6MbM>dxnOGMN$ff5l0CZ@tdk~2%dZEBg)*Jkq2Ne8M@yVMjJ>iI;o$!i;(oH6+)
zLVW03-FM-BI!K+B#^n1~x0zKbX30WE$Ebsaj*lyrhDT4OvncecYgcse``VNu26rq=
ziyUrTz|*U{@MiyqO?Q}VA#5Tr1o3mz9p(dm%fWzu((nIk5(fGT3PIF?;6|XZ78X@0
z5-DG@h5w-Y5YGhN5Xeu}L`whPDE}9<)X>h(C?cm$V8^XN03hK8+x*6mgMU%vG{o9{
ze-V5G1OvbaX{29y0`OsE|81ENA~61MzO+fv^Lh@Ty}Wq~-~G{nyi-o)?wu@&Zv}T0
zNt%V!GfA)=e04zH0+V@Cr?pWRMG4Gz9iCu{t>)KsY0X<<x;p0vnG&S80GTIV4e!j&
zd%C1XNvu{$-u$5SNaQiyv<u^n7bnl>fRnxmkeq%BW!eTc&uqg_>9=I|W;@exq`l%y
zInS}_)|+*c+Uato;)#*jC95js_JMS&p&^8(z{#uWP7?R2nPbn19?$l%GH4353SuaD
zsC-4gSk-3!&fBv!cd_*CO31x=j+YfL1WiXY6CYB33h%jIlyUKHj$I?kh55f-wr`xn
z7!COuqyKgpF>w45m<T}$`ZK5;1X)6W1xX>mG6;fWq~IVh3{KeH2SJuNfF2TuMH7=U
z#6y+P_TX_)e~1YH_-6_TNDO5LSd60&U>^jBPCN{92eI~7jQb-}Nx`8|gbV=@QV;|}
z1`0XQ^D`AgNJkP;M!@R7!oxxK<u^$Eg<fLn$!A}e4%&$r6NwSb=*L;2it#08qJG0K
z;h6b_f5K{<d>sk-P7y~W8jAsdrN9U&X@H0;4(IJ72P7oU2vQd;(%Tj7=p%)}x`-Ye
zYN~{6C=QMBQX?koMAYOUAP5u$hQJ9&nKVqsO7wSqf1j_aNWuw+aoL~q{_KCG%6_fV
zAB%FP0RbRT8qm)V01kseVE|{q4;ccAAPi0X0K5)mAeby6eEuPm1`&+-hm3%QzhqDu
zf~)`C4kimBZ1;c55Ma>XePxJm7yoVtgAmU4KV?wRU-N^(p?~Rs!Qp?62Zs`&_-`F>
z804?<;4o=I;QON;T>9_6aQI(#fg^}#-XDDth`;(GKr(;X9zl3_{j)CuCjFZZ92QA<
z@4)US-i^_LD58Ifa5utWaD)g=gzbJ=+shdP*vIMq!RUiSVsZP3K)^u|8bLvIeGQub
E0juHt#Q*>R

literal 4340
zcmb7I3s@7^5|&5-gMy_ZQuJ~v4=YNN-OUq0frLkp0P=3pLI?|_(gZ?yDVB<Yq6nhZ
zf?8`8ETBd4LZymV5ET_fuvni})G7$5#ZL<s!FzT?FcQA+a`T1F?(Cd%X6F3!&m3(0
z1n%|-jYYMoep)d|#Q+1yBfq3NIs&>kE{jpd0wxssQvm>UcWImwSHRymu@V>H5_uF(
zUA&l@s8rzMuc)bef|fOT=_1o>`$JwD$Nh3*-VvR?qad@x<@?>K)0N4g(MA>e8TWk7
zR1|Ej@Ua>4d}UTIec>{T7Sa6IW9#*Mc3knedwN~|JzYKhwi8!=a13$1G`am%dia^w
zjRX3(=dD_UQQo-hwfyYB(d-Mm(@HiS|E=T2zS><Jhk~e5BZ<wn57+(3ZSymKuJG}8
zDsi8-=3DNP^BFl|ZNs!hIYlAe4?H+tAqSX+0bPS#g-Z{8x9@L@f0~*N=adQ~Z_T#7
zn#}OKNGo$+d9gDpQe^S8b563`1?fSHNt9|<ofVk-htIqdySwcAA}EI5t?b;V4%@0f
zpSAy1*4(h{7nI9khwN|ky3$_?PB%5-=c%|XY9uD`j)*1^LgE(&5oNQ8_rw!A8f!AT
zZmCL-040npaC9UD@Ix0f-~*uZT>t{;5;45Oc*7T}E8Sf#Q)*~O+cWGLfTi9qs06<w
zi?K%+1N6YOcpT9E#4$Lzu%B3g!+8+(IJyXrl8RmBsUQrB;DiWD{;eRj`EX6Bo(Kr2
zsBqz-kSE1!*rA%Al&T#GfU7FRvcz~|ElHYMECfnL5@`kDEgxzL@MNh3_xErmR7TwN
z#}nmA3JIPFh>-bfc*TLwW8lgiHS2%DRkQ^$YG4?+rTFyGryI_eY+n#~X?oIO2UbA)
z)S^{Gkxima>j%Q~jb{f+=IiO{2h(gTrLS5pUX2aSGBWw;3v)}8JGGoujw|&ROp%;#
zGiqO$9dIhy__6gYYrUcwi%#?#S9WZfZ(X_M&X95c)8+arYSJ207FM;IHQciG*Tx88
z_XtK1l&#)2p0<Msu_qHtNKxJ*qXuUK!D^rS4{|5{`}6{Vm$)R?|7Oq(vkJvf#6#a;
z*G0a~xe>>L15M3~xCvz@w+@$8E%l}tZVY>azsc;l+&S&a^^ea^S>Kn}^!u@y5h>*f
ze@C$ETS|BQE9P+fpsexA+M=3noj#kZ0r{oY_Vx9vWA?9FTOds8%yX*Tx$)<I>kYAY
zm^H`-Bsr`3`IA52<{9J<)amFA=wt|aCE7tCeN#t)ji{r55ZD~E&k&Ro4TDqeB5H&4
zbp9YOi`Icx-Rm=@(7e4K+J$A+#6RkZ=`A$S^##JoD^ZIdTlcx`M!sl{;}!9TTz=|x
zJyK(5^vS=T9beeP6PVfA_FivF`{usyk;@xcA5E5YgdV-$^08OkKu6AJ(XT0~Efx;r
zxTH>Vh-ZYs8+B<MrbQ-BwW2(TT`<)x<%b91V5caa5>oo@C*7e*bNNB@`3Ju^?PDM<
znEuv$NdL^tsT46{zCGJ&aJ{721)Ev2rCq*e+Q8Naj|WBhop<Y9?Fx_1$vn0BnHO#&
zIi8ZU+VW?E!>?T*ePZYE@a4J-%RcgI*lUwp?RN6|p7P4andJ^h!m&G_&tpE!X<XU<
z<*R|WlKRch3Z)0>83$PSIPPn3AHu>$-6vRT?2Zx~H8Eggtr%LxM37~SZyILsD_kp_
zX_K5ey0zo1uO>bi{&#7Gj6)pA#F@h__Z@Ti86FjNncCqSQTOk6m3d`*pZdD;c9rMG
z#<%HQ^VKcpQ+<}F#kaMb_ZL~rpx>;d&aqA~!BY!5W)2lUx|<m)oMn|aT;f#s$Rpn=
zGq_k7q~AMGv0qqWYO%1gM=IZH{AMViYn^K$(k77SJ+|IGj)(6t$7ppy#-R>$;?&^=
z0k)1o0PKue-LWnFZ3_Y;o#!0#5tm=8YwzKl)tT$|nm#<t-u|ex{KAE^Yb7Svqd&8`
z7ioIKrMzVClngLX+CTY7f7`|d1`l&rFXd6<YXWbAwovh3F%5a%E>>Ur?ukXqu6fRE
zY-q0T{^8U|lqaSEe!>@756(M3(X-kfxMfb`&KoB>_B_j}XyRS2d|q!~`Mk@@aB;%g
z4~D1MITmRLg7j{bJVv30jzb>k#K|LQs}oTrvQkJ6eH;Fx|Atb@wfRNm(OvC5W{rX%
z`<svX`TFdD?x3K8f*kC+?WVQDRUuDyE`74(hVETpTOIV*<V>^MzBNm-bz~qnB;8Wh
zpe#(QdKMhIEh2V?{qcuqJ&}}jUY26{BD<20k-+ja&%<>+COh`tFE%yK`puDl@b7g3
z;jSmMttx}*k(WLfJ2(`zo)o=AdM}Eue0Xg*M){xn6vK3#9k-nBjuRD4{^5)k7F3ge
zR0Z2j20J>bEQT!e0%>$KPSk2xb;B5d4!^JkK>-~DbS9v)0G$o!oD~|i7*%IF(Y`=^
zBE?`f!(jvxi8~aKL{8jd02%2Y;B3f9%K~R56O&M20}{Z*EeDWWs9E>Xap(h`IDM?x
z+9W#**|R@A>$~618Ei|V?f1OaY`b}JdzGbgU9smh;5zg5;ERn1{mu4CdN;2T$^STo
zIZRs9AN+Ebv((C|CAp6xu3Ki|e+^U{gncVV5<FsO^!Ln;@6J6|EdA!|vwzNhLp>QI
z)lZ*0$@yNb;K*fzlSjhB_x^M4SIa%Ex)H@+x$NI`?^JyMrFpu$&JFsUuQlpfd}-Kj
zamWV0&Kf(bDGL&km+$M07F=cg?s_0_Y3qfIUso=h>Xn{&ItWd!{iWbgb7#PV6GuJM
zKRs+>iCtgVR~CyuNGvNe2}i?2pPf$f+FrcFY2l`GgI%=etlM7MRrQVC-zN!oT%p_D
z%2+)PNHkfJ#UT`kMAD413L`|vN#Y|QDN;$ck%Sy0MZ`N-vTbAldj<{R@law9X>10<
zVnY<t*i0@H<Eq+7LRlnMDx^f0Nn|Kv<f?kD#v&kb3Q<6`hp}RXpF%EyZJ=hMR3s{i
zH-JGZd5cFLIpkxAG)fr@5e!#nu}}^NawUz)<Ddiq&=5Ap<q{UM2t3iCwM-_Q85+#R
zFbL0gnyMix(?+{dct|4P4^4y3tvpC3B@RS@gr+7|HR(qcM56OfB+XkYjUtRAkqgxQ
zbrR8xYbKUvvEswCmQt<&pGw41g&ZI>1f{{s^=Yh98Sg-cX9OsXQHbMXrIJLNToE&W
zKDiK#TU3$+9^U?saqkWfsJg@uhY^(ze6dm-Cs%O=>Cedd;oYEA1s+Xh0F*~%jD7%{
z#ll!18jQ#=CXuzo2guYi2F8JVGDZd=q$R^xFfi}yVF&|;`+XUM$%W>Rk#QIh0Apl4
zhV~jfRBH_cVQblpAOw!ypAW$}+GCl})3JJNOv@Go#z{+$!`2?l;cAcNakcD284NA^
zP?V(=D-`9x1bE*Ml!a=Kg~_C)$HuhBa+q3r7=y^d_t(IfJS|%=HbMJpJ*7e{jl&h>
zKPCdCt6-k-NMQTR<w`)}Q$-R&S+pDwn+7Wm#A2dStWc6j#Mm4r)yBrn*PZ%bo+zS8

diff --git a/test/python_tests/topojson_plugin_test.py b/test/python_tests/topojson_plugin_test.py
index 5a11a8343..575e9748b 100644
--- a/test/python_tests/topojson_plugin_test.py
+++ b/test/python_tests/topojson_plugin_test.py
@@ -1,20 +1,20 @@
 #!/usr/bin/env python
 # -*- coding: utf-8 -*-
-from __future__ import absolute_import, print_function
 
-import os
+#from __future__ import absolute_import, print_function
 
-from nose.tools import assert_almost_equal, eq_
+#from nose.tools import assert_almost_equal, eq_
 
 import mapnik
+import pytest
+#import os
 
-from .utilities import execution_path, run_all
+#from .utilities import execution_path, run_all
 
-
-def setup():
+#def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
+#    os.chdir(execution_path('.'))
 
 if 'topojson' in mapnik.DatasourceCache.plugin_names():
 
@@ -23,91 +23,75 @@ def test_topojson_init():
         # topojson version 1.4.2
         ds = mapnik.Datasource(
             type='topojson',
-            file='../data/topojson/escaped.topojson')
+            file='./test/data/topojson/escaped.topojson')
         e = ds.envelope()
-        assert_almost_equal(e.minx, -81.705583, places=7)
-        assert_almost_equal(e.miny, 41.480573, places=6)
-        assert_almost_equal(e.maxx, -81.705583, places=5)
-        assert_almost_equal(e.maxy, 41.480573, places=3)
+        assert e.minx == pytest.approx(-81.705583, 1e-7)
+        assert e.miny == pytest.approx( 41.480573, 1e-6)
+        assert e.maxx == pytest.approx(-81.705583, 1e-5)
+        assert e.maxy == pytest.approx(41.480573,  1e-3)
 
     def test_topojson_properties():
-        ds = mapnik.Datasource(
-            type='topojson',
-            file='../data/topojson/escaped.topojson')
-        f = list(ds.features_at_point(ds.envelope().center()))[0]
-        eq_(len(ds.fields()), 11)
-        desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-
-        eq_(f['name'], u'Test')
-        eq_(f['int'], 1)
-        eq_(f['description'], u'Test: \u005C')
-        eq_(f['spaces'], u'this has spaces')
-        eq_(f['double'], 1.1)
-        eq_(f['boolean'], True)
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
-
-        ds = mapnik.Datasource(
-            type='topojson',
-            file='../data/topojson/escaped.topojson')
-        f = list(ds.all_features())[0]
-        eq_(len(ds.fields()), 11)
-
-        desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-
-        eq_(f['name'], u'Test')
-        eq_(f['int'], 1)
-        eq_(f['description'], u'Test: \u005C')
-        eq_(f['spaces'], u'this has spaces')
-        eq_(f['double'], 1.1)
-        eq_(f['boolean'], True)
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
+         ds = mapnik.Datasource(
+             type='topojson',
+             file='./test/data/topojson/escaped.topojson')
+
+         f = list(ds.features_at_point(ds.envelope().center()))[0]
+         assert len(ds.fields()) ==  11
+         desc = ds.describe()
+         assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+
+         assert  f['name'] == u'Test'
+         assert  f['int'] ==  1
+         assert  f['description'] == u'Test: \u005C'
+         assert  f['spaces'] ==  u'this has spaces'
+         assert  f['double'] == 1.1
+         assert  f['boolean'] == True
+         assert  f['NOM_FR'] == u'Qu\xe9bec'
+         assert  f['NOM_FR'] == u'Québec'
 
     def test_geojson_from_in_memory_string():
         ds = mapnik.Datasource(
             type='topojson',
             inline=open(
-                '../data/topojson/escaped.topojson',
+                './test/data/topojson/escaped.topojson',
                 'r').read())
-        f = list(ds.all_features())[0]
-        eq_(len(ds.fields()), 11)
-
+        f = list(ds.features_at_point(ds.envelope().center()))[0]
+        assert len(ds.fields()) ==  11
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-
-        eq_(f['name'], u'Test')
-        eq_(f['int'], 1)
-        eq_(f['description'], u'Test: \u005C')
-        eq_(f['spaces'], u'this has spaces')
-        eq_(f['double'], 1.1)
-        eq_(f['boolean'], True)
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
-
-#    @raises(RuntimeError)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+
+        assert  f['name'] == u'Test'
+        assert  f['int'] ==  1
+        assert  f['description'] == u'Test: \u005C'
+        assert  f['spaces'] ==  u'this has spaces'
+        assert  f['double'] == 1.1
+        assert  f['boolean'] == True
+        assert  f['NOM_FR'] == u'Qu\xe9bec'
+        assert  f['NOM_FR'] == u'Québec'
+
+    #@raises(RuntimeError)
     def test_that_nonexistant_query_field_throws(**kwargs):
+        #with pytest.raises(RuntimeError):
         ds = mapnik.Datasource(
             type='topojson',
-            file='../data/topojson/escaped.topojson')
-        eq_(len(ds.fields()), 11)
+            file='./test/data/topojson/escaped.topojson')
+        assert len(ds.fields()) ==  11
         # TODO - this sorting is messed up
-        eq_(ds.fields(), ['name', 'int', 'description',
-                          'spaces', 'double', 'boolean', 'NOM_FR',
-                          'object', 'array', 'empty_array', 'empty_object'])
-        eq_(ds.field_types(), ['str', 'int',
-                               'str', 'str', 'float', 'bool', 'str',
-                               'str', 'str', 'str', 'str'])
-# TODO - should topojson plugin throw like others?
-#        query = mapnik.Query(ds.envelope())
-#        for fld in ds.fields():
-#            query.add_property_name(fld)
-#        # also add an invalid one, triggering throw
-#        query.add_property_name('bogus')
-#        fs = ds.features(query)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert ds.fields() == ['name', 'int', 'description',
+                               'spaces', 'double', 'boolean', 'NOM_FR',
+                               'object', 'array', 'empty_array', 'empty_object']
+        assert ds.field_types() == ['str', 'int',
+                                    'str', 'str', 'float', 'bool', 'str',
+                                    'str', 'str', 'str', 'str']
+        # TODO - should topojson plugin throw like others?
+        query = mapnik.Query(ds.envelope())
+        for fld in ds.fields():
+            query.add_property_name(fld)
+            # also add an invalid one, triggering throw
+            query.add_property_name('bogus')
+            fs = ds.features(query)
+
+
+#if __name__ == "__main__":
+    #setup()
+#    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
diff --git a/test/python_tests/utilities.py b/test/python_tests/utilities.py
index 9bfc9aec6..8500d5350 100644
--- a/test/python_tests/utilities.py
+++ b/test/python_tests/utilities.py
@@ -4,10 +4,6 @@
 import os
 import sys
 import traceback
-
-from nose.plugins.errorclass import ErrorClass, ErrorClassPlugin
-from nose.tools import assert_almost_equal
-
 import mapnik
 
 PYTHON3 = sys.version_info[0] == 3
@@ -22,17 +18,6 @@ def execution_path(filename):
     return os.path.join(os.path.dirname(
         sys._getframe(1).f_code.co_filename), filename)
 
-
-class Todo(Exception):
-    pass
-
-
-class TodoPlugin(ErrorClassPlugin):
-    name = "todo"
-
-    todo = ErrorClass(Todo, label='TODO', isfailure=False)
-
-
 def contains_word(word, bytestring_):
     """
     Checks that a bytestring contains a given word. len(bytestring) should be

From a3ebedc54f926b2dab7f6f443635ee269f798651 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Mon, 30 Jan 2023 11:53:59 +0000
Subject: [PATCH 05/37] convert more unit tests to use pytest [WIP]

---
 test/python_tests/copy_test.py                |  84 +--
 test/python_tests/csv_test.py                 | 632 ++++++++----------
 test/python_tests/datasource_test.py          | 172 ++---
 .../datasource_xml_template_test.py           |  37 +-
 test/python_tests/extra_map_props_test.py     |  62 +-
 test/python_tests/feature_test.py             |  93 ++-
 test/python_tests/filter_test.py              | 316 ++++-----
 test/python_tests/fontset_test.py             |  33 +-
 test/python_tests/geojson_plugin_test.py      | 138 ++--
 test/python_tests/geometry_io_test.py         |  70 +-
 test/python_tests/grayscale_test.py           |  10 +-
 .../python_tests/image_encoding_speed_test.py |  19 -
 12 files changed, 713 insertions(+), 953 deletions(-)

diff --git a/test/python_tests/copy_test.py b/test/python_tests/copy_test.py
index b4aa45db2..d08a21d0a 100644
--- a/test/python_tests/copy_test.py
+++ b/test/python_tests/copy_test.py
@@ -1,21 +1,5 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_image_16_8_simple():
     im = mapnik.Image(2, 2, mapnik.ImageType.gray16)
     im.set_pixel(0, 0, 256)
@@ -23,16 +7,16 @@ def test_image_16_8_simple():
     im.set_pixel(1, 0, 5)
     im.set_pixel(1, 1, 2)
     im2 = im.copy(mapnik.ImageType.gray8)
-    eq_(im2.get_pixel(0, 0), 255)
-    eq_(im2.get_pixel(0, 1), 255)
-    eq_(im2.get_pixel(1, 0), 5)
-    eq_(im2.get_pixel(1, 1), 2)
+    assert im2.get_pixel(0, 0) ==  255
+    assert im2.get_pixel(0, 1) ==  255
+    assert im2.get_pixel(1, 0) ==  5
+    assert im2.get_pixel(1, 1) ==  2
     # Cast back!
     im = im2.copy(mapnik.ImageType.gray16)
-    eq_(im.get_pixel(0, 0), 255)
-    eq_(im.get_pixel(0, 1), 255)
-    eq_(im.get_pixel(1, 0), 5)
-    eq_(im.get_pixel(1, 1), 2)
+    assert im.get_pixel(0, 0) ==  255
+    assert im.get_pixel(0, 1) ==  255
+    assert im.get_pixel(1, 0) ==  5
+    assert im.get_pixel(1, 1) ==  2
 
 
 def test_image_32f_8_simple():
@@ -42,20 +26,20 @@ def test_image_32f_8_simple():
     im.set_pixel(1, 0, 120.6)
     im.set_pixel(1, 1, 360.2)
     im2 = im.copy(mapnik.ImageType.gray8)
-    eq_(im2.get_pixel(0, 0), 120)
-    eq_(im2.get_pixel(0, 1), 0)
-    eq_(im2.get_pixel(1, 0), 120)  # Notice this is truncated!
-    eq_(im2.get_pixel(1, 1), 255)
+    assert im2.get_pixel(0, 0) ==  120
+    assert im2.get_pixel(0, 1) ==  0
+    assert im2.get_pixel(1, 0) ==  120  # Notice this is truncated!
+    assert im2.get_pixel(1, 1) ==  255
 
 
 def test_image_offset_and_scale():
     im = mapnik.Image(2, 2, mapnik.ImageType.gray16)
-    eq_(im.offset, 0.0)
-    eq_(im.scaling, 1.0)
+    assert im.offset ==  0.0
+    assert im.scaling ==  1.0
     im.offset = 1.0
     im.scaling = 2.0
-    eq_(im.offset, 1.0)
-    eq_(im.scaling, 2.0)
+    assert im.offset ==  1.0
+    assert im.scaling ==  2.0
 
 
 def test_image_16_8_scale_and_offset():
@@ -67,17 +51,17 @@ def test_image_16_8_scale_and_offset():
     offset = 255
     scaling = 3
     im2 = im.copy(mapnik.ImageType.gray8, offset, scaling)
-    eq_(im2.get_pixel(0, 0), 0)
-    eq_(im2.get_pixel(0, 1), 1)
-    eq_(im2.get_pixel(1, 0), 255)
-    eq_(im2.get_pixel(1, 1), 120)
+    assert im2.get_pixel(0, 0) ==  0
+    assert im2.get_pixel(0, 1) ==  1
+    assert im2.get_pixel(1, 0) ==  255
+    assert im2.get_pixel(1, 1) ==  120
     # pixels will be a little off due to offsets in reverting!
     im3 = im2.copy(mapnik.ImageType.gray16)
-    eq_(im3.get_pixel(0, 0), 255)  # Rounding error with ints
-    eq_(im3.get_pixel(0, 1), 258)  # same
+    assert im3.get_pixel(0, 0) ==  255  # Rounding error with ints
+    assert im3.get_pixel(0, 1) ==  258  # same
     # The other one was way out of range for our scale/offset
-    eq_(im3.get_pixel(1, 0), 1020)
-    eq_(im3.get_pixel(1, 1), 615)  # same
+    assert im3.get_pixel(1, 0) ==  1020
+    assert im3.get_pixel(1, 1) ==  615  # same
 
 
 def test_image_16_32f_scale_and_offset():
@@ -89,16 +73,12 @@ def test_image_16_32f_scale_and_offset():
     offset = 255
     scaling = 3.2
     im2 = im.copy(mapnik.ImageType.gray32f, offset, scaling)
-    eq_(im2.get_pixel(0, 0), 0.3125)
-    eq_(im2.get_pixel(0, 1), 0.9375)
-    eq_(im2.get_pixel(1, 0), -79.6875)
-    eq_(im2.get_pixel(1, 1), 112.5)
+    assert im2.get_pixel(0, 0) ==  0.3125
+    assert im2.get_pixel(0, 1) ==  0.9375
+    assert im2.get_pixel(1, 0) ==  -79.6875
+    assert im2.get_pixel(1, 1) ==  112.5
     im3 = im2.copy(mapnik.ImageType.gray16)
-    eq_(im3.get_pixel(0, 0), 256)
-    eq_(im3.get_pixel(0, 1), 258)
-    eq_(im3.get_pixel(1, 0), 0)
-    eq_(im3.get_pixel(1, 1), 615)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert im3.get_pixel(0, 0) ==  256
+    assert im3.get_pixel(0, 1) ==  258
+    assert im3.get_pixel(1, 0) ==  0
+    assert im3.get_pixel(1, 1) ==  615
diff --git a/test/python_tests/csv_test.py b/test/python_tests/csv_test.py
index 5f131b3d3..07c681cfa 100644
--- a/test/python_tests/csv_test.py
+++ b/test/python_tests/csv_test.py
@@ -1,45 +1,20 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-from __future__ import print_function
-
 import glob
 import os
-
-from nose.tools import eq_, raises
-
 import mapnik
-
-from .utilities import execution_path
-
-
-default_logging_severity = mapnik.logger.get_severity()
-
-
-def setup():
-    # make the tests silent since we intentially test error conditions that
-    # are noisy
-    mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
-def teardown():
-    mapnik.logger.set_severity(default_logging_severity)
+import pytest
 
 if 'csv' in mapnik.DatasourceCache.plugin_names():
 
     def get_csv_ds(filename):
         return mapnik.Datasource(
-            type='csv', file=os.path.join('../data/csv/', filename))
+            type='csv', file=os.path.join('./test/data/csv/', filename))
 
     def test_broken_files(visual=False):
-        broken = glob.glob("../data/csv/fails/*.*")
-        broken.extend(glob.glob("../data/csv/warns/*.*"))
+        broken = glob.glob("./test/data/csv/fails/*.*")
+        broken.extend(glob.glob("./test/data/csv/warns/*.*"))
 
         # Add a filename that doesn't exist
-        broken.append("../data/csv/fails/does_not_exist.csv")
+        broken.append("./test/data/csv/fails/does_not_exist.csv")
 
         for csv in broken:
             if visual:
@@ -50,9 +25,10 @@ def test_broken_files(visual=False):
                     print('\x1b[1;32m✓ \x1b[0m', csv)
 
     def test_good_files(visual=False):
-        good_files = glob.glob("../data/csv/*.*")
-        good_files.extend(glob.glob("../data/csv/warns/*.*"))
-        ignorable = os.path.join('..', 'data', 'csv', 'long_lat.vrt')
+        good_files = glob.glob("./test/data/csv/*.*")
+        good_files.extend(glob.glob("./test/data/csv/warns/*.*"))
+        ignorable = os.path.join('./test', 'data', 'csv', 'long_lat.vrt')
+        print("ignorable:", ignorable)
         good_files.remove(ignorable)
         for f in good_files:
             if f.endswith('.index'):
@@ -70,46 +46,45 @@ def test_good_files(visual=False):
 
     def test_lon_lat_detection(**kwargs):
         ds = get_csv_ds('lon_lat.csv')
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['lon', 'lat'])
-        eq_(ds.field_types(), ['int', 'int'])
+        assert len(ds.fields()) ==  2
+        assert ds.fields(), ['lon' ==  'lat']
+        assert ds.field_types(), ['int' ==  'int']
         query = mapnik.Query(ds.envelope())
         for fld in ds.fields():
             query.add_property_name(fld)
         fs = ds.features(query)
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
         feat = fs.next()
         attr = {'lon': 0, 'lat': 0}
-        eq_(feat.attributes, attr)
+        assert feat.attributes ==  attr
 
     def test_lng_lat_detection(**kwargs):
         ds = get_csv_ds('lng_lat.csv')
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['lng', 'lat'])
-        eq_(ds.field_types(), ['int', 'int'])
+        assert len(ds.fields()) ==  2
+        assert ds.fields(), ['lng' ==  'lat']
+        assert ds.field_types(), ['int' ==  'int']
         query = mapnik.Query(ds.envelope())
         for fld in ds.fields():
             query.add_property_name(fld)
         fs = ds.features(query)
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
         feat = fs.next()
         attr = {'lng': 0, 'lat': 0}
-        eq_(feat.attributes, attr)
+        assert feat.attributes ==  attr
 
     def test_type_detection(**kwargs):
         ds = get_csv_ds('nypd.csv')
-        eq_(ds.fields(),
-            ['Precinct',
-             'Phone',
-             'Address',
-             'City',
-             'geo_longitude',
-             'geo_latitude',
-             'geo_accuracy'])
-        eq_(ds.field_types(), ['str', 'str',
-                               'str', 'str', 'float', 'float', 'str'])
+        assert ds.fields() == ['Precinct',
+                               'Phone',
+                               'Address',
+                               'City',
+                               'geo_longitude',
+                               'geo_latitude',
+                               'geo_accuracy']
+        assert ds.field_types() == ['str', 'str',
+                                    'str', 'str', 'float', 'float', 'str']
         feat = ds.featureset().next()
         attr = {
             'City': u'New York, NY',
@@ -119,33 +94,33 @@ def test_type_detection(**kwargs):
             'Precinct': u'5th Precinct',
             'geo_longitude': -70,
             'geo_latitude': 40}
-        eq_(feat.attributes, attr)
-        eq_(len(list(ds.all_features())), 2)
+        assert feat.attributes ==  attr
+        assert len(list(ds.all_features())) ==  2
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_skipping_blank_rows(**kwargs):
         ds = get_csv_ds('blank_rows.csv')
-        eq_(ds.fields(), ['x', 'y', 'name'])
-        eq_(ds.field_types(), ['int', 'int', 'str'])
-        eq_(len(list(ds.all_features())), 2)
+        assert ds.fields(), ['x', 'y' ==  'name']
+        assert ds.field_types(), ['int', 'int' ==  'str']
+        assert len(list(ds.all_features())) ==  2
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_empty_rows(**kwargs):
         ds = get_csv_ds('empty_rows.csv')
-        eq_(len(ds.fields()), 10)
-        eq_(len(ds.field_types()), 10)
-        eq_(ds.fields(), ['x', 'y', 'text', 'date', 'integer',
-                          'boolean', 'float', 'time', 'datetime', 'empty_column'])
-        eq_(ds.field_types(), ['int', 'int', 'str', 'str',
-                               'int', 'bool', 'float', 'str', 'str', 'str'])
+        assert len(ds.fields()) ==  10
+        assert len(ds.field_types()) ==  10
+        assert ds.fields() == ['x', 'y', 'text', 'date', 'integer',
+                               'boolean', 'float', 'time', 'datetime', 'empty_column']
+        assert ds.field_types() == ['int', 'int', 'str', 'str',
+                                    'int', 'bool', 'float', 'str', 'str', 'str']
         fs = ds.featureset()
         attr = {
             'x': 0,
@@ -162,146 +137,138 @@ def test_empty_rows(**kwargs):
         for feat in fs:
             if first:
                 first = False
-                eq_(feat.attributes, attr)
-            eq_(len(feat), 10)
-            eq_(feat['empty_column'], u'')
+                assert feat.attributes ==  attr
+            assert len(feat) ==  10
+            assert feat['empty_column'] ==  u''
 
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_slashes(**kwargs):
         ds = get_csv_ds('has_attributes_with_slashes.csv')
-        eq_(len(ds.fields()), 3)
+        assert len(ds.fields()) ==  3
         fs = list(ds.all_features())
-        eq_(fs[0].attributes, {'x': 0, 'y': 0, 'name': u'a/a'})
-        eq_(fs[1].attributes, {'x': 1, 'y': 4, 'name': u'b/b'})
-        eq_(fs[2].attributes, {'x': 10, 'y': 2.5, 'name': u'c/c'})
+        assert fs[0].attributes == {'x': 0, 'y': 0, 'name': u'a/a'}
+        assert fs[1].attributes == {'x': 1, 'y': 4, 'name': u'b/b'}
+        assert fs[2].attributes == {'x': 10, 'y': 2.5,  'name': u'c/c'}
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_wkt_field(**kwargs):
         ds = get_csv_ds('wkt.csv')
-        eq_(len(ds.fields()), 1)
-        eq_(ds.fields(), ['type'])
-        eq_(ds.field_types(), ['str'])
+        assert len(ds.fields()) ==  1
+        assert ds.fields() ==  ['type']
+        assert ds.field_types() ==  ['str']
         fs = list(ds.all_features())
-        # eq_(len(fs[0].geometries()),1)
-        eq_(fs[0].geometry.type(), mapnik.GeometryType.Point)
-        # eq_(len(fs[1].geometries()),1)
-        eq_(fs[1].geometry.type(), mapnik.GeometryType.LineString)
-        # eq_(len(fs[2].geometries()),1)
-        eq_(fs[2].geometry.type(), mapnik.GeometryType.Polygon)
-        # eq_(len(fs[3].geometries()),1) # one geometry, two parts
-        eq_(fs[3].geometry.type(), mapnik.GeometryType.Polygon)
-        # eq_(len(fs[4].geometries()),4)
-        eq_(fs[4].geometry.type(), mapnik.GeometryType.MultiPoint)
-        # eq_(len(fs[5].geometries()),2)
-        eq_(fs[5].geometry.type(), mapnik.GeometryType.MultiLineString)
-        # eq_(len(fs[6].geometries()),2)
-        eq_(fs[6].geometry.type(), mapnik.GeometryType.MultiPolygon)
-        # eq_(len(fs[7].geometries()),2)
-        eq_(fs[7].geometry.type(), mapnik.GeometryType.MultiPolygon)
+        assert fs[0].geometry.type() ==  mapnik.GeometryType.Point
+        assert fs[1].geometry.type() ==  mapnik.GeometryType.LineString
+        assert fs[2].geometry.type() ==  mapnik.GeometryType.Polygon
+        assert fs[3].geometry.type() ==  mapnik.GeometryType.Polygon
+        assert fs[4].geometry.type() ==  mapnik.GeometryType.MultiPoint
+        assert fs[5].geometry.type() ==  mapnik.GeometryType.MultiLineString
+        assert fs[6].geometry.type() ==  mapnik.GeometryType.MultiPolygon
+        assert fs[7].geometry.type() ==  mapnik.GeometryType.MultiPolygon
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Collection)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Collection
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_handling_of_missing_header(**kwargs):
         ds = get_csv_ds('missing_header.csv')
-        eq_(len(ds.fields()), 6)
-        eq_(ds.fields(), ['one', 'two', 'x', 'y', '_4', 'aftermissing'])
+        assert len(ds.fields()) ==  6
+        assert ds.fields() == ['one', 'two', 'x', 'y', '_4', 'aftermissing']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['_4'], 'missing')
+        assert feat['_4'] ==  'missing'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_handling_of_headers_that_are_numbers(**kwargs):
         ds = get_csv_ds('numbers_for_headers.csv')
-        eq_(len(ds.fields()), 5)
-        eq_(ds.fields(), ['x', 'y', '1990', '1991', '1992'])
+        assert len(ds.fields()) ==  5
+        assert ds.fields() == ['x', 'y', '1990', '1991', '1992']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['1990'], 1)
-        eq_(feat['1991'], 2)
-        eq_(feat['1992'], 3)
-        eq_(mapnik.Expression("[1991]=2").evaluate(feat), True)
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['1990'] ==  1
+        assert feat['1991'] ==  2
+        assert feat['1992'] ==  3
+        assert mapnik.Expression("[1991]=2").evaluate(feat)
 
     def test_quoted_numbers(**kwargs):
         ds = get_csv_ds('points.csv')
-        eq_(len(ds.fields()), 6)
-        eq_(ds.fields(), ['lat', 'long', 'name', 'nr', 'color', 'placements'])
+        assert len(ds.fields()) ==  6
+        assert ds.fields(), ['lat', 'long', 'name', 'nr', 'color' ==  'placements']
         fs = list(ds.all_features())
-        eq_(fs[0]['placements'], "N,S,E,W,SW,10,5")
-        eq_(fs[1]['placements'], "N,S,E,W,SW,10,5")
-        eq_(fs[2]['placements'], "N,S,E,W,SW,10,5")
-        eq_(fs[3]['placements'], "N,S,E,W,SW,10,5")
-        eq_(fs[4]['placements'], "N,S,E,W,SW,10,5")
+        assert fs[0]['placements'] == "N,S,E,W,SW,10,5"
+        assert fs[1]['placements'] == "N,S,E,W,SW,10,5"
+        assert fs[2]['placements'] == "N,S,E,W,SW,10,5"
+        assert fs[3]['placements'] == "N,S,E,W,SW,10,5"
+        assert fs[4]['placements'] == "N,S,E,W,SW,10,5"
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_reading_windows_newlines(**kwargs):
         ds = get_csv_ds('windows_newlines.csv')
-        eq_(len(ds.fields()), 3)
+        assert len(ds.fields()) ==  3
         feats = list(ds.all_features())
-        eq_(len(feats), 1)
+        assert len(feats) ==  1
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 1)
-        eq_(feat['y'], 10)
-        eq_(feat['z'], 9999.9999)
+        assert feat['x'] ==  1
+        assert feat['y'] ==  10
+        assert feat['z'] ==  9999.9999
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_reading_mac_newlines(**kwargs):
         ds = get_csv_ds('mac_newlines.csv')
-        eq_(len(ds.fields()), 3)
+        assert len(ds.fields()) ==  3
         feats = list(ds.all_features())
-        eq_(len(feats), 1)
+        assert len(feats) ==  1
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 1)
-        eq_(feat['y'], 10)
-        eq_(feat['z'], 9999.9999)
+        assert feat['x'] ==  1
+        assert feat['y'] ==  10
+        assert feat['z'] ==  9999.9999
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def check_newlines(filename):
         ds = get_csv_ds(filename)
-        eq_(len(ds.fields()), 3)
+        assert len(ds.fields()) ==  3
         feats = list(ds.all_features())
-        eq_(len(feats), 1)
+        assert len(feats) ==  1
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['line'], 'many\n  lines\n  of text\n  with unix newlines')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['line'] ==  'many\n  lines\n  of text\n  with unix newlines'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_mixed_mac_unix_newlines(**kwargs):
         check_newlines('mac_newlines_with_unix_inline.csv')
@@ -325,111 +292,112 @@ def test_mixed_windows_unix_newlines_escaped(**kwargs):
 
     def test_tabs(**kwargs):
         ds = get_csv_ds('tabs_in_csv.csv')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'z'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'z']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], -122)
-        eq_(feat['y'], 48)
-        eq_(feat['z'], 0)
+        assert feat['x'] ==  -122
+        assert feat['y'] ==  48
+        assert feat['z'] ==  0
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_separator_pipes(**kwargs):
         ds = get_csv_ds('pipe_delimiters.csv')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'z'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'z']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['z'], 'hello')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['z'] ==  'hello'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_separator_semicolon(**kwargs):
         ds = get_csv_ds('semicolon_delimiters.csv')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'z'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'z']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['z'], 'hello')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['z'] ==  'hello'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_that_null_and_bool_keywords_are_empty_strings(**kwargs):
         ds = get_csv_ds('nulls_and_booleans_as_strings.csv')
-        eq_(len(ds.fields()), 4)
-        eq_(ds.fields(), ['x', 'y', 'null', 'boolean'])
-        eq_(ds.field_types(), ['int', 'int', 'str', 'bool'])
+        assert len(ds.fields()) ==  4
+        assert ds.fields(), ['x', 'y', 'null' ==  'boolean']
+        assert ds.field_types(), ['int', 'int', 'str' ==  'bool']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['null'], 'null')
-        eq_(feat['boolean'], True)
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['null'] ==  'null'
+        assert feat['boolean'] ==  True
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['null'], '')
-        eq_(feat['boolean'], False)
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['null'] ==  ''
+        assert feat['boolean'] ==  False
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
 
-    @raises(RuntimeError)
     def test_that_nonexistant_query_field_throws(**kwargs):
-        ds = get_csv_ds('lon_lat.csv')
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['lon', 'lat'])
-        eq_(ds.field_types(), ['int', 'int'])
-        query = mapnik.Query(ds.envelope())
-        for fld in ds.fields():
-            query.add_property_name(fld)
-        # also add an invalid one, triggering throw
-        query.add_property_name('bogus')
-        ds.features(query)
+        with pytest.raises(RuntimeError):
+            ds = get_csv_ds('lon_lat.csv')
+            assert len(ds.fields()) ==  2
+            assert ds.fields(), ['lon' ==  'lat']
+            assert ds.field_types(), ['int' ==  'int']
+            query = mapnik.Query(ds.envelope())
+            for fld in ds.fields():
+                query.add_property_name(fld)
+                # also add an invalid one, triggering throw
+                query.add_property_name('bogus')
+                ds.features(query)
+
 
     def test_that_leading_zeros_mean_strings(**kwargs):
         ds = get_csv_ds('leading_zeros.csv')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'fips'])
-        eq_(ds.field_types(), ['int', 'int', 'str'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'fips']
+        assert ds.field_types(), ['int', 'int' ==  'str']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['fips'], '001')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['fips'] ==  '001'
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['fips'], '003')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['fips'] ==  '003'
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['fips'], '005')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['fips'] ==  '005'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_advanced_geometry_detection(**kwargs):
         ds = get_csv_ds('point_wkt.csv')
-        eq_(ds.describe()['geometry_type'], mapnik.DataGeometryType.Point)
+        assert ds.describe()['geometry_type'] ==  mapnik.DataGeometryType.Point
         ds = get_csv_ds('poly_wkt.csv')
-        eq_(ds.describe()['geometry_type'], mapnik.DataGeometryType.Polygon)
+        assert ds.describe()['geometry_type'] ==  mapnik.DataGeometryType.Polygon
         ds = get_csv_ds('multi_poly_wkt.csv')
-        eq_(ds.describe()['geometry_type'], mapnik.DataGeometryType.Polygon)
+        assert ds.describe()['geometry_type'] ==  mapnik.DataGeometryType.Polygon
         ds = get_csv_ds('line_wkt.csv')
-        eq_(ds.describe()['geometry_type'], mapnik.DataGeometryType.LineString)
+        assert ds.describe()['geometry_type'] ==  mapnik.DataGeometryType.LineString
 
     def test_creation_of_csv_from_in_memory_string(**kwargs):
         csv_string = '''
@@ -437,10 +405,10 @@ def test_creation_of_csv_from_in_memory_string(**kwargs):
           "POINT (120.15 48.47)","Winthrop, WA"
           '''  # csv plugin will test lines <= 10 chars for being fully blank
         ds = mapnik.Datasource(**{"type": "csv", "inline": csv_string})
-        eq_(ds.describe()['geometry_type'], mapnik.DataGeometryType.Point)
+        assert ds.describe()['geometry_type'] ==  mapnik.DataGeometryType.Point
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['Name'], u"Winthrop, WA")
+        assert feat['Name'], u"Winthrop ==  WA"
 
     def test_creation_of_csv_from_in_memory_string_with_uft8(**kwargs):
         csv_string = '''
@@ -448,37 +416,29 @@ def test_creation_of_csv_from_in_memory_string_with_uft8(**kwargs):
           "POINT (120.15 48.47)","Québec"
           '''  # csv plugin will test lines <= 10 chars for being fully blank
         ds = mapnik.Datasource(**{"type": "csv", "inline": csv_string})
-        eq_(ds.describe()['geometry_type'], mapnik.DataGeometryType.Point)
+        assert ds.describe()['geometry_type'] ==  mapnik.DataGeometryType.Point
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['Name'], u"Québec")
+        assert feat['Name'] ==  u"Québec"
 
     def validate_geojson_datasource(ds):
-        eq_(len(ds.fields()), 1)
-        eq_(ds.fields(), ['type'])
-        eq_(ds.field_types(), ['str'])
+        assert len(ds.fields()) ==  1
+        assert ds.fields() ==  ['type']
+        assert ds.field_types() ==  ['str']
         fs = list(ds.all_features())
-        # eq_(len(fs[0].geometries()),1)
-        eq_(fs[0].geometry.type(), mapnik.GeometryType.Point)
-        # eq_(len(fs[1].geometries()),1)
-        eq_(fs[1].geometry.type(), mapnik.GeometryType.LineString)
-        # eq_(len(fs[2].geometries()),1)
-        eq_(fs[2].geometry.type(), mapnik.GeometryType.Polygon)
-        # eq_(len(fs[3].geometries()),1) # one geometry, two parts
-        eq_(fs[3].geometry.type(), mapnik.GeometryType.Polygon)
-        # eq_(len(fs[4].geometries()),4)
-        eq_(fs[4].geometry.type(), mapnik.GeometryType.MultiPoint)
-        # eq_(len(fs[5].geometries()),2)
-        eq_(fs[5].geometry.type(), mapnik.GeometryType.MultiLineString)
-        # eq_(len(fs[6].geometries()),2)
-        eq_(fs[6].geometry.type(), mapnik.GeometryType.MultiPolygon)
-        # eq_(len(fs[7].geometries()),2)
-        eq_(fs[7].geometry.type(), mapnik.GeometryType.MultiPolygon)
+        assert fs[0].geometry.type() ==  mapnik.GeometryType.Point
+        assert fs[1].geometry.type() ==  mapnik.GeometryType.LineString
+        assert fs[2].geometry.type() ==  mapnik.GeometryType.Polygon
+        assert fs[3].geometry.type() ==  mapnik.GeometryType.Polygon
+        assert fs[4].geometry.type() ==  mapnik.GeometryType.MultiPoint
+        assert fs[5].geometry.type() ==  mapnik.GeometryType.MultiLineString
+        assert fs[6].geometry.type() ==  mapnik.GeometryType.MultiPolygon
+        assert fs[7].geometry.type() ==  mapnik.GeometryType.MultiPolygon
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Collection)
-        eq_(desc['name'], 'csv')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Collection
+        assert desc['name'] ==  'csv'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
     def test_json_field1(**kwargs):
         ds = get_csv_ds('geojson_double_quote_escape.csv')
@@ -494,129 +454,129 @@ def test_json_field3(**kwargs):
 
     def test_that_blank_undelimited_rows_are_still_parsed(**kwargs):
         ds = get_csv_ds('more_headers_than_column_values.csv')
-        eq_(len(ds.fields()), 0)
-        eq_(ds.fields(), [])
-        eq_(ds.field_types(), [])
+        assert len(ds.fields()) ==  0
+        assert ds.fields() ==  []
+        assert ds.field_types() ==  []
         fs = list(ds.featureset())
-        eq_(len(fs), 0)
+        assert len(fs) ==  0
         desc = ds.describe()
-        eq_(desc['geometry_type'], None)
+        assert desc['geometry_type'] ==  None
 
-    @raises(RuntimeError)
     def test_that_fewer_headers_than_rows_throws(**kwargs):
-        # this has invalid header # so throw
-        get_csv_ds('more_column_values_than_headers.csv')
+        with pytest.raises(RuntimeError):
+            # this has invalid header # so throw
+            get_csv_ds('more_column_values_than_headers.csv')
 
     def test_that_feature_id_only_incremented_for_valid_rows(**kwargs):
         ds = mapnik.Datasource(type='csv',
-                               file=os.path.join('../data/csv/warns', 'feature_id_counting.csv'))
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'id'])
-        eq_(ds.field_types(), ['int', 'int', 'int'])
+                               file=os.path.join('./test/data/csv/warns', 'feature_id_counting.csv'))
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'id']
+        assert ds.field_types(), ['int', 'int' ==  'int']
         fs = ds.featureset()
         # first
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['id'], 1)
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['id'] ==  1
         # second, should have skipped bogus one
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['id'], 2)
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['id'] ==  2
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(len(list(ds.all_features())), 2)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert len(list(ds.all_features())) ==  2
 
     def test_dynamically_defining_headers1(**kwargs):
         ds = mapnik.Datasource(type='csv',
                                file=os.path.join(
-                                   '../data/csv/fails', 'needs_headers_two_lines.csv'),
+                                   './test/data/csv/fails', 'needs_headers_two_lines.csv'),
                                headers='x,y,name')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'name'])
-        eq_(ds.field_types(), ['int', 'int', 'str'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'name']
+        assert ds.field_types(), ['int', 'int' ==  'str']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['name'], 'data_name')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['name'] ==  'data_name'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(len(list(ds.all_features())), 2)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert len(list(ds.all_features())) ==  2
 
     def test_dynamically_defining_headers2(**kwargs):
         ds = mapnik.Datasource(type='csv',
                                file=os.path.join(
-                                   '../data/csv/fails', 'needs_headers_one_line.csv'),
+                                   './test/data/csv/fails', 'needs_headers_one_line.csv'),
                                headers='x,y,name')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'name'])
-        eq_(ds.field_types(), ['int', 'int', 'str'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'name']
+        assert ds.field_types(), ['int', 'int' ==  'str']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['name'], 'data_name')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['name'] ==  'data_name'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(len(list(ds.all_features())), 1)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert len(list(ds.all_features())) ==  1
 
     def test_dynamically_defining_headers3(**kwargs):
         ds = mapnik.Datasource(type='csv',
                                file=os.path.join(
-                                   '../data/csv/fails', 'needs_headers_one_line_no_newline.csv'),
+                                   './test/data/csv/fails', 'needs_headers_one_line_no_newline.csv'),
                                headers='x,y,name')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'name'])
-        eq_(ds.field_types(), ['int', 'int', 'str'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'name']
+        assert ds.field_types(), ['int', 'int' ==  'str']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['x'], 0)
-        eq_(feat['y'], 0)
-        eq_(feat['name'], 'data_name')
+        assert feat['x'] ==  0
+        assert feat['y'] ==  0
+        assert feat['name'] ==  'data_name'
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(len(list(ds.all_features())), 1)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert len(list(ds.all_features())) ==  1
 
     def test_that_64bit_int_fields_work(**kwargs):
         ds = get_csv_ds('64bit_int.csv')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'bigint'])
-        eq_(ds.field_types(), ['int', 'int', 'int'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'bigint']
+        assert ds.field_types(), ['int', 'int' ==  'int']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['bigint'], 2147483648)
+        assert feat['bigint'] ==  2147483648
         feat = fs.next()
-        eq_(feat['bigint'], 9223372036854775807)
-        eq_(feat['bigint'], 0x7FFFFFFFFFFFFFFF)
+        assert feat['bigint'] ==  9223372036854775807
+        assert feat['bigint'] ==  0x7FFFFFFFFFFFFFFF
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(len(list(ds.all_features())), 2)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert len(list(ds.all_features())) ==  2
 
     def test_various_number_types(**kwargs):
         ds = get_csv_ds('number_types.csv')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['x', 'y', 'floats'])
-        eq_(ds.field_types(), ['int', 'int', 'float'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['x', 'y' ==  'floats']
+        assert ds.field_types(), ['int', 'int' ==  'float']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['floats'], .0)
+        assert feat['floats'] ==  .0
         feat = fs.next()
-        eq_(feat['floats'], +.0)
+        assert feat['floats'] ==  +.0
         feat = fs.next()
-        eq_(feat['floats'], 1e-06)
+        assert feat['floats'] ==  1e-06
         feat = fs.next()
-        eq_(feat['floats'], -1e-06)
+        assert feat['floats'] ==  -1e-06
         feat = fs.next()
-        eq_(feat['floats'], 0.000001)
+        assert feat['floats'] ==  0.000001
         feat = fs.next()
-        eq_(feat['floats'], 1.234e+16)
+        assert feat['floats'] ==  1.234e+16
         feat = fs.next()
-        eq_(feat['floats'], 1.234e+16)
+        assert feat['floats'] ==  1.234e+16
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(len(list(ds.all_features())), 8)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert len(list(ds.all_features())) ==  8
 
     def test_manually_supplied_extent(**kwargs):
         csv_string = '''
@@ -625,21 +585,17 @@ def test_manually_supplied_extent(**kwargs):
         ds = mapnik.Datasource(
             **{"type": "csv", "extent": "-180,-90,180,90", "inline": csv_string})
         b = ds.envelope()
-        eq_(b.minx, -180)
-        eq_(b.miny, -90)
-        eq_(b.maxx, 180)
-        eq_(b.maxy, 90)
+        assert b.minx ==  -180
+        assert b.miny ==  -90
+        assert b.maxx ==  180
+        assert b.maxy ==  90
 
     def test_inline_geojson(**kwargs):
         csv_string = "geojson\n'{\"coordinates\":[-92.22568,38.59553],\"type\":\"Point\"}'"
         ds = mapnik.Datasource(**{"type": "csv", "inline": csv_string})
-        eq_(len(ds.fields()), 0)
-        eq_(ds.fields(), [])
-        # FIXME - re-enable after https://github.com/mapnik/mapnik/issues/2319 is fixed
-        #fs = ds.featureset()
-        #feat = fs.next()
-        # eq_(feat.num_geometries(),1)
-
-if __name__ == "__main__":
-    setup()
-    [eval(run)(visual=True) for run in dir() if 'test_' in run]
+        assert len(ds.fields()) ==  0
+        assert ds.fields() ==  []
+        fs = ds.featureset()
+        feat = fs.next()
+        assert feat.geometry.type() == mapnik.GeometryType.Point
+        assert feat.geometry.to_wkt() == "POINT(-92.22568 38.59553)"
diff --git a/test/python_tests/datasource_test.py b/test/python_tests/datasource_test.py
index 8a2183abb..5fa6780c6 100644
--- a/test/python_tests/datasource_test.py
+++ b/test/python_tests/datasource_test.py
@@ -1,160 +1,141 @@
-#!/usr/bin/env python
 import os
 import sys
-from itertools import groupby
-
-from nose.tools import eq_, raises
-
 import mapnik
+import pytest
 
-from .utilities import execution_path, run_all
-
-PYTHON3 = sys.version_info[0] == 3
-if PYTHON3:
-    xrange = range
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
+from itertools import groupby
 
 def test_that_datasources_exist():
     if len(mapnik.DatasourceCache.plugin_names()) == 0:
         print('***NOTICE*** - no datasource plugins have been loaded')
 
 # adapted from raster_symboliser_test#test_dataraster_query_point
-
-
-@raises(RuntimeError)
 def test_vrt_referring_to_missing_files():
-    srs = 'epsg:32630'
-    if 'gdal' in mapnik.DatasourceCache.plugin_names():
-        lyr = mapnik.Layer('dataraster')
-        lyr.datasource = mapnik.Gdal(
-            file='../data/raster/missing_raster.vrt',
-            band=1,
-        )
-        lyr.srs = srs
-        _map = mapnik.Map(256, 256, srs)
-        _map.layers.append(lyr)
-
-        # center of extent of raster
-        x, y = 556113.0, 4381428.0  # center of extent of raster
-
-        _map.zoom_all()
-
-        # Fancy stuff to supress output of error
-        # open 2 fds
-        null_fds = [os.open(os.devnull, os.O_RDWR) for x in xrange(2)]
-        # save the current file descriptors to a tuple
-        save = os.dup(1), os.dup(2)
-        # put /dev/null fds on 1 and 2
-        os.dup2(null_fds[0], 1)
-        os.dup2(null_fds[1], 2)
-
-        # *** run the function ***
-        try:
-            # Should RuntimeError here
-            list(_map.query_point(0, x, y))
-        finally:
-            # restore file descriptors so I can print the results
-            os.dup2(save[0], 1)
-            os.dup2(save[1], 2)
-            # close the temporary fds
-            os.close(null_fds[0])
-            os.close(null_fds[1])
+    with pytest.raises(RuntimeError):
+        srs = 'epsg:32630'
+        if 'gdal' in mapnik.DatasourceCache.plugin_names():
+            lyr = mapnik.Layer('dataraster')
+            lyr.datasource = mapnik.Gdal(
+                file='./test/data/raster/missing_raster.vrt',
+                band=1,
+            )
+            lyr.srs = srs
+            _map = mapnik.Map(256, 256, srs)
+            _map.layers.append(lyr)
+
+            # center of extent of raster
+            x, y = 556113.0, 4381428.0  # center of extent of raster
+            _map.zoom_all()
+
+            # Fancy stuff to supress output of error
+            # open 2 fds
+            null_fds = [os.open(os.devnull, os.O_RDWR) for x in range(2)]
+            # save the current file descriptors to a tuple
+            save = os.dup(1), os.dup(2)
+            # put /dev/null fds on 1 and 2
+            os.dup2(null_fds[0], 1)
+            os.dup2(null_fds[1], 2)
+
+            # *** run the function ***
+            try:
+                # Should RuntimeError here
+                list(_map.query_point(0, x, y))
+            finally:
+                # restore file descriptors so I can print the results
+                os.dup2(save[0], 1)
+                os.dup2(save[1], 2)
+                # close the temporary fds
+                os.close(null_fds[0])
+                os.close(null_fds[1])
 
 
 def test_field_listing():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
         fields = ds.fields()
-        eq_(fields, ['AREA', 'EAS_ID', 'PRFEDEA'])
+        assert fields, ['AREA', 'EAS_ID' ==  'PRFEDEA']
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Polygon)
-        eq_(desc['name'], 'shape')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Polygon
+        assert desc['name'] ==  'shape'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
 
 
 def test_total_feature_count_shp():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
         features = ds.all_features()
         num_feats = len(list(features))
-        eq_(num_feats, 10)
-
+        assert num_feats ==  10
 
 def test_total_feature_count_json():
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Ogr(file='../data/json/points.geojson', layer_by_index=0)
+        ds = mapnik.Ogr(file='./test/data/json/points.geojson', layer_by_index=0)
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(desc['name'], 'ogr')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert desc['name'] ==  'ogr'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
         features = ds.all_features()
         num_feats = len(list(features))
-        eq_(num_feats, 5)
+        assert num_feats ==  5
 
 
 def test_sqlite_reading():
     if 'sqlite' in mapnik.DatasourceCache.plugin_names():
         ds = mapnik.SQLite(
-            file='../data/sqlite/world.sqlite',
+            file='./test/data/sqlite/world.sqlite',
             table_by_index=0)
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Polygon)
-        eq_(desc['name'], 'sqlite')
-        eq_(desc['type'], mapnik.DataType.Vector)
-        eq_(desc['encoding'], 'utf-8')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Polygon
+        assert desc['name'] ==  'sqlite'
+        assert desc['type'] ==  mapnik.DataType.Vector
+        assert desc['encoding'] ==  'utf-8'
         features = ds.all_features()
         num_feats = len(list(features))
-        eq_(num_feats, 245)
+        assert num_feats ==  245
 
 
 def test_reading_json_from_string():
-    with open('../data/json/points.geojson', 'r') as f:
+    with open('./test/data/json/points.geojson', 'r') as f:
         json = f.read()
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
         ds = mapnik.Ogr(file=json, layer_by_index=0)
         features = ds.all_features()
         num_feats = len(list(features))
-        eq_(num_feats, 5)
+        assert num_feats ==  5
 
 
 def test_feature_envelope():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
         features = ds.all_features()
         for feat in features:
             env = feat.envelope()
             contains = ds.envelope().contains(env)
-            eq_(contains, True)
+            assert contains ==  True
             intersects = ds.envelope().contains(env)
-            eq_(intersects, True)
+            assert intersects ==  True
 
 
 def test_feature_attributes():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
         features = list(ds.all_features())
         feat = features[0]
         attrs = {'PRFEDEA': u'35043411', 'EAS_ID': 168, 'AREA': 215229.266}
-        eq_(feat.attributes, attrs)
-        eq_(ds.fields(), ['AREA', 'EAS_ID', 'PRFEDEA'])
-        eq_(ds.field_types(), ['float', 'int', 'str'])
+        assert feat.attributes ==  attrs
+        assert ds.fields(), ['AREA', 'EAS_ID' ==  'PRFEDEA']
+        assert ds.field_types(), ['float', 'int' ==  'str']
 
 
 def test_ogr_layer_by_sql():
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Ogr(file='../data/shp/poly.shp',
+        ds = mapnik.Ogr(file='./test/data/shp/poly.shp',
                         layer_by_sql='SELECT * FROM poly WHERE EAS_ID = 168')
         features = ds.all_features()
         num_feats = len(list(features))
-        eq_(num_feats, 1)
+        assert num_feats ==  1
 
 
 def test_hit_grid():
@@ -166,12 +147,12 @@ def rle_encode(l):
 
     m = mapnik.Map(256, 256)
     try:
-        mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
+        mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
         m.zoom_all()
         join_field = 'NAME'
         fg = []  # feature grid
-        for y in xrange(0, 256, 4):
-            for x in xrange(0, 256, 4):
+        for y in range(0, 256, 4):
+            for x in range(0, 256, 4):
                 featureset = m.query_map_point(0, x, y)
                 added = False
                 for feature in featureset:
@@ -180,14 +161,9 @@ def rle_encode(l):
                 if not added:
                     fg.append('')
         hit_list = '|'.join(rle_encode(fg))
-        eq_(hit_list[:16], '730:|2:Greenland')
-        eq_(hit_list[-12:], '1:Chile|812:')
+        assert hit_list[:16] ==  '730:|2:Greenland'
+        assert hit_list[-12:] ==  '1:Chile|812:'
     except RuntimeError as e:
         # only test datasources that we have installed
         if not 'Could not create datasource' in str(e):
             raise RuntimeError(str(e))
-
-
-if __name__ == '__main__':
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
diff --git a/test/python_tests/datasource_xml_template_test.py b/test/python_tests/datasource_xml_template_test.py
index b561d93e6..1a0c06131 100644
--- a/test/python_tests/datasource_xml_template_test.py
+++ b/test/python_tests/datasource_xml_template_test.py
@@ -1,27 +1,18 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_datasource_template_is_working():
     m = mapnik.Map(256, 256)
-    try:
-        mapnik.load_map(m, '../data/good_maps/datasource.xml')
-    except RuntimeError as e:
-        if "Required parameter 'type'" in str(e):
-            raise RuntimeError(e)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    mapnik.load_map(m, './test/data/good_maps/datasource.xml')
+    for layer in m.layers:
+        layer_bbox = layer.envelope()
+        bbox = None
+        first = True
+        for feature in layer.datasource:
+            assert feature.envelope() == feature.geometry.envelope()
+            assert layer_bbox.contains(feature.envelope())
+            if first:
+                first = False
+                bbox = feature.envelope()
+            else:
+                bbox += feature.envelope()
+        assert layer_bbox == bbox
diff --git a/test/python_tests/extra_map_props_test.py b/test/python_tests/extra_map_props_test.py
index ac9e7482d..1b8796763 100644
--- a/test/python_tests/extra_map_props_test.py
+++ b/test/python_tests/extra_map_props_test.py
@@ -1,48 +1,32 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_arbitrary_parameters_attached_to_map():
     m = mapnik.Map(256, 256)
-    mapnik.load_map(m, '../data/good_maps/extra_arbitary_map_parameters.xml')
-    eq_(len(m.parameters), 5)
-    eq_(m.parameters['key'], 'value2')
-    eq_(m.parameters['key3'], 'value3')
-    eq_(m.parameters['unicode'], u'iván')
-    eq_(m.parameters['integer'], 10)
-    eq_(m.parameters['decimal'], .999)
+    mapnik.load_map(m, './test/data/good_maps/extra_arbitary_map_parameters.xml')
+    assert len(m.parameters) ==  5
+    assert m.parameters['key'] ==  'value2'
+    assert m.parameters['key3'] ==  'value3'
+    assert m.parameters['unicode'] ==  u'iván'
+    assert m.parameters['integer'] ==  10
+    assert m.parameters['decimal'] ==  .999
     m2 = mapnik.Map(256, 256)
     for k, v in m.parameters:
         m2.parameters.append(mapnik.Parameter(k, v))
-    eq_(len(m2.parameters), 5)
-    eq_(m2.parameters['key'], 'value2')
-    eq_(m2.parameters['key3'], 'value3')
-    eq_(m2.parameters['unicode'], u'iván')
-    eq_(m2.parameters['integer'], 10)
-    eq_(m2.parameters['decimal'], .999)
+    assert len(m2.parameters) ==  5
+    assert m2.parameters['key'] ==  'value2'
+    assert m2.parameters['key3'] ==  'value3'
+    assert m2.parameters['unicode'] ==  u'iván'
+    assert m2.parameters['integer'] ==  10
+    assert m2.parameters['decimal'] ==  .999
     map_string = mapnik.save_map_to_string(m)
     m3 = mapnik.Map(256, 256)
     mapnik.load_map_from_string(m3, map_string)
-    eq_(len(m3.parameters), 5)
-    eq_(m3.parameters['key'], 'value2')
-    eq_(m3.parameters['key3'], 'value3')
-    eq_(m3.parameters['unicode'], u'iván')
-    eq_(m3.parameters['integer'], 10)
-    eq_(m3.parameters['decimal'], .999)
+    assert len(m3.parameters) ==  5
+    assert m3.parameters['key'] ==  'value2'
+    assert m3.parameters['key3'] ==  'value3'
+    assert m3.parameters['unicode'] ==  u'iván'
+    assert m3.parameters['integer'] ==  10
+    assert m3.parameters['decimal'] ==  .999
 
 
 def test_serializing_arbitrary_parameters():
@@ -52,9 +36,5 @@ def test_serializing_arbitrary_parameters():
 
     m2 = mapnik.Map(1, 1)
     mapnik.load_map_from_string(m2, mapnik.save_map_to_string(m))
-    eq_(m2.parameters['width'], m.width)
-    eq_(m2.parameters['height'], m.height)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert m2.parameters['width'] ==  m.width
+    assert m2.parameters['height'] ==  m.height
diff --git a/test/python_tests/feature_test.py b/test/python_tests/feature_test.py
index 7a544af1a..d4f8afc61 100644
--- a/test/python_tests/feature_test.py
+++ b/test/python_tests/feature_test.py
@@ -1,26 +1,17 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 from binascii import unhexlify
-
-from nose.tools import eq_, raises
-
 import mapnik
-
-from .utilities import run_all
-
+import pytest
 
 def test_default_constructor():
     f = mapnik.Feature(mapnik.Context(), 1)
-    eq_(f is not None, True)
+    assert f is not None
 
 
 def test_feature_geo_interface():
     ctx = mapnik.Context()
     feat = mapnik.Feature(ctx, 1)
     feat.geometry = mapnik.Geometry.from_wkt('Point (0 0)')
-    eq_(feat.__geo_interface__['geometry'], {
-        u'type': u'Point', u'coordinates': [0, 0]})
+    assert feat.__geo_interface__['geometry'] == {u'type': u'Point', u'coordinates': [0, 0]}
 
 
 def test_python_extended_constructor():
@@ -31,15 +22,15 @@ def test_python_extended_constructor():
     wkt = 'POLYGON ((35 10, 10 20, 15 40, 45 45, 35 10),(20 30, 35 35, 30 20, 20 30))'
     f.geometry = mapnik.Geometry.from_wkt(wkt)
     f['foo'] = 'bar'
-    eq_(f['foo'], 'bar')
-    eq_(f.envelope(), mapnik.Box2d(10.0, 10.0, 45.0, 45.0))
+    assert f['foo'] ==  'bar'
+    assert f.envelope(), mapnik.Box2d(10.0, 10.0, 45.0 ==  45.0)
     # reset
     f['foo'] = u"avión"
-    eq_(f['foo'], u"avión")
+    assert f['foo'] ==  u"avión"
     f['foo'] = 1.4
-    eq_(f['foo'], 1.4)
+    assert f['foo'] ==  1.4
     f['foo'] = True
-    eq_(f['foo'], True)
+    assert f['foo'] ==  True
 
 
 def test_add_geom_wkb():
@@ -49,13 +40,13 @@ def test_add_geom_wkb():
     if hasattr(geometry, 'is_valid'):
         # Those are only available when python-mapnik has been built with
         # boost >= 1.56.
-        eq_(geometry.is_valid(), True)
-        eq_(geometry.is_simple(), True)
-    eq_(geometry.envelope(), mapnik.Box2d(10.0, 10.0, 40.0, 40.0))
+        assert geometry.is_valid() ==  True
+        assert geometry.is_simple() ==  True
+    assert geometry.envelope(), mapnik.Box2d(10.0, 10.0, 40.0 ==  40.0)
     geometry.correct()
     if hasattr(geometry, 'is_valid'):
         # valid after calling correct
-        eq_(geometry.is_valid(), True)
+        assert geometry.is_valid() ==  True
 
 
 def test_feature_expression_evaluation():
@@ -63,13 +54,13 @@ def test_feature_expression_evaluation():
     context.push('name')
     f = mapnik.Feature(context, 1)
     f['name'] = 'a'
-    eq_(f['name'], u'a')
+    assert f['name'] ==  u'a'
     expr = mapnik.Expression("[name]='a'")
     evaluated = expr.evaluate(f)
-    eq_(evaluated, True)
+    assert evaluated ==  True
     num_attributes = len(f)
-    eq_(num_attributes, 1)
-    eq_(f.id(), 1)
+    assert num_attributes ==  1
+    assert f.id() ==  1
 
 # https://github.com/mapnik/mapnik/issues/933
 
@@ -79,16 +70,16 @@ def test_feature_expression_evaluation_missing_attr():
     context.push('name')
     f = mapnik.Feature(context, 1)
     f['name'] = u'a'
-    eq_(f['name'], u'a')
+    assert f['name'] ==  u'a'
     expr = mapnik.Expression("[fielddoesnotexist]='a'")
-    eq_('fielddoesnotexist' in f, False)
+    assert not 'fielddoesnotexist' in f
     try:
         expr.evaluate(f)
     except Exception as e:
-        eq_("Key does not exist" in str(e), True)
+        assert "Key does not exist" in str(e) ==  True
     num_attributes = len(f)
-    eq_(num_attributes, 1)
-    eq_(f.id(), 1)
+    assert num_attributes ==  1
+    assert f.id() ==  1
 
 # https://github.com/mapnik/mapnik/issues/934
 
@@ -98,31 +89,27 @@ def test_feature_expression_evaluation_attr_with_spaces():
     context.push('name with space')
     f = mapnik.Feature(context, 1)
     f['name with space'] = u'a'
-    eq_(f['name with space'], u'a')
+    assert f['name with space'] ==  u'a'
     expr = mapnik.Expression("[name with space]='a'")
-    eq_(str(expr), "([name with space]='a')")
-    eq_(expr.evaluate(f), True)
+    assert str(expr) ==  "([name with space]='a')"
+    assert expr.evaluate(f) ==  True
 
 # https://github.com/mapnik/mapnik/issues/2390
 
-
-@raises(RuntimeError)
 def test_feature_from_geojson():
-    ctx = mapnik.Context()
-    inline_string = """
-    {
-         "geometry" : {
-            "coordinates" : [ 0,0 ]
-            "type" : "Point"
-         },
-         "type" : "Feature",
-         "properties" : {
-            "this":"that"
-            "known":"nope because missing comma"
-         }
-    }
-    """
-    mapnik.Feature.from_geojson(inline_string, ctx)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    with pytest.raises(RuntimeError):
+        ctx = mapnik.Context()
+        inline_string = """
+        {
+        "geometry" : {
+        "coordinates" : [ 0,0 ]
+        "type" : "Point"
+        },
+        "type" : "Feature",
+        "properties" : {
+        "this":"that"
+        "known":"nope because missing comma"
+        }
+        }
+        """
+        mapnik.Feature.from_geojson(inline_string, ctx)
diff --git a/test/python_tests/filter_test.py b/test/python_tests/filter_test.py
index 39deb5b2f..641d6950f 100644
--- a/test/python_tests/filter_test.py
+++ b/test/python_tests/filter_test.py
@@ -1,18 +1,5 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-import sys
-
-from nose.tools import eq_, raises
-
 import mapnik
-
-from .utilities import run_all
-
-PYTHON3 = sys.version_info[0] == 3
-if PYTHON3:
-    long = int
-    unicode = str
-
+import pytest
 
 if hasattr(mapnik, 'Expression'):
     mapnik.Filter = mapnik.Expression
@@ -96,11 +83,11 @@ def test_filter_init():
 
     first = filters[0]
     for f in filters:
-        eq_(str(first), str(f))
+        assert str(first) ==  str(f)
 
     s = m.find_style('s2')
 
-    eq_(s.filter_mode, mapnik.filter_mode.FIRST)
+    assert s.filter_mode ==  mapnik.filter_mode.FIRST
 
 
 def test_geometry_type_eval():
@@ -110,45 +97,42 @@ def test_geometry_type_eval():
     f = mapnik.Feature(context2, 0)
     f["mapnik::geometry_type"] = 'sneaky'
     expr = mapnik.Expression("[mapnik::geometry_type]")
-    eq_(expr.evaluate(f), 0)
+    assert expr.evaluate(f) ==  0
 
     expr = mapnik.Expression("[mapnik::geometry_type]")
     context = mapnik.Context()
 
     # no geometry
     f = mapnik.Feature(context, 0)
-    eq_(expr.evaluate(f), 0)
-    eq_(mapnik.Expression("[mapnik::geometry_type]=0").evaluate(f), True)
+    assert expr.evaluate(f) ==  0
+    assert mapnik.Expression("[mapnik::geometry_type]=0").evaluate(f)
 
     # POINT = 1
     f = mapnik.Feature(context, 0)
     f.geometry = mapnik.Geometry.from_wkt('POINT(10 40)')
-    eq_(expr.evaluate(f), 1)
-    eq_(mapnik.Expression("[mapnik::geometry_type]=point").evaluate(f), True)
+    assert expr.evaluate(f) ==  1
+    assert mapnik.Expression("[mapnik::geometry_type]=point").evaluate(f)
 
     # LINESTRING = 2
     f = mapnik.Feature(context, 0)
     f.geometry = mapnik.Geometry.from_wkt('LINESTRING (30 10, 10 30, 40 40)')
-    eq_(expr.evaluate(f), 2)
-    eq_(mapnik.Expression(
-        "[mapnik::geometry_type] = linestring").evaluate(f), True)
+    assert expr.evaluate(f) ==  2
+    assert mapnik.Expression("[mapnik::geometry_type] = linestring").evaluate(f)
 
     # POLYGON = 3
     f = mapnik.Feature(context, 0)
     f.geometry = mapnik.Geometry.from_wkt(
         'POLYGON ((30 10, 10 20, 20 40, 40 40, 30 10))')
-    eq_(expr.evaluate(f), 3)
-    eq_(mapnik.Expression(
-        "[mapnik::geometry_type] = polygon").evaluate(f), True)
+    assert expr.evaluate(f) ==  3
+    assert mapnik.Expression("[mapnik::geometry_type] = polygon").evaluate(f)
 
     # COLLECTION = 4
     f = mapnik.Feature(context, 0)
     geom = mapnik.Geometry.from_wkt(
         'GEOMETRYCOLLECTION(POLYGON((1 1,2 1,2 2,1 2,1 1)),POINT(2 3),LINESTRING(2 3,3 4))')
     f.geometry = geom
-    eq_(expr.evaluate(f), 4)
-    eq_(mapnik.Expression(
-        "[mapnik::geometry_type] = collection").evaluate(f), True)
+    assert expr.evaluate(f) ==  4
+    assert mapnik.Expression("[mapnik::geometry_type] = collection").evaluate(f)
 
 
 def test_regex_match():
@@ -157,7 +141,7 @@ def test_regex_match():
     f = mapnik.Feature(context, 0)
     f["name"] = 'test'
     expr = mapnik.Expression("[name].match('test')")
-    eq_(expr.evaluate(f), True)  # 1 == True
+    assert expr.evaluate(f)  # 1 == True
 
 
 def test_unicode_regex_match():
@@ -166,7 +150,7 @@ def test_unicode_regex_match():
     f = mapnik.Feature(context, 0)
     f["name"] = 'Québec'
     expr = mapnik.Expression("[name].match('Québec')")
-    eq_(expr.evaluate(f), True)  # 1 == True
+    assert expr.evaluate(f) # 1 == True
 
 
 def test_regex_replace():
@@ -175,12 +159,12 @@ def test_regex_replace():
     f = mapnik.Feature(context, 0)
     f["name"] = 'test'
     expr = mapnik.Expression("[name].replace('(\\B)|( )','$1 ')")
-    eq_(expr.evaluate(f), 't e s t')
+    assert expr.evaluate(f) ==  't e s t'
 
 
 def test_unicode_regex_replace_to_str():
     expr = mapnik.Expression("[name].replace('(\\B)|( )','$1 ')")
-    eq_(str(expr), "[name].replace('(\\B)|( )','$1 ')")
+    assert str(expr), "[name].replace('(\\B)|( )' == '$1 ')"
 
 
 def test_unicode_regex_replace():
@@ -190,7 +174,7 @@ def test_unicode_regex_replace():
     f["name"] = 'Québec'
     expr = mapnik.Expression("[name].replace('(\\B)|( )','$1 ')")
     # will fail if -DBOOST_REGEX_HAS_ICU is not defined
-    eq_(expr.evaluate(f), u'Q u é b e c')
+    assert expr.evaluate(f) ==  u'Q u é b e c'
 
 
 def test_float_precision():
@@ -199,16 +183,16 @@ def test_float_precision():
     f = mapnik.Feature(context, 0)
     f["num1"] = 1.0000
     f["num2"] = 1.0001
-    eq_(f["num1"], 1.0000)
-    eq_(f["num2"], 1.0001)
+    assert f["num1"] ==  1.0000
+    assert f["num2"] ==  1.0001
     expr = mapnik.Expression("[num1] = 1.0000")
-    eq_(expr.evaluate(f), True)
+    assert expr.evaluate(f)
     expr = mapnik.Expression("[num1].match('1')")
-    eq_(expr.evaluate(f), True)
+    assert expr.evaluate(f)
     expr = mapnik.Expression("[num2] = 1.0001")
-    eq_(expr.evaluate(f), True)
+    assert expr.evaluate(f)
     expr = mapnik.Expression("[num2].match('1.0001')")
-    eq_(expr.evaluate(f), True)
+    assert expr.evaluate(f)
 
 
 def test_string_matching_on_precision():
@@ -216,9 +200,9 @@ def test_string_matching_on_precision():
     context.push('num')
     f = mapnik.Feature(context, 0)
     f["num"] = "1.0000"
-    eq_(f["num"], "1.0000")
+    assert f["num"] ==  "1.0000"
     expr = mapnik.Expression("[num].match('.*(^0|00)$')")
-    eq_(expr.evaluate(f), True)
+    assert expr.evaluate(f)
 
 
 def test_creation_of_null_value():
@@ -226,12 +210,12 @@ def test_creation_of_null_value():
     context.push('nv')
     f = mapnik.Feature(context, 0)
     f["nv"] = None
-    eq_(f["nv"], None)
-    eq_(f["nv"] is None, True)
+    assert f["nv"] ==  None
+    assert f["nv"] is None
     # test boolean
     f["nv"] = 0
-    eq_(f["nv"], 0)
-    eq_(f["nv"] is not None, True)
+    assert f["nv"] ==  0
+    assert f["nv"] is not None
 
 
 def test_creation_of_bool():
@@ -239,39 +223,39 @@ def test_creation_of_bool():
     context.push('bool')
     f = mapnik.Feature(context, 0)
     f["bool"] = True
-    eq_(f["bool"], True)
+    assert f["bool"]
     # TODO - will become int of 1 do to built in boost python conversion
     # https://github.com/mapnik/mapnik/issues/1873
-    eq_(isinstance(f["bool"], bool) or isinstance(f["bool"], long), True)
+    assert isinstance(f["bool"], bool) or isinstance(f["bool"], int)
     f["bool"] = False
-    eq_(f["bool"], False)
-    eq_(isinstance(f["bool"], bool) or isinstance(f["bool"], long), True)
+    assert f["bool"] ==  False
+    assert isinstance(f["bool"], bool) or isinstance(f["bool"], int)
     # test NoneType
     f["bool"] = None
-    eq_(f["bool"], None)
-    eq_(isinstance(f["bool"], bool) or isinstance(f["bool"], long), False)
+    assert f["bool"] ==  None
+    assert not isinstance(f["bool"], bool) or isinstance(f["bool"], int)
     # test integer
     f["bool"] = 0
-    eq_(f["bool"], 0)
+    assert f["bool"] ==  0
     # https://github.com/mapnik/mapnik/issues/1873
     # ugh, boost_python's built into converter does not work right
-    # eq_(isinstance(f["bool"],bool),False)
+    # assert isinstance(f["bool"],bool) == False
 
 null_equality = [
-    ['hello', False, unicode],
-    [u'', False, unicode],
-    [0, False, long],
-    [123, False, long],
+    ['hello', False, str],
+    [u'', False, str],
+    [0, False, int],
+    [123, False, int],
     [0.0, False, float],
     [123.123, False, float],
     [.1, False, float],
     # TODO - should become bool: https://github.com/mapnik/mapnik/issues/1873
-    [False, False, long],
+    [False, False, int],
     # TODO - should become bool: https://github.com/mapnik/mapnik/issues/1873
-    [True, False, long],
+    [True, False, int],
     [None, True, None],
-    [2147483648, False, long],
-    [922337203685477580, False, long]
+    [2147483648, False, int],
+    [922337203685477580, False, int]
 ]
 
 
@@ -280,16 +264,15 @@ def test_expressions_with_null_equality():
         context = mapnik.Context()
         f = mapnik.Feature(context, 0)
         f["prop"] = eq[0]
-        eq_(f["prop"], eq[0])
+        assert f["prop"] ==  eq[0]
         if eq[0] is None:
-            eq_(f["prop"] is None, True)
+            assert f["prop"] is None
         else:
-            eq_(isinstance(f['prop'], eq[2]), True,
-                '%s is not an instance of %s' % (f['prop'], eq[2]))
+            assert isinstance(f['prop'], eq[2]), '%s is not an instance of %s' % (f['prop'], eq[2])
         expr = mapnik.Expression("[prop] = null")
-        eq_(expr.evaluate(f), eq[1])
+        assert expr.evaluate(f) ==  eq[1]
         expr = mapnik.Expression("[prop] is null")
-        eq_(expr.evaluate(f), eq[1])
+        assert expr.evaluate(f) ==  eq[1]
 
 
 def test_expressions_with_null_equality2():
@@ -297,35 +280,34 @@ def test_expressions_with_null_equality2():
         context = mapnik.Context()
         f = mapnik.Feature(context, 0)
         f["prop"] = eq[0]
-        eq_(f["prop"], eq[0])
+        assert f["prop"] ==  eq[0]
         if eq[0] is None:
-            eq_(f["prop"] is None, True)
+            assert f["prop"] is None
         else:
-            eq_(isinstance(f['prop'], eq[2]), True,
-                '%s is not an instance of %s' % (f['prop'], eq[2]))
+            assert isinstance(f['prop'],  eq[2]), '%s is not an instance of %s' % (f['prop'], eq[2])
         # TODO - support `is not` syntax:
         # https://github.com/mapnik/mapnik/issues/796
         expr = mapnik.Expression("not [prop] is null")
-        eq_(expr.evaluate(f), not eq[1])
+        assert not expr.evaluate(f) == eq[1]
         # https://github.com/mapnik/mapnik/issues/1642
         expr = mapnik.Expression("[prop] != null")
-        eq_(expr.evaluate(f), not eq[1])
+        assert not expr.evaluate(f) == eq[1]
 
 truthyness = [
-    [u'hello', True, unicode],
-    [u'', False, unicode],
-    [0, False, long],
-    [123, True, long],
+    [u'hello', True, str],
+    [u'', False, str],
+    [0, False, int],
+    [123, True, int],
     [0.0, False, float],
     [123.123, True, float],
     [.1, True, float],
     # TODO - should become bool: https://github.com/mapnik/mapnik/issues/1873
-    [False, False, long],
+    [False, False, int],
     # TODO - should become bool: https://github.com/mapnik/mapnik/issues/1873
-    [True, True, long],
+    [True, True, int],
     [None, False, None],
-    [2147483648, True, long],
-    [922337203685477580, True, long]
+    [2147483648, True, int],
+    [922337203685477580, True, int]
 ]
 
 
@@ -334,26 +316,25 @@ def test_expressions_for_thruthyness():
     for eq in truthyness:
         f = mapnik.Feature(context, 0)
         f["prop"] = eq[0]
-        eq_(f["prop"], eq[0])
+        assert f["prop"] ==  eq[0]
         if eq[0] is None:
-            eq_(f["prop"] is None, True)
+            assert f["prop"] is None
         else:
-            eq_(isinstance(f['prop'], eq[2]), True,
-                '%s is not an instance of %s' % (f['prop'], eq[2]))
+            assert isinstance(f['prop'], eq[2]), '%s is not an instance of %s' % (f['prop'], eq[2])
         expr = mapnik.Expression("[prop]")
-        eq_(expr.to_bool(f), eq[1])
+        assert expr.to_bool(f) ==  eq[1]
         expr = mapnik.Expression("not [prop]")
-        eq_(expr.to_bool(f), not eq[1])
+        assert not expr.to_bool(f) ==  eq[1]
         expr = mapnik.Expression("! [prop]")
-        eq_(expr.to_bool(f), not eq[1])
+        assert not expr.to_bool(f) == eq[1]
     # also test if feature does not have property at all
     f2 = mapnik.Feature(context, 1)
     # no property existing will return value_null since
     # https://github.com/mapnik/mapnik/commit/562fada9d0f680f59b2d9f396c95320a0d753479#include/mapnik/feature.hpp
-    eq_(f2["prop"] is None, True)
+    assert f2["prop"] is None
     expr = mapnik.Expression("[prop]")
-    eq_(expr.evaluate(f2), None)
-    eq_(expr.to_bool(f2), False)
+    assert expr.evaluate(f2) ==  None
+    assert expr.to_bool(f2) ==  False
 
 # https://github.com/mapnik/mapnik/issues/1859
 
@@ -364,93 +345,86 @@ def test_if_null_and_empty_string_are_equal():
     f["empty"] = u""
     f["null"] = None
     # ensure base assumptions are good
-    eq_(mapnik.Expression("[empty] = ''").to_bool(f), True)
-    eq_(mapnik.Expression("[null] = null").to_bool(f), True)
-    eq_(mapnik.Expression("[empty] != ''").to_bool(f), False)
-    eq_(mapnik.Expression("[null] != null").to_bool(f), False)
+    assert mapnik.Expression("[empty] = ''").to_bool(f)
+    assert mapnik.Expression("[null] = null").to_bool(f)
+    assert not mapnik.Expression("[empty] != ''").to_bool(f)
+    assert not mapnik.Expression("[null] != null").to_bool(f)
     # now test expected behavior
-    eq_(mapnik.Expression("[null] = ''").to_bool(f), False)
-    eq_(mapnik.Expression("[empty] = null").to_bool(f), False)
-    eq_(mapnik.Expression("[empty] != null").to_bool(f), True)
+    assert not mapnik.Expression("[null] = ''").to_bool(f)
+    assert not mapnik.Expression("[empty] = null").to_bool(f)
+    assert mapnik.Expression("[empty] != null").to_bool(f)
     # this one is the back compatibility shim
-    eq_(mapnik.Expression("[null] != ''").to_bool(f), False)
+    assert not mapnik.Expression("[null] != ''").to_bool(f)
 
 
 def test_filtering_nulls_and_empty_strings():
     context = mapnik.Context()
     f = mapnik.Feature(context, 0)
     f["prop"] = u"hello"
-    eq_(f["prop"], u"hello")
-    eq_(mapnik.Expression("[prop]").to_bool(f), True)
-    eq_(mapnik.Expression("! [prop]").to_bool(f), False)
-    eq_(mapnik.Expression("[prop] != null").to_bool(f), True)
-    eq_(mapnik.Expression("[prop] != ''").to_bool(f), True)
-    eq_(mapnik.Expression("[prop] != null and [prop] != ''").to_bool(f), True)
-    eq_(mapnik.Expression("[prop] != null or [prop] != ''").to_bool(f), True)
+    assert f["prop"] ==  u"hello"
+    assert mapnik.Expression("[prop]").to_bool(f)
+    assert not mapnik.Expression("! [prop]").to_bool(f)
+    assert mapnik.Expression("[prop] != null").to_bool(f)
+    assert mapnik.Expression("[prop] != ''").to_bool(f)
+    assert mapnik.Expression("[prop] != null and [prop] != ''").to_bool(f)
+    assert mapnik.Expression("[prop] != null or [prop] != ''").to_bool(f)
     f["prop2"] = u""
-    eq_(f["prop2"], u"")
-    eq_(mapnik.Expression("[prop2]").to_bool(f), False)
-    eq_(mapnik.Expression("! [prop2]").to_bool(f), True)
-    eq_(mapnik.Expression("[prop2] != null").to_bool(f), True)
-    eq_(mapnik.Expression("[prop2] != ''").to_bool(f), False)
-    eq_(mapnik.Expression("[prop2] = ''").to_bool(f), True)
-    eq_(mapnik.Expression("[prop2] != null or [prop2] != ''").to_bool(f), True)
-    eq_(mapnik.Expression(
-        "[prop2] != null and [prop2] != ''").to_bool(f), False)
+    assert f["prop2"] ==  u""
+    assert not mapnik.Expression("[prop2]").to_bool(f)
+    assert mapnik.Expression("! [prop2]").to_bool(f)
+    assert mapnik.Expression("[prop2] != null").to_bool(f)
+    assert not mapnik.Expression("[prop2] != ''").to_bool(f)
+    assert mapnik.Expression("[prop2] = ''").to_bool(f)
+    assert mapnik.Expression("[prop2] != null or [prop2] != ''").to_bool(f)
+    assert not mapnik.Expression("[prop2] != null and [prop2] != ''").to_bool(f)
     f["prop3"] = None
-    eq_(f["prop3"], None)
-    eq_(mapnik.Expression("[prop3]").to_bool(f), False)
-    eq_(mapnik.Expression("! [prop3]").to_bool(f), True)
-    eq_(mapnik.Expression("[prop3] != null").to_bool(f), False)
-    eq_(mapnik.Expression("[prop3] = null").to_bool(f), True)
+    assert f["prop3"] ==  None
+    assert not mapnik.Expression("[prop3]").to_bool(f)
+    assert mapnik.Expression("! [prop3]").to_bool(f)
+    assert not mapnik.Expression("[prop3] != null").to_bool(f)
+    assert mapnik.Expression("[prop3] = null").to_bool(f)
 
     # https://github.com/mapnik/mapnik/issues/1859
-    #eq_(mapnik.Expression("[prop3] != ''").to_bool(f),True)
-    eq_(mapnik.Expression("[prop3] != ''").to_bool(f), False)
+    #assert mapnik.Expression("[prop3] != ''").to_bool(f) == True
+    assert not mapnik.Expression("[prop3] != ''").to_bool(f)
 
-    eq_(mapnik.Expression("[prop3] = ''").to_bool(f), False)
+    assert not mapnik.Expression("[prop3] = ''").to_bool(f)
 
     # https://github.com/mapnik/mapnik/issues/1859
-    #eq_(mapnik.Expression("[prop3] != null or [prop3] != ''").to_bool(f),True)
-    eq_(mapnik.Expression(
-        "[prop3] != null or [prop3] != ''").to_bool(f), False)
+    #assert mapnik.Expression("[prop3] != null or [prop3] != ''").to_bool(f) == True
+    assert not mapnik.Expression("[prop3] != null or [prop3] != ''").to_bool(f)
 
-    eq_(mapnik.Expression(
-        "[prop3] != null and [prop3] != ''").to_bool(f), False)
+    assert not mapnik.Expression("[prop3] != null and [prop3] != ''").to_bool(f)
     # attr not existing should behave the same as prop3
-    eq_(mapnik.Expression("[prop4]").to_bool(f), False)
-    eq_(mapnik.Expression("! [prop4]").to_bool(f), True)
-    eq_(mapnik.Expression("[prop4] != null").to_bool(f), False)
-    eq_(mapnik.Expression("[prop4] = null").to_bool(f), True)
+    assert not mapnik.Expression("[prop4]").to_bool(f)
+    assert mapnik.Expression("! [prop4]").to_bool(f)
+    assert not mapnik.Expression("[prop4] != null").to_bool(f)
+    assert mapnik.Expression("[prop4] = null").to_bool(f)
 
     # https://github.com/mapnik/mapnik/issues/1859
-    ##eq_(mapnik.Expression("[prop4] != ''").to_bool(f),True)
-    eq_(mapnik.Expression("[prop4] != ''").to_bool(f), False)
+    ##assert mapnik.Expression("[prop4] != ''").to_bool(f) == True
+    assert not mapnik.Expression("[prop4] != ''").to_bool(f)
 
-    eq_(mapnik.Expression("[prop4] = ''").to_bool(f), False)
+    assert not mapnik.Expression("[prop4] = ''").to_bool(f)
 
     # https://github.com/mapnik/mapnik/issues/1859
-    ##eq_(mapnik.Expression("[prop4] != null or [prop4] != ''").to_bool(f),True)
-    eq_(mapnik.Expression(
-        "[prop4] != null or [prop4] != ''").to_bool(f), False)
+    ##assert mapnik.Expression("[prop4] != null or [prop4] != ''").to_bool(f) == True
+    assert not mapnik.Expression("[prop4] != null or [prop4] != ''").to_bool(f)
 
-    eq_(mapnik.Expression(
-        "[prop4] != null and [prop4] != ''").to_bool(f), False)
+    assert not mapnik.Expression("[prop4] != null and [prop4] != ''").to_bool(f)
     f["prop5"] = False
-    eq_(f["prop5"], False)
-    eq_(mapnik.Expression("[prop5]").to_bool(f), False)
-    eq_(mapnik.Expression("! [prop5]").to_bool(f), True)
-    eq_(mapnik.Expression("[prop5] != null").to_bool(f), True)
-    eq_(mapnik.Expression("[prop5] = null").to_bool(f), False)
-    eq_(mapnik.Expression("[prop5] != ''").to_bool(f), True)
-    eq_(mapnik.Expression("[prop5] = ''").to_bool(f), False)
-    eq_(mapnik.Expression("[prop5] != null or [prop5] != ''").to_bool(f), True)
-    eq_(mapnik.Expression(
-        "[prop5] != null and [prop5] != ''").to_bool(f), True)
+    assert f["prop5"] ==  False
+    assert not mapnik.Expression("[prop5]").to_bool(f)
+    assert mapnik.Expression("! [prop5]").to_bool(f)
+    assert mapnik.Expression("[prop5] != null").to_bool(f)
+    assert not mapnik.Expression("[prop5] = null").to_bool(f)
+    assert mapnik.Expression("[prop5] != ''").to_bool(f)
+    assert not mapnik.Expression("[prop5] = ''").to_bool(f)
+    assert mapnik.Expression("[prop5] != null or [prop5] != ''").to_bool(f)
+    assert mapnik.Expression("[prop5] != null and [prop5] != ''").to_bool(f)
     # note, we need to do [prop5] != 0 here instead of false due to this bug:
     # https://github.com/mapnik/mapnik/issues/1873
-    eq_(mapnik.Expression(
-        "[prop5] != null and [prop5] != '' and [prop5] != 0").to_bool(f), False)
+    assert not mapnik.Expression("[prop5] != null and [prop5] != '' and [prop5] != 0").to_bool(f)
 
 # https://github.com/mapnik/mapnik/issues/1872
 
@@ -459,12 +433,12 @@ def test_falseyness_comparision():
     context = mapnik.Context()
     f = mapnik.Feature(context, 0)
     f["prop"] = 0
-    eq_(mapnik.Expression("[prop]").to_bool(f), False)
-    eq_(mapnik.Expression("[prop] = false").to_bool(f), True)
-    eq_(mapnik.Expression("not [prop] != false").to_bool(f), True)
-    eq_(mapnik.Expression("not [prop] = true").to_bool(f), True)
-    eq_(mapnik.Expression("[prop] = true").to_bool(f), False)
-    eq_(mapnik.Expression("[prop] != true").to_bool(f), True)
+    assert not mapnik.Expression("[prop]").to_bool(f)
+    assert mapnik.Expression("[prop] = false").to_bool(f)
+    assert mapnik.Expression("not [prop] != false").to_bool(f)
+    assert mapnik.Expression("not [prop] = true").to_bool(f)
+    assert not mapnik.Expression("[prop] = true").to_bool(f)
+    assert mapnik.Expression("[prop] != true").to_bool(f)
 
 # https://github.com/mapnik/mapnik/issues/1806, fixed by
 # https://github.com/mapnik/mapnik/issues/1872
@@ -474,12 +448,12 @@ def test_truthyness_comparision():
     context = mapnik.Context()
     f = mapnik.Feature(context, 0)
     f["prop"] = 1
-    eq_(mapnik.Expression("[prop]").to_bool(f), True)
-    eq_(mapnik.Expression("[prop] = false").to_bool(f), False)
-    eq_(mapnik.Expression("not [prop] != false").to_bool(f), False)
-    eq_(mapnik.Expression("not [prop] = true").to_bool(f), False)
-    eq_(mapnik.Expression("[prop] = true").to_bool(f), True)
-    eq_(mapnik.Expression("[prop] != true").to_bool(f), False)
+    assert mapnik.Expression("[prop]").to_bool(f) ==  True
+    assert mapnik.Expression("[prop] = false").to_bool(f) ==  False
+    assert mapnik.Expression("not [prop] != false").to_bool(f) ==  False
+    assert mapnik.Expression("not [prop] = true").to_bool(f) ==  False
+    assert mapnik.Expression("[prop] = true").to_bool(f) ==  True
+    assert mapnik.Expression("[prop] != true").to_bool(f) ==  False
 
 
 def test_division_by_zero():
@@ -490,13 +464,9 @@ def test_division_by_zero():
     f = mapnik.Feature(c, 0)
     f['a'] = 1
     f['b'] = 0
-    eq_(expr.evaluate(f), None)
+    assert expr.evaluate(f) ==  None
 
 
-@raises(RuntimeError)
 def test_invalid_syntax1():
-    mapnik.Expression('abs()')
-
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    with pytest.raises(RuntimeError):
+        mapnik.Expression('abs()')
diff --git a/test/python_tests/fontset_test.py b/test/python_tests/fontset_test.py
index 0baed51fd..3fb01dce0 100644
--- a/test/python_tests/fontset_test.py
+++ b/test/python_tests/fontset_test.py
@@ -1,47 +1,28 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_loading_fontset_from_map():
     m = mapnik.Map(256, 256)
-    mapnik.load_map(m, '../data/good_maps/fontset.xml', True)
+    mapnik.load_map(m, './test/data/good_maps/fontset.xml', True)
     fs = m.find_fontset('book-fonts')
-    eq_(len(fs.names), 2)
-    eq_(list(fs.names), ['DejaVu Sans Book', 'DejaVu Sans Oblique'])
+    assert len(fs.names) ==  2
+    assert list(fs.names) == ['DejaVu Sans Book', 'DejaVu Sans Oblique']
 
 # def test_loading_fontset_from_python():
 #     m = mapnik.Map(256,256)
 #     fset = mapnik.FontSet('foo')
 #     fset.add_face_name('Comic Sans')
 #     fset.add_face_name('Papyrus')
-#     eq_(fset.name,'foo')
+#     assert fset.name == 'foo'
 #     fset.name = 'my-set'
-#     eq_(fset.name,'my-set')
+#     assert fset.name == 'my-set'
 #     m.append_fontset('my-set', fset)
 #     sty = mapnik.Style()
 #     rule = mapnik.Rule()
 #     tsym = mapnik.TextSymbolizer()
-#     eq_(tsym.fontset,None)
+#     assert tsym.fontset == None
 #     tsym.fontset = fset
 #     rule.symbols.append(tsym)
 #     sty.rules.append(rule)
 #     m.append_style('Style',sty)
 #     serialized_map = mapnik.save_map_to_string(m)
-#     eq_('fontset-name="my-set"' in serialized_map,True)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+#     assert 'fontset-name="my-set"' in serialized_map == True
diff --git a/test/python_tests/geojson_plugin_test.py b/test/python_tests/geojson_plugin_test.py
index dfd40acac..557ef242a 100644
--- a/test/python_tests/geojson_plugin_test.py
+++ b/test/python_tests/geojson_plugin_test.py
@@ -1,104 +1,90 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
-from nose.tools import assert_almost_equal, eq_
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
+import pytest
 
 if 'geojson' in mapnik.DatasourceCache.plugin_names():
 
     def test_geojson_init():
         ds = mapnik.Datasource(
             type='geojson',
-            file='../data/json/escaped.geojson')
+            file='./test/data/json/escaped.geojson')
         e = ds.envelope()
-        assert_almost_equal(e.minx, -81.705583, places=7)
-        assert_almost_equal(e.miny, 41.480573, places=6)
-        assert_almost_equal(e.maxx, -81.705583, places=5)
-        assert_almost_equal(e.maxy, 41.480573, places=3)
+        assert e.minx == pytest.approx(-81.705583, abs=1e-7)
+        assert e.miny == pytest.approx(41.480573, abs=1e-6)
+        assert e.maxx == pytest.approx(-81.705583, abs=1e-5)
+        assert e.maxy == pytest.approx(41.480573, abs=1e-3)
 
     def test_geojson_properties():
         ds = mapnik.Datasource(
             type='geojson',
-            file='../data/json/escaped.geojson')
+            file='./test/data/json/escaped.geojson')
         f = list(ds.features_at_point(ds.envelope().center()))[0]
-        eq_(len(ds.fields()), 11)
+        assert len(ds.fields()) ==  11
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
 
-        eq_(f['name'], u'Test')
-        eq_(f['int'], 1)
-        eq_(f['description'], u'Test: \u005C')
-        eq_(f['spaces'], u'this has spaces')
-        eq_(f['double'], 1.1)
-        eq_(f['boolean'], True)
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
+        assert f['name'] ==  u'Test'
+        assert f['int'] ==  1
+        assert f['description'] ==  u'Test: \u005C'
+        assert f['spaces'] ==  u'this has spaces'
+        assert f['double'] ==  1.1
+        assert f['boolean'] ==  True
+        assert f['NOM_FR'] ==  u'Qu\xe9bec'
+        assert f['NOM_FR'] ==  u'Québec'
 
         ds = mapnik.Datasource(
             type='geojson',
-            file='../data/json/escaped.geojson')
+            file='./test/data/json/escaped.geojson')
         f = list(ds.all_features())[0]
-        eq_(len(ds.fields()), 11)
+        assert len(ds.fields()) ==  11
 
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
 
-        eq_(f['name'], u'Test')
-        eq_(f['int'], 1)
-        eq_(f['description'], u'Test: \u005C')
-        eq_(f['spaces'], u'this has spaces')
-        eq_(f['double'], 1.1)
-        eq_(f['boolean'], True)
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
+        assert f['name'] ==  u'Test'
+        assert f['int'] ==  1
+        assert f['description'] ==  u'Test: \u005C'
+        assert f['spaces'] ==  u'this has spaces'
+        assert f['double'] ==  1.1
+        assert f['boolean'] ==  True
+        assert f['NOM_FR'] ==  u'Qu\xe9bec'
+        assert f['NOM_FR'] ==  u'Québec'
 
     def test_large_geojson_properties():
         ds = mapnik.Datasource(
             type='geojson',
-            file='../data/json/escaped.geojson',
+            file='./test/data/json/escaped.geojson',
             cache_features=False)
         f = list(ds.features_at_point(ds.envelope().center()))[0]
-        eq_(len(ds.fields()), 11)
+        assert len(ds.fields()) ==  11
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
 
-        eq_(f['name'], u'Test')
-        eq_(f['int'], 1)
-        eq_(f['description'], u'Test: \u005C')
-        eq_(f['spaces'], u'this has spaces')
-        eq_(f['double'], 1.1)
-        eq_(f['boolean'], True)
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
+        assert f['name'] ==  u'Test'
+        assert f['int'] ==  1
+        assert f['description'] ==  u'Test: \u005C'
+        assert f['spaces'] ==  u'this has spaces'
+        assert f['double'] ==  1.1
+        assert f['boolean'] ==  True
+        assert f['NOM_FR'] ==  u'Qu\xe9bec'
+        assert f['NOM_FR'] ==  u'Québec'
 
         ds = mapnik.Datasource(
             type='geojson',
-            file='../data/json/escaped.geojson')
+            file='./test/data/json/escaped.geojson')
         f = list(ds.all_features())[0]
-        eq_(len(ds.fields()), 11)
+        assert len(ds.fields()) ==  11
 
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
 
-        eq_(f['name'], u'Test')
-        eq_(f['int'], 1)
-        eq_(f['description'], u'Test: \u005C')
-        eq_(f['spaces'], u'this has spaces')
-        eq_(f['double'], 1.1)
-        eq_(f['boolean'], True)
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
+        assert f['name'] ==  u'Test'
+        assert f['int'] ==  1
+        assert f['description'] ==  u'Test: \u005C'
+        assert f['spaces'] ==  u'this has spaces'
+        assert f['double'] ==  1.1
+        assert f['boolean'] ==  True
+        assert f['NOM_FR'] ==  u'Qu\xe9bec'
+        assert f['NOM_FR'] ==  u'Québec'
 
     def test_geojson_from_in_memory_string():
         # will silently fail since it is a geometry and needs to be a featurecollection.
@@ -107,21 +93,21 @@ def test_geojson_from_in_memory_string():
         ds = mapnik.Datasource(
             type='geojson',
             inline='{ "type":"FeatureCollection", "features": [ { "type":"Feature", "properties":{"name":"test"}, "geometry": { "type":"LineString","coordinates":[[0,0],[10,10]] } } ]}')
-        eq_(len(ds.fields()), 1)
+        assert len(ds.fields()) ==  1
         f = list(ds.all_features())[0]
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.LineString)
-        eq_(f['name'], u'test')
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.LineString
+        assert f['name'] ==  u'test'
 
 #    @raises(RuntimeError)
     def test_that_nonexistant_query_field_throws(**kwargs):
         ds = mapnik.Datasource(
             type='geojson',
-            file='../data/json/escaped.geojson')
-        eq_(len(ds.fields()), 11)
+            file='./test/data/json/escaped.geojson')
+        assert len(ds.fields()) ==  11
         # TODO - this sorting is messed up
-        #eq_(ds.fields(),['name', 'int', 'double', 'description', 'boolean', 'NOM_FR'])
-        #eq_(ds.field_types(),['str', 'int', 'float', 'str', 'bool', 'str'])
+        #assert ds.fields(),['name', 'int', 'double', 'description', 'boolean' ==  'NOM_FR']
+        #assert ds.field_types(),['str', 'int', 'float', 'str', 'bool' ==  'str']
 # TODO - should geojson plugin throw like others?
 #        query = mapnik.Query(ds.envelope())
 #        for fld in ds.fields():
@@ -133,13 +119,9 @@ def test_that_nonexistant_query_field_throws(**kwargs):
     def test_parsing_feature_collection_with_top_level_properties():
         ds = mapnik.Datasource(
             type='geojson',
-            file='../data/json/feature_collection_level_properties.json')
+            file='./test/data/json/feature_collection_level_properties.json')
         f = list(ds.all_features())[0]
 
         desc = ds.describe()
-        eq_(desc['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_(f['feat_name'], u'feat_value')
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert f['feat_name'] ==  u'feat_value'
diff --git a/test/python_tests/geometry_io_test.py b/test/python_tests/geometry_io_test.py
index f1bac0b4e..f24b90198 100644
--- a/test/python_tests/geometry_io_test.py
+++ b/test/python_tests/geometry_io_test.py
@@ -1,25 +1,12 @@
-# encoding: utf8
-
-import os
 from binascii import unhexlify
-
-from nose.tools import eq_, assert_raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
+import pytest
 try:
     import json
 except ImportError:
     import simplejson as json
 
 
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
 wkts = [
     [mapnik.GeometryType.Point,
      "POINT(30 10)",
@@ -183,20 +170,20 @@ def setup():
 
 def test_path_geo_interface():
     geom = mapnik.Geometry.from_wkt('POINT(0 0)')
-    eq_(geom.__geo_interface__, {u'type': u'Point', u'coordinates': [0, 0]})
+    assert geom.__geo_interface__, {u'type': u'Point', u'coordinates': [0 ==  0]}
 
 
 def test_valid_wkb_parsing():
     count = 0
     for wkb in empty_wkbs:
         geom = mapnik.Geometry.from_wkb(unhexlify(wkb[2]))
-        eq_(geom.is_empty(), True)
-        eq_(geom.type(), wkb[0])
+        assert geom.is_empty() ==  True
+        assert geom.type() ==  wkb[0]
 
     for wkb in wkts:
         geom = mapnik.Geometry.from_wkb(unhexlify(wkb[2]))
-        eq_(geom.is_empty(), False)
-        eq_(geom.type(), wkb[0])
+        assert geom.is_empty() ==  False
+        assert geom.type() ==  wkb[0]
 
 
 def test_wkb_parsing_error():
@@ -205,7 +192,7 @@ def test_wkb_parsing_error():
         try:
             geom = mapnik.Geometry.from_wkb(unhexlify(wkb))
             # should not get here
-            eq_(True, False)
+            assert True ==  False
         except:
             pass
     assert True
@@ -218,8 +205,8 @@ def test_empty_wkb_parsing():
     count = 0
     for wkb in partially_empty_wkb:
         geom = mapnik.Geometry.from_wkb(unhexlify(wkb[2]))
-        eq_(geom.type(), wkb[0])
-        eq_(geom.is_empty(), False)
+        assert geom.type() ==  wkb[0]
+        assert geom.is_empty() ==  False
 
 
 def test_geojson_parsing():
@@ -228,14 +215,14 @@ def test_geojson_parsing():
     for j in geojson:
         count += 1
         geometries.append(mapnik.Geometry.from_geojson(j[1]))
-    eq_(count, len(geometries))
+    assert count ==  len(geometries)
 
 
 def test_geojson_parsing_reversed():
     for idx, j in enumerate(geojson_reversed):
         g1 = mapnik.Geometry.from_geojson(j)
         g2 = mapnik.Geometry.from_geojson(geojson[idx][1])
-        eq_(g1.to_geojson(), g2.to_geojson())
+        assert g1.to_geojson() ==  g2.to_geojson()
 
 # http://geojson.org/geojson-spec.html#positions
 
@@ -243,44 +230,44 @@ def test_geojson_parsing_reversed():
 def test_geojson_point_positions():
     input_json = '{"type":"Point","coordinates":[30,10]}'
     geom = mapnik.Geometry.from_geojson(input_json)
-    eq_(geom.to_geojson(), input_json)
+    assert geom.to_geojson() ==  input_json
     # should ignore all but the first two
     geom = mapnik.Geometry.from_geojson(
         '{"type":"Point","coordinates":[30,10,50,50,50,50]}')
-    eq_(geom.to_geojson(), input_json)
+    assert geom.to_geojson() ==  input_json
 
 
 def test_geojson_point_positions2():
     input_json = '{"type":"LineString","coordinates":[[30,10],[10,30],[40,40]]}'
     geom = mapnik.Geometry.from_geojson(input_json)
-    eq_(geom.to_geojson(), input_json)
+    assert geom.to_geojson() ==  input_json
 
     # should ignore all but the first two
     geom = mapnik.Geometry.from_geojson(
         '{"type":"LineString","coordinates":[[30.0,10.0,0,0,0],[10.0,30.0,0,0,0],[40.0,40.0,0,0,0]]}')
-    eq_(geom.to_geojson(), input_json)
+    assert geom.to_geojson() ==  input_json
 
 
 def compare_wkb_from_wkt(wkt, type):
     geom = mapnik.Geometry.from_wkt(wkt)
-    eq_(geom.type(), type)
+    assert geom.type() ==  type
 
 
 def compare_wkt_to_geojson(idx, wkt, num=None):
     geom = mapnik.Geometry.from_wkt(wkt)
     # ensure both have same result
     gj = geom.to_geojson()
-    eq_(len(gj) > 1, True)
+    assert len(gj) > 1 ==  True
     a = json.loads(gj)
     e = json.loads(geojson[idx][1])
-    eq_(a, e)
+    assert a ==  e
 
 
 def test_wkt_simple():
     for wkt in wkts:
         try:
             geom = mapnik.Geometry.from_wkt(wkt[1])
-            eq_(geom.type(), wkt[0])
+            assert geom.type() ==  wkt[0]
         except RuntimeError as e:
             raise RuntimeError('%s %s' % (e, wkt))
 
@@ -308,7 +295,7 @@ def test_wkt_rounding():
     # if precision is set to 15 still fails due to very subtle rounding issues
     wkt = "POLYGON((7.904185 54.180426,7.89918 54.178168,7.897715 54.182318,7.893565 54.183111,7.890391 54.187567,7.885874 54.19068,7.879893 54.193915,7.894541 54.194647,7.900645 54.19068,7.904185 54.180426))"
     geom = mapnik.Geometry.from_wkt(wkt)
-    eq_(geom.type(), mapnik.GeometryType.Polygon)
+    assert geom.type() ==  mapnik.GeometryType.Polygon
 
 
 def test_wkt_collection_flattening():
@@ -316,7 +303,7 @@ def test_wkt_collection_flattening():
     # currently fails as the MULTIPOLYGON inside will be returned as multiple polygons - not a huge deal - should we worry?
     #wkt = "GEOMETRYCOLLECTION(POLYGON((1 1,2 1,2 2,1 2,1 1)),MULTIPOLYGON(((40 40,20 45,45 30,40 40)),((20 35,45 20,30 5,10 10,10 30,20 35),(30 20,20 25,20 15,30 20))),LINESTRING(2 3,3 4))"
     geom = mapnik.Geometry.from_wkt(wkt)
-    eq_(geom.type(), mapnik.GeometryType.GeometryCollection)
+    assert geom.type() ==  mapnik.GeometryType.GeometryCollection
 
 
 def test_creating_feature_from_geojson():
@@ -327,8 +314,8 @@ def test_creating_feature_from_geojson():
     }
     ctx = mapnik.Context()
     feat = mapnik.Feature.from_geojson(json.dumps(json_feat), ctx)
-    eq_(feat.id(), 1)
-    eq_(feat['name'], u'value')
+    assert feat.id() ==  1
+    assert feat['name'] ==  u'value'
 
 
 def test_handling_valid_geojson_empty_geometries():
@@ -336,13 +323,10 @@ def test_handling_valid_geojson_empty_geometries():
         geom = mapnik.Geometry.from_geojson(json)
         out_json = geom.to_geojson()
         # check round trip
-        eq_(json.replace(" ",""), out_json)
+        assert json.replace(" ","") ==  out_json
 
 
 def test_handling_invalid_geojson_empty_geometries():
-    for json in invalid_empty_geometries:
-        assert_raises(RuntimeError, mapnik.Geometry.from_geojson, json)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    with pytest.raises(RuntimeError):
+        for json in invalid_empty_geometries:
+            mapnik.Geometry.from_geojson(json)
diff --git a/test/python_tests/grayscale_test.py b/test/python_tests/grayscale_test.py
index fad019223..96e33bd5e 100644
--- a/test/python_tests/grayscale_test.py
+++ b/test/python_tests/grayscale_test.py
@@ -1,16 +1,8 @@
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import run_all
-
-
 def test_grayscale_conversion():
     im = mapnik.Image(2, 2)
     im.fill(mapnik.Color('white'))
     im.set_grayscale_to_alpha()
     pixel = im.get_pixel(0, 0)
-    eq_((pixel >> 24) & 0xff, 255)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert (pixel >> 24) & 0xff == 255
diff --git a/test/python_tests/image_encoding_speed_test.py b/test/python_tests/image_encoding_speed_test.py
index 4d990465d..cafa842b9 100644
--- a/test/python_tests/image_encoding_speed_test.py
+++ b/test/python_tests/image_encoding_speed_test.py
@@ -1,19 +1,6 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
 from timeit import Timer, time
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
 combinations = ['png',
                 'png8',
                 'png8:m=o',
@@ -121,9 +108,3 @@ def aerial_24():
         print(
             'min: %sms | avg: %sms | total: %sms | len: %s <-- %s' %
             (min_, avg, elapsed, size, name))
-
-
-if __name__ == "__main__":
-    setup()
-    do_encoding()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))

From f61bfebcb0211707999b03227be4c3f55cfcdc8c Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Tue, 31 Jan 2023 10:46:46 +0000
Subject: [PATCH 06/37] convert even more unit tests to use pytest [WIP]

---
 test/python_tests/image_test.py               | 320 +++++++--------
 test/python_tests/image_tiff_test.py          | 371 +++++++-----------
 test/python_tests/introspection_test.py       |  43 +-
 .../json_feature_properties_test.py           |  25 +-
 test/python_tests/layer_buffer_size_test.py   |  34 +-
 test/python_tests/layer_modification_test.py  |  47 +--
 test/python_tests/layer_test.py               |  42 +-
 test/python_tests/load_map_test.py            |  30 +-
 test/python_tests/map_query_test.py           |  95 ++---
 9 files changed, 390 insertions(+), 617 deletions(-)

diff --git a/test/python_tests/image_test.py b/test/python_tests/image_test.py
index f25ff39c8..ba758b5af 100644
--- a/test/python_tests/image_test.py
+++ b/test/python_tests/image_test.py
@@ -1,48 +1,30 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-import sys
-
-from nose.tools import assert_almost_equal, eq_, raises
-
 import mapnik
+import pytest
 
-from .utilities import READ_FLAGS, execution_path, get_unique_colors, run_all
-
-PYTHON3 = sys.version_info[0] == 3
-if PYTHON3:
-    buffer = memoryview
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
+from .utilities import READ_FLAGS, get_unique_colors
 
 def test_type():
     im = mapnik.Image(256, 256)
-    eq_(im.get_type(), mapnik.ImageType.rgba8)
+    assert im.get_type() ==  mapnik.ImageType.rgba8
     im = mapnik.Image(256, 256, mapnik.ImageType.gray8)
-    eq_(im.get_type(), mapnik.ImageType.gray8)
+    assert im.get_type() ==  mapnik.ImageType.gray8
 
 
 def test_image_premultiply():
     im = mapnik.Image(256, 256)
-    eq_(im.premultiplied(), False)
+    assert im.premultiplied() ==  False
     # Premultiply should return true that it worked
-    eq_(im.premultiply(), True)
-    eq_(im.premultiplied(), True)
+    assert im.premultiply() ==  True
+    assert im.premultiplied() ==  True
     # Premultipling again should return false as nothing should happen
-    eq_(im.premultiply(), False)
-    eq_(im.premultiplied(), True)
+    assert im.premultiply() ==  False
+    assert im.premultiplied() ==  True
     # Demultiply should return true that it worked
-    eq_(im.demultiply(), True)
-    eq_(im.premultiplied(), False)
+    assert im.demultiply() ==  True
+    assert im.premultiplied() ==  False
     # Demultiply again should not work and return false as it did nothing
-    eq_(im.demultiply(), False)
-    eq_(im.premultiplied(), False)
+    assert im.demultiply() ==  False
+    assert im.premultiplied() ==  False
 
 
 def test_image_premultiply_values():
@@ -50,18 +32,18 @@ def test_image_premultiply_values():
     im.fill(mapnik.Color(16, 33, 255, 128))
     im.premultiply()
     c = im.get_pixel(0, 0, True)
-    eq_(c.r, 8)
-    eq_(c.g, 17)
-    eq_(c.b, 128)
-    eq_(c.a, 128)
+    assert c.r ==  8
+    assert c.g ==  17
+    assert c.b ==  128
+    assert c.a ==  128
     im.demultiply()
     # Do to the nature of this operation the result will not be exactly the
     # same
     c = im.get_pixel(0, 0, True)
-    eq_(c.r, 15)
-    eq_(c.g, 33)
-    eq_(c.b, 255)
-    eq_(c.a, 128)
+    assert c.r ==  15
+    assert c.g ==  33
+    assert c.b ==  255
+    assert c.a ==  128
 
 
 def test_apply_opacity():
@@ -69,32 +51,32 @@ def test_apply_opacity():
     im.fill(mapnik.Color(128, 128, 128, 128))
     im.apply_opacity(0.75)
     c = im.get_pixel(0, 0, True)
-    eq_(c.r, 128)
-    eq_(c.g, 128)
-    eq_(c.b, 128)
-    eq_(c.a, 96)
+    assert c.r ==  128
+    assert c.g ==  128
+    assert c.b ==  128
+    assert c.a ==  96
 
 
 def test_background():
     im = mapnik.Image(256, 256)
-    eq_(im.premultiplied(), False)
+    assert im.premultiplied() ==  False
     im.fill(mapnik.Color(32, 64, 125, 128))
-    eq_(im.premultiplied(), False)
+    assert im.premultiplied() ==  False
     c = im.get_pixel(0, 0, True)
-    eq_(c.get_premultiplied(), False)
-    eq_(c.r, 32)
-    eq_(c.g, 64)
-    eq_(c.b, 125)
-    eq_(c.a, 128)
+    assert c.get_premultiplied() ==  False
+    assert c.r ==  32
+    assert c.g ==  64
+    assert c.b ==  125
+    assert c.a ==  128
     # Now again with a premultiplied alpha
     im.fill(mapnik.Color(32, 64, 125, 128, True))
-    eq_(im.premultiplied(), True)
+    assert im.premultiplied() ==  True
     c = im.get_pixel(0, 0, True)
-    eq_(c.get_premultiplied(), True)
-    eq_(c.r, 32)
-    eq_(c.g, 64)
-    eq_(c.b, 125)
-    eq_(c.a, 128)
+    assert c.get_premultiplied() ==  True
+    assert c.r ==  32
+    assert c.g ==  64
+    assert c.b ==  125
+    assert c.a ==  128
 
 
 def test_set_and_get_pixel():
@@ -106,27 +88,27 @@ def test_set_and_get_pixel():
     im.set_pixel(1, 1, c0_pre)
     # No differences for non premultiplied pixels
     c1_int = mapnik.Color(im.get_pixel(0, 0))
-    eq_(c0.r, c1_int.r)
-    eq_(c0.g, c1_int.g)
-    eq_(c0.b, c1_int.b)
-    eq_(c0.a, c1_int.a)
+    assert c0.r ==  c1_int.r
+    assert c0.g ==  c1_int.g
+    assert c0.b ==  c1_int.b
+    assert c0.a ==  c1_int.a
     c1 = im.get_pixel(0, 0, True)
-    eq_(c0.r, c1.r)
-    eq_(c0.g, c1.g)
-    eq_(c0.b, c1.b)
-    eq_(c0.a, c1.a)
+    assert c0.r ==  c1.r
+    assert c0.g ==  c1.g
+    assert c0.b ==  c1.b
+    assert c0.a ==  c1.a
     # The premultiplied Color should be demultiplied before being applied.
     c0_pre.demultiply()
     c1_int = mapnik.Color(im.get_pixel(1, 1))
-    eq_(c0_pre.r, c1_int.r)
-    eq_(c0_pre.g, c1_int.g)
-    eq_(c0_pre.b, c1_int.b)
-    eq_(c0_pre.a, c1_int.a)
+    assert c0_pre.r ==  c1_int.r
+    assert c0_pre.g ==  c1_int.g
+    assert c0_pre.b ==  c1_int.b
+    assert c0_pre.a ==  c1_int.a
     c1 = im.get_pixel(1, 1, True)
-    eq_(c0_pre.r, c1.r)
-    eq_(c0_pre.g, c1.g)
-    eq_(c0_pre.b, c1.b)
-    eq_(c0_pre.a, c1.a)
+    assert c0_pre.r ==  c1.r
+    assert c0_pre.g ==  c1.g
+    assert c0_pre.b ==  c1.b
+    assert c0_pre.a ==  c1.a
 
     # Now create a new image that is premultiplied
     im = mapnik.Image(256, 256, mapnik.ImageType.rgba8, True, True)
@@ -138,26 +120,26 @@ def test_set_and_get_pixel():
     # premultiply c0
     c0.premultiply()
     c1_int = mapnik.Color(im.get_pixel(0, 0))
-    eq_(c0.r, c1_int.r)
-    eq_(c0.g, c1_int.g)
-    eq_(c0.b, c1_int.b)
-    eq_(c0.a, c1_int.a)
+    assert c0.r ==  c1_int.r
+    assert c0.g ==  c1_int.g
+    assert c0.b ==  c1_int.b
+    assert c0.a ==  c1_int.a
     c1 = im.get_pixel(0, 0, True)
-    eq_(c0.r, c1.r)
-    eq_(c0.g, c1.g)
-    eq_(c0.b, c1.b)
-    eq_(c0.a, c1.a)
+    assert c0.r ==  c1.r
+    assert c0.g ==  c1.g
+    assert c0.b ==  c1.b
+    assert c0.a ==  c1.a
     # The premultiplied Color should be the same though
     c1_int = mapnik.Color(im.get_pixel(1, 1))
-    eq_(c0_pre.r, c1_int.r)
-    eq_(c0_pre.g, c1_int.g)
-    eq_(c0_pre.b, c1_int.b)
-    eq_(c0_pre.a, c1_int.a)
+    assert c0_pre.r ==  c1_int.r
+    assert c0_pre.g ==  c1_int.g
+    assert c0_pre.b ==  c1_int.b
+    assert c0_pre.a ==  c1_int.a
     c1 = im.get_pixel(1, 1, True)
-    eq_(c0_pre.r, c1.r)
-    eq_(c0_pre.g, c1.g)
-    eq_(c0_pre.b, c1.b)
-    eq_(c0_pre.a, c1.a)
+    assert c0_pre.r ==  c1.r
+    assert c0_pre.g ==  c1.g
+    assert c0_pre.b ==  c1.b
+    assert c0_pre.a ==  c1.a
 
 
 def test_pixel_gray8():
@@ -165,9 +147,9 @@ def test_pixel_gray8():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), 0)
+        assert im.get_pixel(0, 0) ==  0
 
 
 def test_pixel_gray8s():
@@ -175,9 +157,9 @@ def test_pixel_gray8s():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), -v)
+        assert im.get_pixel(0, 0) ==  -v
 
 
 def test_pixel_gray16():
@@ -185,9 +167,9 @@ def test_pixel_gray16():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), 0)
+        assert im.get_pixel(0, 0) ==  0
 
 
 def test_pixel_gray16s():
@@ -195,9 +177,9 @@ def test_pixel_gray16s():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), -v)
+        assert im.get_pixel(0, 0) ==  -v
 
 
 def test_pixel_gray32():
@@ -205,9 +187,9 @@ def test_pixel_gray32():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), 0)
+        assert im.get_pixel(0, 0) ==  0
 
 
 def test_pixel_gray32s():
@@ -215,9 +197,9 @@ def test_pixel_gray32s():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), -v)
+        assert im.get_pixel(0, 0) ==  -v
 
 
 def test_pixel_gray64():
@@ -225,9 +207,9 @@ def test_pixel_gray64():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), 0)
+        assert im.get_pixel(0, 0) ==  0
 
 
 def test_pixel_gray64s():
@@ -235,9 +217,9 @@ def test_pixel_gray64s():
     val_list = range(20)
     for v in val_list:
         im.set_pixel(0, 0, v)
-        eq_(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) ==  v
         im.set_pixel(0, 0, -v)
-        eq_(im.get_pixel(0, 0), -v)
+        assert im.get_pixel(0, 0) ==  -v
 
 
 def test_pixel_floats():
@@ -245,9 +227,9 @@ def test_pixel_floats():
     val_list = [0.9, 0.99, 0.999, 0.9999, 0.99999, 1, 1.0001, 1.001, 1.01, 1.1]
     for v in val_list:
         im.set_pixel(0, 0, v)
-        assert_almost_equal(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) == pytest.approx(v)
         im.set_pixel(0, 0, -v)
-        assert_almost_equal(im.get_pixel(0, 0), -v)
+        assert im.get_pixel(0, 0) == pytest.approx(-v)
 
 
 def test_pixel_doubles():
@@ -255,80 +237,80 @@ def test_pixel_doubles():
     val_list = [0.9, 0.99, 0.999, 0.9999, 0.99999, 1, 1.0001, 1.001, 1.01, 1.1]
     for v in val_list:
         im.set_pixel(0, 0, v)
-        assert_almost_equal(im.get_pixel(0, 0), v)
+        assert im.get_pixel(0, 0) == pytest.approx(v)
         im.set_pixel(0, 0, -v)
-        assert_almost_equal(im.get_pixel(0, 0), -v)
+        assert im.get_pixel(0, 0) == pytest.approx(-v)
 
 
 def test_pixel_overflow():
     im = mapnik.Image(4, 4, mapnik.ImageType.gray8)
     im.set_pixel(0, 0, 256)
-    eq_(im.get_pixel(0, 0), 255)
+    assert im.get_pixel(0, 0) ==  255
 
 
 def test_pixel_underflow():
     im = mapnik.Image(4, 4, mapnik.ImageType.gray8)
     im.set_pixel(0, 0, -1)
-    eq_(im.get_pixel(0, 0), 0)
+    assert im.get_pixel(0, 0) ==  0
     im = mapnik.Image(4, 4, mapnik.ImageType.gray16)
     im.set_pixel(0, 0, -1)
-    eq_(im.get_pixel(0, 0), 0)
+    assert im.get_pixel(0, 0) ==  0
 
 
-@raises(IndexError)
 def test_set_pixel_out_of_range_1():
-    im = mapnik.Image(4, 4)
-    c = mapnik.Color('blue')
-    im.set_pixel(5, 5, c)
+    with pytest.raises(IndexError):
+        im = mapnik.Image(4, 4)
+        c = mapnik.Color('blue')
+        im.set_pixel(5, 5, c)
 
 
-@raises(OverflowError)
 def test_set_pixel_out_of_range_2():
-    im = mapnik.Image(4, 4)
-    c = mapnik.Color('blue')
-    im.set_pixel(-1, 1, c)
+    with pytest.raises(OverflowError):
+        im = mapnik.Image(4, 4)
+        c = mapnik.Color('blue')
+        im.set_pixel(-1, 1, c)
 
 
-@raises(IndexError)
 def test_get_pixel_out_of_range_1():
-    im = mapnik.Image(4, 4)
-    c = im.get_pixel(5, 5)
+    with pytest.raises(IndexError):
+        im = mapnik.Image(4, 4)
+        c = im.get_pixel(5, 5)
 
 
-@raises(OverflowError)
 def test_get_pixel_out_of_range_2():
-    im = mapnik.Image(4, 4)
-    c = im.get_pixel(-1, 1)
+    with pytest.raises(OverflowError):
+        im = mapnik.Image(4, 4)
+        c = im.get_pixel(-1, 1)
 
 
-@raises(IndexError)
 def test_get_pixel_color_out_of_range_1():
-    im = mapnik.Image(4, 4)
-    c = im.get_pixel(5, 5, True)
+    with pytest.raises(IndexError):
+        im = mapnik.Image(4, 4)
+        c = im.get_pixel(5, 5, True)
 
 
-@raises(OverflowError)
 def test_get_pixel_color_out_of_range_2():
-    im = mapnik.Image(4, 4)
-    c = im.get_pixel(-1, 1, True)
+    with pytest.raises(OverflowError):
+        im = mapnik.Image(4, 4)
+        c = im.get_pixel(-1, 1, True)
 
 
 def test_set_color_to_alpha():
     im = mapnik.Image(256, 256)
     im.fill(mapnik.Color('rgba(12,12,12,255)'))
-    eq_(get_unique_colors(im), ['rgba(12,12,12,255)'])
+    assert get_unique_colors(im), ['rgba(12,12,12 == 255)']
     im.set_color_to_alpha(mapnik.Color('rgba(12,12,12,0)'))
-    eq_(get_unique_colors(im), ['rgba(0,0,0,0)'])
+    assert get_unique_colors(im), ['rgba(0,0,0 == 0)']
 
 
-@raises(RuntimeError)
 def test_negative_image_dimensions():
-    # TODO - this may have regressed in
-    # https://github.com/mapnik/mapnik/commit/4f3521ac24b61fc8ae8fd344a16dc3a5fdf15af7
-    im = mapnik.Image(-40, 40)
-    # should not get here
-    eq_(im.width(), 0)
-    eq_(im.height(), 0)
+    with pytest.raises(RuntimeError):
+        # TODO - this may have regressed in
+        # https://github.com/mapnik/mapnik/commit/4f3521ac24b61fc8ae8fd344a16dc3a5fdf15af7
+        im = mapnik.Image(-40, 40)
+        # should not get here
+        assert im.width() ==  0
+        assert im.height() ==  0
 
 
 def test_jpeg_round_trip():
@@ -339,14 +321,14 @@ def test_jpeg_round_trip():
     im2 = mapnik.Image.open(filepath)
     with open(filepath, READ_FLAGS) as f:
         im3 = mapnik.Image.fromstring(f.read())
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(im.width(), im3.width())
-    eq_(im.height(), im3.height())
-    eq_(len(im.tostring()), len(im2.tostring()))
-    eq_(len(im.tostring('jpeg')), len(im2.tostring('jpeg')))
-    eq_(len(im.tostring()), len(im3.tostring()))
-    eq_(len(im.tostring('jpeg')), len(im3.tostring('jpeg')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert im.width() ==  im3.width()
+    assert im.height() ==  im3.height()
+    assert len(im.tostring()) ==  len(im2.tostring())
+    assert len(im.tostring('jpeg')) ==  len(im2.tostring('jpeg'))
+    assert len(im.tostring()) ==  len(im3.tostring())
+    assert len(im.tostring('jpeg')) ==  len(im3.tostring('jpeg'))
 
 
 def test_png_round_trip():
@@ -357,35 +339,31 @@ def test_png_round_trip():
     im2 = mapnik.Image.open(filepath)
     with open(filepath, READ_FLAGS) as f:
         im3 = mapnik.Image.fromstring(f.read())
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(im.width(), im3.width())
-    eq_(im.height(), im3.height())
-    eq_(len(im.tostring()), len(im2.tostring()))
-    eq_(len(im.tostring('png')), len(im2.tostring('png')))
-    eq_(len(im.tostring('png8')), len(im2.tostring('png8')))
-    eq_(len(im.tostring()), len(im3.tostring()))
-    eq_(len(im.tostring('png')), len(im3.tostring('png')))
-    eq_(len(im.tostring('png8')), len(im3.tostring('png8')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert im.width() ==  im3.width()
+    assert im.height() ==  im3.height()
+    assert len(im.tostring()) ==  len(im2.tostring())
+    assert len(im.tostring('png')) ==  len(im2.tostring('png'))
+    assert len(im.tostring('png8')) ==  len(im2.tostring('png8'))
+    assert len(im.tostring()) ==  len(im3.tostring())
+    assert len(im.tostring('png')) ==  len(im3.tostring('png'))
+    assert len(im.tostring('png8')) ==  len(im3.tostring('png8'))
 
 
 def test_image_open_from_string():
-    filepath = '../data/images/dummy.png'
+    filepath = './test/data/images/dummy.png'
     im1 = mapnik.Image.open(filepath)
     with open(filepath, READ_FLAGS) as f:
         im2 = mapnik.Image.fromstring(f.read())
-    eq_(im1.width(), im2.width())
+    assert im1.width() ==  im2.width()
     length = len(im1.tostring())
-    eq_(length, len(im2.tostring()))
-    eq_(len(mapnik.Image.fromstring(im1.tostring('png')).tostring()), length)
-    eq_(len(mapnik.Image.fromstring(im1.tostring('jpeg')).tostring()), length)
-    eq_(len(mapnik.Image.frombuffer(buffer(im1.tostring('png'))).tostring()), length)
-    eq_(len(mapnik.Image.frombuffer(buffer(im1.tostring('jpeg'))).tostring()), length)
+    assert length ==  len(im2.tostring())
+    assert len(mapnik.Image.fromstring(im1.tostring('png')).tostring()) ==  length
+    assert len(mapnik.Image.fromstring(im1.tostring('jpeg')).tostring()) ==  length
+    assert len(mapnik.Image.frombuffer(memoryview(im1.tostring('png'))).tostring()) ==  length
+    assert len(mapnik.Image.frombuffer(memoryview(im1.tostring('jpeg'))).tostring()) ==  length
 
     # TODO - https://github.com/mapnik/mapnik/issues/1831
-    eq_(len(mapnik.Image.fromstring(im1.tostring('tiff')).tostring()), length)
-    eq_(len(mapnik.Image.frombuffer(buffer(im1.tostring('tiff'))).tostring()), length)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert len(mapnik.Image.fromstring(im1.tostring('tiff')).tostring()) ==  length
+    assert len(mapnik.Image.frombuffer(memoryview(im1.tostring('tiff'))).tostring()) ==  length
diff --git a/test/python_tests/image_tiff_test.py b/test/python_tests/image_tiff_test.py
index b1915c111..c5fcc395f 100644
--- a/test/python_tests/image_tiff_test.py
+++ b/test/python_tests/image_tiff_test.py
@@ -1,26 +1,11 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 import hashlib
-import os
-
-from nose.tools import assert_not_equal, eq_
-
 import mapnik
 
-from .utilities import READ_FLAGS, execution_path, run_all
-
+from .utilities import READ_FLAGS
 
 def hashstr(var):
     return hashlib.md5(var).hexdigest()
 
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_tiff_round_trip_scanline():
     filepath = '/tmp/mapnik-tiff-io-scanline.tiff'
     im = mapnik.Image(255, 267)
@@ -30,26 +15,21 @@ def test_tiff_round_trip_scanline():
     im2 = mapnik.Image.open(filepath)
     with open(filepath, READ_FLAGS) as f:
         im3 = mapnik.Image.fromstring(f.read())
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(im.width(), im3.width())
-    eq_(im.height(), im3.height())
-    eq_(hashstr(im.tostring()), org_str)
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert im.width() ==  im3.width()
+    assert im.height() ==  im3.height()
+    assert hashstr(im.tostring()) ==  org_str
     # This won't be the same the first time around because the im is not
     # premultiplied and im2 is
-    assert_not_equal(hashstr(im.tostring()), hashstr(im2.tostring()))
-    assert_not_equal(
-        hashstr(
-            im.tostring('tiff:method=scanline')), hashstr(
-            im2.tostring('tiff:method=scanline')))
+    assert not hashstr(im.tostring()) == hashstr(im2.tostring())
+    assert not hashstr(im.tostring('tiff:method=scanline')) == hashstr(im2.tostring('tiff:method=scanline'))
     # Now premultiply
     im.premultiply()
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=scanline')),
-        hashstr(im2.tostring('tiff:method=scanline')))
-    eq_(hashstr(im2.tostring()), hashstr(im3.tostring()))
-    eq_(hashstr(im2.tostring('tiff:method=scanline')),
-        hashstr(im3.tostring('tiff:method=scanline')))
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=scanline')) == hashstr(im2.tostring('tiff:method=scanline'))
+    assert hashstr(im2.tostring()) ==  hashstr(im3.tostring())
+    assert hashstr(im2.tostring('tiff:method=scanline')) == hashstr(im3.tostring('tiff:method=scanline'))
 
 
 def test_tiff_round_trip_stripped():
@@ -62,27 +42,22 @@ def test_tiff_round_trip_stripped():
     im2.save('/tmp/mapnik-tiff-io-stripped2.tiff', 'tiff:method=stripped')
     with open(filepath, READ_FLAGS) as f:
         im3 = mapnik.Image.fromstring(f.read())
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(im.width(), im3.width())
-    eq_(im.height(), im3.height())
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert im.width() ==  im3.width()
+    assert im.height() ==  im3.height()
     # Because one will end up with UNASSOC alpha tag which internally the TIFF reader will premultiply, the first to string will not be the same due to the
     # difference in tags.
-    assert_not_equal(hashstr(im.tostring()), hashstr(im2.tostring()))
-    assert_not_equal(
-        hashstr(
-            im.tostring('tiff:method=stripped')), hashstr(
-            im2.tostring('tiff:method=stripped')))
+    assert not hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert not hashstr(im.tostring('tiff:method=stripped')) ==  hashstr(im2.tostring('tiff:method=stripped'))
     # Now if we premultiply they will be exactly the same
     im.premultiply()
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=stripped')),
-        hashstr(im2.tostring('tiff:method=stripped')))
-    eq_(hashstr(im2.tostring()), hashstr(im3.tostring()))
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=stripped')) == hashstr(im2.tostring('tiff:method=stripped'))
+    assert hashstr(im2.tostring()) ==  hashstr(im3.tostring())
     # Both of these started out premultiplied, so this round trip should be
     # exactly the same!
-    eq_(hashstr(im2.tostring('tiff:method=stripped')),
-        hashstr(im3.tostring('tiff:method=stripped')))
+    assert hashstr(im2.tostring('tiff:method=stripped')) == hashstr(im3.tostring('tiff:method=stripped'))
 
 
 def test_tiff_round_trip_rows_stripped():
@@ -91,42 +66,38 @@ def test_tiff_round_trip_rows_stripped():
     im = mapnik.Image(255, 267)
     im.fill(mapnik.Color('rgba(12,255,128,.5)'))
     c = im.get_pixel(0, 0, True)
-    eq_(c.r, 12)
-    eq_(c.g, 255)
-    eq_(c.b, 128)
-    eq_(c.a, 128)
-    eq_(c.get_premultiplied(), False)
+    assert c.r ==  12
+    assert c.g ==  255
+    assert c.b ==  128
+    assert c.a ==  128
+    assert c.get_premultiplied() ==  False
     im.save(filepath, 'tiff:method=stripped:rows_per_strip=8')
     im2 = mapnik.Image.open(filepath)
     c2 = im2.get_pixel(0, 0, True)
-    eq_(c2.r, 6)
-    eq_(c2.g, 128)
-    eq_(c2.b, 64)
-    eq_(c2.a, 128)
-    eq_(c2.get_premultiplied(), True)
+    assert c2.r ==  6
+    assert c2.g ==  128
+    assert c2.b ==  64
+    assert c2.a ==  128
+    assert c2.get_premultiplied() ==  True
     im2.save(filepath2, 'tiff:method=stripped:rows_per_strip=8')
     with open(filepath, READ_FLAGS) as f:
         im3 = mapnik.Image.fromstring(f.read())
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(im.width(), im3.width())
-    eq_(im.height(), im3.height())
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert im.width() ==  im3.width()
+    assert im.height() ==  im3.height()
     # Because one will end up with UNASSOC alpha tag which internally the TIFF reader will premultiply, the first to string will not be the same due to the
     # difference in tags.
-    assert_not_equal(hashstr(im.tostring()), hashstr(im2.tostring()))
-    assert_not_equal(
-        hashstr(
-            im.tostring('tiff:method=stripped:rows_per_strip=8')), hashstr(
-            im2.tostring('tiff:method=stripped:rows_per_strip=8')))
+    assert not hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert not hashstr(im.tostring('tiff:method=stripped:rows_per_strip=8')) ==  hashstr(
+        im2.tostring('tiff:method=stripped:rows_per_strip=8'))
     # Now premultiply the first image and they will be the same!
     im.premultiply()
-    eq_(hashstr(im.tostring('tiff:method=stripped:rows_per_strip=8')),
-        hashstr(im2.tostring('tiff:method=stripped:rows_per_strip=8')))
-    eq_(hashstr(im2.tostring()), hashstr(im3.tostring()))
+    assert hashstr(im.tostring('tiff:method=stripped:rows_per_strip=8')) == hashstr(im2.tostring('tiff:method=stripped:rows_per_strip=8'))
+    assert hashstr(im2.tostring()) ==  hashstr(im3.tostring())
     # Both of these started out premultiplied, so this round trip should be
     # exactly the same!
-    eq_(hashstr(im2.tostring('tiff:method=stripped:rows_per_strip=8')),
-        hashstr(im3.tostring('tiff:method=stripped:rows_per_strip=8')))
+    assert hashstr(im2.tostring('tiff:method=stripped:rows_per_strip=8')) == hashstr(im3.tostring('tiff:method=stripped:rows_per_strip=8'))
 
 
 def test_tiff_round_trip_buffered_tiled():
@@ -136,44 +107,40 @@ def test_tiff_round_trip_buffered_tiled():
     im = mapnik.Image(255, 267)
     im.fill(mapnik.Color('rgba(33,255,128,.5)'))
     c = im.get_pixel(0, 0, True)
-    eq_(c.r, 33)
-    eq_(c.g, 255)
-    eq_(c.b, 128)
-    eq_(c.a, 128)
-    eq_(c.get_premultiplied(), False)
+    assert c.r ==  33
+    assert c.g ==  255
+    assert c.b ==  128
+    assert c.a ==  128
+    assert not c.get_premultiplied()
     im.save(filepath, 'tiff:method=tiled:tile_width=32:tile_height=32')
     im2 = mapnik.Image.open(filepath)
     c2 = im2.get_pixel(0, 0, True)
-    eq_(c2.r, 17)
-    eq_(c2.g, 128)
-    eq_(c2.b, 64)
-    eq_(c2.a, 128)
-    eq_(c2.get_premultiplied(), True)
+    assert c2.r ==  17
+    assert c2.g ==  128
+    assert c2.b ==  64
+    assert c2.a ==  128
+    assert c2.get_premultiplied()
     with open(filepath, READ_FLAGS) as f:
         im3 = mapnik.Image.fromstring(f.read())
     im2.save(filepath2, 'tiff:method=tiled:tile_width=32:tile_height=32')
     im3.save(filepath3, 'tiff:method=tiled:tile_width=32:tile_height=32')
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(im.width(), im3.width())
-    eq_(im.height(), im3.height())
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert im.width() ==  im3.width()
+    assert im.height() ==  im3.height()
     # Because one will end up with UNASSOC alpha tag which internally the TIFF reader will premultiply, the first to string will not be the same due to the
     # difference in tags.
-    assert_not_equal(hashstr(im.tostring()), hashstr(im2.tostring()))
-    assert_not_equal(
-        hashstr(
-            im.tostring('tiff:method=tiled:tile_width=32:tile_height=32')), hashstr(
-            im2.tostring('tiff:method=tiled:tile_width=32:tile_height=32')))
+    assert not hashstr(im.tostring()) == hashstr(im2.tostring())
+    assert not hashstr(im.tostring('tiff:method=tiled:tile_width=32:tile_height=32')) ==  hashstr(
+        im2.tostring('tiff:method=tiled:tile_width=32:tile_height=32'))
     # Now premultiply the first image and they should be the same
     im.premultiply()
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=tiled:tile_width=32:tile_height=32')),
-        hashstr(im2.tostring('tiff:method=tiled:tile_width=32:tile_height=32')))
-    eq_(hashstr(im2.tostring()), hashstr(im3.tostring()))
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=tiled:tile_width=32:tile_height=32')) == hashstr(im2.tostring('tiff:method=tiled:tile_width=32:tile_height=32'))
+    assert hashstr(im2.tostring()) ==  hashstr(im3.tostring())
     # Both of these started out premultiplied, so this round trip should be
     # exactly the same!
-    eq_(hashstr(im2.tostring('tiff:method=tiled:tile_width=32:tile_height=32')),
-        hashstr(im3.tostring('tiff:method=tiled:tile_width=32:tile_height=32')))
+    assert hashstr(im2.tostring('tiff:method=tiled:tile_width=32:tile_height=32')) == hashstr(im3.tostring('tiff:method=tiled:tile_width=32:tile_height=32'))
 
 
 def test_tiff_round_trip_tiled():
@@ -184,235 +151,199 @@ def test_tiff_round_trip_tiled():
     im2 = mapnik.Image.open(filepath)
     with open(filepath, READ_FLAGS) as f:
         im3 = mapnik.Image.fromstring(f.read())
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(im.width(), im3.width())
-    eq_(im.height(), im3.height())
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert im.width() ==  im3.width()
+    assert im.height() ==  im3.height()
     # Because one will end up with UNASSOC alpha tag which internally the TIFF reader will premultiply, the first to string will not be the same due to the
     # difference in tags.
-    assert_not_equal(hashstr(im.tostring()), hashstr(im2.tostring()))
-    assert_not_equal(
-        hashstr(
-            im.tostring('tiff:method=tiled')), hashstr(
-            im2.tostring('tiff:method=tiled')))
+    assert not hashstr(im.tostring()) == hashstr(im2.tostring())
+    assert not hashstr(im.tostring('tiff:method=tiled')) ==  hashstr(im2.tostring('tiff:method=tiled'))
     # Now premultiply the first image and they will be exactly the same.
     im.premultiply()
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=tiled')),
-        hashstr(im2.tostring('tiff:method=tiled')))
-    eq_(hashstr(im2.tostring()), hashstr(im3.tostring()))
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=tiled')) == hashstr(im2.tostring('tiff:method=tiled'))
+    assert hashstr(im2.tostring()) ==  hashstr(im3.tostring())
     # Both of these started out premultiplied, so this round trip should be
     # exactly the same!
-    eq_(hashstr(im2.tostring('tiff:method=tiled')),
-        hashstr(im3.tostring('tiff:method=tiled')))
+    assert hashstr(im2.tostring('tiff:method=tiled')) == hashstr(im3.tostring('tiff:method=tiled'))
 
 
 def test_tiff_rgb8_compare():
-    filepath1 = '../data/tiff/ndvi_256x256_rgb8_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_rgb8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgb8.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff')), hashstr(im2.tostring('tiff')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff')) ==  hashstr(im2.tostring('tiff'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff"))
 
 
 def test_tiff_rgba8_compare_scanline():
-    filepath1 = '../data/tiff/ndvi_256x256_rgba8_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_rgba8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgba8-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=scanline')),
-        hashstr(im2.tostring('tiff:method=scanline')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=scanline')) == hashstr(im2.tostring('tiff:method=scanline'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff"))
 
 
 def test_tiff_rgba8_compare_stripped():
-    filepath1 = '../data/tiff/ndvi_256x256_rgba8_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_rgba8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgba8-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=stripped')),
-        hashstr(im2.tostring('tiff:method=stripped')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=stripped')) == hashstr(im2.tostring('tiff:method=stripped'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff"))
 
 
 def test_tiff_rgba8_compare_tiled():
-    filepath1 = '../data/tiff/ndvi_256x256_rgba8_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_rgba8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgba8-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=tiled')),
-        hashstr(im2.tostring('tiff:method=tiled')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=tiled')) == hashstr(im2.tostring('tiff:method=tiled'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.rgba8).tostring("tiff"))
 
 
 def test_tiff_gray8_compare_scanline():
-    filepath1 = '../data/tiff/ndvi_256x256_gray8_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray8-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=scanline')),
-        hashstr(im2.tostring('tiff:method=scanline')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=scanline')) == hashstr(im2.tostring('tiff:method=scanline'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.gray8).tostring("tiff")), True)
-
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray8).tostring("tiff"))
 
 def test_tiff_gray8_compare_stripped():
-    filepath1 = '../data/tiff/ndvi_256x256_gray8_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray8-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=stripped')),
-        hashstr(im2.tostring('tiff:method=stripped')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=stripped')) == hashstr(im2.tostring('tiff:method=stripped'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.gray8).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray8).tostring("tiff"))
 
 
 def test_tiff_gray8_compare_tiled():
-    filepath1 = '../data/tiff/ndvi_256x256_gray8_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray8-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=tiled')),
-        hashstr(im2.tostring('tiff:method=tiled')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=tiled')) == hashstr(im2.tostring('tiff:method=tiled'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.gray8).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray8).tostring("tiff"))
 
 
 def test_tiff_gray16_compare_scanline():
-    filepath1 = '../data/tiff/ndvi_256x256_gray16_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray16_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray16-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=scanline')),
-        hashstr(im2.tostring('tiff:method=scanline')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=scanline')) == hashstr(im2.tostring('tiff:method=scanline'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.gray16).tostring("tiff")), True)
-
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray16).tostring("tiff"))
 
 def test_tiff_gray16_compare_stripped():
-    filepath1 = '../data/tiff/ndvi_256x256_gray16_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray16_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray16-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=stripped')),
-        hashstr(im2.tostring('tiff:method=stripped')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=stripped')) == hashstr(im2.tostring('tiff:method=stripped'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.gray16).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray16).tostring("tiff"))
 
 
 def test_tiff_gray16_compare_tiled():
-    filepath1 = '../data/tiff/ndvi_256x256_gray16_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray16_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray16-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=tiled')),
-        hashstr(im2.tostring('tiff:method=tiled')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=tiled')) == hashstr(im2.tostring('tiff:method=tiled'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(
-        im.width(), im.height(), mapnik.ImageType.gray16).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray16).tostring("tiff"))
 
 
 def test_tiff_gray32f_compare_scanline():
-    filepath1 = '../data/tiff/ndvi_256x256_gray32f_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray32f_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray32f-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=scanline')),
-        hashstr(im2.tostring('tiff:method=scanline')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=scanline')) == hashstr(im2.tostring('tiff:method=scanline'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(),
-                                                             im.height(), mapnik.ImageType.gray32f).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray32f).tostring("tiff"))
 
 
 def test_tiff_gray32f_compare_stripped():
-    filepath1 = '../data/tiff/ndvi_256x256_gray32f_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray32f_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray32f-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=stripped')),
-        hashstr(im2.tostring('tiff:method=stripped')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=stripped')) == hashstr(im2.tostring('tiff:method=stripped'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(),
-                                                             im.height(), mapnik.ImageType.gray32f).tostring("tiff")), True)
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray32f).tostring("tiff"))
 
 
 def test_tiff_gray32f_compare_tiled():
-    filepath1 = '../data/tiff/ndvi_256x256_gray32f_striped.tif'
+    filepath1 = './test/data/tiff/ndvi_256x256_gray32f_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray32f-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
     im2 = mapnik.Image.open(filepath2)
-    eq_(im.width(), im2.width())
-    eq_(im.height(), im2.height())
-    eq_(hashstr(im.tostring()), hashstr(im2.tostring()))
-    eq_(hashstr(im.tostring('tiff:method=tiled')),
-        hashstr(im2.tostring('tiff:method=tiled')))
+    assert im.width() ==  im2.width()
+    assert im.height() ==  im2.height()
+    assert hashstr(im.tostring()) ==  hashstr(im2.tostring())
+    assert hashstr(im.tostring('tiff:method=tiled')) == hashstr(im2.tostring('tiff:method=tiled'))
     # should not be a blank image
-    eq_(hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(),
-                                                             im.height(), mapnik.ImageType.gray32f).tostring("tiff")), True)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray32f).tostring("tiff"))
diff --git a/test/python_tests/introspection_test.py b/test/python_tests/introspection_test.py
index 0c1e39dd2..215be7d3f 100644
--- a/test/python_tests/introspection_test.py
+++ b/test/python_tests/introspection_test.py
@@ -1,36 +1,21 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_introspect_symbolizers():
     # create a symbolizer
     p = mapnik.PointSymbolizer()
-    p.file = "../data/images/dummy.png"
+    p.file = "./test/data/images/dummy.png"
     p.allow_overlap = True
     p.opacity = 0.5
 
-    eq_(p.allow_overlap, True)
-    eq_(p.opacity, 0.5)
-    eq_(p.filename, '../data/images/dummy.png')
+    assert p.allow_overlap ==  True
+    assert p.opacity ==  0.5
+    assert p.filename ==  './test/data/images/dummy.png'
 
     # make sure the defaults
     # are what we think they are
-    eq_(p.allow_overlap, True)
-    eq_(p.opacity, 0.5)
-    eq_(p.filename, '../data/images/dummy.png')
+    assert p.allow_overlap ==  True
+    assert p.opacity ==  0.5
+    assert p.filename ==  './test/data/images/dummy.png'
 
     # contruct objects to hold it
     r = mapnik.Rule()
@@ -46,20 +31,16 @@ def test_introspect_symbolizers():
 
     s2 = m.find_style('s')
     rules = s2.rules
-    eq_(len(rules), 1)
+    assert len(rules) ==  1
     r2 = rules[0]
     syms = r2.symbols
-    eq_(len(syms), 1)
+    assert len(syms) ==  1
 
     # TODO here, we can do...
     sym = syms[0]
     p2 = sym.extract()
     assert isinstance(p2, mapnik.PointSymbolizer)
 
-    eq_(p2.allow_overlap, True)
-    eq_(p2.opacity, 0.5)
-    eq_(p2.filename, '../data/images/dummy.png')
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert p2.allow_overlap ==  True
+    assert p2.opacity ==  0.5
+    assert p2.filename ==  './test/data/images/dummy.png'
diff --git a/test/python_tests/json_feature_properties_test.py b/test/python_tests/json_feature_properties_test.py
index 41557455c..10ae884d8 100644
--- a/test/python_tests/json_feature_properties_test.py
+++ b/test/python_tests/json_feature_properties_test.py
@@ -1,11 +1,4 @@
-# encoding: utf8
-
-from nose.tools import eq_
-
 import mapnik
-
-from .utilities import run_all
-
 try:
     import json
 except ImportError:
@@ -83,30 +76,20 @@
 ctx = mapnik.Context()
 ctx.push('name')
 
-
 def test_char_escaping():
     for char in chars:
         feat = mapnik.Feature(ctx, 1)
         expected = char['test']
         feat["name"] = expected
-        eq_(feat["name"], expected)
+        assert feat["name"] ==  expected
         # confirm the python json module
         # is working as we would expect
         pyjson2 = json.loads(char['json'])
-        eq_(pyjson2['properties']['name'], expected)
+        assert pyjson2['properties']['name'] ==  expected
         # confirm our behavior is the same as python json module
         # for the original string
         geojson_feat_string = feat.to_geojson()
-        eq_(
-            geojson_feat_string,
-            char['json'],
-            "Mapnik's json escaping is not to spec: actual(%s) and expected(%s) for %s" %
-            (geojson_feat_string,
-             char['json'],
-                char['name']))
+        assert  geojson_feat_string ==  char['json'], "Mapnik's json escaping is not to spec: actual(%s) and expected(%s) for %s" % (geojson_feat_string, char['json'], char['name'])
         # and the round tripped string
         pyjson = json.loads(geojson_feat_string)
-        eq_(pyjson['properties']['name'], expected)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert pyjson['properties']['name'] ==  expected
diff --git a/test/python_tests/layer_buffer_size_test.py b/test/python_tests/layer_buffer_size_test.py
index 30417a367..093fe7221 100644
--- a/test/python_tests/layer_buffer_size_test.py
+++ b/test/python_tests/layer_buffer_size_test.py
@@ -1,18 +1,5 @@
-# coding=utf8
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
 if 'sqlite' in mapnik.DatasourceCache.plugin_names():
 
     # the negative buffer on the layer should
@@ -20,23 +7,16 @@ def setup():
     # only one point to be rendered in the map
     def test_layer_buffer_size_1():
         m = mapnik.Map(512, 512)
-        eq_(m.buffer_size, 0)
-        mapnik.load_map(m, '../data/good_maps/layer_buffer_size_reduction.xml')
-        eq_(m.buffer_size, 256)
-        eq_(m.layers[0].buffer_size, -150)
+        assert m.buffer_size ==  0
+        mapnik.load_map(m, './test/data/good_maps/layer_buffer_size_reduction.xml')
+        assert m.buffer_size ==  256
+        assert m.layers[0].buffer_size ==  -150
         m.zoom_all()
         im = mapnik.Image(m.width, m.height)
         mapnik.render(m, im)
         actual = '/tmp/mapnik-layer-buffer-size.png'
-        expected = 'images/support/mapnik-layer-buffer-size.png'
+        expected = './test/python_tests/images/support/mapnik-layer-buffer-size.png'
         im.save(actual, "png32")
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'tests/python_tests/' + expected))
-
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert im.tostring('png32') == expected_im.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual,
+                                                                'tests/python_tests/' + expected)
diff --git a/test/python_tests/layer_modification_test.py b/test/python_tests/layer_modification_test.py
index 373a57618..37ac73ed1 100644
--- a/test/python_tests/layer_modification_test.py
+++ b/test/python_tests/layer_modification_test.py
@@ -1,20 +1,5 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_adding_datasource_to_layer():
     map_string = '''<?xml version="1.0" encoding="utf-8"?>
 <Map>
@@ -25,7 +10,7 @@ def test_adding_datasource_to_layer():
         <!-- leave datasource empty -->
         <!--
         <Datasource>
-            <Parameter name="file">../data/shp/world_merc.shp</Parameter>
+            <Parameter name="file">./test/data/shp/world_merc.shp</Parameter>
             <Parameter name="type">shape</Parameter>
         </Datasource>
         -->
@@ -39,9 +24,9 @@ def test_adding_datasource_to_layer():
         mapnik.load_map_from_string(m, map_string)
 
         # validate it loaded fine
-        eq_(m.layers[0].styles[0], 'world_borders_style')
-        eq_(m.layers[0].styles[1], 'point_style')
-        eq_(len(m.layers), 1)
+        assert m.layers[0].styles[0] ==  'world_borders_style'
+        assert m.layers[0].styles[1] ==  'point_style'
+        assert len(m.layers) ==  1
 
         # also assign a variable reference to that layer
         # below we will test that this variable references
@@ -49,35 +34,29 @@ def test_adding_datasource_to_layer():
         lyr = m.layers[0]
 
         # ensure that there was no datasource for the layer...
-        eq_(m.layers[0].datasource, None)
-        eq_(lyr.datasource, None)
+        assert m.layers[0].datasource ==  None
+        assert lyr.datasource ==  None
 
         # also note that since the srs was black it defaulted to wgs84
-        eq_(m.layers[0].srs,
-            'epsg:4326')
-        eq_(lyr.srs, 'epsg:4326')
+        assert m.layers[0].srs == 'epsg:4326'
+        assert lyr.srs ==  'epsg:4326'
 
         # now add a datasource one...
-        ds = mapnik.Shapefile(file='../data/shp/world_merc.shp')
+        ds = mapnik.Shapefile(file='./test/data/shp/world_merc.shp')
         m.layers[0].datasource = ds
 
         # now ensure it is attached
-        eq_(m.layers[0].datasource.describe()['name'], "shape")
-        eq_(lyr.datasource.describe()['name'], "shape")
+        assert m.layers[0].datasource.describe()['name'] ==  "shape"
+        assert lyr.datasource.describe()['name'] ==  "shape"
 
         # and since we have now added a shapefile in spherical mercator, adjust
         # the projection
         lyr.srs = '+proj=merc +lon_0=0 +lat_ts=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs'
 
         # test that assignment
-        eq_(m.layers[
-            0].srs, '+proj=merc +lon_0=0 +lat_ts=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs')
-        eq_(lyr.srs, '+proj=merc +lon_0=0 +lat_ts=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs')
+        assert m.layers[0].srs == '+proj=merc +lon_0=0 +lat_ts=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs'
+        assert lyr.srs ==  '+proj=merc +lon_0=0 +lat_ts=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs'
     except RuntimeError as e:
         # only test datasources that we have installed
         if not 'Could not create datasource' in str(e):
             raise RuntimeError(e)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
diff --git a/test/python_tests/layer_test.py b/test/python_tests/layer_test.py
index f096e2589..e8652bbc0 100644
--- a/test/python_tests/layer_test.py
+++ b/test/python_tests/layer_test.py
@@ -1,33 +1,21 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import run_all
-
-
 # Map initialization
 
-
 def test_layer_init():
     l = mapnik.Layer('test')
-    eq_(l.name, 'test')
-    eq_(l.srs, 'epsg:4326')
-    eq_(l.envelope(), mapnik.Box2d())
-    eq_(l.clear_label_cache, False)
-    eq_(l.cache_features, False)
-    eq_(l.visible(1), True)
-    eq_(l.active, True)
-    eq_(l.datasource, None)
-    eq_(l.queryable, False)
-    eq_(l.minimum_scale_denominator, 0.0)
-    eq_(l.maximum_scale_denominator > 1e+6, True)
-    eq_(l.group_by, "")
-    eq_(l.maximum_extent, None)
-    eq_(l.buffer_size, None)
-    eq_(len(l.styles), 0)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert l.name ==  'test'
+    assert l.srs ==  'epsg:4326'
+    assert l.envelope() ==  mapnik.Box2d()
+    assert not l.clear_label_cache
+    assert not l.cache_features
+    assert l.visible(1)
+    assert l.active
+    assert l.datasource ==  None
+    assert not l.queryable
+    assert l.minimum_scale_denominator ==  0.0
+    assert l.maximum_scale_denominator > 1e+6
+    assert l.group_by ==  ""
+    assert l.maximum_extent ==  None
+    assert l.buffer_size ==  None
+    assert len(l.styles) ==  0
diff --git a/test/python_tests/load_map_test.py b/test/python_tests/load_map_test.py
index ea0b5ccd8..85d23f8ac 100644
--- a/test/python_tests/load_map_test.py
+++ b/test/python_tests/load_map_test.py
@@ -1,31 +1,11 @@
-#!/usr/bin/env python
-
 import glob
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
 default_logging_severity = mapnik.logger.get_severity()
 
-
-def setup():
-    # make the tests silent to suppress unsupported params from harfbuzz tests
-    # TODO: remove this after harfbuzz branch merges
-    mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def teardown():
     mapnik.logger.set_severity(default_logging_severity)
 
-
 def test_broken_files():
     default_logging_severity = mapnik.logger.get_severity()
     mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
@@ -44,7 +24,7 @@ def test_broken_files():
                 filename)
         except RuntimeError:
             pass
-    eq_(len(failures), 0, '\n' + '\n'.join(failures))
+    assert len(failures) ==  0, '\n' + '\n'.join(failures)
     mapnik.logger.set_severity(default_logging_severity)
 
 
@@ -75,7 +55,7 @@ def test_can_parse_xml_with_deprecated_properties():
                 failures.append(
                     'Failed to load valid map %s (%s)' %
                     (filename, e))
-    eq_(len(failures), 0, '\n' + '\n'.join(failures))
+    assert len(failures) == 0, '\n' + '\n'.join(failures)
     mapnik.logger.set_severity(default_logging_severity)
 
 
@@ -100,8 +80,4 @@ def test_good_files():
                 failures.append(
                     'Failed to load valid map %s (%s)' %
                     (filename, e))
-    eq_(len(failures), 0, '\n' + '\n'.join(failures))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert len(failures) == 0, '\n' + '\n'.join(failures)
diff --git a/test/python_tests/map_query_test.py b/test/python_tests/map_query_test.py
index ab8335e14..268f7fbf3 100644
--- a/test/python_tests/map_query_test.py
+++ b/test/python_tests/map_query_test.py
@@ -1,63 +1,44 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import assert_almost_equal, eq_, raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
+import pytest
 
 # map has no layers
-
-
-@raises(IndexError)
 def test_map_query_throw1():
-    m = mapnik.Map(256, 256)
-    m.zoom_to_box(mapnik.Box2d(-1, -1, 0, 0))
-    m.query_point(0, 0, 0)
+    with pytest.raises(IndexError):
+        m = mapnik.Map(256, 256)
+        m.zoom_to_box(mapnik.Box2d(-1, -1, 0, 0))
+        m.query_point(0, 0, 0)
 
 # only positive indexes
-
-
-@raises(IndexError)
 def test_map_query_throw2():
-    m = mapnik.Map(256, 256)
-    m.query_point(-1, 0, 0)
+    with pytest.raises(IndexError):
+        m = mapnik.Map(256, 256)
+        m.query_point(-1, 0, 0)
 
 # map has never been zoomed (nodata)
-
-
-@raises(RuntimeError)
 def test_map_query_throw3():
-    m = mapnik.Map(256, 256)
-    m.query_point(0, 0, 0)
+    with pytest.raises(RuntimeError):
+        m = mapnik.Map(256, 256)
+        m.query_point(0, 0, 0)
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
     # map has never been zoomed (even with data)
-    @raises(RuntimeError)
     def test_map_query_throw4():
-        m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
-        m.query_point(0, 0, 0)
+        with pytest.raises(RuntimeError):
+            m = mapnik.Map(256, 256)
+            mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
+            m.query_point(0, 0, 0)
 
     # invalid coords in general (do not intersect)
-    @raises(RuntimeError)
     def test_map_query_throw5():
-        m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
-        m.zoom_all()
-        m.query_point(0, 9999999999999999, 9999999999999999)
+        with pytest.raises(RuntimeError):
+            m = mapnik.Map(256, 256)
+            mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
+            m.zoom_all()
+            m.query_point(0, 9999999999999999, 9999999999999999)
 
     def test_map_query_works1():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/wgs842merc_reprojection.xml')
+        mapnik.load_map(m, './test/data/good_maps/wgs842merc_reprojection.xml')
         merc_bounds = mapnik.Box2d(-20037508.34, -
                                    20037508.34, 20037508.34, 20037508.34)
         m.maximum_extent = merc_bounds
@@ -65,11 +46,11 @@ def test_map_query_works1():
         # somewhere in kansas
         fs = m.query_point(0, -11012435.5376, 4599674.6134)
         feat = fs.next()
-        eq_(feat.attributes['NAME_FORMA'], u'United States of America')
+        assert feat.attributes['NAME_FORMA'] ==  u'United States of America'
 
     def test_map_query_works2():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/merc2wgs84_reprojection.xml')
+        mapnik.load_map(m, './test/data/good_maps/merc2wgs84_reprojection.xml')
         wgs84_bounds = mapnik.Box2d(-179.999999975, -
                                     85.0511287776, 179.999999975, 85.0511287776)
         m.maximum_extent = wgs84_bounds
@@ -78,28 +59,28 @@ def test_map_query_works2():
         # mapnik.render_to_file(m,'works2.png')
         # validate that aspect_fix_mode modified the bbox reasonably
         e = m.envelope()
-        assert_almost_equal(e.minx, -179.999999975, places=7)
-        assert_almost_equal(e.miny, -167.951396161, places=7)
-        assert_almost_equal(e.maxx, 179.999999975, places=7)
-        assert_almost_equal(e.maxy, 192.048603789, places=7)
+        assert e.minx == pytest.approx(-179.999999975, abs=1e-7)
+        assert e.miny == pytest.approx(-167.951396161, abs=1e-7)
+        assert e.maxx == pytest.approx(179.999999975, abs=1e-7)
+        assert e.maxy == pytest.approx(192.048603789, abs=1e-7)
         fs = m.query_point(0, -98.9264, 38.1432)  # somewhere in kansas
         feat = fs.next()
-        eq_(feat.attributes['NAME'], u'United States')
+        assert feat.attributes['NAME'] ==  u'United States'
 
     def test_map_query_in_pixels_works1():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/wgs842merc_reprojection.xml')
+        mapnik.load_map(m, './test/data/good_maps/wgs842merc_reprojection.xml')
         merc_bounds = mapnik.Box2d(-20037508.34, -
                                    20037508.34, 20037508.34, 20037508.34)
         m.maximum_extent = merc_bounds
         m.zoom_all()
         fs = m.query_map_point(0, 55, 100)  # somewhere in middle of us
         feat = fs.next()
-        eq_(feat.attributes['NAME_FORMA'], u'United States of America')
+        assert feat.attributes['NAME_FORMA'] ==  u'United States of America'
 
     def test_map_query_in_pixels_works2():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/merc2wgs84_reprojection.xml')
+        mapnik.load_map(m, './test/data/good_maps/merc2wgs84_reprojection.xml')
         wgs84_bounds = mapnik.Box2d(-179.999999975, -
                                     85.0511287776, 179.999999975, 85.0511287776)
         m.maximum_extent = wgs84_bounds
@@ -107,14 +88,10 @@ def test_map_query_in_pixels_works2():
         m.zoom_all()
         # validate that aspect_fix_mode modified the bbox reasonably
         e = m.envelope()
-        assert_almost_equal(e.minx, -179.999999975, places=7)
-        assert_almost_equal(e.miny, -167.951396161, places=7)
-        assert_almost_equal(e.maxx, 179.999999975, places=7)
-        assert_almost_equal(e.maxy, 192.048603789, places=7)
+        assert e.minx == pytest.approx(-179.999999975, abs=1e-7)
+        assert e.miny == pytest.approx(-167.951396161, abs=1e-7)
+        assert e.maxx == pytest.approx(179.999999975, abs=1e-7)
+        assert e.maxy == pytest.approx(192.048603789, abs=1e-7)
         fs = m.query_map_point(0, 55, 100)  # somewhere in Canada
         feat = fs.next()
-        eq_(feat.attributes['NAME'], u'Canada')
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert feat.attributes['NAME'] ==  u'Canada'

From 114bab7a307e3d43d4659db397b3547cb64148d2 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 1 Feb 2023 16:05:34 +0000
Subject: [PATCH 07/37] Add `keys()` method returning `boost::python::list` e.g

```
>>> import mapnik
>>> sym = mapnik.PolygonSymbolizer()
>>> sym.keys()
[]
>>> sym.fill = mapnik.Color("skyblue")
>>> sym.fill_opacity = 0.7
>>> sym.keys()
['fill', 'fill-opacity']

```
---
 src/mapnik_symbolizer.cpp | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/src/mapnik_symbolizer.cpp b/src/mapnik_symbolizer.cpp
index 36f414b32..286b11af1 100644
--- a/src/mapnik_symbolizer.cpp
+++ b/src/mapnik_symbolizer.cpp
@@ -196,6 +196,17 @@ boost::python::object __getitem__(mapnik::symbolizer_base const& sym, std::strin
     return boost::python::object();
 }
 
+boost::python::object symbolizer_keys(mapnik::symbolizer_base const& sym)
+{
+    using const_iterator = symbolizer_base::cont_type::const_iterator;
+    boost::python::list keys;
+    for (auto const& kv : sym.properties)
+    {
+        std::string name = std::get<0>(mapnik::get_meta(kv.first));
+        keys.append(name);
+    }
+    return keys;
+}
 /*
 std::string __str__(mapnik::symbolizer const& sym)
 {
@@ -268,6 +279,7 @@ void export_symbolizer()
         .def("__setattr__",&__setitem__)
         .def("__getitem__",&__getitem__)
         .def("__getattr__",&__getitem__)
+        .def("keys", &symbolizer_keys)
         //.def("__str__", &__str__)
         .def(self == self) // __eq__
         ;

From 2a92ab0638bca833f7556ee78536fea8ec123e71 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 1 Feb 2023 16:07:19 +0000
Subject: [PATCH 08/37] Unit tests - 'pytest` [WIP]

---
 test/python_tests/mapnik_logger_test.py     |  21 +++-----
 test/python_tests/memory_datasource_test.py |  19 ++-----
 test/python_tests/multi_tile_raster_test.py |  53 +++++++-------------
 test/python_tests/my.pdf                    | Bin 7050 -> 0 bytes
 4 files changed, 28 insertions(+), 65 deletions(-)
 delete mode 100644 test/python_tests/my.pdf

diff --git a/test/python_tests/mapnik_logger_test.py b/test/python_tests/mapnik_logger_test.py
index 8c6c5437a..7d7566890 100644
--- a/test/python_tests/mapnik_logger_test.py
+++ b/test/python_tests/mapnik_logger_test.py
@@ -1,21 +1,12 @@
-#!/usr/bin/env python
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import run_all
-
-
 def test_logger_init():
-    eq_(mapnik.severity_type.Debug, 0)
-    eq_(mapnik.severity_type.Warn, 1)
-    eq_(mapnik.severity_type.Error, 2)
-    eq_(getattr(mapnik.severity_type, "None"), 3)
+    assert mapnik.severity_type.Debug ==  0
+    assert mapnik.severity_type.Warn ==  1
+    assert mapnik.severity_type.Error ==  2
+    assert getattr(mapnik.severity_type, "None") ==  3
     default = mapnik.logger.get_severity()
     mapnik.logger.set_severity(mapnik.severity_type.Debug)
-    eq_(mapnik.logger.get_severity(), mapnik.severity_type.Debug)
+    assert mapnik.logger.get_severity() ==  mapnik.severity_type.Debug
     mapnik.logger.set_severity(default)
-    eq_(mapnik.logger.get_severity(), default)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert mapnik.logger.get_severity() ==  default
diff --git a/test/python_tests/memory_datasource_test.py b/test/python_tests/memory_datasource_test.py
index d19dbb593..fbe1d8987 100644
--- a/test/python_tests/memory_datasource_test.py
+++ b/test/python_tests/memory_datasource_test.py
@@ -1,21 +1,15 @@
-# encoding: utf8
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import run_all
-
-
 def test_add_feature():
     md = mapnik.MemoryDatasource()
-    eq_(md.num_features(), 0)
+    assert md.num_features() ==  0
     context = mapnik.Context()
     context.push('foo')
     feature = mapnik.Feature(context, 1)
     feature['foo'] = 'bar'
     feature.geometry = mapnik.Geometry.from_wkt('POINT(2 3)')
     md.add_feature(feature)
-    eq_(md.num_features(), 1)
+    assert md.num_features() ==  1
 
     featureset = md.features_at_point(mapnik.Coord(2, 3))
     retrieved = []
@@ -23,15 +17,12 @@ def test_add_feature():
     for feat in featureset:
         retrieved.append(feat)
 
-    eq_(len(retrieved), 1)
+    assert len(retrieved) ==  1
     f = retrieved[0]
-    eq_(f['foo'], 'bar')
+    assert f['foo'] ==  'bar'
 
     featureset = md.features_at_point(mapnik.Coord(20, 30))
     retrieved = []
     for feat in featureset:
         retrieved.append(feat)
-    eq_(len(retrieved), 0)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert len(retrieved) ==  0
diff --git a/test/python_tests/multi_tile_raster_test.py b/test/python_tests/multi_tile_raster_test.py
index 26fd68adc..5ec750dcd 100644
--- a/test/python_tests/multi_tile_raster_test.py
+++ b/test/python_tests/multi_tile_raster_test.py
@@ -1,26 +1,11 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def test_multi_tile_policy():
     srs = 'epsg:4326'
     lyr = mapnik.Layer('raster')
     if 'raster' in mapnik.DatasourceCache.plugin_names():
         lyr.datasource = mapnik.Raster(
-            file='../data/raster_tiles/${x}/${y}.tif',
+            file='./test/data/raster_tiles/${x}/${y}.tif',
             lox=-180,
             loy=-90,
             hix=180,
@@ -46,29 +31,25 @@ def test_multi_tile_policy():
         mapnik.render(_map, im)
 
         # test green chunk
-        eq_(im.view(0, 64, 1, 1).tostring(), b'\x00\xff\x00\xff')
-        eq_(im.view(127, 64, 1, 1).tostring(), b'\x00\xff\x00\xff')
-        eq_(im.view(0, 127, 1, 1).tostring(), b'\x00\xff\x00\xff')
-        eq_(im.view(127, 127, 1, 1).tostring(), b'\x00\xff\x00\xff')
+        assert im.view(0, 64, 1, 1).tostring() ==  b'\x00\xff\x00\xff'
+        assert im.view(127, 64, 1, 1).tostring() ==  b'\x00\xff\x00\xff'
+        assert im.view(0, 127, 1, 1).tostring() ==  b'\x00\xff\x00\xff'
+        assert im.view(127, 127, 1, 1).tostring() ==  b'\x00\xff\x00\xff'
 
         # test blue chunk
-        eq_(im.view(128, 64, 1, 1).tostring(), b'\x00\x00\xff\xff')
-        eq_(im.view(255, 64, 1, 1).tostring(), b'\x00\x00\xff\xff')
-        eq_(im.view(128, 127, 1, 1).tostring(), b'\x00\x00\xff\xff')
-        eq_(im.view(255, 127, 1, 1).tostring(), b'\x00\x00\xff\xff')
+        assert im.view(128, 64, 1, 1).tostring() ==  b'\x00\x00\xff\xff'
+        assert im.view(255, 64, 1, 1).tostring() ==  b'\x00\x00\xff\xff'
+        assert im.view(128, 127, 1, 1).tostring() ==  b'\x00\x00\xff\xff'
+        assert im.view(255, 127, 1, 1).tostring() ==  b'\x00\x00\xff\xff'
 
         # test red chunk
-        eq_(im.view(0, 128, 1, 1).tostring(), b'\xff\x00\x00\xff')
-        eq_(im.view(127, 128, 1, 1).tostring(), b'\xff\x00\x00\xff')
-        eq_(im.view(0, 191, 1, 1).tostring(), b'\xff\x00\x00\xff')
-        eq_(im.view(127, 191, 1, 1).tostring(), b'\xff\x00\x00\xff')
+        assert im.view(0, 128, 1, 1).tostring() ==  b'\xff\x00\x00\xff'
+        assert im.view(127, 128, 1, 1).tostring() ==  b'\xff\x00\x00\xff'
+        assert im.view(0, 191, 1, 1).tostring() ==  b'\xff\x00\x00\xff'
+        assert im.view(127, 191, 1, 1).tostring() ==  b'\xff\x00\x00\xff'
 
         # test magenta chunk
-        eq_(im.view(128, 128, 1, 1).tostring(), b'\xff\x00\xff\xff')
-        eq_(im.view(255, 128, 1, 1).tostring(), b'\xff\x00\xff\xff')
-        eq_(im.view(128, 191, 1, 1).tostring(), b'\xff\x00\xff\xff')
-        eq_(im.view(255, 191, 1, 1).tostring(), b'\xff\x00\xff\xff')
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert im.view(128, 128, 1, 1).tostring() ==  b'\xff\x00\xff\xff'
+        assert im.view(255, 128, 1, 1).tostring() ==  b'\xff\x00\xff\xff'
+        assert im.view(128, 191, 1, 1).tostring() ==  b'\xff\x00\xff\xff'
+        assert im.view(255, 191, 1, 1).tostring() ==  b'\xff\x00\xff\xff'
diff --git a/test/python_tests/my.pdf b/test/python_tests/my.pdf
deleted file mode 100644
index 7d80dfdd8eea01477650579757c7bc2bb593d4ff..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 7050
zcmdU!cU05Mw#QL{&=N&JTErk7gcM3bktzxZN|7oY2sLy<N9iR|=^haTq&ESPA|=8>
zAR+_^prF#E2P`0<B8n(4!G4c#-TVHy_pO^X>-U@4^UIpq^ZU$B_IE@Kj~$nW%gD2c
z)Gt?kWRZoyAl~+FEGjAxsJ@ezi$4Y;M>QF<Kp+t4aaRw2CtvE_1MTm0%*nyq(TPP>
zmBr8B*9q;(5}dt!=4ih)l5Ht~<$7d^_~)Fq$X(oldP3TfZMo=?xaGr71`M0C!s5JB
zZduq(sTbg~XSR6s_q(|xc+G2PPggtjY<)mXZFRn(JQ?J=O)hy<V4-;Tw9P43dFgAL
z50Q}L%8%us<t>7movP$Z@2Wm{>QfGrT{F+*gy9me=JhicBrZwzB)CSOeFYfhyeQjo
z`=jz&ASI*WK=CmxBVm~#i;L+8V~qw&u9__Sk>e~B_K8kCyuf^o6(eF1sSM$I-HL0i
z?5~%8W>a!MB97jKiB9h@etLH3_29mTN&y)chp<d8Tz{P=6~yK6-*CIMU-x_f#h|ts
zxCXI(5SMWKWPIl*vuN|vrg9f<^0LI`_IxZ!ayC4J6uo>qQ&x1*s4(Bu@!6!h#|Z()
zR97Jl!d^lBy>oKnmZPC&+Cgpw!97-Orabl%Z#(i{X17;7eDMr77La1loL4JxlL9~+
z6HTfb9~AE6)0`XXcok}PZ;f%7Yn+=-*ettaL%IJV`+VJMM(gF*uNxZAo7ueo@M;%W
zVMD-rJpJ9$5K!wK&w$Z%{Fz%rzN_^^?;Q$~#75sD0`bF92kx8jLu10ZKkQa&T8Y0G
zB_{O7J|+^u<zl_}7JX%d9yFX~-_TqRevxmjaEh1_R^cCz-yE_hUVMo=0-)S-HvJ&e
z0llXK+8W#!<=rEayA%|0*V4oMx?NhJ%FKKA@17?#sjH_f6UGJykT=JTCpV^M1XMq6
zcQd^|6pkYK#<Sy@AKfyNwH{0Vc=<%D!jZ!Og45MPXu9Yp3X=3Lr1GL%_Mxf6pUg@R
z9oZU~{s6jrYi=l)Nhc>_@AZ{McbV3O*`3R_Aon)Uq5F5wJ2JVmIC(jKC6ZdBu}lM)
zcBdk&Acv&&(^`n{r0=k;9qfO?#GlGFL`8*Wpnjle7_|X`YH2`VGDry20ljml6926q
z{-a;^YribyOF#8WEnmly|2`H3dM3oj2?8}lyEyHPYl!xB^74nkzi%=FCr4Mbrgt#p
zEY$>q$ScarAdvF%if{-@4laX2DIyi*AT~SS)$;c8r+(QFLff@pw&)38?*N~lT=+8D
zj`iEDO{jD5MSJ=A&_;F$`DWII`1=Oz%!%f@7WJuPPJyltPR1uRX^(vI3To`+=N;hd
z;N%CPt)KBvJ|d~@e~28Y@6-Bckt41DBuj@n8{>4?sWsa+__b^PV;oG;@ndoEvzmtV
zM)`MEH%mIr;$|KGj7<sE)e_<Bxu;D^{WyP_lA$8%*|b#MacxB6WGXX{79ksb2fcKQ
z6D!o7%>yVGWU(2ae!R)5GMzWpE{0+9E=?-)7#+5#ZmdsAyUOKYOUNx-$xTW*x+?rp
zC?aCxn&flPlL<Y--zlOw^OYj_4~i7Nd%g2U{uxF8NXZUmKT)Lkl_JI8QKa~NtbY$h
zv^V&lriiwFKT`y!ZG?Zo2>t~%+FJcHj_NIyZwWNAFK?K8NN`#G3094QXh%XKqc|@P
z^U6fO9EoP<)@2h`Q(MdyBvhPF6IIXC%w$i`R(vzP8XBQCOHzyYO#DE$?f5XHmK^%|
zCDUT#;C5)}#wXq?pU*z`d_J$~*Ze`+v~(j*EkX_7R?OHIUvba49-(YfD^(IDGK1hB
z3{^GmGj}swmwHq-@FI<0)qSQ%{$*Y0I*WmUIi}U<uNM~vN8~kQ7j$me!nvh;2m{&&
zDo$1CUc&NzuDBAIrds4`p6F!{b;>b4r<C`?d?ihC(+D9K7*}xJp;@!DU&K~A{np1d
zcF|5LhI7VMC`4FHs-S}@UhHwH0qhPS`%eF9?c9tsS9=f_W4(W8L!}HXF>`mMMB`)O
zpf<e_f1U}t#^N{Hi}#I+ND>0Zj(=L8NVhnjt|F;c9jRlW+|)K}%9>oM&Rbw}qw7ry
z+mrX&$HhancZ-rDKd&C_iA-e_lIXY#UT@Dh(e{D`a07F!zO%O{#ro{-qQO!nHHn+7
z^Mi!lsU+*DE6*)m?%kg@<%wx(?M^7a(wi=SvHjA10A8~sB1h-#(5Ka-L-G$%MNFi+
zfxS^HSC8_)928@}rW9(jH&f&^t}>P)CTP~!J9E1NE(_VHo}SyjVkIM-&Bj`+<8@U;
znJ2Oy5<Mh;gU|HUQFee*xQ>bBu2vN=_DF(m8b$Di`60@_S(AL9N(u}e%=aOD^|&hl
zIhXRM6xqsku~$%7X{Jb0xY%ewmSfzop?Qh0H7kFk<$`&<-aVsI-5TUTAI#A&F<`;B
z$22pt_DqA6Kn!77UfN<LTrzcYE6w;=NXOkM59l5rPBSt1@xp@WQ7y~JBqm5EU73Gy
zk3jth&&Xf&Np;Mxq$3Y*WxBMWFmDD&F3q3XR=PYfwidU0S5|IQi67}NhWRe$gD_#W
z-3pF;45kuZ!eksq{;8M#sL&@03tj5$#54+NoGhDy^B`3VuFDV{(=96+L(dD6XL70-
zjSeo4EQfM|w1Le0O}%#E3UN&B2Z?KBql4<}eFnZkA=k4ekgg!SRPdjenkGLz2e2^{
zv>e?5KWo0RAc{&MKO3wtk*3ebgrO&`AG|yQ^i-D;x9SPMXPq2w^)Vs!1-}8bIkjeT
zcA1g$8O3+_#Y7uc{k-x!c8>CNPolb%WP^09#ktV=+FodH?_3Q%?CraenO;ojQO&Z7
z1TfQb<t~wB^K%+8eU;HsX64Fh$kNAlEBU?GOm;tBm3mqmNf17RxPI*3!eLRn0FFBM
zJ1008Zzo``!m)=V4Se1I$O9`*i`|csyPJorjTFp#pV#p?Bv!;mFl|HiW)~%cT{gRX
z+!2$Se4vR<P6#HTWlr~QhEnN&OS{XlUo1t)3IdcO^+xRqOO?uTuF9{gz@6DBe#IGi
zaC5gsfLlhHm!$wV|Ef5v>oKB6C7*t%?jjGpMcsfCFA{La6sRL(=Yz=$;W!@K@DTID
z@LkgqyOsZp+<RA(3kO-|ufNj^i{=Ut*kU=hJIISCf%)L^g0;=6PD+_aS6a#0EWW1f
zk>1fa1cqkOCA*XJf){PxXye4gq6gFy<5C^NH0DklFcgQriJpy%VJX02ME}rb4=Z47
z7!YR|x{GU(yu@uAZ^d5N0Wu)TCXO<O45Wp)&96opSU4k2o)s23L}}x5f3e5+2wrgX
zB{L`p$QZk2SdBumU(31EL3*As!jQywCH^6kk2@%r@BSW>^p%tpY+qm4aU+}%w_m_2
zDnOEhJa1+fA8Xx{G8g9T=4|@NP)^q`#-gqkf>j;vKA0v}|Gc9uztVbw@&se5-RWL&
z+@KZTcb~j+X*$6C({OjUf`|sj=Ioh%<y)7HK9wPWcsAy62cPtX5{drq*374J2J)yz
zNk<#zrS(7DRjnWW)sU4-tnN)SsxP$6?(b|nS}v*gYVmNeFULG<a?9QsHqm2Gkwxw+
znks%?ZAm%POUEg9-{Ye1sl+^Kx8!iyy*_q7Djiio+;m`0H?}W1AuPp`$u~57*5OP@
z&68Q#G%fvd-G#s`hG@1o13o;Z%IDgH800PYDBk76xJ_ILK0EvYUcN`rs}_D>^jWUc
z0WmqOfb(ar1-Y<*!5L)#gPERbb$rPM#cQCw47Ia_F6@<8BDOKlImlj06ZMST`+AZC
zXGz82)7sqlxnX7b?#3Cu+-moGXqfO!?Wr)G$KtyPB9C`*k`A3}YMa}N%`A#4)2+Ig
zJ3SPlV=RsJWwXgiHXJ5~tXn+Fd>E@@6&_E|HHT$?JtD>tY?b1#@64zvT5!8h>dNUy
z`MxhIvaPj(;){BCOBbJ8mGZiowy|92G%GA6pmi=Lebm^6E#n2{XRLc%bFbcoeZ-M#
zG%w#FhUt;2y;b;rjY({KYp(Q7P%en?5#On??f0u@Y5UKr<Q!;HM0`AblWuDW+J#gL
zXFAluJ8)V}V8u6N`?-s`w)rQ~*nJVrSNxs^t@PV&Z>qiv+Wx%$X(PAwX!!Q?64fIJ
z(=oD#g>W+ap*~!Dc>(tn*@Gv`c6qN}B>&oO!VRE9=J4A*g(GVsYmN#>L~{2i)S)Hb
z57uP>*(Af&yqseWF|@8zZ3!L``}utfivTrf_@==YL}BvI+FEtDWsORXiApm0xw8Uh
zXb@G`1hi^1YbGUXO}_A~BLUrTWlUnoChStycwSk)zaM|}i6ljWp!Q<690|x*ASBv|
zE(+$UAbIle;RWdWJ?T~!3fC4C5|W2u3XN#Y5zpIXPdiCJ2$F!#Xkb+)IwJGbx!5~(
zy$nIpYTdwagqK%L!5hn21v)O#@TYUsQA91QCm3(`9G=b|&wJ!K5;LC1cwQiWBC_CP
zwK4%nsM5Ecz!lF*G!uXwloj_>e!OZA+XG=_lf+_6)<j+jzKH}JOFcP0&nOMx>9R*&
z^?v=B1PoD|c_4VW=wZy$yyMz4OSnB(Ig3$+oWnxiIIX~hJG`KFxGM|+e#=G*oZ!T_
zEVeZBfM(}BVr9YlGU?pJ{4ozt1Q_pF;VBE&8zA+di0$-M;0!ThezusrEHCI$1M!i|
z>(I}7x&`_(H9EzeK1|O(SUZE*>GGAHv-T7OD-bnwe29mVMdmH%9O6q99n{7d##FA<
zDN#7*$UZ7u{lE!67u350_NaHvSz$i>o6aal$6Hx<N4z|6T1l$r`z|<U&5Y<gb*aAZ
z{*(<s$=}Fw2=5(deKNt;HEE9k-|EOOOI7Nltc9CFnO~-Hi!74F*SJJNu2-b@4NtJ)
z8!k|1u2gg%K&;^(aYWId=tdH;LQOm%^yI@5REvU#ANU9xND0}M-#X@Xi74k<OvX;U
zekUBFW+99ZEOV^^cZGGAKpJ@eEE;h>wSTVvS*M@At#^)=-CL~pnxv?0GDo>o*5<?~
z^#(SN*D(v#Dhrpj{VbS2gA!l%bdHb5htz@14y4yvfTT(QoA!$0$Z=tOS_lDE+`b4i
z4G3?Kx(5SPiWDh|Z-n56z-C(^a97avu~9-&*1|NOjX(9O8tMYgj9I)ib6pM~eXs?b
zJ?t|?oi=8<=XED`U(Tq0_AI1`0L5tqQ#u8%B-VbgsgVH57;{f@;+<N%he}X#qb<yk
z=pI6^06l&!4Am1e4PoM&K@!pD4t0@zcyvp7ym3TW8P=zj7c>X#Z9b0xs|5Wiyp$Q*
z+4bHLRrX?tAyISQ$as<y;PiNijOD2^VGP59udqhoEx-US{ZCnQuu~yq0Wjc|WT=Wl
zmj<s1g^V?9-+vYiKz7#I`+=`$jdKFXZ;h=u@vxwU2fCnW;)04Is33h=1G{gfT)A7`
zZ1pV%9w`BGrl=MM2WEw9SyKm_jE$eQBPa49J2eQ6SQGG8-tZj>kU%^Cd<hD}Fg8$v
z$`EU5ROoEKJxz`<0l(ERJw<(mcu(A%DWaS`m1mz#jSk(i;JE@a1n@vPetP<b#+ns9
zV1~8cD_YC+De|tM+P!J%@R-)CDb)Iu_IZQwIYyxsSy*w>ZDvr_J_?K(Bry9Sj05Z)
z=5RFWL$)<IGWGDBW!5yT<;;5K1U){rdC)zO1H7fr`A8I%AY?_}8%@-4?)UYHj-fz&
zyrZ>($781K1|4S?knc?+9`ct9Hje@oKaRmsC!Y*rR$OYZec)vcuR-~nqw~1>D#Z;A
zFP^E10+Ry-^wDSB<5?5c0_!rl6O7uQ>06qBL@k+;*YgTxlAcn7d)D{7Do_w_42dlR
zzKp*+I*darO#>rL_^mmK!G`=3fZ|31P@wk-aaIB2>P;be4mJx8SrZfXP05Y|HRt=K
z17q5JE6-K)_W{-%vz{8N(9hW;Z;OtQy<iDj%RvwL3;L(-uSMh`QG?^#sgv)A)(&w_
z=3xGwqV6P0UvpGhSvc&Q`~as3315<`e<4eS@8qEH9~tOQ;zgAjev%cOrD4)A2=$-&
z*Nl<&2+anEz`x6dzbGK^f42m(lQ{mTv)7%4{Uv?<jS2$)*JY5nemJND#uhj8v^1C-
zlDOQ24U!qW$SZh{UcA~T)R<F3(@o=#T-EJ3XHGsv;lMJ=G>32oYv6tqtAGpGr%;o*
z=8tHDfGpG7{ql|i2EbA&VAq9S4r096(u!P!oyn^gukB4tKNIzqJYEKn0-hfo>5O1#
z9x3meYQOH;`O*VA>03;A%a{l{ss9_eei1-^u=RgZKz_@X#c6vtCkGl{5NI%55kf6g
ztf+Ma3_>km>u?BSM<k=!5fEyj*?(aS@w0gS?~vKx{~rno{BIJ;&pOaojUMrR*Zo!^
zp>5AE3-WcXcfx>4fW7~Y7^&;|O^q~nb)+f&JKZ`?t}Yn=uMI744{u)+AG8BiyZoXH
zp72HQXopZ;stD=p<4rpg_%0zrHC_Gv44r(nyghxqy><l7Urq`f?Ck95=;-L_cKsc+
z9bdjiF*xE|4BG+WOAPydGJ&84mH+){;=jx5Zvm1z>z};-jU0yf0tC&w-^pSBU0#2S
a9>041L!1Bcu7B*k|9-E({Yw1e_5T1;UKNx8


From 6727f11801c60152071d13768408c558a60d6825 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Tue, 7 Feb 2023 13:49:10 +0000
Subject: [PATCH 09/37] Upgrade `ogr` and feature id unit tests

---
 test/python_tests/feature_id_test.py          |  52 +--
 .../ogr_and_shape_geometries_test.py          |  30 +-
 test/python_tests/ogr_test.py                 | 359 ++++++------------
 3 files changed, 143 insertions(+), 298 deletions(-)

diff --git a/test/python_tests/feature_id_test.py b/test/python_tests/feature_id_test.py
index e8a5056a5..4f64b06ee 100644
--- a/test/python_tests/feature_id_test.py
+++ b/test/python_tests/feature_id_test.py
@@ -1,25 +1,11 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
 try:
     import itertools.izip as zip
 except ImportError:
     pass
 
 
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
 def compare_shape_between_mapnik_and_ogr(shapefile, query=None):
     plugins = mapnik.DatasourceCache.plugin_names()
     if 'shape' in plugins and 'ogr' in plugins:
@@ -34,47 +20,39 @@ def compare_shape_between_mapnik_and_ogr(shapefile, query=None):
         count = 0
         for feat1, feat2 in zip(fs1, fs2):
             count += 1
-            eq_(feat1.id(), feat2.id(),
-                '%s : ogr feature id %s "%s" does not equal shapefile feature id %s "%s"'
-                % (count, feat1.id(), str(feat1.attributes), feat2.id(), str(feat2.attributes)))
+            assert feat1.id() == feat2.id(), '%s : ogr feature id %s "%s" does not equal shapefile feature id %s "%s"' % (count, feat1.id(), str(feat1.attributes), feat2.id(), str(feat2.attributes))
     return True
 
 
 def test_shapefile_line_featureset_id():
-    compare_shape_between_mapnik_and_ogr('../data/shp/polylines.shp')
+    compare_shape_between_mapnik_and_ogr('./test/data/shp/polylines.shp')
 
 
 def test_shapefile_polygon_featureset_id():
-    compare_shape_between_mapnik_and_ogr('../data/shp/poly.shp')
+    compare_shape_between_mapnik_and_ogr('./test/data/shp/poly.shp')
 
 
 def test_shapefile_polygon_feature_query_id():
     bbox = (15523428.2632, 4110477.6323, -11218494.8310, 7495720.7404)
     query = mapnik.Query(mapnik.Box2d(*bbox))
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Ogr(file='../data/shp/world_merc.shp', layer_by_index=0)
+        ds = mapnik.Ogr(file='./test/data/shp/world_merc.shp', layer_by_index=0)
         for fld in ds.fields():
             query.add_property_name(fld)
         compare_shape_between_mapnik_and_ogr(
-            '../data/shp/world_merc.shp', query)
+            './test/data/shp/world_merc.shp', query)
 
 
 def test_feature_hit_count():
-    pass
-    #raise Todo("need to optimize multigeom bbox handling in shapeindex: https://github.com/mapnik/mapnik/issues/783")
     # results in different results between shp and ogr!
     #bbox = (-14284551.8434, 2074195.1992, -7474929.8687, 8140237.7628)
-    #bbox = (1113194.91,4512803.085,2226389.82,6739192.905)
-    #query = mapnik.Query(mapnik.Box2d(*bbox))
-    # if 'ogr' in mapnik.DatasourceCache.plugin_names():
-    #    ds1 = mapnik.Ogr(file='../data/shp/world_merc.shp',layer_by_index=0)
-    #    for fld in ds1.fields():
-    #        query.add_property_name(fld)
-    #    ds2 = mapnik.Shapefile(file='../data/shp/world_merc.shp')
-    #    count1 = len(ds1.features(query).features)
-    #    count2 = len(ds2.features(query).features)
-    #    eq_(count1,count2,"Feature count differs between OGR driver (%s features) and Shapefile Driver (%s features) when querying the same bbox" % (count1,count2))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    bbox = (1113194.91,4512803.085,2226389.82,6739192.905)
+    query = mapnik.Query(mapnik.Box2d(*bbox))
+    if 'ogr' in mapnik.DatasourceCache.plugin_names():
+        ds1 = mapnik.Ogr(file='./test/data/shp/world_merc.shp',layer_by_index=0)
+        for fld in ds1.fields():
+            query.add_property_name(fld)
+        ds2 = mapnik.Shapefile(file='./test/data/shp/world_merc.shp')
+        count1 = len(list(ds1.features(query)))
+        count2 = len(list(ds2.features(query)))
+        assert count1 < count2 # expected 17 and 20
diff --git a/test/python_tests/ogr_and_shape_geometries_test.py b/test/python_tests/ogr_and_shape_geometries_test.py
index 04fd62430..49644e9e8 100644
--- a/test/python_tests/ogr_and_shape_geometries_test.py
+++ b/test/python_tests/ogr_and_shape_geometries_test.py
@@ -1,24 +1,11 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
 try:
     import itertools.izip as zip
 except ImportError:
     pass
 
 
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
 # TODO - fix truncation in shapefile...
 polys = ["POLYGON ((30 10, 10 20, 20 40, 40 40, 30 10))",
          "POLYGON ((35 10, 10 20, 15 40, 45 45, 35 10),(20 30, 35 35, 30 20, 20 30))",
@@ -37,17 +24,12 @@ def ensure_geometries_are_interpreted_equivalently(filename):
         count = 0
         for feat1, feat2 in zip(fs1, fs2):
             count += 1
-            eq_(feat1.attributes, feat2.attributes)
-            # TODO - revisit this: https://github.com/mapnik/mapnik/issues/1093
-            # eq_(feat1.to_geojson(),feat2.to_geojson())
-            # eq_(feat1.geometries().to_wkt(),feat2.geometries().to_wkt())
-            # eq_(feat1.geometries().to_wkb(mapnik.wkbByteOrder.NDR),feat2.geometries().to_wkb(mapnik.wkbByteOrder.NDR))
-            # eq_(feat1.geometries().to_wkb(mapnik.wkbByteOrder.XDR),feat2.geometries().to_wkb(mapnik.wkbByteOrder.XDR))
+            assert feat1.attributes == feat2.attributes
+            assert feat1.to_geojson() == feat2.to_geojson()
+            assert feat1.geometry.to_wkt() == feat2.geometry.to_wkt()
+            assert feat1.geometry.to_wkb(mapnik.wkbByteOrder.NDR) == feat2.geometry.to_wkb(mapnik.wkbByteOrder.NDR)
+            assert feat1.geometry.to_wkb(mapnik.wkbByteOrder.XDR) == feat2.geometry.to_wkb(mapnik.wkbByteOrder.XDR)
 
     def test_simple_polys():
         ensure_geometries_are_interpreted_equivalently(
-            '../data/shp/wkt_poly.shp')
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+            './test/data/shp/wkt_poly.shp')
diff --git a/test/python_tests/ogr_test.py b/test/python_tests/ogr_test.py
index bc527a6cf..b35f80f7e 100644
--- a/test/python_tests/ogr_test.py
+++ b/test/python_tests/ogr_test.py
@@ -1,306 +1,191 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
-from nose.tools import assert_almost_equal, eq_, raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
+import pytest
 
 try:
     import json
 except ImportError:
     import simplejson as json
 
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
 if 'ogr' in mapnik.DatasourceCache.plugin_names():
 
     # Shapefile initialization
     def test_shapefile_init():
-        ds = mapnik.Ogr(file='../data/shp/boundaries.shp', layer_by_index=0)
+        ds = mapnik.Ogr(file='./test/data/shp/boundaries.shp', layer_by_index=0)
         e = ds.envelope()
-        assert_almost_equal(e.minx, -11121.6896651, places=7)
-        assert_almost_equal(e.miny, -724724.216526, places=6)
-        assert_almost_equal(e.maxx, 2463000.67866, places=5)
-        assert_almost_equal(e.maxy, 1649661.267, places=3)
+        assert e.minx == pytest.approx(-11121.6896651, abs=1e-7)
+        assert e.miny == pytest.approx(-724724.216526, abs=1e-6)
+        assert e.maxx == pytest.approx(2463000.67866, abs=1e-5)
+        assert e.maxy == pytest.approx(1649661.267, abs=1e-3)
         meta = ds.describe()
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Polygon)
-        eq_('+proj=lcc' in meta['proj'], True)
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Polygon
+        assert '+proj=lcc' in meta['proj4']
 
     # Shapefile properties
     def test_shapefile_properties():
-        ds = mapnik.Ogr(file='../data/shp/boundaries.shp', layer_by_index=0)
+        ds = mapnik.Ogr(file='./test/data/shp/boundaries.shp', layer_by_index=0)
         f = list(ds.features_at_point(ds.envelope().center(), 0.001))[0]
-        eq_(ds.geometry_type(), mapnik.DataGeometryType.Polygon)
-
-        eq_(f['CGNS_FID'], u'6f733341ba2011d892e2080020a0f4c9')
-        eq_(f['COUNTRY'], u'CAN')
-        eq_(f['F_CODE'], u'FA001')
-        eq_(f['NAME_EN'], u'Quebec')
-        eq_(f['Shape_Area'], 1512185733150.0)
-        eq_(f['Shape_Leng'], 19218883.724300001)
+        assert ds.geometry_type() ==  mapnik.DataGeometryType.Polygon
+
+        assert f['CGNS_FID'] ==  u'6f733341ba2011d892e2080020a0f4c9'
+        assert f['COUNTRY'] ==  u'CAN'
+        assert f['F_CODE'] ==  u'FA001'
+        assert f['NAME_EN'] ==  u'Quebec'
+        assert f['Shape_Area'] ==  1512185733150.0
+        assert f['Shape_Leng'] ==  19218883.724300001
         meta = ds.describe()
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Polygon)
-        # NOTE: encoding is latin1 but gdal >= 1.9 should now expose utf8 encoded features
-        # See SHAPE_ENCODING for overriding: http://gdal.org/ogr/drv_shapefile.html
-        # Failure for the NOM_FR field is expected for older gdal
-        #eq_(f['NOM_FR'], u'Qu\xe9bec')
-        #eq_(f['NOM_FR'], u'Québec')
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Polygon
+        assert f['NOM_FR'] ==  u'Qu\xe9bec'
+        assert f['NOM_FR'] ==  u'Québec'
 
-    @raises(RuntimeError)
     def test_that_nonexistant_query_field_throws(**kwargs):
-        ds = mapnik.Ogr(file='../data/shp/world_merc.shp', layer_by_index=0)
-        eq_(len(ds.fields()), 11)
-        eq_(ds.fields(), ['FIPS', 'ISO2', 'ISO3', 'UN', 'NAME',
-                          'AREA', 'POP2005', 'REGION', 'SUBREGION', 'LON', 'LAT'])
-        eq_(ds.field_types(),
-            ['str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float'])
-        query = mapnik.Query(ds.envelope())
-        for fld in ds.fields():
-            query.add_property_name(fld)
-        # also add an invalid one, triggering throw
-        query.add_property_name('bogus')
-        ds.features(query)
+        with pytest.raises(RuntimeError):
+            ds = mapnik.Ogr(file='./test/data/shp/world_merc.shp', layer_by_index=0)
+            assert len(ds.fields()) ==  11
+            assert ds.fields() == ['FIPS', 'ISO2', 'ISO3', 'UN', 'NAME',
+                              'AREA', 'POP2005', 'REGION', 'SUBREGION', 'LON', 'LAT']
+            assert ds.field_types() == ['str','str','str','int','str','int','int','int','int','float','float']
+            query = mapnik.Query(ds.envelope())
+            for fld in ds.fields():
+                query.add_property_name(fld)
+            # also add an invalid one, triggering throw
+            query.add_property_name('bogus')
+            ds.features(query)
 
     # disabled because OGR prints an annoying error: ERROR 1: Invalid Point object. Missing 'coordinates' member.
     # def test_handling_of_null_features():
-    #    ds = mapnik.Ogr(file='../data/json/null_feature.geojson',layer_by_index=0)
-    #    fs = ds.all_features()
-    #    eq_(len(fs),1)
+    #     ds = mapnik.Ogr(file='./test/data/json/null_feature.geojson',layer_by_index=0)
+    #     fs = ds.all_features()
+    #     assert len(list(fs)) == 1
 
     # OGR plugin extent parameter
     def test_ogr_extent_parameter():
         ds = mapnik.Ogr(
-            file='../data/shp/world_merc.shp',
+            file='./test/data/shp/world_merc.shp',
             layer_by_index=0,
             extent='-1,-1,1,1')
         e = ds.envelope()
-        eq_(e.minx, -1)
-        eq_(e.miny, -1)
-        eq_(e.maxx, 1)
-        eq_(e.maxy, 1)
+        assert e.minx ==  -1
+        assert e.miny ==  -1
+        assert e.maxx ==  1
+        assert e.maxy ==  1
         meta = ds.describe()
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Polygon)
-        eq_('+proj=merc' in meta['proj'], True)
+        assert meta['geometry_type'] == mapnik.DataGeometryType.Polygon
+        assert '+proj=merc' in meta['proj4']
 
     def test_ogr_reading_gpx_waypoint():
-        ds = mapnik.Ogr(file='../data/gpx/empty.gpx', layer='waypoints')
+        ds = mapnik.Ogr(file='./test/data/gpx/empty.gpx', layer='waypoints')
         e = ds.envelope()
-        eq_(e.minx, -122)
-        eq_(e.miny, 48)
-        eq_(e.maxx, -122)
-        eq_(e.maxy, 48)
+        assert e.minx ==  -122
+        assert e.miny ==  48
+        assert e.maxx ==  -122
+        assert e.maxy ==  48
         meta = ds.describe()
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_('+proj=longlat' in meta['proj'], True)
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert '+proj=longlat' in meta['proj4']
 
     def test_ogr_empty_data_should_not_throw():
         default_logging_severity = mapnik.logger.get_severity()
         mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
         # use logger to silence expected warnings
         for layer in ['routes', 'tracks', 'route_points', 'track_points']:
-            ds = mapnik.Ogr(file='../data/gpx/empty.gpx', layer=layer)
+            ds = mapnik.Ogr(file='./test/data/gpx/empty.gpx', layer=layer)
             e = ds.envelope()
-            eq_(e.minx, 0)
-            eq_(e.miny, 0)
-            eq_(e.maxx, 0)
-            eq_(e.maxy, 0)
+            assert e.minx ==  0
+            assert e.miny ==  0
+            assert e.maxx ==  0
+            assert e.maxy ==  0
         mapnik.logger.set_severity(default_logging_severity)
         meta = ds.describe()
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
-        eq_('+proj=longlat' in meta['proj'], True)
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
+        assert '+proj=longlat' in meta['proj4']
 
     # disabled because OGR prints an annoying error: ERROR 1: Invalid Point object. Missing 'coordinates' member.
-    # def test_handling_of_null_features():
-    #    ds = mapnik.Ogr(file='../data/json/null_feature.geojson',layer_by_index=0)
-    #    fs = ds.all_features()
-    #    eq_(len(fs),1)
+    def test_handling_of_null_features():
+        assert True
+        ds = mapnik.Ogr(file='./test/data/json/null_feature.geojson',layer_by_index=0)
+        fs = ds.all_features()
+        assert len(list(fs)) == 1
 
     def test_geometry_type():
-        ds = mapnik.Ogr(file='../data/csv/wkt.csv', layer_by_index=0)
+        ds = mapnik.Ogr(file='./test/data/csv/wkt.csv', layer_by_index=0)
         e = ds.envelope()
-        assert_almost_equal(e.minx, 1.0, places=1)
-        assert_almost_equal(e.miny, 1.0, places=1)
-        assert_almost_equal(e.maxx, 45.0, places=1)
-        assert_almost_equal(e.maxy, 45.0, places=1)
+        assert e.minx == pytest.approx(1.0, abs=1e-1)
+        assert e.miny == pytest.approx(1.0, abs=1e-1)
+        assert e.maxx == pytest.approx(45.0, abs=1e-1)
+        assert e.maxy == pytest.approx(45.0, abs=1e-1)
         meta = ds.describe()
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
-        #eq_('+proj=longlat' in meta['proj'],True)
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
         fs = ds.featureset()
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual,
-            {u'geometry': {u'type': u'Point',
-                           u'coordinates': [30,
-                                            10]},
-             u'type': u'Feature',
-             u'id': 2,
-             u'properties': {u'type': u'point',
-                             u'WKT': u'           POINT (30 10)'}})
+        assert actual == {u'geometry': {u'type': u'Point',
+                                        u'coordinates': [30,10]},
+                          u'type': u'Feature',
+                          u'id': 2,
+                          u'properties': {u'type': u'point',
+                                          u'WKT': u'           POINT (30 10)'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual,
-            {u'geometry': {u'type': u'LineString',
-                           u'coordinates': [[30,
-                                             10],
-                                            [10,
-                                             30],
-                                            [40,
-                                             40]]},
-                u'type': u'Feature',
-                u'id': 3,
-                u'properties': {u'type': u'linestring',
-                                u'WKT': u'      LINESTRING (30 10, 10 30, 40 40)'}})
+        assert actual ==  {u'geometry': {u'type': u'LineString',
+                           u'coordinates': [[30,10],[10,30],[40,40]]},
+                           u'type': u'Feature',
+                           u'id': 3,
+                           u'properties': {u'type': u'linestring',
+                                           u'WKT': u'      LINESTRING (30 10, 10 30, 40 40)'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual,
-            {u'geometry': {u'type': u'Polygon',
-                           u'coordinates': [[[30,
-                                              10],
-                                             [40,
-                                              40],
-                                             [20,
-                                              40],
-                                             [10,
-                                              20],
-                                             [30,
-                                              10]]]},
-                u'type': u'Feature',
-                u'id': 4,
-                u'properties': {u'type': u'polygon',
-                                u'WKT': u'         POLYGON ((30 10, 10 20, 20 40, 40 40, 30 10))'}})
+        assert actual ==  {u'geometry': {u'type': u'Polygon', u'coordinates': [[[30,10],[40,40],[20,40],[10,20],[30,10]]]},
+                           u'type': u'Feature',
+                           u'id': 4,
+                           u'properties': {u'type': u'polygon',
+                                           u'WKT': u'         POLYGON ((30 10, 10 20, 20 40, 40 40, 30 10))'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(
-            actual, {
-                u'geometry': {
-                    u'type': u'Polygon', u'coordinates': [
-                        [
-                            [
-                                35, 10], [
-                                45, 45], [
-                                15, 40], [
-                                    10, 20], [
-                                        35, 10]], [
-                                            [
-                                                20, 30], [
-                                                    35, 35], [
-                                                        30, 20], [
-                                                            20, 30]]]}, u'type': u'Feature', u'id': 5, u'properties': {
-                                                                u'type': u'polygon', u'WKT': u'         POLYGON ((35 10, 10 20, 15 40, 45 45, 35 10),(20 30, 35 35, 30 20, 20 30))'}})
+        assert actual == {u'geometry': {u'type': u'Polygon', u'coordinates': [[[35, 10],[45,45],[15,40],[10,20],[35,10]],[[20,30],[35,35],[30,20],[20,30]]]},
+                                        u'type': u'Feature',
+                                        u'id': 5,
+                                        u'properties': { u'type': u'polygon', u'WKT': u'         POLYGON ((35 10, 10 20, 15 40, 45 45, 35 10),(20 30, 35 35, 30 20, 20 30))'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual,
-            {u'geometry': {u'type': u'MultiPoint',
-                           u'coordinates': [[10,
-                                             40],
-                                            [40,
-                                             30],
-                                            [20,
-                                             20],
-                                            [30,
-                                             10]]},
-                u'type': u'Feature',
-                u'id': 6,
-                u'properties': {u'type': u'multipoint',
-                                u'WKT': u'      MULTIPOINT ((10 40), (40 30), (20 20), (30 10))'}})
+        assert actual == {u'geometry': {u'type': u'MultiPoint',
+                                        u'coordinates': [[10,40],[40,30],[20,20],[30,10]]},
+                          u'type': u'Feature',
+                          u'id': 6,
+                          u'properties': {u'type': u'multipoint',
+                                          u'WKT': u'      MULTIPOINT ((10 40), (40 30), (20 20), (30 10))'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual,
-            {u'geometry': {u'type': u'MultiLineString',
-                           u'coordinates': [[[10,
-                                              10],
-                                             [20,
-                                              20],
-                                             [10,
-                                              40]],
-                                            [[40,
-                                              40],
-                                             [30,
-                                                30],
-                                             [40,
-                                                20],
-                                             [30,
-                                                10]]]},
-                u'type': u'Feature',
-                u'id': 7,
-                u'properties': {u'type': u'multilinestring',
-                                u'WKT': u' MULTILINESTRING ((10 10, 20 20, 10 40),(40 40, 30 30, 40 20, 30 10))'}})
+        assert actual == {u'geometry': {u'type': u'MultiLineString',
+                                        u'coordinates': [[[10,10],[20,20],[10,40]],[[40,40],[30,30],[40,20],[30,10]]]},
+                          u'type': u'Feature',
+                          u'id': 7,
+                          u'properties': {u'type': u'multilinestring',
+                                          u'WKT': u' MULTILINESTRING ((10 10, 20 20, 10 40),(40 40, 30 30, 40 20, 30 10))'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual,
-            {u'geometry': {u'type': u'MultiPolygon',
-                           u'coordinates': [[[[30,
-                                               20],
-                                              [45,
-                                               40],
-                                              [10,
-                                               40],
-                                              [30,
-                                               20]]],
-                                            [[[15,
-                                               5],
-                                              [40,
-                                                10],
-                                                [10,
-                                                 20],
-                                                [5,
-                                                 10],
-                                                [15,
-                                                 5]]]]},
-                u'type': u'Feature',
-                u'id': 8,
-                u'properties': {u'type': u'multipolygon',
-                                u'WKT': u'    MULTIPOLYGON (((30 20, 10 40, 45 40, 30 20)),((15 5, 40 10, 10 20, 5 10, 15 5)))'}})
+        assert actual == {u'geometry': {u'type': u'MultiPolygon',
+                                        u'coordinates': [[[[30,20],[45,40],[10,40],[30,20]]],[[[15,5],[40,10],[10,20],[5,10],[15,5]]]]},
+                          u'type': u'Feature',
+                          u'id': 8,
+                          u'properties': {u'type': u'multipolygon',
+                                          u'WKT': u'    MULTIPOLYGON (((30 20, 10 40, 45 40, 30 20)),((15 5, 40 10, 10 20, 5 10, 15 5)))'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual, {u'geometry': {u'type': u'MultiPolygon', u'coordinates': [[[[40, 40], [20, 45], [45, 30], [40, 40]]], [[[20, 35], [10, 30], [10, 10], [30, 5], [45, 20], [20, 35]], [[30, 20], [20, 15], [20, 25], [
-            30, 20]]]]}, u'type': u'Feature', u'id': 9, u'properties': {u'type': u'multipolygon', u'WKT': u'    MULTIPOLYGON (((40 40, 20 45, 45 30, 40 40)),((20 35, 45 20, 30 5, 10 10, 10 30, 20 35),(30 20, 20 25, 20 15, 30 20)))'}})
+        assert actual == {u'geometry': {u'type': u'MultiPolygon',
+                                        u'coordinates': [[[[40, 40], [20, 45], [45, 30], [40, 40]]], [[[20, 35], [10, 30], [10, 10], [30, 5], [45, 20], [20, 35]], [[30, 20], [20, 15], [20, 25], [30, 20]]]]},
+                          u'type': u'Feature',
+                          u'id': 9,
+                          u'properties': {u'type': u'multipolygon', u'WKT': u'    MULTIPOLYGON (((40 40, 20 45, 45 30, 40 40)),((20 35, 45 20, 30 5, 10 10, 10 30, 20 35),(30 20, 20 25, 20 15, 30 20)))'}}
         feat = fs.next()
         actual = json.loads(feat.to_geojson())
-        eq_(actual,
-            {u'geometry': {u'type': u'GeometryCollection',
-                           u'geometries': [{u'type': u'Polygon',
-                                            u'coordinates': [[[1,
-                                                               1],
-                                                              [2,
-                                                               1],
-                                                              [2,
-                                                               2],
-                                                              [1,
-                                                               2],
-                                                              [1,
-                                                               1]]]},
-                                           {u'type': u'Point',
-                                            u'coordinates': [2,
-                                                             3]},
-                                           {u'type': u'LineString',
-                                            u'coordinates': [[2,
-                                                              3],
-                                                             [3,
-                                                              4]]}]},
-                u'type': u'Feature',
-                u'id': 10,
-                u'properties': {u'type': u'collection',
-                                u'WKT': u'      GEOMETRYCOLLECTION(POLYGON((1 1,2 1,2 2,1 2,1 1)),POINT(2 3),LINESTRING(2 3,3 4))'}})
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert actual == {u'geometry': {u'type': u'GeometryCollection',
+                                        u'geometries': [{u'type': u'Polygon',
+                                                         u'coordinates': [[[1, 1],[2,1],[2,2],[1,2],[1,1]]]},
+                                                        {u'type': u'Point',
+                                                         u'coordinates': [2,3]},
+                                                        {u'type': u'LineString',
+                                                         u'coordinates': [[2,3],[3,4]]}]},
+                          u'type': u'Feature',
+                          u'id': 10,
+                          u'properties': {u'type': u'collection',
+                                          u'WKT': u'      GEOMETRYCOLLECTION(POLYGON((1 1,2 1,2 2,1 2,1 1)),POINT(2 3),LINESTRING(2 3,3 4))'}}

From d6e8d1b3e03e8ed28925b24cc51e2c1089f04a6c Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Tue, 7 Feb 2023 14:24:15 +0000
Subject: [PATCH 10/37] Unit tests - markers + image-filters  [WIP]

---
 test/python_tests/image_filters_test.py       |  37 ++----
 .../style-image-filter/agg-stack-blur22.png   | Bin 33686 -> 33675 bytes
 .../images/style-image-filter/blur.png        | Bin 27207 -> 27215 bytes
 .../images/style-image-filter/edge-detect.png | Bin 22471 -> 22468 bytes
 .../images/style-image-filter/emboss.png      | Bin 24552 -> 24534 bytes
 .../images/style-image-filter/gray.png        | Bin 23599 -> 23577 bytes
 .../images/style-image-filter/invert.png      | Bin 24136 -> 24127 bytes
 .../images/style-image-filter/none.png        | Bin 24079 -> 24056 bytes
 .../images/style-image-filter/sharpen.png     | Bin 22760 -> 22744 bytes
 .../images/style-image-filter/sobel.png       | Bin 23955 -> 23931 bytes
 .../images/style-image-filter/x-gradient.png  | Bin 27060 -> 27039 bytes
 .../images/style-image-filter/y-gradient.png  | Bin 27268 -> 27260 bytes
 .../marker-text-line-scale-factor-0.1.png     | Bin 3845 -> 3778 bytes
 .../marker-text-line-scale-factor-0.899.png   | Bin 17232 -> 17257 bytes
 .../marker-text-line-scale-factor-1.5.png     | Bin 11508 -> 11456 bytes
 .../marker-text-line-scale-factor-1.png       | Bin 18310 -> 18307 bytes
 .../marker-text-line-scale-factor-10.png      | Bin 8369 -> 8392 bytes
 .../marker-text-line-scale-factor-2.png       | Bin 11838 -> 11847 bytes
 .../marker-text-line-scale-factor-5.png       | Bin 13978 -> 13953 bytes
 test/python_tests/render_test.py              | 124 ++++++------------
 20 files changed, 51 insertions(+), 110 deletions(-)

diff --git a/test/python_tests/image_filters_test.py b/test/python_tests/image_filters_test.py
index 7a06db3fd..c61da73d6 100644
--- a/test/python_tests/image_filters_test.py
+++ b/test/python_tests/image_filters_test.py
@@ -1,38 +1,23 @@
-#!/usr/bin/env python
-
-import os
-import re
-
-from nose.tools import eq_
-
+import re, os
 import mapnik
-
-from .utilities import execution_path, run_all, side_by_side_image
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
+from .utilities import side_by_side_image
 
 def replace_style(m, name, style):
     m.remove_style(name)
     m.append_style(name, style)
 
-
 def test_append():
     s = mapnik.Style()
-    eq_(s.image_filters, '')
+    assert s.image_filters ==  ''
     s.image_filters = 'gray'
-    eq_(s.image_filters, 'gray')
+    assert s.image_filters ==  'gray'
     s.image_filters = 'sharpen'
-    eq_(s.image_filters, 'sharpen')
+    assert s.image_filters ==  'sharpen'
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
     def test_style_level_image_filter():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/style_level_image_filter.xml')
+        mapnik.load_map(m, './test/data/good_maps/style_level_image_filter.xml')
         m.zoom_all()
         successes = []
         fails = []
@@ -54,7 +39,7 @@ def test_style_level_image_filter():
             im = mapnik.Image(m.width, m.height)
             mapnik.render(m, im)
             actual = '/tmp/mapnik-style-image-filter-' + filename + '.png'
-            expected = 'images/style-image-filter/' + filename + '.png'
+            expected = './test/python_tests/images/style-image-filter/' + filename + '.png'
             im.save(actual, "png32")
             if not os.path.exists(expected) or os.environ.get('UPDATE'):
                 print('generating expected test image: %s' % expected)
@@ -66,15 +51,11 @@ def test_style_level_image_filter():
             else:
                 fails.append(
                     'failed comparing actual (%s) and expected(%s)' %
-                    (actual, 'tests/python_tests/' + expected))
+                    (actual, expected))
                 fail_im = side_by_side_image(expected_im, im)
                 fail_im.save(
                     '/tmp/mapnik-style-image-filter-' +
                     filename +
                     '.fail.png',
                     'png32')
-        eq_(len(fails), 0, '\n' + '\n'.join(fails))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert len(fails) ==  0, '\n' + '\n'.join(fails)
diff --git a/test/python_tests/images/style-image-filter/agg-stack-blur22.png b/test/python_tests/images/style-image-filter/agg-stack-blur22.png
index 54f92eaf09f76d478be7ce722c0d16436f279188..b8226452eef5320fef45dd86f1ff35e67113ea1b 100644
GIT binary patch
literal 33675
zcmYIvWmH>T6E1GS-QA0{Xee$)3zQajDNrcx9w2yeE3Pdq4#nN2IJCGVcyZT|TzJ2G
z*Zq~VR@T{jX7<eNInO*3t)-!aheM5ngoK2rqO72egoOO`h>V1V@$_Tt_QM7V352Ag
zAp5~5=P=OISjPZy^{{&q{i!W2@tC+R*M-*V50&j;ZCe`|fP@Sn{tmZ9Rz_9joy-Rr
z#agA@30t=g|0DNnGP)sZbfrm#1NUP|-xD$0O6Q~7U?!!BJ`gf9-wF4QZAA|U6Y8|z
zsF925KO7@ze|^5%-oqNlZTJJOgfFb?9FB~U$NO1T4b+g2x6fN<8+x>W;c~Qsejys3
z`fwt6YHfi93X!%5I@JBjFCvN!y7`K~C+*<cg5X2dq>n(NY~~n@<QKpOE!*>tt=NE(
zCRuQiU!G=AHrv*zpcy|()^H1Tt^}uqZ~)|ya91cEy)}iRWm3`{Yd6g`S`h50n)pwP
z_%LFizkL<moel7ZbVE1X5N|Q^aG%%Fq9lK9f&;p<1Y8;k+{8O#msVvwOXc$tt-D*E
ziRTK%@0fvEv0(XHN}s_^p=$CG=1<#p$Gf9+$bGYJ2bq4BKJtyV*Q+JR6Gp{?qa}@D
z_@P58(jM7sw2o^6C9U7C3fAdQnhKqsKCj7QVFrKq$4uKSraLBwj*?c=G^p|X*I?pT
z>;+@WkS~+fESocW->u}{k0QKjnnj;wR8|&q2fWuNUz^rGb^6LHAfL_aY^4ojrj_z0
z8R&WpAz6okwu-W`0x{rWA<O@50zGXp($DU?=|s_@#wCEcqe5$XiRe(;m>KygM{J#k
zbL4yx6sXUJK~u0X>CZ$wa$|K|6rw{+?V78&V0BF_x5Jrk2u=Ri&jL&hcfxt&gM&%d
zkmC^PNSr_(*Pbdc%nf12FYw?0SZZyc!gne8Sa&*A1uBzySQ=tsW20tF(30uAf{JGo
zDard0EjfKc^edR#L+o?z{^^mz&QZU!^7n4+b!;OT%or(A%ppm&TvBA$K^ix#^>=cB
z%Y}7KeD?E~C{s2E;$MS&qQ?NIZJTZsW2-h%G6p?_NT><nQx$UR8s{BhW7iiegxW5o
zV$uQlk=yYJM`S{oSA1RrR4pNOASNUXdYXgyh-~G9+6p3^AUIKN{&w-e_r_p;vF2Xv
z;yJz-H;5bN?xz)l0lD*6Ap^_+))nr4*qCsQvE`kD8*2P$ZmoxzLJOj6m+r}Gx62F3
zR0*D?q51ljT7^By=?lc36)TAK3*09kggJss&AK^y!t$DthFPJhdE0PAp6#=G(GZz8
zOomQ=7tsLF_)F(oCw$(gecOAV_SM7<`I+frbadB0?A*9O8-LOjHyw-m`>{*1`uRXf
z6lGNF52;}#3f+OYLrh~&?_K@xJ=%*+(NUYu1U0`4^z<6SA8iGEW4i|Chv$E>RJaL&
zaf$u!sc$n6l4H>(n1S2IEr^p~=I1l}@RHl|+A1l(#JRcbRaW3VlSHd0$ZDSa^mqoj
z4WE^fl^u`iosv-0WFe*?5p{NWqP!T&T^1*n?8|-#^!Y?fL#OHiw>~E<A286)#sdzD
z)?lw+<{Q!Q!m`XC*0c_nIv8j~J`aX;JP@^d^Y>n3s0>d&$P;=o(iRp@W5p>GhbG1+
zHd|q-0J-`LwEQr(0~zu>pRM$hN$8PwZRL86PQm-!`z~dG<Bsf%*Y+=X;1Bf=>7Uew
z2^anFaR<UiPrTly3WeL9ZEv}X&BmG|8p1~ZHq!7ZLMDuNBXU^rI7~nbA2fpJ<Im#`
zopFPZO(~D=^9%GHrlxu8Kl*is-d@=E$q{zJ|LoUfX_4t#m37;AumQhRd@)5`Q}F4Q
zP^icaJ8h7{GAou3NI&RrJiY3~TCY*S3hiRYkZl7KDqu4yPxqoyQB$sUcbGpLB|a{a
zpvNh*gY~gAmSa@g!UTGpJ-t6!6@D*h->s@2aPTV4Lb8tdbEF>laS8{;x!_7!?Q@nW
z3Q@W33QhTUrhqFCCX8P~vie;}7TM|8O!^5mlKzBLfmlpqB&<6uz!A!jJ*Out6{yz;
zS!Cq6HbaZ%PQ_`le))Qu@4N@3&w~FlR2u}eS&*5lZ4d;ZdZApumZIGLnFOm=kcnJU
z^20eGXJmH~p2&-mT}g5QE0p3mGfonQv^`5N(AU2=FmvvGLkF6G=UOOc1RIkr#8+U6
z%LcSDc@vxUSh%3$W-lCvplBIl_0Eqe=teQbf3J{HW5E2f{93u3o|4%G^U1liyp*NF
zf*vAz2j<D8Uf33G)`*-^>KGXYCbt^|y94ol-f|!_8b|02e)+dbZ-~aMJKmkt-SU-U
z3SES`q=wpviY{<Xj#DxOOcH^$_vHREnV`&DNdNmN)sbHD(X3woEH>STxZV})j;Xo~
z;T(()q2BNP)xX~JQ72S+Y7*H2%h+KyH@-eZg!*-tESZ`$B+TZLjX3vT7&w;+PMawI
zB0q&`Dp9CGMuK?6R1GC~paT3DrD`Yioe#EqJrqLr{*{NhfBgw0To5~Gp}F!#5*=hG
zRYotuLkU-AerX}6)GoG0?#060`%m8J^IE47ocu03FU0?S-gB(ZVyd}Bo)b~0fu{;q
zfz9r0822I>V6S66G9!w(B!$%zX>9c9*eRRPf&3BaJv^Xtdwc}L{6Oco4N63Gl)e}?
zbfY;c?LA?qTN!Y&BPARzh*>1dKx7$U9l<rrKC;eiM9>M@mVHt|!V`^y{3%iag*_Hn
z%Z>QZgB`1E1ZOjT1<tOi&e^dz9?_ePs?3lA&?^B3t*l$G&`W$&bc}Y4NO*P6#gQT9
zr3FBNhb{z58j5%8Dn?B-I;8pzi^8(|9I`4F0!f>l+THYi<>SJCXLOsr<?N4f{LZ(B
z5EKmT)t+QwenepwRAud*<&(I!&XM4gqh-kTCBjTFRZyQ(oD~yGqo{Vj5t$%!S-(&{
z2u3L+!p6c|i9f{)GL)y6z2)sJo@%V*Xl<V-#T1>8hs`Mh>m9LCMB`=4Rj$BD?f6eV
z=P&E`&{^I4GePD=53<@$Zgb-hHr$fW=msy1GM)k?0Uj7F&t#Zz`oM%==Gw#lzTfsN
zLa|9N!@nI~?_Td+?_VcBN7+TeMZU!h>zCk+`uf!!JyO$H{&#da&;wS-`VTeQmjd|7
z*4htyBf(@a3Fa^?@klkJX`<wItV04NNLxyG-4|qyb~Fy|au@-M>*^y=p;*hEZyZ|m
ze!opvd<me?o@WuYArW9{WD&QaaKm>}`q1wKB%sjkLX^7@mU!P@egs|xU{^78e0j4b
zToYt1u5j-${j%)^^KJlW*jJJex(px!VA`#PAb_lnxzT`;(Zu@E-A1ga|Es_?^MCS3
zhL(u?Tqd(xPb?Y%ec^x{PB^U+z?o4@lf?$iC{!s@>DL?|RlmI6cgYsbkn$5-MYjhp
zr}Y$l!WfRDn9(VB++w6mBG-LjO}4hCJM6g8N}9KDs1`LNNoYFh!RyD)g&q|@DdRDW
ztZ-r+winkKWhf3va<Ii2J!GkXTe2!u$s|->509CG-Nm??y|}SkJ_VgpKDO4}^Y@*l
zWGEcMiF2gy`Kbe7I9YywyQ|LRkZjsHPWhN^y=1m{&K665@nOhekzbNCzeM|KRJzf9
z%;dsgN|v(Ykyt3xZ^!_4JWsicO8n7hxLa6y`h~OXvWzt^#Cyl|B^rbQhnP>1Fn3GZ
z<eW{z?2k;S8=Z<8lk)ElW?455qL!srw6n}Ll=)frf(DL4m3zQ^*DL5)TD42r79hH}
ztueRbTv#IqVI1?Oj1VgZc{1Mx7Nc<P%A_?k$t1Z6oFTDFBCiE-J)k5~Hq%Bn@{{Q<
zGGs!RUATp*huqT(-)ixq(H+F`^Osm@ex?wjMNqHY+x2_@J2L|Y{@~57uLeVY9tqE6
zMDU?aySG6gMf6b@44~$QO~RUM79fsuucI~D809+Zt85BJuOZd`!}ahVUlqV?JCf7Z
z=0E7u-+?#5K;kS$=^&r$dULF9X~HiLciLPIxf~TjtLGJ=lP=m#Q|NNIw_=(;=y#zd
z#(7iH?ju&5q-fIa>+YdbZ1Y_McMj`Vb-`TN8bxNUXLNk)FnqTBz*x)LxLw_4tRTJJ
zvA>g}AA`=`=Dc>NLN5il-0Q#A_%^`Ae})u4bTm*KCOaIxo-q6K6)-;|Vq=A+SCA@V
zr@Y*v+ey6M#27hls0-(24H5265O+%~hr80+^~H777{P<Y+NH_S&wm`#huo1^YsFc2
zt)Vz*YF4qjh*y>J0@}yM7X>(%xA7pH+3ZWoN&OPW)q*7r+oHx$+$;RBKXNd`!m=kj
zU~87nthIKc`H2$clmN}_<>1cD6-EDB5`OAUkJb%i?{|b(`@8FE8_8oCPWEWJtm(~F
zNtxsbp~^PKT4s+V!o*Em=ifC&xBK(WZU_FxB)gj;e#k=;E2+JGCwfkS95-T>{@4=h
zzO{Mt%`R6ja>Rnk6iYP$$jb5-y2LSc_=UjTn*NqeE}%b;3L_Oqa%d7=2i2^Ih-|qc
z*|gvBft?hbtQkN6D!Cy%3zjFs7oxf4Ug|Kw%*{4pvUC!KUVFFlB1xSvIZZzRiBGxQ
z2yhi;VG5*dlW$~a1ac;q;-rjBrhRmT)tA<(O9co<)>HitDQD^cgc&+Kl^z~8(U(;p
z_WJ$l(td_3FI~qPHWx?g8QT{oT<0zmgKg8e`oG?U$*J(iOhz-mos8Pu5G!Vb2Tb_q
z-dub0GC5#%18@eD1Bm|Bsg=Kw$uRBwv4IYaRXR68Y+$MwcY;X6Xw2Y@g~}6wocP?<
z5Z`A09#08r-g)f64jjx|X4@!=%!l_foZOc{pZLQf8n+HoIwq+BJus%*IZwQ;4Wl>{
zN=vi_&=;t!5Bp#&k;b<9m=ZZ~FaO|bji6?A$_?vV9<;bEySI~k5EjZl#gPCb`2^e(
zXA$_3oxJ@4O0dyY?DCeVaX)kEucZEBw|?AIiO7jpHa=sj^CnQRSOMm!P$v}if8ta<
zA4qEt93H)qJ;)WFc5}z8P=#ZenU3^@yDM@6--m9Z>un=c=P&5E11!HPs!cd@-;KCL
zT97o+NxA+_1#Q2QNJmkT{YIEKf6{cG!&%Xep_mP^4V{OGQOdFHe%ejl9e=+r{PK&{
zu~Gy{1X8<?xm#TALv2xZa*i?kKEGlGk{K(pj)Bjye4W{Y+^-FEzdVpH>fi~hZzED=
zN5H#qVUCf17IuHb%LPPblGR)}r+KKNgES6D-Q9C_$)>J%eW~QO@;l=DKD8*TMajPz
z3$kWdVKGLm0&~g3ddGaWI3hRoKNH3eqHPT4Z3F9F1&DPC6eoJ%cESh3LJT)J?f0GF
z!ACRM-4U`^zq{CXDqZ`MU00JbsUx=nV+q?T7>e|<6KjJxN-FO34H3Qan~80~lma4G
zie6L7#-q!jqihG$Ubc8bm*qGKVrkRv-l**vkmyi=t?PC2&fA}aDj_#9H(&DNTD?~y
zAM9`5T?F_@|Lq)TMN)NErBzCZxl!@8hG~RAYQH<|Ywb!^PW(J6PRFg}lnIziF#Pul
z4I+kADN*?)2KtfQv>lfRQyYyFzh0p9G9!W>d1N#rp%8gw%yW!k>O8Sog2HTR5*#TL
zJF)4bVMu96Z78ki)j1_$%7)8@Ly8J#-(kC@v0Jo5PuMY2m`VCfE146uvSqi$7S8-a
z`^8n#Z6?w3mVmSvnpkbNE2|56G71JXV1*Ue=pDg$I40!p$;W!?duqS&>KOEp_~94I
zZ@la!aQa&&jpLP;j(<j(PRU2fDD{sWuv#MWh5>Z(DbvM?t+f<Iwq238Yzz<>lnoeY
zPi<ILjxiri_Hk04BA?ri)Fz&)MNmsCKrtqrRam70VYVg+_a@^eirHH6I*TCJo?g~2
zB<^G0rb?=5?`qfN&glI{jCEX$wpEcA_HHs}w7khF|D-+7XS<_RMv&*}+CoPW9A;(5
z{#tG1%${z&nZttzQ-22$!9gC;FK8<c_^BheA2qh*;Kbh~XnngAng0zd5lLb)Pa(e1
zh$mcb;2{9n0H3wz;<BG%09;kJla)S<gPJfhMq!!eMO*4t=gP;gHh9k(?6+qV@>Uto
zG+_m7PRgL!o%zMwnt_n1J3<ynB}IIe<opR`3h}X?4o-c~UlsAupC;zimTv~oxY0kr
zx^mlrc5v+}zcom&Y`SEEC1Xo#%7MmcO{oD+komo&N%;EA5lZLLTU$^&tV|a&*qLT7
zeTb)j6^J)6TUKBZMU}PNV*b$!O!|TBJ~2^%i5o6@BHU5(Wj4!&o&u4pn=_ZQoGI}w
za)2=QCTT;)@&YLJf?jEce6Lr|&8+38FRDF5C_Pew4wULdEI*Ri#x!MK+m~U75Et1e
zq`QRFN~ZHifWd7Y_XfxQN6AI=-RAU=9W}*Q1%!ze^=~4t7Si~&%IL$&UP3RbgOl%2
zaF8m+B#|O$S8l$*duLV8+XXy0XOv}M6+SSOHeo`p3?d}5g0ZO<?|^zP#2GQ?@7%bJ
zbdl`t1pAtpd97LEhmL#xu@nw#5*F3?*VRBC(L*AcrM)<pH2h3_kPKmnvx?te8(R28
z-gxyNH*3~1UB0c5n!<nF(UpC8=WISl>)l@+OriLIS-@$7d(QHP(b3%*O4T0ubul-o
zxs~92v$W635*>&eXc8|DdELZK9iCMTb;Yb#bqxE#((*l-3z5MSY&z9TvnIM0sV+&;
zZCkM7xh8GsU>HoSqifRNVdKO83o*nuy8Gs=;6SrF<R;U4QoPjHwf+0$VSkIp0U0e0
z#!bot4is|n{x2O|ik$@S$&fN`ui#eg8hWX^(d!0q@j{Xu{s?Ai?5yv>y4ZZ|skd?$
z=-*$Se%uKPSiG||{j(Zy^le@Oy}@Llr*5p2Ve;bl)`u!~8B*k+-O+qK4?M9uTP^JX
z@_B`v!0j>YOtdjI+$6@ke?+v>&GPtbNv)2w@t<iyuwfz~oj68exp;x=jp)?rtlrrK
zM3oXagY%0+r0=>Cwf1w9piO0Y98+vr(I^<lPU@7*=Q;@cB)$?nE>6uT*oZ0MeNA#4
zEJ}NR5FZvR^#%@)-V<t&qE+fb-hD*|sr^CS9ySimw87j}z-&JeRViNtSSHmgd1^-9
zfNtL5{5(E84K62UDBK8&DKQ)h^wIotQG9w%&#he^6Qh3kkBK%s<wk@3!{jG2x){L|
z@ySv*k^m=Ce|aQR#wlKo=sSTavXX2+ZOy$A;MKX_xgc-imlp#;r0AVrxHrc#^yXj#
zaPBuc&`=MDt1;nfSqJ_MKVtRPf_qO&9MXSIeDWx1i@IbeEhpQPu5bG1=K0J9<6f{e
zyPkcixOqYPk&Tfbid0wJ$ZUnMv_8&^$w9T!N_~ls?rN3PP%Mp7+8#H(YJBEIqIT&&
zj~cY;&+InOO^bEabBW}RYpO+N!toBtR1uX42`{qqi|%_f#cZnTqUFnd<x>Qq(p+#1
zn5-kIHjq}=aSv^tiwr7NEU=P32ikRV2P!RhGp&&4xv!I~4ZPw)YM=k)N0)Co{LqJ}
z;CVHF*2R5_AUB)+UGmA#DO?Tb_gabjLPmf_4C{%QJXh<Dn4eU{S^Ih3ZRU`hq&%K!
zwMSlf?|((eT>KsJ6fZAbF!!i>?<mDtnQo&M?&#5sqeOMfuK-zJp3080yBD><(xFlh
zE1l5T(V1_3YWIz5Wfp|XNU2iN7kKw~{Og3HFGO9Be(M-_dC=#lkwV>|?~J*A6OC?i
zie*L%E=F@I1BQNXRdT8u#Q%y6bU7YYfTDj%RcRml%TVCrFG~CM0^br$Hi=6c3%EOQ
zd0cj(<u#2)cDFC=+nb**LA*G<z3e*uj-*b6^72uq{_81@6l@B2G2}6+!<N*oZx^b6
zE+KSUiObJKTLl+}bpE2Jy_t)ATOgd1Q4cmVZ~nQaiCn<;9ZO3{M>{c}tHgNnW7b+s
za<5FR2C*6uA?r6!z479IfoJq*c^9<Y6n#0-q#*T5&r;PH?pJAf>82k?p6<~BbTii0
zRD*kfie<UAd6}tRdYp%9ea4sVZaJOKnP2lTQ$IR0Wt|!AZ9aOA2b8_-vR>_j$$#Y0
z`LU|`N)$xfbi<E)u_qK#eVIk>oUdJRZR1OEdO0AUy^>j_Xwb>5`->PQiNk-kxw3n*
z#U$Hqd>FH{M#oPSehj;KZ800l?((q5_Brz}bw(d1liTDF<>mp{iR8tmi7Z?<419HR
zMZ6+)$4`wHgzfmfGt^7atS5WcRCdVpZ(`@Me2!**c&ylgYdH{ucTPvX7|G(XX)eO3
z2A#I=vw6odbv#Y`ON()G-vkxa){Q&APw_YMEyu8gG6l{N{j#!NTN&buOio#?hM=nV
zyT#_5$OXzjXyccZ8jiPG?mp|ZA(>7NBexfrlgY3zDg^w_kQJu4XfHD?W7`{H)!7)G
zGArVtgH^n~`QiQ}P#{gse_wERbnH?4@7?9&2Ps)$n^z|ChW*RCD&k!6qml`K#*9no
zV-)@Vm|91iBx1|xq6qXh+I{T#;RqzB0v!^X(c)3Z){h4!HLLd@b(&ZcpA6Sc*ey3P
zza}V)HyJg;)<b+0`genqMc{+}_MsEEIxiF^31^wESr4AFfvMR^AAI!qdV%x3>PPHG
zD*U#+n_}H~CA^w{XfxNOVanc{S1A6a5-Jg*?HjOHYLI@S&}pyD{4QVMQNW#Ff;uf}
zch|i&Ly;i1Bo%x5{gR|EUWmG-@7;^{yW9pEe>#L0eadS7xXQW2co4*)j2@}#H*a~z
zG`&Oj36UjAl)M$FXD|CUgrsGKs>S+&<UJd1nPEXzTiF?^wcxz=@&_1ArKsL^%b&YH
zEtaZ|37tcCC&0-h!6;Q=%#WIv{fA4SFr)Mh$j%+G`ID5T=pD1us9e7@*}_)XEeJcx
zY?`4qwsllDkhN>Bvx`M{@*+JDdFiSgP461>_O|PkFtHyYQ}ECQojWo+g>S9fi5*J&
z*zT+C3GIIL$hr~mI&oF-IyV9)uOR;lTbc5b*QsC9qZ!9H=n)@6K3?Q=dFviNYC+Nd
z%Q}aZD!SbMjC(7IzPs||Ei~b0daxo(!+D*xq}h5^e8xA)9X$_OvFZ#QHGf;!M9tf9
z+whD|0bz_}`mcPfmpos*kTBp>kiE9Ep>0^8#j@z{XmOx*(_y-ipF}WXB<hrg3-dZE
zXBIC>P~6@m@XDqWJN9+a+x!@9H0#|00tBj_Y`}a~=&cC?z3B$M6$Z#-fC1j#!vK|$
z2pZ=&1i@M!jCd&y!EYGvhyC_VXXxOjsp78|vZ(+QPoX7ej07~AX7<<JVm(9?ToZP6
zXQ*2_E!>sC)7#4y@ytc`^~Hur0yl-{4CvpIzwPU@Yo9nxdm9pz<6O>x>i7r0@t<J*
zY_685UNT!BoC29<PZLjdOQX1Lt%6gq;-q+Xj{)n438$cz;H*9Q_}wN;T4wTC%3wH0
z)TOT(OE4GFY5oEwuU`i;g=|2^aqqtOgXl_|eZTj?d9cd?Ecnz1fq+~=5rwYR!G)i?
zf(sWxhyvI3;9}WoM0dw-Fl73M&F70B8J>+!=uix`%i;$D{E+mTMF+e{)W*}5S(Iff
zf>HgPLfk&Kzkf4p16BWd-TP(Zkhy(aBV+!y@5rltCBSSFXkbWMB_)r`eq$|m{YCdW
z1)BNgruw&g`IK62%JPC9<J=y=9KsO3#k>jtM%8pzK0)XULOcuk9iZtb{XYyz?*4Yg
zkIF<-XpEzXK-%R~`W5M^Va@UrjdQ?8n|BL<H1xQa<yPzS$(eIAPC`%kCbr9m!jS52
zt6mxxGc7#6a{C@vE6D|?M$nbW3*ez^cQ@G!)-z?NG_!Y-XQ~8U->=qYrIZc|{~Vp}
zdhyHI-1_n*>nEFWNHJxrAAI}}gX2#uklM;}$xYUJ=BL?v{^GwbguEYePJtjhYGKZd
zzXRwLCEz2cOC(3PFC4~U*XPT-7Z%mRu*QTkq}P$~O;Dj7j&$yxYh=sIV;<G5C7X<3
zA(FZbqN-vsjcn3n6EZf%!xNp0*q!imS+v5Ad=#kxG|8VNX7(~Wq-T5+o!wKlXJrda
z&3`G$Pz)}-99FZx{AL$e!j^38Nnqoq#fGIrC8DXxI`f-j*kV=n7??nv@h<MAHT9}W
zSL3}&!u{uG)Lld?EbPrUMj=iti=5-^!fq4hf^d}0hUp-R%d}0{h)Z`V3-L}zBo#?z
z!&e0TR!0ABU2Gl+;g;<W2v3Ey5}6xZK_4Mo-Roe8E@bqMjJN5p!bQQ79l1@!8*JTE
zb#IVSy5O4hH0mM+&PU^_d(4u()v(3<{6~J^HA)9+vbe!XZ+R9G$KFTDAX}dTZk#&o
znl%gM`1t~FT<s&?ue7Nq5d&}!1c_R%QaX0RCthCPz!<doi`KH;@Ahh^ob;hjjhf%M
zZl`Y}P@s{7t>Ri5yMg>f5WCJStS?g-w>k49Nx#}g17!a6k_#M{UUh}ROoZOKY}Xw)
zj%uEdLi?qHRN^@gU&B0wa?Gg4QOk<2yqJ)T911=vo7Af}$;~n=`Q*8T8GQ#((>a7j
z3ATKX(6BElw(@J|Gt!KitZP~~DP~H;NC}g`q|qD63$*lAbXI5UKyKvwL*wZx9VAuW
zbj}kfMI}<B$AoEfx5JSd@W`Ut2_vFdxZ9ia1~Sob1hS)tFe%*1$2|9(e&a4(nxkVy
zkCQVKM!sZ1u~5gU%H~HipF3I%6m#R3M8-er_)N;2j{64e?5r?;9CN$qZ1pGVbyH=)
zr&Q+7$eP<c<~47`C0ldgeVxmrS%`d>9#r5vN_&QGnhsLYS&Y41Lpk|UiDA*U0f!Hr
zcc^;~OV&_l?02QL!RZaacZ*5Yj5|_;zeqpJ<O=GpOVvEj*v=N!5_J(pruaO6FpbA~
z|5k_IA=3{XynE?`_gAq+KLD}Ow0?G1jgX&fkT~RtmOTw8Rmh-~?Hv%JZE?dbbvDhA
z>o!JlCm;}n7d)#->K!8^(R&@`VtzmkcGl-?4_Wl~L(N$UO9>d>?<O>$i^^Igs*N@3
z`PHV2!fM?5XtaZ_9I#0FV_vP!S;mOypo!)RBMUzm^;o`PMA4Yzg8~Z^(px<pc@}(J
zfevD7-s%XOhy5azBC?#~&*p8#QW3ON3Ge6mp@)ARn(zM-aJCi^>Efk)-+y4`nV)^3
zwHC6^^KH=3+R;q7T6bIay&m*^{^~UC*EBTYpfK8K6|A8+v*4jh=^&-!UEAr$t)WvO
zl&PIm6gVK>^J<U?{~f+djC-hej41O2M=>NedziTE!lE7Nxm_ft&fMLC!a_{g$WLhz
zlC7Xzg9|+fB<f5jLs=y$pwvQxz4_#b7O<u?R&o7RXwC2i=FIrKNuVfnU-a-%U<rF8
z82C#7gQqecIY@ZQ(^Oa}Umv@wkGtD<!x8z^R3Cl9>P5HXo2OJ^fNI*d-(wLg#-p3r
zW7C9}^|8LYHP%1Tm6swZRG(^I)#ZctXxet^a^;||mO}b!<yBq5e!#aZ^K!m^Qal{c
ze&J6)rgL${@U?-f{NMrGE<{A)uQNOEQ#zo+(@iyEAfoRU<pp}1NLVh}ShMN?XhZd?
zNvMf*uM^DK%$?qyBD@_q355K5ZoIX~l;dI%0aH0j5ApG$<@BeVz>a36fF2aF5G61v
zDiJ;piD`Fl&=MNsueH9OyQAqcZ}dgZC>P>_@^!Zbhg&-@GIdikOtov_p`yUbmp1PM
z+eNEiw-0^@RpUaogBYRX_pO2Yuw3(~(xC12Pe@z^`USeDdBduz2(Fv-F@6RMUk#uk
z>@WKZ+!(sZlF?Ev#&%GS_R*bAwM<&h=%4KCGN;AgFA@XMJTlBYZ!L^MtOJ|9a8M<|
zlR@|ByFvFD46IjRtBPW<NmMTD>tMi$bH^<8wZ*kI<ze5EMcX8~Mq~~o6@u1gF0NnE
z*!?HY==g#5Ihl5vtI2AN^(2DGLQ#_p^$D8|0C<fRGPkYhhQJ!@A9KofUKAw{!5|2k
z^T-zcuZMU^vk3ony=kWaMclJ$^e%`OmO6DfFLvKc!5`?Y*lwb<-la%iC6I_Pd>-_a
z!g4(!H6ys`y{I+#_32K+iXc7_Nt6qnotGDaDWkF@#Yt{#48FZ2j6FIW42xW9`mTT3
zvZLj;v42zz;F5iKG!q6Un}DvI2J!=Mqyw0Y;j+<ITh0Y-Ct1fh4_f~ECw1vv;av&o
z`D-ADvT|0*uJ@drC@b?eAunjfJ-X9>SOxnc@Se0ho@x(~b8K8|E;cOhIR%1`2^1Gh
znJ~mfSpqKHcwaU9U}+pve@RX(T&UT2D|Bq8Vsk_H(2mn2TU|VE4ZW`}iwo~@RynVh
zT%btt_A9(7qCTbfFGUhE)+Td$kA6p?r#RYeXh&{~eKU1mvuMes@}^w%K-F@3!?3Ce
ze5dM;UA1{lkKK_JB*`$}^?=PL+L_kR{?B07wyNMV(TsbCpBIUgK+YFcuj`Sa6QgGL
za}EqI9+M85ykF$Y)Qbvvy?s5qeKUNOD29v!K7uc!KwP>Fd=zre)}~(Fblf}>T)Ywk
zbYGCoutZJ%-66I1Aq-L;CHZU;7j_V!MZ6nk`koFtrI*dCuR;GB;t9kLLVY`^Cr2TB
z{jS#}zom_e{peJoI;~;aFM{!5IL2i<1vEbQL1{Kk4vkz#_Sd-Z)N!KNQeKU0pSnLV
z;?tH*&RYs21LIM=^csB!rf?AX+^dOq#Hr-Xv;S_Ae0V9s&CG_#m@wwM;6xeDfwt5*
z#<FocJW4Jz57(pEMqeK(wh(fO(zgM1mlAt}FDUX&vCu(XvC-0@Dl(I^d8gc`$%Qe$
ziGUoh`(~S1vI3TNJLmGBd(OYGMQDpCYtW&E#=H^>zc8P;15CV@<h0<1-FoPCj--Cj
z+;<Xh8Uy4w4&65oVt-FN2}9#M|4#e)k@>{`#2P9jgD}g1BVro_7<VxfM@@vMcM_=#
zcNdFX<57*1>AnqoB#<SJVYNPd%T&P8J?YW0S_gK>gL3n_g#E%}U8!50I@m%|SQ#b+
zcSamY2Spx8!@j7Q!9g1bOJ8HY8KIco!!TEF;kE&Hm@e0mldm|O!`mBwpU?iDtxJKC
zvc}+5j~*HO<=;ej*EW$N`{5X$BrRaYVG?wQR`w9IPd=aHwd^ZGdRaSto?frdy|u$S
zcG3fe#Be7dt}p6D--~W}!Zo#K7~bHA<RY1Kckv;V&o8@TSc9^=v+Q`M*qiYU2QrIQ
z((&5eav(wKEDcJXkzCly<=m?dL=Gu-E62XSN%A<t(fQ8h!rbMMVrc9Rz&bm&z2#E?
z2C^%;sWc#IkT0@m5FCFU4j1oycq9nmsCX28O0CJx)hsYoYU+<d$)UXtemnj#>xCxS
zPpww%M2T}Jvkb<&?FR6z3r&J!dlk)E_Dgi4e*~RP&kF6hDkbz5Fp`!y4Shg(Zx46g
z5QjYUxGJDGYnHPvBh~Ahq4GA(E5vp$+0_r>I!)`kXx2rlWyRKS5%(4)gZa4l>iXZD
zzevt<QIEVGv--39Q0QnX-kvg#jF%uR<V$@1`u=I}mORraEKHw3!{C-U`tEn4vkmHM
zk4++3=h*3oxPd=>v7XYvX#!{ruiu7+iwl`TQwh>xFyZEwphO;0=-mCOo*m^9jhg2t
zM$<=ONOPUYXVJ_)_9+~ZLsC-v(zI2%dSFgfGfz`A+olVN+)+ayLF$t92LRQd*S-O_
zCRnrGM;>S2vV*%P>hpGA(v_OMKN?*DwUQ^iV+!pz75BM140&sz^d%jHk;gCvh<Y7B
zJs`?wuK62BKcNau96I+N?GRJ46|3g@1lY+;%dQu3RAFC}rAI=pw%;8Po~eFmfTnM!
z#{M{G@Efh5-%stxAA~U*<luDTd|x#e9ry?S-3mq3#Ht})nB3b5Fhv}{-|CjT)O6{o
z8rWpGkJNOtuH<swH}3WMiTx6cs}Xod7r({{eh4tqfBOUH;GG;=gpQAprVItZh>2dL
z??tb@F`2$bIsV0BgVtmd{yyK2SijhV!Zl{PSWh0V@Bwd&X;haR_>Fku<$YWAV}V2T
zk?yAPbn9eyWM}C!Z%hedK0%g)c=YyIn4_|Bcj$BT!{b6}ltcR*d63r)dGJRi#pWUp
zg*CExoNE$o-TXxVb?2#-uoX<0neV!Q`zcD3eKKh8!TwoXGy%S#Xn9dh2XaGwd-s@b
zTqYEf@CT{yb*%Ng9U+C^Btm7IBvH8t`-I9hCwuGz$o}LT(%DEgnDY%g?>tO$NL$P|
zp%30U2K>MEa5@oGzqB((Ggj22K$(QdekkO>?29^UHgq@3d+k4eT=-H^5*@<WntO`d
zoVq^XN5e!~e}BcH6BbTL(E3;pvzZLp)~h+0CV!%KN?ZmCKjkICgdY{LoXAs7%WdB&
zI;u#KLwr3;0M1gy-@j~Evg@T-n)60!)EUK9GFNu|RbV1~Up6w;6Z!x+E8sYjXny<#
zUHB$BhsF@J=kM^OvMv3{q0q(Zm4DYIDazo<MSTs(()`u0@8In(S>Gp<FY9kD8OToN
z11E-^j~%$g5r<M9_k|~wPlalpueIqNwGj@>i6&CA!6bollPQ*5$BbICsSmDaV7~Om
zi$D2$DAmUd5;GnDlN(kY)c<EId|RW&mhPINNj3pnkpABq^%FlWbEw5ENPb>2KUKUZ
z@1uU4YsN9+w<LCghx2nNsj~<jg{mX9R$lXXCrg&s(EsBaS+~6pRqE_|4*Kszxq(!+
z!4Fh6v17k;?Ix+mcJ+Iz^wd<~J?`m}bC3UR9w&b{@48hE*w$#Y#hzp7Fu(cq0_YV$
z@mBg@_<(p3{R8|zIo?c+pAZGSYFJUZsWA@^NsI6+%MFF!sie{I+AOKYN_(u~+#X3p
zJ<`5_I<J^L^Mz6%V@(Eno#|)6T~SHf8ix-(>Kx5H!V~jGoD(g0f}uwQ`pK7%{*Htd
zk-{=<L1Fm|fg;bR7&%-K3%tA11R{n`zNQLwtzZX9J5)z$CjY8U`V11P#HjeL8@Zio
zUzaKHK&v0+nQobV=+mzom9U8Dh88zcHn@zFw9P;1&*}Zdjg;vfIRFM+r`O*<vsbOw
z*JXAK=(jb_yTJRYLe(N;iwq&-i5xn!*$jFSS9`x}s7+Mjjk=|<=K62T>KH<Qik(YT
zy3Q0|Dw@Av*Lg_JU+55h=7@zIOJYxw2bFd{Fz{iCc0n>2YHs9kbn~%#Q@7A-%#O9-
ztX&Lu;pn3Il~>BFKP!iHUwJBQP@;d&i<WPgJgghbixMG4udUwRvhOwe5#slYp;I&T
z4yNS1|L{ysEg0**JNUF68+5PJdh?))KS~~Sa=3>!%9bAdc#ilBqV=x!rxl2`5?hR1
zbfeq&C9xhj%x?l;YykhQwxIsnze8`5q(&fDG{_8*VfE6+;vUsd!^Qi`@e=QiTmHJe
z<Pg!?s&qinWdAc8lrE=Q>Iy~ye7JB1K0NU2r!~>Moon)WDTe-YJUw%Ssajp$s`8f*
zUK3m7!c64v4Qsk982vk}^tqH@us`b`%rwy7oKl|~t0CHhO>$v}ANrf~B=Hx=7p{rk
zunELzb`wRv(Vc01rCISJz43?i1ku$~Md6ku$+Noz`*{?0B;a39y>bvOMf2=5Ixh>A
zV$E(x6Z8W-SS03sq-n)ef-I6$T*TB8q+XWNx}=0zVmO33|LzeWSm^PKY#>F)88q`l
z|0ao<3)5Y$*lO9HT6WcNGk;sotJ|blaOn$1su^M$BCg4jIoC@if0Sh*T6Nd2Lr#M%
zHP9Qcdw`6}BkZOd1YhIP#~)jLFM4SHWGC&znst3oiZ8ibbg<Le)B*a$w?Lfv*q@j1
z9NpY?)xlw#>+1?Bcmx(_CvM|n!)&EJ%wpRvi?rn8<9~&?B0lXMdgzJSNOKIa`o7Hz
z1?I7GsQTlgRZ4{`YBVy%drwYB9PD^<a+8wIG8SwA#rPrTem}bEMGklVf@Z&PyX0!C
zObGS2V9+XIX%qOqyvvoY#7OYwfvhgzJ1+T{uOt%Gx-Lq9j|kq_dAtrK(frg`aB$=7
zY{`Tor#*Gk&FO2lu+w!hjIDWi_aD3zIv4z5<x(kroGLb@gf=Go*QtwokfB}BPCsQ1
zR#=LYi$uUgg3>ESUoNzn_fxhPg`9-nnVPOFT2uli?)%QJwpnRPg<S*)<2(3w=VxtK
z(@ck?n8@1>`aWh;t)STVI4BAW8S9eaQRpa!`RYK}`@3B~gm;l5NA{3Grq`aJ@5N%H
z-5q_2T7EgbxAM3922ZG*vPQzh9ibSqs>@8i(&cLAS5%7i2$#e239E)X#Q#vSP*;Tf
zz=Jmc<g!hb;*KvtoMyGIR!(QlGNN(r&Q7anNu1Fua{?myG&~}7`L9FSZeD%dKk*kV
z%F!)7mxTWG^(Nauzff@kG5IP@0c7}7cRaA?phl9Kp<ZEj)pOcXjaO*>gM7B>=Ri-f
z)vpIzF-sns^6QC$L}GaJuM`pyylO(9cF@+bJBVuiBCw(5r7RNWd`~oBxxG$vFl`Bi
zmdm6+6=ep$e3*&lUCICVj)zm%;7`beXVR-KVnjQ#N-FTzw1@H)yRU^)@Hw^%ycu_Q
z#b;&w(6o`jFQ*#xdS&=S6n03B1WJ@$lUR4_P0<Fx4`nB~*d@D3oDvD7vhZR)yMQtJ
zCrG<!abn4iTY2459#5=8f7wKM`-4@UR2o#G6=mg(jzTeZ+O(xT8J;B1bWw|-t~!GU
z<{g`^D_1)xE|#d#A5)Gcx!xdobnpLqg-SQ{)q8jzQvV*x%jW{40&rk5=hkT4y7y&M
z#f~_?s{N82JUV$riYXR1|0-@wfOer+cA}1Ems2s+7j2t&stxk0oxKC!k5;7j(L26Y
zG0cZXXvK)YH0UpcYXv^YjAqx-!M=3#Gn|~pp`Zu$`!q-EU2^Aga@Jl`EB-xyeGdnn
zktMv|B5DbUm_#XP2YCVr8{Lb^F=&6cu@IaJ{YU+d&*fTlF@;_?NgyS!eGaD@dmR5*
zl(3FnUa2b}%Gifwu}#&M0=p8O%P8szKx#@kmC#7efA4fK>-b*5Cuj$)nU#~aj)!xC
zx4NNH>Ja6iFR)2$MG<zw&C@Yd@!PJwJ!=FN;<1TmqbEE2DUI!p!^yiZxrR@_wS@w<
z^HxFIjnvZXp2c!}%-;_gihM!XD2Y_a^bRXpvg&P=A;#q3QwseU3K}LQ;%M@fK#uxb
z@oHqaF4wc5K^HM!I>Ma!32MN`2yG!4^&!PQ$elA3aH;l^z~+}nBNC}eRR%b#lE$2n
zM%`y0j8;fjGbx%!rV%2kH9J>hHl+ze1d8j_VM&*lNPBS6(@K<tpJ`KmZ^$l9-YX?`
zz3`&Tiz!G%2NKq!{`_YUwc3VHge-M)je@cRK-LeNLWR2F_xrP<<YPQz3^wNH`$zu*
zErjRrbUVEgSdo(ZTd!<%^Vp;oue{!ws5l)fz2I9$!<q!m<ueylNXc3xI!UL5%JDSw
zcc9br*RIcPNe*Mk$zhee1TXi9{l+kT7=zYUv9IjvrOoAwA+^HS0Oj4DmWs_^rdNVn
z;c9Yi=DX05g@$#C>7*n%Bmvi#cF)xjF3%Eq$lB~qUz?fe0<IHUn;72>8PecwT|GxZ
z-MPo~!TzfKM|q~&IJ9(&kcBtM=12MYIvOC)z@YTwPCjn8YtxR;KWw1i^kmL2?pKDm
zCXkOK=^$hd;Su5oMLl))cCBTt^{}_F@{!C4x(LAw1O|0{HJC5f!TeBHiAQ1z*~scU
zGmj9iN;FZ_VkeAW4)h7jOmrO!8MobMfiNpRdbFuvJW8sDZX0iR``9}jSy7$u*O|(M
z8`rP<yS(J?`ae&cozc&dtNw~!5!f@2^Vk~N<u+ZU*o)*cV0>J3Yv07)A`TQ^UO%dt
z`$!z*C~vS*1Pk@I#X=P@RhDBJml}vy<bzW2H=U1Gj0Oi3C=ii4l&rT^p?m;)$n4YC
zzml;aqXm!l1}b3-bWKI(A996RK?6EgtdeqoY36G1^DQa3K$#a^2!KrotwtKkGg^eJ
zXlLe1@3X79*Qt9Cs@WXqoX0O4%oH1GQkdytp?xJx1(Uy$4hLB>NuofxTxbqp>a=x!
zjH4i5zY#5-mbejl(>|_g>|-U9Db7jy@s$1ID|oA2!>{kS$n6v#LN1zPnrL88-@be-
z+y&5PRXHr~;(sN-Ps#H;-h3EnHaJ-mM{f2b?-k*Z)t}M;E3mUHaH3NCBoPJN(!Q=f
z;t;=^!WkWuGH|NP;mAIWVWWW!@ARnBf{}*Z=y`o(Y{ox+(jv@S)<@VTCxE{*o>F>h
z#DFB6<KYGsDMz@fzVuF16Q{r36lO^sgr0h3JL2|*XTR<1s3AgSz4=CPZ0BwZeRLoW
zaIX@Tro$?Zip3w+g4XOs|CFlVEWin&a9c*!e`|OldC!4xI#yK87<E9d$?HTxZo+=Q
zAR+o^?ZfZ)-^8ir57^{)a4Ct0=Ym3~KC`l_RL<X#^`tcw#HZ{Mty2knog1=0BBU)o
zgpz(jO@Q2=uIN(W>CS<Ma(=temN&rt%^5%m_QN*a@Nd+pPe9d~EU+>dLJp1q+#s}^
zG6xXg=la0_{5@}I!vqr|RnAMR+tz2FvNp{D@rtCkxufDfb${eFY%(2$i?n?%8OU%%
z12+{I2P`sc`Czh&r3939fL=%LBe717Cl@aa`L#7jct7Hi*BCfpM6xwN4&Re$Y>J_t
zh54hr#;wAtCKuUzv}kJ^mVU1Wcf^~j2*#~Mq|h90T0GBR*wV|MalEqm_qtv9GbgRI
zAHb`_sK>&RMW4568sqeIw)N(Bh-7+ZCN*yD2W6BDCk{sW5LB;Z$cm=d9UE*vbE3Ev
zFzUYgN((FUqzq3jpSmWi1P_f_3Fa%~ZQeBD`B55_8#}bF2yek!uG8*^%VLq$1}pbQ
z3%o#ZJr^Ym;RWDXeTL*1Hu0iq=ZOGdoFhi$wnnfdWJt9#uX_LS5`RJGYe~?bcVO$q
zcX;T7)1X1UkSpc4XsQI)@2KM+xeH}U#MS9%Of+x*Id#>*phhZinenRxX}*eJi_CS+
zr$B)f*T$~(oHzJ5IFxqL>VeX8<QSPGP(O_`xMRH%6sFueG|a+M|G^!3lWc{ojTN!q
z7yJ(everX;wB*O^@onu&)I5*;!kNMek;kY4pSt}FW+hKGctFfN!(i?qCR{CcowY|+
zN%u(>#34&=l&AM84bvboNGV;od9w)N4|xRlsr`PG*yh8?>)=}qX|S_VB^yj(jDb4y
zhY=hFoQisf{T$Dt3wg=t)u1;YnNhMhwDj<g#+f<~+&#>3dTz_y{+Qw89WM=#J9jSQ
zFfGshej`<J5qT_KaCK|dtJx3pco^;bUl*~Zcf#sZ&G|1r8cmQKq?~|g;tn~$z9)wy
zOuZWU;Oq)A*GOf<ZyYr>#i?>X^}`xWJC<4uf4OWnhu!7>JmEG;rvLg<Y{Se3r64)X
z#*MH0^?d-cC-hd9q#nM<Ldyu<jQ@1?*dHLaL=bJ3r`sj;98N1t+lRJKgM6PdV?d#I
zC~6CVGsI50uPqiQIKiwGpVHw}Ot97e>=pSmH>jW4R6aK1{Aw8kpP>^w;ihdQ(|`0q
zO5(ry$Q9^<?YiaWzbOH>u0=UPphqwXum4qwB<<(}y#&vHn}x_H5r_kSs-qXcfuhYG
zhn)UG={JaA(r1stclo|{dYSBopi2PY%Ne3b+$*pKa~zx5;SV`E7th!GKF!84kUbG{
zA?9-u4Y%&30SLhf1RN757>1rH>ck8mQ&g}q<+)iO%5&}c%se_M5M64`-f=1L^&lly
zU2;$RiRt}5HY4}I8Nbbx7qawIuu*~T1>)f<>Y0N11{UqW34>CQBF<=F@y?2)p3Z&t
zKk?diMHJgWe3aBc3UT6ujJuO$Hi6_U1=~9w5kMiPqA{JP{@jdwv9|SY=G0!FVOUmk
zv0ri4Eb#13RNviFb5S3TPF{1ch~s3^Y7U({bqmf*Kz$;P$$)KBA-CfvCFQhUVt`7K
zu1|hHv%mP7wNIUlT9fY<WY>Hq@fytIOj-XH#h`vLvE=)QsIn3k;sQQieVX!Wvvz2$
zF<D0M7qDxZt2>rqmFp#7;${Nu2Hz4hpa;gZcHZRMKRBnX&!ary5fKj$CQypo$>G~|
zz?1pRm4Ut{8uMw0*?CGzu^mnRMypb9Xq#C5STMy1|Eh0eGRv8K5!%0--(D9MpH<sF
zvh|AIWAiB9Mhq;u%?f~>&nTAXqaPbt_;(52CQ5s}@~Fmk=aVWg7nFB@Hb3^B`(vFy
zVA65l*xq|TO(_6EYw7_&zayGYS2t<25kpxR!G5*8<VLE<kT3O`o1!&R4C#Iej$bbR
z9nb!yNH-=9-hCr`Oy;(szUV1p-Z&SR{<!z{RJMOf%rcul`KF?KU`2AT>)vFMecjFG
ztyo&q=iD2xVt19Zd$ZT^c|s!$=SfE-EVT~ClmOeHM}|TAEc9QBHo<ppT^)N?hi|$4
zism)N`~gpR0#nMDS$Pq21XO$1_M8t|@&-O-CnjyWF!wj~7J%Mk>!4sJX_7C0LQi;5
zJU7wZvPFiqBrbP7_>20z0sex8SaAd?^7V?pb{^8Mkjvo|vb!i9=gsat>$BFNV!f`x
z%=Mtb?B&-Ix9B&&2A6WoOU!OjTz&OEra?}O#rOBv{&`l6uLIh);{`^5{*O{<90x~G
zF|@fJb?7<Z9Mg%U>d{S1<xT&R0reTelJaO~7~3dnHX1PPp-w0EI$^a2r_Q133S3ra
z6~CCXRJXgf9{;ebuR;**PMvxq7^wZ^*J49VL>DQbO_E)SnbEb+RxfUC&>2gBYWjym
z2MupROGyJGF0*&d2frG3TclD*y!QH2AtiV-bIy?ZDuB|;ul4f2#(+Q`o|^0KdNz#n
z#b{|zh&y4G@GTn9nga8%=Bo~g&4v9s6%J38H$ql6J(b#0oq>GJ!u&=3;VJ>9_5|be
z=$C^2z|{UpjJ0nsA!wI!>{<}o)U`DnxC+NCgzoPwWSpNen{#hsCl7tk@9pnitjTuZ
ztN4X#ywud482x@rXhEQlftGpWaU5%Xi(~l2J=hz;*Y9}V6P~)g(BMEw8>tK09L8~>
zH$vvKdeQsI7(FDWCR>}T(cPij-hfX3-n~LbP)rtU2(VSNnPa4dPtaKMAz70!|3HlZ
zcfV$a#8lGX(p{f8*{xcYb;np1Ry!Is!ILC+`eQP(kSd&2TY`hRowmRKS$3ru>5N6V
zKO2mm4DU@xBx+<VgU{Q=i#Y6#W~-=pO{M#3p;{*Z3?*P{Z~Xh7Q~`-iH6`z_2O@D%
z#-Mps-kv5moZd$c>~qaP&I1Ormn62t=}?y~A)olCDZD4Ds#FJYdtiA1w5aUVP)kt*
z@~^g;dS&iU=z*8u!bxMOV`78Ire>4~@7Hm9N9vdO6yGs0)54-L46|*>y%HS3=_zl_
zVd;!p`G^&8yL(fjj*ondtoqJ?KL_w6L<>3j(R@yk6`M%RZG##=zd1&Jh@U0KGWmYb
z^1S)kRWQT{Dux%&6q3!-Q*x~j;d=8kzkR~7#5_<eYFUH0Cny+Xb>~EQmZlk2*+mtL
z-;vu1Ob}DK#wIZwBwUP)x*kK+!Bzjl`wk+QEPr;_xkjDl^X!hc<s;?9n1+Ue!|lX-
z<P3w7^GUoKS3aOtHWCXzeZ%7kt(yYghV2)<`-(2{{xdXdA1%X!qS>a^J|&jcHK`cG
zozfK_d%~iZ3nxbqwA@igvspPn^78X0KB?IwF~xwS4lwwLhSUU((_-rkRfY@y!=sh(
zdq*s8h$Uz37mZ88+@EZUGVkvH`I_yYWJ!K2pW>Fs2nEm+3ZNBte~;B8+#h}P%5t4D
z5JBlHHLg}5bGl-my)xnOQ6i7R606(&%lq|50v5|siEE^<-}Mc6cx@I655A5B`|`%Y
zTB6>nDp|baj?q*!?`d3fp*K*(PakP+|0qp^ySIoBm1TiQH4CiKIYvZ0g3IA&YLqWm
z=sVvVvRF?49{>_T?Y<yH_>D%y%1M7I0>?uZqU6YO^qS+PO}Zhhe}nl|<XnAichy9j
zz?x{cw-(+yP#bUVuZ<SFYoXD;dT5ktg9fKu;Z<;ZjsVUz$eDvUTacPkj57;y=AZ^S
z4bawaI6m=Pfuf5yapC$mC=tZJbmKc*z4bk=-26_0LU6j|OG#jQ1X%^2Ax)4wMObxO
z_>{b>NIQ8QnPNS+XBXW-p773!E`24B<#~y7SHH$d3PI6LWSss?+rQujGR5aqaXdwa
zOK#(Obu9`>vbY9?g&{@gBfKMq0F*Hp<I(+-YOX7KlpX`h#F7BNONG}hNyKBshTQ+c
z?|-1vz7Mo`m$9xI2me8&U!u*<%VX5B^%vXXogpLdeLWHH#~&>cmM|YB7g7<Iv;ysC
zIKWmXz8WF7;n3PLVV4v#9*u@ng=4Q*B>7!>{1+}Cyo`CH8e`4a_Cf>(B4YVHL}1NK
z<VG&R#f;UMyy7i6{gxB}5%+V7Zcf!r%g<SRTkoieH}};->s^BUE2_hNMGbg|S;9Nd
z37#jk>A~gPfG0fQdD>G>3&xp)IAai}6C;`(=!Q4PO+d!U3(`sxg%`gRp1{{q1TG2k
zU;E;FT>s(+`Tfk5uW*XiT;SySFSIbB_;$#kwkhIMOwL`=NYC{=o<dMe&qC~TT3kyV
zBd;&Mb3IYW?IqfF9-k{b2?{}c_GS6L7y|GNg0US5e@M8Bv<_5rS_UrZ`X$Tck`@#4
zVN&^(Ye|84SY;>q<8!X!3jTmcu&0~|gK@9bRx6nRyRQf=xjmM??H*gxu{K+6(0bsY
zKgGH6IhS$z)-9BLA%rS(69x!k+7GXEoA{+B%-9+*2<x_d3i|=C!=dl1aQgIRIDPbA
zxPJIwEEw&DOF<uF+DK3A^yz}g#T0?DLIkEr;zzEZgA+*`aQS=)e71K*;|Z1FHo795
zh6xXX9)O7bo2{)b!5Mp-t`gzE<{DBA+(dZbG*#>$P#X=BZH0w*G)@0S5s>o=W@_^a
zx~6La&@i_d+DsjTrNL1+E-bqO-F*^K68QSJxI$0hmgWT%i1jB(^a~nUDHL4KWr0p+
z3IWM{MuZL|JOx5pb^&gqC|nl8LT`ZQP~vb_2nDxYyz#C4%=2-73e7299C$9ChsNV!
z4Td2AWeAd(vER|c8z#%ZCF4LUIG0?<hszg)@g-j-x`GMEFW-(U_1H382fvs0Cinv6
z&{BMVQ=9TSQ?quQ<BrKKi!~OvXTVYAE;XBu*v8B^r_WZ$(pqxvy@sQDAUaDEv4h7h
zAzxU(lAnJ<^qF|PAJ7&ylZ3lJsv>NM+<TIYld%iXW0o5nbOCVa`7%5|eiiHHHNwel
zT`^>MeK-kkVD`Yq*fsqFL@XJK2>%I)2=GDv;Z3;m^<gZF9f)2lYoq(pnrJ(tDm=$j
zg!AYM@bsySCM&B+;?o;oGO+Qos!|M`Csu_01R)lSYQQDf680fN3<Is?L?LR9K_&#%
zceg}Ow3;^*-RCY4!hBgiF9o{!d}buEdQS8T=(ba|NoEQ+-TcB!UrHi#N%7$E6nusU
z8K<;;xW9_)>Dtq>li++8xIg#f@`Sji6b*qKAwn5?Siozl_lfTc&&hWs{2{#nLjcMM
zw4AX=FUbc-RhJe)ETsSxYf4VnPFVoDl*%2X!t({Ay3<o&Oi526;rJCPDEzMCLoWGJ
zT>0^5WZyWY#ku+fnT%^WEjBGXlU*!>ah4p;d#C2pqqXNGnY4(sgkA++nu~nQ9et9<
zBkSxH<O|Dn_1E8V_J^-9DPbz?H<`hCc`dlk6J(oK8IHmt-#uaG4FC4XjF|<m5!HnN
zyaulU6)<(C8;)-3f`vXJ-u~nj847gjRvV37Ya(b$M?@^>jR?PyNZYqq#N3ClCUF#e
z_O!y1&`$6V>x=1o-$sk6Rp2tJ0^Fxnl7w%%x|$@t=d8-`oLw1SbA{!fQVA|IE5m7i
zbvTLNYO`60oc^CVmmmdCLU>4aTb$uN{v&jlI0eba&zT5j5&-cWj-S0L1)JUgiAhml
z49-k`n!Z1YtHgp!ih^458Iq*R^P`8y=SX5x0B8gh@sH{`0~!H}2(Pc+0bYyi`A%^^
z9>?EB?=s>c$8<0Rpo~C8=0oR8K<mL5gAX}Xw+Kq*&kNG43^PTd_*$t1kr0VI-BVC6
zpc0SMdaTHopio$eZvia0uv$xSB|FR5R!)hX?Ivf=r3*~=o-^&rnQ&wES#?vKrC@j!
zdZEGD2AT*IdBN+97n&EeMBc44$o>2*(y!;CU2;1($JoK+fF-=P*Fobon)^-Sxs1O(
zYp%<%O6WS>364W5z)pk&^Z*=tzXHckUXm7{#CH{F^kyYAajStTJv<OOON0UQK1Rgi
z!AJ^Rgx$#tFnOmJHpCA_Q0jDK6vksy%4EDfyBget*Wn^8e4`~*(M<dXRs-B7SCqej
z<fnJwwV*1Te5=E5X>C|8uLp~D7LxF)EdVP34okh!px-BWZ{k$MW)?`|rQIa}T&KW9
z90^GhQjkgRT-}S~XJzfBS0MIL&xhMcdah5CB5+lb__Xd(Pzd;5C{KgOsPhm^Eb=&B
zi|>pQoD;e?Nkc(T&=7!U2o!)MUFG?p<Vz#IQ_Yq2=0l}dKr6tPg^JHOk=_8k0=^t7
zA;j=NWsn(T@;e2C+b)0kBfk9ge`s{7kxXpSs?)V)O<TJ3da_G?&d|aG#=jH_S^5&>
z_dYMkaIS&$9Owm547j9#Ff^c0I3+s3Gtm|eLM+f^du=q^SRE}y%-zJlniK(M=k15+
zGvta`-ECw=c!;>&b3_Gr415i)pS}#&?k~ZsT?I63BCNMtO+kK7M9z2*kuy6Ya&C7-
zF6xVzjk9qeIshy8jl!1TDL4@3FNE<DmPPkO`#II*d7bq<K-1OQ^(hFvu9NT%ycbkK
zqgB=6ytoGH&#D2lxwWMLFdX7cz!ob+=rOr18usaf@f&v`>-1GgF5dr#5df~|^CM9y
z*nBQLRuPuo0r%x|<ul^`33?e&W%=n<(DkR#^Bv*4KtVXC=MT8AdRMsQKI&T1V-V+{
zVDNYIScVmb06arr%uXvIlSyZ9O4Vnq&KH3~Ko^h=LAYHtGNDME*1Z6NmR`A^6ax7I
zT-Q7Wz7W}bK?Sb;_zQAw7D%_9F29-rn=d@AJuSUkmNsR!DuJ=?Ew?2&$>Tgvddlq-
z3zDAem>{F4!2E!%h@<WH+rW9R1w1y^f%obfl6cJngb1wHJOQ_<m82KoG+dB#Y$X}9
zcNA`TCqdeFf}l-%Rz@?gT6ojDE+&59j&&nj3CsVUhM64@IlC(&eS0B#?PMGZ-;TJ0
zN!ZIK!@)r~QFs<JcDF~%X;t7V&hI>;61;t?$Q%Gc55R8F>#~hN6X6jw+g1~9D{I1H
zdUe?>*m|cG93mayva%UGdUr$1fkUu0GD+U|LOsiVQqRAXP6G1&E0FxW?}Q>alXL{h
zn5mcY()5HbpBsfk)%r8^ut13mpDE9gs|!Gm?&0w}1wgs_JSTsfx)w!Wg#g^&5P)Y8
zcL;zUGx8zP6(sSwWR5`9i21TeRWIe{@x|deRQ#u25WW!HCf&x8FL6`2|6{VJ!8yrU
zzT}Ma>Ebfpl`Y^x?Ih7@$tebM*4#iX9_B2%BsjM#VW4Ng{pdw-J7FaVWV68>_N(f`
zWkpSREv<$Ii>jiLUsW_00zeYd3!nvNqV65xst;IG2a|TVW70MU3=qe3?PP;q?VS-a
zy~AzdE6@w@>4FFm21G3%jhO9AkQloksp(nB$U2E5X=zxrWeDCL;D`oqS_u!r0dK!6
zLWCXt(R+`p^aflf3Xfw(CD|aTb*K=jz<RLvuLEo0_PYi*LCa->&}z&WOx&;whmM_>
zB;~!P)uph~BCD+Z=~AUQg;RPWP-WzK49kK9^Es#V41S*e{CIu}J<Gdnydz03_Te@8
z+<6XJ{?iGqj!~Wl4M2fj8Q^bI*DBV-!$Q3ZVF<u8h`R-VpBWbLMIiBM5eS*lJ*Qa}
z<s$NdDv{ul<w6RGDizY3AdZV;KKu1|WC-g|qSK-?#<$uc$Qq;(n+ZO~{@l)O*1I$}
zShjoLqP2UM`!YK&#Dn{?0>JMS3MmlcIA+rAHd(-7d2P6_tp)E@n$@SfEz5Bt7AFav
z#|le7sWLuUQ46#8wZ{7RA=nt(AG3G5VZxY}*f>KFd`_1?3jpEMS%d)}$rgf<tEVAm
z+fu~tTaUPqt%%*b4$)ivFmqH-j2qYm0ds~Se%lh{#O*>-`czXcfI`$Js218po1sax
z1w6MoqtUGQ(RSiQOxqug{Bu_%p?JTQ_hqW{3lx`XsB<qcX-jZFmIH5m`GbVC&U!+Z
z+hlAmo+HW6_?*vL=6sZQ$I@Ym=JNA91x9%c{B0!ug;Mz;{x)?jRW_t3@SHRTkwy;S
z*}}a-0KNpOY($H$;zB-jDn8ed{9G?feQZN;{C4t4SqFYUD)ztm^RKx1+yBrp^?ld{
z+ey;O_U?kTB))X#MU2k`AW6<FILm(Q@y28rGvQn>#X;;t$kLb)4tfphoXi(EB{{)i
zUwt^QtA|Fr>Y(}7nkLedbo|V6oZI+{GE?7ASpTKr-LN-pCiWhgiY3AAFlx0umQ3x0
zsJUG=i+?WxnAZalO9mri#dxhfK)@W?CV-_uelOiZ@ZiSzII=GQS!ru!t3WmjmezlF
zZL}3a*UtBCv>!PbL;TkwBmbPtubk0yC#pfsX}#utUMF{Hk}F)i>+?l@Ka!q}gH#oV
z*7@ewKjPZw-^**LaxSYke15d{>RhsckN7RcrMwSSDN>Duim%=NO-ft{Ubk458^1D@
z0Ux$8kRbr&CIDI-NUI>TxVn3&z7s0$Q(~bq$I4QvG9t-;?WbSx<!?V@(%IS4wO1K_
z!gjx{B&}@zDnKz%)|{4KlAk3oaSUU8nGn?7f0;lO0w5vC&vncPxMvG7iMEAXpgEd^
z)kDiYwPi~@=>e>%ZV~`y;^_f=yu21>2DLyy>;MED?2DO!p6KCQ4Q=~Y!`6xIg#f(!
z*B-#)AyNRsAJ9J_Dqt4kw=PENfeje5u{E0ei%?`)O|%;4fVX<IL(lOe5Sf^YoFc6T
zuVQq@;k2^3rP^c2(5qC(p9kTDUd~m=leDzdS3lR946`kO6m`8xuxtu^`72YXaL2Xv
zbCqr*qH+ytAC>V}`{(NI2G}u)Z3>KrK+hP$l>nU8YQrRUQYnkCEV;}9=nt6tswH2X
zWIguJ)$7I5QVI3H@$+xE@$3IE>B4L+Q-9P=Hu@o1WpYor@Lb1j1Y>%+o#BA6_6!3E
zerD`%O8T(@ke)PDpt#8P^CyG|q&UDM+!D<WTA+1E9kkkBQ@Y)>zHEUf1z=nSxR0)g
zH+`z1&#KxOx6KJ-w>qM?e=T&FQ3IR(x?xy1x7%_5T{(cr`JW)dPiqkLz+QrDW*~aq
zY{YF@h@@RBFnUBMw0hSQ?cQq+pLx>}mzaUXtTQ6szod8Exg^6c8CJ<UzSb*Gw#a01
zHus7oRPtT8_c|?+OY5GXS9eHw5}!gK8wBYVUF8rcFnsPRx09rwM_oHb|4saDDoL!`
ze#mR(T)E@><8)0n1fUEBfDeq;`;;DYlJIP_!KKUy^M%oykgC$2YDy{_1L+xKs(rC=
z18@ECv#j@@|Lz6`6pWCiJMUs|S-UsY{RLF}c5dT7vgvD<PI9qLCirxhpKSzW6(C=)
z0%T}a010s}wh@r+1I~!;Ij-<NVvCkXtkCYDne2GeiY~Vh0ww|(4zQUno9lXwt%TOo
ztK!|c)g)R?se(?^tk8Fw1Nx7*L6FbeTIPR7=_-H_fCaq}v2=tGfJqNEMgS4HcBbqu
z9JPKf_O6<X1KZXjJTwwv@!1GZDU{EG&9Z4FRo@I#zx;HqPll<LrM~Tf(Dx71mpm5<
zsgkv_Nv{ri415ph?Wtzort92s-8+9zSgF>Z_rl{0PGSf^8G$bx-FR8r(>sKmR4oBZ
zH325!8Q(FMRB@h6{0PEd7lgm{+wb^FkpAmG{=oI0zCq0OWAHxht<~z!HPGtyg<i6Z
zr!2nwtT*i8K5W^?brc0jayAuCagkL6T73$HsTE*;sq>unynP)3uhZ^ml;?<+nKo#5
zNC-d}W9?dKv$LkG$Fl(r%W$m6bHEN4*8fLqZ2?%ibL9H|ugOk9o*%yk|IsaOi-2ke
zu&^H@mW`3)1U#$&r~yU71Lnxlgv0g($+-mNC`9@MB4q)Rm|g}gdzv23sV2O%^6bj{
zC>?j61`GixBd{Y6lX!IJXvtM450-D}=AY2}1}GO%#fNkux!;v<e!{h1e!!wr0eC09
z1Kbb0o0598=3L5#J?XBdzV0T=eb+YC0Eow{20#)?+L8@}q~*_YGqoNpeJ*uA_Y4<!
zrrM)nyfvB}FhdJLetH0G3qbduWw^VW1eb<t73k3CRXFv01#O$x!;bN9>G8i-0+jK;
z|F{Q^51_y>K@KDuFjo#S#z96o(r`#zjy6hB89#Sz)E{j;0M*Bz?*Xm)!ww+wG+_up
zS-uP``-vAoCHqvLZ!T3wl9UryO*Q>Ay>0*D{HwSkEdR>fKvQB**7JkyWP(p(pRH`;
z&n&(i@kVTu<-P;@e*5%od-Q$v?@R<TA*hmuD%-Eld$03we+@QrgdNB2=5Se48=ijE
zWRqJDVfkGrRWw=uzZ3u|0<TLEaBp7&&Ak7Ad)L`sMYTqM#HEU&NJt}vj)f+Qih$Bp
z6h#G<VklAsX(3cYFQG*Uy@imIlTLc?z4s7Ws4D99+Sc7`&rApygaFATVLq&9PG<I$
zb24kaWtZ0iCzgyB<R1sWmG8sXb+WMjv*k)b53)*-Y{SJwcdvnY{}w_1LooRS%5?|5
z!t<4-%9_A?(3D^ZKqG^yFX#N%vIw<Td|}LYd*v5pc3-rJ`^*0N1AX?raC<Ggoyr(?
z4V>o7X}lV0ACt#x9g}Uf_S@9<JJsv%`scOpc^`h>+8I_GJHckvGw3Q}e1`>X;4nuJ
zpO%06y~$r&1bU6@h?icr#p2J0!FSzc1>b!E-%X7Dzxj9TzoVAb=YpbKPTa#ykpHM$
zY?S1eD-RpwuM>s<Gy`Pa_!UQrgCEP%UXLB?I-&FG=g?(EM_7OR6l}h33tOkwb*=|+
zHyoz5La$Ms@IpU(%$Yn&Srd?pfVgp8z!lPsmqkGYv3++bML}vTJ;_gN&;4v8i0|XE
zRTdQS@$`hrH%yQ}Ss{NT#{JC=h5$5igoqG;%X&{Z{h9t`zXw=?>v@WR^E0qqq=<mc
z%+@tafz`D(0LkBbgauygZ;!=J6BM$$yDCXLl9=`XIPU+jyHY4bxb#X{FjvLObIZT?
zZxhFN%0)(5QAm~)3y4)pj71o3|NUSHKodvat^dJvE<tyaKd>j@+!0pac7XM~cCeY#
z23_e5eAP-W4`#2f*>6ws5ATAP2X(`mg<mMO{ycUlgg;|a%7ghw!<!X=MGS8`?G2w(
zCzOJq#||p>0@;>sK1uK8BhEQ1YYNJuqRjS36dL4z02l($gb|c}URwX5hwfj|r%6DF
zKqrcTOGjCe$69y;*7MuJmSMpxAqK)Lu%FQuy+&H&rB`~vb@^PS@aNHkira1uQDXMc
zEM;kNSspwcrr<=SU?>HF^#uIFmCx+j3yf3G$xyrb4C2=Zh5$5SBv#!-*p&kPiCs?-
zU@bn2)z8Yj0PFKvFYX}4z;4F#=smPA`VSq1RjZugbNaM!*?pC6IucpB?YCogWvTHZ
z>B`IfEE`UehpJm?>BWAoNNmLU4+TR2nlSQi{e~sc>-8sfJs}HmG9*~@oRS+@`7A6}
zbcEehM~wXJQylU16Ba!hrl5G$dS|Mc`Xa-6H!=(XXrkblfpX#gzjbJ&?u33+kD$|9
z#VfG;WFV$4TYKA*)3S4Lj$yrZgCPJ-6cGj0DE#BUu-ss&KZzd^tV?J+y`L<ry=I@c
z?!T>p+b{&6iGuF`{(Q6U<b70FthI#Qr>~;>s8Lw3d7tjTtARUV2tX4>RMFLD@BUk?
zuz|z-L(zBqd-(34ukOF8fq%jffF=e`9*M8Gft(-yi=A1g9;vLip0HZf4US_+;MGqi
z!`&xA_uth(-7o~8i6Qg)FDUx+e^`^S6Qhq$fb~Xe-N{^E*v#pRZlgwG-0X!o9-627
zZ))J)Fa)3pA*t#n%JDZQp7~sN5<e`g=l7DyzAsm7#F^+)-G5U9{|-X{ng}8bugFn<
zi=$k1C-K9=VvUt_`#)Z^Qup7}z=OdMfF^+8j0-6L`)_=oXVRU-kAkjW48%+Ce}H2l
zIlBL*1|AHC0O$yFd^w_ut{}SjDuOO&!FrQTqm#C?I#8!(^d7elaUIL04(K*=B$n<v
zuKVw5;K5-CfKDL!bAS2``M>{ywP6R~mUW_WNH53g3#h|%Strjzp!3RS<!1@*7sur^
z-v<zc&aM`)pYR4oOrNd$?`oiaFa$scNb>)vkpG>d<0Xl9WuIy=(sxoVJ4tP!jm>v{
z23?j5EPEPOO9U2oK$pc&ql@@#$^9!jqO(g!DH0sUD?NpKh=KL&zUVP}H1?c{)%~|M
zP(K&~(8%ylIfwjT{&xrYiSLs3HlW2<E&U2*cAlKCzo5OGvu``Et(>lFqr!G>TRDZ-
z`kVH!6rx}y+EWNDRIlJ}kD$v+YdDS`fvGDu>Hgaqs6Pw=Xha02R-yEdzYzb!ISlc5
z>kc9fKRmiY;(KZJUDRp0wdd#0Yy&%|*0BAG>-V)%7VRLMTFH6)U1zm{%^V>LLL|7<
z7d-`Dhx7gA<Q`XM{Vj#-|0V`ZoP<;1`MUqU2I>z(02&x!EDUkw7Lv~YAV>H`T`xhm
zZ9N(%)+hO$JHmR2u=w-a!*-6cC<lpdH~sdaoHa{zO}+g$kFy=u_oHC&d`od1dJ)VK
zSgaOt|HL=&;(HUY#}udg?`+`VU<g11z&D{nuI9rGKL_@lC=16IeseHCbQM-7xHSs-
zEhPCxEYCIi=C%_Sy|rTLA7HW0e~1BvKzIz+bLkCq5TU{IaQI*ldXE{49j796|Gf=7
zJPZMNjG&93dF^ME{|#jRdILchbKsVKXL9eQJp&rW@-vBNMVDV#Z)x?_HTmvK{5pg{
ziogtp2yNl;Q5W=lt3L*g8-vXUOvYUPW)4FD9uv5LM`S@Yf-3Vc$utdC8>}QDd+z9s
zLEjH)lu13Ew1gjHelEi`_pT+n9}?XswMWlULc9jsq5o@rF?ZfHczgN6FDw<l(S<O_
zmEBRtz<i$?by~F?o<pz}0{7L`mKBw>8h-ct{r%JmJPlcShtI)sUi_X~EeH91o4`Bx
zFfat*F(9_=8p{9rTQ1<SC(Cq4cE3@<q~EG%l?6GO;a4sH!;-(pd(Yy9!M1p*zdb$}
z{~ER|`5b4D??9~I3B-m4BPKQ#QOU)KOs`TZ8RcG*RgJWQmvxcWtX4;2^;@1J>*R^g
zL1Le|R-HVOm)GEa)>LGTJ(8}j%C}k#K33^vHKo|>i?aGsU}9yxD&^h}d?tzutMsyB
z6YmwJmTsq@HAfLJ1mF?C7d)=~x*Ws5G1UV$n`|W!2k(2M(aGPbR?^RE;Zt%IUb`9p
zUYhG)3wDft9xwK@$E+!%aC+x*#CYyTa==k!hMhrHls~c(B9WDzj_mw$<djz5QR_ZQ
zctWg%OahZMJ~b71D<oM+9#%MJF;rGV=4b8;7RO|DBobdGbVBZBSrIug@3O3`$o<l~
z*RH~wQYFdALaV$UuPduB3o&8=PNf>K;(7Sgsthdm-Bn??b~WI;_fxp|Of2EfdX22x
z$QqA)Hi|-X6ahm39ugtq<tq98Pn7=sCtQ==b)UD-QF~m8SF`?IRoB11F~8%KHt74N
zm9+ZHW_^f|1M3mz{XH_mypS6kfV@~gu?<FULOAj>Q&Cb{iSqN;P<iP`lnYc``bi1_
z3!t*TJ-q=UOb~<wPRhS5Ny940tb9zAiq9;J$~uW!ZA5-1p(!lI=ao|FETBrV(PJRt
zXyv0tdkO@Fhh@|&F8?IK&%7pUE>ev64537t@;nrc5cTh{wDYnJug7ciIZ5;gb)UAM
z9uCEd&r+^_UxK1TQDFOk#5+BirVc{@9s;4+mry2Lep6K<db#!0mH0IRK<mGvqf(h?
zcAI*;{$Duv$B;4I@Zvx_y!mEdxH(Tl(7rX&@@IseMqXSXa-#jjXD_4%pFmoe4{{P?
zP*PNk(#lIHsk$!9o|g#Xk$gqxZ%P8E7G6P`5CdA|EI~+$152H2<UcQP;p)#)IA~E>
zDm_ajK1G6Uc`aU-LQrr{xo%pqa?Q-U+G>Kqzxf<|CbpB$QGBK5Jne6OCaDSDJ5#OH
zoT>iJ{cJ;MB16*ic}RSU7s31Tds4iVkf3>pfFS_&0K4`wuKg@sey_?{*lzBsJMn8k
z0a*SFtmZ4R{{y-DGya2aPQu-v)f#<gx5Zmu+hCK+mpHRyDg1XkBkb@dqy!#AZj3*&
zqs&P5KY~Q_0i*_<KxTv)c}Y<y&d)<(aV4^fl$cl}3Q1U0r4YAFB@9VYqLPzVn)@ro
z_Ja6L&kGUYewIe35NOtw?mR8Lw7i1+=c;eXb14dWs=F_*N6$lCpO%>IN#Y{)ek3hP
z%Ionn?<rCJ(;b#v68W4G$`n@JDLNDq?&Eoy$HJ=4{JuQKc6=6!20evf5vn}S{DUC?
zIwM^Cv)R2DdL<v9n5M&Gy@mdy*Q|f-<lo$OvfuuG)}Q3>HM14^Eoh53o!eu?%BS$g
zvJUw0(^qj~`!WQ6zXs8syJXBy%TFPQ_1cRhzr)CmG@~Ff1jQK%s4OW$QE>%Q^Qxrf
zi%=7Bw4@}43=34kO6w|!qs7l8jOI=&)>_F2Fhn59ic~_AOmx9{j0BW!w>Upbwbmpb
z$;$H>LNMH*C1x0sQ>J(&6)NE=7MHI7g6f;UqWZ=!H6cT}>OJro2|gq5&u1jrNo+n}
znQHC%Tnr%?E-=jCbFdvnDMN??_cK4C_j_vyz+(Uh^c4N}2ac75)^zVRB{2TyY`!k+
z`kT{MN&ej@_NV0^u&^yY*kXZwQH$W6u^T7Ox?$4j*KlaN3xYj1Al|f3l07TJgm~|L
zh&jCn=^>ty{DsM(LIC1XRa%77QXv4jl?aS4lcXS78N;UtOH9&eNx9mwJ;|D(y4>^_
zc$}7#$w0c&((;P)Xl0rGXRJ<_on$7-=)!BBL5V5=Bq8H<CJGtTvxkBA<9;bNYLb#+
z$7Ml&3IXrI>v2B?gZJk>Nn#ROCLsA;)Wlzz>LoCj!K9!j0&J6%Uo8bkdI!0eWe<kl
z@2(*Lj{s(LL&Zy!BHYWpxo6OC&mi5&UMD#6kA45&Dgt2p0NH=K{co*!3X6`u2)Cdq
z*mL$vxSB>|?a_${^*@e~quZprpB?3k%<wak{PCv!LJ)jVlpKbFgtI6}ibPdO0m{oN
zkdaq`;KXuCIue0orDY^h36h(_K$6j=rUmC`5{zwS0#Hr9aUZQL+wokIjMvga3+>tz
z3btbiaZZq$9tV?xQh)@Bc`mO@@Lp_BBA2QONO}`8AD})*oZ2PH^Rzqw1%c<2)NFrI
z+>73d<^k|~$?s64JX3lt;h;x!zwrxt!w`Tv;Fnm5DDjUh{O=zq`};4Pu86^`;KlkA
z{ogzQDF9Ci0eG<PzrJ6$#;CPV3juf;9$~ZLmAD3bL#AWNk%4etGz}rgb|9ff0K5@<
z#$EOX&>Nrt6efkCC^bfS0EI#T%8{90fylJVJG%EsLV^}m>z}8!)#7Lpk76N{aN_q)
zP`mm_Dw2qVC)r7Aw$WUDk}pmbg!5N#;pVO1q&rVBNKo%dF(^<y4-!+`Ps>c#o;d?P
zgA|C`&nTe9`+Nr8o8%_xul@L6+z|KT^YeLlEKBWr<oDvWDIWA{_>AmzXo$f`h5$4G
z!o)v5O;`oG`b_er|8h;v(I4PGSa*Wo51gGx4}jBr*#qz(9zdTttucJnQ~27$5!(VL
z;b6pEZ1wvPGxu3z`R)%8<GoW5-W^%O;!_0Z4X{Umxd8SEPy|ZS<8iJeAH_wbLI5fe
zlX+gc$1<)K1d|q6C70HpU#iC7Y(sKuU3j$iBpeB-4d@|>2!;-9%QhshX01s+#`V_)
zF?mhq8MLrK>yl)sA<3^2Jyy+6@Sfa~#JrX!5SoWTlG96}Xz_dSz7!dX0H2-r=69kf
zRj7i-dsEctIq*8nMciwIV^hHsEdZRf6E9wbqW>zS_pFG<mwsR4<vjy+Cv|;2fahJF
zm9zEa*#8H}0d#k2g;y4}!-UNpG4EhEEI%<wh=Bv%-}nsPT-Fh;`^F<8cooiP`{QC>
zI0|BYWKMuWz%c=Nv4JQ|i9vZ`t`vZrqVq`3yCjJ~t4tT0BuP_U?=+PdB+F$%R%Y{=
z5TxZNv1!@!RVzw2oTMj-G<RRd;NpKpfyq#<I``4?@?N|i$(W&L<+W}`UR%32y#Y;#
z=y^zwLmh0CT6DWxk)pz`Nm~6RHH6^#W%9fIEPF4Q58!nvH2l7rSHN}@GKz*F08JEr
zNtH;x@S_~Q%Sk(HlXj#3-dA)d@<W580M%Xqxv0m3_5uhm;FWLN;qBEOFxK^Hv3&}I
zgeWjSz~kNLwZ>rAj+o`uA3H+F!`Hk_b_Eg~3y>8PjG~+jl$2JWxKc@yF~LSl$t0UL
zfJf_AqZK8wc$~4cJT8uvs@-iQE{REtta%3cYF1s#=xg0_n)e{{0O!<k0BVAcTZ+tO
zHOpV93XBvFK~NG}4qc|@&sCCyg{pT!kkIrfC<Htv1w(+uuHCK4=V1OpexK_<%X16W
zo&zmMV1xio3<=_&#ua$ee!hbFVJ<bpcbhvnN1sc1$vFT{t<itxbLc<861|<;*WC*+
zxgGj_Xn`@y?9o>U!3%TSptso4Ga&h;NH__RSkxLXySB%mogFZ2PZvaZZ<Rd**-`$;
zOO8fqK|U(ZT}0(YrSG0Z(8x!tOcH5Zl9A-12+)$&?vIy)c*Ork%c9f$E>%fQVlmFv
z-0e!WTaf~hqb3IF?lTd{Yti!a8AxK@hv#TXKepvPv;jx#rI0Sa`kZVlpSPyF@us|o
z*2Tx?;c@MHyoYu#t(!4l?Y&_4rI7?|LZIcRtM44US(g=f8x))cxT4lPfa$F;Ze9<}
z|7r~0oMU|_`9Eui@#6;I@HQvx+cFLPot~@PQ<(lAIL>N?UW?n{rSIBd;P$8R>C~af
ziwi(rd<gPW<4~BNkD{{kawK4}I_O3l4OpTMz|o*t{5-Wwu6BD`POUqRo<yF+4GH<T
zIzWi$Xr6_3jN(9%C{^!UTI>GWV4f0nbYh`8s7Je|<{fCySX8AP*G2+nsa=+QF5XYJ
z*Pi?Qo!?XOPHsr=gvm^QV;q3~@E0na$N?Tgp*em(qN-B&ar+G;0LoYZ<^gQxwv|hJ
zk;LO?_QtVI^YPZ_4se{N?CUkE6W$*FGIp<@hRKTuV#bm;F!((?^ciM}7vHqTt24U%
zLj-z$BRqjc&tTX)FCoGI5YocUNR0_ca&kHnGs}>abFn5~uF1NyZ@i$o#)Z~0?TqhZ
z)x?{2j9ZQy&_?nls0ll5)}3}OiTulVv`<mb*RI93TH;abiO`afiR!sp_hfRdbG7?&
z5|K6sfX}KuXUbh|lhpgv{=V_DyYqq^BVddK)Dh<R3b_nd+226oj~B2sdV?&v<#R3x
zAD#I^f5JXyXtMz=ou82le#$lf)ZT#4zkD4&ZcFji)VI;^bvrrBZ?V$^__{5_{?)TF
zZPMFVIQ?C${Q6^TTKolexqOA;6MM?(z}+WyK=%)xMo;ni<u~jwZp<Kr9(6<5nL`Nm
z_eXGe5`tn2<=lAAyyJ_{X}H{SAPfiP&=uyE`#4!fnM<#>QIByZAp6Z3H*?El{_6Sy
zY#UUoEkE;`wcGRj;9AG;evZJT+xM$|-dXj$+Rv!1C!o#y=l7E5q*T?kSDvNr`zW&@
zn?Ctlga8DkRmrvXl7$P#lG<m5`f`3g7vIeN?I$dZSo4npn@wsA|6_!l5y)iV5@kl9
z!;}u_C9L{O101kNkeY-)wthYitovGi{x_I+EXCUSpW>@e-@(N3LooS+p_ny!Bo2%7
zefMpI`S?Nj_yoiIY%07X3m^IaSbO1*2aTI+x3AAM-1?q($Fntocm8prSqgxEvXaHu
z`s~B67Rt5u=7u`UzWcySnb?rJAKkb2)SZ-#DgeR@=(5Bbwo@I^<DI_f{YoE<8Z{W}
z7fyj$cmVe!{l5x=Jl`4SJ?r3eXg5q=-Y^Bk!#g||UQs2wzY_)?4$V#g5-M-V?z^O)
zF3K!^gRimI4AA+zF0h{62M+HIMYj<n@cPG}VA{fOv1g|n%m)SbtPuouerOTkdFGuf
zB>Bw;cfoY(6ioh6@D9y_S45HS?}UMeN3#(CR?}f3kE`sijNjg3y6+y1_?=<3peG#O
z9fn?G$KgwtP1x_7BuH5xT=R68e8b@5c@jPccEarb9n8C3RQG;KJ*@sRd7jzbRgixV
zOyYVbzi@bmWIPtv-+;bo76QObe*Q1N%W67I<mpX3Jz%lY8eOOLgZ-q}VE+*@1dii}
zqsORG_-Nq@912LQ`Msn|9+59Bbh;#~>C|cX9Cn9!{}#oH?-JI0=kj}c1d7F9t`L8(
zaQXLbh0oD_@Hy=bZ@)-|{6b_5*T4Cr$qPV8HkaP|OJ?$4^BAf-5%q%YjF&O!qffA4
z^L}hN5{S*mg0baz2o48j*7>_BA|O10P(fDz7?`|$;dA1sh~M|Z$78c%(RZ&FSS18u
zr9yVG_2oW>3_LCb!{?B@IPW-2CVzMb#;I<<LH?G4CM^Jr_nGALJ{K>S*VdbadckUu
zqpZI-Z=-wte@D9M;o0yGP7>Bzcmrqrghy~fSo8xjna3P~kH>bHJ+>)Z<_r$)fzPpn
z@Hr{M2X8@qe_{2{CJRByF=GA}h9)ThoTQU|^H)iJ#`|5?chQ}MjSYThn?=3gICcaa
z-+2dPW-WO5`g<(iAwz;}Nn}$%G)(4D;T8A`K`;r|-U~jSUUF;l@{y$Hae5Bk!71<#
z%Tc@uqX<ZgLz5GLfYd74y~jy9?|FWrI}!DS#ac^D_+|-?hvq(>-&eTpGC>$Ft{0lA
z^x@Mp2uc+0eS)$Tf15(m1nIMscEW=&-2Ik|CM5tIs$2T!Ux>b5YIN@jSkLW^zVE&V
z&&bE`c6&)NC{hGLcn4neF1TfU&;17Jp9nM=0f;E5mcw?<=ab>Mt-J2zYYMQR_&O#p
zTc`W~#z4zOlMw*+@gFGk|HrW1Cly^>Y-Q}f{bZQ#{~H4>7rG08uUhYo6L+4}KK{C3
z<MaYv{bY*nFNlGb4c!F5MAEaO%U^#Z?bbC!mtDew(AByVuc^T9v%zp$yIuDe#6Zi2
zE&{-XIr47(hT=c}hs9B@=(^cX#{DjF+nU{ad<_MM_lIKbev|Gmh=G=kMil@~r3}lx
zgyR4GiPWE~@z$Y{|9J7A#6JJJ;5cRk+<g*se?bhiY&4nxMC4ba<d47PI{PQfBG6~&
zi@KAnse-fnm;gKxmZ$p*VxVQC!3BWsKKu7Gul<ZeMS<wCy_fC;YwECEYA0v+>HTsT
zX!&SR0f;TVhSER(M(mX;?1~A*B-1qA$<-WSJGCE%O?A@!<uK6l(I5iAGTKb?aqj-6
zv;%P1;)ucSLvgA+Qg?DSb#!*MfWz2fSh&?g_m{&!%g19EfZ&Ytg7``q?O}&U-SKiy
z3z)Av!I~--N3O@ztt;U$Za8|39*v{HS-QU*23kHIs{n8%RIbMBcP;~#8!UAvRda*Y
zdK=6-;))|@4e}dk96UAw2+h5OlHdPCT-8;aEvmqayZh@-sOAQ`|2;k#j%7QK>;7UG
zcrx%<1b~%wId`8ielNGaa&=y=%F6*hdXuWTfL(ufpA44n|Bh1;y1y6(o(w#a0I=|3
zOvzP57F5g1x-GKePGgXNO&8ct93s2^To3x{{!$ota_~q3z`p(BzkbJJvm3T0p3<F2
zx`LH?2-fIZ^PDW!Sp)Gm_jg*Wwy8~iA(~w1lk@(!oe0(ag)s1B;gJM@tM|NrVv2l`
zr*GYWx7{Yfa)XurWNc*OcNXMkSuR%Pu~^YjR_P_WXj^9ivA@g8XQd$2h=DlYYJN|2
zA2muY^r`pDVBpEaLkmDu@l`pd|73a!`ne2;-Q-tbO3p+2FW2NcegoZK)t{UV2w977
ztx}KA!bOmK`O~mk+(B07wVvNzpq+%xymqoypEdW3<Ce>wks|TD5Q0wP+^&-b;iE+^
zy1xhpo=iNn0Qe_WVtd+gIi`Pkpd03F-hnNi{#X{XNq2HKhSis@KCAHx3r}KOFK7qb
zxowrw+%sFl&Z#xJI;mUnch}i%VEc7jDGFALo|4{y#fs<9ZRA^6<$hZC7s0@jiFykF
z7w%xjpGdxS2?N{*OHvHjJ6LA^_vQP*dXtU*ByB+Qch;=_5@GefX%8DgY+I82t5)bb
zqZRC?{|9!{YC-&M&;2|u+F8$OE4_lQ(`@m=+rx1xINexr*MKglmjJLjYWd%g6?dP+
zjDIK9@{{~ltiUU*zKyW#B(_F+`>FqtCAsSYk9XykVlbx-`n=s2pMO0YeqqV*i_V8{
zOexH9<qupP_i=&uV>xV=#nwt)YtTw%`!w=18E72TO8~fhSNe@xuzJ!GeVPC;=4bis
zrBA~~#QD<QuVwM?Mf^KNK(uw7*$RE8bi!-H2Oz+78Zj}6h)&8!WLi1G($35J^Zt!g
zW1hq&$wSks5R-io33->1n6H4JW5vF(^z#TvtT05N1)|;|z|n{d40C@MFK-=;As)l=
z(U~vMZ_gmz$=Tqb>%aOr8M|9ARLE~HEWiDItp43_aQY8=&1;7@#`eX=l}^Zx4?|{3
z5;C$1ke*+Kl>AGQcu|=ba5hB|0(u2pH<1LC!>!|P!<P^i+Ap4#x<dZVHd-BfT6eSB
z##g<LR_C7E0AcYXGA<ys=nC>GZ=hI&c%>JAl;G!lv5&_h#q$ISkH9ZMxsO@BkKQk^
zfd&=;&g^5{pL^>!BwzSJzBuVue?rc0Kgw)>-<>b%PtL}Gu>KY<!ul`nAY=ZnPKxEP
z5BZ7iU$?@mlkD-~M{giI&V>BLaAYUNAS*o++4&X7DXB(w*)?R8Tt!lTHDa<ZB0~HR
zXrV(=tK^mzIb20V#(7E3sH_W8G}tyIrAl$(1-XNTh|sGb$=R0Y2MG^@$9XJTT%Y$U
zI)4)tmw!TK^-s8P^=DkXrl9J|EtH7=e`e`5DNJn7`|#eHKp8^NeDSXWz<+GPFTW$`
zat;<nti|xdqw(p{`AEL_115M*)}NG(1R49Uc~17{GkM2^pG@l2gZL6cF#3M}EQY=F
zG9tV-AurYssllE|3O<9RsBomF<svn&3R%Thq~$F*cN2LPHzfHoimxI~SYmDo?jy1Y
zAs7@5{+%w4B^Oj9KKGIYU3pq?lAOm<3agPQh@6mnSqRK!c@7C)D#V=@zu?>rlwbN$
z5}!hFL5RS4v8@#1z~`xbA6`3B2n)r8o`v2ovw_Df0EA~$A^N+$cE<ppFI-$P@!%|U
zUFQhv^|mcOA=sJjKVyF;{#5IKPZwX1yt_EwdroV-Ft-i*ifvC3^E=KEvHw@C@ygI1
zSo7^?$c+s^MyQDYJ$EC{d<4l6K}bzaM_g(l;<BocDF{nql6WK}E%UkRTXM_4D=sNp
zy6S~hH>F_YR$Lc?ab12c6l5g|#AoeT?p?<;(E3wIQiO2O%Cj8>f%l>iT$CbkOYW<E
zpWO26Qk3X{Fh|hX$x8!`AOL>CjSNVw!0Xeez~PHm(RK15xn5n?4?oKuf&AZpk&Aw`
z=)|CO|2xY5d)ql`;_n{h?=@SHd{JABSoIXfu6r8qtnPqUzHNs-LI@m%Ff3Rz9EpL4
zkrnBK<bb1yI=(|}Pa-cR1_imfNJ=k6WJ)>WaxO`0TOvqTCP;qi`Y))y@e3{skoYy^
z7X+q7rj<`Eyds5zB-KQssOn}-NWpd_t-Pi<PU7d3U6<CJp+;z`5@wLpyavzZJ<8O4
zK$do&BIQ237R7)b2hTMdUO=<MJq5rVUoJ=bvA>_A`+_fLV{f_%P6t<E(w=#kY<9xn
zeQ&^Gy@mb+ZEyj24i?TGmE_;dHq!mC%ldZ{1RuDtE#BMs4Cd^&$Fk!CG50_>Ox)ZN
zuPknd9<y4Z&*HXl**y+f5hkPr9z*OIcjQC|pt3L<7b+`|om+ya)G`@k(@m$lpCgDy
zOMF>~0Ie~}Nej&VBt5hDu|hE7a+L%k2})O9Ch*kbjQ<(CQ&_ZXQWQvDh6Fs$Bp>qw
zbnUa%u!02Vw$A&AeG~zT0do*cMC$!Q8+c3t5G-Q5yx)H|R_`U$_}_|ycR1kZ9_~M_
z|1g)Q;PkyUw)jneN5oug3z#HCz!7f?PoU4-*66jU4F)go4A0$5g#a8!ylFr3;(~CY
zv;bExUqoSX1>!TyWwMU(H3>_S(h^eyn5aurtuXiVIEl^AB&4>FpGj;jSx3vx1R<|U
zBJ&u@%tWIm1QY?bBe~Ox6^|mVuKTF_m}6l6ft~@6vpZ4m7uvvM5&*8|8+1AA4k9qt
zr`6Y;kc|urj{IW+aK4fNyjSv%ZvNY=pThiuJ>h<K8oUzMz$1JPmK^Jku`Zp^Z_2ai
z|Go`|O?Ux|=S{3700FpAR)8y)E+D_K6tQWg2%`W9!jYu(1n7>_rKkH&^2$V>K%AQF
z%TtqvBqKBRBss~?EImPDlfc~1<GgO9+Wp5I0?$uSJps+S(-V*$g4o8ZR$tynfL5QR
z&s39;JjO0Xy<cbpk4XTC!x5<p@xQZxrL!Ge&mKg;#SGmEsh0;}eLoLiR%^Vmygg>@
z>5L5rKF0oI-(s8F9DFlt4936JAEQSM!0a!_z`WlD2|)*t?0*DNC*6=5d=kYO2`DSf
zM_NW6qEbpENl9{A=vb9#Ihwnzy7Jnf9g<j!`AJTaJWeGz2NjY0+(&DkrS>S0;JgP3
zo~OF`JV%BecL@NWfuL8Q-G}E;n6#b<o)c&YK(oVrlYkxpNiyj-ciT3EmX_chj|q|#
z1HXSwuKZ)a#X*09Hi7_jUeQs`=(CyCMvnKdGY9ZhE4<?L3_f_TALe~I3hr(jas2QR
zc%Jlt`N(zze7_D6$F?Fp#8brmzS0ATI<W%@=0nJcK8vi>WF)5KASSI`l8x~<lXN7S
zW{LS(v(h9q6L=&q!vliJI=1Ec+)7JN!N^r&{{l6+M@z0<lVs=hC>YW!U@}qd>dUAF
zEf+!X8WbMp0OT_o0?;h+KqCP?BMRkqvG;Ba**8K?`q`U%=7}lg-Fa;%bY?HWw;kk+
zK2G|nD-7uNWg83_;((9e8;aA1-4K4(8({$_5PWhs{P(Sc-|iI%Ke7dB!s6#A1S31r
zj5u$1fdhyS_C``%91_#=k&=H=y5+RCB(&D&E)#I7<tORchD2moz}^8S2}w>S|Ja4d
zW4UUgkYv{cK<h=|7z54H(?cL=>E-zsl=InBpn-V^?LO=x%vVPa@*WHkj1Zvtp<Y9Q
zV}w;;ufXaAw-(>`UmMyS0676@UOPF>_wF#jVOlHn8ES<gLwe!(=5Hn8{XNzz#NWFT
zzB`x0Z|5?E99)kizr#`hic-Rn7aNGI=s;v9Mk6~b57~uP$SqUia+0`2?R%H*f2oq0
z=iltc<G6rxR}^T(<iH&!3Mm96DM?GB%Z$FbMxmNZ;4yaZ$!nJ>p@kHcb2sJKgY#Ez
zU;CVD^|hV|?LJypB+p|w!C}IBzt9F6Pyo(mUBKqlLl19Bzw0b>30AJQx|6zI0-(+V
zkcq&B?PVBXH~qF3;4rN<`U>(77}O2hmrjGP+p>Ei==(K@KDA4P0jH4{A1H(%47o{>
z$WBW^PHqXZ3ePK9eqot8YL6NE9JRk)4!}_d@=zGGG5h>nqK@R#EI&WXfk5YO4+7Hq
z?eo>aL9#pXu0cYYM<K6W>mK}EqF!ISPoe5z(1Qpu#sM@-)O#|}ra&Kb-B|y)pNT}f
z$%D~j)F{09`84#NG6I9vjc7L2fTb7UqKpQ#nX7mK((Rwr9xuFRBgwyQ>C}HEKjFXI
z8D~Ad6S4nxB={aiO2`?cM1>$ZQN;i0MTpH*Cg+e)9MjKuKThqgqZ_XwsU|t6^ajuc
z*ZSvc{#N_!nM~Bq(=z&6IH4U&x%=9+k*^FJPQ3d*xk~83K|r+r#z?^Chlg4bXzQsE
z^!aQgx=tP_T;YDOnfU^&=JtfuqHcm94zT>z5mpPk!D>Nwx#peq*L`6B(Gc_)JqBy`
zdCO~@i7LV7V`nk%<c4M;0-d$lfGax6Wxu-4Y>%E}Eb!t02aFv#5FTr1-<SL~BCyLD
zf$pmjd~h>DPI}<1uP=hb;}IB>5C1r2ZoZE?+m4^*q@Lt+vOk~T=b+?D1?s$g#@_+8
z=JNA1`{lW1o7(3F-s@P(IXMtW4hX6Pb=^m<7ofu$1_pE#07>BJQta@Igv(w}EZDps
z(^qfBCyQ5O-0X#TXT}_inK>Wh=Pbg6`Ag-Rcb_kJ#n$5?bzW;xz((B({y<RY1lY{B
zMvq}Hp#P8;v1HC9m_>YVc3b*D<YznCe)me4_iusE@xw5g&cZt+4PFri_x!!J>AR+f
z{C~-F?{U5<=Hahvpn0Rg%Y#2C-rn}nZENe=85V0T(Z$6U7OSmb(NsKywVj36(+}N;
z4aK-AlX1{}H_RSxFz;O_2<=is@Ou$oZg;H^ZP&ubV>?We{6X*zPJ(wtKD>lir1$^9
zz>|e0BLHV&O7XFaGaSbaL$^`ypxelic;UVGF?iBs^#5=oURgX=*9k{T<(^m3ebi_y
z-sS=Cv#BuohQi0w6F!IC;j?eEDg>()lDj#>cb5i|eih8_>ts8hLwn(K@&rug5S9FS
z#+rZzbU~950D@t~!GKg84$6R6bjd%CEk3*#BaV!1bn??1v7h+5tlYEyu)kudg~j#`
z$$+<iw6Nm-lF&X!zK8jsn;`jCnDAsUp#T5_MoC0LRKMROuu-`AV(YOLJ_p<sp*V32
zrZavp`A5M!G+nulL4E@|p-BnA{ScOW2@%(d8khX*y1?OsH>EeS{bX3pvq%w$EEFWp
z7FIk(6@nl^ZWDY?of1SpD&u>(J$Vu)FK?K90^#i!saXB6EP1}+_8ZU>%}M~6#M+k;
z&^Ru?YiD#>(G_+dzlPr9#$(r+n7W@!5LhPf!g3UkASe;ufpLl;2rF;mHXs(J;6%mZ
zhvynr-$0W=vl0NpE2bE)ZyO`K9IfZ{f#ni=nJBcL+Z$cK7zn$MhQQ(7w?w@D8f<31
z2rFlY`;J<aWOuQJ)%+f^Ta#Uuj$=m1Jj9UCzQm?u!4LL)BsIl=F+Bw#B1hfk$^Bjt
zMTW&U(4?Td0C3@vP|iZ*WR!wx1g2Kq_Z;R2K3K3!b~%3TydG~)pN*F%e2CAMuEnyQ
z$FTKeC_Ma9u;Fk3X0F|Vx2Dg4;|D`w_vv6cc7a<K<YYx&y7wB{U;ShXCVsO*c57}q
z9)gqM`MUpu3>aug=q><}h1JOY-z}W3h{3UvQ0&X|#nFVs$9|tv5rx?69gB4b%yR6)
zS`Qytkdqa8>E0V;H}E7vcL7MOx+%+v)pp4pwsymo5Tjn60Rs&U-31^#zZy%UH~b?m
z=Tu{tz`eTvKn4u7Wausc9P@s#u<p!0lXLHHpQZbcWWYd6h3*27%B8FS`0XDRg}bb`
zM9(FIVD)V`%-_6U_aDlDftCne1%N#OTwr9@*(Lw5{+1gou_k^Oc7~bZnUrc&o-tsc
z0ic@z#Fbx1!LPr|rN{rRkKSgJEf$2Y!Uu<^<78x>0p|c1|L#AS0Rt@wx(EOZj?(hG
zCcD>bnep*U=iyZNy{F6?Fkqm5&_w`Z%dX*Ub<X{V<9=s>E-S5Jxy&ARQ<RcqdrWb<
z|7Zpbv=lU|05Fcv;G&hn`fp72xCiMw%VE6^<KL2_^SFx8fQgeZeCkZB*z2kL4`#qX
zOG2Xx0B7^%{q`$9@|sp_s%;n8PVWc%32(}YHxBQ=Dc230ylkDE8m#vZWWYd6Mx%!S
zYkiNS>qdJxuIUTwIl|JvI}ClsjmLt``{YnvPQ2M`xcLSQGz$I?hw1=UTsYKw00000
LNkvXXu0mjf+A3R9

literal 33686
zcmYIPWmKC@u*L}<+}+(vaJQl@#T|+iC|cazTC~Moio3fPC|-(NaF^l|k_+Fx=iFb(
zdEZTTc4l^VcIJ7aHPscd(8<u@;NY;7mE_*T!NI?Lg@*&6ynGnBmRiHX1;HuHNq_Ll
zI`OyiBOHEuhV7oSyRXv9tbPNlhrch9QZbC_=#Z_=gAYMokV*h*D9K<JASD5#q-nhJ
z&o+)8rqb8iklw};0K)xUBz(^w*E;sa_@>4oJqeck=Dl#Zsh)%w{PUZI34OL5r&ypG
zkMOEoagJ1dbH~Lv^d3pXcq&*;fm3hqY&hp9wA$MS=}<;2)mq98K(%p)`DRMOe`AOu
z;7INfiGDdoKD>8JhVzO)4hwcm(Yg00^}6Ok>g_e=<@JkJhFhKYF~7y8NAe;v2LuI6
z4uSo()abxR=fQ&c{|Ey#P^dUD;dw4nNm@PYm60;49OI26-Pj;Gm|`L%2xj0M5<Gzk
z280^!vv65O753NXWUtS=dFa0UB!IgrCL*bIfPP-Vn>4Dqc;dfsex2E$mg5G&hnj*(
zK5uw3V3EXCwR-CLL^P}Q0gFiCr0l|1-~#;LIC{Pg0!j~$B)aJUf8vjUmxRCJuF)tX
zBv2LUSauoc_{P{E5?HH}uL4Se5&|i(QU$-$)w0<TM<{4~&#i(~@^V<?H519xY&RT_
zv|bk<rcM8i>2X5zjHHD_p#rcn=2{s1-dbTpJ`Y>M<8NHKW%@bD-8bVV^zQNa9CUMY
zr^MAAJzWA8B56gIg~JpB#^pQ_9ADkRis8Pa4j{r-r9hRgawWZIfDsIZ%O!HY63v;O
zp`h14hfCBaes|epij?oU(E_)M^-V}1()3mxiJHCaV&l4V00@V8_wD3(1H9uYv`IOA
z?SvK-GQdZCqC8S_v2i2zzwc`sF-WKcZxRzschNI$&c1=a<9#%N;-Qs%^9f<bdX<Re
zPwY&9;jkhT!YtxK!OpO$=Ka-OT1qF9O5vR@#K|wt?8T_4zf$f$EItXZ{g~d1<(xhS
z!wIL2JOiXUPMys6W~}(Qd(Y$8jd=niX%RHgU%bYPCCr-8+%D<-^T%dWa704?_Q(U2
zA5{6p&$cFSDXXQ9d2$3x4DHp<`E{FKt<jBC>=}6%CDgztWeJ1NpI~=Mp%qy?*3U8M
zF#jpUSM#(?yUR-Ianwomm&og-wPB}>aZoEe_PP}Fr%*?gUToY|zOFcse1&hjZd3Jw
zUImj)z+j$ir9l0|{kd<-t84aryST=<XYm@LCx%OB$eQoy58P<Ld{qJ-#cvjwW6l~$
zSNK}eO{|Tod_w3`j`pj3iL^X|_>T7C)T9p+DH#L*)`WOHK1qecnr#SQ7g_{RicT>O
zrTzhEjo$`^wGl!){_l5|<`5nIy{FnDA=8g&7{QORM+1Jr$iHfgViSsFf)T<Pa%Os`
zj8cs_oQe8a_t_wxF#J~`heLRA-Kb+A4F21KYBO8gcbhYX_!J#2A)YPji*79Nw7j1H
z(IP*k{jkNeqNf)*!YD>@M;7Fy0U@*~cQ~($Aqx9x+#C5soo6Kl+!$|>AmgY+y?St;
z`CUWmafUOL(}i01X;z0~IS`otbVu(Hm=Ff><3Tcy?8hY|`!*fLKnpkoM2iL|gw4ue
z#uV9T&P;87`p@0TWoD-~Zz#`K6}~VBrb_DhC7I%GxT=5FQ>_V)(6Y-rMbe;HZO1lW
zS)lb>u?urD_7)u!al}|@Lo@gFeESZ7g=+!)!4U>-1%_xvC_3Z3s<)1gg%i~TUaheb
zipM{$rthCQ=LBYt>dE8cK>A0nUV~PlJZCOgP3G`RCwSnX{DA+!Jq(pYYVgq;V0s>U
z;Vv?0)28l#v2hT4p*9vqb8l|}Y*YkDe+PyTaEc}52XA7nV!hhwWYO;$aH6xQ@+YwK
zOSuDECHJa7zrk~x`?RwTryg3YlXx{-rJ`=|>B#R|Y7=F!U?b({Xif|TT8q=l4$BG5
zu$pYvL9;j}068(O!x%a(5;<<O6E$67JWZH)$e<q*GbufA4eeF^xEvab^fnZZokg6G
zIFx<|Y4Nm&zrnkh<~PiCL>rEBjEhP4vZkTgL0xfozr5@iVEnk#`L~HV{Sop}XhyLO
zB^E$W4hq_tvVQUremOAqtCph8U9aDNdhmV3meGY(*A|RP=94)n>PBSKbg$K}MAv|M
z8u1iV&zv>jS-6olkFDw12XThAbn=_x5t$sQ3!11%=$y%4chOFQQ3yP0#K6!3kwk?}
z;Z>B!1&Nlffqzoxkdzw;s{(=wPh+H@GgO%_erAY7H$UEA*ZZIcoW^=XS5!-8N|^1x
zF2y1q9HtckICu@P`0)Jy`l4-sKa#>*bOa*rFjXpV$U`5JAM@O)?Lk=O2<LmZX#&rm
z1t<;otLdh_R6pNOoO;6OXlflEQ2BDrnB{tX`~<HvL3;Bz7bail;a@dKi_~B&afT!_
zU;!j*AiFIr&l_!hyvUUVM(U^yU-VJV)Fl(Y#e>v(D{ge4!_By=B03ldTn5XT{VAIC
z@-N^#QP7T<eQI88cdO|n_SVqoYbaBC)#ATUHD|?3T(Tcw(|KK>PG3Qkr{?cr9#oo?
zE2&?T<-`vpk;9`^rX7=ps7EDt1VKujF~6wihl6*wNMNH;dg92NTdh%Zv%qejcF@#X
zayYaBweX!Ju7#gj#3%lrBfg1qp;O*hd9T4+Gz1?57cV({8q5=Rx)^kUg;6&Uh-rkX
z8|jvN<n>hb3qbF(Fd?Ja3rfdf(eM+M_KEC62sH^F=+y;3SW{wp_Yl&h#LI-`UZ6l)
zDPp63Y!|bHVepz=fwP5!!E^l6=L0RgUu>zpxjUJ?oizIR%UMVeE^rj}j=bfHOr<_5
zq|13NhezgoO&*qy+Aieh-n#e~8#UT)E5clIx#fPg`l}5AdfEBsF;~V`4nYRdlg=+W
zS7(GC&@<tQx!iIm*W#J6eX)lewb6~F=)oZi-gB|#FAfF<>6$Y~IdLmFZNRKRH~0rn
zc%6pxeXH=NKw%iY92bNnG4_$h)kRW{gOWqeJPa68m*H9K(cY>4q4&hK3Q^*c%Iihq
zb;A+2EDRnbFf}ILRV|H$#UvqxxH}eWN%hvq=vY$G9m5_axF|dE&?-vOg>?9`hPDBW
zUzFPxx3gLiB_5!R2UTkOOll(`owWGtCeWRe)Mgm{IFN<HTy){n58vI@>ohetXIgi9
zSIcG^ehcP$%UhcL3w1ep)vzli^BdG|Ow<>B$D4*}ofCr}`(kakj4{X+J*A2?gs|K?
z=v~)+ql~68aJ&71bzTX3l=m7^e{Ppr6FL!;ef=DxgIZD7G0vm!ZpHQyFyZebLyAN>
zqLgL!vYrV_rUK)%igP!;X0RCcKMj5bhW(uTsg1LMo9J=uo7T<n&yr7&c9g9%n4efe
zademao!_C#&Pzh@Ne19Wne(KY-dq*6GU(1KR=1Q2EcT`8%sDi;R(+3-OPL#dkRThi
z-i1Ar>5tnKfK9hBrSKPp+WaP!PS};u=W~mq^(|i3m~vkezw(IMRp{`dZundvZX9(N
zjl~@?7}6Iwb1;xPy;?zZt4e^tb4(fBf-BsCPq!a6C1LE&3zVrXtpNs`E3HXTM&4qF
zK8+lu@zo?_BGb)3(Ky8Bjw^=AQO=3rh)2Mp3f|Vd-D35!IYW_!gXYt0zDJr-hKAI0
zYdXI}9369K;0&i>y^BE_&6eA-JH{Kd@xd_Cm<pcH31d2(GKG;5fBA0o@IEOA+>Ei?
zoZWRvsGbc|jZr8E0%G8&a-A<@<SvzIHJPVq#kU#$;9DjV)uFPYA|#Ns;wgG?5$h~b
zr*DcnGYOJ0yXoW^Yf>U*AH;HV6<L}(2npoeqpv=G8uUE8F$HziaAvw!hJX(#1^=W*
zav{xJb!=WFnM7Sthqd0|18bp(Aatkx&tC+`GZry;4T)(z7VHKoRzpkE<iZ&D#Q%IW
zE2T<#7q%S+!poqM^z*uHH3RfY0>3^zyl1t~X08-iyR7Wja5iXJ50}Bb7uN7Xeh4Wt
z%K0PdHfqU2fF$X*;TAG&wb0Y|U~h_n0SjjUMF$-IYH9VmGW_m;iS>5qO^)Gb`g`MS
zeqBlK)Q4grm!CU)=oskloarcS{%j?rdI6ZXZ?^|GX?6yw<)rN}C-;jB1n$x<R2A}e
zm&r&P7qCxLb!29vxd*z=12<Py=)1#!h%GtX7BV;slIU=w=d;NFR64e8rKmriki}I#
z&nDJw5FdNq1s(ro^9oGI*b0FpkWz+S-#arfGj2P-<?4@@Xz$Mhh<|@8?r-d)h9q8k
ze=_zSiS6;3^(C!<27@tvEgH2$Ls~y=$y-{)Rf86c3FNvSmpqeN8Lo;m$$|-^8LRC-
z{?z6M&UYy#=;5~O0Y*j}gsk-5`P{G@Jzt9&;qPz1X@@eub$q+IdB>g`z<$Tdvd=gj
z3Krxtdd6eiuPJEFlLAPQ#ndNhX1OC33o9~CW~=rs;VUDIf_@NuJvpdKt7{`&<|zBx
zd}S&>7R}vf>;=cr6&VF1k9E!)0;kSw-uN6W|3SyS@&&Z?jB&zWc%!<gtPj-%#V7jO
zg3z~_3qjso=*c=@zj>4Em9rRYdpon=ea)a`Z@G1?vuJ#!F)leHowCM1GwD`;I^O5w
z=emFRNksQ)h1+g3j>^QPEL>vQ(@_POqx}<TDS?B|*u?_XAo%2?AVxez%K2~DZT+;f
zrQ04&UluM$izj6#Rw>okz!<*$`cj^d8(=DybpE)%f#Dj!Y$_Gg_l>(dRg+;~f&i6}
z??P-f6)cjIn{xcU+aw&(FOh#RcKn%@hJetALQK))A6A=5OdK%x4|_kNus;zqKYv0t
zFnD#4Crg5il@mI|ug|wG>Hncp(iJ$2T`jwH>kVqRL{O;y6xHlzDjloL-6snO8Xo4(
z+f7LQH(B)d-ps=t(`yW|BQ;KLH6uUj_SAdqaq9T%p!PYv@3|SlkeZb8A2|Z%Nhy~k
z?&=*%DU)uT<+JK<^M>~3YL}?@TW_hjve*^Ol}Xi!On&sR8&7$bUPPM{aSFGT?Jy5e
zMyRd+s#Rn(^Tv!XmU^$r8pf9OJ_kSi$3mVhK1B6`Obk`Fbmww^LTf{i=d0zJVg!B!
zoLHcl>$ke6=&j78EF-2PZsdj=zeJ@ER-0`&qXDOG6EVa`-UxeGBt6MHO9+@)JF#q)
z!pf7W>h{L1Y;K4QZ3K~g6G@2&`-9zLLJOa&5SF20+_F)Sh6NV^PU25!E+bLGQ6~dW
zVaGkh$e(ywet%UAa0RIkqHKDp(!`w_M$>1O(3zh)?@&-hy>T;<9z)~qtAJtHid-;$
z$u=OhgxFj5i3o9IPUEMSxhP50BGs{@(8O@U^WC0@e0QgQdu;mUBZ4bVoYb!r=m<91
zH+%0D=QaoW<@4(BUjcKQyfth-=byto@x<PFZE{SS{OM#Rq*IQX^3(CNzIOQAur0Bw
z>l>G`Kd?V~&Ja+>74#<)Z+NC~%Z;rkZmL8IXLd)>z0{4k)GemCGo|~Ztvviz;By|Q
z_>0~U^L~{4c*om0-XEJ9JP}L)AA?vmPWoJ&uPAkSxoc@F#pgzOh1w{_z%@0LdW*kF
zJ6&)E+9R<wxBX=MOtAEDdFl0or-(%p(@R4v;!bKzf!#|CMwb+4wS7M$x5K1J&&^7p
zpJ<>(9i2;BC(Ct}ESrGeK{$-CPs3^km>gE?i_*rLe(wcmf@mU_xmlAp)qkW%a1hnm
z|M6qVuR_hNjvZIAKey_N*99grNFwys(!{t=cM2v4N?CDKp?@d*f#P?RgWSG2`|(_|
zed(mOUHK?R%(^M!IL3bE`O0a+*1MB3=7)sJZ<Xzm^k7|n){s-S4|M46Np34c<OWLe
zPAcJVF=M~m$n{@7Tnd*Np~r8&4>x=(HF+dVa%1W;>Q;W0y?|ficZ&&6O7xN^Q3R8I
zOv*+YU#JqoSE&avs~}2h5ww1jk>VpdI%6@l`;j2R)Nq@zGIokd+6{#=lQJd1iA{CO
z#WfqUh06>*`N1~~3M*ZRiT_jN&95kL`)O4l9z6VU52Nm_Xf(g@5-2s5(b7LjQv6Fr
zFHsSSlboXr&sz<qJO+A_rARqI?I(bGWW0jk4tWL~rXTL9Vs}WeioMwo^cNi@J^s4?
z6y(l}CKSLv5P>KTY-=M<O1&dMm?l&d0>A@EgSB3&I`vTcF!cZ}FH~b^I$JTm_lo&t
zPK1l`URXNMromTV?QAJ5B2v7$^s*^wk+s7m7>ZP*Vm2mh)VNs-rSK<{w_3)Gh6N{v
zY%af35#>_m(hmji?7Ki}yeO0nOEJdejd{E}mm~8~do8uSe%YwM)9F{O12=tGj}%6F
z32XE`tV1LTgL`BBsoJ=b@0{k7kwuxCFa=E6V&LzX^*?=!JE~(h&HEsZqHW%9WBSZ;
zg-igq3(vCy?)J;qK8BlOmyNXeMnHhy4s-DlhpU;g9@&0KO-Rg+cMC6ZDFabk+0<KM
zz;Omz-+L5=JNz15^k)GP#Xyi~(S1wMF(fpBUZ6|M$inCEy5XpKLon*evKV2*V@tP>
zHYeYnNHS$ihnHn3dCUR?zffF}?Tx!BLVmTp^K%BqSpK4wv>^D?d`p<qCmNN$LKtoT
zL@OD<B*vs0GH{{0+lp9yRZ*y1DomF9MJn^JN0dm4y&d1~dD28KapOhA)VC>Gttn(p
zj_)0l`-=8z#~KB{b%_5}lIDz_z@o=40}H))<X*J4uUfyKJ=+N~(em-wGGY_RGjo<~
zs{vv|1Iyhb?}k4X(85jODslY^9G{#eEY{xgd;`n=gEmPlo0yBFHY-_yL~QBXJ?$6F
zis_f$Mm<$xq+uX*TD%~J?5Il`&>d8tt|6JT|6{bwNG*s30Wz5?S#wY3da0tR<3qF{
zm*ro)^Ia8Tk1;|i0dfscr&?!3Jy%-eg&%%{BNMR0LNFL7d$6o-yL=@m0KK>B6l_FC
ziEr*-9p$WbdortBJpL+7eq^zjbae2h49@^N04>Mgw0C8@!tA(OVdU#+`1l%P*wY50
zBE)CwA_*rk(3!7Y)d?_MSJUTh#OTFQ27hkm=Jj)_Pk09Y{84RY`2@L6X?eT7WWc6(
zpC$amo!5PbHa>O!RzOUV!La|m>R*`R<}Uw-A{|aPzPge~X99Hz(R5AmlBNUAtcO)^
zi66OOm_nTp5?C0)R5eMjX<$}Oyo&kyW0uc@%0oJl(yt#Dk}(LT3O`)-#@JUNLr^va
z?M;Mu-E@1C(0LQC8wQd)-G$AYSa+dR+Th;~6+{S!)h19(M!M#1j|V<SBi4a$v5fUy
zruiUtcyF}G1j;5#Qq)vBw~a456l9TGVQ4I0$>S@H5phAMYF|$`V_GuxEqYg|E;1L%
z6Mg5wnx#0_C~1}l1xE)G;RqLeWN7fVVi5VpbSU5Qgb%5>^}JjN><QHT&yu0?DE4bM
zeyz0@ajSX-=AFLwW^*Tz*j>he@G=VaX7fcBEbf9!ePn+e$fD*nTtagBa3RF5GVTtk
zLWgt}FEm>J5fE?bXGFFN{3A@EB*847G?kD~u=YeDPCejd;;jK0w`|MFN2$@3n3CBP
zd{G#(rG$ZBQimU;jDsJI+jOwPfG-+6M!)v!Dnrz;sAYB*tBVuO{T)880Y!T0AABRD
z6ep3+BBzcb^iVxSO(<ks$Y^#l@F7Caq%GQBw`TLP`0Bo>k|Z@YZu_lEoL-LH(xK}2
zkIV%;oD?=mErl#rjFXgCxM>`nK{I^OscpC71g9s#vRCUeUu(D0gSTC10}-nO@#D6O
zD|l^9D8G<Bv1MTSp;1x8h}Q{%KFPpYcYoDMHtByl&!iP~rm4UCChd5Skfmf2q|mLs
z$rv^;*F&`GDHOB~ji^OyjJT?wzres0YP!>cvyEm&AW-{3uw#SHy5N@nQ}^9_65APN
z3s!`XqQ<jwv5a-%T-;pYseD)7@pL8lk-z1l+DSUmW!H_@Iw=${A<gtczCeZ5{_=+8
z9V4RFjfa(fQQ^XIg-^heU$IRMD_lM4ThrmIQYOy1)gfy+?@E&^(;^Ivp`9$p#8!<5
zH+I~%&pl(Nc{}~gEUXfdTUyMTu6)`+33!`^WQKqG1Rv6HWBad_2#U|-m5=PcGfefR
zr`3(1Q!uPt<8U8@aK>izorV(EepWX$!ln)x@u#-Ps=@bBt&V9yeptc8o$r~#aDF=I
zvE{o)Zp?(@iHv)r)l7MzWk3CudW^Vpk?_an+H)8zDdx3p%16mS0vz{rajk}Mf=R3q
zkGtlbS9ijdkDEtrRNwz0oLb1-yBGU@Jh`ESmou{syR2e^;3!$VB;~*lhA@||wjX(B
zEbw_sr4(_?irSu+s}Lt`W4IcdotJdBmQadmNzU(gDy<qfm3e15+Z^8Y$0WP0v1!u+
z4oXO6jIkHCR-#J2$w2{eM`>#MQ*rs#;ZvDk2%9ypv8=(M;l8pcXWW>0{NHh-BC2S4
zpT7YgBhHi1q?(aFhJBvRKrZwE%YB5am-TZIvlV*@(~4W@xGhf}$;zFU?Ck~qu-^wF
zMNGGq4)jLP#4`@PDz?H0i~{E{x=tUA%e%*TxovoubVoFI-gXx8%%^pgwC-|=w^}G$
z4Kk*F{w_G(?G*7Xw|}KGyWFP*`YFE2LC#aQ08b>opvd-oSiz4LzGt5;E$g#z#X`PI
zh-z?0p0620v1(M#Oimpe5?{2HFfZ46)#z4Pf$K2ghMjR<uWJV$5!XX@h(jZS*l-?T
zI=cusZN(vp5=2HGwDKXERi2jVScgBK%~N|Db%bxhb>#zuyehTg_wm7gY@20n>A2zX
zST3yjswjnqZ4*?`-w$lC!N+zoj2kc{-nvK$k6PP`ZT%dJ+hc4Ni?fBuL>n+CHOO_y
zTJfk9P}SYTKhJfM;twx^S&E>0i+X?2a{){k4AjWm@7bK+HoZ7|c50;hN8Ks-jQl12
zj;@`<3)lBfm`?Noi$dirtWDa{wx>*FnW8k7NU;)}y$yHgK-~JXt$()^W8L75bkf&B
z!Ejlj#sozlxZD66^uQ11IHLxdlVeGz504%{^nR%Mj@KB?mLp6ZtA+1&@dwx}{_Jlk
zP%+Jj3I2esu>1L|2pl2|)A@SsKG_x8U7MY`J4i`UZ|E_`DVfs)`yhA!Ed|k6Zt^&I
zWGTC;y4xq+sXuAbcA=)80DejM;2GAd4cutzpb5AO>^n6Mc7%oO`@&=z0$?&LiLhVf
z$<R=tlI|dEd|2$frHNF-40rxvSn7;L0Au5-CcYYWMjw42N_8~0v$}JbTMU23=KvgG
zM&05Y?ruMJqxW(j<VDL766W=GB|iYHL~iR%{&_0On@YDKRfrJxq~esR?hBsQe16HC
zYbHvO1TNx(D7=L>1!M~2f44pLw>;8|nL(+U9uu}7sxpG2is^ot-s95wug{H`sv|*|
zh2$$FYWn1X8^tBHkK$0QyEC$XYwgd}tL;!~vGr$3uP#`i?ee~<tpwQAmiIu?b{V!|
z`*&Z``TUvM>pBpg%F;xkP*@vWS59QqED$7{$LMftIIx+(DR$S?Ke<@QM`Xh?@G<A;
zXnYYm`3NKEf|?RZtl`oXA2kt``S8;j`!6-J82K~ZesEHaAjhQja>)34SM%GgVp=6T
zc_rx@-r#FD912ueiEF+qXaIn*8h4?lqBaonJcB_J8^wr-E8LU%W;vb!UJb4uvN05`
zcHa9e{teRjc*f8})9u?LDn)z1Di(4#bZY{OsJI|80_DId5|Tmi#F)BJ?&Jl*^*^yG
zgoJ`lbujeKYeNPkP%%xK-r~jYq&yJ%-}7r}h>QFE@j3sLTX>^+q;v09K}^dJ5hGSs
zy=32FzocHse8<Z6(#Fy}a?B^58a)<AAFFw7LJeadB0GmnreTJ;zCAyM@5i|Kk>C3{
z2X6o2Dz^x0zp0d(Zm%aW6Od(e#g#IJ_wP}BWXj#qxT!XX7C{zS8Hyu!KYb_P8s|f}
zE}=c`rHv)9ZbY2ZLEdYX%SeH}+$+&f<u7ZE5nHKm@}?_YLH9j9>tP`z?C^nv5p!43
z<b5Hx{4qUe+06G37}0Nm<<^U0;)zP^xipdP>>a0Kc18+<{RyAGFh4IJbyHpU@V->X
zlY_}91lW-CrKJJeUp6q2&w%ip1Zkz;ZaYeQDE2iX5GAq`Yr&M`84guL5Kr1328q<Q
z>#QIeNm*nY^Jn4mge%4VM;vcb6MnY*q4Fc!uEIA4D0A|$Jp2O6wIMd`h^zHk|IW%x
zM!Gc_wq55WY2?qT#-Wgtz`i=-1ImQeQ6FLxZH25nq2qs|1Bi14G%7(i*s`vj5t%+o
znl&wE_Ms<y9JeJ;xq4?}_30O3I-f?5wHR7+7Its&$L8?Fq9R}Q&Ws{_&m<dsK@V6X
zXDPYr&IC9Mn5rQud_wf&I`}ryCT=A`W9Pz7dN=#Hp#XKvU}<$-dQRD8e%N)kpzfwo
zB=DeoU?bzMj7fnPobf0D2Awudixf#1lo;lF*U^h<wDob$BCDwj$jT{KmrW~w`|?F5
ze!=Rd=$^y(X^ofcy*H2Wh+D0o^z8}$7`qSek82b?<5FUG7s&t}?VQ~yW;c`*?U7*p
zZYZvm>2pv$cR(+)hs5KxVOG+Ra;}oJ82~pRm+pTT^4X_WCT!3e12;-G4H(SBge=7I
zQVrdoKk24uOU;3cyfxuP!5xdB>u=#M*z-_?tP1g3f9NvQ=@$EqyCJLRr-6Ik5ePw8
zl?Zs(3gzxI?;Ud{)kRw$s~FRPD<}gXE}xWzdX%Nu`p=`82&+5Cxyg+!w#+~lGeIUk
zeF7)?57rX$I)YN=cC?!MPa&?xe#(BgctvwPr9!AghltgCDaX2f5V-j58y1qzh@%1{
zw(daavD5uYDvb8nfXX9vh~{1fy<jYkcGH3^&R94&By*t{$dlT;I`I5e()QI>F)Q*k
zROU}|pjv;*ej!ex_1@K$E_n5`K4poI$GtpDB0#|oev8!RU>l7pv;^nFe@^MdH2<u4
zHFJqSZUo)Z&7bq^2?|g@kgZ1AC&#v`mw#oFfy<~V3udAq`Djfjps$a}iTzixL5>}y
zxYX;RD~l=m2G^$Aw125$!TDzF{GFdXeI*%_TGM%Qt&v8Jls9U5!*??K#LrLVod$xO
z8SUt~4?E4SX3Y$x|HyZgRAoSpkV|rj=Vzgv01qN@jX*%W7FEBBOQ=>SK7}R4CU6(7
z1jOuB;zhsZ$A>Q26V2h0d$*1JUsG&=0U?W>hYsExH3XNaRXz-f9oRiXym`DNljn;-
zfEW|BK~kmAyKg)=ei+4yU)8iH)&9_4an5A){L9}|4pka*XQMlmw=2jyQbW|vT^gK{
zT+!<;#|YBsW`tXht?2XiV{Dx$5BXJL-)FCZ2y)<$93taiJZX}S{i?I*>_W{~y-W8V
z$i8hr8h7m2RuB2oF}H{wGg9Btw9Zi~Vmg{+mwj*dky`tQa*Oee%#LRadROeR<a3Bd
zz!M>@&GyXZg`soQmms&K1`a*fD32hu1Ym`KbM2ZFMu)5iU+`hp3Ff|+&9x{WX28Fv
z^9R$HMd!)nHDLm9K}pOdC)ilgGJ4Y{VW+Ek7=3iY!HQu7h`895K$G4r_+=y-xAnfw
zaLSpVPK^2lav-$nIVbTgLO-4svY(EXkyfY%7Nfy$NLq?%*Y!2=O}5K>i?iSaE~`)?
zacla_zk{YK%biV3$gzkQf*%TeYL`DTVuY@0v=8j2VVuaEnl%lf%UUqg9A1(VpmWod
z7>V~B5tb&orTcuUIZCPOL|9Uk@_f*aq@G7-I38%yA~~S-yWE}v-EA*;ahC~ESW+^c
z$eb|DcylxK+&J1VMlPwC*W$E9p28b~C|yFdLhw&QPR;7(5oU#)p2lE(FP(it3>|b=
z3+xCa2U-w8SvYdAVbiqP3R{?yUQsyWScJX2j9Ulo8cZCi#z&UvE^W>8<e6^uspl&;
zKD%XFAmu%>r<B<r5(gEM;3es*Y1xF1e_<=gy*uzxJiRMDOk}6ksF9r3wFFc_?s-jL
zDp(P|)E(lc)$m59=cXHBD^taOXMY&M&w)d$7I_#^*YA(1;9628VAGIt=d><$mT`jV
zA}iKo)UH?ECp*C+r^3f18C<eDQQM!Y536f&nj&wg>|c6yk_G`jh}C7)N!Jkd{5*iO
zX{LO&^T}Vd7nB0z@Ja}&S1Mfg3MHm-$!9yxUORNt1t3lmQ~NA~>ER@QKmWtP!ugOV
zYn`9Kiguvx)7-JGNNvpcndq%AsiUlkd`DUTjj0xKZ0JV9j%i@4<j=EPnFYosusGBM
z-nO$+Wc4S;C3jWae6ag8-6Y;wK9+gI#QUVLIzQ%r3>FMEt=ghp&F$eC4WD-5J<>h<
zNK^+t(f@YzqmNem(~zCp7IG;YP?pxy38yIr*u^q>-V3}(@9l1Ixul}N5$$K3lfRM)
zL+y3{eOfYho_I{_hCl#V32i~@-Arh>h-%-;-rR=109;<$u!qu@`c-8KRMLLcZ%Swe
zLNDkIa?G9#DAvKD^&sl&^fN#tblIWL^>SLerr+hj-u6u$dOKQuJnq@!Nf#%NRVwpi
zWp!+G1Jcq<2Rt?h$)T>ADWisnuC|EGz@aJ}TXB2_`W=hRW_f^Dm0oDup?&f9mVsk^
z*pLqfD^g=^oJ(9%USqE@`nvp9lM#WxJEd+Ii4p7w)d+fRII9Upw-c}t4oO~bF;!pe
zKk1=??T0}6_LGbErG-q|?yqH7;5xaPpa3R#aSX9d?E^+x!XNa`>R%#CoNNT1S~pA$
z0{dUwRfAa%B*$xpyqRdkDYn>xV{WKJ!)bv{5!STdxOtl;t`{)>6W^2E7)^~?SAN)A
z@S++RGTHrdK3WTU#Z_PqZ~g$&$%Oq<X|k4@#Gy&`wJTi1<!_v5ke{VMZDkOB8#_i7
z!a$%rvY06&r4f{S=+j|^wjeg3Z2(rVAy;m->d2oul#Xgmqy_k6Ed<^ZE%d<9QoHY|
ziWi!A3CDC1Odd~sSMSf5{r-tM-#$(8a6A3zZ2o;Y`+K%N8A8AigH<zjYUGo97vWjf
zLICfBZgifwh@=*Y-CuCpcjq_x3aNOM<^@to+v;)jdwlMT9uYhMO&H)o)j^oPSd;YZ
zeX_uHl~%~NU)qTUQkQO`!w3$IwHXWn9lgu8?9*JWRLg_uh59L2ovzv702%rw#qLN}
zG^Gl*HG5q9WZPBs<700FJ+KA00NZDV=mYOxTGjiW{S_k^)C70Z(?382{x0xB0gpr*
zkX!QZ=TlEV_R8mlp68f)r)ql0Te6Ig0*N90_C9;QF;COgYP4W?RwXKLs%1fSd$8bc
zQ`o&TdHm=0eAM-H0W93ZyMX4`1s%B<#`ovZ5d1tF`~qv)9qIPO5AF%sE`95q`%Zoy
zu5nopqsnt$p`y3lwtfoJaYn~kgNRBhBern|ufHHEjEj}4KKk2^E<+c&7iRR6%?jc2
zzI(5sclPwXoMkdIZB1dWsY&MXVR)2t&_c;g>dFB;g(tu9SmWRGrqRauS_jVq{|VXG
zQ#=sqqa)25a%E+-Ry|;_=N@QmRGdl=DWV6Zq%H$6jc?o7iL$EmH)Q*$y>`t3J5!2%
zu~sV~>Yr7EVJT7MEMe-zXNytLD$*HoxzJR&ZNf43ngMe>P7k8_?N9sZp;SjGt-q;%
z<{{`g!_IUM<!_VMS9Dy4+m*fwPi_Y^QR@!~WL_Rp+%!kF@Nb=rdb_`C*HRfGd-PY8
z02Xn)opH@pdbS6DJEs{CHoMvN+DU)b<ETKr(zfQCvB5RV=S;s|F=NFK!XxKwI)^7y
zeX8nc>N)H%V7`6#lo^M{;`yyfWPWW~_jBsPYz_NDng5t+$*O0?F1EApoiP&g#)iZ2
zi#6_t!Q;dmTle4STDcp;=ZcPMsp#d*<cd+RkiOK_5^kCE*Yi~}eF)wCn!%H6h>GQR
zoDVH{w5@Fnj$p)c^f%GLRyprY@&!*m!;Thv+Hbq68Ji8&oaI*nLeHPl$zI|Rb?|_&
zt~0b{WBQY#ZrVf*##nk&5nvG=x0bTZ7eN-bOrEEtR0rH?p)5`g%%JJfpiJYej6`98
zb&Wv24_ND2`U$w7`Ah1)Kvp312`>LIDBAS%^li<{CRh;~!T_p7XHTu=Nz={OC=sbw
zfQZ#g%p$3;)0Gn9s1?z3)6PC>uehK#nx6D?$y`X7F-#{7-15+!Tk(P)f#R}2&X~uQ
zjaf}y`DqcXWsnZg^v27+MfArQs#RiF{L?n)Z;xR@2|4iS=Lf$JAU^&ara65il=U8w
zNJi}7cJ?w;95KbTuUprbV-?SJV`}a-B#9T)a}{7pMN&Ftnp{7=M?xa{o6ObuP`S*P
z(vo2y8x!0_BQokJ*qzaMtCJiqrCLENi;8i^Js6rZ*Z{swjkIiu(<An~?#``x5i!Sy
zp<#BsW#Jt9M+-pG!#&-P5EDFfvW%C~V3#SO@@IA{*8fANDU6i9r>&;=1k!M))aNg0
z_=@kj8R@(vY$lY43c@Q{i%Zh1`OpHeese4PZ1VoS^S_O%nRc$n==ABnlbV|UPwvYe
z2>fg^u`Z}D$73;Y5xa|N!Y9wh{$;0>Q0)gm3D@rYKWrlTW|#|38n?qL?ij_U8w6kO
zUs~U$8!`Cc51Qv2`ju}R`+XWq7y^6JW2x>RULBxJ;mfU6*7FT>8YgdsbAkA0o?IK`
z4v8wphsa68f0|PZuagVL?U)YNadUqFE#)xj#ovak4SxnNK71B{mExqF#rPcT|0f5T
zuuzZe#n4}L=C$V#PE3bSws}Vc*HiK3OEVVDRgL!p#FZf%X9J*-Iy~sFtN(;UoAk?c
z-(@F-;Y5)bZw^A)(+-hR)xKfepbvSsm?_jkgVd6`18Y$FeB|iAknmh5irc(u&pm3q
zJ!;nUIqIqh7Qw2F!JY*Uv^pjHr|e2ZK8jF8+GHl!#l%rEmtgh##LbL$UO(n@{Wfj|
zkh&fgJb-%2YyGcX@wO5Ro=0;NpwSZ)HoM?*eNyu0C>8oBs_y5BXdLRJ4H|_JlxzJ7
zY3H#CL`tF6D9cZ!)(yW|EUzUql#es)l>p2S4j$E0hm=ux2kT^A)A-}+9d+zUUDEsB
zzDClmJYS9ehW_*M7T5st<{mK=B7SSC)VHi9{emn7+_F=$<?IB?2blLw?AwXsDcc?Y
zn^UDs1StfU*=#wV@^^4FFc)CSOP|;aH$_|!+2!}GKAk6<bzk(U_@DoWqvdsm`WQTH
zQ3ocTJqOnp*7u)R85^6mjbBcgLM6!)wkO?jWUXB|n4fqI%Vhmh_Mb2=RZ;^TDa~)}
z(@~h}+EjFRE<+Pa>i{5NbT&aqdHpP&EaD!TYG@*4sLNo=EzEQ3j`}dr;>E>=u_twN
zeV}ex&xg8M&!;w(qbsr2<c4dRSs{O|*~fPhbbsd8z0u2vSV@v~IFz+=sgFYmz+pie
zBOlQZAanf0Qi4G5h2>qn8@SrjtsdaPW??i%6?tOq@B~+gm;Q?x93@v+VY`;byg;mC
zD3Aq?ib&2j7apKWx%v#%d@}3kr}`Xm>s<u<_KGWGPn#|r;(mNU<q+>C%{lHokI!Q0
zsU2Zx%_>%;PSe6J8kOb^ZR!)+HA{~?G3y#Lh(SQ!*60ek%n4NwsG!ujTy;G-1u+ZP
z{+xSLVMwP56_bHm+)l7W(^I2+U{{F^s7Z`E6X96OV{<-ThpVm;?X6O?Y&=>gG>(Xq
zn{t_*aqGwYLLovn@#KdYxqdq1Zx1sx>BS^=h#e332#fzu#QK`RZ^;{Lat&&C=Ks!}
zCxk~BOJ43LyUt4#M4}UO0<00A4o<%43R_Du4>NeH<%EE87?^+iVj@*Zgv+Zp)5dvD
z%|smUxwEhl5X{o#ZGnWj!M{;#TRXW<i2jDmR@ymd>&Q<E47Q<AD5AZ`=@5FzmaK-4
zZ{Yy1{lz|A_BQLUy{q#cLI|V8RIvRb5`sTvJCJug<rHXviy-rU8a7SxV5E1o;eK7D
zcnf>INY;hS2db`)qsC2;#wHh0#AG&HII9L2*aqwkl4JowlO3JK{3hcSd1<^^k^X2+
z+g#<d0Dsc9+?cm1`%OL$Z0|6TBa?wh0mJL5SI379XK!n^gMhJJSex|&n2zx7;HGjE
zvYOJkUn=E=Ga+`)_!eN$&p){_K?BooFAi+u6x2>;3hh-mvRA3|?X7A2PAS5i4CqP}
z_x+->;21%N@$`>p>f^z&PL?1K-{X8cC=By;k5!tj2AckZW+TuTdH>qULX4N&UA+5a
zhq|QnCkc{;rkHf!n#sTw9=s0E{3jv#)4{B7;&gR-#vP5#1MbQWhiHiySbK|cXi%Uq
z9*<~^JP$nbsW(oz@3>SvgQ{8XD(}&@sS4Y`v8-5)ySeUXmgBg)oz>^|f15R<=}}n<
zM<h%mun5MCCg+gzqV6a?(Xp_LCVpHh9_r1Nd75h}9vSRe43^I02F$Nxsrh|Wb$%cI
z-#y%5E`i?gz<-i!&ce8R=8DQtABq#%%6$>RWNhZ$JWrbaefCcb;s~s8G9(Af?B;o?
zQgm)HoTTrIT9uOA47fuq`u*oTBar@FDG}r-#?ZiAhy}#W<B1eGW-L671&E8Bn#xkL
zOe&w(MO@2yHFC?HsSME^E!hf3i^^>UyD}n7Qf%k`kXBe@w|#@)*|!py^zIb{Ryr{9
zag~=jMl}v#uhlzC<m4cF%b(BU@KH0!W&z@VO^vAMeJghz+P=(?4ku4DNEmw`aspCw
zk6E!@$!hS)(yc(X8lhQMLX+=ekgfo~4f8zvEWOlxD6c^dVNd52maz(o4%1$Nh+YqK
zK_$*lnK8h;)5+z7+8S&F45z%A{_=~g5Bf>n!}ZG~warv0T+Mxo*@l*zUvZ<BJ1^o9
z@;ZaCVu8)R4MZpuqaB<$7oh(D<8f=OOU@>{w=H6DN$U<jNXMTitP0{c&?-)K_=IQ%
z;LLYPJCY$-LPFmQ`uyNpk}t&6lXA5jk7qw?$$16rA+<8FP}J*dW*M5;E6Oe+zX^LX
zachme-_X|ci5J$M`C^6DxIr%#B<{ZRW&7Knj_ehwHsb^H`ImwET1UO^CL9Qns=|9$
z0t=5PdW*G_4j=eUcnn}OKU_ZTJ3zE}nOf8%5|sS)<ibUg`xymlTN^-=s<i&5tng+<
zAJxGA6!s{f&%n<qW{9Tbbv9rvh92=!65u3lH5JVXOQj6~kS~5$!f<*^5OYot6=6vJ
zyHc`-R^BZ22M|uB_1pojWv&U#S5dACNxVMwSV$3ubK0=GNHanHY@;m;bH71)=&+oc
zIRv2VhsjEJBxK}-FFun4alvk$+%#tSz#w;kI04tbRHq@`g-h@2fsd(b(k0v=S^2A@
z@Atx4Fp^Y~Ud#IU?}lg%k1pf)rb(GkGcjWsaGRvlk6K9I=a^YA|D4*q*Nj5GD{krC
zX2f33=tR}0VF;5#mu;oYDs%w5_fk-i+YR`eyMKC4N6b6k@KP3RRj<ZOb;)?rSP0a&
z6*`d+A@s$5q!ZzL50GNQMy-0O1Ox>$iqcJc{*v*+Ie^d1S2Giu+T}(L;_Y@=#@E#M
zZa=uWacrvBRC1sXw$h_%eh0UBJ2l0|-0R^VkaE_|#pZfz(zT>H(XUbyw6lNH7O$0s
zxEe3g%RZ0(&2vGqkWg^iPfacT-hR(ic2eMkCn+7aFzsbQ_{GowW4lGv;$Ob{A{9TS
zdA_;Q+pkjNlRpCS5XPnMBf=E`X5fc`pVMDdP1>+d6>dULNt{46UwXPoH3xV2$a8l%
zQu!)!&sot_Rn*=mH;&KGcIke!NuyZ{%my<wu{{+ljTpe;itrF5OoS2;iQ|sg&x|F^
zzqDbbI_bsuC}tQYuqWuor!7=IFCi`3X{ib5n-~)zjy4C-!Z{YQ=MVk0J7_K?k}xqQ
zejXG=#QR0hC;^w4d6t9povQbjyaA__o|w$mRnFpTHKkW8bYe4|q<e&#QmC_r5CM%{
zHR<;W#6@UHfI0K<ZRf{k6UOt_Y&D-R$A?>EL<sOqNR0XN;~KPidP?z9Ug)d8JOY@o
zmwae4;WZA`BDVNjc)dsLL5w1O&#f34J4=OD?`0ds^{79~olF6HecuU!G)ny{z&4Ba
z&ZOFC-<Ut(%4iZ!lza$pxjzvs7hxLremX<zZE^!Pe<JM<@t|kmBkfb*&kNos?Ngk}
zKYoO-PsXXL<+vSnO`h<s|ESBMe?dPMdh=5hJ;-6QkWpi%vdw{vAZ+hVGmL*!QAP{M
z!g7>F0Pnp{@!X)te2n?qo63=N@<QY+YL9i^7Iztr({oOGc24l4eb8*$+rUZ){(8_r
z)LUl)=jjT>%ucIs`h~vFb!g7d2w_f!v9+PJ{m)ZUN`KZcf~inn*#dtHdT64K-)L|;
z5)&CSJ?iC<+d0|&)>8B2t6s>&Oy@UKqN#Xx6&&MIt{RkKZoMS>>v9R%5|u@neboEh
zW%*q^i|#WRcNLf;dQ>=bWN?wDOBlD^bkyT}3xA)N!hv|pt&7Pp+B1o|*$53@0g`d8
z!sy#HIH1h`O-?6pBbIU|jC3b_x>-9<sbhE(Cjs9ga?LX~r5T({?l{|i!*|=VWJ%B2
zU5N`^5Bc)%N<c;9Jcz+2Nn;LU#LeNe?GYTq)C7}aUHpx@z4uu}CWl$WIwtnmQSVZT
zNEVYT%9igP(iai~Qj;o&>APoa&xF9{6vzryo<5Ak0H!FkIQ;xyNDvR%(y&~;#PYHn
zbOr@npqxB52M_Ep)f#*%!~$=YxS#((^sVIKC&a8POF-f>Wu}o0mi0&iuWEQaFha=E
zCJWm!#@yE4XaXY7%P~}P4QewAu#o5!A#IADW-Zk>R+2$$D$MKB&<DUuv%w%#8bDYV
zsMKG^JP#>(?OOyAgy5mq@-h&PdB|J#c7{8XZ6IK?XG8sZ<L3-~yY0?PJbSDA8E!)3
z=om67=QPbIuxu>^_2TE{@*rl^yPKdqbTYw)fxqVBH(|MFw-{s8-Pt=he~n=G$^DPS
z;{WzPy-p%<J1wf$M&;yiep#}OKAofmU<k9Jsd|vbrnUZwf|zZnh##yxw|imY${~f`
z=j?yaZ49?6nqDaDs}WW`-vLG8n6`js_n&SMGmKJ`<$g;T>}S@2nNq#xDonM^jKrKm
zErBfWC3#foG<C5N*PYAXknx~G8ViA6|DqtcljvcYOi=PVZNV)~Qg@HyY>Lj?p-JLi
zMJg~IrSt%438eyF>uOV&9zQ?!vFDBA<HAqimvTqm?g2NjghhD5%`Du7kGLaIJWs7-
z7d9M26DW_Z5^+`@WO1ne_&|6!nJog^p9#$$2w$B`)%-46K<`0cl2ju|23&!IJNW?b
zchsAOA39!%d>oAhp6^E9<1+a=J<X#0I9>WNjAHV8A(UqYR)inm8TxwtWvxA&-cN(!
z<HP-+5J+}|pP${wD8(7R%g8@Pr3M4hs6A!uH#Ejm3!fA22|wM8y|UA$DBe#7g#04U
zkbH-$$@4-B>xefPs8S)WT%-(7*s+-SBgq)n^8$n=@!Cr;^24vVx)pP|G#qaV9(bx5
z*j}S@-CK_dz`jF#Jxtv||3-xtjew7GqfX6>nAqZ`ipLU&A903b0#NQS{u=?-+@Z(T
z@Gd}@b`Bvo67ftCCu4uSlLWjdz?mGR<>cj~AHFd>5E7b@0*@nsJGv45M4UNLH=KFE
zZz&xPgQAAN0M&%k1T{FHF~c{W!>)Rs;|iz)6!yMlMsc@Ajf}?<1_Yjv5|88Q6OA$C
zB&J_qj+s?!aJ{+7Q(<jmEg=eYt?m&%d29@^Ppw`gaxd7*T|n#y2JMslE2+*uc*=eE
z_*8Qt+D2I=)QMKH`{u%6je-)P-P{Z8ck)*3Venk#O=99-29eAuiw2;N-r(FjMJq!e
z+Yd1(V)$hKAJ|KyMXQPD2*7`BOfA>S{55`Ea@PkLpTBWFp2v!9iPXJ^J@CAcOoZjU
z6iC(AAv*29%~Knut&fj?rnWD&dJbVcSF2jPV7Du?H=B8$lrg)S#@zQco;irdi~OAX
zO^vR201XAKv?%J#hMz96(xgcHHvMjwO$4AxhLnbJWWk^qe!y$qqbKOihn2ugNH<X}
ztd?_i;}pB6H&Edh%<*+@+5W?0*Y;`%bx%Kd#3j(Hj<Tckm0zd<=~fCjoNRa-H;5CB
zSG2)>yf>itw&Sy4zt9sJhvNOu;$_z{^f0F@;uWE&XAe5=eSqs^NuNhB={WIxvbGP$
zA8!uFo>~Z12m~sv$Oe&o7JZ#gT5lPdqUW}$@e%cRT)(App=9SGkqT!qoU_96unUeu
zE{;mq*qdJuU+xZ%FjTmrdwd&c?%0G~ex8Vs^XMKcj0IdX-P2e+i`7jKk3Q*aTAWE>
z8a*{vj<#eO8>;VeR$Nil0TyqZ&=#uKpffKOrWb3%nU@iNOsd&Qg_%PVg?S7uZcDiD
zGF2o7p+#GYKF{A9atp2(Hms6dtVftA#0<_Ls_Tqd^CQ$`ocqHVE8RN4z&e_Hqi+ZH
zHb-s;YseP<e;@Thsh#N3Pl}`KUOL<5zu`qWZ03^adUJf^f8&F*P~x&h%%Lf=gwP%d
z^jA19_<pWN^YU23%U`j?w+9?Bua}Ge^%^6Wp6k5af$?5+Ax<Pf*@yClcRS!%T&T)7
zx#k7eH|irU7TGJ3#cC8F4eh1uZ!%?Neqnh@D$+x9F$;~Ugw12$CA5-E49_JOUM+qr
zW$4&5&?x5;-AkLOVD~+HK5Y%m`Ei{9Dv_3lmBhcWUd6USbQS@4&K6sps6I=E4vvT$
zm2hF-t<hqioxA3hF1~MRBm`VhjFTi|fWH0<QQV)*n6ue4F@O&6Mc`PfYNVP_zc~&V
z$*uR5;G!}NM;lv7SJ<s1{}~Mzd9oEmN#tfX;2^!WA{$)1>)c{fTe%9fe5^IY4qeG}
z-+%{we;*QcjS&SjCzP$|VNW7_;Ueak^Q=sTZS>V!1|HsSV0>F>9t{5eL=3ORpF`vA
z@JOnPorTfyu-7jl+FNYNj+rT@rXI@459y<&Ti=Me;0y?XNCcjqZ3MS+O0*`_<N4lV
z25(=yb*3;zo7`sav+}b7sg*Kll6uUR_j?3z>Q$AZsszRn+A=W%Hobx=JhI#{esA`r
ztl^>H<sOgWU>?;j<C}E(TH5R3CArqTW!N*4hD47=O>!j5T;#!UWcksRi|%uyF3^Ga
zud-9HKdV|lou^#*Y6_5DVPjKrcI^vVO$jkwZ>iIWNKhUQ&knYKzQDMUPF~0?+|T1m
z>#(aFKT|we54#tyXhPaJ`UJSkr5lla?yd~{(ChG>p|W>og!F>Km~wKPt<PVF@TJ`u
z@!zGqz|IvxBfeM=++2-q<eAYIP($btTG>PzD08w?Dfx3$N;fkT1@%X0G>So{HIYaB
z=a6|V1@o<Dnw?zOcvz=fE?vbz1VL!pc&w*}^Ez@q0>jg0Wvmh&o$JY8!53y5p`yBp
z0>Kc&P2bRtxjCShAJZd7|3|}dB0~>HiOA^U^Hg=Q;5H%c&IoJRP||%F$kYc@UthHL
z<AT(6+A@XOFTK1aB$bbYobmycl9S9egKYy1xb4+AagHRxQM(B2Of>z0<yqY4HArC9
zYd!)d4uvOWqCc0(kgVE<n|TA<hV0UBIxBYhyOSceR3E6-`Z>Vq78na3m|KfFdIe{-
zLkf}I{+eOaPtx`YtF}%^kPB18MdIK6c8n29QSXnM=+N}J!7w72`mhOUs(I)4@IqR9
zCU~LcDLa8*XoX3OGcrKB*|CplK-!dRyw;o*%LZ=cbK2)|cUC%NtK9AJ@F|yqou9xE
z`zZVs%fW8mM=0;5Uq-4_Ft}~*O<VTDZ!Zw{ATY>=#HRb1T46}t_W+(pt*&0rV7y-T
z&P5A$Z9w+mhMW04u3+oK_nhe70!sf)vGxoKj${|_WB4~De>)KSL;nXXLDRlQ!F^~|
zygk+ojRy!<{lgb9Xrw)Sr?o}Ik|Buj8;gk5Q~p#0PKGQ-*|C-AGtWz#bVFGGMhmOS
zsk++lt%G)fwb5aJ9lUX<E?z%a7p=s)CI=dzNvaJRopFU%p*BZ=oHQigL(Uw;*@D!R
zVw_osGY2)wX@vHEBk_^nDimM5i3``iMwuY~r5oSk>Zjk~%FS;jC<Fy%Uq}MeBgiWJ
z1ZjfYDZ;AL!l&e2McV1>$Q0|jJ-he@@`QI*eCbPhEYC}vyZRMQQwWN0BBS6FZU4d>
z$P}Mb#qkswF1d~C)wL)j$>JIm7KRj|5Aco{0`P>v7?19sRC8U?qx2Y1CYA*FT`Ih8
zNg^I1Hst;ne)}C=4!ozuyNq?!IQaJ>{W5KKULK>4ZMf7HZw(uL_v?vxKmK^Ju!Q+2
zyO4^wq*drR%K^4J@zn^qjfdBj3A?0_iD)vcIvo4FB+2j6>%VY$??o&a(-iB*cN8Kp
z7!fP)A_D7XBR6sxE@rI7)KzcD>9?c+h`8T-u@HdGwa|7)Z8>Xi+g-Ks`hhxVyGM|J
zRZY0Bss-;bOL*rw!Sj?hJ-D13@RWxT1TQ&Z2xkuBj6s}EjA(JF2VS2r2^ps^NGnYg
zUHn3L0$)iHxFpDb?ep(&{qyhT_mV4L;tZ|1!0Gd!Yhgm^t&l-&Q^cp3oV%itp6hu$
zg`kw4h1jP+TuU7zuP?rHJyFE%W!iQgpDR2G3PF7KW%<4s0`L@qu^kD2M7WBy4pehm
z1}^FPCClWJ78CN%r1C4*k^*tR%1-jf=Ul}V{0@&`PdO0=<6f)nRx$zhmm;w2)>!(C
zkJYg@+ilQx@Q^>mx$!xdQSj-fDEnLpRpu5962!D0S>+b-%T1WEJzxknZ2K7YgI<M0
z|CizP@r!W!;J<Kv|G!u?)(e+{KE#aCp4jcv4UtPJ0^@}UOq0Zq+&B-Xk~ZP;`4IT*
z?2e|Bs={q-WjKux9t1rA5&O4TUlT0@v>AJwuhGH*ih<kADsY-E_7A9wM#;9q!aJI#
z|Dp)Uc?C1Ic?Dh5H34Xx+XC&TkHhldD4Z0QU4iaCi6{wt{Tp1NC-AA}1r&<)r%3b*
z8d)h6T+d~pPG$-L$y_2r2NIqFAuYQAw^0->3t^!*z;h^ZI4gvL+b-VtMt<h`xIcyF
zj4lp57tcfEalZz`5P&BLl9;jI@uC|h%fKb$Kq@$wT*p6`F9_pHzD#rl6HZ>f6<6x9
zWw;K0FYit81<0Y5`0l1Q<#ncJ?KsCBlUo++EN;z!qnf+aY&v2aGv6eLI+oUwbMG}C
z(+kmAnur}faS8dt`j!3kBce;<@oqqS*h~@b{+P<J9d`FgGET=XLa#Y)aL@(7q4$gM
z{P1OLSkMHgcXY?FkqzM_yn(rcn_|z*_YkpcI3oNfAtJyB`A4_l%2!9RB6cwPtgefm
z%WI?ktm^O_R~gP@E5XyJDw?gXA&F0Kz*`7H(-qaF7&uR^4Esq!ESA)QORy#ELxdOx
zTFHq*)Et9M3aamJiJoY)U^sftUnGS2vi!dk=;rf3BZ<}jM6ZBuJ4Kshrf}2EFS_)F
zBr=y24<1j!XLyitM%#z`tGJ%7JuN#4&Ub<Pb3ZOmiEB#H5XccCl%a<Oyrz1e_^$Ar
zd{@Hn(+e;J;0b}2Gxqo;`N#2(;!DA$6o67q$?4iD3qY4rxr0=AzF<^$dI~bO6rMuD
z$tzM&7-OpVkW0Q4SAO^j**6NbI9Hz_lW{Gl#g>`x%?)KU7-z}hymx9oJz9HClu3(7
zOGx+Fv%phMsM#-RBC^h2LB6nDSAY2pXTSdvQxc}bev28LSJr{+0ztMJRpBTs@|_cA
z&hqbw%$Paw8dXyWz$@??R0-2(yW#kjZdmLi;_Z)KlA%DC9(B>wwKjsLbw<RZzKHM}
zjkE(xMa+E!>k`MnXI~pE3+)2`u>P32|4p=-UJWi|D#3k56-oH!Yimf-d(No}&$(6M
zHD6f%X;t7dyDFR()`XL|SDURu<n-UnxdbVA62e2W+vW`Ki65ZT<Y`DgdCo*IlK_bS
z;pEwyQn2X_keCz&#^B84r|J8XxJoRzq$sE*|3i{gd4BZp_&<`^6aX3lMf~G>&VWXM
zBEsv-cOXx@7T5Eg;(k1i_r>=k;y%Z8Fa+QUfr`vOoi70i%@>1za;k0-l**qMq*obc
zTA0#n<q||fB=U4mfiE9l7$qJBdaTHoph#GWZvZU1uvSZOB|FR5R!)hX?Ivf=rG=+^
z&zW}ROt`W7th!=f3Wisa7aE;yq=`VW7raWm(6X>K@;)s=?q_F_emxHzk~_dT#tt5b
zEaA1Y9-6Mx+;0-kW#X+_b6rMMLHC(Xa2!?%b|NI82jJNEB{+Wcg0%P~zN<i!*Q=nJ
zTP;lM<$=gKA`DpYAtIIzMN;4r>`h*Tsk^<fDSkMDQfDHgC>~o<rsB=HHQ*+^4i{nJ
zn=Gr27UCY*8sIjyvb+b9pWcDjqUvz+tqHs3bz!-(0W3CHNW!aH0JZ=)EcZsE0UzO=
z$<q;=StyB@c836PodOeaBqT{lK_<C#buW&em9>{%f!Ig=Kio#rbA6f=fvb|l1-eJU
z|CR5B@-%piIuF6bB9G&>_|7Q7Ii-7(G!*m%4FPzHKmkb7Ri1y8d}+jYs=2b>{8KgW
zKuac3@fj!58=zOfmqR6l7#^q$GGk1Br(kf~<u87~7r*=uP0loti7i@ny0&c7mM*=X
z?2?}|wD5rOuM`Tgj^y_~FUWANkts<=G2oH{!q9+ObEiZHcqZDSQHTYa?W~Iyn`@$#
zh`F2j*N`H>?7aOjeTG~StGkV^3=a{vdyc9EkHN3N_2U=e+Vcf?b*O~K&4l%Kt1Zay
ziO5;+AaZtRM9%Mt$R+&|vw1EKMF(K@fic(?JPn7!{Dm-H!iwnL=s2&2Jg>8!2WY-l
zyFLYh*L4!!f%l?nXtJgzoR`)@!#TBJHovYE0ER=H3D{zl2tB5@N8^6|Fmdx9WEEVM
z<l^(c9|7Qc{(mGY1)Kj1k5z=Fcffu5zw$rg{t0?Bpvv;otDx&oq31iocY%U%PR}23
zU-hnV$$iwdq{kr6LBZgC^H_!zh5$T8V9ZV{A(KgGZ%Wl?tj-sKLO>Ugg&^FnicBaH
z1-chN(9$dSlNn(70$kTT1-=m3d_e`S{qQq#ZWc<noi4wc0-G;9tvxNhTb4FuwrT=%
zjC0hsB{<3BJWqSd?Gy`=p6i$(qo-gWZVy`#N825=f%AR~cx<i*@3plg@tA~bwNdi~
z+@@ENUVzg`LC*12WX#@KxZzy{X*&plHt$^(ExhXBb?^F^{GK~DjBX<=|2rCHcS7Xc
z?uhj5gXr~BaU^^v;tnTaKTC##gK(<oEN1QPh}JWz!Bw2!c~lj6`&5%T0D>NX-H=yh
zjX*Qu5wzG*8*Zy>!(wJlSr%-)+X@bm4scoB0v>&Pp!MKk*dCcApL>y>Wk0RwU&<!|
z`TP|~{v6#CQv_#{jvyH`^`^WuJ)z70jl!YY`ZM&fK#2>*o#)8a1weUt{7wN-u0GGn
zdsEk<=&KNb`x^rA6yi1k&|^maNpuBCd@h+IP;JC~S){6$bMyG(@Ej`sQ!fZ#2yT;Z
zqY#Fh!u=nYJp;~3&hjN^oKF{*@vf?XBhhKeDF$-Z+(0cJ<}A7-IJYZdpl87S=tXcl
zVI>G;v&kIxYwE*gRc&}JuYpEOs-uZtb+i-$KoZgmpao{4?k(Y}4_a3bQ+Byy$_@t%
z632A!VuL;%oe?s#(=FmF&<pVCh6oV`M6Dc)n4Qaz7<&+@=~>9gI*ns#X;`vt7~UM@
zh(@nl2@k>nZ@w);gk1yCcb}{D23#i#k7HI9SrF7VREShy1K9i5gSBw`U4xsU^@<^A
zGj1FvZ`y++C(cWf@>$dBQdnt`Ro1?sTvMFF89foGGV(lz&4L8;IcM|?exCmS@%$8e
zHt(`{N0MIb!)x+?=Q(8apH66XjPf*S01EY%0p6RsR;eBy7U``Jh5$T;xKjZ5nPCB6
z1QMSXfsh&9bDC9AE+YR>B@$e+xsU>)nhNPn5GTbkpZxM0GKBRf(P_~c<6CVLWDU}Y
z%>*A~e{SbC>phwqEbHF4X?5>%UuMUJcyM2~0Ps77LJEX9j+u13Ef#QCSr_i>>%e=B
zX7%ZAvpJ5jI7#R{URe4mRq@fPI+%N)EjGpv!{*q5n7i8zlg72i=2?Q^^Sb>}00^J1
zA`JLIRtQF}oq?Dg%Mp8EBjQ4~BX<7=L~r-Q>@mGDVQ@DD%o~CD9m|jtw+Bh-(@nVm
z3Q@bDI%pSdhGx+g@Z8~yCUf3J`^l3r<6t!M&s~v(;`3JCm#Lj!ptM|}&fUPIEy4X*
z6m;W@?{VYHA57Mnp&Pf!*j)UNBtPSG{?{_+qr5vd9SZSgT>!sRV3fzedn55Ll*<qC
z-sH6eRI?#Pf#;+#h%|BlPZ#bM0`MhJ%|^87DlX)oPQ~XslAr5kQy*&xPToo$DeJ)R
z$Ho3PfBFSCfBhdir@jljU^_`#5}l+a@ufST=_V6^BssI-Z1!W1HzvcF3Fmq#4q_id
zHjN44px2<z$$WuRk`o*bG=%ep257RU9$Id%Z6ZBM$IonzbDLOMX6gqB>%Tm_2ll7U
z#{Of|u`IX)#;mo+vgutAHNU%N@$V)83wj}9*-%8RnyA$S1k95)0c;xN_wp5jhc_?8
zu>%3fN?VUsn`)x<mRg$i-&+^$h0t~IeG?r=55+M5^~lISC-W;MdhSFO)D-A#?kX9p
zNLThJP-Ve#KS6jF2dP#Z76{$^>IYo=>^pf4)tt-L8~%T^_UhcSz(?FmdGABsmnsqx
z+e-D~A$3oe^=t9ErLwv4OH(u8{T2fm0#IQBpv8f-3NnkUyNBvKq2fLz7AkYBER||T
zB>AuX_%puv^(Ra@J6F2)D#K6M9<-IDmF2Gj6a!_=Y567j*#stzVT>;mg1Y-J6No|p
zBn0`nj`;xhY#}Dmwr~qHN3*a7XuYqlti+QZz`B|y0bnMc9>9ky>tJ?JD+I(2Lcrnv
zm>uYeUcNQZzJCpDpWIOhz}tWB0W2LR1t9z${R5%`<{*CiQluW*gmIhOqNTqGMOM^C
zn+XnhqgMy?o;V7TiK)mb*4p4zjLtZmRyMa>J%$Rs%6I;`8|ZqMulke6mTFahwA5EW
z(@KWf>?=iGFA0{Vz?Z)?g$lP_TW=aJUn8P&4Y~SumGM{m=jwF>?3l!w0;3S<DMPpt
zfU{cLFo~U1&f+UeE^`3-%g24yk}poO9{cC&?Zwhk3H876)33Pk%l|Ot!dxv=f80$L
z{gA9OxhGtBuH!a>F}>W*a6njlh5-aWGxj$n{a65`Ck+)SF0y|9ln{Xw2Y7^AqQzkg
zv<<0;Halxex0}|N6?jqrCRBp^*vfd_rw011sf!6aoG^a7Bl`N+L8n=@u+^^zM)YvI
z75Cqf1BhJs5hDDwf}nf$5?nV6(HrI>Zrfrc?OBDfqq?BY+n(s~PD}VKn2ET=3?yci
zh<N{!-f`!W48LSpCEM|}UU{-2lgZiKE0R#j_W|xp0jG6O&|7y%coLsNAPa(Yi>`7A
zjMw?UtK5$2W~{EAqTdtmO(ls{?T5Tp&XwD~KTOwTLjazj0Pqi^^**D=oFqJpHn_}C
z)nj@IscPC&rKGYLNY5Bk?MsCl`04jQ$@c#9-`>EW!cns6&b!oGw%wcB{RLEgJGXHk
zS^Ao#lU!_*2|nHBXN`bt1<2Q10W!2!010s})(Eh9(6dBr&vAwKF<Z1gW`z!i&1A=$
zHgvg#5HJzQaDZjHEZ6lKUj=PvR>#}(Ye=-2Rt;TdSfT$62MnBOgCL(bwaovl@~r?u
z02cK@#PU%>0H)m67y(4&`q{F(aMZ^6*uQ2z4((Wv@X$zv#b+ZtrAYo4EX$^qRDCl{
z{qobbJ{fYILi&B6TxF)}>p?=QWUVae)j@B8?*Y9%RpxEFPFlHZr{8`*VRu~PPCU%u
zB!&PyA@GHx8!wyo^bR4X%T)rZ5?~Tu#gZz{lZhWe`0Il3pZ@wAz7(YY>i6Gq{l~8n
zbNvLo3%s?qdO=LtUSH%ToAH#zm!I{*9!cH;Pq~hwAW6<r;S?9yYCx+`fiP78mOoE{
zr>Q1@=kY3VN0U59w9d3aha*A&!We7ULA%|xWqUjeaM%pT_IM81;llR+v05zvo9-OB
ze&8#zQ;_F}ufTt7t6L(V>HroGK*Wl1a-4ws6#zA$NO-_JIht_Tz92c5fE<NLpFreE
zfF!1uL93pohjXfgmsXx#c^{<X&f|a~08a?)$ipNa-8rhi>g2)rk#7De)niO|5mkIB
zONPaMSHAuc*M9yUOU?w~t@KWCKk9Bu>d~5WDGPhjwE`cxURmxtwy6Rj9xsb}L`Wc!
zq%Bz(BrSiIo5@ose=Y_03>SE&+M{v2HJTkVLn}dkdH}2ip!?5exI0UN%R^NKI`n%P
zPQ713`<4x`YvLPv{I4|u%J|=Z!ac_aP+*uK2NDgKFNYZ8Afp^<I3zAd8>Q$8|L@wU
zKiYTzs*gY416uX_9YEx9!VrKb`7*HCPrLvs*{Aw^bE!I#q@22HYST~CYx|GpU&R$+
z`B&!#ni6}mJwMn^Cio-{*vcAzX7S~SH)5M??mMLKcR=5^Pv2Mn&O{&+f+}gKvi<73
zcRLUF*I*+@*m2xt0he`k;ptaHmfU&>%kMg+vdQ}YsQ^e3cvXskd&gS%|LtA%e^vD#
z{v*CLiXvmhf(DfmMM<Sq5JUx)kdly&k&cd06Gqn<ySr=F-Q6r1oho4K^Zh)ZbIuqD
z!hr2;<NWZv&b_Dax#xM_@rie@H!N^`(NIDD5%5{@F}$6}3+q2a&J^?{vjoX~IGO0K
z)iCedEXaQlCNF<E@1RF$t}<0wEqD)V6AS^UVNmtunEy%^!C#v}MvX!5&HSQ_?u!(0
zfAQacqVwLa_vW(Oq4Z(bz+t`|#;c+7Ho3jhHo331|5kPX9qM^^{`=gIybeEaX$7kd
zEn&0rWwa47zQf!`aF{8GPs=~~(d4fz0v$)Rz#DJcV&Rtq;JtRdg73eA_eRG4-~G4s
z-(Jb;b3##0C+_AV$bUpmHcIl#nTHMXKNN-l)B$AN`~`>420oXmy`DSPwnVE{ucGzx
z7O-B>3^w03hV9gb51kL-K{!lmfR002qH8yM%p5;NnG=wcfVgm8z~$17mqkGYvAuUH
zML{YoJ;_gN&-L6#5Z}vfi!3PO<?arXcZeW=qC)-}jQi^v3<0R+2ofOxr}Z9n>I?nJ
z{s^!H*J~7kWiP{Wz9IrP(;8Mx1@^GH0Z9H%gDmiRcY7?HI!YnCtFw}{BZ*o6kNy4+
zxhjQ1giEiK1#?!cJeT~wZ>!k8LryZvibAram|wI~Vl2#X`yU5G0BSjMZvPI`xj5ZP
z{=}ZZvKFvf&>YsYo4{sfBebD6@J$0bJ(#^ZXTLqkKd?34?9~>l=Y6Hr`g7Z^5dO4D
zDG%lw2~So47BRf(lqbAS9#;y29zCGc3*^3Z^GSLSFLBHnSyNCJ6=k+REZ-pi6TlFF
zT8x0y^V0hFJNWpDKD7cu1X@xAoLb0=Jl4V+u%6QdwhRlV3o#I0f&G-m=s4IKZ@kqJ
z&P!)0g+GrRP~3KNkP@>8XDCyP%kto<Fa^dd1w$zatS8_Ts(fbCo_~ybOq$xvXAr+C
zFa)3$Bfk6=LayfNPwXm+0BiACta?S}1z4ZYdSP=Z26j_kL#KXS(7j(TtX#PaUZ+k8
zm)%=wrX!K1+kP)*SEd>-kgmL3&$8hpd9b>amR_vqjKoHq|5PvppcW(N_HS4exlVsl
zR}r!hCqshOuPV8L6|cZzc?;N0bj08<KF48qA7RlWVG4*<t#`VbsV^|BcMZc3fLaRn
z87L9%fB%Dnbtm+*dIT-kC|-fxXFV}-$(nnXoR*!Pa}4XP8w>%cr3lNrg8V;!h2?rn
z{Ym_cU|mAn$=zgG?bUldb$_-7?!gd%S_-=V`*O{?llNI+vBna1pTCWELxy1ProFm9
zR|EIM5P({Wh=OZ%-u<^&ZUcvp`=QIokMR8gZ{44%fq%mgfLaC)9*HfziL4)g#g2@V
z&s5f1Pgu=w3&-Ju@b+ip;p!Eq`*St$a2Ntm%aDHKE(-qo9joJZVCb<?u-;&;JDIBr
zo0(nEcF16im@yB>f^&3#rUo7jLjY<K63TC(1pi>n=`VFB@zcV3PDh#S`+E5XoQ^Eg
z{h1p0Zx{klOAwxaRrdN@7~!ltiJul0tF5Hl|LOb{x<5|?PX<E(Y5@Y%E}-O}fAB+&
zNp})I3)+0u6K{Mx8b^b&bbqD>o(zTn=m>Lc2_g!vBJ%7t1YFL5^+uZ-Cv7XWqfSNd
zJuaW(JeG?c(01@(EZ%uc_vdQh$zce9P9XWSfBp@*f852Iko|DUI9@ZPmwojG)NZ=0
zlV>5&YQ-z^vjo?R?Q)p!69_^pXA9VmdJlsp&(Qt38mJl!0nh=G{68t=|KP|-Nur&Z
zC##M0Emg}-Qd?+!^OwDh)=LGJyacO70t=g?^}?6XT70(T`sFRq%Bh7E33lU^p28!<
zz<Nd(v>!SYyH7{!{%j3Y4Tb>JFnp8FA@}a@_mQ9YK4DKaT71>gFIPtA$?^Jgo60f!
zwzC_{;kq^|Y-cr=LwK#fYYIyt3RYr&3W0^{6+Gw>v|eEi$DxBTam7a6pRIwa!w`TP
zgnx25ivIi?u|J+eAGiMZ5ozF|q16)KORMjs4$G}PK7U#x*iCH++iy63Ujt>*4q|Ep
zIc~qr^hU6mDMUet1gH9<r@-@YyuTdW<IJqTrEvZGqQ{tVI2oF&`|~wWbr=Fr%?M#(
zh^x1eaQ;Wx!!P1SA=++jUo){j$-k@xtQQH3Kc^{dXDX9&kmz=k?@h{CF;&;Zd*8X8
z`*D6h3I>n26z8EA!5o3bDiQaOc@M9DGzz;-F}goz15XD-0IC7raiwxLA7=R3vFCVk
zD8BNUi8;Y5u`14`M#yg=$uDAg&e1okiLmGm6-)mFlXd<}3@8M`W3Zk@Z=ksd4PJx8
z=w9eFY&f=`4AcF28+dvc0`MF`7eD>_9hCe7r2ldg0T;92l6rq~?~UC(YQ*w0iDyNZ
zUs!Kx_0>7~9!va(2!RxVDGU)B!(nV|bm-q5Jx2_~ru`;kEPow`App+_oWLVI?+OCS
zaxl&`30CW^Bq2L&?}T1I^r?|SJuS6_A7g$_!!_%HDY~B$?Z!1lhap0|dfTD<J6$kq
z_9S?Ec*7?o8QzikFvk?%SI5Bom>P9jwHzKpuoeQ>J#1fARMKkrJ?{DYs1<msv+@q_
zgXO&VJ9#Z1?f2G#ckpRo2*7hdbn$hR{QZxdz+-oY>AviKje<$Pm9Hohax%lOTK=ac
zfBTPKLD$~4c%!>LMvr_4n-_hFGsm_g+UGc;Ljn;Mos5XYvj|TuS1K80Uy@agw1Srp
zBduAjj>PJ>JVw^Z6Q2XbI&-Buc_c5-!S$@E$QpYj-NP#1YBl&+rI*!|qBAeb>P!Cd
zWmT$_`#A8PC@!qh%Zg3BR)ku*oq|>uMZge%X8>RDn35Z^5C4W_H`r{nl|<~l_q`e?
zf6GcqKdX7o<Se{)Q~tX&*MAo582TDs?`Dtb6Ncc_j-`ll--SfKBS;T9jf@CiWW<Fd
zBQ+J7xh2Rdx^iEw`vl<$u@W)~OwxE&RNyU@WFdK2;h4oxSq+(=xh_y_lhu((e3j5~
z*_UNS<oKM+vaTZ6OY2^_3U5-mBqNKg@_an6tiCM7hy^&6YQT!;;Z><Juw3^*h26^4
zfFE2>;o?29iZkmqvTh@5Jo4Ts3UyHg3;}pb1c{fc@Q=Sx^v_>#PIT3M+&+8laVB2P
z`nOSC|Ek9PjuRT8OJ6H#^_NWl1VQ`PA;$9uq=k4OJK7I9(LQ1si0rsf<fbR1u&4|r
z=dYve(oZN6D82Nv6atnqXMKBm14M`*2nn2!ds&i(RghWvm?#pTSs0ad61Cch{7gbq
zSk9hTN~N=iD#=EVfrO)#j}-e;ASgU6qh5OXX9<4hIaza&V#Iq0CQ_99p=boD-$PQ)
z%YAr0o}2ecqKB#LwDt6GC|10e67}~I6dj5J_h*SWv(6QN4FRZT1ZQ4Cv2giK<?-m~
z(nVL|R|o*D|MC_}Wu6(0s_goIwX8e(3~P(md)lFI-!5=jHVFZHS4+#E7JLdhG5*Mk
z^bwyukQ{g%DIs3SijP8J!C4fQT|!~`4O#ZQP!NygD>#2k5;!^ks;q`gi_8kh6bF_%
z*T{cf;KH>#QaET)(*?mYRN_-4xG&Ge^HK=%&MD_jIjfvA{egWo!Qgk^2k(jdQIL3y
z2JJhyk<<jQ&GYg4>FRf`=RSlcG9*2hBtFH9;C1;sDPBrQP&Y)t5P&LxO?zqA??{*5
zqbwS>o7(73{0dM2mc9(DIZEvRM6Ujn|Do+v;qFgwh%Pf4qyM)y*y!{%PH$ff-(AZP
za%dxx{Es3#$`_dtW+eI^M!fd{BnKQvdYBnG2@xpF%|-s%GGr7eF|kGzlCYp$Aufr@
zB}r1Kl9N`N>&wLQf_SFqg$QsxOQTZ=H0w%to)%tOUP1nIS8mH=DGE8NyD!g2&qJJ_
zmYDmK#0Bd0NLG?m5?3tCuKX;o%VlLtE{S|j31#xj?-v~k3D@yB&0}FzXZ~Jp<9@ss
ziUvJ}KoP1u&-{ZS06HU7{Ml^Y3%;6*&rFkHvCcw&(rebga`JCh6WMP6IO|XHcbwJ$
z-R3q%-(^iPXhk!;x1>2f`TT7h-?jw)KdeTi`%W42)ACaYqCNH?!RL?=18?Lf1mkR4
z9LfswQE;{t$=T<m<qK02akQi)h71c-!b<BZh@-{NB#h=xE7n@c2QWk+$qH0LlT38M
zxs3#rZnro-L$%f<AIZw&7(y`Ipe3f2&ni~D5{>W_or^c_;L6Rr5?aVmqIwU!M}qgr
z>+>E-b`qQSSFBol-WNj%h6@Zccpu!4qLd~?f$N!{(EGhL1mHP<9eN6W`x8eCgDaZ%
zY7-d$b2MLTHvP?PtR(*)6Z_Nh_n6lhqc>Y%Z^V3frtQM<GcFi6^c@`B=7d1E^@ug?
zMP|4e8DS>GdhSKksoh8oIwi@UpGX0SMR`#Hii#)zW$=$JmZTtA8N(+DOH9&eNx90g
zJ;|D;y4>^_xSf`h$w0c&((;PqXl0rGXRJ<_on$7-7+PqaL7^%DBq8H<CJGtTvxR}z
z<9aDJYLb#+$7MnOOE>PyYw&zrPr=~zc}<d-gq8_N{uVXySFCyo%w;essEGjgNyxn-
z1xI=Z*_UMthTiY4App++W^{waOOzzs%RSkr(QS7x-O2t?u;(A!{ud|$VEY8wf4cqs
zmp8-wBd^0HU;=iZ`5Mlqp;&Wd41#@+A?V0f#GCg^Yo8u^T9QB3v`>Zt1&JZZi#vn-
zq)41A%tNsdfV7-a1jd(0(vb)xD=j05N|4+X29k^}H7z(llVIFeCIHps8`sgwaz7qR
zlJQ(xXrY~(Lc#qQLYxz%rpLjgpcEiMVjj!$5;Eo&Ad!pI1SGuzEkD3(#;8q_JWk64
zP!M=LNzMJ~Jy2{k4}iZ*{)PhOo>D6b2R)+4^<U5%h5$SSKJjIU5PxL;uYaQWpTBXc
zGz!xL7wS*+|MCE&05lT<@MO(@UA}FIA!}X|0`Ml>LT11tel_+4O~#_bJ+W;5Bm^DZ
zj<^Z|@I>@!SJ@gsZ-4@jpAdqA<Y?&u6c?2sJ+~C$DP{LH?~#NAEvnW&Piw2i(Ig(l
zLMGwF^Nv%S`ba90h=eEENoww+x%wnuj4BA{uieIvw|~QxTfaz`otBr^q!{F>o(G8;
zr`?O#&i$A(;5|rzsC<tCTD;GD;I&C^hA7v6`V}|DwRr!$A8yM~n;!YQcy5XZy&B#l
zTOF#SGm;?y)qoK3$EOIZKv$nhzSO(d<rw`QuDx|9_~XFQdGr7{%$F?yPvQY|p4kus
zS2n}9ZjRXMHx38FW?_rZCz!U^8cTPLMwI6cL3meWgnLO5pf|u40p<eOB0v!+OpO&D
zKrYS}6bS(+Lsa^C=^o3tS`bWHV3k~2dp=1=*PHv0+*%VJtvv}x0%{$4NFsuv1NY@V
zB(G+zNj}E)H-7#VmpPmA`CAoXfz~9+P(zYmC3>`)pWrpQB#C)0O&~N6fh4DwLeb*y
z;B}cZpa}5ZH8-E4RH_OZuT4>-=fLwY7xAbbj<p3Zv;c6>PONwl3Vu~c?_L^-uYJD7
zo4b4JPU@<90IxZ{B1h}VzW+~<186t30p6P51fw>!!0ZEUvGjN^AqEckc*D!+yQBr2
z_l`tZ;7Xj&^u@)TP~=5>$(#U%fPDgTqWwh(5QUQbY$*U)1?Q2Nb4e0`R+%m~37Vq1
z-YF_ENEVWn*?cAhY57TPTJ~JkiqZ`y=}98Z-Ip=A_^&81X{uG{I$B;{i{~R5)6}fI
z*38IrYuBbXpa~H@59x8JosE(U?lmh?RM<30tDm5T5InwE{cT(_AHefcXt+-E3b-G|
zfudmuKrMw&LKzY-{3N^Ya?sA2gk9*q=Plid{M2ACK(!S>PU`WbtpLIccxyouyuYeB
zhC9C`md(&hhywEi+}>_>L-clTf$1LIu|0Ssyv<8wQy{^<02xt%D9B1fVNog0mMKXx
zCfH~xnPk&C@Mz6yw4x*yw_g--yWB3e6{*c_Brb_bi>!GDxoTEj%jj#(a+>!b^8n}6
zegJBMj!TNnWi`v6uL_J54?$28T6SHg<<C}<g!!s>L6Fe&QYZx6CIv%)#ID?|$@^gb
zLH?c_cjU48YRiF^BQQdMT823Br*Q_}lsi{3C&a0u`)*wa$LMn^FF6KaYD09N_A0uM
zvP7q;O&{J0Fun=8ePV%OOYG4_2tn6bjnGLf=^2pxQY5Adk(l2QZ#p+cuN}=XV0UYT
zd2W#{1DO%N$VrSuQC==e&s{{>MWyYYM7XR9026a05v?<qBqPa15n#K&)*jF8vJ;Q^
zZ?r5r-R~lm)Fc+;Y|Y&+Q=1hj5Ls$skna9DHL*v_uL%IJQ>w1xHtx%7XdRB&N}=@)
z(E1q2`>kkhyd|%pHSuv@Zr9FtNxhB~4EAlfsPtW+cfsaMBMDfGK+8{8e_8Y<U1s2|
zR&W&H@=D_XCO5!{+3hjsn_=iX)B1k$f6)XZNA$p<ty8gg^CWbi`s%|yg~|Ve<MamT
zxUdo4_`V5xZfl0mC-y^5j307hgOHmXgZ$iF6cnGAJpoBB5=83_sCB^6pjmvaNsc7u
zK3XRstvQaKM2^Hw3He>^AjETMo`trJ;y{ros(fAbyjo`-t#@L++Nno7r{*1K_gGM_
zY}a}MW~fb;yf0oazf$L-ilutI;+@=--U*YLzD7R){oyNAIG!CmghI3bepq>#?)~<w
zM*x(*0L%l}%xWyB_9BT#PV0oD8|R?^mkw~8q^#>Wq$S=T_$GF(n}qQTdt%C>_t5(z
zJ9HjkiP!sD<LxP}|0Mz)z7w9n{FgD{gEtW8dk`t1W+X?2A~7))@#)1#$iAq=%fj+$
zS$BS?>zt@U%d|7Tk5&_JiIujq-+<PWFHTL^X`}Aq)pJSYUcPVtq)O*t2*G`|#AAG=
z1fZ4-l*u}^d9w2Lwd+QyqY0I<1{W*tGwFeS6V&VQ_iERPRhv86N5JR_s3Xj=rE(gs
z;(vhnpDti=<a$|h%j;YM#-9F4f5JXzXrlowm%S_}{FHP4sjUHDe*G@ITo&V-iSMJ^
zyLNJv-@>V*;O(*m`&P}sq;c<K-sBIl;@eNLap70k>GTZ-j_DwW1GgK~9PLKGgbw2K
zoA23S#IRlnKH`Fq(+3gk>x;n91O!Cq%dznsdB+!@!*ID|M;La>2~@##94w=ZrC0aS
zwkIh)2^lwY$!)&s`~uupJC}s`%wsC=&*K9tZTGK)%HIPXIPOf+z55GDymwtWB2XRo
z&)+4FNh+_{U%8im|6VSYQINHt{PjWr0#eH5TziSa1!GC=Giev(_<T;jnf=?(m>0JC
zUj;U6RUiK62st8<$-qU*h(L!4&CyX<^*4GrV7DMO34e6m9PD5Ft^E97FmGRsHFG}4
zH=loiF(dn6{OEp|K7KF`iQ~QZZh-mN0eE=@!t+crJj3&!`G2fD@yC<K&6W4B$}rrj
z9(Uip)q;2ad7@4VfN!Fb#n;;GL$Bq_x%OrSFOzNe{+H6RK6xM7ZR?;rDQi>!gcs0y
zku_{5I->mtUC`;R&KNSJH`dLY0JHD_9!L8B6a;zvGMIO-h1bDdFnM^w<QEIi&}?`_
z6zcv?7<f9=IRS_(yD6LR5`MlYv-s6M$6g&ktM6OGdPZkBeAEwZ2MxlzpMHi(^A=$D
z4i}gY2<%=h2)yj6MS#bdcPy9WHy_vu)5()C`9{DqI0GJG1-icz2A&>uMgUk%hlxDS
zvb!R7TfJ$%dp6>?g4Ns(aQJWlIu0L!ubnnxpLc>FWu9=&Q(^KBftULUc<tW-v+MUT
z?{ZSz`$bi-`b*?-W>;rH{@pN%^O<}?;Te?nTwH$x`l3z<05kcycmI&pbePD~n|OM_
zVudx@OzH;vaqqx>EYSy!BL|}WkRcd5Z#fS7rBpmG>5_-#3JaYo$!a=z3SNg?Vcxe{
zvEn<0HQ%xHksg6!@s}#Z-y>Z9y<6aQWG}o<dBW2tTp_;@8N>Cj`>6E-5R}QOxBixy
z{CC{?=}ttwU_0ea^cwpa=5E@D^@shj>1ZG}9}B{vfb@qxH$?=5ClD;i>Kg@<r#HNg
z9})5U9(cKJQY`weRRSx8AgoZxE|%V0$B=>Bg<yCcbQQ-PgURFzPyZOz?Kj9@Ur?(B
zfbl+)e4giG<@DNmlTa^M&3Bab_hxT!t@?AMn;x18&%gv>y@fY$+DCW<$Av}TFOzx9
z5qP<6gV}AXvSiNS;BI&wJpiv0B7E=^#P=0e|4gC~lq@6WuV<*00>D8!nYVtC<Y&C!
zdR=SXNm$e1Z?>7=5st$L!SRC+Fl_qVr?0=q;vF(1$dp7j`9;EH4i;X4uMh;2aP2+d
z<?bPuCJ!%3dTyuZ;2D?%&yXy|n=p!i)H~EV0q{#Mm(6<|r1O#cXSx$nPgtz6#HjBU
z;aG6?^Lf6)ZI=ncP;tKCbfpcSo<TsoaPQ-krTA_NN)e>bQ1%lZgyHVjU(_lAU{~Fu
zzy3z#jUuCYPr!OsCv^GnBe;h@f4AF1ia~)Q2*Nw?pm)I~<9n_*NdH2h)(AjY-WAzx
z*L*$^j$7O5PQKaz`!Vlg{F1f0|2GEeFKUedu#JCzzVE-f?Y^jJ?PM!s|7|BibpLM*
z)L-Z>0N!f7HxAr+QQP<*2Aio}@%CpEbbmn%)Nkk}049>26<z-R2PwC&BeM7s<_53Q
zop`kcc3<?y)HU05e?bh?Z|EWboR}l$_HQ`**Y8*u;fyw$>}1^U6tlI?&Bs?=aQL_%
z*6cIs{(=~&->6Xm;84nt>`OTN`(H@Da|Qhm4*u7R|01^eKMan;2Eo-UPWKnYK>bFI
z2|!rx6%_vYx14AHL~$58?|5BzlGRplbRQFd$3t>-e?bh?Z&bSg(A{VIe){!0I9TA1
z_S-t@PO#bz%f)tbbf4ZYhk^Q!Y88O!qU$L7>mNj4EyvC%e~dFt(w$s&0k#vnVZg+x
zy1yI->OZPQ09ZzwNj{F<-<Yx=4x1g(+qEA~mW1n0uG)@P&K7VOJ^=H!xat0K7^wev
z?g9{)c3u!)DWg5$(2)CH?n!=gbSGGC#lrA)n7CyH97YU8`=LW|Brrqwm%~8)$8!|`
z&V<U@czw>L!E(K&?xd<~uv%w>>4%+h_>4h*12u!^CIG?Nmr(e}Ux+EchBF1FczsuQ
z-3e9KK=;4>X9KZh$1&Ys3<EC)o{IpmvM$H&Gsf@e(nZeB%UOBZ!AEaW)fKSm&+fC{
z(*56lGEDau!@!GyXA%GwK8z~7hVZ;Ava)WythiGX<X_zy_G9|Ura$Kc-nzdO23{OI
zlK`-7|Los?V4>LsTjNjaP9$By$~**X^sRnX7VE5l_|Ek$*QoncCch9(PV~uf|67j-
z>;6I*c(L$I0>IgOK0ZD{zQ~ietjGH<V_>=7N`EreF!5Una<eQKtMXVZZy~Gn60No6
zG6Au^^@>-dAXJEfINoYb2ecb9L{9Xn_sd}5#luqzK*ZT=vQPhs)FgCs8VI}bZ^4w9
zgVej%<ve~pUEkK9oYe?fi*JomkI%wMkbCJ%uv*w$R_C>z(^Q~|gw5<GvR0op*Ng3z
zOJ0^D@tP2Vmg3kp<9cE2d?(#s1OqQ7o>~BW6UwkH<(TZ#ztrCaGdFF=W_MpKiQ1?;
zIcvh|OIM%Oc!h;0v90Gef$gluN@?zC4PiI6A=*q;m*RVy8I553ZDT14R`Z)l@4#aD
zt7tp8KUTV)()~p+@M5CM0>FtonDHkPZ(l+W*WQv8J@)jLng6}HUa;P1qd!Tjk^HSR
ztG`HC{qLH>MiASUB>$!X+DvHxyUG89-K0to-|e}c+r@s?GaE~<pv@#(bbWsyP6nnL
zGwvGD1yvFNR!1%Q2eRVsi<t3msak%L--;D@h1ItamYu}bNN+#!f3hU^!@%urxTF}&
zY=qA5cfpt6&VWxyB77oq;T=^3b4<w-SI2!`;PqGzn`N=JQr8-^QrTWLd`|{y22~OO
zPT!S!^ERwrv_zjK0F3!retYptun}>-boVP+{6`W0J`oW6I!<eV&J$YVoq;{zXF7$b
zsCYys<RUz!1R*KsW&L^I8mci*Vw2>-DdmXDyok7*%ZSfaz|YZQT}bMA_{EnRB2W)e
z<q+UVSQ-Yneuy`>^hO`Iff#%GD|Fl4OLuZsJLvkadR4~m*7Fqd+Y8HY{}`+PARMOt
z4;^PW!F$8IV8e>3$czm^dQt+?GV+j`TaKjMOOkjI=@)P&Nf82i1)MjL1eD#aWA4G5
z5Ej}emX^9ye&;?~9eY}Lv$~JBdLFILJ(qsM;)kVOKytxV<dogSSrOtDUHnOcpL4}J
zZVMOp6CgYSpE%_@X7xIHzrY5nSpYb)k8ywY?cb1i;Ya!6q+a_OS-<@xv;AFmyrDli
zYXZXhTQ~{pzp%NC`P)oYEPqwVPqh2C0p1>Gk59(Fhs+oga^pjhnGl7H)O2L#mLjY0
z3NnkYBdzcn5^}E~D&r!;#D72w9h6)ym$b;CD#FsvOL9hJT#%x{eS?z96&GHRJ5Y!S
zy$X_?`||hz;bCw)w?&Hc^I8SxZ=v+^&nUa{GcH`agNxS{lwZA#Lh=8n7hRXa#Qk|4
zURx6=LkQ|F{!;+>$L8Jr0|A$_Fh6V!1|AxU&yUPO;>8~^%6+{4q^u#x*njn_vOS;4
zJ0|>OQm+ccmk@%{<;zzv;Da|2=CKhu(LP8HbVowqX(U91A~_`+$vNf7ID1uE-n?_S
zkW+e7k}vJ-HKYhj%q5X7NXzvZgb)mh2EV6@ZHakT5Sx8Tg04I*I7!ZJN%>b0FNhqM
zeOU<1WqAw<UL?ew7C-OYO_W^vNfMtza6yQ`d9f@L;=uc<d>x)UTnG!rgr0@oFSCK?
zEC7UiL_WH^ymMa%pRb&pG3LN@v{~y2>vgvEJ|WnO?muIHCjM0G|40{Kki4DP-f3n-
zbe+`*UBt43i1{6-h}i#|hIp%Ad#qmY1+t_4kQOZBfA?L8F&{=^SOAifQxTJ#kC=>d
zNpKRA#3LbTna^FhEtmXWdP!N*RnITKB?Tk9^o9_O8}f6$AS;n4K5N^uwQc3MDz+1}
z{uGiVAsn>w+>e65Yf%U;N)fm%*HykwcF7GXO7uXOBdF=*rGXj{03YE-`X!g*-N_T+
z@YUOBGrpIcuP)=qJF-O}_m8`B(vNzb7?kdR3)y~eJ5x>kJ%aolX9$wdZ;U}Jn_>9c
zm+--==6GvC6Lc0r;3$M)?&^Vv_dkS;a4#hK9YMsg?P7TXIZ08-%g#nZYCgh~N)VHE
zNm|=NLAqi=@=G`F;>yjtxGbOvfF!>lFfB5zd~*I(DI6rJwogI%t%{I>`;olzoMJnP
zpH+NAT62aP!O2RPK~nP^JeJoeR`UTF+I0$)>reoAK6)HH)@*nIbq<dd0CQ}K?CHn$
ze)jGQyqt+WsU}Q4uoB~T&&GK3RP^5a9xT>b=ugmU7l2n`v8;uX{F~NDy8jQe{%r-p
zd(LZ&k2buFnfvUq<XBJ4+TRvqHnqT83!9+*^akj>urZu=jX*}22}%A(5q;VfS&@Dy
z%g@AxvQlJb7a}6LSjO0N)9LPK38K*wUlt-jYfN&|0&_h{&+L7)5R8~?C4oqS(v_D9
zJas$cf5z?<mQ?ke6a|u(Apy5D$;bQvUHeQmtRTU;eCTz=I*I_rfH?>zBK3Zu4Lm0S
z2o$kh&L4M-*?S2!{<mW19d`J6g!@nHKftLOrv6}!%|4^x7B&l8{l*CqaK!t<6X-mv
zAv(@)gx*VA!F|_aAppk^YubmLm;hWT%EPtG7m<Iq6tU?gGFiv?nuH}uX^ANUOw^^Q
zR+#I#oy6v65>i{o&m^{%tfOUTf{^DVk-3dzW};CO0*V0lBe_$~Djr43!>*&QV~&CO
z2YLqF&gMkDUuXl*NdP#TZ@}e@`-s3;pH^RYLe?-W*z=DGz&T0+@KMP>y7}*~YKA!n
zI>7bJBzVNHhFj=NEIQg9!<|~9+k{up{bL&p7}XUEXOF2Q0DibooQJEIE+99*2+=7;
z2%!K7!jYu(1n7>_rKkH&^2$V>K#ZE~%TbetBqKBRBss~?EImPDlfYch?L2R|+Wg0y
z0FRGTJps+S(-V*$f>_3?R$pF6fL5QRPgj$W+{PwFy<cbp&q)A?Lt)7Z@xQl#<uW@s
zpE&@(i)p$OQZEm{`f(n>^oDqEX;Vzu-3sgXe~Nua7htQ)Onf(e7)JK*j-i8kV8++O
zVBY71xPbjg^gWD-6D~*&Jb|-maVXBuMM_!@B9aOvNl9{A=xCK_S(>}8y7F459g<j!
z`AJTaJVqrrI~9@qTt{o3p|&WH;JgM2o};??JVu5d4+sG7fuL8QU5Cd|n6#D%9^-Ea
zK%K*5lYnl12{P$7YwK177Zu_Iw^5Q5J%4yd&irG)*+GAT)_?%CTHZpA=(CyLNcQ)C
zXb#|;26$`g%NYGpH_ZNe2wYt@;Mk$Va6jP&^Wkmq`(Z7@j&4C}kh_Tcy`={baeO=C
z%m<Mcc?KEDiHJ|iLR3nLBpc&zCh15t%@XsoW~E7J#`7dE!vliJI_}Hkxs;Zkf*~w8
ziJzw?_h`wrbCT>l9|c2t1xzNYO?_#VpyeV6o`b@}9Duw>LjdX|o~S3Fdsx0)F7(`m
zK6?krK|g!4Propwyj!hliB@a{SkPRK=;NTDhlK%czixyceH`%VNBwZ>kPAZ3cp}8_
zI08@Xg74n7@Y%H-p@%mkMOggYxIkovn-SybDzG21fu2Z+i9viyE|PLDO1GTWmW0;Y
z++_kzwfrPK_aPA(7O-`INkWp7$v-wBa$B~VC?wf60pNKF_A$^bJv{`1mR=rzK{=i+
z1sa%#(5}NK!d$iIAg{p?!3Y8B9;(z8I7(OrwhF9@bE)@j|COPQ0gwZLW;c<;d>;%0
z940kD=YCe`)2AbjZCW4+@9VZsA^x5f@ZPZ$K0B5m=)gK8_#Bb~P>>XgoM?Y!MEWB=
zJ`$N3ImpZ}M|QCimy^VWYTLVX|BIB&JioIUkNpD9sTNryCOhshQONZqDM?GB%Z$D_
zN4}a%;5Ihz$#WMgp@kHcbGKyQgY#FFb89Gn@H*G-RP;mOaSSKeO<3<2+CVi5z?qB-
z*pz(m=`HE^tz<62%Gp+TQdda;)NueZ5jd}@3<K;Y-}3?-CN)GCLH-`S+G5+{N$_@A
z@<;^yuo{skcZx9J6mnwyg%E@wJ0TpIDM`r6E<{HDc_qs)EHiuUF+-oFwzta;IBF*!
z3WL^XpPviWo_w0+=V#dw=-j<dKw7(fuG%?BHYYyNNl3Q+S30-E1*NCpgV)JdJq&sf
zK}J7-I*BR|2HNQFg*F?i9``emXg9t$+7B6mzF$s4rwN15Ywe&qQw>;p0ZvM9K$}^L
z7a-mKaZS<n9UDpht&1oAC;18AUCVIB?RydXZ$q5-AtVKzMp8r&65~bupIU(EbY*Z3
z3B^ABjQ3;I<~q9Z8WJj!b4qIfU2v^^zT&&uX3u1zcAS>c*TM;HTT<n7=T<uZ1J_{=
zqVjbZHn0;At-sL|u<qfhW(3-DG6<c&7>qXKdkR;$8*HX^h1IMMu$tdi5X1qN3mjoJ
zuPv<Rwv%(-S%2FZ_G9~?{m@}pz1LHo<8(wJHXS{K*(cW52@z<ejRsuaLQebDW?EBp
z7-oUjdpKbD;GS?>Gvl%3uMmNq%i!<23V{bUA?Sn~&UkwxFf<naQMvGqQO4$bsiW=q
zSq|z+JSW@p34RVpEK{J4+h_dkS9vUdyfT)b>$p$lV;{LK>748cq@A~7negcA$oT?v
zn8Uz;jshSF99e|z?%{CS<BqwT_F?j>E%<EVDvX#h4<AgKiDA>`VC2mC7&T|Hob&F>
zrOw!LEa;)<n(wzkcY;3=)G+}zGpx~mKv#6{^EwvI90#+A@69fYpNRb2Pwu~K1<d<4
z!|T`~m`rEj8I%H#u)Ie;Z*BOl=_&s&dF&&OH$^@Dc@5NURC{^wC&l|)$KJEH&aGgv
z#uBZaY+<p=3Kq4+Ls-*Fcs<?FZa_bbm@pm(TzA3j<^uDcwSv%26$F12@#S*oa<T6k
zc)4wZNs>PRo`DJQ49kUw@QU>Q9}K)$s5Js`I;setIxU0ahyiFj<O8%FJQ!U+`WU^(
zjYs!S#^9}m!*v~Sq*U&C8|{V+#lo#_@H~?YlXoz@+}+`I$Q53DH>pCfN+G$+GI;OQ
zK+>;-*>$bl&+FhGc%3*7lQ~Ewe~vLHpaES_YXpE`SaHBF8HWPW;1OB)uWbtt?ZKeK
z!)u)U^hWH*yeljBtUKhZSZZOhJ%iHV=^H7mxUUH5)-(VB15rstK~yBP*Wn*vKHwrq
zz6ItVHVSMIZoXK$ZGqQ*7ey$JABE|(4@|xh@C;5>&SQ|@fKI4Y0`NG5WM4wq^@5ru
z|Jv4Y7~NNTBil}dRNRXcf$)4m;!I)1lT;xH5ac$&>*Ps6^dmC9m&+3;VDj*U$;%&}
zKH-Yh56O_n8*aY=JyE9wfJv;qX?`{1@;kRe>*Z}=_vt(6G-4!no{oC>eF*}~<XuRX
z;t>SI!_z-T5d>l7O<ej#!xR{=Sp3jz!|EHTHK<bpKzKx*#k*UF$tFkZnVn&|$X+H2
zt!H&Yo3DDpZfqYoeAr*a>+is3+Uu}d=J42Fi<0b4wy>JhUN&p8$<lGyAeo2g^TpTL
zcr@_I?vJFV7%--%AcSS9%N)7hBdox%_y%efbQb_lJQB=NXdH}^cLn~*<&Qmv`GL`M
zm&hi^FPE*u`;%wj%~7A=i^XfOWXDl#IS~vupCqh5<cDc%wxj>#DR3O!4|bpTmVFnv
zWI;|=<fVJBk^Sw@CSc5W%Vo3X=3_xP5t^&}A7sElbwYOm2+zNQ?B8$WRB05B76xN)
zjyI0P#XtA!oD9py9?xj3-EWqC7uL9W$%34$$V>O$AiIGV5xNUNeEBU|POP#^?y#jT
zHU}B?@(dWLZs;xmp}AMEICA~J;&Ki(cJkk&`vWpypgu!)0brl^1Njfn>@zv{@wVx@
zKO_SN>ML{?fMiZx{pWB0swmugoh3Rf>IJI>Z82xlKHVRb0R#0Bx(WbW064+O^fQb8
zW&JJJTVi$WPV5LV!#yF{s61o9Ks7)&0f;HNfxKV-kW-KUR~x+n^Z*P0%|=_y4PA-R
zhbH4hc#iH5%z%OV1YHDx1xIQ5ofBQFG|l+P#j|lT^wC3R4Hz&`HRvJ$(Z$zs=1SJ%
zyW@Uufz~UmVY$Q}b`zA6WV=l<x<51n2I>oHQ~(&qr*YCsVf{BGyFG&Rtz@@ehmrkd
z?>x>T)MLyz44gO(%lEkJ{=f_vs86U-0pMu9oZo)ISdU4ShT67<?c{E-AJtb5ym9!r
zubek<{F1eDXt3T7$bf<Rj2aIC)_5O7n+^7GT-^oMGlix9Z~!`w7>T)?_R6lh9C)+G
faPtiqs1f`hY~BGF)v__+00000NkvXXu0mjfcSa8H

diff --git a/test/python_tests/images/style-image-filter/blur.png b/test/python_tests/images/style-image-filter/blur.png
index dfda77eb83716f596d8bc935653774b24b2ca4d8..29b72bfc382ed4b08dbef582a4a5371035df8c12 100644
GIT binary patch
literal 27215
zcmXV1WmH^CvmFL^x8UyX?hqUT3GN=;-Q9x(4-z!N-JM{A1$Wor?#vtR`+m(?Yx?vl
z>*}iAyQ9@q<WP}5AOQdXRQZq6p8x<T$RiX00S@w`?^0$70DQ%hmzL1<$~p13(#IJg
zJ$-&SYxg`qGjN52!ljXe9mx5zK<qKcQ!Q{%k-=^@VG4&$uP!4Yju->Q#mES!l!05H
zt5s_010w??4Y&5@6u|Z4cYFDBPGH%;-{AV|O^Y%$i4&0|l>5cv!<u@!e-*E&^Rag7
zBmKmC`<gxG;9H+=QQX!<aN#+!T2l8WAqkvDVhp`dc?H_{h%dqRv1v~CtH17#HImxZ
zV8#E?Iic&o?<@@pLOFeyhFM#)JbrD{+!fV?QcI$UfFGMi3|dPb&1f-1g$j@^1Lkkn
zAGW$TsKD6a3mVsMh;|yK#H@xh0vI`E?#HRzDL327NO{i$s_tz+CHcNjkN?*eMDPQF
zJ7Wn=2u*+bndjFq31k{d#lr(WL!_WfJM0$`tFLYLCRPqduTPr0D8B(^!&oncRr!Ug
zWDG!iUbjD^Kj8PC9(*UAZqBe<;C+r?KYTVPdmqLblAtg7imF_MFsnCDEaxC5i4`;v
z;6JrgD%K=TDz#Za-Dy-BQz3;5z+LLQ({QF2EA7Auh8^Pjd0(}46$p#2akC@>w8a8q
z`kv#NR*TG%?BExJkG~{wylc-QZTPV_V>t832PpuhP)D|`y@^8hG&>wR+SB>y)Hla3
zCnoCJb1NPFOyUpxyGnZe-!eihN}DVg0XDrC#wH#3%y`;AqqS_A#kOLjVm-}OBsT7U
zO1?`YKDAZea&Z+;epAAXEH3M0sE$f1$J=wi3ER0bBS!L{atW(GA!d_jeKy{6)mQ*n
zJXgC-5)Xy*`&-orh`sAjz=uqSM8bkv!_~V;`a&LIj=QkLZEqMRrE_mE-l(4en&#*n
z2kMTe=dH9rv(B{5zF0o~dqG??N=uWwD*LDIp+JmxHSN95VnbRZKSzY|=GugKhz5ds
zrRyjG?h8D9574gWhC!gTYkPM0PDY?NEM(GMgn&qFc0oTMLC$Q|`u+)5XZ~Ctbi8X8
z*Av{9HlB!kLms|w_z=&_B-B!}ip%Lndb9H1{}YgO$dgo_^f5{&);A890PP>WzP%y7
z2Z&a|pO`B4OpB13RG1br-53|w(LDu+9+xhjeFyZ}=hxT6|3;ae7WivB5ArQwg(CeP
z`xV~UD|Z_ZD8>m<;c^Zksx<_ytJB2*V4m!xB-gpIk%;mxE0V_mZGM_ns6KvB%xez2
ze|+Bh`MKPCxVoSksz(|(4{$6DJ94iOq*Z<}y*SzP>24;&eK-DR=EPMRG1Lhb%o?&j
zXM~;G03$KRcWWIxZ8XbzT#qvx#apF@j-V*phFspb5VWb?0=jVDWl?6QcXCO9?eVtZ
z(LA4qy0h2o>97~!e_Mhxq@cSEP!*&6Z`3BfKWv~q$QvZyXyINfx=YXdK++TPJ-a60
z)uY0w9?CY2HDwd5obA!GLI)#CF?18qy}|VU=J+OlN)+62b_rF}oMiSGb|9r2dyXz#
zM4@8-83sH|MRsBj4L0W=)@mAr#fA@}qP>e<T0fe}h2D+G_b2Uer>tXDM(%7RDOOZ5
zpkLlX%~@KVAB`zap%c01w<?9(nJy7j?2tdy2MPqW0pn{yyA^ls^ZPduaY)#15SOEe
z_1WdNQhS#!6^hv~a=Y;b^=|%TKQRRCck-0YDuymYE7kZc2Qfzl!Nq9R_^<PORU5!}
zLm%7*fFB9pEsH&ddY#6FCN%jw^pQi)ZI_Qg4=JJ(IY9EI;lV5)`UT%Y88D61oBP>;
zAHNCb4SrStRSf>!mxQusSuFA!mMVeV*C&9`zceO`I~wI+jxm@gwCZ#gC~~ytG4a)0
zc_%{CkS^P&<JY%qs&|iBT_m=}b-%*(y9D#dvgJf<2x>{}z0uG-%DXI_$<|=3i_20P
zuQekKCffgCf#R=m=3GtZP2bb7{-9)6aW6RR_#Vr-l!uGBvzKLv*>A<Q=9cJ6B<q+w
zLYaL(eN8m0EF-qe0wS;TrwL=kzeCY%ar{zjk~W^mxf4VWrJQomHtJlE2nc}$-4#w(
zLFs0DKvBa@RVZqW@xP6WA7UT;eYhnH2NPOq9MQg1p581u<u8j%RphMm=~1$qdTG4y
zj%mgO*<e#uT%j)bitOUQryA9*ZhJ1tFRcaX?d8-BpPNm!`OLmi|GR^wa^`h|`-j5!
zRsq0JA&IXsh#DMvh2q2xhQ;>jX^q9STTbm=yfnKpM1O>RcL&!49NARE402sno)~~v
zB(}FsL!JBUAxyW78I5{pI!f|mP@;Tw%Vn5<O5Nd70Td8Fao%`j5uNf|G{FNaLA=B1
z2V?7Qv@6{k1F}b`{~Y`fmNzs(!!@1c8vhKKtvn90j4v;t`u7`FMBP8C-~^?p=jTCn
z&EXSrh0qKB#OGKO1v)DjW$WL;daf|a_K7_LotQ07H*|&)7t@z{+?Z$jf>N%^kNFNa
zh>$Sw1FCEi;-uUx>G*T4+zEI+pUG@;@-5l2u@Hu)$4i+W>J#5&F-8fXwQDI$94^aW
z+?~->cFM3xyiADomz)MtpDe$I{r(<nW&suqd5IT`3c>*fM~`Fh*GEn;Eq0qARfYK)
zcP|XMiNJ>rG}^5f+@Y(%Zo>Dx?eIBW%qkNLdt(Q481Ws^T7g@=!G!A_{*glHpPWy&
z*U(pfR&CC|YOXaE9-LdY>Q~P(i5_P?SA2+(odHoDWzns7sQlSkNv~lu=4NgKqtBm$
zq05`d)LLIBohtRQ4Ev95VaZvhqk4De5pwuo)YoTf%=7{m@0lW!Qiw{gfnLf_0Ul3~
z)W0F{u}^N&P<}c&XW?A*Pi~8?0PFc;c)Qod4UI!=T~vDYI^}LuNyiSp#>J+5mVNa`
zjH|(`X{PA&WUtlMz$B9Rg$o}wjrY&sZm1CKXNub`cjmR1_KAOb{xIpX;aglK>Ttk|
zB#fvja;G;nFXlJJ2+St`Sku{_c|oX6p3CK%SCm_bFS^X8KGR*Yt$T$<VUI+Kx+)^|
zeAi1Xro-?#5$xM>95&MRNdCSKtUaFk?EPXW;Xvvu?u9M~`{-CC+&{OX>a;)VA5HhG
z8Y3?wL?iuttEuKmzFE}H_vwX4MZYbQ>fn5Mhf0-}N-2j)EhiR1$OAfwS?G!0^hE@-
z(+sz-^FUF{C|PY_-?^Q4OJ&-oL&-nrbjx4eOa}4hqEY(RM9k`AKwrtND#7$JEjH9g
zDqxB(x%C#klJ=Bz1P*Fsw&~7EZx(TH9pc40>5FpS<XOKKO&t;E9wduDB-EZCx)%xi
z1TS(m*LvIw*deP*chpQz8g*hC_A1J&VP$lmZ*&hK*XDv?D(|^!-)b*N9g2j%Q%YWX
zQCEnKkh(vm4ZPB^eS5k>C5^dV9sDNVe0mw{Hl*Qo7VXab{HQqIdZ?`5<p;Zfov^js
z+VACbjFrqrD(83TvD)Saym!bMn&YbdD2$ije{5w|WTiZtb%FdF{q<2}JJzYEYDcw9
zx1Rq)TWUD?VMB}w;9J5gw_1|RzdeWToDIME?c9!=K!?=QA36Wvla(~Q57OnOq|?-y
z<CWdwaniODdQ6M=xlR`j)VmYEl^s-zq~iI-V*v7orR9|d56;&+<&tZ58x|W5&%*%U
zYV>J~vf1v0d~c!9esr=_J_uaqnZOwMr}cLLK`n0A99RS1$>E+o7!sI(+{kCTsGUQR
zffyGrWgM6oIM`qd*z?tBGYUP-<8C;s!VstDQ3m0_EJ|q#v{FisZKo-p0l12xCY?}>
zuCD+%AA(|RK(+^1;(HZXrn49J;vmfQaC!>LcFou1{zN5fU_)+qgXb56!;j3k6)U<O
zg)#nBVF6fAY^fU8Neu2ACMv1;IcJiK8x>%#a6sIlBRdmECr1p`aa=w@o#^fBgde0X
z=+a=Pkc%Zrcam#ca^pI}B*t*ymw$a4*R!e2q#{RTK+rlDP6A1rUQx+^iGi02NrVkz
zvsJT8rgo3>$~@BXQvnd5Ipv8g+Zqq|*mv;mQ+*lFi!Jo!H9KD><Ug!eis^~JmJ7$P
zL4EGrA8|)PZ&ErA7n#xB8CZ94Ql<jj{RrrDltMP`>A=c3*TDr1x(^gUzagx!Bet)u
z_)!8(Tvs+nDh2pSrpTTxn<P)N99q&_fR5|LvMHSrPFZ>=c%jHYcfRV)uAK(WEL4Mh
zOE9Lgw>z&zfzkwp)Y|Aj+F5#^cR8g>*C^vm7yB*F@Cj1FoGw8%^pCl;bgrLX=+3PB
z>E==I(<xHQeCMe^yVcB6IVlI0lIhPEfi+%etLZ}=MJvvm$&3K7+c$l`k-h;%sjF+)
zZ4f>sg50r`=MT0tzhAJ?41k7RByS#P-#Wh}1{k+Xn_}zM$G+sT-1Z5D=I?Cl7AE6_
z3ORV@TBDoDD(JzI{psJI9T3~;jdYPv63wc5Z6EziZYL>Oy{IUgS<`ZRYCE%?jh{a;
z0Mb=S2llZ4B3vDYV%&desdMCSQ(-B@1{`z;%9h&vsab7?V>J+o4x5p4zC7W{>Bfl~
z-V+hK1m5|+1gA=SN;6x>&Q+e)RtAz#%OuEt{pT{fq=sbakCg8fAJ|_P2$fMyAAWSt
zM{)UNz+m1X=A)!kQPSl_b)IR0ah_s=_UCr_M`>M^A!3q$5o&xYdu;b;Tf?n#t&0Dp
zZiHQ!QVEiJKK#&=l|P4{X$GwnzdfOT!1LJ;hs*;DgL2>ndW6y&;#Er7OE(3zMEc|X
zvZtXgZC6c$Wz6Rt#iDPY%z~4PZ|Uf%M?sUcUG?(!7KEfLJ6pIu5@&%%L@TAZfUZqy
z7*Hv>dJsW`8ek%d6GsuhZU*^$y=(BXpCan=IyGvs4ne((iJG)jzrV1Z&&l|doLGNZ
zUHdFxv8#44vLf(4@2{DPa|NOuv$Q>liXq})D-lP_>lrOxl|2yrhXqr#+`<Q{g<m=K
z7N6I{Bf`^DE9dGoGWKAo*WJW9!{Zs3=J*A^i3+*bPo81+V^#2<A*v!zDW*wZiY0me
z!OMoj3OXc)^XL_wbessq?R4WsDX9GPq6)LcqOeaDbX8`rmrGMr`QLJ8Y1MTiD?DR>
zu#ya+k`j(8Iwky<f{+9YA3E;Ru&BPgILCLDOf6_MUHQzWkgo1*BQM?+G#PeVP)s3k
z#B&j@u?hx-3@aggqDF`bz5#?xj$R!FjQSfE-2({l)INqZ763uFXzk=ukqyxUuf0$q
z#E#As4tXj7v?u2DDzVO>)MI?-`(@ZLmcx)5fxzv71X2EmRx09UuohBKVH8*|feGc_
zJz}w`8$RTxoC)Ymtj12x-;LCW!2S6x#yQ2V*4M;;fXzO><@;%pi_M3hU)-d77G)P#
z>pvuT-AcYxQ8;DkXhPc9yzU+oQ_PHNR_Jtd{MooC)a?6#kB(n`rGIv?`G_=3Rd68@
z9miG@uSQBrKxs-sBay<2?`t+3Yr|Lg&Z8ek<P!do!UXJpY$4OL@ls*P`57SZR*VwE
z)d{f3qzHp7M5igr%RO`9;g%HhE~nRmGmFoXK>4c&^P{Y5u{GzxL~0Qu?R_8t@B-Ex
zD-kc&!M}qSk-(2$o{IT0i&i!UP>Bncv%LmV!<y|uFVpt0NCq9oU&ws9i$z&0#|)w>
zh(gt7a@HNVhy*TBn2)<rz%Yf;R}3~u++uK6;;KB}O05n$WC$%1CMbj9+nc~Lrw-v$
zUFnFliN6zAvY*V3c&(HS?1OsyxU2;#f^M+r@#ciUG0_?<PS*;7#QK-%H*g*(m61}m
zVA<IdJnQZ$-D`UZaEOx=6EODHLVfQO?xOTk{`aAe-W%(E#}qb%%Qd;FUU^|O-aO+a
zBgt_w!<U(Akj8)vT<?&XU(7x&McMkjCd3f#I7MC?38hm2X)u$U5;PS|5nMNBRf5zb
zM&Kt;z;yNJ+v(*tY;n0la}ryc+d&HV@ubnhK)Rn!Cc2uTepMlC+wb@d+~&IqUc`@}
zK{EyfH~Y*zx+ON-1*UvtknQHBf=e7_52v^PXaJ(sq&$>y{l=d{6D&JK<C%@5HN&V|
zBPKmy-+t4dzvG?GEDp?Qj)$~sk8`26W@?H|v+kS&dAH2$_G)@C-s9nUU~VOClaK;Z
znkf%+iI%$;8GKIumsjkpYUZdCsTfK>dA&@8IKw5_0BBp2%ZR%gQgsAgGbBYQb|Vcu
zkH{0_Gb`4#KsoDGZ#%RZ1VFU6u5TdB@sC?2^|<+D^~XTTC@9z<*3P<aN`T_4s>$am
zog-LwX)l&OW?Gn|;=k?NY%-~m%Ia1+3au4p`xdF3pP?QiLxE2BTdsseSA2VaT^~Qy
z7OIxjyit=bFg>%Eq{85_;mQQ(LK~Ut;x^53rS~kRT(XHEAVC}5JnOQbSxKIxHQkdH
z*qMDgPT)<F2{smJ_$tho-IMxyw${!DyLl99zS^Bhe@S`U75BOXzj+fZo)fzidi^}K
zeW&9o+{QsvoBN{}AU$ax?0T%*KU5j4bSG1N77zN%<t)TQFyv4n2|luzGM}n;I=j23
z18&ZqcU!NOFr!tT$8br6Ivabl5sP(vY631Q(^JCc|18C1v@eHAv7oKV`GVTD6<G|Z
zsXF2*Zal0|osX|m+Wz$L(X{QLqSV^n7NL`tRB@UsQ4&87%#cyRr5ljBC02x(emKHl
z5+vKeQwdX{H!sjBNbB_(N{ym2JbA73Gx_6p`xB_)bTylapE92~CsD9dOPGuKHW5!f
zny@a?LF(K5Y2z*rlG8Dl{8bt~_6>K`63aUbfYtPaFI80AQBmif6)DR84L5GDOH}Oh
z8yY^q^L5do&RtLo4i}MJr!R$vGCoYgoZIahkGdDsO!;URAb02M=JLcD!o?G^)GAB(
z9$Ux;{0q_oY4<RiB=52)^!Ijf7_Ti-!Sc5}^=^A->B^HRA;cNy(*Z`|4u8Bx-ZaVY
zHZtm->hjtryrJGf0;84mkuhAA9PS{MrDO?HM#ChmK(2Gi1p}RZULS-kwUZcqIVKfO
z4RZP@{h?C@SF&jTFWKb9<QF=mqMmYZbvEfM4AVFW5u_-k4;7g!1%NUE0IopD27c4^
z-gDN~OpKZ=1bEo5-vGj}WJmQBV`K0a#x@~4K6$)`x@H$TEJ#|f*TZxi%zrbt8X_Nj
zRl-<)y-lI+Y783B1IvC_0S_9L2T1J5i<z9fOn*!`rIxn*)#FW}={UtW3)8reE_n+u
z)08g*KJVPsAT$O2v9!Ip(Po5AgfSmZ;VoB9j5JBB8^Z%i)-F=}hRqWhAEw-C`{=qo
zTO6=N$VdvSSogygv%$lLnBdDqJi_f;XtTnGnD$O7*u$z_8uShE@z1FHns2;#OL5`^
z8DM7{U#2oncUCV{)|7bW1CzT>yG>S}jB0Etrmnz!1#{p(d9Hzyku>1%Q3BTSp+Y&e
z##tnA;~X;CYS0a<jtB?ROq#y>s8#m{>W}&s+H%^3BYl7Cq7zNxrn{;edb<OzRd`1j
zKz6v^m;WkP(~B(S7=6T1(nUqT*la9#nN99hpU5yEREMeHAo>uV81>X;25#~CIN)HC
z7T!Ta1U3bo@joyV-0NUYp=@%HN@%QD(gO>)vhr2ZL&%0VRAR;6SmfFMZbP4hBWRw#
zv1y)PvT2@Pu`M<|rK@oNzIj2cq5{LuG!D|A>lp65IaVQX8FBGXd<~guiEUfVt?ek$
zGOUX`Jxab7Ti}Q@tz(z8?abuX?1R3;C^}}#Hkr9O6v{sp@KS5fJ@a4Q+4bJ8Qg9NB
zP#fiq(A?VgnavGi>{9fq*127}e0D2*@Iv``Z4l^#sm<O8+bD=Xm6TUBp9H3YdLTeS
zO|3@WyEF)hFsTk<&(RcIW0on|spN3!)$LsPY$yRipS&aN3rcJJFN@fGq0UGk?&(L?
z-9G$>S7QrKae4$BrA4t(+$rO8Hh|H`d|!VPGIlg$1pk5)gn9=TOG4p}I;*ab-Vq9o
z2bhxuRFo$jHVBfzUC;wh!Qa$^y5A<y)1*8<;<&<y`q&6GzPx8+Ki2?wm?8HE_?c*C
zXrn}Mq4Hp7OmIoY%J^eq-R})pdh{@NW6?_6ioL1pe#vlKb*Go#RvcMgeFtc-h~M-&
zx`>gON#pYw?59z$arf7WcZRh6mbRHNC_?NAKT-j{{CHzx353q$v?eyh8>brmX%UBc
za+mpY`c9$Dr2wf-<S;a~G|QYcTcP_dK>nW)dfsuCS>~RV7@|ccVxLy^h5|e0FbDqi
zKb?0_XmX1v7m)WExr-S{yy$9)E-+R4vaL$)6~S~;Z~SP#>}UQ63&C8d4FY2WV5jyo
zIKKLRPxA-<vtx<>ce%IaGyyfS@WUi<mXvi!AJbEH=7$#H=V&V8T6;sn#Zcu^1+A~+
zcgJ;=x%0Wltzy{zFMD!d#{Sh8rg6Fv2|Z%i$&g<ndeE9$QIV>mhwatsdt4!5Mp=|H
zIiHLOsXASy^^6bk2kcN#s&0&_Yg9ojbOSU>z|Nq-#L(tfLVH$*TI3sqg?>&O8`uM<
zvu>p~HHuSo6Wg=|LUAYZ$bMh?qvq|S&OgbPAeNZjLoq>&R!VGc8<e7DFe|){b8px&
zdmE;ib-&1!IAB2rxGV9?KaHup2{I3a;yrNA>^@N*p_S%k!*bDXEPAek6@UEn&Hi=N
z6Cg|`hv`#%8a|R6imqX_b^Cn((f=M!)lfw0B$kQ)mKhc?v1;e4(Dq}15B!KK>6W&s
zLQ`(&yYz7J2+Vk4c{h(s{%J*+p#ra%++C!SC0e0o*@236ptPWQFnUwSO-%b_g2V~E
zX6FJJCP3mlX?M@h^T=qKu`u{4C4`{YBFY*PEdn%+*q`I-X8dH8Fzr+xWi?&Ewv(gK
zfz<4fU390{UalOR0rN<by9#r#AC^%Q*l6aaN>lX6BK@mJtR=d{;QeaeeD3KJ8M1il
z9kNPto(SUiTAb9g)rEm`3m-U1gtLyoNR4~80#_GLP32!mk=ST8D7C2@>=}=lBMC}X
zLk7+?x1^?y2K@o*mS1v%-?f7rSS+5LmJ{*t&)|jVh*+>1-xpaD@Jzp8;~P<k$!~ns
zl(@;(Bknv%mlkQ>t|8Oa=7aUtg(_RT)*@(rmATHW@pUE`=aW2&E;gxKg>hF|2)}<7
z;dgoF_Mju_`Ma{<90h~_<qKil_tQJK$M5Q4i}RCg@ZZ@umb8LG$h+%shA^!f$!z^q
z0QBs2W>e*SEws#Cli?y|t(^%c<;Jc(vdJ5ErI{UrF6E;I$*MGuMgddQ!UWl`yw=-u
zA7(u4Urb-iA&bJOhwg^@rP&9B7ZSJsoC2B=I@X2tXa^_gE+<HQvC;QWKkLpv4eQHj
zn#W)Y)$4Qh^o`TD3HpE?gUFU|Tmn?H@!?4Qq4$LjfJR5MTiW;Kxxze>qOeugx~7B>
z$VwuyO`_av7*N!Id=O}P|CqPKMLg#NjN4<tI%o_Hr7z@Q0QMwE;=u0plamfnZ}Dth
z(Fq4eZ8Y(OubBvG!{{6eGV7ewi9hn}?KNikWcIO6s2H+|;DbccoD^K9d2AC5et74>
zy#wG(cBpa5BoTi2%BlSxrMRK_zfOw)FraD}z21dFl_$esAWtNY^oC4vjfbPvi6}3+
z?@qc|u%kV9&KDrwt0*pjHM`*%_PZ61%q^@W!16<WL$)m7A+yG<@m{yjE^@z+qSZbc
z@o6YddiC_0pLN?4E2n6$8Cr<|i<mFSJGfy7)|?tJDkn91(Dj0oork=E#TuA670gMd
zzGH#9Bxuq$q8UOdzJ1+oAII{wtBT>iyrD6<V<OA(>(7&%I(oi&V48B4vHiv0$@%8@
z{7B>1H`%*lg)f}W+S}AvzS-@7DETEZJ-Uah94wveDO8brgtWj4YrJ&Xoz?Ve*!^=f
zit@0lhMV{Fm|?gZC)k;beH`?mkq&oK4Uhrtl=DTi2?<5{7t9Jjk&Qf}Zh)?#ZeR!u
z6Guf@Lxo#&Wnaa`P%aum7gqf2f}@kjo=#h^@B>4`l|kTguaqbrAV4Y~q35)e?Gmr2
z4tt$_t;{B?B3G9r!HQ(BPM@wy3d$9)aeXeC0!qww|Bc6JF6=Kewsw<EREdA2x$Y!n
zUwLrY?4BW`0LfA^jFJ3UJDC|LsOWJ}qnO1tCu>**xHb!#T}3EZixyJ<Mqx`fK_jmO
zym-_Q6DJ5B!UW0l>gw(M$#R5a_SE}1+w!Td9s}DE2M`{0dhRZ{IKIQ5oE#R5uHmfZ
z1%uwu-z4KN0kFPBM_vG*gdTjv+uaB}rXG78S2vM@^>%1`DOoRZ83PVJ<IwJP*wu}F
z1TfyY$n5b3T7G@~4@Bp?K#fZ+5O>Sh6Pzy1mhEtaT100>S*ZP^=BR);>&C=7;yBlx
z??8qme%(LlWbg&}89!aT@jK1skTW(vX$84~JyzVNRUa?BJ$3D&L&}XTa-5p8qRf$x
z(16fz5wZHIIuE~rM>2TjkNe>I^QG6r6=HI(h~!m$`bW#yVB*i(*Y0Fu$HjZyZU+pc
zuG`=5#rx`UP!hA4vAwBzVIv0U{vKUjzl_0as+3g-u~j$EKkL@SH_cUGFX(}lHMDsh
zV`^jPsPkjU5LP4;`mNr)h}Q(5<7G2Tr~(8rhkLjlyz(|eP<CM`ZeIr+Yl7|I8j$GG
z7jU#RTeW3={#*O))b<Z%MO!Ze9w}XHR>21f2d>Jq^$1wXq=LnhyYMX!mkBgS`X!}G
z2<+Ll4&6>Vu(h0`=XLQUklP)Ym=2r_Zw$OUWBIhv(bEfmu;nv``^C4i2v8%11sgtK
zc@{h(f`nEr9}|Bk++m0WsFu^w3e-Z^JYR$rO~UWiE`5)cs?F0@Bt!~V4$C*kJlvp)
z9!ob91|Um9)@HK-9QzM#7+F$_Vt0#A@lL`!^zw2X<VU~7ekFYP#k0#xyZ^Og>V@tx
zBl_TNw01g%Yz85G73__=#!I^L^hkF2(8lytzmmehuW3if$aOxIY13^4F`<-1ou)R1
zxIX`B<{xMKBsH0gBt!ZR!SEhamc^ObN;!k<#N;x5{C~1x5c>o1@5iOCo%fAs07#2W
z-$+Ax^MAILa1B1llFE{aV&`gn8QdO>jZ>eOs{e63I>E~HjC!GU#;50d(s461YH`M;
z)eg=<fBu*7IRXFR`*V>%ZYA2)s?Gi9(I2;eTdfFtf9seruQ!P)-u^-giaCetjjZ0D
z&i2$k7E@lRKQD*LZ-$EyLGE*M$#mNR`c<=MY9jKEXPNjuJTlMyf@F^_q8#rREN4~6
z-mhJ#aZmUWf2_8jD<l)(r=+yO&c!z>tE-aXCQW5CjaF&Ln(t?quy@4W!PMd&&U>*A
z{Nn(NXS`$`a868+iKoPyI?avB@~ZS7(TPKLAD6V_&;Pw(S}iJmxK@8;=pp3^tx5cu
zIH4a&QA?CbGQR=IiJCmLmgZJvaWz7xIg4PwRuFXi`&|>@L2hS=-t3F2p%-l@%9?_r
zWcK~D(nb*Xc<}T;bXLYcQXA&4c<hc^=x4b?_4?KC1?j!<RpMFT>utQ)^EQzRUs&(M
zCw3fG|8UGd#$rwUj3_LOfy$AHedtVZp_nwr{Ch(m@BGoySOSMWZ9wZ(>Ai0bzS7jI
zNh94A$w7t^mLM_4xYG0#GO!(*NcLXaXUG9&*H8gbVhu0F$8#9aIlb64+;{K;m!5k$
zL}b524fH%Sy8)$6Z07F%m+CfaK2yo2e_tRrcqEOk-uQVtkLE+C9UvP{aX0;H)WF01
zzxPnP51BZjteXea&#6Jx>?DWuBOC57adr#U@9CY#gQPVf*3szI49j~d_%aoV{a9Zy
zx%)oVTj00RyU4a-xozR0=+%cm>>d$IpqctBH0-r`ZR5U@2%6muZW8}*nuHC1xQ%jk
zA3B48;E@4^>FxU;O#ssDyB@l2(8i0^e_NxXlVD{(AL+;g_`E0Bht4n{*ruDY4D5NX
zUvBmODIpk=u9%rb!_BK_PXgStD$i*P{F5wwOKC(B6xpvn<omLu{XhLhP_kON7yju&
z6!(!6AHxlEj(dq^nEq$v^Gqt2w<ZzGa(bh(UlEdrLxjc(H`5iqx!C>9vI6Qf1NsFn
zn2h-|u`WzRVN8Dy%fVXG(wyhzU6g*g@B8-!4%bsIPPRPvj}-MW9o||Oel2>?U@59N
z^kzg6vgbJ#cz&`PS#Bp9{u}m?q+YBvNUqeboFKv8(ee^NA#}j$F&Ut>!S-Jh1P3ky
zO^@aUUdp!JucV+2lLo}|^2)Ue>_J4c(|biM<~E}EDu*}vk6!u{!V_+oNw?(Ehv;Fq
z7@C|n>+JGL>G#kk&e<3Icjd3|cZ-L=(K)z{oxRmoSF(=y@;NQ=6CuGJ<AZl>-kdYy
z6HdtAFc*5Ud8|D-UBy%)s{|JfrhsIwGVV#@Mqkf~IjcfQ068Mj-dJB^8;T8`w9Gl_
z|4a4n8=prRwW*txMyvRx$MzOj#|poh<Lfg21GVG`9{QE|v6K)2WJEu-n+}}nWVh2J
z$X6iI&~9DsZS<GpJ{Cg>L?cQRi-_+(?}Y!Ud!SNtsEuB^;P$);8&}`EoKMwy=l36p
z!g+VzjM&!$zpC8D`V#h$DX*G2^3VRoBJoeXiI5!)d6m@>lQsc2UaP+&@{hs^{r;{U
z{vj44m|k20gZV~D#3>tfX3mRz+_HPWEz2~9Nc(*o2eXbsYb^>rBW|1R1A%Ghanj8s
zq1+2X1Eef)3B!#C|F5quSi*PcU{$c1k&bS4lh`XKBh>8FbsAMALZZ%vI51>q7i3a<
zKqL<&V&k508n*XAZaZ}y?Gx<#z}l>D-kO7udazARE*w!0kmtxqiFg^?oC&$dJT$_<
zgGRPwc;my~3h}2h<8R9-aKHYS!Sj>p1uuSX-0!5_3CpifG;ejK0nBe#BGg}JQAm9I
z2qyl|8oe!G+im}e5jhuEp9;<t(6EI7)KGR-O+rH&*S(7=ib{w2Yo_Hkny%a1fjQv~
z4u3Ho-P$IHOSk4}z$ACt2F;R;%C3Y{2?-Js9Z>!5yGB@~&Im&<aUbKb&4BIzA?Oh{
z8<`t{JxFI`Y}g2JhpM#sX&mdUU+B0*Se5U#wP!GXg{xAry0g^WdXpu<_4pCelx}Bl
z4_DF&#6Cj+OT>|A4rF(Ruw*KQ(M-3Gni0Spu0(7vg?ocA_#C3d`V%z*>%XnJ()-+c
zIh~Qm0^@iGZ#!c`Rp|P~{8Rnpzt^i6MNlSM%t#zqKy}e|Nfzy*?!g-0DE`?op{C3H
zQFoU|oL$yLiog5N7vPeFe%XluogEx*zS6xj)mOGUNWfZ!m%-OGM7OKT1SC389=ZOX
zH))}s&q=T6fNCc8umU`um%V>zjs(QWtor5<gUDIwMt5N{saY1BzdE+v<@BqnG_?NJ
zq<uNWbgENzIG8oc@yYI!_;v{C4vIcHeNvm4Rs=bAZhW{quv4>=V&GR{LyDDvRri)v
z{{i4{!=Fpa8#ov!`hlM+oBnI>Z$kkSEgD!aS(ppzB9o7GhJ91-|A{u)l!-k)!E0KG
z07Otm$5;_(Sxr?4HSINY41hg>E>pmhR1ZZVft5iDE&`33JH;P@O_=b5)Ks3wUA#MT
zyfm1ZX6$GF&D5*u;*D0bqKE#1n}+7NXJ8wdT-+#nWh>(>CHVK4DzS4>=knVbDQG-j
zGWjJZ&98sGyViL{oH=8b>^Y=~(t5995-ErhxDsM^eY5l*@uWtW9&4ihIN&?r+r!>M
zYI+e}fubrs%Yr%}gD$_Zbgu+nTv4^pHBi^%OqDZbH4c1=wlu=IceAp>cmxv!{N!LE
zAn)_WX>P1R1^U%8hydw)hofZ>b>G@nMtdwIoHbA0%5ea?;0a_!v;Hp9#lWw)cXIZF
zqTMX~7`O?WjjmnvfOS#dtDDyUAdjBi&;6HcY9?hQj7of<CIAL!#D+ZsqE3sgN#;^1
zV3DLLWy$wU^}NTt6>(IFfhs)cOlU1I26pW&%h6V$mi!Tsv>E}>Yv#oaG6jXU=CzIy
zYDZ=$Xl<A%U`Cg~$D7lC<K2>jI;7VJyZg3N-t01l$vF%LceY~^;%3o6Eq0h0<%(ke
zm*Xuf(WTR!&zzpxQ5o+%f|qcznUMi3e0orausGIw;<T{x#*n7O3kjGK*6={hVc<Ck
zuFC@mp&^<WyL?N_eFpIxAw)_Br1f7<`EFKpd~%YGGA1%(l0;GDpJb#RHq!iQlbVD8
zKW+7r`BE<Qi+|ATgUMV~)5VGyEYwP84WIFKx>V4f!(!93Q?4j7M5II9@)y%x{X2Jf
zH<@Aym6}{funpHHE}cy)Vsf6c8@2m;Z_Yk0j+ILaNb#lS&we|kV7C(gv?9BrfF4w|
z|F)XAH)^lm#QCh6j6H_$6i7?J@L>$|qQg$2EXO=jH<zXeq*_CGVFqQ4H5FiOGK)t!
zHD8FcJjoXO2<2b9u|YLMZ45{WLWb>|+_U+w8{aT?@1eN)QH#-CZT&0(2>WiCk~gg~
z$@{E({&mDsgz#JgM@4A#mYTCt0C9pn2;7?RQ-Up+Bz%z~s%YN>QnI(KIwe)Y*ddbt
zF0p=srKgaAKn^aINQ~#~(hwM}ti3bt1lf3=Z71OE3p7$+fRo80Dl1I+8?4DpDSd>>
zgNVj`;7s3<x8cEi-Q{^9@-1p#vEg+id}Shm{{)V?9T*Fyrf!GVAXuE3ysay*xj@N4
z+2wuv(y8&;1Br6PBBg+LYlt%^Img^rEF0anW6FaR%lKUKx$utj#Hs6y`5C%KxYg(@
zYKwk@G>CvIdU?ILehzi<R}#Y@x^;FipoZ!j5wHE-<aOJZ_o_^0$h**3bU`5oz;$KU
zG~@rkC3lU9zVP?-fYZ#Q?M~_Lv$heGWtSzVCV8#RDdG_ef`l=ec)-U2^mx1vwxjq{
z?$1BU5yiC8`Vn(uA7OXAw}tzWdM%|3?2<Nq8z3&BdiA#C65c~;a}#!LA$l7Qy{o;D
z(H6i|5%EP1mM@kV^_NWZ#!+%g!#<1%+&+rSGKYKsI(to7+-<!e9H1N8smvy3B5)qm
zLUd7Qv-q!3itYBlq7j{!3@xV>2leSD!lE4xQri*XQR%A%B-qSL8+Rq`X9G-bm&y}I
zda5x23BZ9~;kqZDe0yZ67R~y;5*;Zq_t$jgo(cEzO`^=Q^!Ez&k7qcGiB+wO70$lh
zYIt{Pi{g2YY1f<<rl1@pdt;mfcm7ydPluif{}-PAvUPjT7l8G_Z|}v-p-gbYJGapj
z_1wRd!~Bi&rK!q$Jr*Db`;%@;^;zBtPSSW`5#jcqfbl_J?NJn2jSHOLd{v05^_l-t
zI`;b(6&d7dF8sBkD*c|4eNBz4$0`xM-;aSbSZ0CJWiydMO7JjBHGRYC636a#e1)|;
z?;ZUMAh3%PjvECTT<OCgKyRU@66&K^_~0f}!RR4i);QY5MW8bF2OfFZ8L^`oDvIp#
zfmiN+O!*oxyvvFnt}Ium-b-aW((Aa7>xA{qWRSgD3%SsWwP*jwbFIit!}>8T)qkRe
z7|mKJ3AU(J1C6<*zI994&;EPi^EhN^&-?t}|5CeuRv_$QWwu?uTy>R+Roji9H2dC>
zhn=ilFpw1R;uOUnh##xsbs+GlOsf?pvjXR2JtsS{T7K>`jPzbM^lu%W(rNq8vpKH4
zWy;n(6b8FJKZX}}9g~;;Cn`Le%(~-bnJ{k9RsV_cOhx9)PxX!ay#F}dB>WnV;!4Tu
z)l{XM<VEu06Lgd#@~dJq1ZnmkeqOiO_;iC$ByocR`7?MD+uYD0ol)PO=Xuh_3lG{_
zYpg$h73Ja7=T0Ld4@~c^svKS6bNxWG4EHL;m3@{P-iNaFb1?`*eUmKCpU#nz;+BWC
zGY~n^>{!iKMoKe75A!?zXQ|gcmcI+OjJ#)JCHKc;Xey!~|6I+iTn}DNvIpx7E!WsC
zVR0?M9=@)-0zU)Zf)S#W`)b=&i_1>}U)jG_+vNNHGKg%zVsm549NQ*#quTd2)fkrV
zG+>GxzFPkf=5EW^<GS>z;wB?{k87>w>pF3TP8aZa!MlHj4o8TJRUvWj$~XUqW3!{`
z+Yv20xE$?7uQ4KW;Xdhd65%)Cr60rNDJ`e!cs5q<kdS*f1%IW^+f2!5r}X}K70Ztx
zo3A4B{O1UQ{{CG7n?D?aHYef=-ng`q9Rb=}Cv!(ejxtUbOS6%70KCLoxSr&#p_UOe
zL<@?G#IBH*?8M@^ja)YXnqs-%m1*`ED;;bQ*K|Ovt?_e5pyvMbI}0<d@fbqEZMmVI
zH0L%5&?0MfW~?IB4^q)6?{l&nAx0%l{+!`n4z+^E(rpW>7KeBW03qHFQ*VUxv2k$E
zvS_$)=iK5qA!6<CKT@%kY)-G-bB^!_956l*54XIWQVi9)?g{_+GnsQkhSA|Bj3sqo
z3ff=4QWQ=YcNF|hFscG>3l`%99&p##O~Yu2+;WAeI!L{LWjmQ{t8Ycix~6L+-N*@D
zgIVY-HiPND_FlTqj^-iD6@JJd#c-%jW5t+v;}b0*UG*y3MilbV-3pcyhA1+fO?007
z750$lL{H`vp%aN|KGFAd_7e?+2n|#hwzIrX5<VYuX2drpxtsHmde9TpFt1aB`tMao
z=0S%3?)FMz9mGOxBzSnwk_nT67t<mG!X0nD{-pcNDRDOUmxv;$c{FD_Zuc`(rv2vn
z@i~zN^~dJ?!p)cYee^<9p2ARVZ*xL!Z<Z9vqVLnASUzW7T+0hSeCDXVPX4e+n#qNU
z5Un~GMRFa!$0q}6nrrMHg?yBApH0XDSekvpiSdNm(*n<bN4H>|L9tcmvV*MoSraBV
zy2()@@SeY3r4yN5O0~X0R_8;o#4*S&P!_TK<mYI9$)fY-r=|(jd$FrATswrNsLL}c
zW1Ts;TfI4Hu=;6@={&XFt$wHoQ9AOKs)E^TJuNWqne8Myb~uQm=3MIp`ts-vojyYa
zhF>?ax9F1#g43GF_+J$GTnB>>PIxA0*b_D*OsusbYetoSZKhGeNZS)cBCAI?YIgWA
zD9_Y4CLeA8(>DO8e)C~a-#HKz-;`YI`(*;uAu*5%;wRjRr5EEH(^>xzh~ge*D<(Bd
zU>>$;%$KvwgPq=gK=JpO4QA|XP-tvBxzpbaW~(<<`0>6ae=ar8mXXN6o<q2@q2ka2
zW~$JE(2EIdD5b4`rs#(O6GM!nh!Xs3_;h$%Ze~1&^WV5oMjoL=C&Hs%`L{lfKi~fS
zx`xscF1;!Lk4f17?E{-(XA(Gi7QecfVE2YFd}u>F6=4P~w=KHokjeWkp$vEdy)!nG
zPJqEls|C|z9zv*#PWbxAb$U<C{SE<365n+G>PyX$mbTnfmVxr6XQU6psvrT{Yiz-#
zF%`e(3t7eTD}3jZW>1`n3c}4HSO$~7$xJYrQe?`e&P*`9dy7>H(j$q#{;*KnP(|of
z$L1C=4tvs5==V@&;HO^9-#^ZBktLtFD;#_1e*_2|MRK|moG;Lh!m%D0T&(=;J>(C>
zOx7UX`Hi7T31MXDcR%Aqk0d%BNHD4xbfs6J0Y#<EtL_!+{SHs;8R*e-J5pQR#c(BR
z<#iYpB{t<OEb$?Ur^mQnuQ0xqOSftSM}zxh4qSg=+PwXKg@)&m|L#01OxBDsfK%V&
zyJ)dRAFHqvN)CKl*sYOR@9%ep^xF&K*(;No4mb-TXYRBf*b^rPA~;e%Pszvws=4|z
zv@kO!{8m)39%d7Un%K1!s>5Jz&i;7i`ot!1TnzxvV3$3Xl!RULSP8I^i$EWsj;ncY
z8ix(iY$lUG*CKn;RIPb4!Up97Rs&yv_>RJT;m7FC5DrR*_cK~EY^K@7YO=el`0Ti{
zI-maJ>1yKhbxZbr-Ut{*1gT0WDT7j?z#GE0dx^&fwWAySkx-v6aBbdu8*P2?y?I$9
zMuePRJ>vLf1ak;@B6>m~C?>B&h3oO%0fIJ$>blS+3-_T9lbo`*DnG;o(4zytXtOnO
zpTu1c=F{Ao%+c-G)X%e=M&sHFDwxz9J~G)Y+YCEWv76OES9v%7d3bBO_@G55;rbLn
z3B2sRc4i3>8LY5oEZu54)MGbztO6<IFOMd3;^aS1vgbejOJ+aU0$60f;-g(F_B|%o
zH=K>$nA{DWsP9SQE)v%yrNp~DIZqI2pL<hjlC2`2844A}2HgFFepFOL!D?(ty2827
z>-g4fRkb=~6Z{a%(Bg8;K`P=KJ~YW)02GN#Nk1Doy&<St_ohswaJJcN4yU7J-AcFt
zk|Iu?HesZN*`gP3=3pP}KS3zrqjmJGtAlk31|3X)$oKvt>sWehK>C&&fT)u$?4Umq
zr3$s##@}NXA|n`?wa3k+B)awkesaUU!$=6x{O{==gt2^9rw|}eJTEt-+XzO5K-m_L
z!I8;Df9Niu9R><|U)o%_SH~=e1sYdKPFGL3fm1ty$q(OGUgP#=a-4na6>pA=43YYF
z&pvO8{H6dNpwCD5M1P}c@vuj?gz=Dl_AdTA+zFE-hx=V8px7_FHhiz5^AiAu9xi8a
z#YdBZ0dSj^9`?EDdk$g7u2sn7em-i&o$knpRBJ95!jhb(?9QIqUzZnZ=>elxX~0K6
ztZ(GC3<wRQzS~tJMxvnpgR|jRQY21Sp*)5>fxuRyh6^<7y;iYfSJy?@Ru+N1%vEq0
z267jEt(604r-cnR)Nn|h0?A~k>evPT@A7fs=7~shXHgL&z#Anw(}8SFQ1p;X{=T@6
zE*d}DdGk8m@#5dDo(&X&F23l?N$x=^J$UL=W4f3oiKa@>KSTc-nVdsZwCSt^Z_)cO
z=Vh1o@>Xa-tUHnQ&EJH-A4ArkGmp{sB}A4VM;J2!TEW`q_?9`$xsU~;`8R{5QiIH1
zcR<>%<9r*6zP+L;Xm|sIdrwvVE!0rM`L#|A@8ppP`SpYGX)c;J_9Cnl-)vgvTdJ!z
z8cW!Q6sT{#G71OKjwquB0U`L6SYob7!0_p<e~jDKrD-2_i}K1rAVle<58}Or!-UGL
z=<SB%e@E?+?no7;l0+*3)J2b~wgI~@BrvgyYfLvGamP!XJ!!x<F}79zHy3a4C6SAf
zql8BnJT(Vm?iT<n@?`L{>xx5K0WKcx2SPYv{Jx1j2)lC>##Gv`Zj49`fgVl26iHkZ
z4mV3d*)s_}9z6~{6a2_YgIun_m)Ivh^}U0Z^dz^Xyl#o%lQur2<-yNe@)!*Ft0f@1
z3g5j8-R9HL-VgVjmrtJ;oYoDQF&4^oPi6C8{uacwk>$Ysea1@B6oJwS&R}q8HBZB0
z2HPp2DkejZ4l~UUMTqS@5;XsnzPW>Vl#L~JlyageTN~y}zo<L7@)=JS<eV1r0PC*o
zif0gzMjDh1U4!TJRgHi(<i%`RfPA>}mvsJ+_{nunh`VozaaKBy2icF<*HRIgHR8Uu
zs9q<M^e)72Bi)SkG4fDlQ+t7*V1AFW(slxng0>!#*$vH^&r`UNuh&6JtW<%gd~+eU
zWaDbxlYlT15jGavFR(%DM3>^Wmoq+In9Ej!t57KceujSNKO2Xbp8v*|VydkpW92%C
z-EUn5r;J<?#6V5Tq~{4B<i>8gUuu5_TyZ>XK2AM|FIB0e=K(R8_5ZO~j&cnuK8JMT
zkoI0{Iht#Kb32aK^l3}G!E1?U!xceli@KpcLk{+SJY)IS{R{nC+*NZ`ACnfOWE{9k
z3ZYjNSya2!#^f-k%viLSw2a2JNOgoZ+|7}Gma6n@+;r-L@{l{B)+cM}yX`7Rfu~0p
z%c*A=zindrNAfG`X+=TtiYJ;~GM<Nq3l)|gkoF@mO#qP1E7n_U2*v-ICFZvW4M$rg
zIXG<agBnapW6B1c-Fhv7t=|*n?k1zOtUbP@H&JZJa{kkU>Cvc4Haz{zA>9&PkBtgP
z>$=QK+My1N1?~4FL%?zP0G|^R@^S60y6vVoieVF!^MQkcq7t77<oy3z#$@z>X47?M
zatn-z7*>{fF~Ya8(#8mJD!?QS{q}&431GcDkWC8Jf&`>~cktYEFD{U7s;LPzJd_V$
zuPWs!y-mP9BSlnhPO2g%WA6-VU?UI#`T&(!|0<jNjno87N|ZYrc97#>rpcsVwJm}l
z)?A%B4<P&7>1r`uTEvnHm*(;p#4iP3%KWN0e~Xo~BH9y~AzuSr387v8+0hR2$9w2P
z<+Cr!E-Cy~8%=`T+`W9Jg@(X}F^nO`JbbB=5QwhkgCRZ1mOUI!$aNHD8BZ<$SA-Tc
zOi&<BP^=W<tS4trl-Nm4M_?uTZu*oDl;WV-<lW~*+{4gsB<oSDr-@;)(F9FZti+M{
ze{-b5aP~Wq{#^ke#L`0PN^rj40eD0h@C*;Zm|`eNkP9BZZM&oyLy#8jF{cQf8K1J{
zS}qT1;xty?<CMv$+Z+fRGELq|*T+I9dh5}Tu${|f=su`V6>8J9$g}4@WW~!cIRh_u
zWyz<9bGHtITGXoeBoTJA0kSER#Q-im^;&2P1|yqADAkbwMkNi9HKtB`X~XmINrBHu
z*g68ikMJ?1_D>Mo2*)LsKK@x?9<)^PvkFu`Nbjp1L+0Vn6%Y!4c8~RK=4(|$BbHL9
zlF6A>!j<i)B1e96k3Vw=3-!tN$*!m!+ri~(;v<aImgvlFbDqBR;AUK_ytq&^r65$z
zp%zA!S?teHIR>RAYs6;M?^6LD^4#|NX!ggS!_G5g$uPT}1=+}*dYxdrCnSd_l%s?R
zVlo!{5fT^UM-<x%Jn*>|7nl-9SuLF^Ey6D~vP^b=eJx{#87W$0tAh<v4y{BZEUeWc
z)Io>SK;6X9hK}b;l=x8~#o>13a}v`@f1Io1O?!SO5>PNwXPf;t%?oYV_NaZIXDWfI
zmUfi%ce-><1vF+QU7bidt`DK~4p>en9u(<KS}CC?3XmoLI7i6FdekqzV85i#ZT`f2
zEyayC%9)M-8EW`o_#@z9%8!ceNEa~e1E3a8k?f+>Uu?PWs9IP`d&PH`r|u%h0YsoD
zu6OmH5y_b=L7-~g9Vljwq=Dkt$r9G3&d)8~Y3(c)lohl55-~?`$+N{n>1mHpF;JD%
ze}ePX)PxtAts5s5_Hp9y2nxoAxBKewr0lDwYX~dlJ6c&;poVN@#Kyh}wXo}sF-8{$
z#9N?{5%3{jH!t)|QSj9IX{Su47-0eugE<Ka8eBej*k?o<7%F0POh5;NN{#iwO$5t@
zuxTx~!Qj5y#bzHMR?7a*`I1l5RL(lu#HgM`+lgM-v&&Y%mD35Q+!wkJs+l3-loQ<^
z2VK;7$Bz&s@?){vTS4Raq1Ye6(*V0x6RzC4iiTT_3i$w};DxU1ZEqU+X-+??qn$>3
zu-_d_CsY?Q4#1FTM7gh2<h~xinuj9Ng@v-gob@AakROT+;G=G`PdWnh;;z*3gfM`N
zpR9=z;0B#}^f?Q-l%^z+kKcnYJJXTMeD6<QF<E|pt|nGfK+Uq|jRb*IVcMHG;q$*`
zrRfj$^igusT3U;5<!4VeT_wVbGeimiB4BP1M#ot~bt(59KUh!;tzt}E$AG?xV*)Jy
z39&K8qdxl#!;sbrwy;F7)c4#_xOX!HTz#yLnIPBFVXd)j!eo6>FQ2>Wtnpahe38(N
zrGy%?gz&MU@3vm%^y(muC<UVYC&(?lBoo}|KMq~1C2nAdVXoP2?tSmiI_>_br#<F5
zi*&+>`ucd^+|fU!|9Ld*_GSV>+^lpsUGJBi4eB86Vq=b-7d>q?>h`9CmGfjV)$?el
zfn-)XC<Od4Is&~bimP<f9_^%%Z@dwyq#+o{J}A^3Ck(WATObfVlWfPZR$g~se{=O#
zQrjmv-8=7606l0<qrCqzuFxUV+|uRSBh;Hhx=|FInLjP!5-p^JNCn%G7@vv947*Ux
z;<56|mmmP1Hz4<7+Iz#N++^jMS9Q>#BG)jTtUv5Kl*goL#1`s4OKNkq814hv9mRRY
zut{UlQhxUY*kLXv;B3hgNzGQ7B?=m}n}(ko9tjkmnu74~L}Ncv6uHevh5uhmR~ZmT
z6D4<X4New!cL?qlTmlIY+}#pnao6CGKp+HncXuZcT!Xu__+ksU-`)N1nSS%8yQjOV
zUX4&niJ#8+yk><J8<r$sMqu(t0tNr6U@d`;>ns_4jZAC&NNMV;w&732&Fk-fL;Fss
zmzR?wCo_kyK&g|^paVr;HOKeg7k%_*Ne8a4Nsk^z9fVWsaZ)}4r$Pa%3qF8T*dS$~
z`{n(`J-6NE5m3&dvU`RgmN=UW89B%sSe0My^)NwT_?CG0_~c`38}DbvJJ1OMZ@^pH
zo-hg;<jsnF=XR?o#-YVMWI4qi+}@WG@yu#bhXGk%_9tZK;mdr|JIu|%*|@!T2)GvP
zYXN<ube#Zh)J@(Z=6~ZX(O*vfSe*X*YRe)MLP|?%B3vu**jV$&5I`I^awi0oD}Lj#
z`EiY$-{GJ6;Z#@O)xMu$Xl6*2cr@qQa}4R0H74RO%!em_*u5KK8DN)(8Q@1_J6L*Z
z_HTf4&8ralGkICE`poYA+hjEvUQG6iNL9{g7$utEB}vdgaq~1oSF>Zgje%tSBU1fC
zSlzf2eN!F#uNQT@D+G6_k{1R_J)B~Y$yw2Df&B>#kkaNaEPHk#unNE9VYKxh&=YvY
zi|wAp0Q6G&eu{XT^w$%q9*RBuQR*P+$CN`NdXs8NHq8TnC1B?(Jz!wJl@71QS>jpd
zM$iI>LpTL|gMub8R{apdEtrcTMH#A-Sxfp0{F9<czSv<TmXEJ5W9hu|+{&z&#yXV>
zO^{dKv7N3joKX5P60))LQf?!3BZNNh{4pi$M|Sm9DDh>sYwI3D+Aq#FE9V`FKfEhX
z<&vdUCzu-0Y-3<b_$SE6aFwe_3nj0;z}w>aLP45Elj?5~Z#gdDim7x*I*_lZDoe7R
z3BV|l8W=$MvGt5g?_J4bF~a7$gaREhUdGPqCS)fcdXQz3ixEWG6PE2*uMukN#3eE0
zg@t3@u#j~r*`Ce_hc^lEb|Btvgn`}X$cqkD$ra=KV@=*BeCa(FS_xIHj`@pir+)$q
zhpC{S?rboD^^d3I^iMF%MPtV2fhHU$*bmJwCz0190XMXkiF;8V`wnWGB2~;~Xyw)J
zo&0An4yi~|Ayg=hF!bB<AH74l*fUVzQ~*w*(@8ZEcJ?0S1@@%x;;S$GjJ*L|+7rC|
zD~h#zQ1sxu)_+(}x4a8_zJjp*sa)!=iJvl|4S*NcZxj&Pi=_6ZCSmjMG8HwACEe=A
zUmEcet;lwDAGKZKmjV1xm$<}&2f!|-^&^~MrR*5)OikrCoj;6#iF6MQoQTC``=G^g
z;Sk2gxx_$oKBNh<RDWRNlX}Qx83WwgAdrvLp9_u>i}sA7PSzfoN3AQp$m4-bSl1T4
zO%PD88l3FW6yEY-9j_b8-pO0wy*sOBkHfkFQr+!@(XO9#?tV0T3~=5+gzxwcmcYkF
z&--1K8oHeX&nlZE{lqE!wAA9ksvW?3V`Q_%5wssh<2*$Wsw1?H!7)^WXS&TsA7sD%
zgh_XO?r1C81(QR@sBWM^$Zgu$D<yo`NenL+S8swjbRfGE@o1p7XxALDwB8LzVlM8~
z)r#P|h?H{VA{@wb@PJBDzpss6+tWsqASIcg^Kb?cTaA4%s(|-+&(N~-(mNLv9gfU|
zMmF(UI~9Q6UH0r#{p0`kFqE|;Sa9o7vo*%|2scwu=L_mh%wt}u4^l^?_aO{{L55uM
zcC*Fnem&2D5Bijr>da(Ql}^W6k*<2LAMkSEF%IRP;NW=*N<%DPSZRJbqrr7eAFQQ5
zfSS0_wRKhW+C)q*a=P>mT8V#w&(jD(j@zqVOEr<Hsdi4`C>q$bX<aGPpoDt_825xV
zG$elMQ*A&*T7r<M(VL)Lg$8|X##Xz9tFc1hGO0u1Wm$+v`SyRwE=JR63B7hP&RNa;
z>ce!t7!uw4&EIf$)dwz%x;1WQm4L(1ei&`94im_SzdKAYcaHW<7Yd0he)0E5d1v`l
z>k=LPmtgtb@b8dym|&JAMvNp`Pwg$$&sGUdh)3DBHav#Oo}@tYWXjE({I_~OUsrV1
zPAWCNQ#mmdBUI0~lIc7QA9osmvV@leUy-P<Y7B-qS8r0b6aE!!mJe?wf(vR+``l~j
zDl+)x%cb*cgl{U=Pd*MF{MT*Y)(Os@UqIm5VHFtvfRHF+Wz^DSQps(v1NE^=n<yQQ
za{GnA-C?Y%yK9r`Z`8Ll`<6O8+@D0_v+|&iACvgu!QtTIXUDQZHY{#GOLnH*J7|_F
z@C(6~->g5WpLD8!vcxU}9O40aba&-`WsZU;&r(V@&C34kZEwh+r_4?})}-k(<hG3V
z1kTfFP(MtHc}KfdYx9UZQlw_C=Ka_3eSNIidJ|;;girCmhX48T;3Vz_R?q|zR4*jU
zjj21$VtViC`VuJjo2n{-RN1j*!J&?V;yR#Rv|sywYt0qDub=41-@!)-CEfi9f2NB6
zkND?-@qV`Jh>K?t7diCrN4iK6{usS}Qn@(U#~2?;bdY|a#5l=*>os*(Y7MmBOIIxg
zjO};lFA_E;yh737nZ|8TFdi-xgy3EulESTvI4F`xog81zI6A2t%_c*R(6XmN0c}n&
zjFDh*tcbU1S-rznr0r=0Re}C3FZ1Xtb3oxP6*!0+hv&IZ4A+Kz`%m{p8IS}eFl(G*
z)L8QiMbE(V;idC0>i5J1-Qme>>O3Mo6#wdZuJ$RpQZT5vh*|IzFCQU+!|Nz$v1-Zr
z58VBe@!|%Y5QT)CUJ#`S(X4seF3IKIh2f6!zE{I~!eCF04N&;8dUOth8=^_}rc&SH
zvdOh`vH4pj{5=~Y89fs~v$p>DZVp_dF1cO5OC{IHUUk#o%CJE&6)FmI4w_iS1;ng}
zZ_Z4Eh_M~=?AyD!Cq?BT9#z{X@YHe!BYMHrd%aoZaGg@M;GanrE+yOcCCYi-#nI~o
zAFLtt=I*COg6x`8J*+0RvA$Y;h8CS>nFP+iwPum_4}nPVv4k1b=7*!Z-kFBzRUveg
z#@Swt15#%}>^Da4&UjvMQtr<!DkX33wwks7$(=*d<P$ri+S+J|;@3Ba<KG2_r;}*&
zyV11n`IyABTS8TMse-&xPe#`54J!Zz@tfa|6)vVz+oJTEe3yfvB_WF_>pzu+JGC1Q
zlzD!-v_8Z3r)!NW6Q1O>)Cas`#pyd!Ojl!6!0=(FF=0I6SDFL4@rrmbMccQWr2?*0
z@6BDcHN%+9z)J&hsMOXOi<{v4=%?GieXxC9_>;(<5^x!8pES4Jyl_|#R{jy(I3rW%
zPaJK_Oy2m9{+(lEVmbw_Ks44)Md@EERhV449uSh%hc~sJr47}DSZp}<PX{w+GFv8(
zs;ebN8qO78=F(i;hsAs^_0>ZjF9QhER&cZ~mA`9{iw8pMt&$TnKYwPq9xNB!u*7hV
zUvyP4O!-PFJpWYa>k~-jhVcpTHE2q^+4VDAinoZ<>l~fGt^}_ye*b+W>Gst(1k+xy
zIV8WF<apk#Cl9^TeHRCsl~8VDj(kLi*X%%G{w(&za?+X{dpSb8m}{hTLihmo;DGbx
za)^!vfu7z*#M&PjEk=nexSn!2t2K_TnQ{kCW2`EAe{%q5Z6{IV6)Pm*_DRh|pii-x
z3e%H~G2KflqalxB#wzu7(V3f=9krg%{2hi<0H2HzdwC%eKJlS4C3dw(N~h87tn%T*
zY?i5%s;m4*W+M(_dBT!-tW{~lS3<^bAxBGt?OqSZmFHp|Z}$Sg4iKm>+@fX~@at}S
zFh((L18PsmI#FH#?hB0l2E#ZQc{I4;jLPs=<F=8}g&V)X%!-V*?lw9I6Jmz%Fq;Dz
z?y7#%Aer*VpWfkL3`H+7!-<QJ_^CQ#VlNR5v0y5RG~#qQCbKNenDJLA(&ux`>aFA7
zOp3Tj%BlhM(7@Y$4mhyQpp?med>>5BognG)K$(Z!s(0s98@G-i{zm^ERl|6DA7-<C
zfAAIdaDron*5^Pi%mQMMe3JBjQ8q@D=GpQ_v!Z}L+>=tpoOtIN4cE0ua!8ErdV8rM
zO=?{DaADHqEge1?eL|*A>m~77?s)41B^P<R4Zd`==u8o(gKpFY<~s79En~AH9ej}g
z;P1yHl)xU58ra(BFmd6&Ai3v*kO!{nt0GEqow6ZuHWZ3LZRSKb6N>v4ZR4tf%PND`
z<BV7ClAt&MCpoPAGO1;N7{F*b6{V9=F`#Ui8-h*Pq7;ytCPh1IEA|56O?G=|{<fFC
zyALXRn$>^42v8gE0fsN+&={2#x<&1G%)||=U8tN&c&412a^~L%$&yoK<P%5W#v^HR
zx(l_c#ygiWENu>|ZMSm9sGS5^kq30WN3DtXz5hA}lCHtKJcQIfi0R?15AY9(CGd30
zO?seWJvz5-zw;UG?tU!(wwcTjEw1RtU>OV%57Z4>@8z3*hLT=n^1WvQG(4uoD^R=l
zJDwUyszd;z`^eDNxKSfR7wGnetnjkClSXTLezGl*drBw&tm0Rap-nQSr$Y`oX^sEF
zr$oSoR>q!kiiOBa07y=kkxmme^s=PF1dMGE2YiSiLshqz!N9<;4nEMDPykZ*{_r5o
zb6;fsQ((%1F7HEQha6<Z7q;1W89?%WiY@1$w<El3<1>670s|0ow{t1+xc>a%6Wy%K
zYg<>!Dh0%{CRI9jaaw#cpA&I#OdyR8>OWtqfx5I*JH@T7h<hO5o<O4OKS(EEAoT-%
zfK<t$*O&Te0F!{BY4<?8-%0_=i37Qf2Z0ML=xVxI3(01P;h_WODA}pMJk+(A)&gkP
z>>1K<;g$407`lT#shzqjS5oG);>8Z?G}L%t`>`Bq*Yv!;SFtp)?3yV!wnF_!#Cg#u
ze<_>Zrb}iNPm}tvaH?<CAP1m%;blaK>_dJd!3@GusGG4*qJppfC}{XP)LJbe2PPf8
zdr-(`iaRc%?9lP=O%s`Pn!$Po0KC8@^2u8CRH6y+q~S|@KSHj$vKxgb+kS#J;q_{G
z>iiq9DiruJ0&$hN!I5_2J%kwHLLUQw{&!>1WnC$RZ8wihT?^0f)zC|uUQhpu$8a-H
z-{U2DoDf4_mtkT53nAc$1<jC{Qxti#FD{ZdvInW4E^dzxuOu_nS)`gnq!JM2#%gs<
z3V%ak!If_axl-kG%{YUy5RikAicP<eh3~JmLwQv-C**k^jqyXu0JeCHl&d^ls@n_}
z$q=t&@rSssld=pSCeKvyAiU*k00^3J^KKyi5PgZPn|uW)eyE2C1;kU$e^>cMb}ISH
z%s&$iA=+O+sF!;GQ7G_hx>?WP0j~~4|JY#-Ee4wVtJzAXR>k+>u9q^ZL|>=$ld0hY
z=4qxZIWe-qS!h&Vt5B_}uxo1IQn{pO=VzkDm8Nj97UN*(XnR9J!Zag+cN`&01cf_9
z@(%Z~R}*0Sw>559+Ye+7rytcZg6g>3P{agfQT7Z~)yohrD1xZY2BOkV`!KPOnwco1
zCUa>1Q`<l+Cz1fMW5#cK;Ig-OSvm+7VQAya$FX?jSeGkv_^uQm@KcESgI^bdg{W%D
zC#g21Wf~-97E~3Yibc0&o3{+dIWxa4MaL-6e&PR2(5(<i53o~8P6s3&8cO7=HSttg
z`>7!$x6res{V1T};4^ZoIuO~%1c8egYH0y>)xpG>e<R!{kABpI;%y+Nrl<qtyy-<`
zkuU&jew5X_e9TBB=s|Vr@I7ce^`$FZY%zA;{%mXWxV2Z(Ru=)6c{g%r8ln)xFswU|
zG)~77!Vl5s(hU*jhlx`1OsAo;Bu%hy=8hjJ93@tW+Cvzr&Bths_)J$hT?~c1L8D-*
zor0PoWfK6t%n_N?R37W=kD_-1u);O<#jFDQEuzH?OPf4(C0s3LMX9V%xE}#kcxZvD
zFQpI4sbc}VwwD(>L5On21QLw}7z1%K|8%TKzEB%)QVH_@l2-3cb8)BVI#)`{9}$d%
z|Crp`(+(QSrCJ*>kC<a!)zf(bK-eeYjtr0nwAy?wMn8Qd8vFTd6qEDSfbJdTr=u~%
zFf8V%HVLaK#wn~1z!+Eegfzk+f+z6i*FKVEYjtxz5(V9?Fw<G8H1tAQoZN=e**Kkr
zX??yO4Lq7r5O0lAyo_|Si2xpkIgeaUVR87UyJB4CN<eet9-jL$90PmWA|2qbW5>Uh
z%edB5^*UqcJL6A2eBOg`yY$Kx&S3O-*g@i;V-BAdYBywSGLXgtbM}hMA;kQUcFJHu
zJ`fg58QqsLvjxyXv+yx?Sz^|+(YKsWV`WP%IaE5nH(_ojp<KRLd8$ka<{+^qqAbbQ
zm|`5r_F%n2i~m!V>QEA)`!6Mc{uLQZhFAKDlB<<yCAaS?&)B3@$Zywsm6>GshE?`R
z9#OuFh6}N*FQS1;0s3Z)`^@xW@x$FSsr~-8^9g7WDPb-pb-~xBrfZzZ-kl#Xm%`Q|
zvTafl#+qSjBR>qx!O+cs8|Ux-t#Jo!-jIHn7V{0P3J&_o*LVfLK}SCLZgAR76#%pE
zI%<AZ>j2=PFk1i=@eW;3tA+cgHeK9)LT6g;n$)nTOL7TP{~kwISr|^+I2wI)(MG@P
zPVcETMxHygNUmL^4$J@g$?epT7wEe<A-8#Dw?vH3b&~!U9Q=>72}6-u@+?pQ$GXAj
zD0S?Ne(hXU;@Pa;;GePQs>Xxn2v?}vaTOaQ%$sEPT4=fO9&@qedoK)q@0sKW+5L2D
zH|lc@0xoU}edJc#GbJ3)A=$whPttaNFcFP?BkFVbyJQ1{P;eG+(EVJj`}AZX{|#Ja
zFTau1-CtUj{`|*9bwkopJL_N$csPFvjy+u?O+f_*4gc(}b=RVL=jcKwiP~guf}rE1
z(%0r;Cp5?Vqi?I*w&R(8$#?H-r=$&$NhHJ=aCbo$SAZHtP)kxgw@#ML-aUD+`OC&w
zqPN5qs=>H4p5TA)HjnAb#t{juKR3kk>?X<oR`YL+>Gnq$G=rb;qzGrG@jCF$3+8a2
zzaG<ru<O%8<8-5wKi1(tLNaTtg;>;@9&CdUoD<kX`Mro=8UikP@#r?2)7_Ky#8~ZJ
zL_{0x^={(1djB+G=d~X^?)Mifbh>EI8uQwU{c}X`_!4UW610}9Us1M8E}Xcq)J4AV
zOy}c26&5+IRN5c3ALU9)Moyl*v)dTyw2rgRI}aiccAT>(VRHvrizgkEPmUE3iMm64
z$C=gXv0NN54=dT(+2fSKEY5oZRP&ZnbVisEXyMm^Aj>^Y_yE<HIlSQ9=+&{{&7BXz
zh>ESZQ63w=1AP*#E`PKR8T%GK89OohEKgc2O?1#5a1HUs_`3?b<C;Z|<FQ6JH4aei
zcOcUA4!5QuN}uHLqDZwLY0@U>EU$SlNLRK&^f{l;r`G0B>+CG1!B>RrwM#hAn(qFq
zoUjwL8+V10u`H3xra83Z$-)dtdS=kD`rcPAoR9@+2CN|7hecM0C1;WEBRd>ol(uJc
zp}lp|+!=f!9HUO}eCcD0<7FY}1l+#YZ@k_c`W?WoZ$;y!R@w%P>hptrE>Zs}g$=oJ
zVTLReu8~Qd66yPtr&?Vpc*SmU${8P4gQ9Zb@|#&8c*#qlj-l1b-(ri%<0$mpLdpw6
z#!pO-<3)tjE0Tm+BGBmM$%~fz7y(*GZR`K95vb{#o$NR4oNYDca7|3Z<=zachd~8S
z-C&2lq_|%wC7i1gSLVs2#Ifb6JZ(i0&cHpxJKVd|cJKt}oY|(KNTs+}eHXXbF23t(
zY7_wDv64Mz`#K(B?u_nyHg}mhR;z4#H8wS5eC}88SD=ihGk&?a-!Sv?LG5GWCVknm
z!DGIAoJITh8z@&mRCg|(QE*-F#|fsnk{i=P<qHrDt)|ym?~aiYx6?(DlJ&SYUZ6cP
z%Yv6WO&Pd^yvznfh+U#UH{R!DHIN}Hwix$CoJFiFh1dFXoo_qffc}z(Bk%jRyb2)P
z7OsH+x0h5CZvq{bs*3WQawq@2ym`4?4I~SG>{|mcZz+&D%nVSdo$a{9QnI0%-miwQ
zVn#`IZdn6{m2SeV93y|n>=i1ueGXIm(%ynu-DxVcLCD5I(ef5I*r$IGU~3j%amBjZ
zQ8Bcjt-~#3I`R)jY;*d_Q@m^8y?{R!``X}7U+I;+kBB*g_}hFjiP|uHJ0gbr_3Pqh
zj4sBz2f>KTf=gFyr7dGAq~o|5Eb1+N^sgp!bsl#x7sj0IS;1BL1>@Xh|L=gCn91$`
z8mavv1B5@#bqAI<AY=*BPOs#0frA^t?oA|h%l;jhky0=_ZA78py5Bm|s$CxgXx=a=
zm`_|<tqvAq9CA^F)vD-z<swJ8Emp${YML&hr~13L5qQaM*)+uMK@l4CEO)+b4{>jv
z330sAb8NcaG!{ZS)+i^Fav!2ly7ySIO}Ndtc)w*#T$|M1^N-Ddpt5$(naNUnC>J^q
zEkx>{?z@FsB3Wq<Xz(Yf9P-`vL~(a?Z;4T!pK3f0o?q9wh{xN0%N(i07t}INyE_wK
z7LJ4KmJiqv3LG=iEJF!@?L3GNZB5~VhR{r5>BIADW0cXZ;q=@U4_iL&Xkg{SzS!bm
z{S@5xf_0ElckyZ}h48;kCH??p)HmdK&tU4JZN&7YxACG*tS@W-xHI^ZJz$?H(07cP
zkuv%fNC3BI2XhOi4kdJ_lgO@blUZeolra5gIs$#Wh0c*>az6Wg2TmP}&%%i7LONC_
zP$Y#WLgM2%!5>QT+sK}B7Q@gTb2Zk(rE|O+mH_H|Vx|_4uvsqC#6cktCn#d4^s{0$
zyVc1(_7{o?Bf~#oP5bBe3nWH59&!f{6jKk2f%DhsB9l)@CU7&IDg)8nmGdf>OdD<&
zkhM$grZFy3hEfbR_46}_kl~G$#p7$N`@la$R5Lc5NbjqFbMudk>=3hclC?C?po#$5
z32@yufxE#YdYkhzf(hg(;@r2vRO}M<)KhY(lN#+^iZvO4V^x|YkhZY{E!0RY9T%nj
zXWe-BN+a&!8Kl?fr*i2n*uzTnQeZXy$)7p4M~XMbnN1?}&V~1<YDR2OnBzIJbWZxa
zF@UYh&9knl=()YmQ1{9Nr<T)tZg7btxrlL-s>osks&$p|a3?O>yEJPO0LR9UmlE<e
z(yYULPrqiO>?Xx$3?Fq!taPZAYwa@ya2m3{ph9h{lCg#)l#v)*TQ$o)H9<%xK4j*3
zVUG3azzqJtN&stots)4(9CT?ZL43qnj9ktjQA`!3lQ=}%=G>)|fW67ncBxlXSw^PW
z?{oStRwj3pa?s*=f>%d>_yDW3iBe<RHP%FSl1)L8;(IDt%l>Q}KG&YGTqbdZleKL>
zPmp>Bf!t7?hkRtzU+I>4{gK_I_Z&7V#KCUBkC&j#x#c`zwc6oM+S>ZS++h;0Fyr3^
ztwA`bBC7YTjFpi>Y*ReMp<KMYIC2y7(H~r=8v)5o?z(YRge)9%!dFJ$D%}O@vU}Dh
zdOh>ZMY(a&HoQ_OrA34v@V}4PAK#lLcnxHK0P*AGVOX$i+y`Ua=+zi>#kh<2T0sO8
z!{q(TY~U}P<)G!}v7cye3_Ic;N1WxsbdwwA-AV(k22q`wBlf2kZpf!R=jJr{yyu$*
zmJ63NZjWn(-8Aw9?pRN%w5+!a8`(;kZGLaPp;<X)`wUeojS|w;N;l2QS-je1sS@p9
z>j_!X2Ne~o+tpVktLQY<GGYO{#dVjJJ5hot_v}qIeHC=&W;MegpM^)#6x`FMopPLs
zd%>*d6q#2V6g>&B*q^a;8ioN1JWgUXx77&vY@p9lw=ic&GWr`B#mhokQsL9<r2|9Y
zGG53ld)zyL5>8U-eyq=EJ2Wf&7%DjocV1WQG^S1OGa^)hh*u@BD$Z%Jm49h3Ah)R^
z-ioJp7D<cGg&zJJ)ji+Zj(a-wh_{rIdw^em@_kVr`37#y((;rOl8yn9VYih<6r!0I
z!m~pLHTuz5#zgj;_G&g6uk8&JRVZxgt1%ed$P(a(8ZG!w7u=UtZ&<F`fE@3H-|PED
z=dMU7yxwL@-x;8Sl(V@EC9#HoH}5Ff(WpOA$z>MvC-15=ccw(Hk_rCg4o$hzQ&Zoj
zqtW6}-43`tCc>OP5)T<rY~)8z&A=iQFR<FMfh0{SHMn!muUn!Gc(All(|Ixadp0*9
zq$f{LwX)2#23!iW&*VVzufG;DQb`Zb()mLl92idZME0$x2|P1xDN8sZ?}Dc49~=v)
zZlSY>U5DFju1b>eKNMbKgae&=LZ*Ijdpy0-U(jC-FJ<p~Jljws1w;on48GMnm?6^X
zLaZ4)bBNuzWl*Ij(3Atl2;u}f0R{#^l1i&wN!cm=_B$nWE2>d8d@(<#c)wEC43Lxb
zs41=9WKf6ZSkRV!rsgLY5j!-*x0C*2bf3jZk;W{KKz~&*23_L$jEs}S6%ExoM_h2v
zu|}DHHs)DIO9=qCG4jh2E{>)QXdHY<35|`8FSHHD3Rk87Ad(H1CT^$$%Bh4imKVuX
ztglP~hy(u>0I?qP=>pu&F<uL9qm;oi7bI?usj5M=z`<63Vo#YDl1V|VoT4%Wbf#S|
z+VI`EE}e#zlmdZAJ0-ujZs&Z6Ij3Tsj3w5(4TDGg^D}cXQfg@UOz7$V9<rtv@fb)j
z<cTFN1%G}{v_)@IFS10l<d!bJqDN#lJxCH}u9D5375=VaD*UaluI)r|UphNU_=0mJ
zL`MLi|5vc={)!ACr%7V|u_JsWX5w1pogJY6<r!f`92+;wK0HNtjh>(;jW#&oexd@?
z2R4K5KkP9a_@1n<AMW{ymGkJ0tYzM>ca<>k9)T{H)&6V|g&IBH-ZTU&$lfI+52(EG
zyYwx`{Ns&8_yN5m{=4WjRR%SDA$bf-PNY53sFYjut|2U`FTX?biYx4L?_*y$mET<b
zUvPbFG?nW2zKuEcYq&Z*3b<dmLfdg$<pC-ga6`(~89Wt=wmwl?4q9`HEl4}rueA8y
zpC2|%Z@@4f@FTcptqEiWo!ziU5G!Z4adOA!K>seM7{XYq9cO&K&44+|a`_&C2~iU*
zNybMRKPxE%$^FgzggYfH9*8bn0aM>dqmgz3izv|8E0b$!CFB9~cn~$kimj0u=#NN|
z($V*jyxv+$lYszRcwe#@U<)fNbevpoC4I(C%|Tb)c#eBibOt0~Gu9YRHc<gP04&wL
z?>-u_#&bfCT%zS|*ZIVSCs?Xxj53V!orPTMnYD0`oFwYetq!?p4LZrCbd)&WpD+z4
zCwwuhmGsR*?pHZwpszZO2#k|(AFgp!d?w^b#0yh7FdpIT-Rsa=2+J`>;3XA_xI%Ro
zlSfsss84_Jivltmr_`b$Y8pw{(&uyp)cskom;fCKWT`!V8O2&?sqAQX^a|t(n$DZ#
z?wJE<GbIEi#9*7tz;GGBviDms_!9RL0TlD~q0&{SP|ymZGk*h-*Z<CCo^Sp+uHrDl
z*Vrg+u$cRoy+1xn<3p*Ps}epR!(-jC!Wofd*}&L8{e@H}#mzYtsm}rUBGKRN9gd9)
z&P7GC9-mpF75`%S(C^Uj<rGlKqkn@GT>`!x5OQd0%U)(&z3BsdOtZ#DRxgr4HP!u=
zKXd~VEGU<M>uxZ2e;?RiNMXwR9<`|dsb|Hf-=S7;2%X98JE5Wc^xv@-PXUBdJcXnz
z^0+yb)|L-?Lvru?ib=C6N3lxobmqqA)|r5ktgpTel(+MXT|T#u{2p%?I!de(ZhpIS
zk^tn9p~`HU4;@9$HA(cQydYk}$8&?^QZc`)eZ`(Sl*Q7-iF`$Pgc)yW(M#IkdjxaN
zjltk|lf;-MPwVIGX*mvslSbnl0>M9Az{tt>PjL&qIW$8xf(BQ{mu!kR^~0f}%O#}&
z-!jUSJ4#B;`gASth^~Qog#yC-$hK2B(v4j6H}E-9XMSImCoJWE*VtISL^pp*?}N`O
zPcR47*g<E;$e9j%TVRbsQGD;rizU+hD8J@$C`@)gyD4IcPslO#bmLtMVyu{X=gT|w
zGJ*>_bqHwB#*dD`RGs$iLy9$Sz+%K4wm8hXWNjw9kW@e<eSH*u#9mAp*dXwvVh%ty
zi?>DtuLrxnRSC;f41m`Fk^>s|O2@e5@H5S`dM<rPDamG{sEH0<ul0P?AllBss>QiK
z$s}A(MP%;FG-7m+>M*0^yB{QbO?z=c>||k-<tS2Mf2u?0BXkNr689JGi1Ym{_^~pk
z(!031iYnGRK@Jj~QnOO&eEVxtyH#kDAQbyWfYl0N?q+)JiXk@D?^_o^*HDm49QQ*p
zjq65Z+vn|SK7iX0kDv{b5;PQShHFd7VT>P(@`L<4Q(vEayc+6itzR0&zVli*i-W+<
zFp&d~-TZr1qjqFI0cQ(`b&khb49~9GxPZmfDF4;)HFEct#9rHvE?6WBnAYVsv;(=`
zebxEu&(af5xXew!x2}1An^9ji18TBi?>Wk?N)eqf{cX=?!gWNWaZ5-nYP`5lh<~^E
zVT;{;t~u?>V|1yyN2CDDQl?D6)-m6ud0GH^N4@Xo%|&C2W928&CG!q6B+YszXU#-x
zfL$;v;s~eT;~sq<)+WUJKl2TZUot=aLL{i$Iyj1vT5+PXMEGX0i#oo!vxVWk`so~M
zl(P&!{!y2F{z6X+|K|n?n(`n2lln?yP7p-=^U-#(?SSn9bCX*_qwc*yU^66|(2J_h
zqR$zG_e}7(y3$L!-pkaw;Sd~TtBW#4c$qG*$lRH0cnO(~aNM^gjuW~c?uJ5AhK+`%
zgIrrEzDAV8UVI$4&UevVx;2sHVq8t8x-?l3bDUY5W6}1)o^{r8JNp3<-SI)A-%EuE
zpI@9sf~AN)upm;0B)f6{3BW)3I%lwgBVzrY{X<FfIuc4uWRL5e;z*G{SL32W&TyGa
zPP@^<ZizgjC#L_Q^XcC<{?f4-uNkk@NRV(K`rVV9+iN#+NK;TdaH@~)i*Af7Z~4zN
zUh)SZ+mu#-={}>|!d{DQJAZ&)7Yd@ybI8LAyV?0JqUfuTS7r-<tQxJNPAm$NRvmOX
z&cmH)^Jj>2iq2_7N%Ts~s~Y#|q7{?p1WHk1FuNc~{K8cI<uw>7q$#W&NN=4+UEf9?
zj68ZV8W(Dy1Bx%obhtg4Iv3>}R=1ek(iHIQouLc+|2uIFa8Aj!koC0o@izU|>rXVa
zUL<I$4PJGLm&!SJ6%0yQRIcF|-LLc%R^xAqa^DIFMMCh1fIrc|54z<zn>!X^!8J2}
z=r4NQ61G)r>dHeF=Z+E|2L&@H2Z|dWGK@7zAM+g`_*_t#T2rBg6mSceLZB<R7+)`g
zc{sY)Je|@A4Z;iEB`T*`su18%(55xO=89_jv7WT)=KksN(D!t4xG3dyP_=sRLW8h=
zA1P!ZECx6gk^k}9ps-EAA^oy+MSyy9*W+AJjau_<3#jMlS78)O>%SY<)lU7X^-@#{
zH#!h!#Y*yN^^Q%;#=BrC_^}nJDJqfQ5HkPrG$Xc7^LXy4SM7KVb#$jx>!uKMcr(Od
z6i&hU^;}SuT9fI!J>cChuJU6NYg7&g?s*-u$1&7i+aX(lOE_Ne&Op#L_<>S@|0fh1
zA8n4LP!P!8?`Kvsi8j>!B<oW7aaMyYCP2Fg4*3WQd`x3pZ;9eIq1MEBMMal5v9YD^
T{RaP06hKK{U9L*TG~|B(6YR35

literal 27207
zcmXtfWmFtp)9v8yPH=Zma1Ry;8r&U%ySqEVeIP&}1b3gogIjQSch~vgdGGx-z1DQs
zsjgF9vTL6xWkne@WMX6h0DvYZ`&ktLfO@-x0wBV_{pdNDS^xmw(d9mifAh>a_OsN(
zlOsEMy1zXc8#~V6Ml5CEXQJ5U5!mG@jQ1Mhx9kfga>3`$5Q}0$hK|lB<Om7;8OhIV
zAzY=X|A-uo7^&y_*z>Tm^t-jKb^IZstnyK`4Z|=T8L#(sn$a;%Ctk75r*QRg&8Vf9
zSbbSR#n^yW;bx`u>PYR!-MwgQCjbu)<y1z(=vaejXD?;$=g|50YWo@D%F{MCe?O*6
z{4zl4J#3};2P3{YWo7_+PgX(6uwJfVdUSgP6M%`UPZq?l168f9ftSo%MhQ+pR0n+X
z#qVfJn28R&F%e|B;m^OaQT@@R3@0X)w%_7buK}Br&I8`{D{=Mz%5;hTE}rVq_CpC?
zkaV4((OkjjT*Kt(_MkV}wP8>qIK=?Mv5(zrSHCRh@tt3Pja4a0o#rD4M%#ArZXyf#
z+$2*?*sFPzuli|KCbZn4(w_<i{Q;GXRjEjg6};a@z3xdxZ2z53D!(f_jnDrGD+%Cw
za}ZH!08_*IO!J&TcknErZbts5#$PP=yg2DTFT7$z7J&vLzq{BJ2y+Wj;o7Q-7Qs<M
zsShuf+eyJKArNuJuqk@vT{;Qn^OSxp3NW{zWPN}m!!+>m=!5A<5I<jvBSMtJ+SbU{
zx6r<oASI|~1U&M0tw}bNyY<WY+NkBBWHG`KVoZgM8vl}v3N4!KSUZIFt)=n9>955g
zzu9mb05wp#IW^21JfU053drnoQb%hhU4uRANq6;Eg1DAK=Tj~5`ClO^inPH*q|Si8
z0B|!#>w+!+YUi%ai4wiP&?nynJ#h%Q#!JGVR&#y1g}c3neZ%TfGBii+31^%48<g@7
z?$7-NU5{&53b6e?EIq{p4vrUYO#NY_UCY9Pt^o-UiuZK}97Qpq)OceQknH%D5J}r#
z(?X)mWB`W_R>4sbyMyh3^icvG<40+A*h`f6b@6=T`%G;2M^Mc^<r;^q5EMEw-H?so
zXYDOAJGxsVkH37krx1NNhn}f=Jut1_9VN%{V#Wn_MIdJJ6s?nuzxgk;qz22x!^;cK
z`)yScf7Dluc?J+EJxn*eUHO?t{v^`3KwX8UWq_s)_wMcrCGh}whH*DC7)CQ*XF~F*
zOr@Wy&}R|y-bMU<bG<&z9`;LQ0k6A37pO$JZl_!~{{T_0cLUJR<Ke{!oW@=10hllx
z!6R-W0w54M-ur8CdwwPf8|8Wuq6T&8NoF)z#}>F~9zL)7e|tBIQVo}H!ZQzF)n~9f
z;Q(dq<b&T!>ARQb_1u637DjoSig<I>p``10Dv-jtnT_sEW?=3$-gV*a!i4;8!3PZN
zd{nN}rJrwffSbNWGlEzOdcx*TJ_x@={&!c<_z&iL8<|sG`0wSV331}|)q{JO_!X<c
zaUVQPwpzbxHTj0YLL3%qQSuDL&yfXwUp>7TynCesJn%0p&*Hq$n~US?n&;l*6okB9
zJ5P}7BHu(TbUE}$+_Pt=(B68ogsi1CoL?gMj=dbV!|}g=bDfNhr2JuJ%(?a3dBmOD
zb=z}5RrFLDyoi^`pQTexm@JQY;&Z2N8%?g=1o>FdqEe`h_TYHo0ayRCHJCShUX0e<
zDsw2{XM9QW$P~Oy{w3k3DZG!yivE%pX0)go!sN$OD)<-C#u9ZX9MLM@6HbsoA#m>z
z?VKOC<m!q2eXpcCjr=1^a-8O!6opx0mw(ZMR`0nc&UEi_HcJM`Lr&J)Xndd(4G?cD
zoVxlFcg}^2#;ou8-?wCq!+Ts$?$P}U{%4pE{eB!P+KT~D=Ow|IY9hcagairTG-8AQ
z^X_ZVGzayyA+Pe@ogwDC!F)p;dd;6txN&!5SUBA;P@iWTh|ADfSO=Ao1n+nPGtc3<
zaG-`?`#79@mq?Jn1*2*kt?k7uK#6H9XSLipaq*Bh%U$9@(O2c?>Dp<bvBa3y`4~U`
z9V=bwBeW2X`S~3UCzj++kR&2y^c!p$8WUO*<BBs4^wqB0KW{?ZAav@-qjq#;?00{x
zI!6~lIg2YSF7_ZRi;$Xzgx_`7?9cr{%HnAlD2BPJw(v_I4~O{(e`I<y^2(1Lq(Ys&
z)r8fr3LBeEWEAI7I(Af$FZT91JRq-;>SERR!};mu(iX6Kr+~w?C23SV*ofm$y6Ti2
ziZ(3a0v-2l19K&KL{2dhQxRFR{-MOLpc>6olJqN)lw5f;F#NY2U4rL{zj6%{-L|^L
zs}J>|clDzS<xCOoS%}!94qI#^M-Y4!y!+zlZL?El&J^R;L9XTS!~Fr6K`gyspGmFj
z{RzY#1lOdwpGS`ji2q3hGxMOgrH>AYjk#5ZD1$mlb$BZBf=X@hZ=^?!A8WZ2q3c#b
z-Q`d0)yLO{d>ZUQ*7_t^9KT!O*;uhSI;fxbZo(j&H9$|epkaFdsn5+m4=ke}@d8^X
zY2RHCi7&`f%xuci@@Dk=(%$+(2l*?ro>^7LwHc}&ClpfGmD9XwE5$DCu|79i*HH<0
zx-Oyq*1`|=qU{y+&n@If^}#t#nI>!049pSICGQIbv??MjT~i?B*g&Uhef^hpGxlM4
z2w5`sH3=%_T&-LBqNo^NAUOa*Nq=CYj@R*i1npkNf2Alp=Vh<|#nSWYmegKUwr}uW
zkf?E`9ay&FPIao-IDDhkc34;0GMBYs#Z^a@RN1mMdh|`GGc^*%-_&^aDxmuKo?NRQ
z5?DqW5biQFbxydz@f9#dolB@-hXR4?!Q9}7X>&&nJqg4n6mGDFXAhh!I<hRWDTO}I
z4WaS9K2D`!9nAFIW4x6z9Cq`fc@8OIcal$$YWKat7a#bz)7QJ!7ear~*x}DS=5`Zf
z?oHZ`Sk;#-$_#*Frl)2cB#raE!OY+Q{KiPG@jW`z`Qvbbm6L@VHrGs-i3paFppbxp
zg!ODRUb7QPYu&NObA~K^hYOtRwVA%*{`a;G_wnMIxxERXS486yHOKAeuZ#dqdy%v}
zvGYN*(0;viQ2i<{yf;d3UZLjB#S>hM*D>XWa89!;!rYli&y22;<Li)L6#efi%w$Ib
zOZK%MR^yvwd;j^{>j#@0#rB9Tr>32Y4NFx_s<9pRF{#j;_ISrMzin75zZEC5IpR=n
zwv@_Fnu5sD!aLiplOh+-%twHr<Wu2nnd<(IU3?a`|5(a%sQMC+qr5^LA39MH_E)_G
zc#|`uzBCh+kvM^;f44>QBY!Yn@_GyRdA10!W1#ZOHjmj5`<sDDx4=<m%YN6;Dtivb
zFRL;0SXmSm*H@YjMVey4N#JKc$g8kH<c%JkRR=KYCZW&&?VVDoBrZH@%0&msoKAoB
zzR<HLK3<}cMc*t-V~Dq%T*RObsCk}7xv@Mw$d9({f7R>sg&VA)cRJbR6l%_lOu1K!
zL|To?jw*3F^CqdxOOWUuR3@3{BPd+4DI6;@RCc)^2VxtB!hFgNkhoc-ot*zI<V*kh
zstq;I+d=!Y>AK%3VKs7908yr6@8{%xG{=D<Vn@2*W+bQ$lN<vU{`iG%JiLR9aqK!j
z^21#oo-CF!+`1rq6tTxiLH+tsD8Ms}Ue<(5B;f8;I4P92r0<th06lDA=nfa<if_$Y
z*dGkX>uy%-KK5t`DzzdKmNEYbb9HR*hXgF<v1F?DkmPg`M8J5@i)o+JHQCS4{Oxqe
z&{846;96*pv;M*SlgLZ`2ox-+X15)dJkbv3&y>WLJ?>jtVCl~fcD?cZl9;U)nDA{x
zW|)9K=n(OSQ;1YZLD>0T5%&J<Jo=ITlhN5STUPIy%=Q|0F~5BtFj|-3*XEaP*kwL$
zG!N|HYM(U@o?AwG$+(8e-1BR9mOLT<Sn4$+4HIuuT$x!SaZWS8!^hkQ!ZLtw$$4Be
z6|1}JvE6~i^k|WcqipjA&CL<7Lve#ed>~B`g<i+YXEq!p#snH|Mlw_+5qv;rIh2ZA
z(!U>@=D#d2_@RvWz<#&I`Y@94_FD~{$69rcB8taL(Jx1q8`X2jjL>siiiqq+2<YA{
ziARKFw%L;iPZsrk2QR|wIf?+=w&&2baDx7PxZ>)G4gn2?{n)|?U#wbd<lE-Pr_TV1
z-KL)8>?_AH2MY8N`;byMVMlgjyw!I8aEqs#4Gs|ONI1UqUc+oDXbycZDS1a&4RQbL
z#i|#%KUJ&>cDW4uYSOx&b7sM`0hTo9@dnr3Rf0ki2sK9a)Y_TLvNvGUUFW{HRRz1z
z*S=gPZO~9VoR5Bd^aS<Ky{NJf!s+l9;nayhN+~i}l$3_Ruom-TD)HGjNTLryA<m~m
z-g@L)vn|gms{oZxtNHg&)RNkEi~?nTj1sfd@F+o=nfscHcx#341sjUZnDS;0MVl(T
zp`$k<E^%l1vWKp0yRS7PhfsVAd_pQp*bFFeA3Tb<*7?mFn*PqAuON507@#NOLYS^Z
zE*_{W3ft1yl?p>W>F3Q~0pNRm;cgva2ufXTNc6lxH5tzpdk(XSl)sj_A6f-^LLscY
zf>&TQLs`EkG}zhIm>LPwge6FQKm77<=^H%V3vz*3ML>_Q5oJatQ%L4r69wf%JTBKN
zxiDS0@^ALlzdja(y-#Ktl1?4&Pru8VqmK*gCuEW8?*Ej_8?NCV{UfL{|1161tPB&*
z+p#=gmY|0|+?p#?o;hULVXb4D?W(=pMji0ll{hFW?vI@c;f3q_&J7_$*eo*NM3J}o
zrS-A%GcqGm5^xrnpU4m;{OLkpwv~O@aft{fVO`!C@?>4(=MA-vq9{@Ai;N8yX^aTB
z-p(NDlJ@~|@g&H@!I1h?3zN!knYO!;RXp^LDQdu@YGX3@h_Bus5uN>vh2;)#ysUR5
zISbkw-~U)eGyA}c_p=eovJ!T4^G0^r+XE(MjyL3NY8EkfTA&cnJC14o5;m$&y0I`#
zWZ8j0Az}}mLy#WolwhdRx*A|4+={4>o+@6EqNC-_q~Oh4f7woulpAVFq7*ac{WI}0
zuQ}IE&R7-~1lvP~4CtUSC+(r5O)(L6B0WkN4<~~P+g8xQPIde1UBaMDk;27*i%V>t
zx!HU47IVl^KMhZs$Q1Qeu5Lsn?fc3#k;kU96>d%?1^Pk(k&YzgC7q{i)=^5DA?a{G
zGBJx}F>#>}pkNIWccx!bp4$KJLvgU=C&K;;LuQ%d-cCX#oubFafPX}CZtpAJhtYxJ
zJ8n>IeZ7W0r5o59Ymi6O{)a|+_1b%&|KjLsV>$2kT!jnp!Gbj9DdSdtxUShUVuvLm
z3bFHnfTQ)%Cf!U_{+&UX=@e@ESNqVg>e^X<YI^jp^b$pC%@Fx-WgFR?5%Zl+B5?YI
zcNx1oF#^H^UZL9t`;1x}Npe(klm$0=ZC3~wJAUUHBVBgx-%Lo<jWO7kvo|_Bk|V>x
zDI=jVc;W&w)#P*s1dLYd{Iz(mM;OSW0UR>jFY{k|T)u4J-pK!CHdoF$fMXa&rF_e?
z5h3_d?DSjW{kb$(#oG~!>FP*GG=rw9MK)s)*8w8Yq-$T}OcWzTFhQc6kPb`h4X3pn
z7+fevY#cSo!>I~uRdElI)iDSxGAj3Fs6cYe#-#A3_WhCi(j9VV1H10Y@$-3BJ_m>M
zSp|ZIsKcv<*u_MNY*S+@3j;f96;dYxgW1u7u#4dq>URa{`t=f^(j<fBdTbi{+w{B1
zQd*E!XAjo&+@W#lIjT+q15F2PwA5%N$mG(Md%2klGeYx)wj)Tt=fnE`BM6JL2~U8n
z@t?0QM>WT>UUZkOsn<98a`-=p%=JzmSkIQ!JcVgkB|pq2W1l5g(^UOh;E_sF!QvOe
zK^F7g*b10s#i_@Y_Lik-!q%7=HuB>_k`F52mFeOGDw+`qaL_2HJ&e2=3?YOa$yBP7
zaLSH=ok3r{HO{xDNDx@0O`cvJ#r{ysMV{Z@tS5uw`jORNb9oWPT24&o6PdhtzRfU;
z=%7EpT?ce)bvry+70mzxG)wYa$uWV?#!p<pr>8z3;twNvK=y0=*^OArnfC%VCKpIp
z(e@<9W^&8PRt@7|tcp~JKvG9HzcWPS)z&DSNOF-HY%1dGYiTsaM2+gf9CllX($jLs
zzL?l`dIp?ub~EN7*B~hvUL5|s{$plkox2%5&HfN^SVhX{V`V8WVA^fR*ySJmFOgp+
z4<4{G1I9Ly(g4{J7wbEj>Q(J=+&*e+vv03Jd=oLKeEF*5DnzjJTAdb-qqsK|DwaVE
zM+}m<xAk@9y*yU2vf4lGG*z~v3@@T$g*O0VeXMYg>r?yHd5b3{a5z1h)Gs*fhW?^C
zPZ|4b5_q%tC&Prxy1c@l?ndujY(gKd*J1>5<MkMSQMA~nOw6{-*{1~MM$X@Ef~-HJ
zf{gg<zYFnZgHv8kSK8R&)(=8(mq9-$E~sugV_y~!)|V**^kSDInnSjnj)IxV^no!9
zca^Gu_z{P&m=BBH!^J-oZb`M52+|Wq`YZm4<+OLg!&s(C)=`4GYX-)Fh=DzUke_yK
zmwc@?f@27%eFdq0j)(K#7m$s(e`nwZ4xPf6))peiY7ln$N~3v3kR?Ndy?@Q6tp2PM
z(dHfEijv=;jylMz%Zo2+2%oUotf3LUVsO2900s{V6z-%Gy%uIUM&;#T!&`mUo&ExD
zHP4;?V;Zda)@4oUFf91#z$F<j^pgepB0XG6N7~iPe%Z}5hBo|WujUPtr?@nx0sWe%
zSZDO*iri3Ehtq303}c<&>O?O1dO!`(%s#A)ooGBD<qNWbp>nVIk(O5}>H{nN&?>LA
zzOuB}obF5%^~1%fyAI>$tXmkw^Q-2XaB>&{M_ubN%DPAae&xw2l4t^mV`N58>(%7m
zZ=%Za^d{z*!Yp;xGXMKHaKc_6>mT7QH*q6-ROC#qlb}0YWv)R;L=#*7*e+M;r$W9%
zc1E<i4myq-ZmBSJJY}y&+FuS!th!vX3VqC~n-07B`>o8w?{z9pwEmAHt3EjkWLUT#
zN6q@yr_?p<MYOVvh`wn9Y^!M?+r=ICXdbxW0)!sMS!x$ST);<!d@9ZJhi>;yUqdy2
zZ>%9yf8ANXSKUCo<PDH7_Oqp%{84vyjXvc3IjwZ915xLe4Q~9Qfo5TWGtx;EC-hUm
z3r&;*qtVSCNTp&JbTOA@IN>^^L<p*8QT^G9_(PiwlRoqiZ4vfE!D&BN>49bB_nH|a
zpCNpUAPbJA?@_Dv!^P`A0#UuDEN>1jI7U>{79_+N@UzV@<geffAB#lO^6*#u7rbJO
ze_&!r*`{`q;39_W;}Y$D$VfMC!9|RQlVond6YKLpVm|}3$ejG}yCOgx{sy>Jun#Yu
zE|a_K6i@h>wHkyh`*;fpcUubR`jskn1VL&01R)3*gCOOmy=YQhR@0)NIrsh~`b5Yz
zPIwZ0Gx3-&LW0Ahyyb+(x8@-|6QgcSWD#W%GcZIa63+SMsdEY*@;KUtY6r2!^SU^!
zSWYjpkYVx`LroVE(Xd{d^E4gbsXCToM63!`#6|KZs_Ny}`gFy<EIl4a)ouFE{|(2H
zw_W;xRwaca!VH}SB}7MM<o%=|Md7Kz{qIQQ9_B%?Xd@v&eoDUn5zy8MA^7O?it^Ft
z1!bn~1!dOmwHPn%dq+U<)jp)lvxAbU@=vJ~q)8(@stM_Mk4Mtcwf$3LiIk@I4rgPD
z{McuvInG#<S`L;`Z*J?-P=sSjLgK=QzlV;kWPTA--snvEKEPK#`#plRP}IJ$fcgIF
z81ph=D0ScTbG@eBx~)5FnG2^6DW`3(u~gMoDL99&tVOh<auu`?8R&CPLShC(f}yRp
z7t|M#umaIy+i>mZSb80k>z_9QRezp?-;ozI!QgR|y(vb+TWCE&b0)w5enWp$Lxs`w
z1^vb)1Z0b4C~=%kX|{h)o^ku2&i&2PkP>?OrXJep4N@G9K%Ml`-y!%P_Hrp$N=kTL
zX8^9fIFJa!kZ^Ri798=Y32|#XPF`#MDsWkX6u7Vk0@oW-&d0JNFGWeISUV%_kI&92
z7`1`{6=~Np%Gc>Q+5Av-&tEbeX->Ati_OF2283mjX*yHNN8j4>H<)UpZFFn606bNL
zm@&)N!(m8S$;#=Jvyjf(35`YdH!a8&+GuhIG<C^)$rSOcU}uu6Tu4WT7`z+ES$13=
z{5`#_U?9Z5`RQBoh^gAa+$y`A-_wSRoeN9d^D%t^3%B_F;f*d59W?*0iN7$)JC-ci
zE@`^aU@@646$s-qc1nxzm}2;h1Uu#&Zuf}=q~4am0tz%Q0TvxOe9FgM%;ov4pHN$?
zB-U|auEPC`>X>b@i*o_1k=}O0b&6>6j%URyRV9_L8*6DdHAr~gwam46)>bLa?xy}$
zZ~P?_u+1)7YoY-pZAd9tnjefXVup@Vs^-QL{BYsvO~I0|Q=6=rD26MjA7whe>>td{
z3uiCX|N967%l}lmGRs*VO1S{X(<KLN8x;uN#B!c@Kn4dnDH1M&T=Cf;pn4?Gbp;&q
z!;WkZ3`&7{3T4?SYfu??OplYX+_TpZqWk2pYC#)%T^JIf!@}F&yUll-#f|huQ|$wJ
zUNme^fNI{IkowB`FBr171V%1o=?}xJDYg=3S5%Y{>hi7Zx_}gRxP{p&Uj*=#6K;W~
zbqB|S%Q>Z}s6T}4_u1<D;2+CKZzniQ;EL37p_!h)D;lGc1NF`zb&f)FcH!O|T8*45
zP7N&&w^8Ej?+!FS=rvjugH^B%%+LI2w063dbX-fDe*y_<py=2<tuw_GM4mam5)Cp`
zu9#!zID#0PVBu^))nh^%2^JHU)8mG%TyI)=bYsTTmw|Vi(U|PYL+zg)DK}2h#4izK
z{m)S?VL2C!BZQe3M1j5OCy+Uw4(3!P?}g&5m7fcei5J3mB@LEsuLIDSKW^dZ2gmb5
zhqREtc%0g7-f;=TP{KB?fqE96qV}_<aAwXlB37&gGY~R|9S9YC70hJl_SD9jle{rh
zc&j$@8Mp<<-(kg8DJ`K!Z*LnJw6WSSBSnWylzG8oxc=BrFTH)5f0d@1h|~yScGEwv
zg%wYNi)m~l2xb(;^9%q?cdvNiCjpbbbjLc_@F-}??#|kT6+99hE;k!q0p#&(0udc@
z5ssT0T=7Zk-9t<vHMJ{wY#^>^%%#VNo%~B$x+i31%x%rIO}<Tu#Q_~44gfj!nDF`#
ztr98b%*~qo`&l{t6O$HcZPGUHf*n;=O?MV@>885WYdSd(5=Q@FK3<kreP66_Hb@Kd
zhVC<9o+FFEtexc5hEdc#yl!8PR4!@+byR{16?FzEVq7ab)y54c{8d#(w5k$jf+{vT
zo2aELW+f}+XhR8<`Q)KWx$0nt#@Vaz0Bzjvmuki_F!-hW23YV{XcJcYDEG8vGTnAx
zn+*JmdXDx2EbbnFTiiLaSFnV`YBZZu@CYi>rmC=kq+txmLlNRa@p9cZ-8%_>ub7|{
zEA(vBPaG&5)9zYaOQv*!92Yuq!m-9UcGOkrc`*+nE_^inR@om1szzIt-hpRi+{P!F
zzvz;y@^r(-ZPPL0;A?bM0Q8P#u-*EJ2D@pMSkPh*av>y%OA7>IzRlAMeBorS`P;@u
zJk9`D2L(h1q{j(72ba}F7w%F~0_tv*XQikC&k9<ti%+A*wenY!iOY>6h%nSL)Q=h@
zic$Buu=LgsCjgvq*a0*n1Bw?<s7$25%gMwk?nI!;mCHtU_s$ufkk&5s_l|N}UHaH2
zLV0CaS>M;D_<HG+xrQBo^+wGfbJ|Z|?NWf6WO)7AUG3W3<rqR23y&Ia@PAOK=Dw7t
z_es#xrTKh~KbkKui{!*&6c?7K{|Qj`@;I=eE_Y+O0&_$VqB-5Twx{{+gF31(L3&>r
zOb6UUdXK0#zJ;gO&(oBoOk{uy;FddjSR-h|;}2M1@r#aXa2hZzeHKX3^(BshmX&$M
zE(R0jxuyySx{5^n@Q7Eo^NFQLjO-a#=b=*cWu1~71puN{hFzbXPWMDH>a$iNbeQG&
zI;&8D^n`NjtX+vSR}jb_BXD;3H!%?S(FL+t^}WX^9&2Rjqx98lPi?v7`#6;MeB~r2
zAFuES?q+l)TO*MLs)iAF5#k|AEr#~*h=(OoPB%5Y`W$uQ8EO1s9)v^#fWM#~lso-#
zJv5l+Lq)}gsw5*|*Jo74LV{>PJ2HwFIZ&cE{;ri`yPuH+lpT5>@w=H?C>X)Ir%}pR
z9AI^mfHVi`4%w5%+7|V^LRIkls$#81>t)~i+@II)JObVSgiE*6Zd*H|@b+0cNzb?k
zSXjRx{ZG?djPwF9RzNyx(Ktt(Cq$x}R0nr#OFqA=UbXZ@RW)hN#K`zW1UE2k0Cl7N
zCvF)#YZ&n#`K<&s>1t6uxz<G*!mjbq3UpmLlgSmj12lZ1{L99nshh@_nq)ctpZ$fz
zj?Kpu5Rb^y=$AXw^Ya}X8eyN%6ifCW-S{y4W!1Y!BL1`T!$8j`MlzSp)H|``x;8>0
zPIbCVSzBb(D5am%J9`hA7^TFz>OKYr4!L)3Mt;3Ib&7fpJ-nmFtF`?7?CQyZO#T$d
zhyrj`VK`1EcPu<ara3|PM4u^e#@Dy}{81*7aYA{nu|PrIwL}x$Ra7}=0);xhAEORE
z%6c}+V9E>2jSt!NUX4%=;FJlQR}aE*NGkbc|9Kn8`)ic5%z0`_ww^w(eQY7P6^iU{
zpy$0<zi|-?fRM4n<)PR>j#qSxI=zB=FgDkHr-<;MSc?GFlGt!zy%wiIgTlz@RdUf^
z7ri_?Z~+DhwUrxr2BixvAKJUOKw2elVd=hd{h$-RM*ND?e!~HX7kCVIR#0Jtu23Z0
zXcG43$kRiGx8EstGgpl>TK+nvf-2jZrS$!$#&_0H_YI3V?}7)VOHQ2emsHbYJkj4+
z$ZTp9DRv5n4Sp900-)1)9ZefK0^rGg{2a;7r*6tgsN20`71n|*lDhoe=`60caT;<d
z3C8p}d55sx^f{{An$u~LLIR7k80mNC&_on+CcZ$x&)<QauEGYu9plMjh&#wS*-aCf
z`bs=yp0{6e;q&U5L|)owo#<)$+j}iI1cIDFEt%xZ=`G{W^)GvV^O`>8&h6Ra{ak&W
zwr+`gil8dh)0~7c;Q;_XYnI7De8@tX(tn<aDCCY8<*;hpafWI)-dTkm*h##9$A<dy
zdxt9)<-DWY>I<G$gH=#&fzv{n+J8^*LGEdP0#`%(B$x?NS&-|-d+!#)NHFr#t6y=3
z_H&xO!oE<Kt5o@%+0OlbA9bP}3%ZfY1s-n>5$FemlMUUmQ`Nn;;6c6Q1wWg9ImoH^
ziW+($nY2FsXFK=jzXv|+`vtBG5^%L2KUR8|3jLxvmcdP}^mPvvv&LJO74zPbKgy~0
zLQ5uV;Ow@uYdlhaOPFhLY$85z>5*Z;_HzaAgSM2^&`+f2nVnDvSun*j<T`rM5tW0F
ztVW9kP<ksKmTd-a1(3>m*EabIB>Y3R|83tK@Ha+BlzBe8-s6|TFJO0Hxo^Y<dauL@
zn4#n<(B6e#!~+%+ejGoMjOaq*cUB{6^_$-F+c{!P2WxV`0xeWWaCut5H^Q-U3endE
zVqeN7w?A(~Pw0fgIdWq^+rTj-jR_T}dc3mN3(NRJjW?Cy$Slc42JWjD1n9NIBMuC2
zCXN3Uk<3)QCmSJb1CZ3xNv^A6b#UyL9^2w4keQF{|9g&DM5gjDZ2l;hPi}H~ez#|J
z2Tj0TRGqUP=v||Uc^4s~3kSm&Q*1B(ppE)390xiwNuaZOxRx@*w;jZ_f(3R&^<Y%(
z=h(s_^@sfFE|S;JXtIhX&TTb0-39B-RlRG#qqyP)fA$AUfL>obXmXorYV!_QgJ`dN
z+r@l5y!LDf_by7-QJ}(fj(qSQ;sEIqpf?Z?x(NJkb?>nz^yfV!<MP3hv_-ol7_47D
zc@W|pmbpyr;2vk`*?(hXy_UA|rr4Dt>nS&dLCx$C8b8!|vxz{2;Wl2VW9;*N+teX_
zr(XijxP9SFBf0>+i+h(+^i4!spc90unq2EM_pI1r2Fx>j5IKuFnE~pf=@*G{+Pjq>
z3o{-EW7R@`eBRdI7TjM=K0n^@cs-EU!?J(voBKWQL`yO}X4}(Tt<9lt^~*)oa(J=r
zaBwp8{)b8`OFxAI=xe+<M{UuwKPCMhm+PpP<{G>Bn_>^}YmviKLjxV2)GJT9auH@2
zAi8YbpWW@qZ>q&tycTg~Rbfs`;}4xOd{#w-#|?iCq~a%z`s<m+Px5L7EE)g&?xZ9+
zy8@e+e!U>?n0t?^n(J!~zN*R!7wCZ0oi_r&qaSj>>ZYZKUa-HE5yx+6rg&bNzR5If
zJi3gZ-Pc3FZPYRr4ylz+{j2MRw+?4BI~Yk==Xri^oRim^^*CK{JIB%GV~8^`EAJF)
z>F;u&p+TMf>)ek_m(xLQk55Fy;`|`lS0eB3OM=0V55<6M7UUxh?^2C%Lj18$j;HfP
ztnl$*AT`})0v67>&staMWCO~G0I%4Ro3Mx{6i#`y$hv2qF!`HZebq=n4}|o<m7uFE
zJsn^1*D@#do$7fKvTRA$VQt6uvcFM+{0h7gW4kN@EsVgTJ;yZ?2cVI*Gwdo${Nx8^
zmbq=-Gd=9aI5d@pR;0t3y1u_6b~X09%C<|#nbt2Se1tKnZ9S8wbC_QCw+{{<J-_|`
zbtfJ%7DPGkX1%_`@o&KIfwy`|NNj+~_KsYrNvT_#I3)Cj=rJ7=V%YPJHO9Xr?Wc7o
z><Lyw%`<3o>;(p$`LP(r`{cwtQ7xg8OcKYA5{Z0u&i$cbP<m_~H*EVLbX0oPb|#2E
z^f>i)+Bh!KZV}^27mJw*9Rx~2nt%6_eRR?Df@c(DGMem@{)j+;?}cF}BjH`Z*Y<J#
z2U&Z?1a<rG{4KTts|I6%HbnM}mZv+PiE=y(cezJ<N$dBY#|OFg86ByV6kEGYxBY)x
zKM7B3`Iq3*^Z!8T%5-O7$U*$Pps9#OW)d{C#N5MHl$0Y~u3le|V_01*MlC9waXlXW
z9A>oi7g6!!$c8}eANQdvR5c)q?P@#saO?GafJQic-X?EVUc!Hh#jp7$wKa?80umE*
z2<v2<s2GIH>T~2GKASUu`LFnbN?g~ZJi#p&e8cErLHM~xa%PHkeG5L#dDFH|pGe2r
zx1Pb;(J;cOKOZX&r+P}gYnWIhS<SUIurz9I_evBU5hr9iNX<9ui)hN&nZpEhhw=yg
z{pJ-}Zz($oOpHD@N7_C$ksIKuFA;SQE})|H-#vytA4nNp1zSJ7`o41rzIM^9gFCi5
zbpT8iRWv2LZ2WJsg!lHg6q<FQFnf1CXXa2O7wrfro_w9lbGaXk`o#NTIFy`zVcQJ2
zJoX#JS4<EVLNR$VHZS*My(mAYI6XN?hpayIM2h)+;&l7gu-eKRf6G<ZV+Pz-_BCwN
zU+{BU&q<k2+IdUyI2^|gQbW>c#=ijC@fH4Zq2A;FM+q88JKw6-GrLlU7VGAsW9Ka<
zVX`Zwi5h$kqyofl$yto$4&aAOnaU3*1{J^{jnWjn+WPH}Po_`%*Xfb5)34$V54kSY
zKVGw>q=iM>FiSYJ=3R>^bTECn<i6!SyhkY;We$Qj*qPv|Z=Z#!CRY8N1e{KCScLF?
zIwOpgQiI<V1G~eP=Ur$+DStMSG5Xdi^5H$0p=iK|_Bh$UycGr5pv~6kq-z@21v&E_
z0c5}xZ2fKh@-@KfK+f}2X?W~K&LS!M0yL`fLHk#ZzmE)F1wdJhsl1XxZrm^&)%Lp?
zf9f0&*xs8{D~^>(eAqC+lAj3u+v&p}T!0RwGG^FhI>>;}(;W?6+O`i0Xvc?(6%D?*
z>SO@q89ZIywEPFJfVb7RqJ)*L-}>cIp1~RbCRg~H4I7eny^l)fLJ44=r0&Op&#BTG
z*s2(7=qodQSm3GPN<cK+%Il(ojeHHo0}@#kBB0CElV#Xs7$!M#gh&gXNM3WzUWYSk
zHv-L!AyH&Q25O&04}$j8Mtwg*92)*MoqX}ZBE!mIg_>_Y66+Mf`7g-t+Fr{vAyqow
zw~;d4xdjjM{INv=u=46c?Ze@IH<YD=lQYus*YQM#P7bZVr{UE1=!et-0fOjA#zxMG
zX?ah>e1?b-68>pDR}((#<?X7DpCgS(tyv{dUHHZrDgPSk{qzbALPX%Qc+PzOBU((;
z-}1p|H1GDDpAXGnP`G-{;V4})FqLh-=1!|q<Q)mx$F=dL+R?kcL2#2vr9`jRvwE`T
zUdKbQZh0F%es!gBTNpGi;FVOu&LaaP`_S-ZzwT3VSc<9YlGmh>0pvzsTF8e}m#E6k
zZ-F%Q8SLw?3LL6D8Pw}u3&F}C2jSh8<-4p^<d8nW__F{Mpcm2Eqgy3l7u!<B2f}u0
zCaOfyA6v~cVXsZG9c#q)`+O?`-gLqxEWZ(qeyzjbx>G+9MGUN-vb|JWJXo+W+|wsr
zD5u}@i|*$4Y03Ni>mz*^5&XI6oC?oAZFM20AncES%l4$^XeCFAwW)!uP@iwwvizaG
z$o?<@l<EHoFKfG={QD>8ZNNYPHWS-@d1i%wgCHh;Ruk#K;=e`KGD9a+;I&WMDI~3r
z`>JE?zrt(Xj{%A`z4#^osA=HdYs_o3fT#6LPq`qR(G7O@uT0ku3$p~9Q8ZmNJ)Rua
zs$t5pWus1G`?K^=4vIJ4)jd?t#?+5VLLci}`E+Z9lg1Cm*NOs$lb?!bgVoyk-(Wo1
ze>W`Ih4x_dud$p?%1;V!AV82_wfP^1&bfy7@`go#oe*aF0bdn1<A-Hk?rjgyD=WdX
zxw3l***TL_P~V5{=?w;g#c{wPVoIE^zYV>{52fHhpb(|mjF65&`?yn8d0wz|=KJ-&
z%b8H|TyKP(5IKF->NA#B98(hYrLHRjZ5tGO)`Z}d2tfW<w;<1_wIi+fqK|l**FK`}
zJgaouB<&An!~U%xjex9;;)JOYvxL1M-QXD%JVAPmzxx1S-2>p>5I1=<4xi}(W55Zs
zB<y}r<p00Ab+@OhF1=6%)X8x+fk>x+)NPxB!!*V{)`-Xfn?GY&B|--Sk_PZ0V<KGr
zJ)H}jt+?L!)&s4(iwgO7W5|ir##<ib;Tf#>Umd!J*BGV;K3u`dX!62%&D&+_fT;_^
zH<a4fivnLeFHQ#5Vna`pNf{fiz?wcb4qwCMuh`%ld5BoPPQMdE*FFki<n&aBF`qAm
zr#-Mkli)?>fdlK6g1NDvvwy)`O@Ptc2olD{d_gmH>ka;B?ZH>4!=20TD3>U#P>-py
zja|qyK~Uyn7L<sOAK|Y21>#66K{8B$!iQNodEeG&1Njo;Hjh{LhZmCfoY7;XcF*}u
z{~+azN^Bp=A%A%Sn_;dbl7w<zAu`ZTO_Im{8(!xyy~*BBq;suPI?%(K(|Y~b(U*7L
zr9Xo$zY}cga&0=vvxNZ^Jrt2K;xxP)hx;v+?TR0!V95AEyFJ%?R`+MP|E$-a(i7vx
z1c0xDeGr_H%B>7AO^>gAS_pgppD%P^EqJSpSb!3=QI71qYp|qIQ3K|d-E+I3eJ{=;
zB(;`FS@=&f&$fB9bcifYK6F)n736oRsyw0;d`~kN5jahGMkjE<XSXNI58&ej>8X=F
zg80_TkYkB=+mP_#J_P!iUaA9_;;VzyWAHCyr1jSV6yK@3sOt(H{y*ddK=I4LA&GQQ
zEx<?`UMGm{8-3O$wi3r;|M}JBjo$paVKgg5bwT#l8ifs?ty14U*pPJiAt12nOMxf<
z2!J|ssGg@t`5Qc6TVBK8+Jq0Yth&a2>qxn8%M`qEPY4mlmc?ujZD=|JP@0lIC|jzV
ze#<f>QcwRU){|N>xn?TxiCpOS)zJvjn2>DWkc;5ez~wksu-sm2we<>d9q;|Y^QsHX
zn;t>uF<-g|1(k~b9B2EYy3Ku@>ijp>vlvOx8mD04gx;!xvRp&EA3Ii=Drx3rj{y$9
z$zJa?;n!#z?H^iT)2cHfo2}3bi~At7aex=QVtg@W+VV`czrM1ylpOF2O94`bu=L4p
zWB0<(?3w#*_aGdhIc<z3M*>fqSl$SzPuqQ;92Ri7=N|T-1)AW<dS<_V*yu20de&_A
z-IoU<J*R!`il?o^BEkzU^k73_r}MxG+x>e&khZ3n7;w>Olsh*w_r^U8Kzt{9U&jqh
z9iAx&z_#toh<Me+?P?@KgNdv`eIKj+R(Yw8{Mse9s_kCjkM%exsR!!_zoxIvL^$Nd
z|A`<d7`{H7AU71y42du!pcDSy)vA7Uws^_>PRIbPMKW^@dK`?(qhh!ZCXvMLJ%^D7
zhkALvp5M30`aT)Z5z(I-z*I?Qrh~Zmaowv7@*D28lV4$=)0I9;ocr1?Eo%Bl4b(iu
z4Wx)YWE%3G%UG=E!0(P`8Mn6COP>$EQx-AAT!*Ojyq}QcK7D$+L^-vH#VcvY^4bx(
z1uFiifHibE1@GHT9cekaBPif!4byD>n-Sa~b!Y7HUwTIGvAIa$*|Y>c_x@ga<63#*
z=R_P>%k0ozKj8(vx^}e3Je8;?kzw!gOx$pfGQX`BLao*NOtbzsWZL<<c1};1fIFe0
z_q5lv+r)6_<^h9#RdTy$8{_l}Q6|$&0hFM5&hN?UGWx3xh-IApYxDa(G%8S+eR`t>
zEdp2SLECE!Y2v18;r9_Q$`4m4b%4JS$I^HxP;+XdDmscZeWrWtd^t)?Spix4M2CR|
z#L0wK7v^=eHfeeIjPZ1C)6(!~yLz6#;rVG!p+8lb*VFSlT+X7$$;tOMD6D|Dy;n0C
z)Xi5%K6Im*j||2@)iJbq;+DVP!JP@`8K{(u;ujEIft+7yRx?_0)3u_9c)2n2*s6Vi
z8E^%c@vBv@_>tb)88H48rOmw=&qL%m1-TlDbied>xr;?%^p-q{mO8>?ty>9us}237
z1UKCAC~=c`hPxerwL|$8_)2K2+DD*21vE&dGuC1HauGen>!*S!ODd^lmkTR_SMT0O
zPWa4VG5LGcYx7lu(1z0V?l>piE2R1=-HC4M1C|I|MpG^8E1^Bc9@Jy$$6kO+5F1~c
z<tMfXHnHFV!}IKE#E5kF5J-~K!q_tqB_jj{!J^<*wh*K6Opzg4`qkUHKTo>TyE;z`
z7yU{;UoMc0L`fqJC)lx-U6G~xp#L3Xwj|tq4gzjV^!n#G7TvytTh$rk>jih8)7;?Y
zi3G$ERIUDnd_IhsQ$=-tij@e9z@_Z2@3C|ML;j}v2FScoLV}#$`fyZa;&l4AncyI-
zT}0f=CjY@Du)~q0rYnZi()@!K8bcYa)yZl9eVZE0y#qONTM+GpYbg|oAOr)S^fg4}
zg~@mp5#hcK?fEBS&hkebxefb$t{IV#9fx)q^0?>g2}ck9H_%bSu^Vv|ohW~!v9{Vk
z6W+Z>qx7Y<F$XKM?uCK-)lo!D@v%UGwEw9gx;j`b2ghHR3pba5O?+r&pqU9awfSkE
zKj}<JN@9q5**`J5F8$2B6b3YonR(<l#Y*1cD33f8LeEZXzp5l9_D!{MNOc{elF9#;
z6+}7ak7vzXR%6p_ct#21o=~5UTjneHc2~LezVe5K`25NrY#sulrt4Q2YG+oX+>j#-
zbQK#v%qdk{LCBG^MFWD5z-3yT)t{dCuJ6kM99!dD(rq8_X?9Bh|5ml&73IJDe5_R^
zzC=+9<bKdeV1vHOl}>ujd6ge~WCla7VZVcZvu=2fs*It?j)R@lQ2vn%;dV{d$l{ub
zdL6{~HY_O>12Ay|pArlyULUFTzW7H9VgR>Bmpqzj|B`sU{wmLw{Aq6=*}CCvzvsUU
z99U_FD7@0|t2nM4gtlShW;LCy4z3Z_wBPNkli-_^c6iF4R^`Ni=r>QdzaV~tV#r_b
zxlS1AkZ<1e<f>d3E@R;d>XHb-P&3$p?Iva#ARgoVJj$jo%8wBhAg;yU$a5Tj+nZ>P
zW<1G$WnK4)<t$G9NI>40<LHICT)^tD11*P5DQTrw{XlQf?0LonCe+nq02MT65Q-D4
z1$BSLceav^Pe+D)k`H6dUkdsUr?_zQpT;@zcNeEPNR<(Hbe{>_QRI6#CslMj%pW<H
zk{e6ie-oFZYYz@e^S|)zq1m3dBYj6dfzeFRpOOMO-UL0<GQcBQH~Zf)o{D-=28<iF
zB)C9xUU)d|?3xOB-y$afttH^R(Jish22ZXDD_8xg5-6RlcRWJrC<JaBuc671#!u2P
z)8=h3ir4jU_jVuCt5%0<8Q7NlYZd#~ewaAkO`>R9D6YM=Ev|r8yL#l<C*06n#jYTn
z!AtY?nEX;fav{OX?Q4>VUU|=L<D_~sSDyz}m&&%|Bp}<xz<`eHGn&E1MV1d=77eRN
z)R~7caUA|^df|q}N6E2;j>`RYlR~UO14wdj)#8R_dCo?p%aLy38aP@N^Ve-T{5WUa
z2FS5g16C1%wWq=6iDMYVEWpMPLswb6&iAW%<dS(uH;$dj@+1|SLX2~rXEn_<S{BNx
zx|WBfn{|5xOe2cps}WIQRI?^AM$&teqqF>}oGGi4Bw-e(go0)FkRDoWGdU18>Z^FZ
z`YM6n*VjvJvNliM(>vwF%%ul~hmnWjmw3dpK#jboI+3Puy`&}8Q<3DSH{Mj&9o6A8
zs~5>#vC+g4ALVDtZL``>9&dyFM+Uy9ggq9<-^gMjA^Oe-x04lHAtFFmLnhxO&mV*c
zA^{KZRR*9`{J?y-jh^uXud(RMgjE4%eI0D=&9a_|!H*yS_STl^5xZ5`iVXXZl0A+A
zNOI)rX@7T#{ITxZc!K@tcP$;;_u#^yWMk3NlwVB-XH*#+v#66cS*EjQHs9X(#B#6r
zcEeo@tvro!uV_%yuPNK2$DE{t>3%g<YinA^(}+iRZruV9d&17&mB%+FIX%9fSkGj7
zWQ}ZnMSyt)rtr6+Uyr@F)3@ViQNB@jsI53@t}c4|7d>4SMT((WKtBYRKjb%_@pK98
zVzWZeYhjJfR0%=gyeq_dG+|&xIzMtnIGBB~Igb^_mT?`zw{d!vKKynLBK^r5xmN9;
zoC&s22S5)$59V&Kv4e&Bt5$}U8KL7BM8WhoTBnTFh#RFcBbS31Wj>!{E)xKb@S7FW
z#}z3N9uW=^v)8@h6smHj6(M98am~vt&+4b2RYMjfj>h`94nZ%6L<E;_XUzT*BrRdY
ztl=7G60EIK=<5tS$|EU;*adVMbY34wLXY{{v@d8W0$HOdBf&(jMC2|3im6|fz!$P^
zpI3!K5>t}r{T?WC8s`$ZuQc=w$ke5B?6_M9S)_drUv+QUqi1nO;4V;XvUf*XUs!|z
zv<OCw>l396Ij|1{Zq<^3@-9dLO<jEJB4{6OzxJSF$R7)Hk|T__#I*89qZvzX2vM5i
zP$UP;?4~3_EB{`C6d``g)|K#v!UeoU6&pAADzBF0XlpI|wEW)Lt~yB*sD3VlBfk9*
znuy~xRcoOMxEG2<u*Mhdh#*M29mx<hno1atIqUjSzm@v3-#?AWa0Z8@)C7ETe3;0@
z^+N3n-1|8^P69hFb>8Y({%%g+b6+dpd|S<uVI?R;TsAk^tRe1xc}Q>vE?L*xX$3Q_
zMAxgRZ{DqGdINU8zxP!pq>AXB3=v0$Jsc*_ze;92X8*jL9jg63e4E00Jhmt|Y{1%?
zmBW%eZ7#UxmPX{%Mkr`~Vk1-*^fvzlpVpJw#xKe8i8_W~`B@U7D`RHxTdHMUv0C!*
z84#g)q@-@!;9CUh9DT7QLRJQhw7s&p05neggZ)Az97_#IX6(M0+WLsU%6<Kqk2tbV
z0YaN^wPBp~x{;aK_=uP=&lq}%p9WhmIT}UFm69uhp<FqrRI3!&(~j-jk$lfO(?&S-
zm65&!FpCmZwWms!w)NrX*m@UXs|n6e_SM9+40~^PI5A32AX3zC+dXbtCnRrw8lJ%~
zSQMG##YE6?0HO5!NF0JtC{M_12kOTZHx`)%;2F#s%#L2PiV9plAOsrRoHv^@EBK|^
zhlXcGy4Beid<{JXGP*|GN8)Jt%=_blwg(;=u0lG;Q=EZ{C5Fwsb{_ICH^#AZj|C2F
z)q*vo$cB=<Lif%@WC><fzA;h%=c}QHy(ln6{LB9r7yPHUX+Mr>j<jG0K$)<dy1dwm
zVdt-5)zH0P4B4?IzRXAQ>c#A#d}}K&tyq?%pmU9oXt2{a&VQMD*bT5b5m7s$$X$b#
zxWoec#{bAaY4KN&AzaEAc|i@+nXHX{oZmVN%h%6CTsw-HzlV*TS0=xuj<Fu2lt7*q
z32X2I{Be>}DH{t=t~r93kp;fMknG{g)Qm|fJ8Q}D%U8Rld>pah?=JF!`F6I9*VY{`
zN05CpXxZyMRtaDjrr~4ls4ee3_w9^b$*kV;5!)yMobyi!uKRS^39-v5pp2i`3L6nQ
zYa?O<>r`(CpdA(Q0)sK60QYUw-;$NLdX|XNDBuFw)x0sp1{sp?>xq3Ci?i9ucqCyv
zV|}~kO~C2fMV?4WVNYvk6OIR+YJmOAG$KQ3y4L+$E|@Vo4jn%W&>!0>Xj2T+jK_?h
zZy2O1>OQL@d7T(HQnuBH7L4Q&p}Z$fU_Se@W$SCBTFf9}4ks^?)t0IPGr$4{xyQ@b
z$<>)T#5#L)qxLtlz!+=X?pNk~zmTDGvbk;QP2SOUxO;ZuD8L;*;$jEfMnnh}ksE4(
zu@9%4Hpagb3+N?yJe8S2*fBR24ksOySP@+q^)Lz|w|l8ZK(%%CsEQ=d4Fmm=xI-)1
z@v}|A!K_m$uP<LX`&y*1%0=yIW~$}o>FO3i7K@M0wBe%#`0eCO1B4MD7s@=7jEL3m
z@uYslSNi&qVQK_V86ay*_u{G8dgI%FeV%bex$qEQ&G=(n9T@{BVbhD*oLltsRz6Fe
zmkM4Wbo>ZxAjYVmkjfHt;wlWqMkekh{zmuii_@Zk<q~?oO|q=7I0FEcoUFqyqGK*$
zIAirPzqlVp%Yr6Ko&fk&zt-oEW5DQL*6?SoOr&63?i-rl!-_1-S1`CRI&#r4;syDh
z)!GxAfng(zge+WQEt9li=Bz=jWah>nHIhAD3=ELp=obMQlpa<p^;v4f!+u#qgsY<7
z==i7QVH-W)O?M(Kfb<|LfPIKL7l+Xe>hVH7z(**J(lO-2v!-HCXwV5~yCyS>%K^e#
z-<Ffn2@MU+s7x-ad6CR!eKQU5*~|brr*x?c7;#pRbc63ki6{3HT8vaqz{#zj9Lwz0
z05mx9%fYjxP4+@SwA<s$ymOC*kh!+?QHfUaGcI%jjMJtUt=trsFZF@x)Z**IF_Jfo
zF98Ff{ZmqQs8YbGCA)!*1p1E7XRATI#P^6A4M?n~xgo=XuO5t;&GiC^IEvUx0rug!
zrvLE3)v{&=i?Ii?$Nut?o6fxssurnQ1xZRm`jhHi_ZR^Rr&z~}LnMI`-*udcU{GTI
zW@HpVg@xFQEDed`1Byv@0fg8S)TJCClEcUh&>OIO>?p~{#=s~EEd|K<eb!pU@`-ex
z7RR%95qwKn(~Zg<F$1Xuj2vYbR>4yD5EN)PLuDP$4V)ni74~6Wtm%6KvIX)-pC2-g
zJpfLc4ny8%W1%!Oa@GrS(&6ef_-zl)*;6mPbr9PIInY|0$C){EeC-G%_UM52d|`UH
zut{bT#4>jGII61+9~NvPk)F4cysWo-bM9xXU4MHp{_;2~$jG;7gSF(m$f}J8AVm@@
zr4Z_xPr~>C!iDLN#tpsZEV{-F)tWG+*f3Y(tidoe=+yeLDb@M-j7Qe#ht~9OMrW#a
zTo6u7yE0P;=XUR;VVH(HIb;OmT(k9Af`{;kTkh|ti)-loXUiji3xeur4dVPt#~L{<
zDZo5LqysRI${M^|_r>($6#iUr7a3H@%@H8uR-b2p{ZRnFtF-{F7C#U!#Q8q++|xBn
z6|HeArpvn?QEBm@&|X;g-_a`RpY}WX{|lTbW7p3qeHUA{u<%)g3n8VO9xTL}MCG$$
zu7+aGrZ*l(aDVP2KL!%}95|k=-H*+@e2yU}ughmgPlA@4;=&vN*U9EV;dPMg?8w7s
z&SQCuZ2l9+vk5T$HL)2{xmKQwL=O;N1U*0bVbaOmeVC*QfDQ!UR+<OE-e2tTM;DI|
zj}Ma;pB})GH0!VQ1f#|0OF;o(UV!W9Dqg<*1j)jJTz#F2F;}L_#2#aPLdNex1emZR
zqySv7*KRit(!}`MynqM^7$Vr7u!Uo?qeeW^j%B|9<v4y+!+rt$Z@jsJMgSrWrQ1(9
zxMdUo<^Y_=6-T>yr7>YcMT}ox0j)(yP)o$)t0&jRfL0b+3&4_5IUXl~=+dbk9BP`P
zc5Q16AKqVB-rSFCkXz8TC()&wAFmN^wlJ`{kiTEkk3TP<3P3)C0>Br7R-DQnl9t$`
z8?W>pQ!@K;X+6#8Lb6FnW`TwEkjW*n-vi+$J_C^O^cK3s^p$P*Z0l!MpI|nhP?ouk
z#8#GN)8AQ5UV!dC2~WXb)}Q-P2(<eOw_o|s4`{02tuFstMOdI?q!HR4H<ZnP1mo}Y
z0zk0GUbT_MWV0Q??0w^LmC$u`74#Wmgl&@=W=eidE5L+Y2>`Km{%H7ZSO}jW-OboT
zOU~pSy#a#x09tKblb=upAfG`i&RC7jJIoH#qSG~G#+eymO>Fm8`?9dp5HrgUgd2HR
zY`ZPOg}Z|E58uDX{a4R$^l=huT(2PsD?eZ52QA`1;dIjpPB)yi%iP9&lx4Q}*L+e_
z+ZUehKfMAb3#;F*4yTk4$CB{M|C&#0N^e50Pp*!}@n-nrl#xuf5sba<rWMPwFMzf~
zkN`gls@nb+EE!VsQvq=8n5&V32+eUW@b&W2`ExI*Pz68-phb{v_US<D&UlZp9>ask
zG;7cJpWRFo9;D)li1GKmIf1`l_kr^@XGvCO^JUw-w~0*PF{#JcUAEDux$Me+rN<xl
z<uUxv76NAV**Qq|`xmagO!$dy+O~diY~}4A&LjKLi;zJn$8^0BYD^Tazp(mB*IVPB
zzh+ASB=})a`=8LTMmcOA-Y8=qfVA%ca%}z6M8j*P8@xmF-}V1qpbEfu01mK`@a7$c
z9dOZnx9(=}*^z8=jk)E&s@%#0i)sn|CE{l$0=CV{ptgNEY#ZHJLw;g<hg?~I<rwc}
z)3Gz?`<t#SKcNc1cYuS!6G(XX23AXK@|N^@2>nTA<j`9=6#zMsPup^EsBVf0eOe-5
zN^1@IC%1tAf)P0v0J-lJc&%B6o%?k+qtW*QRRF#NoO$pZTjGOsPVz5`z{D~czRvp+
zIFP4xbA8x5nP5oImKw4z8IOP&e`RZApbz-4A14&?+~^^v3e)v-`yQYQKmo^rvp3{7
z_wBv9>zv?U0!JP;o2n53=?P@v4Vd&P44WnfsOn^jasB_uK;Ug2UfAXv29LF?;I(jK
zmeYbstPrvOVi!UDP1qKwyKMjW2vq<II4(SW1)pnCIwyBdL_ps~gadsG!>oUyOof1!
z-?p(K9GuNCb7a>KBwjWXp1VUb-2aaKG1$C$C)TZ6g*A)Zu*Gc_HqUjzmIbr0X7NI-
zU+s=9+x*~l@S@J2)%OTh017bnow_cqf1^!bp3$eEL4SrG^oA8j`QC-JLLkwr2yA~h
zgp(lu+|fPcr@p%vPr<fLo3c$}Z_Xu90G`i}0961AFpefaM97_3os;>igkYvV^v0J)
zxk1ID-?21|oy}qHY=@yk`eTFpdTiZ&P)-P{>$?7@LKT1lj0;a+V#1-hIwx^nq0$gL
zH0?JOoA<@&ylz!!pb9_%1wSgeBHaJqHZ|8daq|i$J!+%(R5zX1t%?s&1)zW;H1;;)
z-n>ACc@=a{+^+=_gO&R^$+`7h-FNG}ZdH7MDgXr(bpO{~^wT+czZQlwE5M{%9ay$#
zfl&+GbzZM3GC~!A0*dfUcfWi0-*AdC%>HZy`?h~z_C|l5*Qtt6p$b3&14sUeOnQKG
zk6vK;nH^s>t+y^wajb=$3cOC&9$4cWrSp1KkvUWWC}22!KNXkWzJhDia<tsq9+l=-
z(m9!P3ge;nuxQa7ZHA1&*5C^|uTvGDhbjOC2*;8i%K7~M+SOC%B+e}=jkJ-;zTQ*j
z%XtrUU8gFthAIFB1YvP^WUs&R;d69O;@rZ}wW4(UJCB{F^ZHbgJ*Wau01y<Df-CRe
zW9<bWos;-$P^DK5IQ-cGo(In9yiQeQ52^s@5Pp$Y<V2gC$#>taGpOWdtaB3Q78NF%
z!J>I{OkA;5=k=;0`%ncyM<DsnKY59ZuTwEIWCNC+*`{+6=N1NY3}M>70e<f{MCbLY
zB4<zqKnIZIf2<*YGmo~CL@Unj&<T0vS9_DnLT_AY=uIvQeOJ94H$7GwVh^j9EwO4>
zgwE?$Mb4lKKt3bz_%&QieU*Xy#O!0M^M~;KI&V}dlp9bC`u&Q)bWo8GpXv%!8&M2Z
zhKg;&N<eRHX}Nz^<rz(@1oM`^qt7(8kN@`wRRHo4dru@I@y$C#KDvf_>wn8Yq$ZnN
zetSzVNUh(ya0bF>Hin;e+kirHU=O{KC8cNZahZm$6@=^G5YB&f!47pmj_(qx0DNPF
zoWF@vcb?+d^+&RYU-<n5SS+^6S2tg8l4gXStVo~bu-yXs{e%#>l>I>dnMN@Es{yM0
z(H^UOj_ACeRpbt;0DJ@ZM<vP8e3;>9$DVDM529DVP>c+oju}zQ@{Ra%c&-Vhb3Iz`
z$6}!0yO13H*Jyern0BfQyEbjHbVsPp>sv+cp$b4Af-e5)d(Uv?J#hN@1MItT4$Dqu
zOzt_Xa?Upa&>vSyJ3wb%2!L7NB5>+#2(!kuQN6=oSl}6?^Ey}Ybx;K$kH7&u!eVb@
z-_;A~;?oxu=T(#>v|eh9nrrLj`$s)`6NKB}^XrLEn0GD#>*nQQU!w|~Yg(XJx0cwn
zOSSwz0#pIW14LZDhb!;i%K<!Ao$<+#-PZ;5r<H?#pTb{Fe#>@cVOQH&j@#e5c@0b&
z)B)Sw#%QM8S~d$_A?k-d-#b(R_zG~!t|M3O%Rc<`PppTrTV+YW+U^Z>Dgb(eihY&a
zFDLA1p_#Cwf7hniJZqR{%B|%SanNG{BD`1Q$gZ{6zh{q}?Knt4&SiM<mYmYuEBwnJ
z0fok-$T<-?{~@P7&#I319KDKwsH88JdFady?OcloPhJ0J&)r{md&=C65#oNmvvI!#
z6{-N_5(mV~mhk#565qeYoai+L=DU6U>3T9*ms|3i_9zOw1{LIl9peZ5shxd?#J`z%
z8uwBzA?aKs5@QbIYU~*~YcXdp=9K2d{l_nG;p&4d>yG44efdUv%(EA-<s_&d??-XD
z^&l0mMES&txI3RMlZ52V%1W6pUcHf1aOd@N=Xedb#WgACkyE`V-qZQ}m|Lg<kP8H#
zy@|`h<@ZTG3Y%s2IwySw0T@*(SJwaUNlvKS(gOC*CTP&W4ofEW(UL#Zb0Mytj}oL0
zNA#X8i1cyC@qJryB4`KBp1UNcI=_%~A92?nBL4a#DFP%UXF6tm`3Z|jFM+cjN1eZg
zD>onGN$M+Hzxx!|Za>8%K_X6%9wvl=qzw_ESHN;eHkMEDe}oVUmggUtgagOLzQWRT
zUE+<$xOqQSUIW20?>u^r!$PQOvFS<di@qvFg~uyomL5#>HR)l<Ydo$wKM^dhm&fur
zUKj7_Wc(exeDzj)9^Q*`zkAc}_j`gW0674g_F}|~NSELHY6L1TsG@Vie~iiliss7t
zoAoV>+Wn0%Z&G)7FB<z{rd{Fo-$;x>{K<pD?O%=k>t_i8Sc~I(Jp?>)Iw}Imcb-bZ
z(u#-1T$h&d&co-@B9rJO%yVIp`Tw3E%YETBT)q7Sv4TJeDUam-uim`Hqi3%qiBm)!
zKM(}w@n<jJlT)X&>|0_Ry#;z4wD1p}yu^+B&&2W1<@&hfhcX1=HISSX43@+FSr)H>
zkb)wP<GGY|+~?zKd@Qc#McO)+#r<jVStifJYa)1lg6Fs_got9J>vvTZfIJ3g=w<U>
z@STh3>eCN~a}9M)_RQRW`+-Gr)U;<aqzD|x6i3a8CEz%^1X};)43BvuGg$w-$+0-H
zdkyxinu5b#D{%eNNj$ijD1_l0ZX}$?O+lzIApm<ttiCfW0Vglrk@0b?2n8qvBoZwp
zttayY3=u90oEKgL1%QN1x%&*~g%@z_;%%G|$J3(IJ7Bpib6ZHf+@IwUiQ+i!7ae<B
zuBT{FENHpC4<$+wU@qWv!d)pgBqxQ6Ad%m{e=muytYewH##8Zkwbz(*^NG9;dM7*&
z&qspOb0P5q)AAC><8I4iC_wZEvI<oS8dL$u2H2tJl89M76N0tPdj%2f@s|_pZ!@$A
zn#?GVH3tX7KV~UB181Y<@3r7QZ=6;DX!R3Mg&}y;TpZXqM}`3j!W#(QG!MrDH{o8&
z6%n7mk;yRs$Sc?ya!Hbyt~E(QB9UMuBL#x%xsGu&NfRRosw|W23<I(f0Fs$PL6<vJ
zcw`?70L$MI8ZX0*LuWK01qF%Mz;h|*qX3ZL$~p>BhHDgMQm~YSBE69G0>H8vLh#yn
zzYHVj70~lw-a^;!tSSI`03U&1@lcP87iIPNU2s}eQ|BblQUJ!3%2798r*XwGW`iYm
zMvR8vF;{Hb|2JIMx5eI_?pgte@^#0BhyY1=g5khnua)UMgvEF*1b{C;<7m3Sw9X_y
zNl4<*+Vel_l!T@$Pix7rfx<yzF@sOb%{nKklWskcZnct22t1l3J%y`cJ<Hyo*787N
z(><qaP9Y!>cc+y>LEth)h5vajc|KvGDF6&Xly%&$y+*M=NzQzQk|Ur%&`Y6(r?)@>
zpy2VkC<^pA=zUNy7>;D8)uJFk6@W|-Agn;Ra0TODyus!7@8Fem7=wex>zv?ULb+ij
zb0h$Dr<8>2RvYX+xd;c(xg+rSJj~c)k5R*WY6;GG|6<f$tpHq)J0ZgXZVOm385bk>
z2?2O51%QO+@9Q`3B*7JO(G4f52(EuFyeSeaJ^2_e@IS3Oe@SKv1+A+RYx6h?fb<ju
zE(@2P0&wa2LwQanAeC(_pNT-_9CXupZAa1zfH<d8Hm^Z@jY1gM>Ok>gSri)P0_Z6)
z??8f6u(*vv^X}by873&_q8NQI2|-l=(hwpZ+)2Jn;w58}?^NnN`HjBwn%X)icD6l$
zQ91Jf8268M*T=3SldwN#C3YSji@~e(Fls?t99ZXqfMpY8%%2>4Ts8ylbDx28hyCO-
z!+;wJF?f;s7>}Q%N<#4Er&~{Qk&FuAVuY9~<e;@ALDCBV_oY=OA&;iH;UpJHl|I>)
z`a%=OE1?39V?vHO2IZVenG_Eu@6wY#GA)_NYouT>?4W!9v4=nph5|rq&TTxN;=?fG
z?b~-!0F-^1GvK)yGAQSwNT>qv9e^M0M2eT}(hCjgcP1S|?|@-&TvbEoWX_cUOvqUd
zz;<|1G@Vfj<Aeyz+wO=_YxMEk^ipshRT@*4G=uN<!H5f6iRX`RBld_dg4WGMkh?2l
zf_DhZzXxZ-b|e0HIIgB>;`bvT2|#+1WF-J3I+xF<CEFNRGrlGPNnDbY%SzIamYJ?O
z*K-~71&q7XlUNae^w&TO&Spcp=k!Y0!HDkx%gG=BqP#bP=nN4k0Ce+typqqL5M(9*
z$~sj53OEA9!--CLEW7XWqn(+@R-*dqS~@52*Ft}4IhYM7oc*Rhu`fRsq9;&qYAMv5
zP(q4=S^p1ZSPv+U@e%c~^+I>-37CYiZA-MxfYEzAap}x4q}+LoGs2oGeE~=arEdU1
zi>mxrn$p<xmwr24dy<lbS6pk7oryXnK}ew>0eKF(^vZq|4w5qcdFUCivyrk);o-4N
z2r98U6NHT2DGWT1vM-wml}<%GC%qfRi(on2p8nc-zf4Xl>nJ>`02EL}vGay_U?-p5
z!N`!Q+U~nQ0_5mDY2N@i4Jrr6KaF5BphV{6?_La5+Z&+im?~c$AY@Qs)b}cfcK#-a
z@LPft`#huooIbb<mt)V%Hggi2$vC?5Bm~`ZE)z<J9ztnTryH%TqqSznpCUq%F=Swq
z9EE~zzic8D#A1j*OHT`{>`x(3S^;jQl}FHJfBoj|hieem$g)V()9KDbG2ykd%=Fht
zqVt#c!@LC(l}alB*QLKV-Y>6JS;u}4foc-4;DMH(uD(meg710+-mIWEthkoMtw&g5
zME{m(Fr-pO@^>qSHm$2;^P&M*>((2N{q?@=F^Do9+)7~R_%?X{<PM%byn`3d9^uxl
zJ2DwZQqXNC0cgodS}t=v39f9X6{h>nEI*eCcEaH=NlVhva<d%9?99N^!t;2>?ffPA
zX@!}Xqmb}89{(z>9PUG_PVYcDFG)@}|5jS(AD)B9EBoI}ca0237$&gCAYFV43&n%r
ze)MjXeYuV2;`JzHQ7Cl%uB!r&hCuNG9Tf`BDYw{vKQ#Gjf$6vZO}qdR1}I|yND&xl
z1CMzl(CBYdnD)`Q_SVhy(WJ2hR?O**?&F-%Z+v~!Y*z)gzZt>4K_%4cXOy|uAcUi8
zbyMtKHVOOJ&xZfX8Q2jNBkP&Xcm8QzY!#3|K573yw_WL$%jQFpZf_PJ{;=6CeJ?xi
zr+g^nlgT-?=Z(yGUdHr1PIf6ye~l5JUZYY5_a~I|XI8G#<yhD6d`|Gg3V>f^k{pKX
z@_XRu;}lFhG*3>s<$LWII_>JEbE1ALP~411mC(BL{Iah{uX^xVG9LYV{|<-xCh{x4
zasB_0O?mFq2cb{r-!ZyxTTC6=32x*5#_}os(72<O{2bV#V<}j)FAdAKWnovxSPF;l
zl8N$@V9(Vnb^e@Hd>y`f0occnG?E@5TEu3YQhR?)iu^vGgKwUH`2=G^T|b#%vmo~2
z&r>hJrK}tV%(80<*!*UQYQk!-oYG$s-eb;iY?wJj+s^+v_%0p~*AZRh=fEA?)<yUB
z4Kb*Db8MP5R5KpHA{T56Jf`#Kuj1?QT?#;8v?hzMwAmlL8z;xw8y@T;+wT8=duRSv
zbN0va|KU4kzGjBOXw!1Dh50g;EW==C?1N$K``DLZq#<9TEG<e?--=4xt*Eq@Qi!BP
zkxCINB2-l5_5Hk0U6T<hbx-%+^TYFTx6kK(>T}QQb>8QFwuqw3*q7>tUiN*si&5EV
zZ`X(3ntm{vI1s~4O)%-l!LZ&uze&M=C?x*yV-5%iN#I@%1Rsye89?%_N38qq!qa;!
zi?7Tz_S!4m_i8iI%YGiicIF*9e=(L>?1%H=LkK-=ju1(-ttI|YryU3mI>Egh2wDe~
zF#y_4hZ1?T%I?l{_G;CA*K*-^hwi36kWCwlzLTe5iNyi9h5j9u2gYAVfQK7GocGj;
zx1~l<e=gPh!GS?Iema+Xc@VS?Dq#SW$-h=v!*<i5L>_P9@jz>*9t@TZg3+82Y)NjT
z*&|^*bsTz6n1I=vcfce3(mU^;kM9Wt*wiKNnjH<)i$B0tA|#G`SrD`??cM-luF%q3
zwJeiA!hH;PA@V|h#Xt<5Jr|n}x?!JJ1Y45Z#wP}zk(WQ{KKh3xBiP%W)#9(Cfp?gJ
z;`7(FzPASgA}?|;3xd|CT^j(k_bJJD{PsDvyf$wU@<MluG24G{!+w{KzNh}-7vSyc
z0=aFy0o2n_^r45hBfxG4yxosL9+k?y90=Nuc4+`KN#{!0GbVm&?`vCYa~Gkqq5rwZ
zmcB5aJf0=?CavDos{8K+#Ad=T^bEY^5jg7U2lxLSfrnQByaS@(7j_N-Vy{1qpxqfj
zcxoZ*-lIu6Kg;KG7a~uzEOjvBcQg1%V&(n22-K5yWdJl(H}7RF5+CM??mY>;^(N>)
z?PtgnZgBr?1nNn<F@X5%C2ZJk$ek1z+x6luzV?98tWj8CzK8p7BT!%3jR8;}|B>vl
zw}$O%D%uwMtnF{_7svg#5vVWR4S*7Uw6P{l+|krN{>JFBasY<UUC6zF2-F*H25^Ez
zUs%R=*tt|*io}~m*c7{qyYSizhVxCa($b!L0THM-TnvB~=Ey3qLe9%-Y&~rSgM)^w
z-EVQ$PG#5QYi(rH$H3A}jJX%IElM>2T0|i(vj{oWFOgbNg6}<kdaK}TVxNCw7*84x
zm*8aX1w^3UD9r%kuazM8MJ-!r-|uET`Z<2XU1aSQn%zeUK;O75?gd1k-n6*^P`FS1
z`<F{A;Bg}Yz3uyQ7g&2oXPY6L-N(Cd2-Kf8HGngDrO12v3TN&Y;&4&~=A2l@U0kYw
z{?b7hyL2V@!XZ$9+Qa~88*NJR(cJw5mySSYV+>Q5G4Rh%;4ZHAPIoIU$R>})W?Oge
zg+rkJw7LOArQeZ+U$>3+SkDP>6z*l=8@UUty|OjI8cS_=LN;X_dQY5)V^JC03x`1c
zX;lND?VD&d-jlb}p|ekiyQowRUF#lL?PUe8Xd!-qa%eRJh|MfQF72pV_yEy23h<57
zx7-D#YEby!d+s=xJNj@h7y`|pRSbZ3)}^`o)W+}Y(4Vc&ORMtI03Y6>QWdD{&v33O
z3;z%K$8#?j0?pu~3?TT-O(fCY@3f<9L84mkxYMTM->nU!StD83pViS&?uA02Iee4>
zP~Uz|Z4I`DIKb|_KX)OiB4nDh&?n9NxATqVULXXT#YY(ct===;cOfgt%We1J2ZveE
z*{920RH}sT#y;pZVFFv|lXqbdXdW##fYUh-*qDC5w2K&IF%E_chT%j?7Sbw9**bnh
zT!wQOmolNPxx1QmMwe9`(RqFcbpG{U^?ZWP^FF~>D?6g=)=ucQyXzb08O$4o*;_2Q
z7X*Q3(qaP$yKoEkmwecm{y!reu=d~~*vP|Ro^*h_7?lajdzg1d_oW>mtKX3Govio-
z-IjiWt{cC=*L%95`yMSAPy7M9-HvlF2m;Nd*#<xhcTmQkNGUJEU>8#+gu%|HEc5Sr
zEf{(SdT<w}QfmEOUD-~&4Y%Wd9||Kdkj$dniqD|^n+ztCCc{5In|nbJXeP}v0NVRJ
z{}tGdyPBTy@3ymxRGW8bAnFf?j+ZTy&Nc0UnXA`vF9ZV3rCA0*%Xg(cDu=FyC;F%z
z-)+UGEfT+ip3^&H&|n#yEq{l9)VsI!5(wIoW;X$j#iwJe%QOtMHN{BxahM&n7=!*A
z%3YMoM1SqS>xADz@f$Acfd0evVYX%llH^W^3p|S0i}{F4yMw5d+bq&jc0q`~cpD{;
zDpC66Ij-G$ge(bqe!uJ)Vp0pa7gRyp(4+y-%sy)OXO>qX<?ds)s!!U3r?^`6gk}5t
zJN}2eAeD*M_OH-?<)<wcKVdRX3(Hnb#G{hSxSNxKo0rcZH#Z-J_sj7}y3h9>R^a@#
zVs@{UQ3z-b2MPVb<2oKbeU3*@tJr%48AHg~eC~x+(E7aB0H|PGudG32@l|Yzx5PNl
ziI{h6BU0`?#tiua?qXCnl=tYd@$(jk{VepK(Fp^G8l$`*0=bvskrM8OM1MzIh(3;U
zSMK6`Rxz?~moX9MO2&Ko@?BN~M_jnYev|O?w-9r&kk!~>=L^_l?4?4)r{BRT$*kj~
z=k&WNenW~T=ot2yL}bdXzdw^WopBd=_nx4t<|VF6wLU?wN%Xf$o-$LamOi_3vlPjh
z#fVR<yH4yst|L%Qnv4MCr?c^`!-zKq_$;=t!mOjKVX(&-de-_HlMw8-<EszO_&1*X
zlS2O?23S6KJj%=NAvxF$;m#Hab=Zc~7=I+3No8UskzLJyh%zY}sH}Rycvk%aFJ9K7
zs`};Y_Y}_`S5&i_y69o0RD(aqod@Mexn3ff!d(<g?>(-MDoE5%E30u^67|{4BHWQ4
z>0CPIc1bzAcG8u5xOC$_dz~X05K;cDrtUiBbx{F*7c~#=KB!=(!n+U)+Ry+_N;OV+
zY5_(qUkKUa;V@V*l&x2n@wkHZ2wbbFWQ%@iLSnGXx-Xg(KlSyStosau%|6FSi!U*B
z+vn)N{xisa>i|RP^M&h&;e^w6JSi>2X}?2=^{_^w+!3XB@{oJu2F_kBLQrBJtI0`x
zBt)u(N!+hqy<#Ccy+@E3skSD;Qj>wAht%x*>^%}XiI&c#+M5i4xGqH(WCYKo&+e91
zAX73LIyYH5*EcSQMH=*dbY8C1<Rj>KdZh2ZaIJ(LOUK+Sdcuwq%>&itodytcE}xC`
zqyByx-4|7S1<q+Fu=41CG3T!hSP-%jrmo*X%UX-OFqOquzx}&O10eB_w)g_;oV&ux
zX8^XievR?FzJ!Tn0*WYL@#f*L4S={5?JJ4<CGvA}SZy4ca+?Y9oK#Db(9&}ru*4i0
zz)eZq^qL@ppkpGaSs*nN$UNv=5@|tkUHG0R9hV?Q0wnUpjC<^utb&Kgm&AKH_W^4<
zP&0#Se$VJ^gi60VU6Yz2itFS_;-~Yd$w9_M$5OOFhC(KiAf3;<APZXA0HUNqlT}k8
zR_|?S0E<6u(f|hi(GkBnb%kHzdPJr<BIv9+HcKWzk$~ddJ_|b`|E$Lw22fK~f%ubh
zJdr|jYF{hb?TJzw{fs2OOF8$M0Z?|HUK3QaE861pnrdn4MW7}GiIap(?R<}@>xh&L
zg(3^@xEstYNVEi9CsQ&6GMK>Ad6EGXu=B_q6xX58=^V-@upC8US>1Ic^Ptbj9C#OG
zK`R>ot>zn9obiSLsI5=6K5rrNqVv2CO&Y+kKfl0s4+DgySmD%FSIGqIq)4D2zBB8B
zUcYog-*MgXpV5YJcl`Yg1E_vpf#jG_mi!~Jk-$ixidy@%0Z4+Q8kishpxT?DXn>M+
zXX`~vwLZO1;W-JL1Wn>4Q%RKsPLTqc3qiRC;#7TtuQ3BqT&JMuDQj9NKBK>jl7qYp
zvY?d>fbfh@trPxUE$D1FgjMuWgx^c&E<|n-z>=mDfCIO5#8UgN@Csau@E8a9`RvB#
zrDHH=)HfLYU4P7-{vB+#Ek@b>w6~f7&nn7U8=XW;0wocWph@ghqu0E6$wG2Uyph1k
z02D%`ke-r+l-#3psCK6F=y&vw&tdI%`o44tYP-`p3Q<$ykdk^74G@hPfZ{ndD<~mJ
z*C5DDC?~+XAPd^S00{T+3oPlk-p&rOdAaz}eFhW5kpGQfEB_eT$hZqrS#(+1u}K5y
zx1<xsPaJ@?bH?Jxp}p{NbAp$fJ%XI~Amor4Bhqy@%K;?#+Dosu;`qT$NRJCd%*hZY
zd}?cx;3?bA1TTg8CzA`<a|+SvccC!<eFi|{r)YtUAWS;<Vs;5K@=93~f_e$aXy_Qq
zAJFj>9UP0vX6ExD2B3IN#v%+rb@`x?fb#muDqD{`VWjJLHtEMXGf3mM^6s+X{k;H2
zi$22uQv*z$JObX%`w$)Ci%7XE!j2q3sKfR*4B*+*`?zxY1QPun5Pf7XQX_p36B)y5
zWJNdJ^Xj@RK84v->yt>S%}-5(%aWKW(U(;}YOnZFC0^FnvbH=y0;gUA%JP%YNu*R;
zQ}-fu-_h~Z=TAvQYG%+Q84sBOCH*K$P<%Iy2T(kxXn~p<ir18P5C)*SG;1hu5*0cC
zyOJF=rtiNYT`jtx+oHzD{~Ipt0FyB~Fdg0pUe+64i@h;UI+~-T;3|r4X5iYnaHNDE
zLt0W4QZDD>MqwEf83~_ie0n4^pxRqeGgEt?1pKJ{@6meHS6}<;)$7;PU0Cy?mOavU
z(z#>+6cyYntw81Tn!3S8l7Puz$WZ9JZ%L-|@X4Da0m~X(r$Rc9A`QiBYC4D{pz6{r
z1BlMJi-V~iEf!Gsz1>+ZLDx#3yO>*S0xRF{3MBFO8?A#uLyTc(w&cCySCHUqhX;4E
zQB(aCHC2^(QB%W&ugL5x<^x1YZE|V~(4ZfJYG119N!TQ0#qiw>={yo5_1V|fzG9D5
zvy<pas1!|5-#?8fpeTSw6JC^>8FZZDyU8%<-0Bx~*P-WZ;7^0=kV#OqK=0G%#bTJS
zO4IDgKnEg%VX(jX?S4um8ZIzJ?+FtydeJhNEF6!ad&aBWZovN>4QTx9=jb<FPZEDm
z*nXh+6@)sNA<St9!kjG;d@||1_nmS8)Rw0%zhFslig^Mj>S=gva3g|Lod3^b={3Di
zxdk$vhGK5`ys>!+Linmri&g}(^^ZZn`9Hy6!4McM8-yOK20(XxALwrB2^}*Tbp9}g
z?&hA*-PDV%d8fCoAB<*?MDK}{u-mn6^_!s6xj5(@jSYVLRLTUX>7%>lOBgNr6n!Ur
zjRD^pVe(Hy;I?aZv&3I#0OpM2u1*M)?g#I}AkaKoyd)S6Dmf%ifQ7Rhn-02R`7T?`
z-MR}?)@;U)E7oGts*RYsb_-@~+{V_tTlA+DY<*%H{jM$H`?(9dIq3W$gVCto7&5FE
z%vR4tuzmA{Uq_wz1D*CGKx_jp;6$5m5B{P2U^n}XT2{+a2ig|;(AuR7t#%S2P&3A0
z@nF_1I&t|LxbL@M*?mP#-dynqIP8WzI*t3i7icc+#sGqn^6;z0b{J0?i=GpHM9-go
z!hoNr!*tF9eEZ8R4BI-H>x84aoqL9}W{jD`G4?kH#An0T!v_I2+djwy6vxO9n!(%M
z1@hRd-0!<UvuQU5Kv1*dXm~0-BhwL>nETdeTRojI-fObb#ZS?Q(X3Hy=N@a%u($qh
zpOeY(I&8~?-7q5fC-k|Oy*0doPI1520s+yk44^6EGK&yjdPBM5-=huL%+V|wvG<F6
z@82hn&A>7LFt{Fef{WdOdTik4=m0O@5co%la9_~AP$>hTZYtOGaOH&jR^6e!!vKcA
zj)2LOsW=?;{%$&fKowCb10VvEaxltn66<o*TiXvhW=1SgsJGq(28)NlaP~;ZrhPB9
z*GHhos&AmXUDo8NMJ9F&eduoN&AK(I%hGt#c$SA4Ie!Tbct>&nzXgJ}fV%<E!XvR)
zi*PEdnC&tg@c}E)Qhs3OCUe&1xM;gIeptQ+184k#`P(dE?&u9$zgW1Ryoi0C;aFvP
z2;VPX0ppotU^vf|ja{He+K`iW<fZUlA@<>O7h=}$J6N}-jZX~xPF>^v0|^9e33mfX
z$Sy%<bvXhGlHi>i3)ier97{gm>er#&cbt!(!JZ=_Z0v%idobIOlXm2#@Lq^rpowrd
zfb)fAY&)@rA-T-9Cv0K@xZfOsK;7YP0H>~%U|Zt8x7y`2)z~7!nfnbA2-F$w20#;6
zj%GKW*{9^(bo<rZZ<0Wuu5dSi)S{=j@uKRj9fh^6b<oFbD0KhmiH!%{xZfy&Kpo*~
z0Mr9O3yiFeHhZh~*V(6o-RBO&F)jr13#pAxaTN#z9|t!BIGg_v*Pqp}rN`gbN8jUs
zJ~o~DFJ^i!hhKu2H75|XCR_}FHXNmz-zvqWS<8%1-L?V#r>=9qX##<|z{LR0+$=?O
z$<?NZ<L=dh_D((Mm>a=xVcnKwf1NnX{iX>7>Vi@YfZFltr4_99-=FIK4$*gK!+K>?
zzh|TKX!`BoS#vOM=_>4SmUF*h0)aZAR0E*dd|6e`FgtKrgQ>RK&|f|XMl(jUi8r$8
zquIKF3(WVhslmK&kU*f$D7^__8R`Rr{YEg}-5+{urJ8=)SoE7R6`KyavZ1;(@y1z%
d`2vAb_&-4&>$UQyT&@5B002ovPDHLkV1kh;&^7=7

diff --git a/test/python_tests/images/style-image-filter/edge-detect.png b/test/python_tests/images/style-image-filter/edge-detect.png
index 825b43cdf5b58c9d19f52cfa14017f3e3a169fe1..2c7cb146667c27995e23148fbe49767af5922539 100644
GIT binary patch
literal 22468
zcmXV1Wmud|&s}73cPUcb-EDD-yE_zjcPZN9rMOEe?(SN=xVsc7?#}Wp&-?viuZy{7
zGMPyxIXU^Jq9lWgM1%wY08nK=NvZ(=P>`Qc00cP59|PACO8`JST2@j_!#nFF8>pk9
zOFYC5fWrL8@(&FL2S}`63)HWvsac&I7(6>WLpwP;Yh0Mu<TdnK=LT;EOtST(aKfOF
z<KGzMZ1$h}9c(;<C;c|m^;VU@0JKOx?^7Vw<b>3*L$<1eE;H;O2E<${P>b^Az#$2v
zWH(4@qLBIy)%glfUWvA!afFzfCOKhywwXze$2MkwdiB2%eZb&C$(=8I&e<mn*uky=
zM}@n?BL$oIv<KVJJ*u*A**`u*tJo^hfty3Dpt_`50M2tWKK&-?2uWGGaP`e(Sg$#J
z{K)tKr8aj1UKJYX?Rtt@+c(_l^KU=goT0Wpe@eZT_)MYVW`@#~<4yG>?BWW?0?1OB
z4tRE^0aX21$KbW7=xh3`&ng9xcVP><X9P!3Nmx4b&!qxvM&(Ix_^MLft@b83T)z5E
za;K`XV3ShD4I%}{pR?$A6?2OK8tCuWL_0g>o0qVn?WdR4&8_eYWZf}_2RUB@bF;?#
zA^XG3bTkMa!a=8j=B%m^U+jEc?yyS4-?>NanQ3o#zB`rA3b@NWNjohb=yr;;g-p)1
z^YF?`;Obu>uGrhqqTniaYthJlI7OA^{Xi5i63}}K+Spy{TwKb54}_t`WdVGM<-5E<
z-Ctiys{#y5EQh9RFZKjU1CFX~q8=BUww6M3brr-;Hv1qdoeo|<$lU=)#)pViPc#5Z
zDD1^x6IrSTQhwY^y(w-A8UXmx_jkrXE|1lVbiCc-O|YU-Z%HN<id`R{&YyB1GmLNv
zDuJY%g+tv29*Sy1E_fVj_8tPV{J_MCPFGK`t*H2bILoZo$YBc)HwD;;s`Sw3H~)d`
zw+-{*TG_M?ufm7!OTiFifQ)&{2LWLBPtjz!Q-Ntz_RL)!D~fc?;G?l)lZS8gOe~^f
zP_v=zo<RIBYmniz^7f!0{LuI~Z8pnpm!g`}37~<`8y<KTrtSncEWRSL5#Gn1ocH|%
zIgnXSk_a8rZT4IaHoIN6=210_u+lrXwqiu7#xrT2&Ywx&hvCKIxd*RO@ltiSMi02T
zZHxRCmNA2YtjXpv%Q79b*^CCcR!zE|XBc>ED~aY`#ON)GHG1oWQzhR5HaQ@QTDCk$
zAF}Q&l8-|MAY-A~P(o%-dDjqTQ%+|zgS_p23&7ipHS$uvIU4-jr3pD%*BI{NiTt^&
zgb$p7sUuYg)@sC^w3GO+%>m_*+xnO8I{w^3G1N^CR_;DO5TQB>-2T7MvIZpNb-6by
zh&qp9y;>9#l4x4uyks`h*I*v>ARqeUVtK|+)B(c&#ESmDt5g+e!+a^A#GEN0T=>w!
z^5pb{2NCO$!5;KVP|0K2`I+3z$b)Is3yRZgbD*YljLmn@7A3s~p;Ly6-8%53!sC-(
z6LEB$&|u0gy42gBM@)#xR1e;9qN}<|!2tWwvIw)Pwgr`)Bl;gib$;vRzg$sqole2C
z*CKv(-25>u1pLS0U`M)0c3j;x__cJb_U|D!3mj1oF!)+iH|PmT{2(<|@|L#M<mOV>
zHg+>GPdH1<UFMQ#kgduQ<%ccJMI}Lm<*DyyXsifWu4wt52u6_k##3Rz+uaKQA26Y9
zb@{FTB71)*rsMQ)ubfo4l6kht@(LDBBXxvvhph|Y9e0*$yKcKeR50unhMw1HB$WAq
z$?UXX!5g>(1#+fUY}`J~#4ddHYTOE-dLzph&wvvXy;ayjZX8r&(#ec3)+<fz(iEZ%
zM>FXCgNg$o>wZ#iuRah%%Q7(E+87x>%vAjMrG&cDbaf1Ga6U`}q}F+fJ*XLrX}~LP
z4s|$H4%&&h370UmYRDpFeLA0vem`3xL8aH=meWp5HcEtSY?<CpH8v(Yow1m;Uv-pY
z_vKhnvqzS6WSaVvP}bO+@R+9*x=kTrG#x=C)45_sp%4SmUJiI<?;F$zQ)Jeki;0t#
z%#Nsub`F=dP}lMGA^$0ctFzdkN)N3SqNCxkra_5WGE?_O(nL)%&#0ND02JB*`@Z!$
z*GUWa!^|F(nYLfdWxNhw1}k?l4T?Cj<l!g+FI48v)^r>^dzyX;+j2V<en$vfs6;DX
zsXEC>vB+jOKNXwKl`#4Ok!8_j?>f~e-{L?7!Cp&xXGObCbRCZ*EuY7B7HAlO5+*@X
z>~0R7g8N~rMX{qo3Gn?pf`$_TYB>UYT5`SA=3b<a;TN2Ddx*7(%qj3OAhS%k)oTvb
z#YIk&Oe>UBk=0ECl?A}#p{ww`BvFV%T_@gMFyeoaW)|ekXoyRlgBlh^`NZ|oN1;+?
zi|Wa028!>1Tn(kF8umxDCp3l6xSl`Zbc=li`5xeV8b8|rB`Vix;F=mwsUs$jfCT*|
ziI`C-3`hY^0R%ck{Uh_lU0?E{_b^mwa6WF&tJZsBOa68jzt)lZXuV<7I)kx}y#8Zp
zQpz48aMF_d$w#e|?&$f*Gn)ox;a|+FlmwP!dvby#zIm$&rq-*KtVdinkw>?BdEXLn
zt*4l!6L+*(&_c;!aOm?RDOjXb26WNk_Gz4NuOgLA(s9Jo2_9f0dU^R^F~6gJHWDjm
z>6|uSa&9<Ukl$`&5257<cqE<9ZCrAO8a}WWdIG%Zdy;lqW{c+X)3W=#CfjE_U7oFe
z&Gd&orTJiqqT@`YuPkJ?ig(sVZ7-kVK-_Sl@M}^Y)qAe>AXd;btSc0%p`n2Qh>R!s
zD4?lQVb6Z(b0iznEr}Tsh!}vw%^M!+RFehxNpXu5(%+|A?4sXr%nyk5Yxv^x6DXdk
zp;^NG>7MHD8Jm~|@R;>6dSVnsZM33N*GWKLI{VI_3aO#;?PXSOHRbHjQmj$XA)emA
zy*eYnBeN-$up4K+Kq~J*P15q=ieQPbcdR=}4(e0UhZhNPRqYFgG7szFI&91NKdMcZ
z4(Wg?;pxtAuV}x+kVQo-9j*e>Kh89;ShO~8Ayy~{2D_BAnmx?8eZm1(gRTIaKvQxj
z)4x~OOx&CPFCP<m41aG)SxtGJ(bLde&c=^S$dCg6#Or%t7KWJ%DDqRR(sZ7sCF8UC
zkMQ4QdPO0^p2{zWaz~z-pNvK;sGN*>g{2p9GgX{!{nJ)s^Oju)6QP=I9sPqRS*PIW
z_saRpl+OCIXy$=X$+yPEbwm^}%BI}Y?at2?bN2Php^OvLxoS7+iM{sZX}VUJ-Di67
z*ePLSXzi4j;O6Bw*hr%nNKVG-a%z$O5qy0v1MENHzYbHgWmfk4!Xhg(@0bcorCI&y
zo|ED0$b4OgRNCGY7iW_9QLa>E`m=>X8+0C-J%R+jK7p=Ik6>Pd-YzeDy=1R=xJsTV
z6wbnewCFz-zIj%t08oH6v30$@bbep>Hqna4u=Jk)_pK-xFWfqL65!<=mt!I^<W3E_
z|B$cz_g0^~$=<ItsWZ7A7+y+TMR!V>Jx3xltK9uk<f*^1yVq=E!(YeOw{MQFK_pz6
z>PXD*Rw@TI<u)7o`vN1a$tzf~b@Xd`dQ7mIDMRdLZCK>!v9~rtuvRbEF{&_|sp3Su
zu&5FKYv7~z=ueMSsW;1+J|KB+-KXKyat<xc!F12`I{31tAIRNDTf)f)8eXy7k<^Zk
zzKiWwSV)683lBxtcJb??k!Xl=&^<9h_RKgu%rPOp;VPdl$Sdqgrrvtok||8g&j%({
z=cW)8R|fhAtHP*S=)7TP?D%N}3T{eNc#Iv!`S4DDo+uZW%1rq+QKiXE+RQ~Ee@aU}
zQv7c9gWNv1?UG^tyyY8IA7>#GzD1=LQYrY;Hi+3Pn+EehITy71uN*|J%embG7T5aL
zq@H4v=lqA1Gp@cu(`y@K7+t4?4LccE_ZfD5C{eh1xyya6hT3YG^8orHTf)chspJr*
z6@2LM3%GST2Kr3e^NdbbYjW_%eceBU=Yvne8UO6n-@RNLA;3Ib^(dwF%rCNM<2)6p
zbO3=CZ@5?qCejgpSYU0z6ek^0zu9lhWk>QOFXCz~074Xd0>ZFye_bfGU7)>AQ`+b3
zQoIm7>R*|$s_C&AX@NXn`8-d7V`iTla+8*1M+na(c6xzZf)S%TyJ{jy4TIi?Gj0l-
z{)&~g8-Z8R3V^@O-~9w^UM-g4z5kBJ+dsG9Xs4*)!Y18gY=AG(&qSV4i=Da@v;jBK
zL}j?amJYshYR7%ykSM*Ql)Is_Asv9jLx&=49zX-jVq|39-~=VNSOW8wm@fw{`WPfg
ztG!P>Y#gc<^yD->s8%<jhaB>u?9b?M^hd>@t~Xu@R{3neaPHgTJlVX_^|W$O%}GYt
zwVKcu<Q^{tJs6PpW%>!_ir-nOo>z9u(*<huTJd@c4>{f2^ep#$z*bqum(=c#$q4wV
z$k$>(wh>~0>=x@VhSrY)m8m>(>@Uz#NHt92>>xWF4yG_O4<?m@5Hf#>5KIFe6wf$n
z$Q~*kXOphw!lX7Q0V^ph_Bl@^pBEeF#CvYkYGO|&&eA&=A2)CJ?}L&8Ilnnu0!;#=
zQj-^^?h()B)?J!m^F{n0TWz7z#(`Vy(t1KNr2{$j%1J0}!Z3fVTMMH!a(=BU2mQHu
zY|ecWGu4$J)95`!#!n$IIp{LSktF}+r<|Uj2;h747Te6HD}S}pSVr>f)Ds_4K@az6
zG@TnJUFq}P$0fj*u3gzzV2WxZ>Kp#mq5$}L)~%t#z#RMetyC+&1HeXyK>v4}lhQRk
zV6a_%16{FwLP$#hT}-N&&<70?wW2(}w7kI2dY#GYmI8`C*nm|2Ne<B>pLMzu19Sh<
zKE{8CRxUHp&iH#>cJ+f{cWUNZ9V3`yubhEN9kKVR-%AZe)2xOH>+eMSBW%ygG-1U4
ze$CB=Od<cXiAn=OOhx#daW@8bu=sDJd~b6`-IV+qUDJ_AWb2P*nzTH|W%d?_c+>sE
z>a)wPwKZlnM`;WI&9H8o)CiM*RrUM~fWHnSAYvadn4G?i8nd_!=Nt@HZaS^l0;|`4
zgk%=bNen+xaa1?53}zl}p?%HNhxyekY7Kl3|KVFeW2m$-$!Q{lYUlkta_ZmUG(G<t
zvqM9}#^g94DY`079FeT3ffVdu!@JDyhxRGy&kul3(+`B;AuRNkap&*$*X5ao(4zD{
zmUr^){#S#_X`QD6kR>@Z=2O-Do-j(jM%muVHmmNDGlWoR=d8f1eAirwPlXMQ$~xq;
z@f1hG)tq*5_h0;3c;f%fj-}Q?qgD#Zftb-7xvUIc-4M2|`XTALgmVvvqD-oHW)Nyc
zppCA;DnTuoS27<jFNwnUiEjIh68We#`NlHh6mKiiHMzXtu^^nz)*QhB+aV>Fb)!#j
zM&%O&U>^&LE>9outLRh{DaOUYd<oqpIHeXZ=7@+LT~zJGx-!YEm|NpX@u*4tvf`!A
z-zX=f`Y29*#hcquETNnBJz-p8@`fj#DUE7-e4y0Q)Lc1~Q9o=!{r5pR+o_`UO3y+c
za0H(h7_GDalv=G8sky1BUm?@@5Y>tsS{sQdB==nKwVYJ`GJ2j%W*TWQ<g%EHz?B8s
z(9bZ1+JqX>7idakQl$nMFZ`o=)_h!nkWdGpR!)^vocrCUudGRw+hCAO(6ALFXP#VD
zn3wM!uwpHuiJ@k(q!Aws-2(Hs&JdnONS&`*0pLv!pzUVou%XTvqA59Vl);F6ie0Uf
z7Amv7Pe!;hDfMILE##UHz0EtW7^{QAL18lJU}GfwWOpI(BxSN|gDw$i7PZPWOI|Tc
z<@Y1K4Zx3D4c{~3#kA@|>d?-34^O@+l-luSX8St>u&4Sn0t%2-bmL;=bg^;%J3(O7
zrF{Nex2UPCiz!q#G$bJ%`mQt86^?=|F2mR4{kp?uXA?m|9i5k_E=B_|&9*EYn=520
zB5QkK8lzFwvYKcjW_p%_`*bXgyi8|{%Kv$qu&KL)U<#~Z7avluQ5b)u%e3K^Ng~hv
z^n`Hy??aN}5gWU1Z_7WTIp^rR9}Au2)|;k%uPP3`S-z|g!)=w`ROQ6Xj>8uv@t(8C
zDcnH5xHkLkKmK4CEjnbNUvyb6z9`14DHO&O_N5z2p-^F)Z9vR4iK2R2jDXKP{cw_@
z`91CBUO4HFND-dDM<&08?kkh3GYXtR5;gh6pM-*JPT$>Bgl0#a@O>LwKx-umHCiYt
z&%0=+LV)dC@a`v>bU=%ut3+rR>~yZCV=plHN4bK)1J1O|>zp4{NTlexPdI|^mj<Zb
zyeT$5_%?|lX<GGCk$i{zLIO_b=}=Qb2?8ksu|?HX3z(aLTT{?n4q~v6pW70!-E8ZH
zGOc;nGVb*(UB7Cq4)O1(`fD^AHZ_!RnPaE*J+l_W52KnpJ4g=sqg>@%Pege&Rp-O6
zAGmoNfuRx<TgtC5Mcy!hy%whD#|b{W_;m;x9C=ekX}KaXWuJ)fM&My=jIW#a6GcrD
z@R-_VYW?p+442Q@zX}-rOZX-&GDFd|_v}_(ulAneMYe4pC6;u>i<TlJ(2A1yKf#3~
zh^wH1#Y~-V+{ePUk$nP*v*%3m=N?{fb!iKwx25G!Lv;kda6Bmhgz)@&OoMB>s+f^)
zRF4!rK9)pMGE^7m1Ri>+q=T5%ktTFJFgbaQ&Hs4V2%jofa??N1a$ij5cGKZN-DMQ5
zxybuz<!<3IW@I=0V<>lGH);Xz1b8{$Ej#f&&yp?OU!Z!ffpsxv$!ec=)W_FcDAm{N
zi^3sb3eHaojO;3ePi^;cwhP}qo)wJ%nlucyHYF<$vB>p1qK34F!2VR;K%%d6Y~w0L
z0F{(rO=PeEaF2H(p@P*=)<RBky~Lsjp?YY1mx1v~rE#;t1NmomyE_I!?Jdz=*E9a=
zoBtPzAM1JZ>MhM;z&!4S55BTSHQ8ieT2AfQ#V|+}kKO^duW;C3dXJNyF14#D$uAK~
z#+<dCKzwbj;zMeYgo0vXA`Bby9{0C8z>kG+cx>MqWu{%FId+Q!q2>{T8;nG!YRTvH
z@WM0PWctb_grx1e!|<Kn`kc;1=m@!r?rw6+%*KeFC)0;CwLYda4Ja@Icmuto&9#kd
z%z8MRss5A-DhR~LMv`rHvl?H_rcRc$wxf^bObO#T(~+0Ai#8HCJTHrn8R?MP#LRnD
z?+j<>a^9jrvN}nN*=aulVRJ#ff!m3i0+soUSRIooRyrKdz&Kk$ROXFwEGeOzykk=U
zi6F@mRZ6&xx!W?G1R-LuVhHL7@Bx6?%Ct2bk5l7(ukpL{XU0rry8$lQXRDvz1h8cF
z{gjiZi)jIuoXRH8tcfB>_6ORcJp(4P9(y>2yf$WiDMiPJK}+>)Jk`6!p-*-hW@{Uo
zgd#zZyC~Fqm5pC>cEvd0epKw*0n$S&*O1rZ*wU|a&xjI}(z!I5z6yyp-VB+C`)MZb
zz}YKUGaKHYNDA?0jx{9MP<=j8#1vs54w`jQ!#%x_l+qA3`$E@Z23X(=husYlX@3QF
z1ysV^p7GlaZ<ArU_)(*9svpITBVA^(ocvV?IWE*b$r7GPC!>1l;MDJbi#G2Lgi{5v
zcU(ew`XFc)bI}hYW9U|ap80S@D0r%dq3#K4PHw7P!Pz!%Qc;a_sw0=v4qY^YHD1=7
zGmWQlcnM}o?h+s^FpM&07n{n|m|WDRs`qtG=qn+8>yetoFC`JWi{eti_>wDXywS_V
z{(+HqTz@XejQNfMF=1{v)|U9ANl@^pL)b2XObhz0jOgo=PLoVPaWTX{`Xt^)I+>5|
zkQ{Q`GYH&#i11k4$g`gpxIkx!oZ0JFrRiW08uRI&DkfkY;zeQq{OEsdS~Yb)t&Iba
zci<b3HOCF&zyU}w!;+vUA_m(ul&&PDq=hXb=x#!BP6~_W{<hNTCnFM2RENqd0a?Hd
zKg6q!f)up>wIM;POn%x&Eooyd{!WcCRl!5#e*ELiZ6Bg5`~<I>yBB0hDKAO;^NkCe
z!=ae;LG;g(a^TE4-q7`vh;dGnL8l_r-9fyXL$g#<6w&I+=%1k~{7`fOtz1lI%%3BQ
zjE#(Yr#@ecKvSYP@11gH;i+BKhKPCP`Z3Hx*HAo)1U_G=TE5tz>b2Rg&+5?tEXa~H
z83CjY5|}F$Qf;N6cR%e!9#1a70(JUKU85Shyp=E4{}n${7KU?)Dx#OAl*Jy%B(O?v
zuT2Y}!c&t#dgC_etr<07?FS3SIIA!NT*nM^ZbP&}$VrLyO_wQU1>Xiby{6p2gw#+3
z&95~3#y%fgUJ^}q#0*pgK-`)s=no@S@{mX?2hZPjabRj$2x0g!LZ|i_ORwQPIxYaN
zueGaOZa1~BBZO$Mt^ni{!$3s8_iWRHA<QZ~{{<xX$aq-3p7N0zxYM}R+=fXbBoeaz
z_7WNj!I3e0x4gjD#06+*p;{njS@xW$-Nw#F?lw}7QqqkwW*)N17Cm+d64X_2K1_Hh
z;!QBxSd~--_zXKwta2DKZWs@ILu$oMBvdn<?3+TIQgyIiNVINu*JYKAKV{|AGj_nC
z*QA=KJ5{@%uft3c4!2-6-O$2Fb$w#8%QqS51DBz6>r|Rep~^Am)17D$NPEOAz1DbW
z>D3^44)y#?x0@b@XuDb`=mF~~o)CQzj&vCdP@p5pPLT2g7M)p7x5kX~;M+unX~HX;
zpROtqv%W`tVlvtidTrz^A1z<3m)Z5qLfDDUHecj6TAg{R2o%Y=P%mLzA&JG1Kzyn}
z<OHq5w@=Sgwf1D&YbPsx9h%yVI`=gZvpTfPUG^Y>bIB18Yhppi7;NamBh$OV@mr#S
z_v2r31JjcRyu_T%MhsItEr$cq?b3Q&!V1N^0gt%Nsv-z+QD(Rm9M=l10Ou>zX7EEW
z^0^TOIX!~bbPB`uJ<)fpPYuUTv~An_I61F!1$vPa>4Co>Huo6vsvS6h9jxhM!E$a*
ztHV`09D$$`JO#@mY%j^Xk~JVGf>H?|KXK!>_ihbY0Z)u*-CdOzwSsZ3Vb@Vgbfl$S
zpHvJHzvu>FFWrJY)dK0eYLll~ZCrlkGQJ<<)`am}ooc{L-~|p}y&@C(?EZeD8Hfhf
z=C^27fr=uwPE)N0LP>!9!*59nmysp~koLRVL<hbNzgE{4<gB1?@=p_bzMhyaE3us=
z2dD@ws7B0Y<g?+!_Wf#)6@Lrbq=1S&HaknfP7iE)cOp6FUO|?<-Qz@1K0s<%9Pk0u
z?#l`UY`2OHS|I7l{%17?(dPmG{qDJrr&seKT*~4l0YS{vJ~Nl^|Gp>gevQo^qKR@e
z@geEfn#bfc36q{ofncVS*B9N&)@}KXkdIO?Pt-G7-|Bg&>~8Geb<VY_46=mkQF9ZQ
z<gM$7(yqp^d?ATYo_ct6g<!`vcSink@VVgdF)I9NROae!fkEu9(=xW*a{)`elpI!w
zrgHW#VpI7ZSIwtmnOV2z8F9KC$|=apNGbH1`~PbC)xG%tw~V&YTR5|_@;66!A7Jy_
zV+~ICY75~fy-u>scnc>w_IKrtcz(GCfhVrsT-trVIePm5tIsS{DXZ+_gstBHJ#==h
z>~eh{bkUzWN#M?<>RvbtTju^5G>pizZm;&w5hn7I+U=)!V$j$pDut{}^T`ZIc;fDv
z;}i2YlhtLXmpJ7J^mGGE1wRqSE)0EjoJ#*47%a@Br`JP2@v*2HnxBH&0W(VrCBi~q
zo)5)i_{yWC?EFM=$n|8|4WbHxzZ*Y#)ls|k&qcOsxAr$5&xLtJMB?}t7a{c}#EZ-`
z);3iuI9m<LPDET~_9u6JYAse4yQI&!cE49xtzDTHCI6H^S^kHG*Y3`tGbMN5Ps;3X
zIQhDU%wLq(mwj9-Zi#jr*Ok3hJkGG*pcRwj-M5^^tFWscH=49l0E}|SPfUA3%9hvj
z%PvpsO0O5lq%Y5i=pt{C%Zm#i{Y@>VQTYV<P_PYN^~(H67D|jm=-iSBj^N_+p)Lpr
z2As+E;qPlV<UGjye?8{gE_(7mIYJ_kE(V;bLY%j=pdj<B@ZSjO`by^Jg{D;{>PllQ
zDK)1~jQYxyJ2L{A8@lK7kpkyjb{24<2rxL68aQ|^c!Z?8T%(9I9^-XZFUg9gT7zhK
zfmL*>btnu24bmF%f!5Pbd>Qw|5p9Nk9}5iiADX{O&KA{{8uiqeFs%l#4{e~omsR#4
zWj|*~*$=@usSzjF;IB9}61{t@gU-6j3~tk!0LMl})@Da#tJ>n~+_O{L5EtiU-DPH&
zevi;FVoDCF^ToByr)0ene3IyV?9>wfK;rnd-!BeBnC;wO3^R{jc#pWr|9_!ywYRX)
z{`xHOOfF7YFAS8|nmO=IX*Amr(P~>NxBb&n4?TP1A{o-cbcx6uH?I#$Q-Fi+;u;l=
zyZvtvW1m9~aVD>gZJ!WK`xj4pIu?QA8=<?<6H^@10XTei6mH4sL@8CK4xK^zKuz;B
zc)`Azei+gs3Ds6dbuNchL!K*_NS4={vn|EONtfI2j0mJ;5y68Vbs7i8BoGH+j5~U7
zMcZvGRK~|CcSM{U(KU0Y_JK(v(3^>fL-2HqgexLvZg^G=5~(%>P#rKnmoT;GxZ~uB
zvqTxepIWUA5CD<zRY)~IiEbK$0(Q~eBN|ij85V2`*iKsQAFh{jAYrCQ+obECUScM@
z8m)(1_47z%z(Kj|<zBAt=zTG6a6xi(oxiUy<!vA;j^uCA<qPCPIoSLJ(~nZx-Ccwg
zPe}BEPVi}|9%0GFv}ICK<y?WK_*1`*dklg=|H+R8eYeC*wF+&rJc0%MfYie_gVCk$
zuZbkO{A{u8df2H_)XP=$JY!sRpS%>*Z5W8O8lnswOMygwbsj|%$#TN+YrzFl22nL{
zGrdyC*7ym8-MWm7OOw$NVtG&~0kK<)ULt+7?1A*Bf<?Kg4@B?vM-MHs?yq@-MRm*o
zsAuS;7!hIgyqEYrT|CkCuB$O><zx*4ID@?|SLg)K;A!#S)TF_X2zrT1D>$w(?z8vR
zj+Dw;A67IAI3{i4brv@`Z7EQv;qh}-7o^OPWnc<E+eOGU5Y~sraOIRt6kxrUd|=&X
zKuz|2P5yQB7gNWhS<P;aYa{2)D2N&gp%Z%)`U{Rzo=N`6lDM9nL=^rU>(@S-a8sRy
z1VljVD;yLY)-L`O`%LKfQvR|<ySR;6&tHsyB-BrOZH(HR?_`21vEK5Pe)H|+W*niR
zXG>kc-&p=iUh?jW-C~&dB2rsmo_FXDLMv_o6(AX0H2@tcRgRO4f+H|MI;c8`L>laF
zWc#2-H)+gOVqFHnnGO9Gj%&*uB^E!DIdc!#!D0*WSy;WZ0={p~Y9`9i8pMRTx0BJ^
zZs+q5hq#~v7}v|FrRck<gTXb@4qgYeyRZBHprMh2-fHc`?ph7Ny;CHHQK1Fkywqpv
z;<w$kDF9HIP_|FbVx{nnJ_=MRw?R*-4O1{}_zGxm0wEAq3DZhoM688zrxpAIRg%Qi
z%?u<%u&Yd6$;&CTun|oN@tHZ@cIvZOUB_=@B*|RRN9ZJG&}~wSgDSxW;K5s)p+){)
zH`Q6ekj|Gr^m_!X+{uF8lm~9fVs81Drf50e>zjml=R%Q=*p>xnA=c>tm1RM~e8&Wq
zalK6XqEQV~nZRYg?B)>DADPt*tD@5ZkGsQ}@9~$;!37Au$qADE$hzd^4;=m}WL5)`
zE9e4rmV=nFb=(_6rL6R|?4}wr2uHap3XA|@FG0^|5^k^Q?~eh0Q<nGF2sf(R&2(fZ
zMynffTLni!T*NZwYVFW6EEp}!VFr)ZU<W8jP$&87^Oy21BHTpdH{I-faAk;rYL|3C
zGBn0|7y97jdfM^(J4HJ=W4S{9poki_PA-@xo!R%Z^;^X@I`BZjTtT-X=jd86*3GOD
zNdLRI4LU-T`V<&7Pxng=5H-&LHx`%ToO3u%@#^l_7O`$J^0k+z)1K;}j3%qN3iDcI
zn3B!O7EKsk`0)9#zMyBEsM{tDw;awum_a%ma3k6Nu)XB`pi~7ie}7{CEa4JkEHzUI
z$vjz=+Bst(J>uj{u@>j<MahOq#Q=}@XlI$<%8-_!$h03)khQa)hVFWYf37iue?Z=)
z9|!q6{YKaa1(yEWumf{pPVHqEWGbYj>Kz;wHA!vi>tN_RU><SFm{8OS0)U&TU^*hY
zc=0*@gQdlZ>FHkV(=>@@(krdWctgOF|4kR&f3b^kt;iz}o}*wmefb@QqXNY>+DkFK
z<yc-lv?d=%xl>{wzDd%PHb;0-vEZmydEv}Mq=M||?QplydyJUT80lCrdE-;k*kM`~
z4e&U#SrDKW%#%hKmlx=p24N_!xT}|3E_MWvxf{B|m){%V-afiOoC<b@a3F3np3Ht5
zg33^imdgTLl?~JJg}N4fNde*U17(3$zea!j>9@N}N_JClt3CSBckFj(#91K}NSc2=
zcF=~v=46rvbNp|y;S0TjZAML1FS8tfFMkPDM&o%bk1+OB(WcJAzVV5MF)2jvPEqrz
zO8uPlZoR$Lgk;W#XV8<Q$(V25rD?54fCW+rk)mD|VoejgzwgvRCUYa{1xUeTu-Xre
zRZ$G5J2kft64SY|zV8yaeF(ZhGDW74WDi_KJhT71F%wH<zOn*S0E&)*q|lH1e4gjr
zmWKM7$AjlQE5zVwZq;A1oII}8OOqepjmh85!1tCGZ*wE3-SJHl|ADu9WG&Eko9>Qt
zm<giM%@1?9KKHMou9^U$r(|(w4IH~^y1Vm5SO~HUwEnq~Z3Q78k?DpDd<=m8>_eW&
zwD(NgMv<rM&_K+ibhBAaZvg0Wqq7Y>n$}-?JT`v0ctkz}zmiS7z7R#8fqtL4DMQ#$
ziu{3Z+{Ai9_Xa`Q4^8DUiKxV;%Q^A|Z-I*2&=(|bhfm5a&tQ<y(-op@YHHzV$jU|5
zQS6j1W(j*Yds`)8w5AM8bYO0V^XuY$T9BLi+0Pg3wXM}(407C#G2h0#qQI;5(D=dU
z3E5V;TUW<k<C+_nFG6K3mGsXg{m)#OB8N0gX;S7>sA)~G<x&*`;;0rh%xe+(*!Uk!
zy|H$%z>y2t&xPu_s)yIz{|MME2!FAHf)!=X+2i*jSw+WFma3gzcGtHS%ZTK7ZK8g1
zKT_^gBe4KB2}gL1>$ck*U#<lO&d&;OOyRjI{-fvw=E^r^_vQ^e9&(w`9V`4eno>XJ
zmzBuKu}<M2W3GtDY-&E^fWPKBAE+fGLo$jvSoC@hPwI{_dEs0n!+X`WfQQVE2q8xe
zhUbD!O2NNqX;my8b&Jqf9qI(J0Yu;L?ABnCC(rqk!6L*z&P{rj_$#9AOM9*6(rKpK
z?2K=SxRJyhMtgnjsj_JKg1DhBVk^TEV~GxqlZ=rdiV7wvCaovme2piYy1y89_gg3x
zF2&_RI&)VtdV2`v^}hLsjLd<y*@Td(Tq5!Y0gl+L|8jk7RPKJZ*MzZkC+0v=UDvBy
z@SejM@^SH7aFJ0W2F2Q7sC0`AvMe(^`Tap`0r<lkcwY*h1wG+&YtKzSz$jn!buj8X
z?_aXMll>T}hbJ2E4ZH_C;(T~{`n-Gr$Q*G-Er|MY^moCWLH+CvCtL|dPZ<QDW2N><
zQFlTP44%dlHNl;)ToF=~oC|EULszfnLg|r`=0sm#mE7KsgD)~%2t;V|MrqFVw8Y3#
z6?J)VV7^*-EgqG9dse0-;v3D`Ev)R3`y5_NUiczXes3sc5U;As0bVeC&O5l+ro&b@
zYUL&EC9e7Bh<b3z|AT~lvD@s})0jD$3J!A5P3cyYp}PMlD_NFGDAJp{F__L?R($LE
zQqIa|a_s(b?>@vTcLu@Q0N+qrIoYAO>q0t42`@(1Z8!ek60&dvs!XUOJ6ly*n+z!y
z)R^bOGEd<BNAPCSF>5$-4=+kl7tX0R?!|0U9U^MY?EqzLmGapexI8|gC6Hb3<_OL&
zDCj|}BA9`hxX>dN>QI;h@fFTNa`rA;UF~f=8nE}g3y&_98MtmjYV(ov!E7%&-x}go
z3_Xd%iF*r*fX4y`PktXF1bdpgD_8iws25-#(`2=w^OjnoMb3yhBeTT1l(U#Y3JnC^
z`&fe&9l?Z|)iy5%S6J^GFHs$jVJvqYc=aIrFno2E-pcYD_0BNhtE_x#{?J#`lC^vm
zp<}q-wl-mVJN~@>U|4rTK1sH%k0pAAL>=<s6dk?}TsEuex5=sL!$Ak&P~EQ0{J0<E
zQy%snYVc=tB|r#$##-NcY+*W&j4L8otVPV0ce^Rk1%4L10f}Mdnuvd)!D4ZLrd(0v
ztAPC`uC*~4L5a?0KcefN8~8!kD!XS6RonHI7~)M(-HzAcZ-m&WWMF$7!dNrz2(z}i
z?~QyTG~sh8P3K@WVk=>0kA88$G?pJm1tVcvFBHNs+3NKCN`yf%KvDTAiK*ka+P}Ps
zJb%O^|BunQlNV#r58#XN7`RFE1&O}<r9{|Pm3<}NF_`7U5MLcT>`x={e5~+1i>mOn
zPW2_1<edZa-D&u=mb1F?i_N#|@2}_71l2e9PC`!@c4(VJDO^TSK8SYVx5x26?_l_B
ze*>x6b(>f{oD&p>!rVyOB4dX%ycp^p`5d|@@5YXJ`+!@-5mD<$6{G1JuIq!|`JSny
zw$)PeQLNoyY*wg-BjR{0)U~9@!7|H!XwSb*`U^E7UB#rFff4njSslXL``BSfn#Ut+
z{+gIU0y5U+2;pw{(R9CDFO<ZGq-8iF^0EL^UqxrWhgf$6H^4;VxHApk#p|~ci7-oZ
z?!KJw(oz{es#;cXm0lryZ5bIE=Uj4q!KA6~4w+DoFI!Kg8CCm~`aB{0EznJw{$y5L
zC#QRt=4qV2^y-5IUUqNW=Rdn#27oKN8xC!f4%!m`g{xFQR*@ld|1SrUtUMSIyL5k|
z`{{z1gcm##85x=!irq;#URHwwO{h`LNsVPxqE$Xl+81z;Yc~g=*m^ip{S((8F2tw*
zP63#Z+B)2gNVsrb@@ef6Ea56!a12S~x`h%z8U&e+iOk6zq0Cz1$sMp-tEkWbfVW7a
zu)z_J1!iK|`*>3viX=1&AO+)Bf?(f7bEgr)$9V`_$@<=*F`^>sj5E%vWipl3m`lLQ
zcX6d6pSK4n3JakENp<@aPwA_;g=ho}@6@NY+;MQeY|Bs3|D;0pTAz6!q9yI<P04i<
z9izD|{8f9#VfV6sI-VSdYOgDgLG=x}{df)AAmACF^CcT(B>K=&Mu?U;?Xv~&=Dst3
z#zkfvj4|#G6EO%8R;}~r*YRDh^FTWzy+C7%)kD=EkqnLrswTI#*gdW@ZDxMr>$6R$
z?|bw(p<)Mwn!qgGG^k!7WZ}1oj(zgU5+#zaiCQCDrQOr{NeQ@G{ds-$qr)Zfp1j-W
z>8<P{XGZDjK*NJ2qm7D0vsKup&{7!94QkkeLr!dmhMKXG(o1Fbc<tfUDQR^|j^1L-
z{<KBhF+3@*GEE16bz<FA(UA;%PpJI{2A+Dko9~_Ap*n;m8FpT#I;j($!rz!xff#d;
zIlp9gQ-<`3ZxI|q2jB--zWmM}H#M<EB74Jtjg(~Dbz1BsO98!LS791W@yuEh=-`Lj
zaR%wQHzXTMY$_XD@Q4bq>ZeKraHLW3)WCS{)Q{jgl0+`7;QD4`dM0!|?}$I@HeX)4
z>YEL<b-;U*K^m6GbIiFI9W0M~5JKHZ3Vq2ikQ`m&yOFOd3|^L2`HPLQZ+!Ytt@}Ai
zjFHP15?-B$8aiWHsA3=Su7m}3((eT$4FMGixm1gdD%aw2WGzk2JTbP!BZEV3MCSw2
zUEE*Uf{nhC5^JVPFDDZYS+!z%*x^WIXA5Kg5F$eLybsY;cf-?U)tkWx|ASQjRgjpQ
z_fNty4uX69Rfr3>x$d(6^j1OX;~Nf&eQet0YO-^vvI!w<N<~jcaML<m{@cIKsoI(E
zh{5UE)D;2trh*@ZxY01GKERW!vPH2adIRWP0PEz2VQ*Lyf$9TJm=*59!kIf*=w?g3
z<_OlwC7-?1F9AQ9Rs!VN=I|MsE!<BoiVl(%g#9lC@y@>+JkK6X+D^)BP~is)jVIwi
zkryc`@9m`uD)JYs=%-bjFk@ifZT8Rb-s@ndsv*%v>dJFk``MIF!dt<Os>?7)ugIdz
zL<K`r0mSH`w|>G0=t~^x<5>+lWtzQUjpp0y;5M8HV1(Z1MC5z8^nQvKElwk~Cm}K2
zVL1V{Ca&-SUYm(cXxmxG&{9si?**I)G}sb^i8H<RVbS6w|Mq+#Xn$q%%xWpV%C@Ee
z;M^*Ay$H!e*Z98~8sK#>J$l@newY||#InqtI`sPsO`Zr)LD||Zo|I#CSy(u>1;tQ{
zBjt_i=e0n+7Mt7n-cANN>l>+${7&9;DH>$twQq9QzxZYXgh}1pbW1P(`zEK{wBZ?C
z`IF#JEdnQ>kNNENjC$F3E9$?ir&c^z)+qINJX3B=NHCn(IGoMFmGz7U9WQ$^#^RzQ
zY+N=Z@h<ITlyqFs(!cgmh~a6MlD)#Dcx7LMb{S|Yc=DLgFii65B=c%yO~W@eZWYuC
zmi1(t{N@!FRk$&Ovx~`gd%~^k!LbP>g%myGNWpCbqC_e`OXV}vAUXUaY$+f?|Lv){
zn{yB9)4_ZImmLr)&jvzAB%t|>YAxq4ATiRSx$iT}6uE|?+FpIGWnAQtb1Y;!JF8`B
zuZBr3@q;&TRaVmk!@6h9o5YR;huH#Q^-0sz%p95ZO-(L>6+1Z3wPdpcreO7cpdgx6
zwbRH=qeKrsTe?#8I@!%czZZ8OOl|US8;Y3BsU_)3YZy+)qd^TL7-25;1+LWteiKRp
z@3Vc@KU|n!0bX9Y;3(Q^u*Q;7ud(KNqMF}74o!r_GYLn~A2Q6U^gBJ9V+;r}koFT$
z6fB{VTxLa+{P3cy<}X<rtj=p(pgzNX5_r#=K|+{W)vJ!oe-AuM6uKb8lymHCGlxNk
z>njKi@9QceOVVPav5C^J`P4gy>AI@h|MOco)0+~6w}*1h!i=d=RI9g3>krefQfL}e
zk*{)YBgpPPPwh@pAHp0dwIGwuz^z*7!U)0ZNMiMVkDP@w+|g-3mr;1Ls>7II8iX+8
zGZ+v!Dn`^;eKKRp)*@{wziKV6M7TN5C7bIaW2jdqz6iM3J@*DbWv{&2tOS8eL%vSk
z%(4d2pZI|%CgpxdgSx(Fr49kE_^xyTnxp_JZ_NOW?yl!NDuS8Qp{lMP@on?fhb#1o
zpnGUNv44`Szz@=VHU4aWA~#Sq>7eB&_38Y&ncPD?EXLk3Hmmk{2py8)XR;ntNiH_Z
z3n~t<r-JQ<1VyFEu=)lldI2a=615bB`*>oIjf>iym!Md?ps8bJ#GF$!JcGl_o6pcQ
z<5kQOR~Y3u8*kBqu1U88oe=pQAE2lfp!qDv@3Two`0^M(@L*@DGETjf_?O}uFb71?
zMCu8xV=J?x(qFio6)W{Cf)p_8d9>K<916(+VS8*&IE*$>yt$%{&|AhFDBOj51wI0r
zp|dkJ7FIeB%i@bh_)=L>c`flkrVgQPJR@Y>-3arOvS^)}YZ^Z?oQlGwk*`GuY|gzl
zcv;yscUUQB?V+W_)pZmdh<2>zziQA)WE!6>$GG7NT)ljYxs-4DAW(hZdh=43<TFZ#
zu)yR@XR~hU#8NW8#XXPLGwQOiYAIlya-9+P<4ogVW!G>>xP~qhJ2C2y7Qk03fQCWp
zLSx~#5Set`U<kFiAopS?H|XJO=G)81Z-Z7_gV<H|2HUj*5~rRX&?;v(`~)(DV=1M4
zl_z8toH&3!OM7}P<J_1;Hb)b*cBnIF#yw<48LL}p44jCkKj!sw+QClYS2b66VU_W$
zJE`Z`Y8z`#L(1aSN-fy1=jQdpp^>hT_w?s2;4o;#W-*=Cwi8OTbQmn-<icbTxJ5?E
znH+C5mW#Xo(nlK3nGDSH$wd`G(*1_OrA`lc$9x&U^@q0b?LYOPxlN`=@ZxUedf3+p
z@isg!P*BuJV3}|uXdK#VmBhGl0Tc|suroXkztBhKe!J=#q0CD%=%Q;rZZQ9Zqjqt^
zwKGEB0{F}Ecf}^dDkeKAhD99gwAabI^b9t(yom$_4IKLU<<Bd#2_4%f?ONfN!K=v1
zvrj6D^%MZ-7hw_@N$8A<`0Q|g8W+&Xc|X(by-D<yQwk_u&lw{%G8hDH<2L>MV%k<}
zI+eoIbo$;vGHgK?f7fksFzs@M>5hStNe&Z_kCIgfoLdfSxFx78Hp`|KCv_Ri*4BBA
zzUW&)gxjZNf1<F6s>%D%Xh~VZldH?fiQ~#VVB3uA$v9qiGb2=K&JFHERlBb?0hF_7
zA$<`J$>=*uU6g^8T@%d>k;GQDiGe3bH9fhe+!9)h33}tx0<QmV*KSlqn*qozxDdp)
zpeV|c4xomam*MNn;>%Xo5Z3OLAP(;K+~v_#dZk~T^4Nm4=ku4jxzEwwhE71wL*pS0
ze2EDQrA%8rWt;iJZT07yWmjEF&~BCqXxu1&F>74h&{@#K)r|R!!~CX9vS(=#2|`}H
zxRPfF_pl`~Y0Em)Z;cZK6$eVx+7J0mZyFm#K*;A?!>8KbbS*Ev^>TY9(+5<LVj@*U
zmRPi?W?J}4-{>qhb$>ZUiMx;1-8nH%2!x(yi}MO0yKk|(|7#{Kzxx}AF8GKFc_o66
zyTP&Z=xARZ{}P&VRwYV97&`0Rj24r&m&s)~BWkD8m2G+Uw|XVI)j(o0^6SzdWyx7l
zitH!z;V=*T61Lh+{lH*kQPP8{*j$~==fgiFlDrq=pMe<;wzQYf92c;|4}U^Q(l1lX
zjkNcVhTKWMs?KVgPOS7-%ueBD!+(kZMkk{oE~vBUlk3v3=6jrfA>eW(#dDbM_;+)U
z0*NptPQBjDp6lxih?{9BOfq$#_G1<2kf1oh<h1*D+7+`p92>a_E6t}M6i#ghv}P&C
zmqWtxX|Fkj-b%7it?cJ~ze!YUN(8BwV96UYPWasehrTC?46h7G+gU>Ka?qYk%G07j
z`sG&<AJk%Yr5bAssCsD{CVld6s08&|e*3*jHFz=IasjT_&-wZ<);t*2ma%DrSQyXi
z{)~_t+W%jNneis>dRjd-EaXfVhtN_Sm`qjs;hMxmoKcXZvk!GFZ#cC{OkhHyUMsq_
zAtq$%*!>)AN=p;%IKUrnB~CaOeIBd%%zfM(cYV7BogkCH-9d(Y7F3yxD#^Q+)yLb!
zArP;G^}6h;29a5Y-}l~X?fC)yzlvbXa`+(iO&sgw;DWqCo#Ktvm~1%YG{V>3io86d
z96OeOdvpl;uWE~_XyCvp=u<qo?a@Iv?(wcK;7tE>aC_WUNKkYJg3ZbYZ0!@Q*L2q;
z$Pz<KE=TMWLXWt-L2vMG)lTCJH5+C-?0gBRK%*i<CcM+BifUh_Gf2Zgyvu3oeaqWF
zW2&6&=!oNjZT@+6ck>0D>Wz;GF}A@ph@mxS7Y@_8^fJPb%njop_ib?S+ODy&@K8ES
zQ|LL>thZ~T@R#kHFfQ%=``+FG$nsm>n+K}tSibTW8eg{N?mt`X1t4XmeTZh@`J8Wo
zq(P4%znhyO%3JO&R)-yJ{Mx%B!7CN?D{H(LC@Kjl>5jv#{QT~J-`$2bNyYl#MCkW2
zCZTWyB2L+dlgU4PAbuT|@U0RA+L{PDXBY9|-#0L3ZNs#}O_i;>h>nw7e}GU48D%&j
z;{cps5Y?b@kfOS!<h7&yxJQ4{ulBe?i17}SdUl?gfR;#=eylC~Do*UCV}xu)pw^l&
zIz{JhLZlr#X?;NP+ITBBc^MeEMt1vsSn83Z=tZ2y%@yk6CzCeEDeF+CuTDOLqhtry
zUr|eF@3+#&&mO?;OuYLoIKpGv0;PI4mkgqp=#%!F5Ah;_gXx>O`73pLND&%Vn*G&w
z58`r8%M(~M+zJ+_*Yo$Asda`+lMUhg6#_cFHWjW``BmS}LXM4Lwkuc6b}=`8@`4}`
z0OJq;W9q7oz{vM<y6pqW+ulcLE4YKQawkv^=`U1;`Z=588-jXiOJ{<e1l#|>N(L;8
zOd0duyV(Me)q6YY1@4l^9pdqyNQxJYTB}!dnJF7DryGzE-tNT22zP&RN5}2MFw^})
zITh@8ni@iUxYTL!(ako7Q7)UPW#afKa0kC`B(f-)I19M3IcWP5e`{s4+w4u5m;E5h
z%(;3k<iY?OP|iNT*S0&_b~z@Qmw`Cmce14i!oxMwGyM;-c2l~8s8~V;o^<F89P_H|
zRCsz<b&<By8&mW5WTvF0MX!qY$n^DQah$N97qK~5mmXfnx3zb0mH1=wvB^S)L;(mg
z1w^+nSx?){q(R_5feRhyfOc_rW0Vgv0)0Q@WSi6jXX|)sE?g`Oz1mZe#2$%mm#0?e
zq`ds^Rdu`)79YmWAszsZ>+|Bjq3#-i7j;(VQ0+us&Yn?u3MpJbv~@Iu7(z{4Q`qpi
zCvNL&S;;0v-0g4Uc2zqbv-sFfPNs^JE!`%<UydD7|1zud<!4kIa=p`HU0O`EpE{ps
z0O=C=xfbSRSfO}1s)A}~Wuf;qCI^a4tEqwXFtL5BK^ycu3ubG7Kl6Zh7JbiU`<%{%
zZV{e4g)K=ZFE*|qt)O+o`NyE`?V#L?!!cTgwi>$0hSlP^%@(Z%^`Kq3Uo{tAmV;z?
zy2?CPamprNXApWM3qNKiOLP9(uAcSt<b>`0<cEU#HNz96N8645EuzgW&d@{kU)Htf
z-;PLeaft}lpllI0r6{nlC8P;acMHPwco1`bYzBcM|09g}`cw$$S<v62TWb*A6?K~a
z`-dj;CMwBePtO^69?XFx-Tk-(gGg)C)9^WF9K$+s;)mG8if?w&9R%C5GJ+=Lsyyes
z|7riGoGViQ_<d}W)0Ck3iGtE*R&%+v4bdpvJ#c4bOegmRz=*zPaX?&u1x-`c9up{j
z#42ocl}xrQ<O9<%c_eXPquUa{3}GxE2?rHR5~Lu}^BP80$(Odg2*+W+Bb0(Eapw2Q
zbxQN+MGkIWYr|fOd946z0Pd+F1YmJ{Y!(s*p4*5N5O)aKCvC9ARZzqae(AEMsVP5;
zVTjEraLI(E%Zs*4dLtKmzqi)ZOSll|FGF}m9RpWxGZOAP{$-!vdy%C*=X!Q_e8otz
z7?}_*eeOi8S2hdXqW=0?2?_5^t;38MHUwXu&{iDcBac68Poo-*yuRiB*m}yewtVnV
zFuewmEh$yOW_~<#u2exnH4_+x?U}9q83LfQg1MQpU(y1GdS5?pdcUr2$}NZ7pva7p
z1-(Y&hYU}wxf<HM6@~!3(lcx!Sy=bm0mvZWLb~Z}5d`|_m))P5%g8jj94NuFX)}r$
zZcZP>YS{JofbYp%TKq8x928!$bz0m#x`3{m6x1fV3!Q*iB0l*F=@PozHr2f}G77VO
zAzU2xKT;k%@3KYsFxJx3+YKu;3QL|hX)x!oEK38h#9QFlZLae$xz=imE72(YxYhyl
z-W4Y4o<`4!P^zkcZD8jELv^nsK>e#_8qyXr2!YEqh$_l_u!7OBe<W9V+$}J6JU@eY
zx-SnUn!pP`j6Xk@a_BwosWP(E_>4k-Dt2*Y2WI?)rU`lpA_I-2C~x|f);RP}zib1Y
zp*}^PLPt7v4g5|GGTW}Kr0dQrIF!yIZ4$QUMglL#p@-(nupjCjimxhUn*OtjbP*&Q
zgUz#Mr!1Q5{=6JjcRGLE7$);4&^A^+BZ_8RB)=h>;^hE#l7X_C{FEn(xn%XNj(h>0
zRYcvdqs%YKhhDsiyz`WBJ@w^krt`6oRgwk3u*Ce?J|5X|uQNzwCz3U{_Hjh^Mu1Jj
z9cB{YIBp?*;!Qno%G1{29kq_hr8859RW(l?Mp+wP(vStb$fuaE9`VM9M@N#4%Qvan
zV7xO>Lp+&0*4<HyVcCm(Y{2?PfWPXu*o#4Oi&G-VMxk8F%G5CC+D4K?BUtyZr(|z=
zg;|W%-vA02XSXw*iww=`YhOAtHr$jfj|~1^etjizgPIEdyuI7;@<ifxOF!(j_o}}j
z4f0ookcI^7m)z^8OJI8(ZK>QzJaB<MjR;4qM4>6!*i!~<uKF_gmN$h~RlSgg>gE3n
z&J{80ypE18s|!%5aACIWQl+~}gP{EQh-K&4{OoPlapQ-#Y`)j56DkEjmU`~HldjQH
zjA7W4v$Avbl*_BrHKp4!BLJU2r)EK>Zn%O6KmM-v*ue|WC<GwW6@cwr0P;N4Xy?r1
zUvU2)iP3L*asr)q_d(c#2+@r>E3oRn8e{>?Vys{_*cCc<I?VWW9R$NpED!5wdxW>G
zhNeB+qhhUE=>`GqojnlQWu{7lU;?l-RRHd$1j;fJ0O`4;u>w_YxH{Kd{+gP403-m9
zU;e@7+h;Qizy%-=v-|v0TzK&ZtG-K(cE+Edj|vMbiEhBz#bLN3OloUZ1ZdXM3bs=s
zVL!V$Y$sKMS#t};>cCaaP*`7EsVH#rqV4SekxM@#YP5QT*e5(|nx~+gbh}glUj6c3
zwoW=-d-z5+FFg+#v~;5UKdn1(;Tc=Lnr46bYpOC#iu%(;QG4km4ftKS`?G9c`C>!q
zMBYJ0Vj>MVaskMroPG8i>w)+3U$4<Wd9<wh?zaH--eVeV&f);pHEdyB&Kc&B7Ag(j
zq@o!t!yHkfo|~+>usZLdXqloYpj|*A<u@o=Oi~kY`7N{>yI*Z8sfzydPpjS5ckU^T
z&Ltn=*93|kq_>?aCZ(+_AQi66uy_v-0_Hg=<tJBv<f&=-x(D9$uxxE9ivzgV@j*!S
zNI2GXQ8fMtGq{J8M*TKzP`gzOtgG8)=qVV68M1(3+AKgJr|PUKtn|b0Fi}zqu<Nu`
z<Dt6w(s@c*R~)#jU`%n7kEk>vIu8}i#ZObL#6u+uou()sBY&N~b5AP70%#i*_o=Hy
z)KTsps6E4)L-(=v@O=zipe$C@4nR6j=c8JJ^7k`%(HYUdbuIuY>=9hWbI*TcLvB(1
z{iDyH=9zl?Ujv8n{;cB;so}au`lCV1j&Q2v$r|}Ex4)D<N(7Ze&FC2TH3&g)g9@-M
z>kjikXIT2Xz^<B;YOg^M4s$nGgjcJF3RUZ&X1$hJw(BB$&Q$)sTFBE&8}(3?*fodl
zVQun#woJxEMkQZWmaRK1S+`j@j)H$wO?T<uJJ^_}aS$z2wcK?n=c8lf_uqW{q0%)8
zs=H6eQI%v`ru$p8`!*Kty2Y+7e@<2R$kq$nX@7RiA<4cQQqD`)rR6QcF|<t8l*Rt$
zxd5D`o_C+HZn%E<0-XEf1%{uP!iL=1@$5WWZ|x+yp?)n`b>QXQW$ru~y?>PoXxg?r
zf~!=4m7hCn=u@tGT~?G=r)fI`g;zmnwb}@;)eu!1v_Or<t>IkWmo*1AEpG|aFe{jb
zN}2|faL~D$w@*OAaNZGUekb1x!2Zk6Szmh>e)@wAseSP33)ViLI^VqY;ZF=Yny56u
zW?rkqpVP1!fr0>-Mpy``x)ZECJyBCIYBKl+(H&8@c?VfJzdFdsE7obunge@>mWN+h
z1WHw`j(RO(h3!4jx>Ev{Y|B5cE=M)_QULZ`kVNsNW%ftj++%(1^*ub2mEG@qc@0x8
zEk)3*lA;@9ZsRu68=eVeP@+YgkkWg?wPa~juGcI>gV%)U*aS>YekS^Nz{x)OP5{n6
z{goBpo&WPE7RAraKKAk|E)(6D(fc>A$wua_)}a$RkDQDd$v4qFwoeWle;;hS_DaZ8
ztM0&qlfTF}0zjkbP#}+b*&TCc);CprmvzH;fyaQ7@NZTdr5ZOu=g~=6x+}FOob`up
zq35z|XcpU3$g}s%p79IE$8_q0%~yZM#v^w{{~kCwL%t9IisavU{~sGohXQ$G8=e@r
zj`4&~S0OLnwkqqA+pl#s1T?LK;HW6H9yAIo_g+@{?5MKN=oy!o08rpAOU5s_{4Hbq
zW5R)FJmvq!$nyel=mvGY^_fNTt1hc4x*>{%cegN9Y~2n6rY*&k)%#eN+|$<`!m9n(
zGW8titUZkNSAIsz&V3L~-arN(0TT?t@MGczV*RC8Sh)Fw=-&b-=gHFoK>2+N@@;!|
zhIOwkwh@Yj$KU`q{$9VSi?a1RDfOOr=n49coPikf2IBg#h<>y7DMl}36=DRVZywtZ
zExHZBfU$G1=;&jf>VL!JNdcfnIyZj%n;Adl_uVGDiEf0s4gF@X!KDz;xGoFqHR?4W
zN5|h=d*B8ZY&?#sOLhubgw+^4egVeJT!W-#yIE>a@dL5H1J2hc&k4ZZOV3&H9yQWw
zzNww)hA1Yk<J}QGa2VDd=ElhRI^-z<psKo$K7GcCUmo$|Jps?Yr4iDsIW`@;FZ#RT
ze4FGM0XTa1XI5=@=Z_Z<Ff&MW<I4;9wW^NT5femzH=J*mJR<;9#=rdD9;Ir#-z#pT
zy;<IW)`n!!-wo&6MRWn6fFBL4Ney?t*D`)pc=ZTHm3DEWe;}N18_@({I~o1+-`EH{
zm*2g`i635Kz~OPC8(v<)w?k$07(Yw&4}|k=BZ>e}#~ioceZYfH|6=IzN${EG%kurB
zPtVM^{qf~A{w-=^{L<~Be;}N1n_LwD>SsUs)=ND2_Y*Gt^)qU%Y@qbve~)GUst9OQ
z7mIe}pAlv_`IB4|fTMSQ#>0=FSwH(5emIIUbIXcuWO)^8-A4hy^~w38UpY?x<*N$-
zx%*VUf9>sGSb2XRf@hTy-N5oX?!$dq>prnR4$imFR~3L$kKW?Zr!P45`Z?yE+=sT?
zyNYgH`2p`P<x#s!579pk&bQB35da!Sn}U4Qc0cLza`;aVK;=a>vGMUS(Tyvw<1)z=
z{*7y6(2QlGe;k}|pBxu}16O|(3|}&gcI{PB3LkgZz5PWuu)NC9W0TQk#u)fFse|B#
z4YB6Hb<sZ#&bLpF3c!w2k6CZLyPsW!`xJN4jViz4G1&{fR!_p}gWUKzxkHW#z~Ngj
z@$kP-IQ{$$4&Hx)vhyp5ZczCRa{q(d)xn6l>qP%BINt|3A^<e9F16jKJbtM;A*^>^
z>Xnx&_=s&(`2{Na^KDm|x&N~_9u@t=;CvrsO8|D9`T-{&zQM7(KeLf_zvU5kzN+yj
zy1}niHCFUDX~izlKMKzGL$(Bf%Jv_8{trWU&cV!c8$~yy{0NCAb@WN?{%5W~Ecyq*
z`M$`O08sBeE!M}e4>^9u6x5s33hq-pL^rDZgh&692#Shg9es-ZF>t;=vMd0{AG~38
z`Zrv;i1MTBz&ExMwqLl7EAQX3e*7X9RT15|auXVw+peD-EZbVbq^^m=klQA;OkmN<
z0(QOa;561r;W(f6mC$<dXwg3e&i6@{1z^wlr<iql9jnv-zkPGid)jPF-?RrKP9}+N
zjJay~6P#f)wmd8vnF+=&9hKKuK>%pEIL+4-sAB@_PPT9!?+lj-t_WyY4~a{+iT)vQ
zzE3n30P47dBL2jMcP|mXs4_Ez@P(CG<bTPX9q>%@65TL!1IH1Ll9708q!_u1A+^)O
zL?O}`rVXr6qO%`LH)@QHNAHRLA#lD=G!lUAr+&cWFJL3?e(w=~GJcafCbD6;HHD6|
z^7lYgmjuy20?zk~Mgl<HcU}4Q9X!7CK%diSCzv-eWo~^|jGr(qYYl5pFEsDa4a;_(
z|7tH-Q??v`q%gnr#3Rw}h4b~%I18}m=vCBS)C^%WDx=!6I%vJM6Ur~BD7sPR7L@0A
z>Ft;;<2SA>cn&4(VQOUq2WNLUdzM7+=?5@+#RW{?bPem0bH5w#sT-~!ZgMi(O*o9s
zQ;(vH0L{lvO2)*ss>dDV<bN_00BYGs`Tkq)KH$QO-&wCdSKj=In;-sQ(f*LR<wQ5i
z+{7-M#?MlJe>)T?SP)uTS~3j0qL{%+8M*vCHXX~IA-OgleTepQ*H*>a!+dOlZ;^Bb
zfExGQeg7Z!zq*ORN5`Yis)lI4ravzH^gE(A#fol>Vx;~~OM7HF-_MLc%nHW#_A<kt
zx#|FOvuV2j>{kV&>o@Ndrfs^4N$W0S?)Dq(oh;mS3zODgM$*QsShV{#rU)tbxK$T1
zeCatR8Z^InPijv>>yjU^)P0n&jXaE5Td&L9{EbJ2ZNhozI?`*>B%S~G>9cH}jvXtU
zdqm205?5cu(tSBMR2e4^3IMU`_&rpZQ&pjYPp8q7&}v05_)G|Z=Vb5iCLm}(p%jbY
zXW8|yW&%qu!R7Z2kO=?{-z}XFX_N@*q$(9AcRamRS{^dg8Jn-E+}3USG0YT%pwpBi
zO54<3TODIoUJ(5w=6po~*nRFP_Fj5|>hW>#?^Fdou@zZ=b=QCYi<Jo6`R_gJ^y7O7
z3|e=z&XfR{Ha3Ut<Vvug69c=XS}=>Tln6joV+7PLiwf21sT2S$Z7-P-zWM!cnUP(6
z_(s9#C>ti7AGqMOg7I!X{!pc%()9krN4492c=?Bt0L<TcQ#L<-%_W8X$&-*SOT80L
z{zI(*>^$?B)%2tCeyZJf;MEN*ys{lVR*Xg41^p1avj-|KiG=H9SJ4eKx3Fkwk)Z%E
z<4>vqT_;^=n`=YYP8U`~JX1xWnlYTpc&QWs51&w#DRJ6VnWi2yk4ubn$4$2UL3mfv
zZ7<&ZrI12rbT0XMb^Go=|CBA?e)_9y+rf*^*!-Y{XGH&yIXNr<2d=)r?f?Gbz4yvt
z*3c}&{J+iEQqXhPgSMHr3|$9Z<_SpmDduOaBmmmlI#_V-C$t*7KT`rA@9Jk{)au;)
z^tPp)Uv=;vUj6!B<-Xl#92fmV=H##dP;b8bUtL!)0LtrAsxP)7iUn2tDPBE&_up<>
zJ?Pl#C<p*~0`{Zpz%<+%=E06A?qs7<0ID_bj%Fh?695Vd?h~?U8KvrJCrt(5=+z%F
zW6L#_`*xgiMD!1tlfwc)tU7v0V)zqX;XcwAlMb%H-k+|DZiu3J0FBKu%mP>s_k_Nu
zKD3Q>p<|>69YcK>n47{qsxut@1L0dP908%>s$&2GWKb0B%d7xUNx+o{Z!%@X=^1-Q
z#~!=(0vnDzP%QwHxd7x>G7JJP+k2h`{rb+FiNlW`qW-dIW(*OFtFoSd{HFVhZkV}+
zWoyffV*phx;oW}<jI4yz-qs!^y!<d`&rQU{4@I+fJs1^hG*lx1#u*yCDgj6vB+RS;
zy#DQP-1y<GY&rSLkLd~k)feCb@NJQ)nt+>98mkQ5HXqfN)Mbr+7T((W-3{e!-Ps!H
zHTp5GYzhl+H@JnAL%$X0kaX%f#_xNAHa$nmj9--i5L-_?#cy)%IU%i_LuLJGr$GzO
zux-zNewQi1pos#7G|A`X<tK{ls}lg4(v~7{0m%PoR2BH-qqnS7VBFa`-%Z)SJk$V4
zod-ZgeC7epu=DjpgP4vA2A`H14Pq4Bekne~PRNXl%IK-Gjk?r3FTsO=`4^1@;NbNa
zn09GpmJP^dq6>>9cuevZ-I%kAc?)x;k^tkXCa@5U-`dLy)uUq4HGV0so_-3(-)!j(
zRsul9d*cMdry6|p%&8_|++^hnJ4ENHsq1^rI>E~7J4}>R7NR%;c@BdYol!b2e%dii
zUVjC{mYh|2-Z<e{X}f^-6C`Z|q}zJWImv1pwx5`?udv_T9lRbuensQPKuP;{z-OxF
z`F;u{`o>m9a8wj(bnJ@KadlB~Lfw2f8nFF%#oB--;TEv)brFo;JJZH5rD4m?sMo9m
zqM~CldiEi;E$^u6?y`M%uw?ITR(*H<kq5GN0<=uQIr)7_JhsT4i}LPEg=6XXv~~LF
zTub)c#)|!S**VuIKVbJk(ER3<>(DjmTGHdF!jW`eu|Hx?*2z+jKr=QTLYWQ?;1e4G
zpRVQM)iV?xeM`b)a3I`=`NMrk06Yc-!ec-X>+{aDPZ{{Nu7==-jgYuR()-O;;RBks
z_8|Ign3AtVfZ78%F6auAY9=r%We-bF54e{KL7ispH8OrF&D$qn<d{9!e3Un~;p9G9
z?h=fYfA*$h7`<>4225Lu_;EAPZs<5PNf?Cs-Fl-@&;DrIdoZH=4`+Seb^PBX%vg6w
z<+%p$ohrIvYl7QAf7q2S0~>E&gw?2zrfs`t+4#Hl9*uPeZ;JjQaK2Bz`tabHrQXce
zG6SOkqw9EgxQ+IP>o^a%<`EBpvN1lL!dbCs{jR;xr|)Pq6O6cd`<_`4fCO~vHv}to
zUlRS<bG~2li~wvs`3P-Bk3>L|+6auQkH7{E5Zb&2Dz}YAg_f;QX=r0n8yrbS?y17E
zF~jDpVfVZ-`3{CnT8b9!`=WVl=0t$RqIqlr`i+`}wR`|jj>zO00U#(_v10EftlEDS
zTTVPw+BS66LeyQ|IM<Dzyb-@v)!E2BlUMCgy6;7sPoiu8acCJgEX5n>$pk?Lc?p8i
zN5>9CT*Ch_dyVR>5Qmf7<S7Bjh~!%@arEu|+%^6QZt#z(!Mu@K8<Nw#zt#J$V)CMG
z=sjW@;s+$k=rwFA#?RZt-F;4;BVP#s^-8?t>fYRO`6s!+ZIlmu+f+sACQUJK>q*gn
zKZldk<SPLnww!!`>N6X$B1g~OW#B%{j|B=n`<8}JrwI7At_J^RwS@e7Re1F*3y+ch
z8P-~4#y;8`9{qz^u_hH+1~jV6;t<t3bVkzJ1ET+K4(Dqix&TneBZqIk#F5*t*eJvM
zE<Mli7>W<X3>d+R96OGjjC%122#aos4#US|#N4%*vEeY5?Y@X9tM;Pj_}Qox-wgpV
zHR0R7GON2l|7k!@8j+XWd#SNkX%~l914pr9&FSk7VZ#yL=N;$UMsxu<cJF80`u80+
zKRNmT_Rj5<;V_Kje+-)$o0Z~5a=CD8Lga!Ac3~-82<6ZWn~@@uQ$mcKE|kNP%&C<N
z%^`8&LaRwhYjN@Aech-zq_n4A&&B8Z_v>5l_kG^?eGZtp+QMjX4bumQfBqdYeaEx3
z2gk&!%w6alUy%bj#YA2a-t%H-{v+fDaCrM5$BBIm$&LLc^ldJXi^DLgLv8@Rvk;nh
zoiXQfQEJ?_?jaY5VN{0P09O1rn7sJ>W?x*+6%E+PMPe9LAvb`)-6JkvqA?SNH9cCS
zH{~Fy(S&;U7`adkqavgRAYK4OgAv<CQ_SwKb!uVXAHv}FD!fMl87WYU#W1QtW&r-1
zdz?p}W$W?p-sqEi^=R;Qpk&I5xt$=%zcP%fkQjg%I4XAj?&FbPwHdcG*J0jwPA(e5
zr~-)r>|KYk5jy=j9k(kHnsyzuEe51kzK<juUiOoV#xSZ7R|62|_>=IH-2GjF@h=vA
zf=uf*T5@G}o+!V~E-goXRSjA_UUI=0MkV5E0HT^N7>%H8vHC-)tp<8)77WE^S$JbC
zGRwY!6)g@~8cZz^!>CN$j{u!(vq*6nkY>+>uJ&!GFU&(mfdvijQJJbM3U53d<}*xO
Zcm-oJRb;3wlyU$7002ovPDHLkV1l*0jE4XK

literal 22471
zcmXtfWmsHI6XoFU4#C~s9Rh^l3GRbyaCZ+uL$KiP?mkF@yGyVacN<)0hi`X(G0(%j
z-CbQ>eXGtn6|JtSfPqSi3IG5w6hD3Z0sz23f5HHe5utw!UCXQh0G)WnkJ6gnS*O_u
zhMFrxL)-uuoFk4SOgMZ5GJ|>qgSxu9HBfZikM;F+1W&Jf{gdO0%$m+~QV>McE8QjX
zHw@xWB;Tm1`vJcjyZs4Kkl%Ux!A52C?E}`9^LIF%9O^6Zho+5Hl7-Yond$MQOU3K3
zXMDBTjUGer)X<1e)1Nm$R@dMEewAN-zLt+xq_=ngv&SUGk<z+cY0pSfGForL_G-|$
zKzQ0zJyTGm+9hshTy`yHB#9Ug-v6TrA^&9ot8VAX^wyfC1Jfhd25_FA^?5b@jhw8^
z5vI3>`Qz=kkT4n%KsD0cP*j}(cAJ;B-gT3HMiP(lU<<Z)B$?wRa`<E3{vToo;X5ht
z)SnR&=ok$j?;Qtz1E7=2{!6Y$UHjrBM)Z2)(trdVD0MmTKk8M7AJ#O}4su9r%f4CN
zL65g4ZI{<-bmxY&Pu9COnD39Rc)Y>bRh3PBq;mZxn-z2=N&#cj%1&`6aNFBaNK}6_
zPCFyX$avxmvt{#V(EebH`)^ouZ>$pQjE7oK%jxgkh=*>ty4^d~tiaa~rMWK*qE>4t
zSCWDX{DuG_QWx+!E4r|V2K84iagJYx>H)Tn=psTWL+7ABVOY7&w+XF6t_Sojdm$IS
zkLW~zc=->V5LCBX$6<BAZvL_K_1?l|E>7@MWv1Ci%7l>Xg*D+<?B`BrsOfyBODjWd
z&*$By)0GWufC}VH%8;TP*1E?BqZ!cL{r^l8hP<d5zMRmHPE=mX!BYJV`pmUhWQ_Of
z7cd1i$Kv-HBW1zbd7rS^%dD=ncc#FyKbT`u>=mPY$wxx^+W<mvAxY^um8<Rg2fUE{
zO6#3-$qSbgP%E*k1unzI3e}s}OFYy!GwFYk)OtCY)r+M&Ro!LBON0c{KWW3~JvE3B
z2Rfj}piTSsf=y$MCgrGF-(5+#Hn}mlHLybvyW(WX?9lCjnYPgr2>}N?_#tf5o&YCc
zD9DB}-n~2V;wEY#Z(ybG^Y7{2=`_d%BZWvIP|w*}o(gwg74P*q01Ik|KTh1fSMVC0
zU{Oy;+#g=IEs4M43TALHb75Q_JE}9F%~t4UOcFJM$EC+X^}<82VP8g7%R`GhIlsTX
z_E<tE>PaUrr6{=F=Md%quzeCLiaXrAFo;A0Fe)s&J_%H?)%@Op-CFPdFvz*W@O1yI
z4L#B$+}gQ9VP6_$UB@4c7&>Y46dl1iVrt-vyXt;~;9rH~q8(8l7?aF6OzTmD)Lm>(
z_fP+O%>@^W18Cc`!tc9;a_*c-Wvk*$ei7d@@(=Do|J@b>T+jH)7C`t!wAA0bY7LPN
zoR<PxoY?{r?F$gglh+d=bnZtM2hm6DY5@z7C6(DX54Lqb%#qF-^X2(sVsUeVNM+sc
z8?;HpO=6z=`gH8;5fM=oW;Zj>1wjWd$k2_@F<&cxE^F@!2?ZiCAX(cyOyXs2b4g%p
z*K0F@*ickN!P3eOumx-P7JO>59ja>?L$^a6W1QS($2@EjFW+NA5Z~9SwV2%%KJBwd
zukotLK^)*-qQBEhX@ga|x319@$sJosHc*s-;?EkHuh&VT7aUFvGw~m8-P`O`dgpoF
z;ikA`FGBFmf}T4YLeJbw`p?#EG2Qa=Y1=A1HUoqHqLx3GF*@uV13i(vc7pb4ayW@n
z6f!3@uUw|54h~}eO5ls!w09p6l$6u}c`>6@Dk6_c7e`_@YZAzn?K6AZA`7<1cJz3$
zRn|P0KEZ$2HhKasw?(Ie>=O<*C2QXuWRL!j_cuvEBeOVma~r>d-%5X5hWfEWg<xQR
zTLpLMiM$OPfZX?1;a_5pbJ<C3>c~|=5Tpybf2uY0uYa(<uPu_n@P<wcyWsz0MHpy^
zY#twWWD#xf1+n08Rey`T)@bI(4Hmcxz@Fhq(qjE&)Bn7L^GdPH4?S(JDMmz;G!Dvg
z%kvF#6Nfe*=WUTYk#*8F1tN;mkYq?TLp)T-QfN%+zsoHQs_^56u&|STf@e^HKlV7G
zc@iI1g6{t=3#+He$EY5ZajI(j)dJr+LYsdg6n$DO1ML=6{~=+?olV9qXd^k;uNG?G
z2#`ig*{mNsSDcO3*y=5k@GgG9ewElIcwY;~qD0U(g1+Z@Sg(~OT}=Qz+PvdT2#H;x
zfYG$&u$0ie%P1Fvsa_vU+}fWpSJ?04AM<<%Y;@&>daJV7pE#7Z+hJ|r*F!poDItH;
zCNWNR()<mnk%f>enoA)%FR6hkNb?z!jUvzC!B!<4cAx%iTZaQSPT$jt&z78X1ZMan
z`X|1Zej4=(JB&NMKRuK_FdTp^L!j(2JD5Cu7}v81QLofTROkVzx7orLLAH9G0kNg|
zj6QPe8a5WFIf5*wL=e%_DuK=xx4nCevDvF0;)=|K_apK0xJ<7TrNB%i->0eoo6o5>
zi|=D@gv77qdpQTF;mOP1yAr7vopD-77dB1ov?c88?8H`-dqvrp;?s`9Tuo<-L>?JU
zvbVnM(;v%F`3?zbnXg!hqNEdHek4!J;-t|q{a1wq=Z4qj`#8W@r%al!jP4IRutoME
z^!qR(Pi>x7+QuQbgOI+*NwM=faUb6A9*5S$dwuBKyKVv>dZHlg;xWd&3Hei}JLz5L
zvqafWGc}ptGyRdz7>c+M$0eiLhbZbC(L6V>TZ%_pF!Y^S#tw=x#g6~o43dk=Z1w^4
z_4Q*z5zq?!vssw5TZqA8w{(Lh1<10XaETuonf(KTx~c#P+FR7nfqsor7lWn~VL+T;
zQ;1Iyf=s5S)-Ykw6y4ngqktjcT3D7aCzYfq`L{vCribVB%h%5bv>JJiuLs$ht1T94
z``^GFVS>{%J-PZYWou2@;}6A$gzT{5X*4_oX+yn}$i{EQny9_jqkWQe_#Ozg1^Q8u
zRU$y`^$(Wzi>WAp0EQ<AGf1RaKLQnHBg1XYIQCJqfMa*-7D|;;ca%%zr1?V<?<f4X
zT2Xhbk<3~iC*W>FV-??~J6Iw~z<6*gqIBA85`}@`YA#`TQh@@2J;A_-qA=WCL`9fx
zjiLKIo#24W|B3{h=@*Iuf2On$wt#eDcKYLHT&a$86UQobv97Kqtkgu&>e3>dpY%`f
z!W@=Jhnz*^h1iH*gW)Ho;w#=Pu<6cjQZyhLm=hdy<Z45_j<dI>X-%_bI7D!3Znkn;
zXzpir-CrxXLG?=E)?#En{Yv!gqk%va>_7g8pU5)uVG49XfZk|*tx-IypK}Lml!RHi
z&Jo0+(xP}IcI(D3GuBllb5v7ZNK0(<{Y$wTpB~Pye83?RS^xB3LU}^MOH8Kf#Rrvf
zHjO%UYJ4VjKtyvhj=BiG>aCL0rW)lc;%ZffMwv6PEmDA>LPL0yuFW6f7;*eXL0XJI
zE^`+V>P7DL-Ou(<klh2p@j70fMP5M@)8i+l&(EJsj^hiL)IcxAo(4}ld#$#%!VN<G
zCA9aNq~hJ2>jFGJ(Vt<a-R8pnUSg-Wcm=DpkA7EFm6IyxN*TP+?U&v2=wgMJs+8)u
z#}MZNdQ47<OBoXd1U-6>7Bv&e1zF7wAW-EtsF$Tx@@Q)f{tnEpK&oi@g$BCrB~Llf
z^om<x#uXGSJTdacL@-x#dYRqhSE$LCje@6#F&&g_Aw<n2l$Y+7VWRWK)^5Q(1VPF_
z<J8rAnH@0M*@QDV{s%PIk-;^@7lS=&{(wiW;j77HP$OXV0nPKvZRxMAc5n_oO37?M
zL4{iXxVdZ21dtASt@K-4tj}7ld9d?T*{GaWC4o%28pO8ygfChs=-~k;!Q_RxJOgFu
zmZ;)$Q+9<8T!j5yx=XTFbq5+mfn9Q_LKP2wD!#%3J|O;Yr&B|~Q5!Hut<i51VM{dX
z_ztW-1Lu0%cfy9&J8%#*EEe2)v0?ree?rpn2-XieG>$w_o+>;DD!Bn@l6A2p<SAwb
zo(6@;AXvbf>aOD>=F2mcnP5Nt{UI}z$Alh3pkUD%Qnu;Xr4K{JG$=(w6@)Q{nOgN+
z4_q-zx>s(-o@ddJ<ChO0P}GkbtzvQC9p%;jJM19IT>t9}?|RgK?1q3I^D=e`jx%XR
zr&uITvA<vyoq5ue2?fwFyi_1rduccrM$G+4p(VgDgH@>v6?W7Qxfb$()SCMe`D-cH
znhEeEhp~Vv)hHlNU+l3h!vn*#F;BXxy{ZgACBu)*sh7ZmCF11dTNR}&wx16P8d0Z*
z$$J82|6;wt-K~`_mV9lsF=zIf(nkyZP*FWP97Emx=Kt(eVw@@hlPC$<9+Rx--Ve)t
zGhN`<Iw<yrB?`Vs2O|b<z2L3LHXV$cH=m2RJif6KwyS~I1Ekd7@=NV2{Cc%~;HH9n
zo)IXdDDQG%-F@l7^dTTBSzVPMGSXq8%J8W8%)J%Je_yIJhU>6@EYwRyqXu4LpvXI~
za4id`CZb3+cc{!wvf>a1NW$3|*fm;`dL<eyeL;hnQ|c3F5PcrsH5v)3)d4{Y!P$!8
zjVyqh*{&*ZWRK26^*p(kEcS77jG7i&uLTESlYe$!n1$XmH?YVen1sZ}>V#Y?`5N5u
z_^`y58?+WpiNDy~q)ZUo;|z?3@jMrmmxed%xKAcwK?(kqKm;cL(QqnRII3NDvVbcR
z>C04AiBTwjH%+)<Z5-kP#IJOm{8La?NgeC(V+>yE_)RIIcsA+NU2X&F9zw9R^rw8x
zT!Not$Ko3)chA%I2jx+p52(wI_;{y6&;U{S9KlOolP-FdfRqnMl<G$@$2aAnew^#_
zeT<K3F9V-K7`19xyLV42t~s>^^NSBksQ{LvI$FA=grOeHt+VJ_W_5J9yOW)d@V%=u
zB$503b>K^d!WBQDdJ}PMRm7|b2pcb0<}Yf#w>hg`N`9RlaO4rqhPpzFvBj{$!SaxB
zW?&d^ZpF90&aCeEK@VDj1gUVK_a$YQx@iK2*OEYj*DtTCv+hbXs_pnrZ*OWXXH8pg
zUmK~Rbq=g1i+g(61C_>lmf@_A9jvd}*J0r=mW_t;het$~u-NJyY@fA|!*ufKZd-vD
z7R#c-g>BI&=rLs6IMXfDkw8nl6j)P(RTa<495`IdF*-o%86E6a{W2T}uOZ#q%kh30
zKwU8><#o1}5_E@W<=8z6EoR1JCv<dw5r`wtf0WY;m~~A4@KHs5cl2IaA~IZWD4D_-
zH&(-TC3yBY9N(_um^tfLd}$jXo73eMp(PI2plr7kVie(Mj^HG%<;x{ERPH3>zj{!{
zy9ZBGA=fu6@4V*WuJLh-iakZ}BQ=`(XB_c>Was;z2)F+}`|=KWqFu_ik7~{MZ^Pm@
zbBDJ?3sg=KIRV*^nCJ)qZqWezX?DQe>>UfjU|S3KX_S!Em@b;UM_f7*m2F^?HcR~+
z8A|}8$6C3McA!xYhgzSG#}K_^TUI{Ra1a9r;6vOpoj1}6?<cu+cQA~SR*L7-48F*>
z0K}oWEwW0^ZYX3BJP1>^Nt4?CwpTe1JnB5kyk&~1O*h~s_Dk<AY~uXUc3h7O(p7Q8
zuQp{P4$_aJKA@RyUb57JT};Z;!7hQ>XF=!{Tm7&X*g2X3C`VPlwosh^XvEfbrCWTZ
zxOR(j%$Yx`TYRB0t^O4FWFtY3T+ZV#N|^^Z2ejKQy}7C3PqN|xHc)#<oMM&rL-y-Y
zjup;u{^SSlv{d0GRGjwUN>fz1bM9LubBOC=bxd|tkxKRT_Wwm|Obr1e))tz;3*_8!
zxigitP4JNS`(<c4t*VVb^#~(O!ENn|rhb!*X<1Jhf=j%}QQD9?y8M&^yQRYe9~nwS
z<@B(7cd~l?30-pHp;-OMB(JWhy)IZ4hL9+4=M$UFrc5M4KJ5pCE@PMUW<J@UNpkAb
z<y3gVb*hcimd8Lsc=CorzDfoS#Ld&{C0#Wo9x2}hp8GPv-NcB}<+p1yDXl_ae?5Ly
zaje8>y>8PpgJ>$xQ(1)^q&#CDXjT#GGRL2UVAIKWADS0%l$Fe${uT5NbJWauY4Q~C
zUc%Y{5;Ee<=KWv-jjMhqkbvxQ4%6)``2w{LMGgZAvGP%YTTXyErmsTiF6!yU!}i|T
zh?BZ3Pu-*J@9BHo!gEcYrP}Qd?5FPFI=i0^$+=)yY~nAN^aK66Bejm@15bz+RuAFv
zDJ^D0Gzm0J#^pjvNDMg6AC8#t0IiDOY!VZx{{LVpibxc+A~m_boKlzAHbS-7`7DVN
zRK)nChzC+$hs%c+<@1b9?C$vHh#bCLZ05*?$h3zd#|?JDJ+%_2QLDT#Tux4you)eI
zSzgF)ttM0T7b@o5pDIyyN58%y@E?4UN|>!CI`8Pyx8y-x41BNfT?y=Pbb}rvEbuqc
zD`5Fnot!_xzu0Dh_?&t<+t^M6$Q!=B$Pk3+BjQKm-^@j65YQ6RCSoDZ_Ut>3(}(m@
zvFmy!nBAT~ih}(AP?35U%Myw_e#(4EJsa!p``iv4pPV$ZQmNpH8@8B6DhGgZc|?X!
zgDfrlfE3X;Gslh=$vOY%=q`bTRy=r7JB3KXk1F`(nE1~VO7e^~^g0=a!-NaJKUp;c
zU%OR-OAL`ox4*BR*cMSfQOxhFooI&gYUd2as_5u?8Tsbkm2PC<zx*P77)r>+&j9#M
zXim=AOkJaVt1DTtCF5-LkGbl<B|7Vlm{SWJILdwN-FU98d)=Q3O@I5YbwEk$^W4ma
zF_lUIjb@F+A5!j-G*l!Tq7`}y0;hsLFsTBVOm?<qs}FH#jr&qYj7A6pX@Y?n-{-l;
z)r$e@DZ#}EK~<sGWOko6IE@r76;%exEK5;pqyBwTxqbvB-(^a)O0BN9h4p@C*Qq<0
z04?7g@Z$eIMXb*0w<gmB=$lXEr|lxF`QUtCYeB?=-=3k%4MPJc@TDW88&~qhgIwc-
z|Ip@94;Xd7ZXNEUk}Hv0ox&qLmib&XcGeEzhR2fX_R=j<$c>SV#O4knXfgt3yMps*
zrOTT6Q27sH!*!y(W0yT)ri>vGn;TtUd2CqDjwFlC#>luZMoL&BbXW0sy8(vJ+x+o{
zfrA+^YU_#arRQAC2*19ZZ-dlwFXu`V%GxWjDs!f-*|yZBQah#eVq0Dv@+~>568Huy
z*3w)K7pL@|-VfDB%bjgeC=x=Z|L1m+PovCkLY|H5kO&`DR8pZiERxX4Dw>AEclwqq
zI6fQG0e7swslMGIHGdqwm!S_46XF(}+E}-t8beZX->~{gs40TIRM5;<amc!e2!k$3
z!cQ$_#+nXrH8NCpMl?c<&~n2<WeWY08VOGvs$`_sc^vtHB~KNJ4HmEFq+b_QxW7$}
zDql!KLq5lJCEiWf?+U?8<o2uZCS`S$Rt3F1$tAm<h>@8(&Z3xZQ`gpiORc6W!Sl*x
zjtt&No*mA*|742+%NQ-@G*UupF0$d53WG&tWtCa<HjjGPk&fyVnh|-yCfaevedg&t
zu^xb=j+YY($Y6`T)`P#}lw}TbH~DBPv#p{rb`ec)7u*`GgS(~O0&xe^P8K4x&=!Mh
z#-^k6kClLA#<y*RO^el7>)T7K?ZbpeYW>_pQs<Pe<>||X3;32aE_D+)StSV|=@Day
zn=oCSr*XrQVx52^KBD4ft6eZ|nAO%kmbayLoujfU+O1H+_>K6O*PB}cD@EQ#A@-cj
zJ|%pQ&rG>#j&a9?k~lvcXGcbDY7#u^7`{WS(1vxZAocpB+hOpUR|>^VeUdzw1-UI}
zJi(*_1mwP$1FNjH>MeHU4@fDpN7vg-c*X=ddtJc8ud&TLWRb)TzCE{GI)~4Ptf;}o
z0w4DO)c?s<M(9;XlU4|W=G~-@6)i>d3_wDeMGvX#-+qUUhxjKCvR_MWSpfLArFH-k
z2oB3*)Der3jx^wyWTXp5D|gJ+0tKG0G7fS5$-+AqdX-!w?2=arKcj2RkmIa%3i^{i
zahsPs!jb$;f-u}pm<m=>-=L>o8Q2cA)g!QVEL)PoP1~Q)kWgu=0zR9tVZ`X7{RSST
zE$MLatu!R`BEuQ_zQQv`B>7jFPOl$i4L1PT)VgCfH@eeEf_%eLYYgt2Qc<K<{45tx
zgB8})!v*Yr0*}<*kruLH+VAm7QqO@X4vVG&K4r6f|NRBd_M!_!1M8G3&<tQ=COuKt
z7El1u5%Y=tK^Qt*RXjRlbr4M251MGf|9sOJyYo`0z7Iue>pn@%PD#2<v4gX`J}UwS
z9XsQF(sEEZKy>NefVAXEHKUY0xWMZL+!WZnQiR-9er|U{ELhhb>eP#lV8XNK0`uGu
z=bDR(*@t4T+Puj6sv|Xu!XNUVZv(4CLy@+MOGPdf=z|afn%8)Wi=?^;U$puA!=s|=
zPI7~sw{q`==!jq9g92seLx9uArS!IgUtPLdT3h6o3aJ+c44VIz6#gzHaD!UR`V^lP
zavm0yZ+P;V1XapPeIvLZ+v41}?#MDs=39hCq~>xXmpiPxCRs)^-71IC655RU^H}Vn
zPNoNUDoOGBK|r%ZxQ7~WT}iiv;7@UuM5R6xaeW<#Wq?z=lGr^=qE&tRfWN~0j|7(A
z)Mqs9zH?$BaeHyncdrwieBsE0q+dBZZe7X2O5w*aAr81ka#c9M$7mB)t&IB=@SYG`
zNRAsXCd;2_uUA=A!`;cAZu3o|sP1GhH#7-Si)sr^0^7n)bw?TVcCs0T23(p7PjwHj
zl1`={i^OqkDMeDxejU=ax70Z-ETArmS8ekxDz<R0B}|HHxRS39#*>|e_m=slH&fde
zBD%aE0MFcjSfmTdg6AgchVO4_{h?9(%3DJH8bHI~mmh0Pl<*32_3)Kd|Gq*4+<zcW
za%1~n<^l32)KIOa;?bvW`62||v!}J_Z*9U6)}W-a#eBEa3ufpA)nmF@OnHTD%3L$P
zM__0a!$4?41&dF`7ovhiHWMencomN&d(v0f=x_4BcqpZW{76m{B%tsd(uj99-az?F
zyC8^CVNcCf=>*%kv8g)3`B$)o=ZT(u^g3V<3fB_-dpa=@s8oAG%7L|RiQWUQ{xh6C
z9SW!FCLX3oUEm9`BvXnAUTqCGQKrKsa+>(RZ{4V0Cj5htj-8YTTxR2C1DB>KQqSOb
zjAxMknv+`!Ra2n4NmDs=tTDwx?%8pt+c@?eBvSYM#-JeYfw1edHQ~!x1x})lx{TCz
z5Czv{ZQO~s*W#nK<LCt2rosCaIQ5${XlQn=^P^y0SNu?~X}Ew>{!I7#f^Q6;&z#W3
zc{JSN#!eoZE8^2(X!$x?-!G_~XGnn5+-<cS^rcwq+}ZKh+;$1A!v9TMy5f0FjRr`~
zAgAg0xu@0T8^N`6!Q~%1c%KI46x13IUcUZ&zT`AyX#f7r#s_1GJLl3-CxRqsiF>ZW
zBj|l^`Iwh-b{?Ft<OEx~!gXrZA6lw^1ef`Kw^_&hrE@-c_xirNIYZw^A^}MW>W-N`
zf`4xZ1D{{M?O0LSE=V|tTw8vPem^UUEht&9S6<qXgtZkV_kl51Zx7BGQWqn)Q;GM;
z686jvh&=&8!YCyI{^Sir7m#H$sL%d<rD9xmZ+uktA`^<`{7s9Z_{L8AlgmXle%&6L
zoy@Gb98-U(l^m+~tJN)sYz;6PKAc$d=@Zd*NLv#;!`#)`*us<wMK#r<?tV`O%Q@>y
z5T`n_Z*$F4uPx<kZt9UG>@Ig7KrQeX?q&=tMF){NZEWXn?QcF^unUNZ{aDdi0uKK~
zxy(H0?9i}AIM)1Fh(e&o`-JXCug%GEl59a>|M!X0#+7~P<HXkhUTB`exCABpkhDiP
z9}mRcE(9e+26<kNs~nK;na>Nz+&n)A%ylqiBq$~d#J1}-A&{-IRxaI;;sv`-6uN;0
z-x-x-2gyfl#=r-J`?uF%KT60z6{|f?PhP_z;tRbHI-cRHeuV=0qK#oFlUp+JF=9eK
z%q21LA7{#ar2G1f&+S+eb1&-6_MIPI9ia(G4-5WuAui-DD9HS}T@Ly8S5<TKLfaY}
zb=5JB)H-rgR=-@UKgIVBzScpSl%!pARmCLeH0bJ0Uo>?8=vny2&M`5j&vQTX?9@7-
zHu8AZUAoCdCt0dfm+%+(f@Na@2WGl9x#rJS(QwXI`#~yn8645CrwHh1gR@2lZm0L}
z_EcmAy&-YD-QsSeHR}BLE5@+wBXvZ6Jq9fXy)1C7TVXIW`zEuMTZhy)QywyLnQpbe
zA`tk?87&=2xNmk24m0o#x%>;-ZGkzr`+sIB_f7-(Yw4}GOlGZgb@pE;g9?q|T>sxh
z>PNZGrrs?|HovSGNK`}fDerv50!V3MBL`c~Eip1B1RC<2^~%K;qbH7KW!-)anXWCR
zVoW&dt|yWkTuuFO&O8}RRmsTUn(F<QN1pj3W|CPv;g!mdSdO@UL=IgRL!-$;10Rhu
z)hF6yfq1_!9tu(fD;%k7)~w+}*`2fr|9|;Pl2zi)MrQ$r9*4N0Ls8UuF4+!yFO|@9
zaZo99`^H&*L6pEU8JjdXSXy4&)Q!(LmY7QsQ!=h9>4P+pZ>>9_UhIwU&W7wrIr2Cv
z!8BIGn2k`D7*nt${Y)Y#ARp3?kZetWJAJ=2wfq2=4LsY6_~DVkr0mC$`6kxFC_kl}
zvfXVMuti!)T7~m=Fn<9hPH(iJ-0PIX!t)%O)Xb=yp1647Z(k51YJnM)2tjbC4^<zo
zODw1~*+kb4h`<H4!i|rK^pDQrEff@Jk%H#YZ00;nYakNPo5q9y74~jfbT<Z}x8WB(
zst~^EZP4aK4+}!x>3V~MI9Ro8)*@pz;HY+X?ei&UQ&lp;v5zs-@+4<WY{jp5GWp4$
zq8&vprVSqmDgG5hIL$%D8`!9=U6)IS5hevk{6yMUdm$EXZTj+M)oZkk^pYP+(LNqm
ziTF}T^L`Gf2f&|VsPjC<iUnUwrdn$OJf25u)5J8s07;!wo<~uno>1h`NEF2YbA$VJ
zid6t|d-4(R?%$Zawg`H{90&<__A?Y><gS0MbDq00{9kmqM)-8b(>S=^a^eOjo=_*v
z`jj*F2chWLmhm0eHWe`@^j37H=ogke-o4yEu%bvER;v>t7kR@Wpji$P&VI@G(v=q|
zjn88I9RXeuFnlJ6%#}zC3XcCt5vx3*(QWJo&S{~Qg~_v%noY`Xf9m`nIfdU<AudLk
z6QI=R*5%ZKAhnS`=LdIvA`&Qasrz5PHsFUKQ+y&B^=DZ1ql?c~9(gt?1xe8|QOg5D
zqq==?i5z69{F-IYU$a3r>N8WY>dIIQgxX~bOo-wPPUFjP-<5j7mMa%)x#aI9ZMNc=
zSHWxD$K)7$#EY7}ZBYhYbC|qcayy#wG7<G{ON3>Ny0PhML0hu|IzY~t_;%-n4sa99
z4e)@K>XYo;?RbY>U`<Vd$ktv?Y-0DYGcEx<_`#_%1i+cpU+qr@P>a5g_B)m?8{RGW
zc?PS=2*ayzR(}C>Eqa$@9GB~-A;L4KGp<v-u^6_j2ZVIa)*p38Ot0l9d9dyg2aCX%
zx&$-qJL}GqM;2oM@$JHUi0%s=b7M~+9}OXWx@lqL0S&P4<qB{np7&6In#AKkVGO>v
zEt;EGW}V6?y;<NZOA0ekA#mNVx-}H|E3>v@Rca>Sac4Ml8f99;dulrf(_yoY5ty_u
zB^y1HsbJtw7|dk}W9kTLRyLhkz$DCe)LYE6<>yVd)s^c8Am2jn)}!{H#NWRNZVnQj
zlo-}Z*PG1uCS%%@hY_>s|2*w*HP?)55w+M6*>HxBZ+v0aV41#De1EzbR(Qie>nr=A
zkvbP#9crl2BOj0gi@n~1H8{1BcygZs{W46=TCGw&s9;zyx0kRh184tzT)c`3bt~a6
zVbfQ8d{N!W(ruwic}Qk8)zz9c$<vK9gNBxFwOQS%4a!0EB-^aofk2!<#JcH7Y@a~4
z1KmLdLsn@G&W!|9%5qgS30MrAcTqT%0o!QzQUcUw!)Wu>j75bxjP|@5sF&E&uGuty
z&oL&J_fBw@TWQ1;o~-R{oN-YfadW0QOLNcu(Dl;{hQ?k0+RF*jiZ~8VVD%r1sN{Gx
ze>S!FaxMT-eCN4u)Ng>b(QfLzJ*=>1cKxkJS`S!ESP9I=dOW%nn_s^L!92rGW6Vda
zQ+0CU0*-Y*HewJ>*?=j9$48e3R>#P03q>nzp4EEOZT;$xE{!zK+26B0Goxb_s4NEd
ztM<9{zx0p$<PU0CFEnA3n90r-+M9Gc)V*ckS_@PqHLv7qZH3}1tlvq=CqILHpojdL
z-yYLgA@|5l!(MN|kO+qK-&~c4zK2vCc6yq7cwrD#M$=JA;?+`D0HwQ;KU(FTA>r*C
zG#~NDs}lAlNg<Tm??9gJ&CzyQ<f^e{BfI>Ximy2ni}8Y^QMqkBkZ=}#cSXw$-1yCz
zGf&I-ej!=ux`5ea4pOE(a7;IPxsU{AYi;4arqA;MWy1`TT|?c}75VHp$sBzd@{~aJ
zRa2nl;vO;R?YW6x$&nRq{beyU%!F5BYkD0aCxw;vE$HjdE?3FLQ>dh(8_MDVCI$bt
z;7OX!Us-4%^je0pzUb@7rFgn5yMlWT@9AjYzv;s98-5{mk2nRypc8m60XL^3`8aOJ
ziNKi)IV)&H`n!E-zrp3Lts3#z@gh6JfE;Ep%@vVkw(FceC%!Z7J;EGa4|p-(zKt2R
z1{I*aWG-2Jle~4tf2Ob?fSwR1Owu1+&pp!ZEC7nv&(uOJKW=UCpP%iakr)rl_w^$F
zYr;p!hm{CK>Hv5PKbj=yr-iYDCQr|?iA+Ehd{N5`C4$_T>;nJmvwzRBUoNlkzCm6o
zCtqH0kuD?#Yj_jnApRMy;BzH`X7BU%w;E{5NkUI1&_BCQ^bzuw(GO*}_O}*touAKw
zyf2U7k~lbIQy!bQg%`;3d1=+njm_N+#0gokjPPIG?D`i>HqAC}<J!Mot2u``WmYgP
zv~e?VtWiICO<_V8BI}tI7#_p9$))4-Jl9y(QB-o8k9jfo(K|1*&XjOMTF`XWtO}Pq
zIznVrS-*}zmXYIQ|0UfY`WLKf(R+nbiNfiFpgC@{(J#s-EtF(fn?Q;&tlZ%AiF%XG
zhoR2CS}p$MZ?pJ{l{X51ObDR!@j|mv>p2gj=L0YIjRl3HK1>^3terFmyjM4l4PVqS
z+=KkN;Cu%zmC^jt4Y#CtKJghgM`3+$N%`fCjxmSv^(Hulz%EX2?i`cNGosILJfT;N
zwMsaz#sMhM(eYYx{lB|OzV>~7jZ28nAJ1y|jMcJc;l%*pqdi-CK%bWYy?z{gcKFmC
z0b_36NZnA3n7d+{@$sZ4V8(u)3BH*b>7@RrbI#Vw0(`Gv3+`tDyR2HJz;}<qwd8sa
zhx&VMf@C+7f0D#kef9go>VW<4D68vj#;^7gnp+cEeCY9@79jr`@MbAG37j6bm9fpe
zx?HJXm_HP-ATH==w&=bpqm92QxO3Qw&k_jCn4`)I42U)Ak^^t@Lxbm%-1&UvqV0Lx
zWZuwN@&-w41kH`paj-lJwAGtpU6rz>RMY+Z4{zUNyt@UaXAVv`(FGhDx9tDX1wPB?
zBq7hTG^A>N>CeN8^J)NM!B}EQUAg7G4^{jpb6q|jb8<J=stw7(Up}AsN<)@GwyJ#y
zTV#xKWjDWI?j-r-3!}RKE2tn2@}y{y5MoVUUZJcxeh6C<x?P)_I(Gwc5n3c~S}$yj
zeLvx5F&NzJu%`rnkoaI}Hp-eXNb3zJuwK0_CShFxxBH~yuzp^t_47|KTCX6w+%xl5
z>(R`W14bD$y@MycgII<*&T`Nr38KSqj^r2P%hRu<FmWdZV~6DpXMBVk-)G80x$VEb
zaFhGx57lkkOtT{nYH1}5%hH&xOg_cLZ3cXY2<|;8ZNpw-$QE<TJ!>Jn@D)4Az`ctN
z3r~JMgD$S&=xPkY3A;P`Ha01H2w3wzj}6+aTLOF&KFNTj$)=kE4w_~qPiUlW-yZs8
zXG%;2(-riG(Q_D%ne<D_`V-gXx8<RQQC}oxS|DZAHfG(K6WS1WMJ2Low5mh8GpWSC
zq72~=pOO05+xP~n#S&HwYJo4uXvB^GeXw%qD7Xq3f$Dx9BJ)+bc{!@baqgD_oT(~1
zt@k?c1(*FEB^cQCeo)Xx=DS99Tvn06pB&%SRqq93!r@L^ZejNYN9EbY*<ErF{J1=B
zo+)y)7SJ}<rh#NXV_Dq>Mv18M$S&2-Jc_v}NV6aMoye}q7~D~)JOMWrKOk-+qT+?<
zx;Lpm^~kXjrJR~S_|PPlQIk!7llg&5hr03@ut?bv1&mQGd<GXD3f~Zy)PRytrjUt(
zozkIoUH-uvwJ;6f8?FCL)6|x7ZTmq#UX|D-K1v}&o}B}Ey0%~nNtuzH4!q`fsYVKN
zQ;h*wfs_xXTV}yD^gnu6*C;06jLWoJ^;UHskGn(KHsGdZ%kG~AP?EDdbsx=88}G{G
z{yIpCyorqC<q5+V8O!A3M&w!6M5K#<U3N+N?*KTk?U&wmS1^9L`F4}@dO=TI3x0MI
z@~5o)dT!<>QXAYA&fouhf*C-8<UD`v_Svk#{o-ImT7Uv)(&G|S;Dd&E*>Fi=(<{ds
zXXpQnBDV9aY~-<)AM+sFiC8uAE$b#MCNS}TWXyrHSrDY4Cv9U^i_@BjL^vIGY^?$!
z1gMEyy`Wo*3;Fo<PcR}AR4o2#f2^Q+bB~|a#z8&cAT(Cq+s%geL3F^B7KX_q2`S=5
znDK`>V#H)V)J;62Y&9eB*N?RteB6A-`qT|B9M?T69;K!FkD-)j%JgOi2`V1K6;Ttf
z@-*?)NRjE-fHK11Og9-|ZcqPH*V)pH^_@$~0dd16{$hz8Md>zdqC!5U+g^xh=%{sV
zU^^6w5c|XEtqL~70}92@b_vI>&J+)IsJhDiZ8=M>k&O(xnewVC296I@BHQ7x%>P!=
zMBF`YNsz9djH8paLGu99(9gp6wj+NC_=k;4fho#K<c*Xfzp$!;{fmP#uh8@bPvAnX
zx@eNi(JJ5lEff*K5>{QkHcuH~lfh|6IB)w6hJ9{oF8nC!s4^E$UCs3rLzoui4<R5t
z?<ikP)S3wxoKe1i1Rwp9KNvsM&*TFmwgJ9N%|?zL3f{x}qS>h?R$$>AhvF?6T0}}h
zRX`C*7JZXsq$WGd-8#!JH~cm${()t-HJw$Yk_#zwlw`{dsZ^hEi98Q}E3~~laauiy
z28u;px@hrc(-q$I!d%*&4&AX5YR8g*0#O3m;Qb0L9$o9e4VD+eZGOF?b$oXG4)l01
zJa6Kmc`0$VV<qb?hdaoX(vzqMOZC700MJ7*Oy}n0M`)dmw_w?6_k3V&Ir>;!gB)_3
z%zuUehMj(KjDdFJesv)|-WNkS(Li6H(q4qMvSW<j6+{12rwECH#m4)M1bH;C+7!z_
zU;Gp;JMyS`eG?q5b}H6vu;dr5Ni?7?HfLp6{JY58s++b31)~1!fr6x;&(?KCJLP1_
z@-1|nUZC<N`Dd8!^pmNKgMMYxgNyHZb=X3P9a5Wexg<d@jBdo~8T~_&@O{)c;}2^d
z7g3h?kZ}8OqNa%^62wKh?bUHgLUKpTrRn=Q9X*Uhj<F3TMgVFfA{u>Aj8T$r&<ds^
zDN65ACMW(P61&jf)beJjz)d}aT9zuv^?@WyCBpGy0*Z0k%Tq;|m&M5dVeUR`Vp{$u
z&R2D~{anq;m!lvs#fU<^#T0w2abP^TpssganXw{FX}e5!;zp?mjodHWXWe`W#Txtk
z{fJ}=XGbST;st@EiG%~bjpzw~du$+}8(UnUvPO%ja%%8O<D2|C>0fng1+_m#@$z9t
z-KLB4Sw5(8N~8r)-2$PDb>n_XCQl}8$hn3wSB({$eI_TVA=vFz5(CbF*6PKR{@)g!
zE@B8hD;H;;W2^LGkSmsZl{=I>u(C$6r!-hrMV{iqlqxXA2hv>uX8!|pNOvGZ=(7S!
zzi-m$DginL|I$<Zse@C%o@UV)xor3k<`Z?kr04DLQODopqW&W!#rNlu&*U+lN;R+B
zI||JQv`$HAQWRF7GXRNStc$L%PqIrsd^uxR*1jYBj`DnNI#MY*-Jqq>KLT8wMPD^u
zJwEBv3pt+u`QxW2ZWx#*4}c=2o&gX#lHOdzeoFoO`)aL(1QhPdM5c|v-ii5VOPmpC
zV`RuROEb+}f@Gkeklu#&tX5MbfGGtzLtGw_NV7yzy4&=t7DQ(u9zKs#>0*aPQlN3&
zl8RkV4Lut=FMCnp!vXwwDmC`cV29Cdxe(w$HBNo;1D_UIZ2O}$#@m9$Tw$;k0ZfRO
zZvzU&lrH<Jm3EY|e`QeeMh)`XU|vhjk8c0Vg>1D{l_bTmR_=U`)A_dQaMZG8-iM0F
z0RkO-Q5%5}<eUbq!L&FSE!89Q3i+7N-OPR+9d5)uKD!%<gC`xR>c#+ni0SVghyOdy
zZhCTxO2io?ypx8l&V#O^KV<%|CJGrfF8F7;@W5anisv3Va7HBw;$-+Y+!Ai|KL89O
zivc`pCcgHAs+Jmm#Lwy!i%y*hbPO##m}Qr1>bqRO{!|l`1#Uao@d`j0D|!)(oUe!C
zQbjLR&_+c7a6K`3yYosF0~|GUL|MgA0l=i~r)-fZT5!Jf5;^%6|5#4CjuvHWqRQ5n
zykcr+1*V#F>W*w#c?HUm6Z1#NKxaiPT*!Q;-@4+PF@L1;ggd@gaMjmGqy;h452QgI
zC_L}90W)*vXSV%#P-a{!%%WKh{fwp-KK@v#tKLF&gW$e{U2zG5hM#>{HQ}m6^qG;R
z;E$Dh!v6UoZ2)BVt-ocF@WYir&b~>$5hNJDl-G&d?pUUP=u_@yJw78Roy&fcWT(Wf
z`TeGU<c17Yp5hh3QbDN7SQZ+;eD;4~vXv;%?TtQ}nqfXd_UwKnn!t>knBFRn%6j(q
zQY3#!K&EdsUat>9f(6d>$pANJ??1B=|7!Zfu3NNqK;pWlH&7HEQT3*ZFTjp|!NHEB
zSzNEb!{`q;pk4@!ttwQ%uodNU-$QUGZ_KKWl3P^x&BCuy=)%h9xJDkQ|93<JjsA{_
z4n_;7E3F)+4w<8G5siQYy_G?BS)7hLwMY9DRDIo3ss{gbJLP2;L}}NkwrSygF|>IF
z-Xm*%p0nRv8A7Fzsm%?1R03``wgzh38NXbm>~@JECJz0qg)O@VF!fg+=Re&}h|>2Z
zev@>4Bq2n`T8lggGF{KKo<<#|8fD+&>JM26vlRw=mdW7h%5TW5bXw+<Rk0dyZm9z#
z*8DY5gSDxvr%<F`vrM;~@|XZt5&0LU!3}4=mTZ7fBq?DSJ#ymkIyVn(zL!uL{=fP<
z+u}ENS5+TVQ`_26iUCSNq8=_EwA?cT>E;5M^1nlaUfvkM$9$`G#=7^=e9(4xAc?zE
z`&*GWEm$cjW*knPh)R<ga6j5#R`b)rXh;pI_&j-36EME2+gH^b7Ye{m9q7`iDnj_@
z4+~`mgGRXKW9_2%Ns16lOMzpPb(f71HQgLPgb1WvDA9DiefrtE2w4U(hL%$fxPyi~
z?)=p2;>{RoQ?vSd9~t$WJ^M4zbQ|so?d$Uyx=`#nXnbz8JU>|8PvG9Ac_J2g-ZP)j
zJ!?=P6+eC1Ks-}wn)<U=c*C~h_N)0g)`(izD(7-#-=UM?S$UpCD)*-Zt5IeR|F;Dn
zwl%L9`WX5^=^;7}01XO&f2r8(>`<<+unM&oDw~;6d)UtH@k=;?yii9ETK_kQSHo+x
zUB4`Q=IH^ee(oYntUxlhST0<BN@>YU0O+@JU{0-7lUF1b<ceAcc(tWmN2C-s`obWi
z%D(Q`uaL6#w#xYELi4M|A)>3XJ5+k7^ZOmfd>zJrD53ZDin}AS?SNgLSuwy<?pyQC
zJZ<wvaK#skO=uaC)FO77@Kdj1sPQ)8$G1RWLcd-G>~zDFFJ(l<NBE3#{9xD!G$wwC
zo_lkc(HHg*(z-(nv>{*mE#h-@G$&DSM8tAT*i=;6UjpmPd3hPA033ojlnD`VZ*nqY
z!OO-jj=CbpX7ZZHDv%D9{vpl%zY%6=6!Pq@+Ui@!W+(sPka>0bo2|2ab7x`&ekaGl
z+2Yg3jKn#&L`^$E%*jaVic0m9D$>0L2nz==!_AoZwO_J4P-i(c@aek(l8+(O+Y314
zr9MZT5xxX9qW7?wH@$r8^V~LW0?(fQP=(MgkEX)&=4|7k&?B}8a->RP$dH<7D9nv&
z1D}TCMZN54fZd`V+dPiorf-NA2w75Bw6E8nPTr(Q8HX^raKi!K^5%Clk1TbX3|nV)
zodGa)R%tB45KWQitsg_;!lW<Q@^u914*3|h(!`iDLL5ygo?x={tTGPP6G3-tsxE{2
zha91~`2L}|>(T8$u)0(!0IiK+p7VP_@eeB&z!#i6WpQyLabi9F{&m4m`EMqjE}0H#
zZ<>yWBF?ajrT=hWy{0OiVTO^W0c7`^K_B}=aK_I(iH~|a8uvd6n&?e|TvY2Qt!laK
zRJHS|+p<N3>nXhSxP7%~Oi%3*WZm4nAB#zXOo>0IRu;7wIBUm(zJl^~J6@{}K_<qL
zXi`u_Xo9GXv+bpiS81<o=77%g^^`6$OEE!8D?MWM9gwFVsH7=#_gTEVAj1!Rid(b8
ze@!C+ZE?FFwPLb*9lRlnK4NeH9)l}EZ*f}pcQM~~e*<}IlAu9ee4dfgV6Eq0%p%wD
zrBkDlgUO(q&~DMbZy#yc_h=JuhVSR6(l=rrAbTc@^64f!v?Ycr!R>NYt!gR&T!L9Z
z=B-@;J0Z~W%NypmH>|}Al=~Qe7}Kg{b-Ok1!2DBo#LDfbf=b5MBzFLlWZP#}{5AA8
zxsveH;)s&Xx*ru{TxLu}CjW)Vt2k7ko#1x!uKC$*IvlKyMqXyn4)!s}YnJJal^l+4
ze<e8KOC7&wOuln`#*)28{d?3h97hRlC3=egO!)7K+h(Divg6(`K_FE957wuT5bj3q
zz;pR3(Xz)p<_{bIpNxRCK#Ss_34-5KhrgDbNq644aV~p{{tASo<zViUW^0O5c>BJG
z%6UdX5M{^T1S`A{tA+2j95D4knNA4M5z=|pf@F`!)(XgOh*0{37?*GB!=Pla?tEQ{
zV<Ogvuuu&~kyMg^>(N&S8TI;$+k4daG<ibsg6nkIVkS<g^ir8A%=fCh-Zj^1XVImH
z0;-2+;>*65?R%|lE(ke{%>4Q=s4agmqgb$MFlh~q3k}T8HxjQ62;BcD!t*ql8(iO^
zG;6mLdX5b!D7fbjJslJg{~+|Op5MQ9nf!o~#t$vEp?PIY=;<xG;O9||aOeYjhwD0z
z8?RpEdk7Fhew^7RVFr#(<|pwzruRLEHVVmR`GQ$%Aa7XvhU=GdbG|XrLt9b;1l}p0
z^}20FjrGUE?MP5l22)Hn{yUEf`swY9Nm>&Zd7!B_6Q}pJ%QuROs{$s24!wUhIkRB%
zYrHRX>C}@FuW=IxOLj^MP}4iT?>PU424pL!EO>jfsGh%1?7TavlzJ-&KBRkpppC(o
zs}(e{#a*zern<NVn~3y|lu!gdh06)HMt}Qb5~@~;oNSL1#*b7R6R0Mv7ls!6{Z!~S
zQKd<d_wn4%g&;@KxPZ*X(}nUpp%)Q@%l}+|=7ROTB@!Ej=Z!3=XP_FgVdj6#Gv3po
z>P|b!0qu0$CL)jSxI!t|)QN|}qu4N3FF~JTL2t(;<KOp<*Ah=6m5jW|6@>c&6U9$`
z*ZKnM#IqRM8}Ipr6Rc&BL&*gGys&q11_p+qNpUnjzu^7zeXb3?!o!>57$ztz-S81u
zcQjp`Mjt#Q2Y#8_b<<hTfc;tGtS?S%1=S|4%@IyUlf;Cq5v#%TRmE_adqZU=P<L@O
z-1mPK^M>G*1_p)NDcLg<f5}e40M%@x(RW*lDy7eJrQA;GNCuj$dIBZq2>0ubO%Y1#
zN5djI7&_2uf-u5c?P4&Zywf(IeRRRK%ExgBZQyH+$+rj5u}jgXu>g1mq=Sk|C&^xl
z5)9==ew$J-aihGIGx2|yEB_a^q#G4T7<_SLlmks=okD>!*18)otw08r+yisH^*UD6
zw5^U4SdApcrPTT$WBaSohOfUxi^7Q(Zs;ex<yf?^F`N8dCnEyO48Ffr7*TSd&8$<X
zyOF4gAfqRs%S$}xy$h52i_(+y07dRLoo|8OH7LOg>Bp`EE|!}QmNe=U@K!)i=W5Cr
zRPJi7|6$j{2V>9!Av+DAQ1}Lk4M=b*IBTi7O#iPhwr;m-wydp8zsBnrxC34qCm9e#
zX${t6M$+|d?;BhrqfR+7-9HX1*mRprdtZdm)quU&%R@BA7B}QrAmXrxSSa2-T#@`2
zC&#18*lKV8PzuKSnK29ep8dS_SEo7b^{aIS;2BKLRoW&Lc0-s>He#fF>vw%9HP%I~
zrE{_hhW2{?U;z-$5U%8uC<y=+Y)8V$`*5^0Kyn|*VnCjSiw=VnWPaAVx+{H+4!p|i
z&Lne!M$&0T12&S}2+(FB)3?c3h5KR@o+u8HiG2w=M0TNK&ys&BNav=|ehu9Y!5wYH
zjEGjqKRkz;zilJs4sU;JZ#x-LHh=GbE4o;teY7dbW#@$2mieLU3GW<o4}&EU&|Bn&
zcB2dmV0n$Rw*-L&Yb;RFf~>7xfIn|7crPB{Bbg=u%6y~^inanfHFNRMgw+Z;^yeFK
z1~&g|AUNkmf{yffQrL6Pr`T<BJ?Dl36-DLQed&nzx$SVu+!G4VV0@_&AHoV91Dzd_
zB)=<2X2#4HW>^f0gQN;)>p0IapnQzb6B11WQ0e!TA5yXg*OQ9ExuVb=dI`O`MWhtx
z5f91kIJ=IXEl6aK;|6y)@90&+Eq?3{a=A@wKmn~_@FJl-SG>^Hs?_Yt%q^`?X^b`P
z-#yCj>&zgIo;}>GlfeI0V-6XU-)7xPjGun8{}PmXt`hM^$_$_4R(cTA^qpFx#)+ht
z8BtlvKl#GU0U;Sei8TobAy*ozpGvvQskl&D+jjs#MPgEJFw+3L)lMkTvVZLq=nuOw
z=l@aA+h>`r+vtNHO~PPEj~zo@<#{YiTt<OQruXlwCA($)k;}cmTjS<se8|jvXTt4|
zN1IFG;Dd=ne-OxL=pO`pF&2Y7V|l#I`J{Z@<J4cZqs!@yVkTK>2yi9N$WP0-|6;r$
z)9HBSoPEmD(Z|{jfw<us2H{PhgW{PT-VWf_Mp8_9|B%-Ze9o6vR`?C@eoE2A2JG1d
zQ)FPQ6_{ez213X<gPsk_^%H+?e|p@h4Z2dsUfG?{Nx73`L$2%E{xSl&%Y`^UZm_QS
zf!-cD22P3${VVDu{MPtaTuYgw@Z*c0y4_!&227Tli*h1g9w7u3p@NhU7Qdk3{uf?&
zQlelsDHL(9&F-O$XXb|e?k;4@7m_7tR-iU`(c_BzVXUpU4+JkZ3Qv_c^<my|MUequ
zMYzbb)7s!+I;JgvS*BS?{jUpl+4p0V#c%0Pab_7?`eS5N?L)IVW*KDNH}kUoPhiF3
zz6yN?m_sgZtt0(Xr>@>i5X5|p40F@^V$&NO;~=Re&kB;TdlYU_)&d;aXBjGo7=MBJ
zCHV%rr?fa>bQ059Zh3QlyM%26So8{nKrvmHx5r#vXLGdCsamFvpVr}ySO#&SK`lE2
zriU8n9fTdz0&`ZnPb<KG@lnt=BK`4C<zOt#YNj>gYE?clySuOUhO=MzfQ#J4XZYKa
zwBFjkeGraXH5{bZ--r<EC7j=)S9i1m<bS6nxeE=P{SM%GyruWM9@7182+*ukDqE%?
z_%|vF=^Dbyl`xwt+&OFxDmz5XAz37^ZZw3HO68x;uR?o6Qb{B={*)jW405EBwEe6v
zPXauou?@8>I8nslp7(HZu6!<*7W2LnMO&?(_1GcE!v2$-T0X+n4H!;49;$gu&d(3P
z??SZA&e2C4tPz^Zc(ZxErG(@aX0g^r1C+5PP9j7(wZ4_M!TIphS?CE9`G}cG4jBUY
zsI<I=ID7mD3<FTFjeMUoZfCGeboJZ^CRqg59r)~E>M}`Dj1-LIV4T@QpU{T#ED!!q
z0MHdL>I5_wjNI1Ig&F<m<kc84bs1aM(a~kO0EG${X6r6hx~nt@s*jIYdWJ2}+Ikh&
zet6B6d(AwiQUGM7=iXZx8ZE^bhAloVJC}T2ovta}mK6c``0;ZUWa|1$xcB4lYL6Yf
z;1p|F$dUkT;{uT9p-wxe9{z&6|458}<D+BfysHnw=0}Kb%-MmZ|7uVLFpIH*)nHfX
z*y%9i*L4sKJFz^hqwNviwi=rDY>$eyYGoJ%w0HJEWS3->2Ehbi$!7t$ofas|OaP?k
zlEw;Dx#8+ubNOp(>H&}dJbeBKTW+7pb+`cJV|JZ=jC0TaVClQmX=nV|d8n|UlIRBf
zr8o?Cgh_49ngGpOTETWoB<yE3hwY?FFl%n1m=0Xk42AWzm6`%4FWkodAG+`}qDHGX
zh`qwSrezAsNw-S{;KeU*W$#H}SMI-(ElbZs1}%M2{h!|3f9?reznpG=`D>~&Op5x`
zi=y_@mo(sa?)J~JedU`Cr7!XhG7}SNz>y0;9_93t-`EJe7yo*R{;8v7>AT+oG<uI|
zv^k3dSl6(Hbvb94M_Q;fe3Oc1uncoViF$6b?!xN4hoWVQqJVY*g_7T(Xfa79;IbQN
zHFlrcQc@ND=bco$t?!%@8l6i%!mkMwJIH7|B_>H@6;h<al@%84=0U(b2bKKf>W@4z
zEnknon-P|+EoE^4_c}fZsU8W(nl6gQA7KXfkkY8%rVVPhih*@?yG%U=!!Sb@Fic+s
zDCAU~rNT-de9DifOuDXe#v={TNlVt{`)(^3Q{3c3DvgNFLrrt>(-f0<sLtPMit;h?
z*XcXwxI!#|wo!ARx+J2Ga-V^&xBB2+tVy|xf%BEcs?*fZ`_lO+OHlsv3|@Fj^k<z5
zKpMLRSMki#-`JE}l)r!Y>Ek?;xBoS881K&p?vNU;d!#=awCo6{N}jBf4|DrV*`q{I
zNz{yvfnS3V1UIMv+p_L34|Im5zYFZDIjQy<1mQ4ub47TydZ<vf9%|NWiKRQwv-?c#
z@2iA5y|hygrNpj2cn51z@3M6=CNe7dR9W_3isZdb!f_P*qcq(mdv0Mvy3RqgPHDMo
z)6Pf7$nU@D=zXPY5|q0yO$DZP`g{v_-Nb^OH`ul1&#CG&viF7Uv_CuMpk&|mvhzwl
zC#5_~&Xqsf|G#+w*m3F+8;0wLPr#W!o?-a0DQwEE?N834^_EVe8|v4Br2{YPE_3I}
z=>4lyK-0F}5nQDTto+<rN1t-l>$0Z2I!)UlD7*?ntJOw$t%j)Dpap6)ZVl)1zN|a2
zX?aVShFQThRMIt=goDo2ynO-^hVy|y^E>%o0QOyc%EsC|_tPJ2O6>!epRxY=H2CI?
zcYk8g;Y6hgHuG8ze@??P0tEpujj#|(bthPPdZMOa)MW4tqC28)^A56hesz$MSFF>R
zbqDqiEf2r22$ZT=9raqo3fp_4b*BU@-kN`0U5;w<r2y<cCyC-q+w2d$y2HlW>zgu?
zwcYQ1eg#u5EJ4uBlA;@9ZsRu68=eVeP@+YgP||zCwPa~juGcJ6gV%)U*aS>YeIojE
z!1;3WodBGE{3~m|JNxHPEQ+6-W9;QsTqe3PqxWxKlg-RqtwSet9yu8^Qm><VY@Zx9
z{yx}x<%Lk^RXu<QCx4M|1b}AKp+FvuvODI~%x|jsF8hY>0*?VD;oqz_N;PhR&ZCpC
zWasCRaMm5Xfu2jRpjm8Bq0Zj(%Zy(*KBiM2Y`Xk2HXOPw`t!ia8S;eyP$d7>+yB^X
zIuytg+wjD|b&Mx`x(apiwpH1X+<vXAA)sj;1V=@o^`KE$vFD=7dq>GSqi0-T0ziSg
zY#G1c^0$obj|uyq@RI)<BhL%K!D}@1)<+h}ue!9R=!Pg3-rd4bv2{BPn6?B{R_$d&
za!+4-5G(gx$<lqCy(R_gF8z#_o%<k~yn#$S0wx%O;m5=c#JUSFuwc_M(VqoQ&XcDF
zfa?1c<lFk>6dPV!Y$Fs4kHG<K{=I%v7k<(Gq|$rt!AIyjat30^8;I+}BKpnRry0Fa
zRfrLczIkjvwCFYf1IEtA!ov@Fss9a=Ck22y>0JBmZ)W^d-*=nrCb|*kHuRmn2A4uW
z<GL)c*QnQk9G!n}&Hihczu_pRF5V$j5msUF`1u%<yc$VMcd^o*;s;_s2b`}@o)dsQ
z7oM`_J?f;>d}BM&4N**7$GanX;4rLB;l{}MI^-z<pj6!lA3oyPFAsS0o`7fH(g<nR
z92<|^75%s2e4FGM0XTg7XO_0R<HvIdNDdO+`0@gNt*Rq-#01fQ8_u^&o)G|Q<6m}X
zw^G{f_lnzSZ&vr8xjt3&--h$;BDw%jz>g-@q>ek^Ya72Ryn2M9O1n7G9}v#Bjc5X}
zjg0>3Z)}F0i*H`z*bmP!AZ48BhL>0H?NAv##?KV}0pWbxh#~+qFvra|?{M$KzZiOS
z5`3olvU>mMlgasZJieU9zeP=qU$RZ~2ZZx&ldA$i<Lsy2c#eDje!zvlenzbo4U``I
z@3GBa6#<RvV&V4uGs6rgf0AngaQN2Gxc~km8)tw04~J1^PFc~7EU!Yn`zQdoE;WCQ
zE62&de02dJcc0q#ue|;XEAH+^@XS)88(3b)eYh{{-6!_L!TI+2sseE0!D~GD@Cheg
zKE>SQd(n1VSJ90tKj7V^JZg98A^O9?`S$rL0zlJfQ;?7P?k8Pb2LI^+sJyTyHat8c
zx^d-oTqe1~zj190nz2;$hlBI&lj8!g|MHK5;Y+5`uDvo!;o<JOr@!b1mRA{iWHP$U
z7z6(%br9UJAy)6dD*D60`S!_C0oZ=xAsdZ%*OSX|pW-gMQRO#0CVQdRs!3RNfEzz2
zcgQgTNV)MG_y7BVlTTmaz}-hEJFkN129@6+_dmE@9gLW>R`dsh^L>yb0zfnCQr~^5
z<CmHp!baz%QF$rBM{J|YFHqB;Z@bFO{hzhru;>p4=lkG`1YrA#A8`EsD;&A~Gn-lW
zTb^;}s~Ufz8~j>TV@-dPmhTk(q2PQ!e31Z9+y1?e|6%Bk*+@RKL3BgPkC156K%dm_
zKY3k>=nn+v`{IiPfJX0Wu`Z51$ni6#px*3OaG&BKx>4mPJo=YJP*fBf=u_;6f%E;5
zZ2>rX?-k4GUw`R5%8#xC-`GmncJ3xFy?xEb@rzhkMReoJO=xOvyMA`CY-<UVx+V%!
zZkyCHfki6|*!8x9(^w~k<9ymzLhHe!MSl=D-zV7?fZb;wW9G%RET{i}duOBfv{{(G
zaW_UBPZHf2bJg%CIKyUac~~?u6O3ItE3dJF0ML4ITCOQj#{|}$Y~eiK87>oC5zw$6
z5|?Zh{XyV-pJ*%qG;jw+{E2gKo+Er=Wo8KB3o5h7|KeNQ;hE$mx?$!9jw2i;Gx63)
zGjbJEYNv;ZLZmTF8(5)4XFrr~)EFBM-x2*m;C!EGBmmn^{D6m_z-HY2-Xs2G{3dlw
zWYchK3LR(V?}4Z;38Fs)obMNn1b~L`y7cQCczox9KBv)6FmGbY-1_VoKVe$d8rGg(
zXx^b4mhL$F)qY@2*?jbY!t$154@CPcoUf0@Re;rpFQfLtW(b>68P%57LF+A@P=0<z
z(Ty^<pgO-xZ^th(e&fo5=TO2PrdBp^aCV2YXG!#)z8|BPpTqQxSFkoU_lE(Wy8aU4
zCa0p^gcNk1dKg^<XgPLLDkiQ`J?|hV|C6ZzP|rT9_uqK)4(Fcz&PMgQ^y*JsfA<HA
z_J_<VC%RGQCU#$F{H*l%w?lz~1)-&-CBwigiW!`gk;~3v<B{B%l54}^duT6rZB?vE
z;d2vwi)1JO)Vb&O+yAid#dQomJRWscHbnc?{c-N6-x0krR&-+&qx5%L(j(jTerEh(
zRxq}=ml=NY%KgmErq|skzbY7AzquzcZR2H3T6+<5wq0Yt$%36XFlpUIByG5ig}ZKI
zicoToTX`PCmz-guLCcGFe;!F_ZR$N%x{ngJk%uvJ%T<}1Pli8LI1gP%dQEysm*0Q*
zC|jmu#|q~jk#?QLRp+r}Z_Z6s#>s;MKx{mE2Nh;lRY>sZG<p(RE$;=N2?6k&?ET#Y
z1nno3ViEjoyZ+ToVCf~e{JsG)0ifx-rOP3W5+Qx5Duu}%&#07^hYWSbrYkD9#ZNzi
z<jq&nY04p`ZR)PAjxj6FiT)6CzM=r^I`bHNE<8f@_&E4?ssf+bifp{PtH1xnS_E$W
z_m&O%@jV0vtvgz0NdQb6o5OZ;CD_l7fn8E9n8jF11fZ%h0&15<g=+Ow3V@cjm&^!X
z{r<Pi$S&W1rC@Ya4U;YpoPScmcsCuruhLNI_4eI+wcCDp{)dtP%-eBYwmg3I1%>^|
zlaQ`Uy%SFUL#+VpIQ5Wa`cZp7W%uoWaSaPDZ9|XcW6^egKg90nfy#>`;X2t>bi>Ro
zELvJ*Dgey*lWIWMNf+AY+R(Mrh1C$x&mvIG7*1upR0@EHPpHb0IDM&1uO7)qB}Tga
zI$M7y{8rL!&tCndP(o*RF8O73`|dmYn62M@{Htu+f%8w;@}LE$M1PPuIV=GCFF(W0
z|Ni2m_sU_`&@9vXzs=ZE&~w*=wwbmJT?bv}2}t)T=4Y%V0NUC*n1ALcv>LlFO9CM8
z>St!u>fHQ{wxwTQdEgFS{Q6eqzTIaW75zcx<gftHXukViTvadts_Rp!FSa3y1ttCz
zub#2{Z#S(TbZm7L1b{pN`_Xk^8g32qU`G^pvQa4j)tYxlvk{sJ00jm23e~jCO7-+F
zO$Ffa<sUI)^A(l*cARoZ^aq)f!va98JbXc7_!C{>KGGMH4lKu>pDv4Th@yD_jm<Kx
z0$30CgubUfw2gJ4W26TiLwy*So5DS+GaUT`;ae^o0ioflV*mnVP!#OTssK<+z@>Yy
zvSh>=8GB~O9=Y-i>kr*iEdZ0b0OVIP4FWFRbCw1D`X(nM<-vW_UmDGfA!1QgHu8_(
zbbrweGq<p8ZJButpsFRj`%i(9l~CH-+M|S*AI9vyj+pqNXx6R=qhgJQY6QSIQ-fC}
z0O^B-Srvenzx|DCKfIQ$r(XIoLjl-u_&yhaZ;UKu0&Yy}tTJ@#JXBj;mv#DCaAV7N
zH<h<_XKQ5C>BqRTDJ;C*;1*I2{g$6W(ut=SzxNT^^c*QOepLcMY&rHAzsb4hgfuya
z+WOPK2F*XkwmtdzO_l_MUKA*#mwa7b{zZ{}bpk-I^sNY70P;T?r2-#+@S3#>j5|I1
zyJ`EEhdKbM^8l!c&pf~xcD{aS5Yth?;L}s1L5zaiFU4orF`02u8$Bi4s4Knm5<Cc)
zf6+()4qSbPX%|*x+kjjqy0BP+$0TpjjXArRw=h>~2{5i|0t><Tt-ZWZJt`(c<Co&<
z>8D`)&6ZqaEdbQKH%>5o%HX4WPMLslla&*8h|W_#zuz<Y7;CHVFj0~$L~#W290o5u
zrF2~Uv?G|j?h=MAKCSY+al*0EegW+#NcsjyxAmTVoMjufpP06<u-}~RJP#nhqH$-S
zq`lkWGgb3?KLrwfV=E&#Dhf3^c17v9x~MpzZoZoh*nYfXHlRtk1uT4B1mpM4vhho4
z*s?R~HS2(==va)Nbx>{3J4)SMy7v|q@43m+ch?=dC+jCb>lB=m-<QNgzE>aB-IoZ*
z((&nY`srMYci+VFeYe>;*QMTLpM#*~O=;JmYpg%~`8t$vB;8l+hnSOnvNa;mj131-
zrb7ex#74lUYk7F}424JElJFQD2=`(Ba32x?k3oU(7!bt9yz}f+27axpA-G{9BrcYW
zezQe*fTpcEfPU+z<SP-N{s4~iyTYWJ3Cv2_!_w0O?xjLdr&)WAj9*Ig_6Zm{W;Zq+
z=ACUgxlgu-1S932webi>FW86y)0QB9+zhlEIu1<|2BChp-e}abKbrO)jOhNu*_d}7
z|2GLU)*e)OuEBezif-7N;5N`7cBRX}#@iQRHR_{j+wR#m{%*ZTW9@<KqCW_n?~|`S
zJ$P2Bm)u%rU=(0<9q$ge(cW+!=K<F|;vrBq#-~#_YZk5FwHNyI9gSv!5jSt&GaCYs
zfKL5}VEL{KqThSY_e-7;fGx)#pv~x!2xw9pfl>7l*q{MIo3}vawy~(tvK1-~Z7gbs
zBgxD?RaiA<*zDEpGjB+}g<+GHphf$>Xdat25g@T>9-DxEqh?|ap8%92GI>S-2&z^r
z-*W*g_g%*3WA~M|4PChabyqdcb>k;*#IIF#HgnJ9mAjQb_rgub(Y60Lw2T{;<_+{@
zf*^yu1i|Q|V+SHG;eVL5T6I;3!^v&(lmKK#>W$|({Q7S08vg`0_{Y>>-pI`LsTqF0
zReLXE^1`j?Jz^T-2PDeqHEb%z&)vw~eNLVuUkLz>O1${;p4@TyC%M3Fln;E{R7L3~
zO)+=NanZj&hm+IfD*+%jAHRp{$&FZ(qi63ja3AK!0)?J^OT(vA1bkapgMYJHLVdj|
zyn2>}$4LK7vlf}LkM@Q~|6tavNllgkjq0*EM70i`k+f#N=-->e`5K5W05tGO%Jt_s
zbn^w9Wq9v}r<oo@@qw5DBUqDT$B~m!FFpZb(Jj$o_;`$%vj#KPr(o%>^O&-74|<ND
zg<A355D-%nzU?cs+y(ki6LQjwyyV_XjlD{{IJ6o#iZyFaUwaVi5AiYYINvs+3&8)|
zJC|1oqcDvBG0b3?F{Ri@mcrHukp&B8VNzHK<&x{TrO3!FA-CKX%4HIUp(zW-kc_g>
z6e*;^;^7>dsc}hZ-a6jJZ~c8eb)NH{bKcA5sSn4`5175&#>DwL2HndT-*f)?cf|A^
z+x!liN0wynLeub~9LOmq@`~`D7d!JGAvXZ$)twwC78sHnx{c^sn<W>AVN{3Q0PH6|
zRBu^>&gG)ixNgNpE)c`047mX;I=mP?{rqNMT+U_nSja_U7*!!R0N3?B&R+dN6NNQx
zTEtZ)BcjrX^3EZ0p%_L*NDV-|0Eh-7mes1D-Ct|fqH(tmy&FrI*>}lEfm$qvQ4KN!
zaCmRwd3uqp$G>}{kLu8&!rp+KF*Bw%-6a3YFsedg0Ak>%*!f!z27c9M+*DnLX}gD9
zG=@<H5(C(|xWTIL=;w6YmT+k5BcZL)Bc||UBw7E0gIqL*QH78ifH=n=-aN|Pzuh(b
z#i9?BX}tzhs?5$4<+n+>`A9D+L9K0uTrh@FiI5tAsOEF~pO80K98hYjfzF%=eRhg0
zyfI{@$i9IEHO;a#m|7r)QJIh*0h*R45#6pwY-0i<OW$|;%rwMjm{8F<C{uMs;f;;M
ce1-`LZ{$Bz%sDavI{*Lx07*qoM6N<$g6m!kFaQ7m

diff --git a/test/python_tests/images/style-image-filter/emboss.png b/test/python_tests/images/style-image-filter/emboss.png
index b9af9784aa08337ebef59875698d10f8c7940590..d0cb71c3976a59b4cca6ca1ea7ac08aa3257df98 100644
GIT binary patch
literal 24534
zcmX_nb5!Nu_xEk8n{8|2WZRf*+s$OVo2|*3?3%2p$y0qYC)>8W)$jIw)_VS`wd%cn
z_StxyC>13c6huNq004j@`&Cj60Dyx03I%`%LVg&ylv@D+#y@2x#WcKfPJhB0Xvh-{
zcIGWqY1c0Fp^D1>z?MQjJwNXm+>9o{r;DchN*^7?#BEP$7V`_9A$n~MN_fNDddVHn
zgZ>9JZ~sND@BQ5Q(v9GaQck8|N5cB22#M3~M}QJ-df~?Tmd)`BVrfiOf6q8Ne~nKD
zR-MxA<j}C+b>u4)?^4Xaq5k{}Eu2(5tu#~Cb<BSPo<Xz6YlR?TrTspXz+~hyf7^n+
zLTZk{<(*~o@{pLryqM%CC+JN&OS4V!OsEXsg}!R{Kk$h}TfiRG;mcp@mNY7BRWxaj
zWazIP&g^&&fE;XscFTq_m}*>}q43TFsdt5(u@E8vt)?BgbXXyOFL-^?eYf;5FDjW2
zLbo_-`i&z4%I3F?dE|*fn7gTJg5<kjPHZnk7@AM<0|oE#KgM9%Yso@!IuaTlSOh@{
zjmjH+^frx$c|Vc^+Mt|f6fQHfZR)#(ID+;^`M1V)7TQpHmO-DZJs0~}wuyt4)^J~4
zU1m^u07~tP0eqP4HSJ?Cf|HItkyBBp&AHja(&w3>Tx?>zPhbqCb${xWq4$i(yzC-k
zh$?Ov&aVWeQj98x^cg7(NLBfnj<yPXb?7o?dD~WCPXnJDsEAsjFc9}6Y7W_lHZfH7
zlXa)pE!Zfcqzt59hKn#%%H~ZQb11@ip4*pkwAD&trx$$?+sVT9mR)Q<A2<f*^OP<D
zQdF(I{o8)(Cj6ACjd}YS;Q680Sf-4l^ZBd#+<nD^I*@$ezkkTt{me0ModMSW)4S)2
zHx@B7i+($O9!KZyBH<^-g7fkEmr%p4SA+&ai1@e8+k{y!E#sV6bsM{JCwW~I&nIvS
z0)Nn%3s(NV$9H3_0(g(C?t;u&-8fVkY<|HmA9k9<6DfRV0#4c46OHk1j~v6=EG_mU
zyDm6m{l@^|${zZDgs*^-S4(cy@4dfBLK1aDmfQbdKX1QkP^yH0-TLGSu;CMgH*%vO
zy9&*6*10>z>mJp;P*<#URrb5VUVa(EY1;3Yx7PqT2)TghiBUK)-vaKw+<~5>Ikm&K
zV+*;p!1@S!TzfRk*OxtykAEWEP=~7%{BB*Ui7Z#|W{<p)*jNbaUPa~sOekY{QKG(j
zEL*fg)yegJdzE?*_)P#|uVA_`jL&Jb#y*RZe|)%{(LHE<dy%dWvHUP6H;DkOt7D7;
z76=EA3E$H`uAW)A5Y)Pg2nmtWZ7hrtQj`fsta7&aL5e@*&krNNAfC10SAv_bbLb+#
z=}c=xZTd<53qkM3opn7%2GETN;b$CdIF*A;B>J=DZra2|WbW`EL3n3Yf1$Of-Lj|b
z?M2GRfq9~SBukLkuqSXNDDSQ&m_HMUG3<S*e>FkxV<8@hDyNE!MKGT_p-NYxI9-K3
z<@1-hy~tMo_|Wn(FH&mModi47e%mt5Wgt(*t<I@3G(i80sq;eR;fy1U2TR=m>cjBj
z**7#$P@trZck7GBsRs$%it6lUy$zGNvNOk5G>E^uvAcH;R7cBd6jog+ajPco(rwLr
z9x&;ai|LTz@FJ$+xsZuh@x|6TW_#RVm@}ivCo3}eJ-E}J!eZXmTt9tK$kCKREzIhm
zz<L6tR}5z%qO3BQKb}WlF6t3x%@3HGs1t`%$+2cFADJ}IW^iT&hW1d;Zm~!L%i_<(
z507-FyFnh|kc1$wgWZxj&TC+8s_vC@nH<&q^c`jF;S2N~)Ih$-X~gB;(KqWL(F=kj
zb||xpYu!lH8|nX?h06*)!muHBxPV#VcFoX!+Sy&C>Hc5f%ft*Tz8W&HKQ$&Vzp&?U
zm}$lyQ0B=?#XbkcL~CQZEv^5-I26Ko6rR@uNdi37w>XO}FOhCuWbCRzrfUTML`~_)
zs(?g8CC|VG#j!Gz!B^zlj=XtT`rAowS=Nk_N<M$~4{D)t$SDvKDQTE~%&1hK^!sUb
z;9`CPd!5BaIP2#lhU?VI4L8t}Pge@o7v<y>^WzPr+Qtb|n6Y$r=e1k9ugWp&>RYj1
z2`y+p^hnuEu5a_1gw+gB6EzfY_ZlY(H_W}q=la96+)^8MV(OsN?2tdQEh^D5qH|=I
z&5V^H_!~=4amxB-;jA(Q#rKJ7Q0;$o8gC5h`u&l^C#!~FzVR0`&NCAag|_$GA{L@C
zNjAzZGobXS&@s%BsK5#cmQmPbhV<B(8b@d-_Snul%@OFpS_#e7f15Nt9Rn^<3iLp-
zuVv^Nl9;D0#lwBW5Wlj3Mk_s%`bmS$LMiGeOxvecMxvo(=p;>;c-%KUR>Bfs463FH
zM}7%;fNxY!`h+-nW>A6&a8x6^hk5Hyh;QrPL$RNm=R}mxcmJV&947<~D6hR>yicpN
zqcBGT8>r*i`uVQDUtkMrt_g#rceqS><>K}p!^M}@yeynEkiQ_#LcJFny|QNrO%aQs
z{=(pF{B;QufZ=<Pt~&t1-_xk8#3G9OSy8h=!-d-GhuE7=7aHT$e<WJz%`4u}pB)LW
z*5@?(cqwfTc}ec{7#`=?xJpG09i74W5`I>c_lW}W_PG(zCkE(StuPThOn-5^e~baj
z@7FC<Ff#5~V3LJD3B8Gtj5g>9mtq8y@PEx%Q_63?Z08cUYQ`8dX+y^ulg@VnU*5$>
z#$1X%?k^!8pcn}ek=lA=_n?qRVEJ8hZ<BWRR(a-KZI9C$blri=;yrg~B>Y~}0;^h$
zH~SA9y};KYcG4R~>15mbexC|2{`?(c*|@xXdf_BXC*4GF%C6?*-1zN786J@Zy%-Zw
zubr5Po^Ut1((C2LhX3#iXXTHGh#jnZ0Ww)?g(sY=j2utadu0W{F3T1M>k5Sy4#HS5
zcC;)NmfGtoINQDN{P{x6I${6&usd(j3HrY+L9ct#`3X3J08<{(qp@aM0^#){JTi-+
zj(`gsf%VGGD!a90Z8FP~b3yOX`CkZ%Lb0fVq%l?LX^n7RDFi)l%}AM#H@m|jf+aU~
zJ89+jJjk%qL_aRE23Q6v?deaO9IN^O0qDnz2x2iq{o_?URWhutOd%B>QT_;N2-8EQ
zu$Kbp)X$D|G^+p?)?0i=>I%BDTH)a|<F41gxzQao@EM^#XXjr`pSU@~R}wZFBDWS(
zWf<qW(O;0!LUX`NC(2_A>!4=_fn3fX7^^;yK;y1KT7A!*H``VJYgA=pkOfd|MeWMO
zc-OEczA!X26y{GPU##_m8M^N|D=K_2Ek?NGmH6sj^5gXt30SC%Qh8W#3??UUZYU4-
zEzp!jYD=E&;*EvItv0t33TBdqpK8$@(aO8Unr6yMP18<?(?|^&y%3O|+U@YCSE$d?
ziQ$<|$<TkSrhD-rhP@4H*Mv?X9Z}6FC8hXx^TYWlqg@%Nwc+P*7Q~^F?8&Rw7f%n@
zkqZ&0Ua?i*XXd4=;!!uMDm~g2X<iy?c7h{chm{<*uN-K0$T#H2I&@tDZ-KUDNB9V*
zLi9yd2Lr|b;!HZbn@j-SNqb<DGx^@-W<kB?n%H@FE)3qPPPwb0pE>chWa(6IqYQol
zt)ve%lKBIlN#>mCV{mwU$%Wr=y8K^*<?B7s{U~n+yf0UUJl5zLifo_n^aZ&|+i0GJ
zlCd2Cd>Ni($p`Z@l6>t9^|{!gU|nXOboSYYls=D?7P5Fv9i?$V@kx1?X#1bJ4JZjr
z6qBpSG=;~S*As@wjX_qj@XURQ(<4hA=OrC8KvZ8Vu?{}%MXp6oCkPj>un42wRzUo~
zLzCf6{UkzV3x?`u-}E$hPFg1*urq?TV948ER<%flRPw^J2gx+<rgZEAUs5&w_GOm6
zBusxIDq!++7?CJy7{f{NC*qFX^3!Hc)xDn#^=ka2cVA1qi={4Suqi`Z8eF>`0Ugvb
zi?&bgFtR=oai|hbeh&;`IiRD%7Q4)(xNk;V#(EcjqXBBr8TIRlQ6lG-#6|&LVcL!x
z+r6&`muD(iV)wt233>(q`k9YWiAz62&2xKN9S^9tmH%?raeudK{9B}5yLeZ)jYhCD
z+M4G~eGdCYdd-in!X&kH()jZU3!>^A!WN-0#=S2E_V02V_svrw+@~pa&3u|pt)>li
z3icvOLY&M)!p_&rFq~h9AbvcYpEc{=Q3t_6$x*Whk!_EG_VPm|HfD|%&w3`1*b*<d
zW9jTYELEY_BBI#UrZJ+WSWu@4csd(o6#mpPAfu5L0&Zw1gzq#W@!@hl!om7uZY==|
zofs(sW!&vI_|;yo6tVa2zxRiC3n01&6Mj0WVc%#1%hlD1^=foiY^r8VVfYV(`PQ1$
zF#t0)8z3485Ls>8BFB0s>w6JmIVp_R#@VI+0axn((<1L(q!wNfbc2xB^*JF4zTIOE
zQT&cB3I4#P;Y7@xrm_Y{N>e>8@2kfuo!IFW0s?;bExx|6+newT%YCnHivk8r3BqW+
zGxXz61b&R6k@Oj&h~<-#U?rb^6pbIgv*Vw;nb!PLR{kUNOc^rO(k54w{Q?!i#9yp(
zukG<hhS4VgJ59?K2>W`{8{Q1?g0Bvf{vl!s+^j2MHp?Akh354&Cvp(tgQjf+sVEzh
zNqo1VwDDFB74X#h4!9>Az(O%0qKRWoCJ>z*T|NXU5@pq7{im+wRcl5H%cd4q&JdCu
zAhRJfO)veG{#Oy=YVpu2v4^3lKxJ`>+hZSen14h&={E3E!1ZmAqlB;Kc3;(_U)J?U
z@kz<ioiBwoPT#`9Mfc~Gcs(q-Tg5YA0*3fP@z4eaMt0k+tk~^rmSzeE0P+1jTyaaV
z&E4e_R<(U*x5@N_u@wNtF4}Cip1|vEi_b1+G+!()n2sj0!>_>4hDR?F#s?>OEmCf=
zu^5N>(QW9ibLYxf_-WOcycdm`DTeI|Z+0}np{#l8J)F5o+os>711c-WA^Dgqh2|NB
zPW7wO3EgMymQFvC9`y7&i=p4-;P{y)uLbIyjw_8Lz6u+$(Z&U-hP?vjRX~7kd4EFX
zwLnR;uQ|3uak@BxmS&_<?0sxvXIkx_WEw>0*3ZK~i^cO7@HFs~%wR6*b!#S%0d^~<
z7VctTu4`Jv`49vTyB}a3&KlD1?u@86xnZgu%4{0bFL0@d?<gVQClygT%5oeq*)qyI
zUP<(8R6{BfYoiTk9gH8(KWSTvthyf@fzy2_cjNLSE}-Y`cSXZP$60HCG<@&t@;}no
z3zSDbl_DxFLjT6UrfUO@!~E26HDir^IG5OVQAEF&LUb?}SCWH~+WPGWOPs2^0RoRW
zU{(gDm0ltxxqQ}S{~7C3?SwV5(MGz$(qJVlH<w06<%#?xiK7|Hsd^QHshKbPLj4sh
zRTEU~spGJKkWTf9f-5i^FJ7Dw>Qt8x?{S~u&vnoofG)>asD@zBgG;J$nb5{Y56JOL
z-@HH61K(U1UV>z#ztBGbeB)?@Ez1cgJc=!BP$Ap+JVfQHYgK|;X^}!GdSPRTf6kLa
zAbOy#Zt+QhVJ;=Df-JP*?i%RyGOfSFt?Dw~s*#g?e$e&$$@gsA(`bv>7BhwrQls~w
zxMpi&50{yWXC^YF`F*OTo3-PXwV*?&s53Hw{aUBtK?}`$K99q8(qVo;EW5CQWbLt&
zYQp`17C$hND-}vd&T^ePQZ@rv6=V#PsO|GpSKMlQfju8aHn~NC&XCSxzgp-t#yh)+
z`-@k+0Vu{P(csp$0?ahooOo-sI^8eNVkgLxG^YGY&SK&T+#qIPQG*fX`LyQuB{;y%
z+OY14Sh|hOiifIdz_<`!3)2E$Be(c<(3?!NZThgZ<kjXK!(r>xYX(u8VMwmP-IXV&
zS2AyB*kLXxst`Z(k<Y4zFKSP`MyN>Baxn`p(C`;XM+DFsbf?QAszuB?9`Pd>T?Wze
zp#mqytWgnK)^mMH9DCCa_C`3Y-pYz<b&Vf=CFi)O!N3%(FGzNsIuX$gdzFq=KHb6k
z9e$-bQ`5i-FuRHzI6Bcs9~^e`bz~}>O8#phG{wJOa$T5wQ!0Fk^#*!GBRz>cH~(0J
z4iTIRx*rsyj`DpQ*~Jf5GaEEV&PRl_hC`4tn%M(>x_4fJN24~O4MD{8wT6m^!_9Bm
z(U##Qp{d!r-<=kOYXbCOCQJyVMuqnv7|A`9U#|9?>*UBnV~(2O-mCXkmB7Da43$fR
z&DYWuhdukmdhvwz9RX-EeL~ihr-x5Mi!1$W0%SfUCb7BXCdQo&>%b26&z&Kno!PP=
z?#3pvlof?X%6zMqdb#gx5%xdY=(h6yR8Cb}1R-K-#W}LT<$FzPA6|LQ!T_k0-59fm
zo7I2<7m;<uo?&N3XZ-}gLq(;`*_E?}@&)X;T`ssFcZp<6sFoY)LLZr)+M84qy+hY5
z-jSYh;aDpXp-VdbQ@O~YBeK3a%q!M!zj<s!#Tb)89U%pyQnZtptjn*gfzHKjSY6<a
zItg11L}lG1N1E~Klw~$=5r9%W)$K0MsZl=I*<^Uu8`aJtkKD)0+T;4X(-cXda4A2D
z{Yw2u;9o}yNoe<W#J&rIz$oKr={phCw%vD?@<%c{T|SmdcRE1-dKe61;h!aAIz4Wd
zw@PyGMi<@Ob9sU2-KWRA!FQeM{E0g1YG@qy`FdmbB%I{(a*0Vzm8%$-uNTveIJca;
zO{uht_qU8;oCalQM_Y`QOJ!!zcO5!7E~#e%T8o}Jm%=0=(Xt`9p~Lq@cW$UGP|FS(
z2A!Ym1q>ervr!Eun>NBeI!#`Gw-^=VucoKM>`)8uDTIJ6uHU3t$QmKA2*&xPi6{CV
z6D;JBT}6dZU)iu&F<6f^BMAUfD7ert&;%MVSrT(9mM!glj8e}W3T#WW+PAi;njhU0
zf!L5a`YxZbl%Z%L)Z>`g<!XSPNkTCY{dXJDM9mS@XxDq8)<bX|x};-;_@mlb2N<R3
z9K>-&grKr(vfj#y9Dx(DzPVj4-2S<e-}XObQOE>_fALjVBEl6yoqmpmqK6}_5FiB~
zbB4iQn~sj)rp6lRD(~B8A74WLCZ3cif^)Ti{@0N~65+ES7G`(ii$3Bu50L@(pt)TB
z)(E0aeG%qz==Z{gj=uop5ag>3XV1UupyAxCvFZy&CO}@7pG2@q*Zbwsmy`4#iI*hC
zT?37|X)-KAf9prlbVU-X!9pKRZH{d6PqD_QO431JeyYC}Wa7IgQ2U-CA)N%@X|?X@
zQJ!GcSuy6-CmiR`9BBg5ULF|#Mx$^6v4gfQF>Odnheuv;2;W1Le(<xRa0RJGVpPG8
znP<Vh9en<oaTt`B_u4gACSrsxU>j`c7D=M5SJRFE5*v3Sy7F}p<*NxAl;uCik1^!l
z6sv()S8hf89vPkFCo!aI4EByjQSDHEj{(wy!SXe!W~dCLA3^njvXjBl+hx)H0q=eP
zmGV|Dr3Mc4u_K}Znf%O<WAKr5^8kiCLaSJzJ~zF#X};<LB5_WV!6l>#w?c<M?DR^B
zbMi@34r)X!CxKHhO|Pl?Ea=WhPy(n30aL-dld8Nm2^O^#*UHO?q8Lzdl#*-JN4#vF
zVUeF9Z3bfA&UNEMr0*SuCoE~#Q|L?IJ5T7&tc1kTD-*<!e<=j{HL>#Bg9EA6F%H>C
zdzC`a`8x#qN_Bf3B&7!Ay5c{ByO(Tt{u<=Pk&lgl-+LMoG{DsP%E^iG+93luGl&q0
z8kj4?v>;`Xa;)Tw@++HHSGKqe$q}^RoPGkP5XM)M+TxR8m_rPkBNvM?EE=1mNBEiI
zN-A`e0%>zDl_b<b_Q-Z9ne|>;is;7-bhHim6_cYiK%AdG)#Pf@<BB3#%*5lit)Jkz
zkZ*d;Mi3D|Mi6zt?7&O}=4nj9SsYD^MRW(;u|(-5M|J9633o#Zo4JS}@ofCxUfehI
z>GgM$a$hMsVZJ;R%7*<O{H8i}tiHEx1#sxn-z0YE$JT3OOz6n@uzNlGOsHxZa;$>4
z{2v)dAl&yS;^Zie<p<*>XrYmOnd%Z{CnZB~@e(MzMNk}*`fc6OraQ8p7djH!y69mC
z3vb3HN{h@I>+?w)85#?9!NfFwzH$rO{wGwaGJ6vp2LQ3^5@`Um(id*T>7L+}7#L32
zjBJ!(;w-Aa^(Zt-6<LclEEQ{ISJ3neWXD=T2=B{{wr%gv!bD$-7cdoVZW$SdU%!=_
z@<Atp_*M8B*u>nS45vxbNbja;y>b{2a+`$Nb(!Dzo&S;_lPZpK;?v!sA`5sb)3`i2
z<0cUT+*{KUQ0d}s`9FauzVnj2hcQ*Tf1!UdxGqfhFi8Tvrf(VBbXO4VhdF$`d;U1;
zNago0)hYp~rAM89#7QzR!B8+A$SLkP>nE$Eiol9je0tt`bM&Y@Ae#5{8@)q!dz?Ot
zL&14ICEdT`!-R^#RD3`j#-(Tdpa0Z(f7eBR+K2sI`|E}dWrtq%r>GhQEy~NnMT~4q
z?H|>z$s0elb*M5HiQ5_`r|G(WoVtEvp3``Yl|{*)Zk4tp`u?xZIMpQ&2pOi@K`SmE
zH3zWlGaHBaci<rudV<-;@dyH49VtH94C?`v+V1<97qnO}sNuUoraGu}V+_yYX5vm;
zTd*{Kl<W>@*A;sb7*&*vh+n@0q}*>fpvmvW$=tjC$<kC8PraOMCF~27nkboEZ}k+*
zF88x=LFW(o?X`B?J~AOaHPf8XybzDTY+R~Kw1CSd@){oINd6U=JHqVTpKTEp`b?>R
zh#0leTjgYk6Ua7;w>36?(B|_(EiM#}xCMff{B@Kd5YS(@T!BG|tRis-C1t`ciT*IP
zjo;mgcW<;Y`nUV!QBb3j!P~5^934u-u5=mjY&>h3>h2x=8853Pp+#+rO_dvrff1|k
zPALII4|wb9^SHH9$vt|qJV@Gqt3=N4eE|;7+wy9JJ3q`HvVJ#+UdV)8H$$wG-qiO#
zaYJX&6Lq<o$^VXt7O|}l(Xh~wd;IL^n{w21<IpAfKwa!lDvO1z9DvT=0S&^Qe4_Sp
zryT$hIcLSxb@smYe_>U5)wzt?q@Rd(Gj-v2l<bocp1LiE$w;)U04dTh#Qo1ilNpaI
zFL$cE9^WkkEP?p~`MBTRFEY)}l_A&DF1{8#Mo{;tB=HI#G%$D*1=IE}S&6#F(l90U
zDP}~KTb4xh1mLdwl!x!3o}QYG#6=eh(g%ORQoC{(DA+5Zt}^&CUy%_E@1Az@Us{Yi
zefYLew0V|_OF|!#UCbKVK{;6w<?Df~crWsys`<C}EWlrXzo=JU7J=M1puenxurZZx
zrU>W`jA$94XZ)od_j3Z5XQ<doTAgv<7bw2pk()c(7;Rpd6X$N?E8m`nLs=4n&`A!F
zG5!kF;opWcWQAUVs25=<)+TIZk;(OlNSKMleN(xQg?^QhH>JGUU{gF<Rvl;|j-m*2
zn!K-=CXt`OJrcf~8w4rKl0L=t(>CF~&G?)bgWS*G$~zvZF39SR1poq+8VOJoA60>j
z^Yf#RWCU|)r}YUo3ON^HZAD;idXuGMAm{`f=i;%a@~-HgnfNyMf(0UYFEMaINXpSB
zM8I}X!`ET~;fr>Cf6^HZVoZNqJ{+<wP}q32Rn|d*jS$?s$u~I*rqgN7@4I?0zl6Ki
z951^h{dusV^*$2)`IO`PdlaR8blqfs3w<)2<(M1m5|zC&rwhbkbn(V9180{{hn#Dd
zWypb3c!khwT~em3?J#n8OaoctoOm{ch5k|+IYz4UDbk~s(y69E)!_n62Bj+aIB!Bm
z&a#DL)MJr*ock)yq9nTwxkiTiSFWF21;R3hEw%f8!`_EpGqf1rh?djsIgGDEDLa`t
z3Xw;a)4~Q<$&{HI&JNp<J|7gg+lk1aWVqQyP_N8ze@BN5+2bj8Z%J0cX@NV=>#R*r
zd{-RO2sEtXC<A)fA<qf}&QLB4%Z(@|^Yv6M5oPw2YLJsjEHRfo8R_=`&(&Ea;p#?@
z4=#qvc%_Z()@9Sk&=GUnvcmPjsw_In-}=@CX$5)tf;$f`LXO8OV!o^$YUXg}EBk{v
zuo24H%H8vG?D?jpvNJVEbm3l0CuDEj_aOTtjGR9=m~eSUnr%yQLUC+kAZ%p&e>%K*
zxK~7RY7(>c)T)0poi*^YeO&_R{{eaWU|Kc5b=CZj)8T{hrqdYJ5=!mwI>eEcR2h;8
zc2>e)2Ddc9Vi|E-5)vJ1j0-Gl-A&?QdJcVcp02#V)_?Awj6kZ8vw{&3#CQE_+p_Dy
z1-BW=Fa(?_^C6SPFup>yHn@HX);KdIbJYeJ*%Tr}B`xzjeYW!%TzOAY*_-AMq3?;~
zz55v6XBa+3BbLi5&So0fBD`y37-r}O&HItuUrwflXwUlD|AtguLS^UO;f@M*ho45z
z50$tjevt~zy8pkwq#OH(zHY%5A~ANDFSZi+C}(BX*p7Zk7xhY*;Gq8!#awq9yWU2~
z2sZx1#b~&Y1_^il9gtwWCLqgKKa#oOH2Mu6iRMj=BWKp%|AQM>f%W;8G#F1q_t95l
zw*-z!Mo6R4VeGF+-?Wg#Li)$|u9w$T#Qr$6?TZaq&*t9?mIG;6&lgeeUUd5{CBBB&
zvOof*Wgk5Iu;_h|aacIYY%|Gj!uMA0o$IvHh9`hp_BIBR`zV{`!LUjjpz)D+iQvIV
z=0B&wZ#MEx`0SLkH5?x#s2*=g47^_vTDxdX<l2%C3+2)DnDxpJ3^9IkmyaIS8Id&q
zv9**F3RlhBuhXyNoUP&F0mL7|<VH$BM$x=3I|QS5j)S0~r3dAyrP|iRV5Ki8+BPP|
zASp&2wOAoX6W&lDxuS&^+aVegu$g;6H9+*+-1W$#EBxF)&*A(2Opmh<ix4AT$X?F%
zvmCEk|3xqjxLrV7#KnWUkPpc4SR@E1l`f3oXTopO3?Khkxfuba`=dvt>9w9YDdWrp
zbM|Q&g96r5^G_->yAJ#4Uk&}$KbG$wE3cTn>jhzd^R3tW6&W40Zf+ueu^~+vH@32L
z;3yXxNS>fvAJ5zst<+oa6Jft7E5bMwbv{RxTGnLQg-z_TkdNiDBLpIFGm5}V8e!gQ
zv^kjWwfgljni{XQ=ercuG%T1y$IG_Q(w5*5IR#lc_XkFl&F;3|j$FS@3$xo<T!Fw+
zN&&|jI=^cbO%(^L6OUvv#(d`U3dAvBwQ}(U7jQ-`*%sz+L|l2>GJQKu!KxmUDkx+R
ze9;AM?fb5EJ)wKjxV(1`GwyZUvBA04$Ocia_wN-Bj=QP^uCH?aPAbm0GuD#e!G5{k
zKQTbY?BgQY9m4X34l@2_CDBO)jw$m#w<Z!c;N35{o^p_@n?A>*3^wZ;a#yc4``N?C
zmbE0u`xbbxE)w={BzEs{d9-P1jE9pVVx3=z(`y01#WENAMDNOt?4j9RY4cc5f#oP2
z?}%;oH+-X%qE!}bCmtV1Pc-tFcs)g|#woGQL!yGpwPI7$l1h=qRTUJ)y;f({MRJN)
zt>N?9LJ}P`c@B@fZb{45>C83dJyxvn;twg+1L#v;R?hN%Y^^TcCRX&#>6C7jDinWy
zE}k|0#xx&1fk<-bI1{n%Bc$Px978EsDe7CnoxK-931m+miDBU2C@|msH}Zu8hac{&
zs6!9$Is0yjtz@X8Splmmc(ma7aGN!cA=7LubdW~Do~{Aod-;+UQkpx;bf>FCn*wPp
z;DVrGDdC~oc`)r&Tf=B5E@GnJE`S8z^ILL(@O$Ovhmll%zgv&ISPhM(OvIJh2@BqE
z?AsXx+$|lKyZ^!^9OALMdHnHT3CGivhS6v6vUBrNb-UJN^`h|1QTJiO{V(SlAQAVN
zNj6mWWzl-0537(}^v%Zif^UiZguki*Yr;~~ZW2=5y<bak--{XFwD{}3n*={40~wTj
znX}(kp<D%dO1+qP&br5<f!Sg294G(ZbKDYpZ*$0^{Oa+yoebxiNs2p$K3?Crsn8Tt
zf7xX@Mk6MX$^__=7MW1F;mlV&jP+Y#CaJB8vj4UTO7gZ0cI0g&CW?;5|5FP5?!F*y
z_=U=A48O(zj0_h`a*(mtjRrv*u!J!{**_?ZVncuB7fJ`eq!i7bh%meb9S>E0sV+hg
zE*UKePYKpD=DO$46B7>G(OGY@a6Oexzd1Tc&V<8Zp~>%3cnlkPjdIZnvq+BFe|<rt
zdDFW2!n(yG^cx#W8+sGO1}_0@>TOaLQbX?!eeF7@$Au1n{omF-4#V2y_*?EbU}Bja
zX$c>XVn1~@hw_7RN(=qC5fPBE;f!Ity4ZwV11<5EcmK!!aJ;-LjGjSrkJ?-^L7>K?
z8e-aOG65iJ;~)jCM)-F$q>`sNA0}ZmW<@Z1m7(adH;V?MAMeDb3dCC-Irc-cI`t!r
zOn$t4;}~1u%rJ_m?qaT6UU(i6Lma7%p5u{iR!D-8w#TpPx}T<r6v3*rnNYhdS$JU#
zyCF)Gh3wGqv8Wc?2|nmSRJ5%HMo~#N^EGgPs_oUe0UJ+F`dBF?-AEs6bg@+JU)IRs
z>t3#h<I0_#Le$V-8Lo?0=0KWc-~H#X?<?9%D%GINy(>yjo3BXCO9oJ$ku=Nz%R(`9
z8jnj34k2r*9hp#}GEaS@&0nI^8A5PLe9R>ofOV6OY=ZMv;H9_Nk9GDQqXAxM(CkkY
z->;q;B&vA-h{tCv0i2^Xw?cY(YErokd&T==;{md*zr5>9?Q~c4vtKW$wc+wd0E~m_
z!FSQ$otD+GEa$EZR4V$W<|?8cpry@?7=Y-`Zq!<5{JACFu#mf;y!uw8cfY~$euEr;
z@n3j_Oq>PqQe^y{o*Sx5aUJGsCu}m}pFr;*2t25L!mHb?Mp@lqR%3If9Xgl+b*O*>
z3$)Y@t4Rnb;3>u*;bD&M<3cR@`irvecmvyCdYQ7vJy`Avj@ebzvzHvqekGRI^r4x(
z4vrUMQBLQShj%R*Nf2swAGnE+(EnR8dc3+oX9KI@KeDI{A0!5S?HiYIPLiS`69CQ4
z2!qC(sxiRQ{@vmeP8PP5a}fKj*JYhr25Z$%IcWHM=f6GE_qqY&9~TmdK*Ha`<ksT%
zj&njo&gXjxu=mKW*j3E{4#VwXf)B6~(;@DL>vL)#S(2j!i60^8y&f#{B!W#DQ4ESO
ziLSw`V!e7dWM`?Y@VV7Sa9=qz-_KZ=LpI^Quf81sm#j2^^*(x0{pSwlpe;%)jSMv?
zYM)fmE7Ac~hiVJ{i|BhC)k05%`9WhBQCXX@S<y@kOO>V&bRQm;*gnP3%ML{hTzU-=
zRg(9XXKf0?{Jj|o`9`O1@Z<IAqFX$oIyDC{ok(5DrMk4wc^NlIPlRiJOlP3wvz#8J
z+D1VvINofE*=SORokv-;4Oeu5)?q{Q4_E4&51G~ti2GlS;<{iTHv9;ja%CNvO4OUX
z(-w{>>ke*4vT8HOWLxeuXeWhXCsf63Ce$40F=9%JcpJ6ak?bMiZ7cDY-WdD9oUBNU
zN0{R>N{#-YGFk1QuGHlTnl5gia#vh2?@8%6_?47?hdJh$lqZEPVh+$;<21EWmt(J!
zAw=%^(@5isYEmRW6EE6`LE3`dGW)5XN>D51e|1;UB~nK;1R2-sE<qR0%U^%k^I!jN
z8O%=%w}VOvPYc4_7c$7P*ZRlmZjn^eBaF&h=L;Ji?>=#z1@ea6HZGjmXa>E!36?g^
zE$Z{xJ>n=Dd78MuA`K$ZxO+XD>Ap{IF=eBnWKDLY+{Qlf7_$@R=7+GVwPcWkTVvw-
z7nalDpWvvX=&UT3Wq3-^fDTv2Vr8$&1hN7!-3l5sMzUc{cY@USkQoIHC44Ak@hQh&
z$#lr{s+Q=3fT{mqNc~fhy+<Rek!6Hn2}~EOs3}qLw3F>cmn#gwGjy{tBr6a&s8<r^
z#@cVNejAv$+k@QG!<u%2zQjHbB0SQYlZEH`@p45~qP412u{q7~Mnw0fH(m0D#zdAM
zohSo1VXg19$f%G|6vvtg|K2uua9*PBi+IlRYtskb@g%bC3g10#0Z$67H^FbWzfSnG
zqsRY7c)C{V`^WeEsK&n019&{vzaN_qG{RJC)5@2c1+sr@pPnS*ei)F%nyh=Evg%Ej
z=$@tgQxPeX?xM0XZ?r$k%m<pRCM2AatkY92jWF;W#x=wJ^uJsi?3b4^ILM#~)~0m5
z2dh=;otPjDNYRO6;YFE*oce-i)7$22tD~Gp`~0BH0$EkLmd}G1#}6U{-eFrYyQube
zv~zr}vEgbq#4alY3PD}Bn9i^C*?NK};vgnS<s5qalfR#5xB75Hq|*udF^<pah{8<R
zZ(#i5%1NLVH!i(3e7&%;ytz$S@6oNdT+y|DYl?4L#M-Cr_8Qu+#%?kzXG53h-!o5;
zcRI699k<HuMJ`4g6gV6v_fMRw@<zQ1-{$%^PTg5G4|V;x6Nc3(LtRVUaWS4@e=hFm
z#VG2{N2X9?-Z(5(87G>3R_4L;fz&p1gUGdr|1wyKJ6tf~CS@rJqIDen;e0NL!6ySE
z#zf)%*@e;z4o)j69N)pIy(pVJRHq|U+=dH#%C&5QUIq<BD{blmW5zoy&j+in3_#ji
z(t&?B>z4$kNT3A-c&EH*K<zO6Wlpr{<ZvuN+4t1rXEb@9Y@|O%q&yiZylU)vE!s<1
zPIoDJ084jBp>b7S5K)h#I0Qc_DeTwp@_N>qkiV}sYQfXe5`)SC$og@w?FamxhsK*W
za)3Rb*G?FGSe|-`7fLEBZp<$9PuHE2d#v{-JRY)Vo#-T!5C^B%SG@}EHi}Bm^Q0oz
z0D6empdr}RdbzHX4PkSzSOoUKw2!H=9a48%#X&;b6*A9Gcca`OL5H^45XRmR8lN{b
z-XzOF-?tXVbY;a`H3*Q20)j{ax5NepDI!QOky0=1=4LVlWX<-p`TLF;cFNywaB*w`
zFNx5fHo0nsKw_irXX@R(Yq#~MV5OW$-=J4Kvbu)5$sB>t*UT~eX@=|J-$@6nlbk1_
z&lbHO+xt9TD2p)MEnz?5E+Q1RC^tSv-9RBZ-A#Ss#IL3B#ZC`Dogvc19E{=Qs9n7%
zAENx6H7k0$!P&S8OdRE-OL>wF#6sgMJ+X4Et3=q(yYD^EE(;@m@d=*<-R`^Qc)4H5
zJPH<|R#~KM&>a3{GWfk6x0Z{AewgahR*U}Zm=hx)BgAH^%25LC(&WSpH~y4q{t5e;
z=g|6fH2SL<1Tcjs(fq2h)w**(oyUN+aODtrhC#p)<c~*cGQ*5Uaj*~p=`mR$4KBAU
z?(qBzQjP%2Zh3CY(Zth3ZEjo}Jeu9Q9dr@KcLtd~dV9m?vVmHTaXRg=HwaX2*NpC=
zWI4bRC*WvcrUu%B<acJxjrt?#`P?;h4MFOXK-sItG2Fetzy4x|(I5(GVCh5#-QAx#
zhZao+JuYMCEV0Jr{f^a>7$G-4tHlz8+$~h_`MUxOEY%7b(1iOpcFd>Bws%&sGt1?v
zn|~5GXgGt1S_Cw33MK)A#9U~)1zl@SV~d2LCl5wjZns!}SG}Wj3T)iZpVh6*%--h-
zAP^SjaMI{2!EOrmKI5MiG}WiMX*X(}V!NHzUeB+H=iSCYxCgC62W=8}J5Ci)ERE86
z%TNh9?P|16C{dMw`GTE1u|6NRn7lQWSC~X0L9rb`wV);vRX=b)xye%8v8x0#yRInA
znA%OGEY9cLa{7BZzYo&IH$)7TqS`nUY_m{3w&uml&9nukrDCdo9@Kf|bKB9d*&_KG
z3G9b|d`OXrxCdF&O?ummHj_-MA&{|pCNPk0e8q`IqFXr<y<pAv8TCRqVBqAzc+t7>
znRE-77!&35K=6K+okkDL7iuJIkIT+F=A+;3eq}?R#PaAH?x2p9Nlij%8s4nLpYMhZ
z_D~X4>~OK+DL_2d!3*-f5U(SsfIEn4#yI7YV}%;R9soH!d|DMghO!;f6LERF`mO+$
zrM-Y)EZv3YR5OSYY0wMy+R;uLe#3r4h5D8<wdoJNOHaS#C~iVW7=LS8DB^Ta%Dj<;
z-}CjMe+&S@$WXq#_0l?+*P=hsRSB-SKBI~&y?RY-@AvbZ^1?`Arl9`pX3-~e6GVLp
zHHZBfsqXU&8f#(pouE_ZBcjTeevOBZ5in`5sFMA%x6{mxX~!}4dLw;kwU@YX?w@vu
zCbf-EW{FuKD4Ae5?US(1pJ<C_JvYXOK=yj8A4FI$bn#tf7J8CYwcvH>B%$R?zu3Q*
z5rX&!u^(`w`yCThB^GA&=m`T=4pmqKD+7{_`cAqlCilszeY=^nCI7O|W1@&~rJTvg
zGH86$tJ@>iDA5kS3W!lQ8Gt=r5DmXNk{5J9lmd>N?Iqu~<#i8^uKT|2W94?f{bwZN
ze}{q4cky_7N1GGr6N=Zz|8)Df2iNk}+xW1U9AwSY24$gsI8?k!LmqNY>a$O}eMu6&
zE<I&fg7j-Z?+8~YHKF9?JJXza2-N)WghXHW^F4>{H{Jkm1O=ZtQ7#-D7h8Y3I<sF~
zvC<X2Hj>VeRW@B@cOp6z_F%9xZd*qQn$@D#P}<Qi^yBX_0G0u{UZTm3tyHI6#RKiW
zkuJN29Z!A(-4ZA_KGiUUQi`m~9Dajn*$f1|!cL0~aZLzHVrD^Bmk$5$g5#CKe<Sl)
z+zwj}3&K#^tnPaV^Va>YLjx8oq@7@uz2A{CEW(>-LoAEVy#5l2&d}&VNcEG8aaY%8
zw7}ob{=L1m>jAx?pod|B%oh-jOA?Nl>XGo!528t@vsZP_Xve=+-6hwKcRT-P83T$;
ziY#8TZoh?*VDKzng@mf4x%goQY`%V71bPMzP0R$NYfh$nTIO*)k8!8(F80UtN}_jL
zZcyr+Yv5_myZ4vB-|BF(T9;F|D4m6p*CN2*rb$Afg&N$Yn%J1OCYYU+{L*pufjw4Y
zDslo_WiwQA0({o4;+c<;KqIAy=|epW=$+6)ivfn#=W5>oGnSf##hlXzUePDXq}u<k
zaP2!1kAKtswwK?C>|X^mWKgAR2=IkPWAi_gwD+dT_)6E=(=rOBo!=PXBJZE2KMcDF
zq&Bb1=GXBabus;EH+`tEx&P1pbOFZT@$nNhw6xet3F5vzBkJo`<$%a+6_e7Lb6|-f
zEX5}}s2B`tHv4v{iR$xE*kF2{`!9WeH!3=S)ni|J94pabdG928Fnx(vnj`nXKhP$2
z=413@S6D9cOPXmIn!#*Bo+RlF<!1)r2(4Ggi0sgZG}tJI?oU2pDhKK$_djoWj=$gs
z-U_6htKu4hiP;>q$r<5(S70-A2E1&=$YH2I83p|GJIuS~Wezw<B@FcA_uQ!%aTlX?
z7&THh_D>=b^^n#Jsg6}8O_D2l%AQ~VPdSDXF@gJ_wZe<pHzX(yI$cg+U$&H`g{&?_
z@J1rtlBb_v`h40Ax&4upJVNw^T7$id`H;>s7x6U1A?@c}bWIp!rlESHrigFH^GFfj
zAaZZ-)r^rF;1|UcT)*o70#8!wX4-tbQ>!7xHF<5*tWM&-mK3pXRU}`qf{cZqpuk87
z4>VyfE=N}d_e&~k;FYg5U}JUrlOe$fxS=0Li>9;j9=5{MUKl~(U^X;wmsMShpzp9F
zgefx9G$P17f0@07L}zSzwu7V^F1x|S*GUUeFU<r3Y?+HQ=78(b+w75AUwTRQCcpQk
z4vh!Rd!w1V_!BCev>|V@Jz(O`-)<+rXUM!QFEzF9i<(T|xx$D}`^y|5D7^Au-NeHR
zug%UE_V9L6HJ#QIFtnd+q|9h&nq0qO$S=$wq6?1je@I`#F4Id#94-rj?0j{1H??5B
zzZ_^TYMFNdqum*4u#}egVW*#TaGFr3M4Pb-p^B!zvy$q;NNc=ZsNy&4l^4Wo>dx`h
zMt<uo*{0>Eum}Kg|D4av7O!~+lNO%m_V!Aw)O9uUN1voXl3no~U;yR1$S*`(0W8Ek
zq6tqEP#aE0)Uco!h6y@|QJ?bs$8hR%O|94`Uj-#OD5$E_N`2~6IixrY$l=LT*AcNC
zKnSyhz&&T&MO>i&0|K3N{#*Ozy|#|u0^YOzGee|6TFI)`JaMu9Wfk<ms~h=+#Ym4k
zj#X0+$Sq`-wcUk?JzAtPyB^S8`gs*Mly)=|wzq>g3p&A^l>M1mHNv}$vaV8>l*!iC
z%w>`g0uGPLd89u5xq?F>f9A}o2LDPXIFvD;s@f<in^ILAgy{ay5@=$ljyXs*hkXpS
z>k4{$20T^tefwRzp$2a4CyTy2$utMd?4>)3>_9N#4elxGUsgO`wscAkQkey)r6VBd
zXu4~lsERfEk?pZ+S{hO849Exr@ud8hjuqXfldamOSp8Q?_Y^`6xeAK9htR|guiAP!
z=(@J=1?a*L0=A)I)5pVoXCQ`M2!hqb7>UN`z3PoIw)<H!(&IiMIM+k<_Iqi9;p_?x
zR#(c@QYXf)Fir<-i$c9rnTL={t*n02@hVz#J7<`Z5YwDpLCo?U@^pSZLfR9mI2sw%
zz3w&M=of2%UbTQ*ZeP;H?6bb3+r~w#oRt;puZ>StA(O*3d#fnc77J-G(%&F3v0+K3
zcb~M2Z>d1h!V<l=nEJ`2Uqv1u2prYq*uw2#Sbx5Tg^7kvAPs!IEHn*K9uuNGp9u9a
zIpsSQkTxrr9XipGzmU^$C(~ko>UC<>LeXGmkJ3J-JQlvVc62FK9g-b)R1Be*YDI<I
zI(4WaL#i)ekxZz>$AzEzv{gMZK5nQu&2OQ4zcDj5mQ+d}sew~iV$9}S7krt`z-nTv
z7~%PrL+VWm)}8M44AwtLX%nPjJ=7fNUCvO#eycqUFng}=xzp`*TO3&9SnWkGTYQYG
z4_)XnDQb(qeGx|yHo8ZR$P#=$`*z+<p@f|=uX>fL9La2_Da(RtZ;REn$-XeE`%h)s
zDqD>HK_$;FszeRM++$BESC3$Tc0z9{cm`BLt9VElmSurv1*h((wHOSZ_7Ia9=&HZy
zw31&F?5el_s@#DoL~YMqkiMgbD3}qOeEZ+ahB4?r<esx~q+qk)&p2MHUGUuvxUm1;
zBzxt;ru1Y4ETNr_<4hJ*?LOx>3DY_qXhjA;`oibcj$0Y(jGe{4+0OTz%~__{@nbry
zu+%ZPb@S7IDV4=)elF(fRGx|Ys#}O?;Q&~|w*)%9NncN~RzNW>`O6-mDUC<>ucD5o
zb->*wYfSNdEB+3U{qmgjRx$vf`*i4a9|47rOrJXj$eN%>+i2_>1FW`kNtRSTB`PzK
zA!cF+XFZEtl57~1K%HhnQa=$2T$%?oyx~^l@%UVUl@6dp0jco&j*CvaC05f(lXwUP
zhfZX-;3eXV&>>XWKnJtwewKR1A26@2wClPbu5IX4*7ABq+E0e{KcV(EBF7Ki77vy*
zoO&{6=QaA1jSEPjXXOZ<Qcl<_X^+g3DC%kQBS$fzXI8Z_3N(vc1=_mmo2z%$7J2p+
z@0Lr}SrlO9ydT0}*5KTjqrvm%ai%zfN>O=X3_oUHdT@CF7$|}H4FwH3K}I0(wc>qN
z;yj&vL2fWsD4Fo(09?yYy!krX)vp<If6}#}$=@pP(?=-9<X#lT{F_8H!-RrlfTH$b
zS(L!K938^raU?3x064af3#mvFi)+kA1*OF>PLn7wSq0`YgA%{zubU8qg3g0ucsokm
zR9h4u;TQ^r_+4y*ZK7%}jmME@+9@tsFX|6kG)U4PP!R!Oo?l9BH4vF5O*)6U5K~7q
zi!h{?XCI{h?b@adW8Z`~-Ds?zv^aSXYKMnowCJn$@8Eu8f0n12^Lu_$x%eiu#Ll($
zjo)@8?PT>=k%|bpG0bDf{zij;6<HN(r@K#syJo9~)X`SSboLvnw%Cda3bx9N>QUMp
zATnApx<SvEe$bwa%_$nnj>e{UvOtRcDq`$BS_R67nOq1XP*7i}jDq2uz`!$-V+cwJ
zEW!80x*);MLADiuuOyDzCG>O60|Xg^H)Is2@_v)OqEErvxr7}L6VWsU*S^^@fC(Jt
zq!wb95%<nNQD0Y{!sTD0C!n)wTo~gw`{4C%*P|q*ymwG74(p+J3lY8YbZ(;=aTED!
zy_oquQk}-4zqf7>I44uwA0$Q)1;VQ&PphO$;5V_xvgw!<51A@pj`+^iM~sAEQ%t?g
zRX6I<QJu#I#CjD7dZXj9AyetP8U|&-CT=i_yp=z~6{+|aD6DCtcsE~fCtQOzmCr<e
zXzO2Rt*f7ug^O#21=tzaqK_=5m<}bPomKRsX~Mr%Jd{~%FnIr{)e{D*iY?a8kkPF+
zvA)?~vAmVNiQF4eP!zN1o;ZSazv@h6!#&09OYOzKmktATM1r;kREs=Kn{4vqQLyyo
zTtE>u)nKw+wp<jr-1Ajq^!K-46Zq^_+%2TBxUW2uHISD+P*aV2^&6Nbtsol6!XQ)*
zH8uY?`3<n+Gw1%d{O#N5)A!r+s=dN6HA5J-m14!qkvbb=1Qf=(EuLmBEKsC`V<<1G
zXyU@H8<FTGJ6x#4z4XQw)+UjY-t7j9KtBpOoYPl2?!PpCAxmaA3ON2&YNq0_kcqqC
z5<cKtfe(-S{159&MLd}C^YG2gH4OGfxZu^(#XkU9G9)DoGB`VD0i<jM+d7KfKZo6h
z9ubfi9h)<w35#Cld54tBaT7%R5}=G@Ye13^76b>dPr_xYyMXQ?AwZD`^T!4Eo)=BJ
zP5=dsc^51{Lm2=E^TJE%^-G{#f5j~8M$c|?_cw~m7f2ZK!7+<iOs+mGvwd|7Dg(MV
z|I5}$LwWpxd$nLwHQ*B9yJA#5M%u8PiQv^T1oUzgj*Oc4g0b5H5c~3VvvG;rZd2vH
zJMhxza>N^c{Vd8T<c!sFoxOTB^G&7<1bLln;ab!6^69;URtnEkuYhLo+I*yFD<!E~
zIgsIM!LBH-{Vr}x&^w>pNrq<ojf$q<wsYG}AA4}}YBlnzu`{%89mCan9aF)Ke#K+=
zGp&N#?I754Wy_QNHKf!DLf!U0w|mm%J?%t2Z<@BFV5>Zcy?-=+t4WR36e9>`XRE|y
zS_w|;PH~HW9GBL^QD#ysnRQ^8cARn@gE`>E+aZWZlzV@!Qybowkg7ccGy)Itd|w+P
z-C8%NTr*w7btzDVhf5;cC?xZ+ll!#4g>_wl78hbRHth}n!CNZk!WiDhsm7`(52_)v
z{`K29{h=p!NMw~x+4MMzKW=>Yhno(|*3}?dh3`LTiwdyk6M+nl6cG}<gKam2|F?DC
zdSjg9S8=y6<ZjLVcz|xKKY{kqY0`m>u}J9Jy+F9Xp7_hT>(~?oJpO)u_*ZDG9Zw07
zfF5HZZ}0Ka*tSJD)~6*@s+Clyj`{1Y?T9QYPoN!e9NBgIUjAc=FVABCQt_>GK+>}k
zAsg{e{hdiQ^4ATWyPWC}i1ItzF=%b1@30?l=4aE4ru2(x+cRck-gJ;M+)e{)Jk;y<
zHZ`Yf>1DVeJTb~HI?ZmL?$)?8+%T-MJEQii8yp``rH)8*qm%C-deabh-KX3=Hzw%N
zwMTM9rzJBZy}T&9W54>i%m5)`^>iVjp+CF|Xc^w&8U7Us>8*P%Uu)#yCTpX7=GrSp
zaR5+adQrwJHpy~4o%{PC_&7X6EL?Or#u_Xeftpco7jw9fnhbdg9SIX9a(rej33?5D
zGPT|EA6AA41bLX=Y_eFzw;bPu_1f+-0|&W>OtwK(7@!x$wTwu}@GotzucY8ltk9h4
zUQrOPEvL$Y43;#h^pS(lTw`OPZkdu!SBywZ-YmpP1ED#;V-C@bvHvPF@^(_nOV+lQ
zBl6eOhJJftFqz&qV|7%+J{F1=w}zk?P?&&<CxvwDfAB{<R3%oLvmomX?^7{*86kYn
z??^;4>q8>6eJJEeORo2%4gvB#Q45~abFHbtiOY6}xAI{hi~A5yjlj`+HORso+voG6
z>3}J#!Baj7kh`zllsbQ@3Lm(b9u%bSLN(<wgCYKo`+=icLA{dkafQS}0Azxg;PiGR
zkkj>^b$1!#g@J^{(#VK%N5r@gI-52#MXZPY+^-p9^cy3^<VB;N2|-cjj%+)x7Nx&y
z+;pi3FYV?30v{gW;U5?MI&(4xH-KM2(8=3uG#{$rr;a^-w+>-g@K{VdI2ZFydS{vN
zsVv{ap)A~Yl!4A58mu$z19m23R0&iYSppr_cYyX>Js9?Df|^~sVac{|(XTfr<8TAW
zL@30+`20QMz5^FOzQo>#SKxhKv2w5Wa;q#efIbdo*c4nWod1b2`=wN~QA5q{m7vw2
zF6#B}3-`_YM8D>opMx7fCP4#u9FBQ{y?3r+fd2^Sy6Q3!R$o#B4OTVH@`rjFuhf9Y
zcA@N^j$yi0VLG5J%sW<rWdj3PH8jDvVcoDT@QCQwob&T=1IPr9-Fl9=gzszskL8#A
z6>9gzz|>0<3;fDJf5^{?->io^YBj3L#_jLcu>od{>4U9qQzWzRtelT6`+1MQoDMgD
zpMa+9Iv)3e_2FN1)))G2Rha-At!^%=0oVpsfW|;c=${ecvk5yoRc68;J+M7CES$hZ
zAGW~_F{cjT(XA*vyB~|Fo40ZC=5w6C@eCh7f5Z3h-|_y_R~)<YD8=g*AY8ZmPv7BN
zd;;PV64>m=K|%zjY}*58?%}v_yzmS6Q#>Zk!u#~qN8xzi*>U3@z4>Lo`^DI2`1~~<
z3Bvb%`{7HfpDjDX4IqOYxbzUQ!cB1Vdps6KuFN*i?VEUN!riYl^oC|k{Ki8{!J>sO
zo3LX#P1un*`_8q~2L+o;fQ?}u#xQ|#y$x{r=2IqMn)Z6of-p8?F-?D+(zQEx{VCg)
z_F20(hV4TWq9)z$vJhFZDbb@I<MWqz*soGOuE6#Cuh{X3gXiwC{gwq}euP3sLq<pE
z8Nc)xJI^@pqoUuB8HF1_1~_>65pD@NjsLw<F!#0)UG(zw@v8)_zD3hr={L-w9-4MG
zfo1(_Xwkv~OJ<FbiT`?Jn1c9anEs9WJ*VK|^Y=3GNfQY&GUf@(?e|9BWl_QvAzHd|
z|23Y!`NTv++tW5|nsXt?CS$mE?-k>Mkjqj^dfcnGUn2C>9VYTCw<O1ly8QyrUVoHr
zd;9TQ$+YUiZ$#VdJ9C%S(a^al_dXsaiBKr#rt{Ew51qd+`HYFjye@o(=sPdjzO)~G
zCVDSMcyH6e>&d^bu<qp5$MDYv_a`@iUj#MnT@Y?|3i)^5Ifkn42BHgI9_rfb<W)RF
z6@MlpOQMOb4i-5K#xA+ZIKwu&D~SK$%`0qK!jD8^pqyX&dd8Ylc=+NyJ_tnu5}Mog
z3s|`299uWa<1kylGWe=&|IKouBB&U#W>2(inZj)n7nuzm({X*IY~7-*=UMnKFG@N$
zy(Upoq9VtX<tNx@q4epCq{!kcoP#2mBSJ*CXxjxAiLmeD7LHqjDTNEax%}rkbL|N>
z9k|9`uS<+x=(U@$?~Ave@bc|vY&~>C^m~;XKqf;o^iuQQ!KcDa=|7T*O>Ds@#mqyU
zHT$Kty}$0%GVnO&A!GE$7U<HaE;hMNlo>$mxx+H?AKmUFCw@f}kQblyHHk@nSs6+9
zmlAa1Ha3ST=CoAjqUv}b1wl(+Qw}e`?)AIRI3@gks?K@q;TzZpf=_zPr2&_dy?5a3
zJ;dC7rEo0iYx=yDrmf65L!fa3NCVWN=lbVw*c^LM*1VS;X|P-aIzx-5IoBuAFFWOf
zD}t%rdGi1<5983RsX3O-7$!4-7s7i|1CWY-Mr$psweODwy)BTCkbv6{UnmvVg3afW
z2{vieK<Vh^hf3E=x0&Q~JlT7ywv~UMa&TpWSGG(MO49W+g(!uV2QEncT=d#c$oZvd
zYk1Cx0=NOB0EL_fg;4a&qqkTQwF`BZHxOOqDba47dSZ{iG&J%3r^XE6<lR%a{pt>G
zy|{&2&!S*%SOK%FZDj`V{?*fD2C!sgE7|%Z+t=dEm0QV#vUt}etluXIkw<$*BoizR
zewtK3(n`dnLYuQLQnu`|{i0IwD-)&kJ^9x=B4U+pf9d9PrTeCIF1kOYX{hTVR$P##
zHK93UEJSVqN(er62N5@(;o7Hfxb-~&J8mDvn0@x53p_P?`&CMF)1T33HFzHL#Pw&_
znfSw_d@<2m9R<o2fQeN@nZVyXf0)bwJcc%A>-Md2#_cQTaq_&ROibl+W#Tz|?Wuy0
z<imAo+OYo`A}&6F_ijnp{ompvN=2A-`TnzatkUl5w}fQtq`A8MzT3jnW&nqU&qB*n
zR-9nV)LcmwhA)M3zO)YDnotx_^|`3{AohLC4Imwa2|4|_r|(#(PnCS<KRjp8=v%F9
zB)YKEO6LvgFc@AeT}6O1_s`(mojq6{)E!0D@}YoM0ho5Eje~3FAb9CaR_Qm|ET4h_
zeEIYqkK?Z5+t*Lny?h~d?URJc^ERGQDhO#ap)|b`%H%2Ku2i8WHIvi~fXeq&@s^PA
zU8Mm$7S1o-S1Rb658tF{07)wqslxD{aDR}|NDY9DO{D?&a|6is&_g>X;$GnTCyD5{
z-#&uj!Q)V8d418voDrI=qB?-I8$d&ca%eZdJc?HM3;6``=dY9>MXZXTWb=}k<J|#)
z+sER;l|6WQKMHeO7Gfr_&G|otrod@!HF5pUlN1f$@ypZ=AhpUtN;7>=VYLuiOW&jB
zJLzlsJyjaO%MZzpmGoRm4IttBcct4;SawWSIVo+z<OYz#2tIuWkq_Rm?z{BR&ivCp
zsJEh_=mP#(YAn%&#=x{20HM*fD2g>H%32SkRBZmEBC*DpGVr|L9zl0(gxh*QNdwF6
zIwcxFKG_XFGO-Cznx?KiffYef3d`~a;1hU-2|6_cptLeL3Q3c+tzW+AL4uS&=LMk{
zCx5K%hht^i`UG4_b{_f4M(WXc^TBJG$oB~M3~f(+4y5OmPlFeRv0>1qi5oyR<)lz<
zqY-$|y?=^{VRK~NcXI<YdQYYH5(BUrqk($8bWp>#tnzmM!DUdpw-(w>F<_mBXmAjM
zp8Zd{ZH?)r(CxGqhFz`>d>{e+Xad}yOq!DP`u!IbYb4?IyN_R0uFtIW^;>*~_oWsD
zs;fwAqGE`AS{1@80ka*H^HZqraLheNkHDJ}!>5#nL86GeO*F&A(Vfv^te&Fy2bDp$
zu2$IKWsB7wBT&y)Bh^Sjw@*?0Tlp_Ic?^Mk`+r`IW~^5qm60h8T5u3^H=JS522e`c
zj7Ob-*6oWC4C04is9c>i(SCFsj~y2kq6>PTx&(junq1sp;}c}tj9+>b(^sFAtsCMJ
zhS}>PS!JHGb4k1PQW`0I#!UyVv(8DAmnUz6r1MJ?<@{9ik$xUpPtlIp_c}L#L_#9(
z;?%uYY|1U_zaM_@PPXZ{|0}4otPZr~>H)g_R|A{fCZg3)BN&fRWAB-F)I_^Bb>QPN
z0)y@AW7PEKXw;(`YPQyaWeYtt9;K~3Y7mU0re#%lkMD&wQwN|)n{Mz8I>W9r)vj;c
ze~pFNv`pbJRhChCnU+aRBr5sYg4lZpCGYJJ_M@JER5Vx<8jWp<$B{zI8-?R-Njx6y
zBfmX0?<GAaL2dK2-_8ihdFk^}4@4>|(7EN0sq8bd_l5PeJ=^DiWZSKY$EEYq@=jqN
zTJ{Ue8SVeM-T(qm+-AdY-4ZgUQ*Rz%#t~OG<yOGm)9ANrnCL?NRgk%r>a6yoxla)N
z(BaJx;5`GQZQ7x3vuf-qKl{W7eb&sg!-xUxFlA(SIF9QNH~V2&HfJ>2^sUYw2R7|n
z9;Ur3z^t1(YBjFPj3dx{7D9X+VK;*h1e(*y@dmK>+&wndUgX0!Y)b9@7ap+Z^J(zS
zsLyXPCEO|51e@8d4}WG;aZ*L0JYNFF1InOAYi-oAGQx5})Fk-LE)%iVd7P}BUloB%
zW?=rrf$VYMzTKK)aPO8FGq@wxFC33x9|!arY=_mmb55wsQBICDfRIQ@ExxqP{?M~)
zY^=TU2OU`3{hmh`;d*urOcz%dU5r_cwnJ6u+0}&gobj*_a{A8gt>8L!NUDNQGs_&=
zQ*tib?}&aMaDJW~X8<RKn~$3BPQQJ~YVosjjJ@nil?B>N^hP~evYC0C4jP6La~5Ir
zfA&JSK0VXKAG~5V4j$i!$tNBQWoq&71<uctV+??1)1ity8fDk<#Nu4le3x<ISAp)N
z>M-iw8s=TPV)z_4tO+_TyJmg|qOe0CXxY!^`VI(LJ&)!5<4-=uwnH(Z-w&M3Ax9Vh
z)#OKi_{wI}p^7}Qg(n7Dj(RW{Q5S{-ny?|c4f{2Pakn-w>(~+frp(6r&~r+!-HyYz
zu)uR8f_&x*(Le^o@8c-oh8_d|gY&k#Jm=44WP1ZRaG8eQN?<klO?+F5E<~}YI;svD
z^s~k!_cd_cxQ7kN?Xl$mHtfBart7%>%w0BqU+C)Df}kBz5xoO~S2|+PN;j744-0#Y
z6+8GSz`2oZZ2(l>r%JxvcTce4wZ#^pSm;hQX7le&ShVt|uIEmHWq#op@30gBt6dT3
zGf%*Q6%m40I3QFIeXx%!f_HnP=b$l|G}jv|LvHh2KNpiN4S*ifx%}!Q6F-&rwOzDD
z7hzUI-&udEIgGosWfgm!$4tu9`S&*OyNu=ABCu$6Am#`~gsJnF!_jLK+<b#sZcp_G
zV&4axUr)9(fY7t|So0n|q|;-&wdg_=6Rr6==rwsdwjAVQ<op`4l>ty!-J9_VIP&5q
zZ{8Eo8(#w!-FsmB;p?LRHk{l^wlRS4m?x~;Zs7e$7<-wDF23x5Vc%vLJkwe9--eTW
z$u<T+ZTxGmg(T~?`@5n&rz$J^FWwp^`ftO@y@+lARN+UHHqe7RziS)6GW2b0p|SN4
z(Qgn=?nX2N@F&sVd&OqhIrr{4j@){LNeAbNF1+kQwLy(wJAbk0HwY(pBZ>jgz#LcK
zea4OWFR+hT2m|+OtlU56xL1xHk1w+^>e&+W*Z7NmgK%;;S!w_@j(S+sBi#5BkF)Qe
zpw;>g$!`4LvCUr@#+}<@WkAlEVTO}4$ua{7kA8yKZwYLi{jImcQFE!K=pxIm(9?ZX
z0q7T&GsczU<XnEa0Z_P4?fVy>zsLIPdtkQMTy%kDcXVb{V^8;qeRFVfKflxfj@^8Y
zoAKXq?CCu$JGuu0{6~l`uAD$so4ROiV=Ma2!O8vn5(A)Vw5gJhp51plw-!bo#%Q#%
zCAP&K7F}G~ohl2pVAQ2Grg-{_esgegKbdX-`!3uUgfE#!yY+^S3ODzN(21f8EW2WV
z*abG8jxg%l24<Z)Vbi`#qTd{x+)t(&0L}PHqwxmcy#O6o9nnRV)6jL%$C!-^v2i~a
zKPPL*Gy^yo^$4+F<8l1nGwi>98<sxxL>E*}gTj9^>o%CVbc^UW2Iu!6Qw)G+)}?3n
zsf=&#ZNWz8rBQjQgOAvv$|+FOUp4DSEc{=xEnM^)gY$dvQw9)l>=us3KEvUdCv0Zj
z+&tsXFBQL&HVpeVWletz*9D1wQ*eGCe#!u-ZU08XSJ(%7!|T*G(S?)~A=9LRKIyrC
zFTaDL-w>SNi=Q$88oj5d-w<{qkMwj!JMX^Gan%)FR5=OViPd4+u_GJkQ|z08^ZSuu
z1BkfsjP>c?dj1UR&S`^cgB!v>@+!`Mc+ST0tG}|b=;F#s^cGb{lU3>%va=!_!zy6W
z(eg5!!YjaLcSW>Vqk*c6G!^zU7}yZ~rp^)lM&SIOWY_>gPT#@eb6Z%S{#kpxG1h$v
zJhq2m=217%#h8^)2;Y8AIV{{*66Janh0buv%)ACR#i2h;0-LUzmWLKcm43z0YfeQW
zQWExc)`D@Tc5qs=Tl5=&^LvtR1E7IBsK%d&eD?@eD;qH(SgmNpYW`P82SCqFUvyz+
z1?G!2F{!uO|JyqcpsJ2NjA!PJ^X8SzXrf6>G-D!Cq}fZNL=k+(8iNfC#sVUe2pSPY
z0fiTeR6#&Q2@eS%f`}!cNEN#%B7#WM7(f(bLsTr^JO9OdbCF9Oy+>eo<~N+nJ&nVD
z-|qf*&n~*_b%!cjlKVZm%WBJ_ZZ5FweGL2QeGFNpiQxvbusgj_^o+pinzYFP5{{Lk
z>;>40yInovPvYOS>m#Tw?!iRelJH+eLpWyaL^YVKUM+ei;B;NuWB@dM*ZDsmK&6WZ
z`ZRq%gY(Yb_<U&(R@HB-_=&-WeKAHy3p?G{At5bC^o$^ZMsv#B=5$Wl+ysbB&%u=K
zbMd90F7(5uVnMta#%voWx+oQelBW{vyn5oZdGA519VI`ZW!4M2(}yA|Xf4W%&Y}F;
zWt3IiK}q>toG-eCq|=IDdONqI8c&}+N8Qusc>LrU9zA&qO7y$@tG7kZsGK)Liv~b%
z_EEe4(u2o1BV<sT)#v=J`^bBIk45`O27MvAC>6=1;6AL)-(K+(qh~6^-f<yj^nM5C
zngWBnVTN@87P+S&<3c$TVOixp>_4uU68PYWt9bF^1-rhvPdXDmZ4-1Kln#ktN}M-O
zvj#v_z{?NoaOg%J?9$yZHR4+=j$DH?6?b72Ya+TB6%EBb?7r*S?rJ})`p@r!iIYcS
z;f(S1;%EE~uI`2~+?dEj=N_4j`wySs=G|K46yL(7vfDUSaD)9%vMyF2PxyR6`2Eq`
z3gnhn<I43rxK?!^rGi*#`)F>t^naLm>KZHEODpcN8phenRcr(&6TZ--qXk263D-Fw
zn1Dp|5(6;xNQETPu|+~baP3C@bqasKgY=v~M9;vSH)sGvY-S<G2I@5!;A7_O0poBh
zsJm-J)pKB%2?*-A^kt=gdxCz1wnZ<D9;bozD~;g2NQa64$06MWc|Dg3O;&`pLN)wH
zzf2s-zAmkf`^4rTDB&V1Zr3nzJBOcvUC0UPal6xt@TBe;6Y9AuHyfOD{f?8UsIEcH
zqdJ@|tYZ5~zLP-blpOP*wvKH-fBpiSqRwGeV3u@0G7P#OG6k_SG3N~$z(FBHBxYa5
zL<>`)?K%PKCga$Ab-8zISdTzK-9t9%M^^|8&foPZ3;Z=F@~Q59vH95M229xSaedo=
zc~6*G>mofiP-+0>MY&P~sFE=Od4?eS`R1M4M&gxFQc+)RU$QB+(RbEck1;{Vq!r0M
zHdAPVyn5ZHu2XsYA^V;TN$iZwdCdl}|3n!Z=|}zjG`jEbjf)65pMVwNKV#uGYnbd`
z0o~C5u%MXO!c-JLB=m){N%Pfz5`6HfV4S&r2F2CIxKMEcdh0(zzggX1)&hFM)^obl
z0DdpXmKwmVdyf#f_hPFIfRcUaNx9#@x^L3UQk|L(@<dIE;tow+N45qb?>cLR8i?2#
zne&<r;BZbk^6P5&?7cFqJKP7VOItR8%(6_B-Y#V%=LF#0Pydb{dflb_j9t?YV@GH-
zFo3$pk5DYMvwipEN`rwCp=IQh%N3@i-7cG&67jjBn{q|nnqynqmzpVJXJpQ6HUOH<
z_t1^p1_GeAK9%}n3sEdw(mr8Bds{Mq+{#=g{`5;>aETa<ZoRsp$9SO$VE8eHPg8=v
z!7!++^=o7RE7pZzu44id7X|(#LQ6aUN2?5g+Wqv|XLnAceK&-imc|GuQMFz6*e&t7
ztu_FPNywViQm-`8GcxBj8vqfJo?S2eO-fMSr~!}Ua3ogbh%Q92uubX%b+hIJeO58k
zky4z3gd>|^wpbnie)pgFSFiW+p^6IhCJe=5qe+PLw}ti0(G3is_Q5^$SJ9ALrKbR#
zyi&X=1F+e4TzV{3&*i1qjAFThr(TEF8UUSx8Gt7@fR0LwLBO!Y(=6z>+TR~3CB>K#
zX2its)eb#2^N;3cEzyOkD3<N*3suwRYXBq6KEarY8tD5`Z}j@4FFse(g#HXe7#J_d
zfj~#biM^rH7yv;AU_SUCc;}rSOjv$#7n&`J+hPFnjy;}NiQs*C(&ojh=WVS4#AR{=
z=;*X+Bw*~zmsQs94TgT`H1^U@$ffu$x0Lt1s85@10%)6kfKj^Ym^Nh;eww!ga~G|U
z61{Fk0|UrSPhjFd6zW=U0HeD>ZMZ>$Qkn+m(7>yJy}9gjL~<c)Uy56jXv}~lQMa9}
zP$^1J;{zz|dKvZKEMqP-j^NJ+kJ&Z_6sccd)&OYi0j1}{eFO?k21zQvRny=)+yFW*
zZ5j%kRZ`7*1zb)BcA36^S%&%bgIW`VfT)Xa#MeSKUvC&9z1B#@E|2sme>|;wg!<_J
zUt<7dlbO)2cK!9N-0zx7WEj-9FZ;Q@i3TDym8ct0Ht`@}$E8gMkepi%-|U_37Eu39
z{aGwQ#bco8Vs0;1-n|=*1k_sI3nK;b>x>(OEe^|@6~BbCizftul342v;FN&z&nZ~p
zp9vR1_|d6F?3vTM0n|nJYN8U@YRggSwxzJ`Ce#Kb;xzF{g;&gZ*lj=2=r{}C40!H3
z&q{rHiM<o>tp1vd-Rtj3ax4u7a)~(0Y6X-`JyQ|1kB<ZBsI>WIAfKdtQ1@<oyPpDy
z8Ya3JGIJ&-EnSY`rqeLaeOiZG4Ok~w2dc~dGJwGgdt;QI8WX?2gL$jOFCk&`TEux<
z<7jj#oC6XOf3!sIGvAY0g0Q3lgeK;*C_Yu^DF8>`(PtXeBfBq|#~zt;?M^SoFT$~O
zd{oMn2Ir=8h5nY0@I#l`Id=)i(tQxL9ryA&bPc+e<Tz^oOZF8z6LZ>6yJiIP+kFHh
zmV5(sldqt@d<@hqM?q!vP^j1qg0j69l-FrPW$hrS*bHWK-l_gH0-6i-G2~kVxQ5ox
zeiJWbAm6BDSjTvEC=;Nj&xghzK-;_*hRysOU+8FJ&dhNLb6eRa@iVqMA!VlrENo*D
zmtHJ-X5e%^+C3#0Ie$QG2Ao4;VdMJ?EL{AsXuS(&uUv~6Kdgd*<r>UcWe1}*4s6c5
zr5ilp7kxzTx$F|XMHhBk7+|Xfy(yX)JAN=6tmb2XphMfmALxXGTm4{S>450uJkc`(
zr)%=Ymj`bx)BP7TC}ox0lrg}0Ae3BGp!Am15U3fWZl=S!MU5=25FO~<4&m2}|4_UO
z7MR;0{9v}|&z{qDd20+HKC1-ZJ8y*c>?s&Da|Q-|^9@GLGlcF!6O8@N7~|K^67_|n
z`jvYoux5;XU?jWe-Khnz_t=5ocDT1r_`yy%5bDIb1+AU7Ac`*l$`P5j#sCOvR)i;J
zBjQjF_8cv4^xgW15KQ}ZmcqqPwGmC@iEQN_&xqd|-S_smEd01ONT|~L2twb8gCPRj
zUlROZ;j@eI)0YX~bmayFM9OapaX5<Rtula?NWD~v^y({$6~FrcXw9F*Y9m`>Qk%WM
zUz2j+xqUBIIr_rF##M@yy*J#p#`5Yu=dGhd834^n9Ga7;m@2<Ve++O^hsO7M7(ROr
zw#H|P{`Ye@ubU2K0K}fGB24r*U|o)?t42WCUXuk1RaXy(y4hFISfCHBxs!$Vx*pUl
zM?+<!R*Rz+nb@5NLS@Ym)~!ihmf8l>SR6us$ujsv9TxrX=5XEwq8k8BJd%=EiM0G1
zY?a}p?CUKaL-B$6Hjb>zap^`+Ot)BxFO9y#5(hUp21UUyCIw*!&%!Gr5teQNm~8O_
zwC8^fjm5fb>;nCy1vzO&UaH<p#6Dq>DU5BMShwcp=p%?pD-iu3#NoV2L^ptp!YW*P
z@&IvHvk+CBg3$Z}h&*}fwO@x;-wD}!4DSEi&&Dpeh3#Vta?*;tRK4e7=X6CxH-J;u
z@37^>WUJ&_euJ?2NSx>ohr{XYh;9IB1yyi3>eZ-SPOlm}CxwXqfH<7ajOYfi?|2!)
z3*|@lDL7}i#Y*&t#Nl*SL^pu!%KNzT^l_sVg$H;lW2pT&sH_`=HNL-y{-8LV&WNZ6
zKs^97!H89|eWTJ}*-II&C$=Iebw6THXS14u*bj@t>1>E*0LRO2<8o~sn|i#tK6*8u
zfv`#Y8S^775R;KF`UB%|IuoK804+F5CBMg+?QNQ7e2#-PcBfqy{h@I<odr=0;8<xj
zlB@Ds9*(<72?PGC3S~!4XqeV7NwzKFxabd!!|5z2)Bva*pHp4KN`LR{uqH&`pAGBP
znlqV=&ZF0Fb&MBcs<|bcLSjXKU>r_oLZJpgZ}a6puEl~q%Vl1*9e{xrW1wj?iM@EE
zWjKk=8))L_&Rz```vGw{of(BU0o)EmL)}{w+O8v^x=JYN=T5<h*>hmy8_I_2(u+4C
fyqeG9D1`q5cI9b_Dei>J00000NkvXXu0mjf<sq=E

literal 24552
zcmXVXWmFtp)9qk`ySuvwcZc8*9D=($1b5dwxC9L_xCVCu1b3G~g1bB1$$P(FGi!DC
zIb~g4wQHXkH5EBjBqAgL0Dvn0S^5hA00sFA1wa5oe!jYatN;MxT6t*+&2PD<Kj6M<
zDiRNM<u6t0)Gqa-N$b<dV8V2C2-Qi*)ElVds3(8H!8UMMmHv%qfT@Yoak2^}3ih$y
zu*COb{0_rEa8c`bKYzY*BYdNhn<ea*xB-lkB5A$FP$^3<1m|tr9IqjjDpm~iPGAVu
z_+}E<8Qo3|kN96lzd`Y@#PQJg7hGuLYT;>pH|5yGS`hLMnadU_3KCV>??(+zK`DDX
zDcCEb<qBTiT{Q=V#U19yr98R7Y%y4xZBb=GW%@1kpWbyMBol7~d(}rS9W^ZJ)HW*V
z(x1t3-nd*p;X46xaR}Qz8^&R)(z%C+0`R3jlyb+zhynCk4zHynN(FoUo67;W>4*6-
zDFTpnf5xc4b7eu<wAq+Pp9n{InyM$seE8?a_d$fAgH9YS{FuZXhi!Kz2v74%tbbtd
z{+8rEwb{>T1Ci`|N?<FL%dFDnih)gip$J#V{+Q7AX$oH}Oz&zCY?b$FAN!7Qs0tYK
z&E0JljSryGzU)ei)n3y+4lB&=5bk&=eXl>IOiq2T(!ZKXk?VU!P<GyxezqI*^>u1O
z{eKTcw_cIVQQ<M&;wZ)LQz>)bI3_T{<8RxXa;?XHB#wOq^nO2?+R8`mhM~uVsP5s)
zeJ_x1ypmT0^+#$DrZz6e^sjCFeNIQ;!7Lj|+f(WSWAvLL|2lyGh~jbFaQ*RB8RNE;
zn>hH>aTN%?rIEPqWEpj)XYS(P=Gg)-kF1kDL6NJXcY&jTp9F2$ri#nBGd)WeDE}@a
z@?%DQr_|t*d7W*Cu6%#1XWjv-fP)h1Dm%p_v<Dyt6jd>ja|btPSwYY7`RxvsIY+-g
zL(L_!geo3-UG?lb!~V00p8F*~%7#)ZlD>T*ukQs(KM-3!4vO1g3CNYy-rx(R&wI}?
z(0R8G+kgbo5M?`v4yZAJ&k()h(k*Z=Ew|Gjh0k%#G3ladvNw%pfOgp)QWXqw_dr!N
zN@`4Vsh^>A&{OoAYE8jR_P&^oz@aVl%ieiWP!AXivRr=AO{~PU(a(gs15OvgE)>BU
z!K^QQCa0#cgF>OwAAxP8|85$3xRt1iUQM&b4g11kNIbyzH}??C&IeKPW)3zlUaH5C
zH_Hi7^`DD=&`gi9QzT@2jpYC)V8T+<xCabKu!0w_>JI<yWltLtFP{=7hE)gF*Qn-x
z*B%wY?bcLtE)L4wUZfj9LV85gpGtD2xG&2RnrCQ+KOA4?!>A1xB7@TK(U$(=1YdE{
zlG|cPbK_4Q3HuPVA-^kxEgeX#-YC|gXXlv0fEueriBL|Xh`Iy^>U7+7Z%-2^UfAQ_
zf4EUYoZbWbf$e(OA+pN~bC<z4@cedAC-eyLB0-XT95m-A^u+njX^P?-aC>bV{-Y<l
z%lbU_J;0sm--9S0DfKpO-C?11%AMn1Y96s;(ePB#rkxFFS&sB^4WC!crX+<<J@Vs4
z^5(YLF)m^BH+MyG{k{(OIsN7S#$psTJ-3cB3&RJPWFNfv4L5&X&W!!A9!*=}{)S7G
zInxCj%gcx~&^KsmQ5hK$Moj(3Pn#$+q_;!^^RED|#_(jHTaU|3kDm&}vj-WC&xe$n
z?tB(h<XfM3^fU@X3~*7v8kl5j3Q_~@{3s5w1Jlj0#pPXSi~I@l#fYB~z6!#;OIo-*
zKRSiy#o)fZSX)E<&=5XoYOowX;EBf*F)S~Z^_Wvz9uF62Ss+?Ka2rL7WSp0GkB4xZ
zm&JxnabKO8aLC~tp1b8vR1pes?^q_ualbTpV*!nH=~l`fJn910A_7Xq_L;Q0U14kD
z5b(6gw4-i~t5{1%3Ks0avMQ}x&_6#+B|=h;1tHY1vw8G~E`eXRncg9i!?k_lG4&`i
zWsme<)JWSt3u*ZhIuk1$qDCt()eI<-HDPp>F+q7H3u#1;Y_P<wee%W@BvQVFP7U|*
z*75j<de;56#UP=-mBO|U$V6d|SiM8#wDlF5CpM5TN1U&(MQCXYo3(_F+jt(m=OfdD
z=AAo}=>e`FLc)rL_ED3iX2UyVe;Ny9UyD}zG*GwZE+~uU9M^nizb%_dtX)eEYT%!q
z?ncrUSSuNWrBgi**T%kGdH3u%HrW+@kFLl0x6a<WKmMr)dD!;N38zFh8e^Pi+z@Bs
z`E7RS;XvH9!+*^RFdR6sNS^REW@QK5u&mw~nbfBz$rXs-Cdd*6VR%dzrATug$ogs=
zTv!`mAR(tGyZnyf(SqmZTzjN@VViW!YiVj{h<CO+FVUN%|6V;dT>l(wfg4gB{s9*+
zThUh(M&|%*!uc&`NOfu1i22!Si#oH<ZGo=Nfd67^la<p>jlT6IGCEM?|E~_M1u*J5
zi~u~0e3E!(tCPFg$2(l#RFD8wb~()0bOKT2D(XqVY78C3NepNyrZT32TgLO1#z1#q
zHuaxEo=~e_xbMzU6bG9K_aq4>&Y$20K@`8Oy|B1k#Fy`XEtBD~K6_#kLo8zfn-?v$
z`~=VMa&Oe&DIvCarqjSi+dr8<RAj5^m0v?KgpscoEpnQ;Yp}n&<%=)<$U69aBCc-1
z8I}uB(Zxro32XI+-1jp{JSj+RxPe7G-ZtDM3Jq(&3EPIX(<vc&#SxZ^fK3|C9fN^H
z%s-5Jhe{Zu+cL4=Cv0gvWLS_4&IRVrHf(--SnKe|_Fc!+w<j?D*S5EvvPAFOYij?u
z^k92$qn&{R=Wo}?VGgq3T^+J*1ApkEi|+nmcJSrl;0rf-2H6&(OHLIxH~5zoRb*5)
z%yN`mz0UV!j3iX%)xK}vI0+u!;H?6XkZ?lvE`m%}S`dilE23Fb^l6ELq0ea4`%cLu
z)y<)~(l^%5)aGhfO8J{rg)bD~<J}D?pD*Zn*8y()==nWSziucajhB_x1pVG@Ba<E;
z_uyBqoYsRT5?cfxi3}c2@8nk6J5<39p7v52=*2Lqzjs#ma8IGgEP*aA8&q`f!amm&
zsz<`7t+W+ys8SNQvNW&cI~isR%{X4l&XxTDEJV-K@B-T1?fr$E1?tSTv_8!j@&Lqi
z<eB09h)W>?+Gl45I*2eFw*)M-<qXzU0)y$sU2nhhVmsInGQ)k}HtkKH&?XIoB85~p
z8=|)#7lv8pdk9`g&?9nRpK?^kl{SN(nS}DVzhkZk-ja9wC#W``?}zcVKHQS#bv;Fw
zg-T2}YYH!u`y^EtGf+}eLb01CZauvb{LT~WhgGFQ0Ut-SGM8QM?Fv2msmSF0=aY%Z
zFIJr-hWrXOU=-V*VYc~ZtaNB3q6LGHC*>hqH;glW?=YoQF!8fux%FG;PXY>QD7MPL
zjc;Lo5#TM4TkPEK`*6dc`U`wZNEq~~WwPP^>||h+celR~(a~L2u|0qOjABfZIM!mc
z_406Wx}ORT+Ul2T{Wvvj*p<&XlGXmD(wyL;q+s!B_F=tQ$UIq=Y?)wRV*X0a|LqlO
zX=<7iYuWFMtkzVVyggChv$$;^;F@OaNl1kq&VK3IW}zKPe`!H{>-3&!klfo2*d6#a
z<dMDd>S+VG-a{0Em*Sx|T*9Kgc^vZixb%2`hs-v-DRVh8j(<>i^RVJs28ypaT5`Tx
z_PA_6d{Fw*3ia1yGe9ZNKoNWIu;RC`0>-s<+xpj07VsR>n)<3Mjkc)(4@`26kk{UK
z2cN7Sn8;U-VA^KZtV_d}B`u7e1XEEIu8F8+uCe;-*!tgqKm@RxiD_=TcdYAqpTO7n
zMA^f0QiLB%TIG+b&IFPX*ztdIqUx=`5Su<x-jim9li~lOl}V8F!3gMuVvpdN%;D-W
z$B;3cy-*!X#d8#4e-=rBWJ3X*imDVOm(yAEhNW5QH1CSv3P;lO=4t!i@%j`sqA^xS
zC!eliPBX|XYxhpDXpTsE1yK58L@IIJ-Ytt)8!Q!gOMN1OY`d_Tp+BRV>;t9f-dlBC
zzuj%~81)3iMWGw@wn!<%Dm(ue2e82{kNj2*A3vfYxuNL}=%B#-KtF}HFCOwz6b^jL
zHe_ddPv-3QeIeA@HEJ-!!3_X~YGsQCeXr`FkyfXVuz%ECz9>=qTU4~r=l-DgS87Z%
zB>Pr>CJ-k}9W#N+;mEh^?J@$l`tZY`zYTQgadyt!iGh-<lq)LtyCmw=ch;3Ldl^5g
z8;`&V(1yXZrs&Mk&Zrr)AdB#n7PBP(=PotIIIx3LF|j{zL_KYvqNl2gL9%u!+~}qL
zHXCuXzOgVA>htgX;96r*^Kf2PjfgGa-;bA|PcR4_WbtE3?7IuYI**TcTuySveH9fl
z>H~jZiS?HhtN<A)1OOSBU~;ETkK~vS^zFAi9go7Jk{Dsy>)xi?l+&A}``BJ&iGuuY
znxy{_+P&tH+;)z4$uTF>ESAFJr51h_f$T<OQ$`YrX`@9%DWP^VNUg`B*o94A21We`
z(iuYwxJ{p2od7*t67;*ePhWg@)%?0Nr{$enLzvv0+q3?*l;o)T!YH&5AGwAv;C|Ma
zRp>R1LuXEXOZy?lDfz98;`t}At}aMqxegD29^wi5`d2jzir=9+F4LNG95A`Dp17tu
z)jx7dK0miKoJ>T7pg)7XJ^3SzsP}esFo>YnOR0e;g;0EodG#>JkeH~3=#Pf>w^}nY
zIL<E-Af~XCKsj*N45RF4#_D3E^`FD*SYA@5LKQztJpS%TMFd2(lkEd9h1|FI-Ae>&
zZuix_2ISqp|2!!<n((8v#_eC?yXc`=OVr0^xK%y_CSgi0{Tv1pV!oIkrGy@q@l-Nc
z1909yP;>fyTwdm3>2y0j1@#qO^o#?DmT?C6ce$>129THeGbF-9;nbBdyq_eWrkzqT
z5O0}a{niwgJDPCWo;`*W0(LnC^Zn1+legeA(g!mi<Bs;^TDbHNgEa70nSYtq4FHrU
zo8<3^6tLfbsSGq_o;d$8uNiftnM5n<Htc@I36!(dZ+Q7M3HC3&&DCrw*b_LRUb$9-
z^msiynt_^Hfn`lj#_|0Lw+ajc6-YBN>Uo$AOV?@Mv(l93i!^O1nh3YgMMzR#;sK(x
zV|RL_!G=QdAhzfp*?02LJCjgS0~#^Bq{=9L(zt<6Yt#924U}x(kAg4TJ*LTG<VXlI
zu)jh-q&l`giZtuR)SDHctnd<m>A@HKt2V6C*t~8)4ux-Bg+B6n=c*qMJtfF*XU|m^
zP}HhqX-l8q^=S-M@8Cz9%i0N#t}C|elT}BHVz0&$X@w#?p*~Nf68AczXep@|U4HF`
zP8_Ye5DT>ALtGG7)OeJU7x<4UOGQRRy%llK`D+qshAtO5t=(ACccDoCqF5%$Y|x`b
z4Ab<_H>{sAqZKhnq}t2g{b|wSpHa6K2O$X>;HNVI)7^$t>rcT0Kss28w~wqhRGz8w
zvgGDw4bxk!u6LCbimzu0FGSljoe>p#f8t}0edPcY9gP<?sF8zdhN<24oJ!CtEK-TY
zFKi46$T(67#Si8*ETEN`=2O$l$-^7&u7NHGR|YG*>TVM)nz<?G2i?0=erG%065Ay9
zK{z~+`dT-~Q&Q5bEq9iqQ0X(SqG*Utnk{b*&8O6G&1H%@EE-*=jufa|my_5`)Qx)k
znx7{ZgN=Td`W!j%QA1`rQ&f^T$@otSdm6R?C$jYZLLKvv@<^9;80ZH}AjfejloGXa
z*5ipNDDM72ZVP$V8893Bg(-)b3t+3?c?Ml+P=Kb#NSYyN#b`j!V*rU5fxHej({K!^
z=>%~;@MyvB^D5+)+^FgoOfRm)dqF1q^b~ZS5sv*Tp@Dnig8-#%+2S0pCKshu@DOV*
zsj7b8=e^~=xc=pj=Kgjc;wiJDsTd1BCN1GF$o<je`R0qO8oHE!SGn}HLVox_EiXMs
z-NCpJ>*n7<TMR<Y`4dngxQ45F<?GiYG%s@}dmQ|rmWG<t=D5%xu(#&v?{b8x-zZ08
z8N(gw8N8u1KJtGwzz7luA?iXdj;u4xSs8@rJTU=i-C@b4(&bP3iQ>p#6iy?E@r4xS
zKN&!pBdqx!174XvMf<~)nxyac4`o!iw4W@V9OWNh{=3~&dS0UuVKdzQdGZgg7*wGY
zT=se_J-)+i*`luk2i$5$CaS(TDq4PEdd;o4Y>ec?WyToB4O5$x!-N_}Hqbx+$9qER
zei6SPrdZUd?Bk%fjv*_8T=<_Q6iDm4nnVX+-0wY1KNL#$_8I=H3{Q4ACPKaP2E6R^
z2jiQlRPqE~h=G#0=a13C8bv*uU1*{rMx_De8Qn+wm}VEDK+J2#&(W=*fi!M)MMM!2
zTIG52;MIFAT3>!et)f7v)W30N4L9pP<!)k|NWCMjES_t@fQRx5xw9)*3)Ks_3A?=4
z!aM=eZIK>c<O>57Mp_>-ag2_YBogo!-I|4J3T*!bHaNAQX)r-^Gs5%7)~JAn2M=p#
zmiZlrWt(UfyKOIZA7JSFkkaFI&;VMk7NfAGe0LUi;}^T(zi$A3fy8MIoqFrS>){Yu
z)dPXL?*XBQ+dl+GIvyffkE5-^6h?om%0OfFL|~xKA2A{HxI@teGNx62#PrjCL`e>Q
zh>tM&s8>rt5!|!UsA23We@M<W_+070ZGU*l6fVl4!d2k+elUF`;i4X+7>o+4DI2*$
z&uQnI4gQP?Jv?kfva6wnn)RD!kyDjYG4TA)QFZFe=K)V9q6v)qlI#E`UbUXM1<Ix6
zZu5wMa*)i22B+<GKgUX7Q{Ln@t@ugQ$O7|pv&Z-ZytBpX#Xp42GFPBkivjqP!;3sC
z_{63JDE>{kCW;Pb!9=1TAH?|gIsL~CGD6V>$OiCb999W7-WS&lD6Sqh2<Q_B;)V=i
z@YqbM>tvRE4k~4&^LvgBto|P^!$N&1jS?!14+0@SngT@KF@<Z%iI=I%p`_W4BHiu%
zdK)f!Knq<IEU+^M6&T$(H*7%zpck;xt1L8*K;{E0%7E!$Azv$hMG{j?#blZ#u%PQR
zG3jYge&IkHq*uo|&cN8pl2i|-3a6dJ{M3_yf#~stBlu>_x8Jd*gyLQDzhp7ot0j!z
z&P>vXH2&CFJ;^TyNIQJQUvY-a6$-X1kZkH3u~x(F3Sv8c15m<HIG@9X%*Z><RF$n3
zA4>6pRgJqTB^ba#kGE-eV+H%`?BE?e)iLu7@_Nh+NfpbpR;YhH>EzFm$$}MsE%aTH
zFwC8Kbjs^H0CIbuX*;3a2k2CT=o-1ygsQ467hJUlQH|x{LN6MZ*bapOdSIJ&T2Lu0
z?SYy59sUQErwNfAbTJ0CHfH89H~Q<8q9Er?FQeE?K)GsACxzD{Y{w&qP)*a<AjW$E
z;-!%0@A1URy=2g%72yAY4~3?!q5dKoq+?=g(XgR-`qUOG)*&?ro~N;0lL_h_adt2q
z_*5|FP$_wExPz*=QE%@N-<4f88`+`aWGr#WQ1ox-3Gg`a8bqPmoqSu_5$+ZT_*foF
zy#k50qhS?A$d3G`saKkm1o$OH7^cAAhVoDg9&BGKTa2l8uBE(4uwDxyM)HeY)-gtm
zH1_hFaD%C!iDaVN_2yj7&Ji)?AzcTS=y2M>1?Iyu^*N&O^942;!Uq^9Q57Av<e>!u
zUSLLD9%?EFA0t7htH=}#e}ff5l|0NnN64{)^IMCJP4g#}e++6|8WM90;0@(qzWIO|
z6a8|P5iF`KDQJX>=dQ?1Ab!Ez4#Lw{wgQN7LZ6A<4R66YA(49iM88yX7E!pBrts|i
zuZAAGK(3%<>^rAwRzb-w_2-m|L~-tLqJ#x;c|n3Pien&&4}N|)!;ZP6us^$VREakX
z_qAh!@QuQbGhYCU=t*4d)m7`qt6_T}yc2-rik~FTQ1KPxFBkJ5qKIx6AmQf1Dr$={
zp>C?2Y}^mW!i*l}D2OtHuT(<X?<1`69JhXN9-24$&uW<Ybia`@!b=?26}A<&;wZ`%
zm?=meg+d>H^`yxXSO*oN6#g70Ym)vU5PvVghF#ut(bE9$n<|myq?o^z+kX600cQEz
zmY_lDq3KN_F+tNI1|Dg9%(S<$3&S??X=0n{{E}-7Iy-IQWW8X4YBS?L6`EX`qlqp=
zYV{S&Kx`FeKE#>c{?s^FZn(@G)KHRa>fiOKbSmY~#fHXTI#hSzzto7$S3_gJ-yJMn
zZB4-NCV#FiAp)&8f@mJfvLg3T#NUs^k3hd+7vMZ(ymfu&<?^>&8*=?-BmY>mJ?4;8
z1JxgF^h^81%e_sOpI$zFA4>u!&jUamzx+MKZNrz;ACc7uvL4wT^r{WyR}TKe?`ncc
zc|Cyui;^!B8ysRD<`ql%5Ma$f{1^Bj{MwyE`C@N3S(pj~g<{#VpsMmx^x)p+(`Q!K
zpIhXlVV_^Qzx`=^m~uI|BV7;lA@+pFl_;l^!7d}xF#~YR_JRkmsZ_WB_ERBc;wN`D
zPZo2>mq~j<%SYsLpMvYe=vKO~Whs>dy^YPQP0ZZ4M@8j|A7vY+O6osLZFAA_1j~Yn
z>K#E^=Fi8eFWmniJ7SxDm0Hvn4(CDrQ*fg$Mwj^xx3L9avMU0ifYzRn|7aDt!_c6w
zGlSywJ;GF=fTQvdIR>$BP!2!qGUiWf*PpU<beXEyItGezD4d0fDU{%4_<;E*ZThUb
z|0FM*gT=BhazoofMxtO+=xot@=23#lZqmT#*C{P5f0weWa!%bDu>A*AQCF_>1%pO6
zHM}*WCOxPLTAb0r7z<%}ZV(X_U(pQ1PL2WbS@i_g&RxB~glaL4IW-YJgedGBgVyhe
zBY9L3rcHv0D$p6AQz%1Qqwt0wNxSMUhD7P!H|Y0^zi5qMhsi(`GUHkRPJgtsRaT8@
z(6miA1vI50CB-zDnn`mw-Ho6Sia$ocBdyI8OZZs*&G@01{ZjcU7<fTUV_>{eh!o$^
zA{+I6_e<v_Bw-3fK228EP1y^dlXyhlon}{QgL_N)rGhepO#u7miiLaY*AC$nqfa+!
zBT@Z$5m``&sBERP0N}>FOhgX+3ZPIvA|1@#BgyvlP4mv8?HXg5Vya4#z}vS&=}&P6
zeUOK47L*#%o;wM#lc@EM^Tm?f_HudJQyO9Ld9Xg@b7LLbCiZWVW3J064g1c9?drdz
zM1T;=_o!Z(@4@8CdQwz1ZmgNuAb$+dhX;*~e*CU8Xs=rT3X-6FUE49vN{;nrMq_1X
z)!WmrR~f{S1~p2`HGi#A<ixp9Cz%WX&kx7Q%<mM6Uye30mV5Q!XDH!x@zAUXD^&E$
zBNDuegqQGJ!t;OY{t|l@mhZ0%H_WL|wgJ_L`pLqJ>zKf51GDEZMu>k#WMK1KBYSC6
zT%0nnS5@Xz>HK|A!Vkr*qbW8+1`GH!XK3Q(GQ^XRR}a0k70m!MtA{Rw7_0V8>KA$<
zaD^qea>WQE>;_$RUv!-=3!z@XWGS$EV!xLjf4jno()#@6L(88wdQ?1VOL<>t%h2_{
zlG_wBS?~sU$%4pWB#|IPn8cm&7}RJq!|<cLY7Oq-d7I8=XkVknbRMYp>Kne%1jeZ6
zkA)1xBh@aktBfn-QQ8cO5ucLpy<!O;Aq$n#Fn@Gd$^CxorYi<HratO3%z1yTVlPVe
zQK~)(Gw60uAT6?jTwcYPUPJt~ZWue|4xU;TdK#z@-}V+J<ER{C>!t>p8B^db$2~Y!
zs2x?gA>sU&LFH@G;EzkVL+*jgGL+zH{34i*ZW&XK23UnV*1_xvZalk!o!eLte{oS2
zV?z2^JWH6{{hr!LAr_NLW%TF`bK`WbQKb-w{+#(#$JUB=r8~_^$Lz(P-(EbRrrp6f
z0q(z>>8qcrRI|KI>}x~v*WpxMY~}_)%d^p<>(1Y0cq?8W>k*K91e?L@qZ~)eXo@Xm
zj`I`{NS8$FPgY0k9V-<5PN%8Ojr)!@LjO{WmQ+37V1cNj>(}7i*n1L~OwZG3(rw$E
z=u}8r8^*W;TT6HQ#b<9W6mnMJpajkW#$}OroV8JK>9jEnTeBiI!;ftQZN6pKGX8Uj
z2{;12K+yeoM}e=s6ocwSgZu+U2HFnAj+DV#N5x~ticU*zUZSVmea_zyQXsj(mYsL^
z7g{gjIC+_?nxov1BT5PJ;7yjvyvkB9OnW%U<2Y-P;12EQ<r*ve>Pz70bM(xvW&XDl
z#q%3JKgq*quK|0OS!th_YtXJ5P_{TVZc~~Ap;6t=#>O~y@44h9LmQ+vrc7|}gjUAm
zH~YU`8$>jp<hFz2?#?tfABj|mKpch8zNaK8FC223NDn685K7g@ZCMoV8DiXuM@Q^V
z-I<3BSIt&xify}_A=zOikD60eZ_ij?MqC|=r`(o*&YpEUNO>kA3)hBq+7$i6LBxY~
zVksSBzcu&gKH|qA*f_Sj)5LQNuKD8`F2n!3vUew^B-Wtj5n}0$^1>^1A>TOb>G-c`
z6sb4fopCe}n}JLJF+;2q7V)9j98q$z`Y&7BzpDPOM-q2;MxK#LH=H3i@B1xgQ|jJc
z%MP(gGu`cJz<T@#^n^^0oQ#q0wA;KC&&iO|Yjff`VSD#K(X*v=$aa@c_-6*we@v5W
zATI#9LtKZwK;S7NHe#ty{sI34;K9%98m{RWmccjllJIMW8oQF4d<b7F4OsS}xwC%P
z_*cvs?6AA+_YrHqlVfqqdTd+b-^%F~4PvY*b^J@9D~VfN-mZ5O^y}|=!HnA~MR9B*
zkXdzMp0|w0Du}Ik0O&b?U6aOmM<5%JJrKCvpwzJld8`Qg+b1+r9rE47i366U9^4Po
zgH16R>z>UbWWj3guX=>kugqrKvu3A0Fawm_fFtxs{IK_FGc|h+l0EoTS=QQku_$rF
zfQ)ng|7@4?AX1JMUgp87io6zW2FT`O?8^nc1)sTMUUr{G*~;ab9-7j$gXTgZbGYTx
za)cyOOB3#@R)<ux5>@J1hM@u5z<#X514G328ls~(w%l3p0^dJ?pdmhZw?&UF=xvS<
zZ}XznJ@xL=zOf$L<Ey7MzPqn&og@r$b9zX-CnxWNN%k;x0VfJ<$~1u*v|uB1$&>$c
z;t*(~Sf}(Ig4gr+<OXBA@&~@qIt9iIPlVU%`r0yAY4c(k_KJl?v;e<0r-e+4k6ivG
zB>WyN%T~iv!yUhWDCynK=|P|K$-|03(%NXj!V?HQkF+tf|54t9`fpGf!F0<oob>dJ
z$@aa{w7$x#eX#VX95Kuh$gyk-*!b1n@Nl<yRR3V}`kIf~cok^QTiPv?3Rm%@qv+{J
zoy3%RphFZH7TcICO1;BJrj4|3$TZMUE}G3<6XM(TQdqnJdz;IFEkZXgZm`A)auxx|
zzU36Jt@g#J_o8q;0`n)Dz)}CEoo@G6LHr-@gjL#>EW=AiH4|3dg@^*TizkJB9YBz4
zA#hwZr_r>o@>xq}APF_=8<(3uq_g0C<wb2%-m%7Zb5K}O8;VMe8cHrA#OgT;b_1=*
z691}3nW@r4Rcbnl{DpkV8L-V%vgG`-P4IXc)4R2Ck2OcE1M_28Y4rbOkZkLD3&|p!
z{Gp7V!=#j8N#ryttx%*YNSeNg#d=sZAM$P$aOgNKh0E8*&@Y9(I@YwpB8J16oTaJv
z6^@5}(PH>dWtxr^lLy+WoOc4-ZOdV!xk8eLeH&04K0|6jeb7`?>(gK+VuEt!s+vW!
z9cV=xIo%U=rpsNbRf#MfaFNxplJrpHIkX6)qh&O#9L3)2AVEstZJSak`cVOCD4t5x
z+CHpDU#x~FQYRD297Kh08uuN(2HpuAgFL(Nh=%#BZXOppH8prs(3SUO`fEvbawaP5
z@780_sDHf2z1x6^4(#hp2T+=c>k!3`MQY(25xBm-Y9lL$&Cl3q!5!W+#+DK@Hz3L~
z{d%OgylR;Z(SpHd$>dgZU3Fi%JwVGmX=5C;Z+q&+)#hHNdd=7CLH`#+d#AfCgiH@*
zR)E<ox1Sfb?e=szLmju5vktOk*-Qp2++ZAB8j-};24UGg*+Zr(jf<?P2^yM`)({J~
z8ED#@QCP5xwg4{<A?G(o)cNC@h<0t+%S?f<ZI6U#1VWRXV?pGQ50WvG7WC@bk90<0
zvWG9*(*vVi*;0_^E6hTYj*hMzw!cD#A}S-?uWq|jPth=cq~ZEb%aQ%%6t;u8DS9q+
zCL<;BfUHa8v={8XDx?uQ{E3$ba;4X5JWZ2+V=p^G=o+}*k1rUJC^liX)P6rH0ukZ;
zH#As)uSk%WI8Y#mYO;TRPIwN5LUl!0!QCl4Qjxbd|2&_;Q6syH7lqqmO)FbVzE2!P
zMsegiPCb!Anz4`2)M^!C38Lo$lwX$Mu-riYVD(Jdl7IE{MQt(OlwF_e(5-jD>U>U;
z4qp3>gGw<!OjzkfHZ}|X$E{GjL`)PX&9KTc2b81`2RGD-9EqZe@o5r?OgC-LE^)(?
zch&6Z%a{rcP)NZRt9*iatUUZst2@n~J~xuK0))(jD7~tqQ@h;Gd(AVeV@<5y1!w#+
z90hK50G#Z@8g9M+5ivf2t}E`w`=*JV(YoNuTUyF20P-?<9y!moCsNf(+5MtgE!tXk
z03P<G)Gppl`>Li^iJ%Y#6!8vg%m^g04pzrHdOLKk;7bPMZ*5*OS6?iri=>>FOU(c;
zZ|S|}hC}&hQwWgEr8il0CqckJfcPuQLr!b09kg$g&IVJU=T&ks^PI|boytnjgKl@P
z*k0YV7yRDT^=swB$juW_fzoT{&!}5l1uU!PQI};UM@nNtLH$v2$ZLYLUuFit9M(3y
zJIB_0Hh^?5(W6WsDGqEeR>kmrz1_S@B6c)f!5_A-s`ZGMj@NYJ$E=x}TX5sZKWzZB
zo<s0B?g80uIi=7Ui=-HuuKZ}IS&w6o0&W(7&_y|@*6pf}Q=?8GV}~1}^-+4r)sF^M
zgRL1W=F$e!jttz+h(Uk;2?vQuhk@hXIfA3ph-PMAS}#~ZGo%}?eVf~o?~?o~XSbvM
z9$G;(X2+}`2g3<wo;i>B#89ZrarR2JC%FKq)L(BYh?+KEa0cN<r+51X6ioY1y_irb
zmWMH6<dmnb?I$5M{n@f7H{Op<+Bb0dMNqMG%+8bs9eS)cYmHi=T+lq1TAEAw2}dRD
zYqCG_F~a<#-_AAp-iKN=$$#&pk&Nv|vlcra9TrBK8h3}aSjWvX!&RJJX#~9_r-plR
zaAVEZPrvpdQP6zroew=QNC)C*gI2g@3E2^eEne3h@z}&I(~*wZq}3%38hNKx_X)I2
zt!E7@A`PGJ@G-@4q6!B?s@l(m&m+f=kWv?E2Edv@rk@@0vNxPzJ<K*!3CpCEHcs%>
zNl9R&J{xJ+)&SP-ZC;nFsMJtCwds*~j|fL{q0bh-$2K3Sinwk`Dd#V+&Q0_g<wv+<
zR8iwAk^8?AX1^K?Ou0fWI50^qr2GXssr5%w4T7`BA9oq1F-!Gp^AJI>urR>-MWi*@
zYsC6r)ce@MmPM~2e``sAEO<QpUs)wJ5oM0YCN+lH%yGVfwNRDQYxBkMu)Xw*b8BZK
zj=I*$Xi<@)M?O$9^UHP_N<l>qaNI#b9(eyb3@X!m(PRqB!A*V@(*~`7Aid8?pTaA0
zIM(f7?d66OXu4GAHs#vtgffUBM~_EJ;FI~9TEG>0F6?=j_<6wnLrS4<wt}cM@$)S1
z@-P(qL)Gu;`bj;b8+J(IR7tcN>#HO<s3)mj^c?lY*3~3ju+E6+`@8^DEAGP6Z>kIa
z_>b_@Hau&75^IKWuh%M^15y{m@!c-OXSfbAt<jN{Io556HvF~)<H?`u2r7ZtLOcYc
zSs^1^vkqHHKD#f-mH`rvqKz&bz3^R8O2Lg&wx_~W@1Fk_;BkoN57QU*Y+Q$pR^VbP
z9N+rHu<#4#IFXf+KvI7Gq9_in`h?nJ$$xQV*s5Rne!OS7ty>uKGPlJlAE<~=ogEAz
zyz0%9&a2y|(%lmA^hdA6ZU1r=Yd-B^dH$sigy>h(|MBQJF0fBq0c9g--&bdh&D~5E
zx&gry&&&SNy}ru*o}dRc7Iic1K=@v!Tn~$f>u~1=_i=%&U;dF9mt6lobFs8F(T)w)
zinK7r`~H%isM%N<?=mxvYU+i&9Vh$`e_6GSZ>Co3f(q&4eVZ&y#YDCl?s+~l{}U9A
zDAs?zn^DgW(2hNBx>!%`SEPP=kxvH6=r{#gzA&nr5YnOr4pI0mTJm<x=TDmF#vr)e
z^J-HO^X@~iSeFaT<3yqU&2Ed)zxH8W<uNfc$=LPzh>N7t6~C|SBKG}hR`GX&wS(PN
z74q9JwTX7j3h!eSaI$+*(8p~*>K5Pr)}CDS(<N?8_wc~kt01@043TeKWzph)&o<k0
zaMXNL149D`G9S4|+t-!omu>CT_HKdJj+!T6*nPuxlkIkK2pvpz3wTM4_3apKQp|5y
zaxeJBdfLKKaYfmYr>4?H%G)wcj~jl2=7DFK#*98a7`p{C@CrpmmUM6>le!hB16^lV
z(uLDYjLN*<<@K16M36nkg2Alqjr6d~{<0ST1KN?`-Z7TQu%pk>eG+t~1LO+^$JbRR
zt#}yfh<5c|Zn=&)Iqa&O)tOZH9Ok=U91-NUd!a0`eH$2FM0>Bn#@G_Yg)&OP+!DYI
z$x9)G%A2bn_GAk6r=z^Lq+kpB#vsk<+ar34@AjS@`q=e~786(<2!u?k5Fvdf#?zr#
z`U#{c#^K4(qwA>uW$2L!H67p7v%{tK;@^9vDOy(de)|hUTCO^@hvF81^*l>hK3RcX
z@5**A+iKDp2IuQ^mQ~m%H4EwXP}RHKGe~~iC~iZ{h2bKcsCB*Zcu%;CF7T5faWU@M
z%<u6|NhIj^#6c_W#}BPflk1I0LP<<wfq%+#T0Kk&@su0Q+x+c{GO%{Ii0h*^wp$kP
zfV{K>mVT)gDSlSXkG3i>yZ2|D&J#{EK}+MoklCjA-vPc>%nvx$r54pUp!eMHHFAf`
zr*m4gufBgq7scGqlmGa!9P0*J3RU<JG%5_WF?*XVeJ4g*J4=d}onJ^p(6wQY_Vvvk
zRQ-ye8*LwjU)1+F+92m@`-iRTJFRJ_F7?gmTcR(EWRU>s?{{S`WC;HtS4uJ~AC~{B
z&b-~}9$1-U(nm;s+U6<yr{3A(@pag#t9NAS0ej#8(NmYU_?1_J-g);}%lY&wH(0!O
zejp%XI%rOKU1UE7F)oLZG`Tp!UBHIr4+(a`bdQACiLtgc77Sz)f{L>;q@Ew%iEo-&
zt%=@Jr_p~h5l?#_F;cwz5CnQeZ-*9wT{D{NvO08|H;uPm;V9+qniRb!gG?q!e#?9_
z8N(wcSg9x{Nh@peJj%!GndC11iu(-lOmbY|dWPLgn$}|pzTyiSgrlt8KB>C>k>$sZ
z;l+p3XDzbbR!F!QbwBt%*67N^hI8OVA~T=h<B}&#BEfBz*do<F`o`D4?#lfQXt$b{
z7PH}CCO@C4jwI_912o}n!-<3D-oRE?^K0Y1^}kz=msIF!G{DUy;SPDybDtM>h<Lsq
z;B+^@fY7ZHxMox_-5+qxB8nECh^I1RV%`j_A-tA00$+xqoBkms#30Yo?79X&{Yk|;
z;P;38-Ia&RZ<m1rB<lu+9RZ&6_2u!;=G-oJQyyQ@-1^U=2V2`pxxA+8e_v@yVKzCS
zh3W{ta)hO#QZUWq&X^+4`2Xi+*4k5zl~Y$7VNB~GR-52^ZaHJuBIt{JVT*vNR$QB4
zf@2o0&-rWlax0yWW#uRJ!aYqsXnv;xE=R0DGwIV|r<EuQG4BvZhDl$m(N2R&)#7AS
zoyaR4!vy#nuT+m}G)Cb@&^_9PXy9PZgYmL!<1^Vmo5%P*5EehEj^V&e=V_sC3@Iz$
z<>Fj}p9muH5j(d2ZeR^jD~`afTDWMToPePvI_L^Y0|c6K3StBoWlT0ZFdSqL`+UqC
zVf_+tlzKU3uJXZ+7~Y9Ky{q-wJHLss6+T_j|LD|cSDJrPlQVS^&lV3)KM^S(rh>|r
z5+|bN{ssp4C@9?LU=YMcQu}8fqUUuaF}KhHIr`raxPl?PnbGc`%MqbvdTG&7Ce??$
zwz%ZEm?^z=-&=AaG>Px9B?I_me-`0?L_=DCT?kVp)##*`{N(5(eiK6Xb>o~rU9>Xa
zk58{W10^l;dNEDOY{dR!u*0vl6hE|X+wjRG@eGe-44%YmTH|_c7jmgvf0ZG4U`J^b
zjWAh!A<ukZiT5eCGdcRq9L|DO6jH*K+WeuBAVz8)>xVqJ-Ey`teHX7C3#7mi#DNqC
z`4;V$5S-BZ27NI=Ekl{gjL<$NGM{MlzL*BLf}3^Sm#kvezVBPlAbs5q^qoD$z~e0~
zSxYz-%-;RAyzlyy@vh}X*W(3tUeD7XBQd`>OvL_+$JYt^+<4#kjDEqV+rJC&&F|Yc
z56d|r)_ko{78-}cKiBCf!p_Nj??rbmNh3F9rwyx-t7-L*@VZK)N*#==W%O-0dIeW}
zK0hvP23oPA($}y=$R`njN{b|&ek7r4*EB}XeC8oo!HZI#3JrZkM#L01Wg)Q+@iTZa
zDK+$T_%VZ2SmT9o`K1b{^J$0F2>D>e-xRm1G(*|zRYk4>#2w5=&y!_BR8&4%K2VYw
zo>f4*s(8=(vwR-#U$@FARUbunV4St2c5_~xD{@BHJz{HYd8JB&C~=+;JMG&2a+(~(
zE5d<KP|jk3eUsEj#G&!T!3bYt116o~b)3aG|16Lrpaq^yD$>3Bse(t=KPr<`s!(DT
z9t09M{S!|v@(b1dsd-;m(}F7VL3vhJ8hQdp-E;x^rq;h95>im6mXPF!lRr{mdG(QQ
z)mJuANH5&%8E#y}i@J}~3fy0sabW&-hVV7D`4<Kk?lw5wn#kgS`)I#@H<$mw_{#$o
zviTpwR$+2wHy#S>=_IE^M<*)tRF(8bxg|~_*uh;U4JckKw7DP?u&uhHxqVIWNL1uq
z0KZmyQnkT^D&AhDkeW*Oocq}|V0O1caC7GjUqb|+w&m=I*fo<_9MAo<!H&L6?YpF0
z&j8=bHNzA_^I5p%@LWJ1b7)`Z+qI~klU$pxK1y)^&d-<T%i~Cqvf>r$mU?4sm#bYx
z6chqPM||aRuqMg#fL2^kx{g8a<_SRY1xXTC4H~bRmeVm3YO>}iJR+1)_nx``H@Mu-
zQa4K{7_3Q&<Z>JpTr%hC|6rDWBPZG!yvFX#b>7(?m%c~@n*ZeLdoIXkslL{Rg6*`+
zgKGhtR%RfYKDoX_Dx546JQX@}p4H(19C@>B6tlEH3Ye{*i|eAfX)tQ~zTFStr%{z&
zcfATeO^Y45etl(Q-~l{&yzg_RorJ1ve(%bw-^bw#K8<ezLU1?{nluGu-h7S6!Vhex
zrpq{VJ;MJ+{gc9TGwh1X`;Ro|vG3oJ3*$fY5mpCLRF$n+-n494@U<==GiS<WH%{lp
z1i0c7T=2+3h6*539b!m38s3K%CheN4yxy|?OZMCS74AEB{NCo;@Zq;#$Z<GB#?`TQ
zd3!T<8G^^{wCEEPvT2enS#%s^SH(6I1i>T8MUv82=-49ah6PSzUzA?wUUVsz3&X^9
zVB6#SD0>F^JujGw@@2TLqKt0_L*|&(7Yl@AdF8nQ*tB;5`C_QJD7=yWkL#3CMWc`9
z+KJ_uk>BZLFv-THV9me{X3GBx_u!|%CGE8h5C7G8uVa+g2~WNdK&&yox5l3O{--ju
zw!VS9BmusLdEJCuG+^M-5<+nel~$bzeaK@bIQG>w-8e@^zoMliW5w2ILiI*%mWOrf
z1QTepSL5^>XESy5MFAVmEWd~4&|PbfRMt7}!KJBJnR8~jj4m=pPY(0U2o`**D8WD_
zNca+VHBH4)bRCq`4_c5!^{g5#>h_UQI$^~Xn?a;Rer`N!n%u;4d&7Ug^t@m}Bi&3y
ztzJ<7S{5D(MN<vW;FL_hM~q{(bKxpqBY8ReVE0&0>9?WDaOK_24HuwOJ9J)VJWJEr
zL?mu8t`XsBFyQplcRdxQ*JsQp;!Z<5PgA$q*q7VzftoMa!2}=|zWyV9=_1Z_%(#1q
zxvTGQAriIL$?JK~P?)#se-W+MJ0+HL2pT1pCUexKjOUf&^}<LzXJ_a(pZgspzBT0P
zVRVjdw_Wm|Qx;!*@yzsQg09Ton`vkU(mhm#;F@Rui81c)_A$h4a1czCK`Q(hz$ch%
zN3u(YK=Wx##gc}eSx^LPsp0k2*^(l`5YC=4Ifa-OKkLJtLFA0kTcK`Go&b=-F!1i4
zOVt0J&OlD!SA(NBNsN}S(NV)((qS^OIGW5R0O1&gDnMCebk;3Qo#+g=ur6^m)-sZ+
z4(eTDtaU+ETdrK9B$Wu-PZi-Q;eoJ{8xUuYhqUe9<1R~pQ=P}M{$3_2ngxY&|I4K4
zp=W=p|IuDG!sej&^Pw%iOs&=PvPiMxr)@>VA9KVK=Nk2LCMP&T9(GGGciBxcm6LC3
zm5LgN^K+6Dc<ms=DGXGi9Fw*SirY(0vwYg1`c5}s!C<@80VB(kXm!t>>;uds$ifOZ
z_sm*H_t<%=Ke_fz+sjejBo)E|OHrD?uC;#2Q?~`s=vVBOje>ukfHv~e%b_!4J-ze0
zEzh23%|aW@N7!rEh$m1f=qa56sW%!$XjIo?W|!z1YF2=2Wx3RSXTh9tl6LaEjH(#L
z_OCx3G1D+ZZaoEF+#tEpm!yKZU@r|6Rg=LDVS0A=f20rsVuIeD?i!FfLBj{?>L;q8
zH0BVvAE;Wf#%2H!%)g)T-t$uQ?0YLry$;PCql}=*pt<B8hQhZE>l`LO!?OK|xl~5J
z+TNAbrew%}d5B+>LCn{)$(ttKNE)}??tU25{h8W73D(h7d3-m#e}-_9S56$GoS7WF
zulC&|6vVJv{1u-4O6Y%d-%Fcj9fwUC1u+@ydjeKSv^)W+3>k&eKLj-igTv}j7vR-M
zgBysCfeWuW`ytIq&0n@h*>y5CB}@(b+Tp%WQRL4$YLU`ocuwDi@>Zxaj-d2f<Pu@8
zf4o0SSpl4ezhdBE)0FqdUCTT!crt+Q>5;UV!WRWs8Hs~6oMAf>EvTVN?gT<QTBLA(
zgQXt*9h(pP&5W#XjXUt1%4!QN<}h8>T)%tvy)DS=aVlqn$mpw&0{&Bx9>vn4aEJLb
z#K0Ad%$E`sDUWJ$lsBdjbXlB1ZkoA<x#IQ^9QYrSVA*Ink@#$E_s<|(PCzU`Fi(*i
z5Jou&@xxr(-nQRl24V2aeI!Vehy1#HPl_@{QcdFnzI!*Pk~_HT1{TJpc)NGj2~fyP
zs@|0)IFEu{kZLQT>G&0Gtl25j>xZ@thXoz-l@6?tWe>c_R+Ghp<+#2dQHoBk$%M_M
z!K7(5hCchISI9zx#$e7;&6tDO@k5X1a$dMBB+51xR2w!VO@-|GO9F|TSg#DDiAt-I
zQ|FGpxi8AmVV|x}+gCBVYyw9_Mf<G{_Jd^Zv#gLl=B$5CDIAo#tN(3rGUl%2@Or+|
z17Qhtp*y(3V9Wpzn24Fi2oLWdCps)@5p5G7gepdUiN|di<3N)&A5&Jp{)BM(2|rsN
zz)r1QP&o_M&n7U=yxhxN_9>$9CxG3qsvRJF@As^lvk}1)^S(7sjUEAQHptW}%&zXl
zu4)yK8%`BGjME38D?L#+?Qaj_ns>AbA5tElF)@n9sId0`8WvA=He1QE!Y&Z|gG!Zb
z6qO>bFc3hqz8yDU$=6SlkBzj)uYh)f#heDpImjRn7*s{H6gMyhyVp-yo;-+k!@{$e
z^;ZRy@xFh0R-~Kve|}PfOutt?@od=g+y6;FS+6Ws6QeMOeeBo=Hw09Y*P?aZ`8Ie$
zP+FOz?UI?C_e7f_M;l8VHN`3qMLU4>Af1d}br;TVGZ6v*Ab=OUY3pE`D(g{d-$Moj
z5W!E*LlDn%%$vi&eITh38qC@aCVMZ;_0K#p&B|J9j~bBw)93xOaqYY|_+J?#s9%po
z&&nto;bunCUC?$}#uWdt5TqO-HlW;o=qqnfxNcY=ZIt!~z#-egq>4O#LoU|7pwj)+
zEb-rUkT<N59`a89r0j=s?PFNRRNp2~Hv#!OK?l|Ek27zXb+hO<fxp{83g~$Y?)g0q
zAS;qN3SNPnA|qBogJ>Fj6uap7W|`Fw9!Wyi3=@(oNuO&BHd6xGy8U)&9%PChy}(!X
zD|FeyXUVMgTB2*a{Xqy0+MB-`L{;1T*VCxFQ|+WIQc^nttEE;4!O~&0&iqf*{rq+m
z6YR(Qi$+7OOQ-+B^>z|ce_-0X_;zW;mGe!|mDt@!{R0vrWq^EK&y}@=X~3rNA7gIz
z3XfMlWnk|!A_{xrKk}*!jHg5H@|XW!ggh+wJ}8o|9QZFi4&Fl_(H-1}k~!V$&eWO?
zdwjeiAfJ!mJl3SQbifNtqnfQYt)?3YHX$O5Z~1@Vs%EbG_qY7bfL~vm)GFdAta6$V
zjR^71m<vN91Yb*=t#;5|4-+tkp%AXKzdOMo7@Y@Cvu+*=`9u4|Oh&)ISVGSG{RN;Q
z@4YXFJ98MA<&_srDKRO5f-9N_Qxc$(@hZGEtVw-JS3M-AbDa?K7Dy=@eJTD-<V_$a
z-_~#8T)FmYx4743)!`9Ku|>bHS$h9lkFDo9TAA-5j_rE>u(O`)HmW=jNU_2N)ojOc
z0fHK9kE|nKMGT?Y(rT<<^5F>Gu>Iyjd0?E4cO~=>$nHB?pV?SNo6B7?m7|+-Oop8P
zOr8+<wukAr-@P;`QG_ha1FEdv{Mq2po74p1tQ)YV->9~n433^s+UI5kAAEBNe@K_g
zJnTf0=tjnD`VUq#%5eaQX8D1PZ~<4FowOyAcgV9$rm@dHTw!<=<ninsNi5ELu-d_X
z+2gI?;aY}kXT~B{DomupIPwe&!U~$;T?H9{2_{qEk)XXTsLq{*2#ttw%GQcF0&5QF
z;`4WD!|xI^`A(Wmu*Q~~sp$kvi;DU1Sin#{VMpZL5d)|c28|c}FzGKX>&egYqALlb
ziD~Lq-w3&LwUOvpsFF>DJ8@W6k9sS*8NZgTZ2!$8JruCPD&>FrsrOrGV9;4?iWPE1
zX(+e*gUEEsOd9`2m9X!16vR;jt?<B}@P&1>u(KR$UU_1=bjgIyw>IIWUL>AxE(Q)#
zK8^qK&ga|(#T`;jvfQ597i~n>FSoJ>>@K<nlCA?97`cgDaxvapR;MLAwyp3MfPDRz
zZB9kT1}aqlu5NRxy1uQ^AGRJxv#sYx=)+eeg2wh2-Sr#gZtch9!y#si=>PaN6H*lS
zU_GN>5M~EMJkVq=r{rc#{p`8N(2q)ygXOyGlZgKDYyWTnWUZ*{aS{@75+>bKn)?@`
zlhyP%2mM87{{mlr-Rbpxe)gh)l1Eu~U3o9D0s2ry@NI(D)QBLYpXFlfdJQJNGT!pA
zBNTKzgX<dfEs7K9I!yW%EI*8PXeS0|fNqHWmhGkqu{N>m{<}SIzA<=1N(SFmb|%MW
zlIbOKN-y_(yPRJS9b%S#$k}k++MXlKIO%^kxXoIc27Qz#78$FmtZo65QI~_RD0jMp
zhL7#vi{c)wIS91LfBD@HrHARrKqPPKLlu{XRvoI3;kBg$2dJ`1O(`3DU|Qq+$dcta
znug-aaK?RW|KGv(?-W;ZU2pM+wd8da4y2vzFEMO8@kMQ)kt4gZi_Z}JW@?$~16*J*
zpy=K|Xm*@?+K91du9?>wzqWFxX4FRsR{1j(53Y`aPKu$Z(ThF!M2=SsdaE?(tClD7
z2d8WyCNz_r+?2YFVn^Dc$IH{pqAgl7sESD>W-?uUN798HdmGQeiSSJ-nkF<t@s)~`
z7-(mR<ztU*Fr1(E`T_JX)FAUyTT@3L`mx$S^!?##Dh9Ho<UIszF#uz^Tu+E_-#M00
z{NyDTdi%0X?4#MY^#gaSp%{ld5+{NTF;Lf)07XaCCMqPM&Pf;1=9VcEYHqBzm$ePk
zM&JmcFbG-qjx_iz>WR8b0CEVwC$kPT+<JLRIw|~Z!1qz6Gd?0FLoYq@8CBb+*Vf+F
z289*rZM#CIb{#?C{{=A~&f&0qH0?@4!%;m^{0p>U*ta<>d-TEz{}ZBLXHLf82Jj0A
zI(3JQ=0i37)Un6!_F)VQ9*c>G=3)LR?<^BOmF0Ull!g1wGSC@BgLS5Tz|LfhEP-kx
zN}$7r4$z*b2g80%P_t_{EZrV1`t{~y9Bu%a2!;5UUc5)#ci_^;SJ?OHD!eZ!R_@ha
zVU=YD(8r++n}Uml^FJ|Wzm#e=YN*-060{oBMZMmA;l5?R=+~U{b8rL5BxnGSBQa00
z@9s4W@VAAot1c5^^`$k?V0F_hf2gPNs><-#A(Y+IF-*5AOb3*Oc}GoHHZXuyLlcY}
z)(zVOkBWZHIX@3KfK1@{?H7nk_|69KSaI23p>|&kOuaO)(60>ihy0xQ&3dS#R->wH
z-2QGI8({XBKG^0qMKb%&ss-43fcN;z>2L%1324f$6LBwDAO6MXe4+1Fl?kxXn&zS!
zfL&k(R30b^{WBtbHepAnDopsJ2DZn>MH86l!#27h=JY{4z8!_<4`LB@>kcm6dVvc!
zpX1}_Z}|TGJKlf#isM%wr+D20gzNU;**koTPe6P^0-OCfNQj`6ZF}(SeVh=E7k=?U
zipQi`c%QxgC>-xQJ8s<L|9;u;ekt}jK7Wlzg7AIce)y8=XUooT1IQo;FF!)8a1-46
z9*;$ltFp~=`zD?maQ7<>y`dQszwwY#uxO#nChV9&6L$QVedqd_LxRmEz{W5SW0=6W
z-UhgG>lqU;O?y3PVHlgS*w+0>ir4P^jc06I+GpLq7`6{hh?;b}D?((&rbLf=g3n*#
zF@3e_aRqKXc+HMS96EoW?YBH2^CJ{88ZtUM&-i7>*?Go!9~1q4%qZLdGQgoLk8xYb
zY5eb>hPk(e=%SaWk6$Hd^(~t2O21(a_0Y7l2`uYZLyHy`SUTHQCjJ|dVG81xVfr`f
z_nd-9FW$?<Cru>C$e5=rx8E0ek3|Vrg=p#KgEx5b-zO#-+Mc#y)0_)AHW|b9`>z=n
zg<O_W(&Jvc^9rG-?=q2Jy)8Lj)SZ`j{^p}>+dEI*N~Tp8ek0mu|Ji%2j)u-fx%Y`E
zNrXZ<H=T#hd-%cw$!Gj=%p1aIh`#%Z?MwU7XQKCFg!eWdx{>_*3hPc?djkJ#aDQ?G
z_(f3D-bLYNr;vZw-Q%e0ZXmkg<)N;<PF}?`RPkprq9mHw>0q(LVC<Hgj5BPLyMp*1
z-MY$_B_t*i1LgeE*E83i#-o?-@j)mOkkH(AT*RWS=h?cE9!J>vRl(O}`)`pG6+y*_
zwR@vw%M@;txX5hin2sAFW$PAiyTHPKc~R22={1Rx(u3#kFlEI__E{)>`XVW^_zLHs
z2<E5|(JkJ7kwqfxySRnpwqQ!(!f!7Bxz1jHip>YFv)Ai?L@)H(P1yJ4+fR7)_A|B}
zzA5^>$_*fsp&5FqdGF9O;imK-!NexE;FDtJq0XB9(%Rl%cWN1U9QTkhYEuhz=~EY*
zT_?&6AolzbnfQ<G@R1Y0q6x^0Px_j~B)_bTr29(=I(Y|M!W45_s&i3wypMvQrLQT6
zmtXhh-DjK@em_;`y#44u*a(78ddy`3SCYMV@Z5dG+<UEXEa_|dyp*P`$~i-zaRW#L
z)S>6b=Wo~&dq~#2mmO)aqB3-b7EN=mPoiIb+6Pw!Q@i`$L&Q9aL$jvlSUz)@%m7{r
z?@0|nD*BnNG_h`ae>nH5$#T&<k6tPj*TOC5lL<Cy)IjOjl}Ad~OShTib0XP$s<xGX
zpK@?zf>*Xo5lYhavxF#xmIp3O{ap0gPssVDX<K;Chyu6)qyUAShlEh{?Blms8MPaA
zS2Pe^<SEf^z50(He`#pq8?D9+;MBd-xbylhZoj;Z+s~t5Zdd`ct?gt6@c#9)WCpNw
zL@U|)W4kus?A6=JgtBD!Wo+0l36V#6MkEs~4St$bK+;OYq(Ym!K2o;qvE!0b@hcOh
z^ga34J0oJ1Zh!gK3#I#}bS}C-q-m(@VOCs_rnR9tV=P2&07?ixeHRfopX2(cZ@B$E
z0Xy#;!<hZkMHhH#^!BTi=B7WRQEKo!?ui@EZ!qzPNBLr+w>k=xD*zL#hBATw_u^49
z1MnEyn62Bt)){xBF5=V$Ntu|+<;ui!?)ozYA<2j9(zNlwbwpfx2=6_TuzU29qe?}X
zbeYQbRB87$J|WpUX|686@AmMt8Nd<Yv(WOCl_%LUHCIxF;VYpyA*}<rE))e+eJ(0K
zh<zV(14sv9LQa4F**g~MQzhSp4=>m=`c|tNi7xE4(s`pg42Bm=R}tXsgR?k)cP~~1
zbw^RPd?=t*0Hz&k<IuXf2wpaeRr-xG%co!fUp~FZlela6_Vp9?tXPEI`z4|B{7q+-
z3PRdUC{3>g5v7#7QiYn-Oj0udD&JGZTSCHjl?L!cIKOmXsi1E?`Y%NTNLr~#MV<S?
z{Xs?}H2^X;l?LF?4ItY?5AB?cdx;yLB%<GO=O~5;k3*dm^+gwRMrg8{>HyMi01X|=
zq1}S=C|cn!<P*f7zfyh_u_}U+%}ZjgcLxOS7>kEj_u|!qD9meFh?&54=g|sHfz#S*
z;KtpjDH_0&SE(C7YL$bOX8E4R8X>fnzDLb>(%1BRsx*LCACes_>A8{`K*IO$O1Gb|
z{J5-gQrd*c4IqaReC949AO6R>@6tm%3(okU-pYoe3;1WLu~Y+<2d3Qsh{|1yqF9rn
zto1-j#pa0>i8aQQf#-wv2)b({+|~z38dzc9>4yR2lilzmel!6})6`Wbu`(!1VOib)
zd;+gBL8oQ_lvV{tA!(Af^~)DMNRaa9yeJgo<d3!ENUUsIpMa~$&LdyhNIe>FJ$xe*
z`Cj3kq3x;9f%LrcY4D;jHVnEnaRbPvoD#}yGy?DW_s=jfY_6>PZf<}^@2S*YVgOcS
zDx+R69n`QZtGwNRa2eF@t%Y_|3|OZj8XSb6XaAFKTVqBkbUUMkVOOdHA4ounO@IfI
zNmG*Ey#JzNjU>E&_wlRB^_i8vev8lWzSM$1broq%R1A?%t3!AtV77yDehT#+j=SgR
z5qMK#_>|Hx_#xtM6U{JjRA;mptEVXbL1oabs}(kS*<p=`E$Z1-PBl`{?Nb#0R{0A~
z9z!7C{-3vUGuEq*%E*+cC1Bphv+UUbN=cjXs1p!%pn3B?Q7~V>DRwH7?nlS**m+4I
zx}f)|OYoPk$;D0207$nPzw8)htT`oHH^e0jbJj<)$~<M~l6LE*MCaRl@CNIgG<ikx
zCP+HJG*Qk^MIY(sq4gB)h<&ef1NcEm<UO3e|C&v?Mg8}~@88Wf{q}zab(YtGmRvnR
zx6w7Q#cd*54K;$Xtr~mJyrTx%wW$Li7h4RTULPZ8G)JQz)ljpw4lG;fq47v<<xzuR
z95pSg!h3u#terXlP1<yWZ_rtGovC(x(}C+O%%)`uhpDoR%FDD&Vj@w=&lbeqJ0y8;
zr?4OO{G+15+R$ih|8X2Cw7f|;-qs(-qkZJJr{=w+=On0Yp7z@rAvrI7KI(x;MFl#y
z{4te%M)tn2p0;QE9F%OkO?F(#=iDV6UvjLR(f*(74IuF39X1TtZ6RYi{og~(JnG7(
z+zPmN2K{yq6J4mk3Np7+oz)VX`vlPs9o`H9-ZL@ErXA`wtHz%4oBrcLpSAPtVLPB5
zri|zg$8r7PHhmbD&mDy}eXFy_fld3ChiUH$Fzcp{T8*nR;|TPgjSwG4*w5qxf#!5_
zyaDVxf1i!D7y0NvHl_A~ix1iJ`84=u)aSRD67H02g3avKhd;BaIH{sgo-YC80cB95
zwKnQl8DWJWY7+bwmx);CJWkfmuZqB>GqGUeK=wFr-)>DYxOYp88Qc*Y7L7-+j{|xQ
zw#S-1IVaTRC?`i6KuDyd7GK(CfB5-zHrC$wLk_I%e(&Q;a6Pvcrc0`eF2<}z+o3A-
z>}$e$?s!-TIeq8$R&bp<BvrwundOe`DLI!NcSXMsI6qI0Gk{aV%}335XWl+ywfI>%
z#$I+sbD=g9y-|;rY-Zl3gNDI&?qZA@JzWUbXJnfAgICVMp%eQt`Q#I!%q#xA!1;M{
zi~-PWI#iKIqwG4KT#~Dr?=miYP3TUl4x{d^Vcw-HhR=1w+MqMCYvy+_3OfaYmj7(7
z?|_gs^I6V6{?rp}KO7_a{lLi_a)bd;O@8!;uWU9Qs>l;tcw(UCs0Rbvx-cBjgbm4U
z*sm#!yS0H?$ByVXWezrko>zM9b{@Hng`S%b<TFo*1~MRiA4dT<^cXlA&fD+toIjV5
z?G51I6&iXgfz{+U@og!(5XGYE$U11y&l;25*TQwvUN$7R$JT?`xbIS$uH%8T_t^M-
zp=;&{f_6wn^bQDK<%qqj+*qzZEbIwZ?&PBY=SH%%0Z@6LD*5)@JIRLE7F&d3p*z)>
z&A&Hc@v5J?p1TB=`-Nk?!!iV{aYdldd;temL<nB#fKWm7!9K1C-s6p)gT`ReJa4QD
zxx;h)Tuin!0D4I0%Il9z{8Zl8cF`7Hgjo%JXZ@+>Fz(WpRqS;hGbvN&-`leP3RY~7
zz~VK5m@5<!rY=|kN3YFr^9^RXJ=GtGeIIasJ=x9xLeJf2&3p8aPLCbdq6<+>v=-=~
z*W?-4dWegW^J~af20&ePZ^b9z=*wHYc~3xZd<|H1?|~ghZixQdaB?Tv#sI=&p0aMc
zfe#{K>}4vt__70reVbwMEN9Vw8&2*e+ZX_~@vplclC0bA?~3-^s;un4WLuc%zYQn%
zBDw)kg&$4YKo9Qxu5J9v(6_6F#@0hbzd<;;8_^8FpG1HEHJf4Q{JR%8diyaZ9hxt?
z@Ujcl1~r1+f+eEgAe`KdC<Z_Sb6k7(88_p<V0y$N7`Rts<^H)RymIV#e3^|=&z4xQ
z)?f4+gp<3;QUjoI)Wf14<K~xmoO}Nitu}N>cH{q!ZT`wI?%Wou0&>m_Gn|}BmKi{J
z^i#xsOJL*dZ@V3in#(Lj7g=_Np6;UxK)<k@F|HgZ=km)9fWm!h-@o+YJvQ9f3$rEW
zq6;j$qcgJ_d%92Tn}d`4`K1PM{MHNHivNz|&+cRSvAr1JZ!5aEaspLt>Y}xco#;0Q
zC-?J941lK5rb<3~cHiy%Iv9BvqtU9C*dBL8ba7>OG#6>Xs7q^1@$?n_=HTRhGTi|7
zUwj}4Uowq$>x~^1Zf@JqiJ}WEyE6TV3v4_cVbrw^%sO?#=KYsNzd1O$pG-9Xn(>uJ
z;|;!d5jw6qqKhi0q3fcLF`E`)(*Z7iPS%iV25>0qF=D^Q<HY^vIB??*EPd*UE~uOa
zh5u&OZ7^%uR?%+^&hJ5{7y!+zOV9388Q<L7f{o5gqw-P*AF)N1Q=q25YSxWd_`h^}
zxac<q=l9^J3?Sh6Z5)ezjw3No+044RdB&YzDt;$z81`+-n*J884-);R;QT)PlmSrN
z{>_B1m>%d2uhZK_7gA1yOp^xsr04#<{0@nJLvVgCe#!u7^q!u6L)eWx!qXM)y!%4O
zRabOT<s@_`R)=ZFj%=V$v2O;>??;9WAmZk8)~A2lg|nzTw+*TdZV3O#Yq;>?1slh&
z{;I~Jiz_S9TU-TAR;y#ku8MFBtANGF%FA#HuK=4p713gCWmH|Pp|GF9z=r5Ib*|_)
z0_XQ6!v+v?<}Q|;-^%**&)(~evF=OZu_FYtj=700#;k-w`1W(lVbP|NDA%JXbcRc2
z<~6V>4*g*g*mT{rJhV78`xQg4xfO*-N!Zs}3&x$=!D;Ot(QgFK?@781fClcM8h;}4
z-D6m-YQ%(KwXzYb`Ck(qfd9959zazcdl=8m8|Td{nbAa&m}tgCq(~FHi4sNd8EXtS
zAQ%gXNFqo?6a^Gs5Tpu<B1(8j01*T%0Y%^n*hLW$MViKd4P!^e^1bt4xHlKM)X{qc
zc4vOWIowk&hyA|Y{qLS#jQ~y2g{ce%ZTJjM=H1cNs4FzslHBhpTvl5iEgOM_?_<zU
z?_+?24hEY{!%j(&=ox|2Icb#vBp)tA`Ae`BcRPE;pTxgz$4Ahd*Nus~IpM#Gws6kK
zv6`@4x>WQ`!0EiS$^dBkt}}l=fO;nn^yvhC29NDM@cDvntg7Ey@e}%{y)eQ+7u&s8
zA~`cp^o$^dMsq6K=5$P2-2{l1<YB_rnfNlu5XKP`F+0&3BeskZU6jf~)mIhHe%<le
ztoNYXhLWGqwN`=Q<bjCUv;q~yr%`d`BFZc8ptRyH&J^E5>Ivm9y`5iLg=f!Spyt^N
zJbC&YkDopRCHh_A<=diXRL+~BSp%Rq`>5T2{=pNR6f!8y>T~ASeH1*o$D;j1H+><x
zD3!^$(4MT#-&XMx!>6jj#cd9z^mqq0Is*D#FvW2r=6a{&(Af$m!t!hPu;++!O5lA$
z&F<yPm+byF0TL#B+9v3GP}(noDRJIBO&S1I0WUtP!T#$7aF%#sV$`>o7rhK8EAPTA
z-cociDjSM>IDgl@&DDNZ^*8T{vEzqg&Xm!$;%EE~YrRcjx+aB*&O166_a8mQ&AZje
zE4hX9<+pMC!gcmP$vIbv0%8BG@cZoiN}MaJ!lkQsaOK8*lnG*`?d<#t+5a%*_!U;V
zmsQ?lHH=diZ?F-ZQsL8rp|^zl>^*u}CVHs>Sovf?n&{kOp&+<&z4ksuzu$o*?+?*4
zFy{>#01=;6gpnae^#=G@d-%X2(jHpgdeHFg*J%QR2A;iG>ED*1AE9Tfg5jgIv1*AK
z{O1}l@&7oWiy*HTGNH+fuv(~w{}_~ogSl7P{&S%^9uS|0P08m_dHW#~w@2hjIENjT
zowrj`jHflvnNUw(x>@g<tF|3OWz|DGd|ZRvqMPhE>1R^tn$mL~RM)WW7cX97UCe1X
zgyhJMBg3HP0hxl>nV9ni4Pc*;AyRTLW2~)}&~_aIEz41CzPkLo4_S}Eg_=if(vQv%
z7&PDUDGU5HCGv^hy|Di9`g)96{c&yEe^GZ>I~qa~A0jh=isF2k0o;%?0Y!!&zkl;i
zbp!EADXpxnw$ERe(cm-3&4-zw<1&jCo|`2!L0-LYWB0js`w{z`3`y*a%z4cQu;*ww
z8|g>={WQAo!1Z$oJClsXkw0V37Drg_Sq#JQ|FEE#*uqp6KP2~pnq||~e-eD?@lc$+
zdJ-j7B{*Ao7DlT+Lhor^>uLervD|mE%m9ABkSjBQTlXF#B<Wm>41khL_%Vf_zj|zH
zU8zn@2SuW$L~)14?jv7=P;{RaLJdUhjLdn>25=y+0);gX`Ru)NtUS;Y8Vi~?fUNQ?
zl-(|4q~&eIyPy6Y-Hf`*jv2YEH%1Q8u4e!>PadO0XlDoR%9jNLr9wNDSD{dt(ssLi
zYD~nZi*G6vbxY1|?pSK3h@Fu+uh{@-HsAf%^XmzK+WJ)Li!DU4@XY*#4ef2t0P?Tp
zGx1B#N5C^mA6-<spxbDn31Ip$22WCjvB@B4Y4&bl0E<_KVWwL$6Bh;kq(aL)^GAye
zfZF}EAFwm8!Lh3&PRL>el&IP+f9{6F{1zJk#U$iSYJp#-=oy*wnhk)6lH}G3f1N7S
z)@Z{gEfOh}d7=wZES9JCgqC&Ffj;}V$w)6rNAkgSu%4%df4}=r{7dD1e5kGtqcH<9
z&uko`gO|f`>hO97Q2pQ@`lxFwtkP2ePEje|m;pF#IU+lks^^MQ{Gk$sf~Q`GmKp$E
zgBgG?H-Pp^vq8X!loKrIw=_5y>7^x@5@E)~@YOaWHuI0pdR@_lsVo*I^@4^~(=~u0
z)}LU+SZ(zBs0UO&>4ncVbznTj6ebpnus6hwaWpAh76Ty20BrRCfp^~N#)K7=aJI>k
zxHSf#=-eX(*ATk9K-Ro?^|~!JfP^e=0PUR?jRcIZds$^wQYehWC$X1)!p<jlx~05l
z#eCXi6F|@U0}M0N!lVhq@YAgMm^pW`jM$Zn>lr}4B$<hSfB4#30~p=~nuAU1mC`gg
zhX!74Ov-2bQE5e3UMFs8qA>%~MBR4sLZv7@jSrx-qb};dUd~)-9KoLtp0I5SC{n+^
zyaCYI14=K1?-3$28KkM=*28-D;ReutY1L5RoYE@RE8ux7q|@~M%QGmbH#8d=1VmkY
zL%tTO`9^~f?YB%Oc11{Hg7K{8F>0g#e~kf<Pu4=adhM^L6n@rNBEz7*efj;iCK`y;
zSfXx3`NV^O?Uz;=Kw5qU0&};wSwMZ(^<l9Db)SBsi@B}X`}b%t5>R)M3Wf^eHyG6)
z8(bGPDSj#C=Z*>jC9&2Tz;OYKpVP58I18SF@MANI*)yki1E`Dc)kGz*{f2DWwq0;G
zyoB0-RGgMR8Sslc1Lv(r8=PkwcnH2b&ahHnQKA7p1f_Z2wckm4E)53qj5;MV7c1Wk
zY}(Do0kl_I{W4HM>TYQHx4zv^fkbUfLkyTY72_5x!eFaO809^w-K_>}5NZI8g?|}<
z{+u2dW~9l)AM9$=BJoQ}UcUkf{*K6wErZ9#6eMPsDtzX<vPuz=dI8}ng)E9s)p-iQ
z(Py+zgL>qTCG()4(%<crl;9WPTsl7{{ZhSa)3w5XD@5e}i|m>^gmdY85VW08cOSY(
zoaC?jQ2Sqctk{{D({|c4BT&%JgBUXZ8)#X61+7IRplLS@>PrVg-MK&1Ty&wfQV;4Y
z`a|7GpUruv@zW6K%r?e=Z%wc^ymt1RL?HtO#-zb9&aYjW05yF+wD<seHYyl2^>ch-
zpo1AxM<K#%Nvp)q*zAt<?LM$w9*+b`iRhVu)A?xglwjoi8{-ebBP<?Hfxp1kGYE56
zd1CsK6`1ma15E6eVTOY<%$B*bIqw#%_CZkWL50_HPVpCA*sY=Oa$Oir(80*j`f#;3
z$DR<^){8&H9s4#1!P3qZv1tXOX9P~?<c%*6-clw9&#qU>s(PuRuSY+qda6V9EvX?;
zGe*nWfOU(S+1VpD#J>%~uND9PL{H4NaYE$2T+yFBr}OgG7(il9DZcku1HI`J(0}R_
z^#A4?44Y*N!#S21`JDwuubL+63rDpp_l#l97?+S}_MLZTT!4$uHvG2DyJf-;b;sUt
zch)WF=)M6ld;w67$h<WMKv1(HG9?#L`}43XyQINqtD?d%>DOsW7eCcTbS%cQm3w@n
zerxc(w<hG^#}%7|Dt&+;^flNQCa|@R(Ekeip2E*SCVZ<UtFbX!aZ`xHQ8sUt0W?R(
z`D>6=T~e<2z57Dfd>pHdY>3Nf^85Xong`#lNpNrrgsszB8TKyz@Y)>DtNWa{j&@}L
zG%Im<UW#(6{62lq*If(R-y31@^cmQkm?Qe%&*8jo+LZwiyK;&#HrRx9IchizftrgB
z3lwTB9Skk&ub@5K7`ijZ3+;6yXxa^j`WoG4M=dh3d-Q|)vH`4Hle#SROeV27gz@}^
z2#7f#`rpmrya_}%0GfCtz2F)$3$L?PhEsE|HhT`m2h5$^SeN61HNKc^y98gFeTVt3
zUU1tKgP^!{MC>~Szo-=0d2Pga+aI83{x!7c8M3hp^ph6kq!oFodM_3Gn7LN4Snkfc
zHP^=;L|o<t(f>gl&YMJZ12|N41LvPUK*Hr5#FV5Xyl^j~j~##Q_o3By!jcZd`+s}b
z*afeM-E2WlT9KEk_gw6p&WPv+aQx~Www#!Jm0UNdKh_^i5dGnBI2|3)4IuNv4Y+3e
zHE5U9tHvIwVWK}E4yPj{x&iDyQjW+X#gTmq&Y5no7yTh|I2{$y4Iua0eO!9>q``{9
zeSOt1&}9_VSN6xUz+XgvP#jK2L{tNy9srtP#6HcXLFupNr-rphH)B)A9>kx>Wi<t{
z9~Otx(Gbl5j+EcV#p)V1^>|Z#^qK+v;FS3@%%f}(cc@VG2gc!aBt$U)T5yy~exH+D
zTQ$x23|B|&%)BW2L*sBd3ZfXm;j${E-6&{&IPN-C^!={})ZBESZB@G@*_PxZqCYea
zr=y@$1E6+%Ue!ZZ`upcbG$Q&wY*?@EjPY!A9=(2RU@-?1ZS3G47BBh(<8V3>N;Lp_
zo3HRmHD>QxB=@RqU-Yvb0Ufh(?8O^h({XIxKub4o_G+-$4~WC*$SA!D;I%gvTK+oF
zTRRjQ4nj#ka{`7;p8==9a5hwzUc3q8)qD;|Df}O}(rJ025_0qa0000<MNUMnLSTXw
Cg*<Km

diff --git a/test/python_tests/images/style-image-filter/gray.png b/test/python_tests/images/style-image-filter/gray.png
index 1dc357e728c2633cb29ea6692f78f22d728c0371..7ed3982ec2ea804a03aad2e9a40469f2670f1da1 100644
GIT binary patch
literal 23577
zcmX_nbzD^M6YjFG)Pi(KH%KEX4T5wi-QC^YEiKXwA}HM@-6h@KNO$c5clrMAy??=H
z&s!5`&df8<8>Or$g^o&u3IG7mWuzs(003~Xf8hYgh_FAp&L!pmfX;@DgqW&l*0COv
zF5bYc;`14;7n>LD4J}7-SR6(0g3p;AjzU3HTmPERS;+z>b6!cLu~=uYt3-w@7Dx=i
z7I{JPGeXBpPV=!d+szkKF^hXYk<+$T50A4`-}Nk)z0pxA`oHT4NJyKyy?SM+HQfm~
zCKFv1O!AF$QrWTn6ZI1VHAxWD4&k`V0V!t#fYfex4p^Uk!7_5`$Xc$1vkm3&?kHZ(
zM{&^Kk7O6j3Ltr?8unwWo41hzPPl5b#c0>)-yUr-1USNNFko`(&B*`_+uJzs&$d}R
zA;_@dVaB7I&EJq`)~7I+vxH1L=;AIx1b{dyj>8FC83b+nlh7xNp8tM^hy85KG3S&+
z1Js*)4&Q#hs4>8idI$sqBDC*EyeM%1CpY|rR@LHWne(%zi<R+(t{cG4e0)VjnvM9v
z?Q~?Qu?UHPQkF$-goyM&(Ts)W?jZ$)+xa_*E`V<)e7Volwc)H!B5yjby~*<h1se{{
zjVwN2ioSdD?7eOXj#-D|o0~3BV4;L#3pT0{Scndo*>h{M@-O|k{`nJpj0h*VfujQ1
zJ0T`dC%)*64{0!9l>`(521rG15M+jX`P-<y2VIHVWaINMx%H65yPbC=e!VYijP!j3
zw$H0<>Z16=OR+Wq9KRz!^G;Q54<}NAMBna^*`kO<wqz<y9BqtO#qlAoH{s%|BtRM+
zUlj_sBK{2%au_Rm0B;Qz6|*#-MkQuj+Fp3jTnw0wcmq?f^|tXPr>>%sq{<P#88!gR
zjb(IW!%gyb{e}{Dw1_1>FG@HZ#W5Cw%joLhlmKXuiGMY6`xBx5XTjXOf>&`(k^jUg
zx(f{}AncK^#4W_|M*j5;@@hY-dcMYb2-rqKfbBxtPZkd#bSTrH$giJ2+-NMMUNogT
zL>3)rTdkg05AFjUv_%!YRX^UQQvM9H$!A8sh+e~racjKy#FbnFQ3uMQZJvQGDRe~*
zsM@UmP$FCed6cnU2U;(Lwn+c5Yx?z}z@Q@(^2B7>TCB1d9FlotG#sZ;^U{t12Q%Jq
zs6S6neyt*sz7>Zio-IfZyy_f<o~D^$9FkOe+;QfI1aqDDJ**4xJR0%II)=&;IMMD^
z0&X(5>vzJh7E0g5P79<Q=uc?{R8egH5ix!7JL7yc1vn0=FK;!6b(a+o9>Cpatz)qm
zuns|miM$&g0@ua9zE-j_SXr-6Ob6d$bm(of7_j`mr>Hg^)3%n5UQwbUR$LfHO~)Na
zey@J*Jiv&dld`9yJ!Mll8TOY*(joZPT2Fqxn<dZ#1Y7nDK}9z;SsRd{RWE*I^l@Ti
z-k<%s9)}415rni#ZT6yYMh!dH9~?dd>CO%6qO-S_^@Y^8%?82QHVix`B4C|;!|-gW
zr?&?;!t>F5j&vjuLWO28ZEAQhHLbnPf_KOpX<uXPt!V5kJLt^a;Gfae!pQ)0O&WUJ
z*e<wWXP%7XM%y6?r8Dq(>nA;VXwbsk%(K|>4`z7(+!(Dh+tso*!-Gvl2}-OMQHgLl
zf5@Jzf@?OrE(@G;_$(zGpSN!EQ=<mxb=LmE$r(zaLVwIoKt*n5Wogx1hW12O<vT2c
zw?AEojV8?@*wFx^@hH(Qyu_C~4RhF>5=`53XG5kpygKu6DM4|~<<C<YCBoDq7s-?M
z`VN|>0(z)&o$wY^1&&Z`gTH0$uT$7Zh1+rxp9!L)4r(ost(nV%4yU8(M8r%o5Fgpz
z>KMcE9XP?g5zArMnZn#A*&lj_Fukf!l~56JrB{0Y7yF{^*TvR`!dZi-Jb`IZs^&>k
zm%Tdz8eqNoTz}+jv@8w4owc3NK}608P0W(Nl8gZ&RAT$;ocWHeS%J3#E!~do9Oe$o
z;nmUe1#1g?6Ir@oZ_*{h^Wk^wSr)2!$Oq%xy))>UvNS*yTlHPCkC;IQ1fz*hWU6$p
z=T|1Vi0hi0RxInQ<g8>h*S7Bo7h*jSF?&yhaR5Irx2fsr`!WAC@Ip|9dBIwT3X8DD
zl#Yni`fqzB_aGY20K91jMluLyT}IsRy|q1)@P0fm!^m1!Y^2Pqr=5{4YqtnlJ>rH9
zO-6|vaBY+3nvKiN5>)Ii<#^Wv>G^Y*)G<1?ln}oX=2wY~_&j;Usdj3FZcBtDk+}P<
z3uV^f7QW-`8nmqkX(36X1kM3CuZg&^Qhb!&<(Xr2A?j$jk_*3i8c?#Br@DJ8L3>?=
zlJAf>q8#b(FHGkPb)T8DNiYi{+Ls64{BrI?RxUNlC#9qS@%pG)WjkN)nM1?4b-KS@
zHDgGGDGpAZhop*{jaLXbp?`YUy*F&(a<fh5Y3}?IiD436cI}D-|FEuiHAgpI+PRD^
z?&)_n6y&WumSSFPyv;(5?$qZEIR0=L5>f%T;4_6$x>81asgbFSE)w^gn7>qFU9#GO
zMaNo~fFSyIq>)4wSu9SiYIzaKf~wN6F;lADMc^FnlP=&l|4J}+VgeL5KDVR0r}%A?
z^Oab7+&;M%M!G`{WeOx-Uz+JLr^6Y;p~ks!)hD6i)@kUDZIr8#&lw>b-iLyAziDxC
zk<Wu0Sw!IxMI`RwGnGhw|3b!u{VH0m`U!(FK%#8H8=3fI1;OZ|C%o2uBBv;XlDPPH
zR%(UJ={`Mg6F}8zML|w#&H2Jx_E&r=^gK)gN>I60HBW<D$Fh4NcbjwT^`KonMh~^G
z9uPdliDtQd7<0sG&Hm%0!>8VJAFhdG(GzF$GN=%CKRoeR#EP%Efd39qU{f`8iu?0a
zZ-_Z+iL?HE;7{0;*T0N|r5*op=U}iXUVnN5%_n^8<kaPe?n$P&wt#D9_~MWx$ERBp
znj*oT8=d&DyC``=>@yJ){Ewol?>TRJ9DZz8OnfUA8ZtEgmXkOXSMB^FsryyItkNWG
zd*#m^ZY5{!0)*C`GBPHhQ-5I9D_G~<c;e#@Ee`Th>I(ebgpMt-7K&E)&8mV|sLl|E
zBL^c{YrHon@KnT$42wg?GyNiibcFvFLHOYo2YTzxAP<yB#S66V;hwO$Z!!jn)*&#1
zun4Oy7;%C=Me7)b-B8LP+~#_FSan;3T40j+k$26X)<W1k{N5qMEX!U&D{R_}5~bM1
zoCzju?UJ%i&;8l)*WxWhYNNwC6}82B@Yfo^4$Cl5S<~x=zckV=9T_!#<j%{sTL`**
zAi^HY9u^g_2~@7FeH*jv*7;50HVj*YPcR&1B(se9N5`P3gf2D_vmIJCDSz6dAr?gN
zYK&OyJ6RV?6?EvI*F(eC*6$B=rJZSCS2lpkVHeP%g8DT_J~Xmady|v=k#jux%N5zw
zSUr0UHAX5s4LY{^=Z50K>i*65wz>t50ykd5aD#vSNB&B&Xz9aIco?2765c+I4Nz%D
z)8k|3`*k;*r|A&ZS`vI>SwVS;=3x9G;!KC!vv=D0T@A89hKX_&gu?;dycY+Fx`fkR
z3)J;2G?#*DU!J#fK&a!Vh8A4%){&n)h>hsu<Z`9xg&6NFKB^Po)im|`cyn*&AG^`9
z!F=;`f`Q`hWUU6F-R4+t;HbAVs8^f?I>DV&c7p{*0X8F1Jq*}gnr(^g1%z(ANm#64
z2F!eOa7DGCN=(kqRssy}&`(X@6^5b;n@9n`5?}K9x+C56)2g4@yDMlnN_^Pmy~o6t
z3N36~rxy+DATA$*sqHt!HJMxDG{Z8+5NqwcKzU0|)`W*#xb)q+8;9G}&}RY7`X|RA
z;KmkKZ(Q}+!3SuuqQj_Gtqx_RmIL8~o5#`CwvtGA*8%^*jXB^Oxrq6^?CCgD*I2%f
zY)9Cs3RFlkP>tDD#L_4990FfSM=g23_OWZ1s$klW=I-lS^hHt#*}T)tS@?C?7Z7ih
zE|+t<v|w(V=a??jqtZUr{J#teX$*wan3eY}Z#p7dZ4LNYqlOkIE^BH2)0cx%81%k;
zfVyb-gL@&ysgS&e93XNAGOou~RZjzV{-!mg$min*iKB{{jy^#kGa408&7VJ~%_oKi
z;QBnEWFQT>&1}Nb7yEqdc6Nd9c+pN{=i&+uG*4PzI9j)Vqk<KvU23zbIm01APmj9i
zD`;OVI1m<!q}j^Zf!yTDh+r7M{g$wfIB01sf;}nMmKr;dO~5xQ!14)x{mngo>=z;<
zurBH!q_>hy9IAt{j1>&vKz>Qw#RAkQB!WN;!ipf2Z(1Tc=TD@6jIqd4`>Vt$PO-?t
z0`#%~W&EBpmNIy(@ae@fOOXS#a1=+KmzJT|tHHs6Guod^I}{y7+_Pf3r~L94+{G!S
zVFID;itjz6V1y+buQ{+*^sOg0=*6{AqICWu$Y%sj*h+EI0W6GHou1V(jmcNVjos<O
zZAqiUd>V|izhN?fMKgmqCtP}|vTo7MfQI<?;Y#f<2qH0$Vw8ZP*oj>`g1THT%-S+G
z!=>9Rd1Z3Jv4o0|Q+cl1roq09nlW;9`bz0)eAGbg4+ftfVg>XnYx3UVnZXU>BZL6!
z2cTQ&o(X+bj!NtTbXxY;Xuaa)f+$s*B{#)Bqd6hxg3SQmPGp=&McPm2oC7E<&*nit
zsOAL1jfT|&_8M{0BT#_nmumJ^@le;#fXI@Hpr~(}3<TJKuLR6B;P9kMYw%BISZGgv
z@^2BIq<W_aSi;Z?3LI(1AJlr0`vwpUxWFbd;iiSlllk~2oZOUZ1N#Jc=IJ2M&rKTJ
zz#H7JihivlK*;pwq%*Ft!V#nC2NghS1$sVmk9W+O;dKy!CBmK>jF30fLuZ+~`esaT
znd)hm37_}FDf#$m;bmJ|hd^Zd`i^xuerS?2b&0alNLF?bV~10|U6q9SXMnWezqKU3
zNGdsqAl3>PJG?XsgTpF17k7Th<^#jJT+1g`069C^UY+7hM)Y2TX32YnRregXv(Nc+
zS~LgQb^C<1T~gSA6KS~ejr?r&?y4NQJJ)299DxME2J$q;s9FhtglGzFtR1H5iy6GY
z<T-kF_Y3<u1!+3(vqU*n1jG9&&;(QgY4(%)fYL`BQJWu86rNXx`)&v!7#L#3LfM39
zJVess`2sQ+uzJN<MzWPui32WAKY~ahU|`$g-~AF)hcK7(FJ9n&FaSBgj&s?#<VhPr
zuMLAOf0xv3lO_GWK!67Sa!7JSniOt<NfXl*<Ja!E&R}xkz9S`L`pu5SF4k+s#K?#D
z!?OC9BxOOgm;jZNx8ji)%Pni8&GC&{P%jR%Upl7pk2P)f>7i>}uofV|?$)FNLF-NG
zHg00Tp%$iOXc_!_5ey$D-DqxcuqSsh_#4pw`l-1USZ%0;Ng`;X#UvF5)TconHtT+`
z)AYcoJ#X<3IJB=-xR@tt3E6jMu3G>X#uefMDQu}-{4b|s51#iK2<xoC(|=bdOb#@U
z-EaGTPQN**uB68a>|Z7>Z35Tx&V>J?RY_yE3H<5TU%mZQZ%ItY+8Eq*-@^Qc0#&p&
z#@sS-3ix7suVm@U)vHc#U=EjXMB{F@cY=-H;-1?Ke~8*iv)MlN6p)x?LWw$Zi=&ao
zo-pG6o<fXr?t>5uEcZf1z~XVpi|h?_zJAB3r%dS~%Eba^s>{A*Qpi91jH{EKrx~>G
zpGXNsR3q4#Yg45IWZshY<kVJZR?TL#tsDB_YUH+e+ij|@-Bsqzx3AgqYz89)jy^fK
z`Wp{`qnhH*h@s)|LB*<|4F%4F)2Y6@!gi_3<!!NBj2p`YK&1WW&p^@1fUm?1sYAfc
zs}=ywa5REZ9z-InHxaqqcickTz;NKFI3y|UYnZnVEWc-0{zQ(I!U#-Xh0{2dS%!W1
zjrEjq?+fi_ZoW4r7%HdYxDgAhqPl<1f6D#QVH`yFl~lRrv%F%iJ00gNUY?z)-;cc?
zNK6FSKz`nOPgl~J6UoWvAFWn{p2<VV<leM7wD3_{fy29}Pe@fCJY^IA%Bgq$r7hw4
zN%YfJ7aoa?jhVj=W%c$t?1Ii@MpKu1-4o6X?mqr+BeI&V@E3ByuFPX*JUB~Q=v%V)
zy&X$WU{aOGo~ucdz0y)904~}O1m;8h9}rm+&XOa}N`P`cS*BNOaN4@k2kael8Wf=T
zUDC??#~cQLvGY8&k-<_xPog8td5hrH1f5Aym;JvrAkoW)_{)YA#3|)9KZ1$DhAs<9
z=!<$Les!JxPqDX(>{-SLS6T|}HfO)ZIT6w^V;&O~IPI}5gSBmJ#60pSr!JA@Yj@1Q
zawD7D<b|9|J-@``1oRe%=Wa@|km7S{HL$53-sI^6J|q0XY))=fvU>Tz6U3aMB*Zn`
z2Jk9;_>L~UEJNrQI$o>;Vh3+Uj-%s`V}*q<!+R^)zin2>&D>}Mkf`Civr_gcE{GN0
zp_0thK2Y>)kD1d{a@N}i?Gz6_WAxzWk-^K-U{_O_fZacl^c?6-Ph6b?xFQ`oTVAwH
z8x7$^cRME68XlOx706nx=G2fR?ZY{$ejvH{%Bl{qbX^-hi35G@Tv~m@o@V>KvhT&{
zhv?&G^A5ph8#NX}5}v@#&mRvK4mJj=o7blsrou0@Ot{)t32)$!dU{t8#_V}NW)j#<
zoDDO7djJ0A9VE_MaZrIuBVyFqx#NJ_4?o}z<%qE;4elhjTtb(KP;xaKH>;>j*n07a
z>P$90@cIMkwq!qXG9SRMgRqbf<K`(^9U0I0*FoB;AWlLdqw#!ops}Rk6YIXX3skC7
zA9+>gv3Z9)G50=<ay_!U<9D@IuobEJuG&{L{0!q;bAiP(HOU|tUJ({F2CiCf(`3r4
zB6%r)^LJs-nNTG5>6gR~JriZ+E`<UwT@%=pB@&ni14Y`3<rAOu)o@>nUIt63pOZR3
zVP7qQ$<S>9)YGVFZ1u-F$pG`~pEd-p>4ZHh1wu03(8;&dGfuzY%UQJL0Wo^99RIrM
zR+_FNC3i-SJPcZL7@JW{hgCc%(w}iB3U!0867Mt}6rH+eE)ii62WrF^R>zj4;n};g
zm7k128@o5#spvh!68;$m3Gy$GpKr80@*)wV(3S60_3)9QU{0Ej%of>^N1tB=baG=P
z;KQv#{gAKT_^&lB$quUK2k%ldlnI1fuE}Bspqy>_3@_yBTYxTiU(L4ok<t%(tb6+n
zkFWYcxMIl0L>zGJe1?IKtmq3|X1E81bD1r0@6Lk4<)`K4uLUdvG24pqvqXpZzkA8(
z1#C?mmSle2AjczGlPl!z6Mq0<eOOHS^+D`oH7pAQW=KXNdQLhS+oRyiT>BxQ%sbJt
zkfL-yHzKU~WCRIxzcgh9n#$zDP@Okgc@@Z2r(!x9JSV(k7mYK{Z2YXpTI~NK_Uj%&
z3e+hd{eiR?iGUgK?}&KeN94Wv(M6vtO&2<VNDKt-ar!7<qo3R}u`*U2H$zTrmCF4n
z5iE*R`ZdfMz1s!R{c|{d><Pnx&+x99JHEbITR+~9>d9EI$}{(+D{LVo*lS-CBw-j)
z7_Uu5af?}H)oE*|?5FA`N#Ph;P+#06x`uDicdVgplE)5bd07`l1JJYe;S`@l>#M%Y
z?PTGKD%$@ViU+1W_#xyqgoydUdw_!}5H<E!-W}J36jdb!Kv-5rtN@^VON-80aL1*%
z9sEVsW2=WC((eXQ#-a9tefu39$|;JTNnyz+_8X3{2T7NP;hIxLz3agPxEe}h^5QN5
z?Y1bRW`N@$s&<x1rJQAAEn>8$jf*bF<USA5wceFa;@cnz=UNu?gXT(lE&^*<vATmg
zp=yMF#v`%JYj^RqaF*Y!i35KQ*45YVw7dgVb?n7-`k*ZA5cT<bS5L4T4PO+?s2sS+
z!cr_TA~@+QpyH~(K2f2VxL6^_EM8z!YWlg)73!^qQs+!JNiLD!@Fku!z_rY60r2xI
z+z-i5z|VJaUydgysG(lgDoh_KpnrH865aOl>VzPM&x8HH&g<ckhktc5d7OqkoAv-f
zdHn@Mg#NC4w|Z*>dv6wqn(C$D^8R(vK+idZA1|os0A95S@9aG1R}0g&Op2)hTgRiS
zmJD@8DyKAz-yh`)pTA-Q7`^lYnY*BkO3{4_Y44^UN)_;#(-&uH;qL$R?c1`#KiXu>
z;F8<;$GAHzb70}La_^t9@)y5GfFfWyg#_3g*A%O)fu9N;v!+fYE)2r^`&+<qyzRfL
z#DP!mx0pgkceZo^;>4Trx&T;4Do=F9t!V=p??+7#UFb>2a*NpLkF4cX$%p#wI=$=w
zC(i$ULlteI0OX=Qs!9f0PE4h?b$mzIfK0B-Eg$fUJU&y`c`to!n_nsetv<LJO_dTH
zE9x;``@6tktnU=_8=e0g=@6Gm1+{>Q41iX}oPIbZ4Ee=c<fSB6!hcpLqKO-@Tuz-*
zWQ;}vMWhe4GaCvN6#^REK4RPHH+-(ELs57;DY4}zaxJARJCyxB3?Z<>KntLrDh?1Q
zU+WzZ@r!BDvMX{){Pl9vSqaONk4EVMO1Q8f_Zfq(!}a4C%JkPi<1mZ;MzhThsdjs@
z%0k8XXc4VnCeo2N8^XPBW!%*aih)9UZhKs#e`$+}CV}ZjM>X&Rm+<QsrNt60ul2P6
z?UoOqQQ#;$wuzW~XLaaEQx>O@jSNDk!8xSO<rC(Yg@ni#t*3EA*A;0o$4#O7XYCYi
zYm~rAgYwDyR58hh=T|^n4bc=UfvIYIyl`;0=j~6XDc@wB=PiUzt{K%s5GE*3Mi<A|
z_#CC3_>t7c?}c|O0E8NNpW}OtFR;A9h-)u4I?dIzi+166e~i~}_hlHK&k=>=!;f)K
z@bMoU)NEQrW@MRx0tOM#^T7(2L6?SKhcSH0SDZlB1NdpUC-wkh450HLsXS52KEyX(
zpn{99dwtQOlzCo&!Ik2{jv+4`u9oa8?JAf{uzb<U+wDogZq^pIMp1E4nY;NU*7%b*
zQ+7FH-HNpt$#xxyW$}3nGRLNEVmizhy2+Xuv*TobiojUu9PFoxoe-3xB{T`OcX>B8
zPW2e9qy(hS(RpxbQQRejYh^XcZ8zeacpTs4JJf()?!TG_*PT=-K8ezZuwlRQ3mDKf
zF_aJ$cmO#fpNNP{j>DC}iCPzI_G(`P+@_XWy3t<J!T>|z#M;GjU8?CH)KfNHSueCM
znBk~#A9*(`hhph0v6m%w@9RXOWY(^}bcjTS(jbUOJCGUYFuidAO=<}PYguNACkJ7T
z4B5@mU4$kn$^3`kJg`=XIm+m)VH><D*2J|@*^#ZE-GTPedmNo(+3EU8$?P6CO;Kf^
zOdh$G$)z8CKgkN`mvrij&Zh1xpTw+OH{D5Z{l1b~It*RuZMyL1aFJ*&M6}C6Cfwca
zH{D2!`OA<3p#lGz>T(^kT@}5RmKW-6r#`g_3ss*)HfrA`!Cv6xu3rf>y&XgS>MtM7
z=mOR}gDw*`exqd<xf#wCV`TYOl)5RwBBtuw3ER&6@ubfVwQp_eN8|w3tflV+oJPQp
zoQH)y=N#7SDzEMawCFhvRF}xZ)%bl-r=Hh8S`#fAOUrFaZ|BwR=*x+g-YS0r8Gcm)
z1;alqL6yp1s_xiuW6c>w)GuiHy9STXbx^99Pj!7Uv8}W1m9K_ED3~@dkqI<wN3E<^
zjK*rtdw%W~g%io(*R`){2NS-`p_JZcDMQ+wVK4u6-UfO4OZMFjbKMqB{!r??E`=rn
z=M~ZegFpgy;99Doff4(^b$Imw=xlrAYe*IHHTj}>uB3;Zpr$+nxx-s3bz9uX{g^X9
z^M9WQp9u!(#bh2MlparH+J*PSBPAcK{kK)q<vr~lq#`-nFqyPJL}05?D_Yjo;Z;@M
zD}$rm;}H>qidDmCPgdw@4;?pE8d0Y#u%tv5eIJa%46tl(OFX72En`nxiA)T*@8+g$
z?|3~Ax1zzH*ru|1a(RkMnhE_1jKcgA!iNEtb=BXH5t!P(^jyil|0|-HkZqfcf|x|y
zb1;6({%;zmJRGg>@u^tWFW~h6)}ci|w>7^69{(t1p3u^bsK3Wix9{(Vw^*F9GHd>C
zBibxb=!#c2^d+$($&6m#EU3#sVZv*t$+`74a50j;HuP?2;Ca{0P2$EG7iBcQ%;<hj
zG9#7M{1U?QQJ>5yrlrH9`+L3mu6yO{2lY*ACxWLWZI1|RZ2jYfmV?tfA<z>^KvMRo
zb&|iALW;faf<zG-XKAgf8Ft82PQ(|##t#oE%WeBGoPLwyDhFBVt-nTYhj_5zo|Hv<
zXCi`#ZM<u*;5s*ZLm896uUWWQvAixxTGCi)apfsEnWa+MoI@Rw|JOe;Er;I3@Q(iR
zkiE8e>%V$;7giBgacs)!RN7HsT8Me2Aj2b9C@~k<<&48cdT-M#j01DlGZK0>8j6j*
zkG*Yw#dY238YD@?N3!kA=pEAs*)SWWT@3V)?Stm9g$~AegVt<S5LZF{6M9BzZ05=q
zNgPY@#M%|(;b6dk00?wl(icDE8+DW4Iyv~;Dr)G{i0<T%EVsD1pq%WS>*i;DzuWXK
z|B&~Ii#uf~L{hw;3QJ=RcWhOUpLaQk6Z>hppf6(x{Cb&U9ezG_&?k)RbUyeHbLQU8
zx8Mnr71KJRNBYC(NfeRgxWRfLep=Vx6XRwf@>dyf36gTRoV^*fPZ{;1m1@@;6dlUn
zbG!GPhqGhwXgtIW>SS!s3#sw0&n$C696qn-FNVqqfffn%Ebr`)+uZF8=gR5*bKjFk
zvz%1#ODG53oke<}l_}jD^<KO~oy?pAJkgCaHtzR;0=Kh+wO`)t<EON^{RDkjKo#Q6
z=!DfK<+)5zUCZvroK8k>GIBD1_Ve&r0{ndZX4XnfB{i+9y<V)W?Q00H@BY>PYLt=h
zJtHFJ{HDH>e|B&(84?r{WSn6?d2OJV#KNnX^zF+|Zd_NvOJDuH3U}UW2i)~iomi&W
zM|P`Uv^*yQEG)h)H=WH?N#1WfBf4zeIMc4r^nYi)ba(!DI_PuFJ!Gp!r+#kMSk7Qp
zSB-PsS#t|WGR$-x8SOEH@tZAC@XR1HhQ~7fr>5^mk5tweC8FB-*h*e?JR<D_>T;00
zpTgwzXB8`2BNPuJF`riV$(^%RWH)}-&d@$$u->!pYsz?cxzWrt%I%2xoH~EC3GBR3
zbmDl>`UQOsM%Xa0dk*WcdQs5EW~v0R7pysSt-xzf$1@{D9ak<@oz;(7M<b>ZS0(#?
zM_D^`Dh0|YF<nG5Jx>gGNqE+dnA^VNm^M_I`Jg5BSjG-lB2+?#wp8D9J*yt}Ew}0<
zPby60e>TTO$nrGTZ$|EfffE)?H&ehY5DK7v%b@NVxQ-5qi|R}DYnND_|4Q3@!1s!_
zG<2Ufb_7HRq`kn;{!~pGRIGfrz|cOQR@rs?ayou?p8n5*nRP<;p1S7cskCD|Q+R#D
zrEvVhEP`#(0)309<n{_|FLu|qI_YOaPFUv<FJi&^?i-Y9IAhu13#@hMxzD%Zf%P+U
zY(x?ec^pvs#LJ~%o1p}-q*UC+hh~bcvy<!N0+!}yl(1ARpUSwY-G#=z9}ohK;a*O!
z9b^PE)@|aH&_u+xA+fNG)94<9(H@`$|0U1C34KAo&TJ&9RZkd<)X2GTy74Ooz?Wk3
zEuR0s{$7>))yLW!(h+7rnOjbASIWd+dcePOt;#M89RJS70N?2GO#e4yv>D$36JM5x
zfuH?SMCZ)7FHrz2txqQ#4*3qn7(zNi_-HiIT@$m)*n#}4sM8((rhYT6%JE~;%&4OA
zZ9;?(>3~pg3NA)Od$A~M*wi5X#PP8IYTsauRs6WXXIGblO4jy{Hg>qYPSQRgLsKy`
z;Dz{E1bRM?!Hg&x^v7DIROS>&x=)V&oKFSdk}iJCI)sTos5CIOTwV;kB6N`f$oncR
z*c_q^9$k4foG`;sXiO!EUb-q%1~-JxE}<InT$I;}cA&+tg0R65FCz{L3g6D?v250g
zLI`X#&;c8~T-JXDz;d~$;rGi1H&3#X0O99<Chr2J17LaWxB7E0&?{sXm(Vyb`T<e-
zJ0Rhu<AWh54xpn+)H76~#$MPBVIxw*HB9)GJ5ytv>O!G2(!Tv;vxKwgojeP12`yl!
zC&>WTLs^GDqT4jb>cw76$K;;FGEh~7jkCvqfqD4$@JSSE)m)wI^c&+9Q7wSBkX0Wr
zaF$NP1o8!N9zgvZ@zY9S78}4Z-VvpS6Yd1D=;|->yu6~I7(j|$W$j9<G6#DvKr=Ft
zcS@0$(j(Gpe~|Cur#DzROq&~1xbMz3l*HzmKlgs|{wH8O5s$DDonpY=7&NF9JVix2
zPm~u*eMt5l;S(m}dx%z+s3RVONtK(r4VSEaFCyG*{O@suK%oDjDPS%`pSYtu`wPv(
zJ7vwuyR6qLribH&_@GrU@kNo29|WOU>QKYXeY{ETqcFf$&Jp<xxb#=_dm4TK!r<KB
zJ9s-!Hn%P5xDULos-EisV(bU=B-DFl461-*CB2GspE1~ndTJ|P!Nu@TKABC_k=M*e
zp-OM|Dvh0gM@t9YJ6R}l%SCfqHc9x0e6wOt;G0Q`GB~17Jf`@83%}<v%Hm&KALAuV
zWzQ+E+HW71m|4=|6!!CUf&9WnIMdZcpBVZ{)3P{%{<@R$+)J;Ek+=A`rl(i3KG?jO
zx3KEuoYy3ferCC~aGIfS=sx3kO*&%nAa4rSuIDBUzBH<;SSKnoG@f5eZKKL&rb#H%
z-x+Y@Y2vhG>*O6(afCHI!=SL56$6+XB$Lhf@p+ZwwZxDkC9St~T3Y(dWY3a#;~%2K
z|D4O7@_knw@y&a%fFT<2-IdSr#6aP5@kgn$1*adPm&<$)+iC0QTK{D|j3B8>n*}c_
z06s*?Wam<Cl)uDAt5QCcH5s|=chQ`!C{e&{uzu^@y~*R2ID7ye>4U~Ag2RZ86we@E
zyAo9415s~6o+uOT>w~L9OzZh$;b2=QkQ@)4i|{kMfF#5CLECMCAqIR)$ET_nDF6l3
zma2`kz`f8V+pYL&@Z4`i=xwV>uFb>Pp$h(M#Bwk^BM62uNtkpIBy0i|a0^VaEN^(F
zdi4E@qD0*J9;-NBoEsm9VNvEnf3vd)Jh86X@BuhNEv)R5Ll)EO)<+^Ikh0EJoNMq3
zXZ_J|eA5JjFB%6K0opcoMuI<tme5I~w%<$M&AyUt?%w!2-A#`EOlIDh*DoAVKed~v
z6yf>MG~&<p^_5L__XbA1s^;#_?;fhG9mRADI0+7i_cvm?8}=igf%|Vj>ZwT2sm)(J
zo7>7+@zo%`v_&OqlHGQs!(dnj;)9g&6<S&A!l(+kHc#s*QzGXn_<Xu<fDIE>8LoWh
z2s@1d;`SY%3&n~``7lgccK5DwHhhR}mEE;Vb}=A8rVF$Ik0dz;zeP^L|HN%?-XS?U
zB9Bn~qnnxs#lB0X#=t;klOS_A1;3JS+JN}e$K?Y5b^renmtMaB_ko*OUKku~@3CHZ
zz{G54k^-6b6YGYN{W?1NwQd3Od`&<|8<T&Gw-)BZ0jR7ni}B~KK_Psh$WqUrfPk{q
zBPxgk8+sGKH_#D9ws&`Ce^gc2O90`-u2nj@Ww#DaJdCU}SgQ_kwM@asF)x_@w<;p-
z#IXoo|J>hYw`;+&H(u2st}>Fg>Z=lwW5sakC?3=56<;va-L|)t{>7S<5aTou5#GPQ
zKSYgs%K#I$k>UAQS@RJ$y&=zF4*Tg#HQS_iq3WeMt=l8P<F{kdm8Yf|b-5a@K=B+J
zuzJjMD=#E0r6XVTnI#TSBv!*K7~F{j%t+zCUQ?Mn6rg=9%vXDs;c%ThdJmU}XSLqP
zt^5KV3M{zGPw|EEit42+V}$7aHp%e9gmnVUuC9~KFEQPWxC+o=oJE5o9e*rcfG{8n
zP1;bbeSx=<ebq%Kap$1Ho;~hfmu>zE(pN+&e8d8N&nj3AmU;pU3oAsGpQ7^rF7FUf
z43jh*dq<r7tJ&&@zE@K292fh)SuoQrN$OK`3KC3E0CF1yp<1hQ(#)W8i|PIo{4ugX
zcxPw?AAwWq4fgllm11!Rj#86>WNP*rE+esiGl6W!Q4KeVm3)`awrRF9LrQ$d#4$KV
zUF_P11^hG~=5BqRS(lfP)FV!C)Erj=Bt3<o3GiqC9M{*MYD4~Pm-hE@xkux`A*M}M
zBnFoD@f3!E5cvxrDBfW|W1KUinxgPhSTVRSzoOD0?cYo0&7k=HKAX~X$4x^1*{I|<
zcwNAniE>>o&|eB?JavfPzM&003o1(wJl*u*IBF`IxFi-0(1wR)enHhEJkrZntb#=J
z21J)S<QJXkgG`#c=IF6jVdJBP&7!rVJM-BZcWv*VBpu;A<HgF^Bq3nb`(#{&pV$3P
zFZbBlxuXFc3y>;w=K-jmI{WF$TT-c~sEZUP&FGG!G?CjDkg*EfwAruiyH<VFh!Zbf
z%kilpS_qXw-;Zor9G3|T{yBczL&uA|395p+`{EQc%I>CWo=m!|pBN4YtJvi~W4gL~
zDk9sS2q`DuMap=G5(nG3ec-|So4lcw3WJr`OeXTu#*82%ebCu#o%n~-!>rUT#P;f;
zb0z7}j|ud2<hp?kVDG}e@+ySmoITF~43aj?nCZ>LsyoMlZ$jz|dmGwRlzjf1R9S3D
zh0j~z*psn}#4^$DF!}`Y>S{~Lky>h-!(|hS&UMHfrX|TVp9f_Eubq*r;EQ-sYynaA
zN%jPM2kC0C+H*cbSpviNy@xDp=DOuy;}=jfx||;!pMFp*;OR-h>^so(2*smo9%mwe
zo6s^1%`F~dxy>@YG>~qIuGOeC+zRq4;jT@QnDEBY&YM4|Uhv(cu&F0z#$`@I(Y|-O
zjz3^8W(%*#ioI#gibhA|_eR>ZoxyWmU7&AFHYoW;@jMpJE^HI?$%9D7*wBA0%Wv+`
zu5=|#IJfQ_K6cTsZYw=e?T?~$*p|O86uWaLJ8uac&N?F%SprnMKi)n*7ZUJo`GmCj
zGp|@&+_i$}w#p12aB&5NaK44AbTw}?Z=DH^(bKINdHgu3Ai&;WB^lvn&+qg(`Bt0#
zoZ1lgpLeX<uimAO+cxu$pikHx_ll28TJ>#WOksIKc*^|Z^M}6TKlnO5z5T>&*tmQ~
zbG=XW%KeCehFVjXnhXY85q21I&n=O#sUk3JDGd<T*pyjUIaDB0`-KprpI@wtq-gth
zE2#u@OOg8_Ow0X*Wu!}i>(9^S-Kd_cJnP+*cJG(+l)7nrZz}^RpY4gL_t!Wl%jA-W
z$99Sryaj8NOE(nMd1}!Z&Nhd~kOn=o)ehQWtbz9$;>;L1<`gGGa>;&EIi?in*6+zs
zmr)r#rl*{K;+nitxV}vETsOI9(w=|cgA}u^eFCm^d-~`#V20nSpI|5DKus=MmyYTt
zAII|_{(kK3xIM-@vRWW;NAzoW6TEjFY%!$g-AQy6Uv5zu^&R^`O06eXuDH8v1T4Zv
z7?F;@oJO0F3YGHxNca%Y_*QM>;z)`C{}`J3(6R8ltpETm9tt?m{rO^q<Kd3^yfC%t
z*KRE5_pTLaiV|6h>?X#BhF@{lk+IiAkF28)$53Ya$G?XeSS{#tq3x~kQ<&00%je)d
zs|4*nL=bYKBZz%!*FdoY!oz-x4R(UmrdG<?qC3JRz-{tQrFDyVr*w(__LovVw~4}d
zd*M(dm`djS^E_ePpjl(f<$j=O)7zVI$$YoLzHTnNWvB8;op;^i=xGg4>IpYVrv>#V
zbN#)9Z>m84f$endg5>)+5K=*iq(>M)UL9F9wwjxx%bUzS$NkfO*wcbVheBr1qK$3U
z<eXX<)buu9L<p=<o>8zj1s!oFZhmJBn0@{oUfJr$(u@%B@_05;KWmm-pWmTjcOJm~
z9AAzr-=Sbrh%a0YdH1~fZ~cDsm~%#C9<!ra(|AqG0ZnIHJr5v3FVqcP6`OJ)s_jCO
z^0hZ?7z4?#`jau;8A$9AOP1z7&=D^yN*KdfAIvK_Xi}AYXnNa2y+QK#lf-`(8$JlY
z7i}ZywZ_YITSOlRb2vqlL#fYX_m>WE|5litR)~(`wR5^Hd##K$_ao=qJHeIoo)c(~
z7NGv(Pu57+lJ+ZOhnHcN_0D1H_Q+{dOqJJ04Xhs4*PIc+&=#^wK5NZxgvQ`>P1+8g
z#E#mAcKAjb(bHGO2*|d)`wFGDrQa6KL%QBOWJ(#y&?bhTdkL~*jk|ZbLYN`cNJ{K@
zK5v+?Ucz-z*D;yB?HR?Za#6d!sTAx$VVz_}vnUuh+DH^p{VSH}M<v9vCiA0sK3od@
zVqN_u%q!-D@WVPitYMv)_N1`yAin|Y3tmVbvHhU!&kS$u7ioXwedhN}TZMG+Kz^|R
zZcjNpnd+9V(Nd4m6LYu|eHYu6WiT0pDNq5)fA9hIhcu`==E}`Uw^?ljl_3a*zZ?Z?
zcuGjFo8n;Xw?!LNMrW8}@}$|44aGKpeZf>mF7JD#B~&ut@1owSmM{o!dVmbBQNY5V
zB_mrNFkxgH<QDH-zh}{Ntf4<YPCP<Sc0QB&Zuc|Zyv#m|SPdPeU}$#>&Io$={Xwr^
z9Bzy)BrdcPS84doT3*A{0DaNmylb_qsFyq(k@93j9x1mNI>4FDm7G<8mp9sS=!V*7
zXY)S{Dg|}U+3<^+c-znG)<-ozi@3ml()d{J@AmcqDJK1^StbU10-os8lM4w?=W|UP
z4Pf#euhab@%Ix#ASH{B@V78d)TaYxGFz+J?dIgWDUG&nomzSr5vy1Isa-%K#;Bchn
z!kZbV`?Ht!f!(7<S!RHQa5bN2fA>3jY3b0LKfXFkw_Hzdi9pfr>cdXS<Zz=TM>K5g
z3(tMlwQn#Ym0X{*k0cvND@hl?$U)^It(dq4BVS6lyr7{3Px*wcb`9RFeWCqQVOYrt
zenVllrwI;AW?j^~L<zhkS9?ss(Ak6NKE$WY(<L=mo$RRa%GgjnEF<8EBvF;a(E$S9
zA>=JN1~vJiE7zL%S#sNiKNl8D@6eYud|@tW_H4}F0N!_=Txw;Z-gd7RD;Y8&i#s_5
zzHq%@peYg7jQbN_z`K^Yo~ym+zU1l$Ouy(Hpxedp>$T*KhyGje;Qt1im1P7B2encQ
zJMrz{jp$bjd!oR}BG4aIFu?H<e+wOxqE^kJ1)=_WhIO`WWxf=OyG4C<jz=H}ltng!
z%ln$ITOuBXN9zD86ve0q=)_6Z42zbxYnJ#NPTi>Di!3<OkQl|gj0JoK93ss~)ep^{
zpCmYZ-gi_4=i;0fq;xzUAC{?=HMh`dcUZFcX_&N!(_kaML1g|APIX{_0nO0Dw5wTW
zCx0AqH`s!Rv`0LsxqRZeY>vhb%%yt@J^X0>u~ZU=u--1dotoabTO5pc8NFZ}kP;Pm
z^uUB1`_-uFW&<Uh<S#m+wfwKH8o1<bfPotnHQ?p&%rb34*-4?*^<u2kAx(|?@ufa|
zHb@bIpXNIA7SuOC@)2;G9cy$Nq*;Nou7(frHpkt^lJnFhGKbM##6+u^7jQzs8cEFn
zRkspNKya=!i~pBl&U;ikVKtt~vvHlS1_1*jiY<dbIo-jZ3hG6LH-51A%LA~(#!Fm&
z@20pj0?*gUUc!bx;F#CE=-r*MV{m9Bi2Qmd%>9Uq2tg-&$F*lwrT+P$wczHwr-}Sr
zt8F~bp%SC^%KZM%zy15)%NqAi$MNif_K}tR0bveEz9WO`XW~L?Q{bPTysh@5F^#RJ
z5%_Z~%B4wfGp-Ng!|)qG*ao4yYbywpjd>EkDt!mT|FM&;k}L^jidNbY6T1D2e5**z
zfm^6WvQZc>Vmuiz`TiHV8acTi1ncUhwfzyVBTFZw-DZAk-9W=cE&;|Y?jEdrS#cZc
zV8wuIdN~IPyaA#7vapDyfYJbr;{hPhJc>HN?TVI8<fFPfj{r~h*<<+tA43yPErM8{
zAr(O&;~O(LLMBxrZ^vkmGN>Altm!@>nTasH5XSi`0#M=|p5}jLL=8-)cw-#p<4y3w
z{t|&2rQqiR=`2+!?e`7vewr@JRW{Lz)h!fmB^Bm=z*X4Fz-0i;?yIKW&aVB89aj)e
zMK*UGM$Ub{{`K9rkQvZ|-}3E6k<aUdCL{JJtomvWSH?fM?=&fl4uqcD2JBEskNAM!
z3d-k;ZTq{{ba6`?4G(39A|0Ggj=3p)12Gv!VU5zc^=z!RRtxEF7OH4u7J85{XHyya
zy+_p#?qGE<C%tLy@^xqQ!U>X&>2=n;Z+9jjuix6qjHZ=b$jy06dz0Xp)OyEL92RiH
zAB_T!^2t&j6>=>3i7uKlfk_mYzmk1`<1a-U6^ZcmTTID0p(w4C5i20kr@Y5(&Upt9
z@Ef;~<<BAnMorSZ8+R=QL|wxep0?F!ZQNh$ori&<EN%BW$d$0xy>S3v{h>h}6lhR)
z56o@6C&?xB2daon13`gQCtFT~*7q#~^UduqUO3Q`^?;<7_3xm(Mn4BUI11PLlOQq9
zpZH7w&@KXQSZU+7nlbiweA}%V%+)OVO$;3!TQv0*-orS*Z#i;h9$FG3anedDo!$fN
z|C&p6roe-ggF2QmKv;~3DKG}Say*fhKjQ-~-&!0aGhF8jpyDwergw+b2McAay`rbz
zLjs3^=c`p`nucXn6b8a@RqA+w4v)TtDS!#f-akNPlSD_-0Be)OnlVY#&QAi3*eHR?
zJs;5cIS~8*_LsOU5I$}bi&gp&U#Hgs#59c4e<_LadXvr2dVI#zMD71ls#wms>SJw2
zjWC^o2%UJMZ;WmqK!oqxd4pKs?{U~>1fdn~{kI{pH$JfDHA>NN>0*mppin_91e<@r
z*N)|pZYDNBP|3pg*zT&ZL-mDPbYAYoD)*?{O?hKsd&{mD*}gkg;A@Z!Z8@y%&lm(y
zrj@~mN?5OgYXA(^^2rg5MVk7k!i?$3ss*9y$Flt@wn63Hm25!(!ff_#5#nc+L{RFL
zlwR=nx5X&{Xh9ADlOf2$rPEv!QM21N`mOa?S*#3kYW@g$Pc&}eR17|iE2$7RBI$Cz
z{eA`Edy{IzFB;IAm0z+>aMmY79R%QqBeS7xHVj9&62nL@z|K`7xiqZtq<s$`{Ep52
zA@MicUzB6z{JFrjX@4++k>;@@%EgEB!Kh_Q%i7{XiP4`?UpsT|pK(HzR1pHHp14!?
zAD_M-%9)GM_9`E57@R!Qx;?!MxEqiWse!^>_=HEGU99G=%K$}#I+WU<Bq#wF4<HJ*
z(Nr$+Ry@5)BN>d*#XsfBa11B%VxhBhQq@M|G9-MYtRq)HyF{*!zqdLY{PFGy_NjQE
zl-mi)3l>8WrDf5Q_1_}y()P?Y;f5tKYm+7Q-SVFGFKZ1SuXgrqadl<d2QC3*zxUuU
zN4rPA;sM^#8|rdf##MxI$ffL4zrZfF6w!4=>J0!*15Oc$2qoH(oed)1Hvt9#ve10X
z0QFlP5JGUV1w+k!uQaD*_>e9QXQFQ}ZrA8Iw)9yPa!kMHCvWS2nX6X)pK7rNU3ov)
zbWdpyg%(p*exH)7{KuJcK>#Z<12(zMo+dfI%P3Gy@HKG2I{LrvPp{@I6PJRE5R%L$
z*bDNh#25<EA!VO~sh(1%?A~pti_{2PS5}rc0H9pE^s2-vq;C9;T`_pe!+p@yEx5Qf
zzC)FZp8;xcu=of-Rb9nIFv%Fe#;+<o<)zZ}Lc2=-^lUdZ%xj}4lP3tTWTkv$fpbuA
z9rnS-Lw1K?0Qfxx%5{V}#>IShRXPg0@c`OjX+r0%S?{zh^=kgsE+}Tz`2ARg=yIOS
z7_F_r?qZ-$QnUI7lUn47&Fb3VE!TLS$_FKfXW`e&DWW@tseG9GtO7&P@GOI$vA0wX
z?N5S!PS{K%!qfjX?yX<($k=^JtvfS#TUUk5!cKMPQi=-Ob7<3PmyFou<!ExV2Imi-
zvO&ilG?*U#T_jZdX-sQG#CGos9`MYiZEy}!SpU-N1n3LW1yKpJyraA0ER}s-!0F_{
zhHoA9TlNYqRuGXKNY3yR)=utkxRZ8tqltDQI_8E1Y58b>GC|_}OUO{n`Vsap)dTJX
z&OAn*-_Yo~9~5}othW`^{skrmZU17GK-tZiu>tg}a56fV407!FxYYBz4Dpe50OHA#
z(bN|?$s?A!%R0=G7Mh>+2s{2fXJA-4X^f!KVqqNvYp#}J&giNqH6wBl{1fkRv6(qp
z0VSn4nExP1y-k7W2b92$90fZv6Z5$Nn?MwdDWF1Buz&w+AwWH+OfU`#dn_YX3rCN<
z7oY)ItHEjfW5`v&($Boi0BPGD1i|7YYHk{?Za`93|Ky0mN=+~@Bz!xww*E%_<OAjZ
zAM*aiu29dE-a#wBO`G6T&r(;N68Y#-ozyL4I3IRBG8xyu+DdH=I<IdX*b>r`H#rVp
z?VekDeD|GN1SZV;3CrrvUa3g$Z*Zl9)MnaqI*JEl<pU`|2VPeM_iVIpPwmdQXs~6_
zurLfLc#gQ$L0b7|`3CtNVg~N-Q*jYhi1YPx*9h6o-n{XG-BZkQ#)VP0laVPK$!l+*
zh~(t70#S0{r}RDM1zz)ih$MIMsjp+uVPg<rkgwL<x^IVDO;S_cgnrS$=(ETkYwDA~
za|w(}mkfXbUWw<oEbay_DcQYdV%d}B6Rr~uj^~lzU`xCXdEZUT9>h{7!}O5TMvn3n
zi}>F{dYS|`-go`oq!Feal_ZBD;6QnbO9Q`K)X8+VswEq?1}Xkw#jPpW{a>D#fRj+N
z?czaygAcNZu=N5HUw#Ec+ul5nO4n@<V`&ZQ*toI4+Wt7)si>M-No{Oa^M%jfKd~Pz
z6YvZ$4eVsTE-wn&p6Szx^uN#!gND{q3NXc-bGgL#+s1YmpBK>9?^{+mJ#l4JmTdoH
zo{x}OCnIdl+P~L;A#x?6S<SA*7Y;R8_dEFf3vOzZU+$j#)<0Zu6IiDBt_d3jJnD;y
z=e5adus;bD?rw-U^=6Lus^Gz}YSNw~>-XJXa;bOz;-qZu-<=~K+HsUBbLPrJ3(OBb
zgE>n%3B;)W2mFT8!3TuJUV#?RIHmq|!sd2zGbE1feZ=yYJ$Cx@FLu&ig=5+Uq>gA;
z$-Y(luNi-q;l{QNqy^8NG86b0)sGOvDjo*L_cu@r*Q`6lO~EAo5G)UkMEWP~36}Wd
z8(Mo;P$eYK-84V*(<}@HKpo(PX^=6Z<Om8U%vX$8w7gh0v~_lb+1=$kx-MWCg)1n+
zK_2xlonBAw-|ak$`~hjr03G<cwblG?q?-vY-Cap2k%_CaPu|;W{yOpOH>4LM2Aqo$
zS<dS&aW${I!zc^zG^QP9IGzg<{G}3iyQ1Z4^}~I~l{XPst^$pQSGSF1e1z2dWt~ge
z1B((lFe2Q8uKyWa6W}{so#}j7XasXaKo6||p)Hpwf^BPYQW;Qr!uAjC`x~pSII*uF
zfyemFaJ*&GxBpJ!AXMyv_!o^|90eZW?AN>kBkz%rqvd)=G#nO!i|YD~L{*&=?_%+X
z{v<u>YO`jhd}6aL(v6R9bQ0quV~N$D;jqG6n;BqR)Q)!5)egAO6S|8ewz3_%wcWfE
z_PJ<Tu=y_>%X&(z^`Pft_jZhRw@m0Io39AF-6a>@%-@&dyL$7OgWb_`>*X_QMHr|Q
zPiAAR9*zo5S9cd?eAn|qpRZ0mcK6_u{Z4-fv0bNCdywr5m`}_?cAr;dEPIpF`!3I|
z!jEsN>tOK))l*-lUm?H9sht$<>Lk{bzU{p%@%>S~J*GU8Tc|!{j{R(rxOQ$ydIuw}
zDPJ=~kO{145ppr_ECA(LM!jOepl04<UA~2Zqv4e|-=xJt(PCwc%AXb|bVg+<zP;Wm
zL;@O>@PY4~bA4ir(_QlW=!}~DAsio@CWgQ6S{E4Cn=;O0lW)2@VhggZf0|L~yRh_G
zN=mhDy%}O?h(*<cuZxHD=`er#IRCNyF02$49Hwp0kC8nua2&Tq<P!ImN%y1c6!op%
zBbgqKA3nA3C)#(rZ-455cAoW(bSCN{$Gk&&BF%t5)XMYv_aUz4m*jG&ftx@1YjA|w
zWS7?~Kj`7ynDcahcS~6?JYq}?I71Nur6bgO_xcjMlC)z>t%hKE(~=DciE~)C;Mo@m
zTKt~?{}}-0rtr`;p82f-!6hJ*yr7bp{EU%}O5Rpgxs2Q7i+jR-7Yn%!g%vC3EAY5<
zJKyK&f<P&kjMr~e&RNv?3o1$XpJD2@^Z7o1^z0Q*1trQ}SGfR`GiZfg>fZBAjmA*t
z@z7qcEj!usng100D^oY02AciR7b~ruBmuY>70)WRgKGd9{yZPg(qF1nc(MwJOrikL
zf7ieS9P^LIy@$D^C9+==TF>jZ9>dW)j=hh+_Y^U=a!q$K`H%SAV4yex6>617TX^G`
zUpynWC<G)b{(>8JSU8sG|0@dswc2zZYL&%8t_ijJ%7u<kF$j^=WKB?OPRG3|SS3`*
zI&l#!2)eF|*Hcsk;6aZ0Pw}9K&lHx;-L!Ps>nj(4as(yx#0r(i;fANwy;m8*GX6?P
zdhLa}*cG-P=Mwy3f8i92I(5SQje8{lxSOIddCBBoX?;RLh&!pw3J8l%M0QSVEDFGS
z$1u1HCcmRs9L5VR_w$^V*EKK^Gj;@E^U(-qq7#AW-rDE50Kw7sF=uBWBdA}*UF<o1
zO*r=30tMi8W)>FO24l;yNG1YqLW}Dkc~=quIu0GzOE}L=>kG^Up>qGx3ua9y7mLGT
zEXYWOTnoBJODDxOl1S0@Oxfzsw$V9uxm}e6VBAI@tUGj>U6<|YXyy`RzERu{w<=-<
zZ~-U+<j;8umE)pN5q4fZj^;M4WhZ%2pe((T3cwQ2r8pCN7B0~)3@guAs;s*E_^G1B
z?J#U5_McRkyk0?9rR`)HC<}ntYEoIT{~{x{C;)SJ1*(|Z$^vl6E0(p`1(m!m01<kn
zaO{E#34lmaDijD@b>O1f0x;X=0*mfbAuEGOP8LDlLIN;M_`Q#wzmh&90T5jpUqQs=
zuD@IWN(nciBKQd{&-IKqxcN34M-$Iuvip4530@pD7nZR5Z$@<-jyx=ppI{qmhu&i*
zN(4`P^o&*L?qk-%+R=l(K7Z*t+qUzF7b36UQV{@ZwUx;z`r{-3HZD=@^-IBJ$SVLu
zC~9dJ*#!%xb{vcN7bXBZU9Yn5Qlb5bbYja(=XB3$@u^VoZmwVvs4D<gC$C7`?h5A|
zC0HLMS`>GnfZ?MYGoP+^vT(i1g+xj0;UL#T?t07xpak#|D#7K{=gicnAYa&v2W*Uf
z%Ux|{C$`!az~Yiy0Bd~Ls0hHEGjq^y<uKSB^TJkv<TsKOE%=-b4j8>?7ki!YDib$v
zrwF8bBUS!_f`EAifXsR-k8@g0WdWc<B%_!B3Bc$L-V*8a3c%j8G0aD&@<ce+)AZK`
zo>LTnIXMDAJq2So_^4dts)LtQ1VGt(NPCjOdN#-sAQ7Nz5Cf0}1p!F_E^z^<I-o&2
zfe8;0o1q}RQ=&h{xJ^Sdn^v-uxiqM`yyP(e${W}gxQ&tD!ry{T45Bql8)NoOho$=g
zT#8q;v^Q?wN1g67aKa;0rPBLfj6ur7^fC(o1?ZH^V!IHDOw+B-<Hp@5(l!e4k-4q>
z9ntbAN&v`87_rVv3K&wvevBXp1qlEVo-oHIkaZE}Jr5UvDh#)fB!u35%F=gf(9Y@*
zYqZ$eMs@<16{YS4n6898+iK6z!uUtiu^Y!><#ifO2QEa{QEM=E$!_!*vkrYGSTI7D
zRRDImUBlA7A<VpAd+0Kj2(Lv~fnqUaZWF;M^N<RCj|fO6`x=MKY(bUc1b~WzS1hJ(
zKaXuEBC*^)lnG5i0zes!R7iMee+u@|v1eId-~v#U5hR$HGz0JD^i<6BS|+9Mz7L>D
zJ46!KnNt^rLmLULxlY0T{u63LZ@4*{ENiKjmC)cu1GKx{4L33~5q2#BzM;{$aVxir
zjRI%nV=I>@f@v<c(v%NCB0)uLfvJZ;{EWU&q#}Y-ATe*hJf#|^2*(#ifeM-E)ODCB
zd{5k8`J7ZT-(*RNM`B^!eS+mj>AWOH8LxA%QFJHh8pLzaeqzFr*sDQqftY+G7P2VB
zgeAX79t5m(pq8IZ{UrgLs`L!JML~0ZZXmGr;x71o=4_bHYo<#6@wL(V_d!@;YllU<
ztzkIRq*xK4_(EOpx){29i%O-Z1R+X=6$wZtGGzh2R3f2rA`rE#)W!BBJvVwT2JrG0
zI?m;|R7OnYLZU%kfq6@&(s_vVw^E<0Y@@t`!jg!TuYs<S0*PmZ`jS`FsJv1-H~luU
zGL)}}f`@X~buIuoI3+yDVBrDLl3SF&?{hn;(&X*G3(%}R%EWCwy9ZX;IHBRhb}Z3{
zne_ur(WLJH%-dm&?kj&s|5c+=_m9@l?$Zc*J)6N~M#F-w20=IsI(ERplfF3VbqR-0
z2jQsib#|Z0#6NfOmNck`%yuHt8G%Ifp8nH&<!3_#JDc+vCE8G*JEiIRgx_V!M9TZp
zdpf>&JW9Nw{R4CMr|;)ICwu<Eit8d5fgMNKk8%en(TL7XslI1|3%^G3bK3v>m3z{5
z%J!q<x`@A5xE?yz>ENUi)la$c-U@(=P$6j=uA4%`6#Voq7W!MTCAUuA3c--$qh%-R
zy8?-u#w?B8?7nFl=s9H+Htjo&{!^yFpnGdJ%5T`rrK~G&v86rwj+ufX(-&dP{I!_6
zavSDu*n>tRyRzZHHAm{9=5PZx5r}S=7ECxSg=5iocO5-1`*Y?f8>+kjoE6MTnrkmq
zFz;wd?Q=qFK;!di^3AKSo?(v9s(cG<R>mCua<u{|Bao)=8mkShJ`JJYt{vtHq$bj?
z+HnL+w>qdK`xFGry{9o@@dh>=xZ{u!=stWLewi>6%eNn5+qdj@$6-%C5olFMl@x$e
zp^7NJ*k|vZcAd?&H{Ejy>$^Xb907|<wlLjVUv@H9G<232LVrp_81`$!TKX0P24V8@
z&BYSFq}YEdO!j)fQFc^00SHQZ#JcZ7p50?n{ED1oud+gGtqvo7-GN=$%Df$hkH)xV
z8&n4MlqYr{=d%F6FQ_sCK&$CcAdhC*T^_jgz3RRzJ@K`mH>*DC{?ZNR{Rd#ovW>8H
z4Uz8IQJ+}sJnCPr<ll8H0LT1p$X*{f$_G_K04S0l{UVdCrbB@|xrrwSw3q9n&ba0<
z{<A%slG}Jl2blca9cF#{V91=Mus?md(EGR7B@|oi&z70|_NNLz2S?RJr56B?D>U_1
zHjCu9x9cK15#@s6gl1?xWGH5BvW3NgGi*w3%R?U6e>Os``{>{v$tLnF4e_lUz2WF_
zRrb2TQU0jZ0zm#g1^G_g3S`r3%S}SLpf}fqt-m*8!>%&lQz9~T-xWuCvKaQ92!x~O
zHQDO{$GbzN6aX5ebLH_%Mt<`5b=K?1PQr=?{bqx?<}m5sg9Y~bO`cV*>+ex~fW&~J
z`Q#!H+4s3##DO#6>~q>KcRk>E_o#FNaQf11*1boAbOt&Nm7R!kLVL9?ex1DlhdjCY
z&GBwfsRV#hb>nHSw}<h(dryG=^ag13%Ro5!^46H+-JsG4fKN;cOWSq16AF_prm~Z-
zGQfCnM~qmsM)qgJ@&2OH2mtl*@4bF1U)t`63Y}$!%=h1V*h}_j!}0z?b^)M(A1&HI
z19v{uKK_DWFtIV(4IL?a1>tzVA)5d=6X|b1W-IJme*OUdH<K~TbEWLWt1K`Y-WC&A
zZ<W1*aJ=7;MF41Gj%&|fAuj7R=KHNfolQo}?_YLdOO>6Eue?!rP#3JWb(Xz?aJ=8B
zPywI`8@#S2Bkpw;E~TfSt9|c$75_u*^DhV{{d!>6$spM)2*>-43KIaI=oH*|lg;MY
zKYY^%4Xv8UPO{1h8r??$Ku0g0g~#!3@y-Q+%zf(Lk9d#{``9xu+iEU5!74j+7aFnA
zeR5Y0j`tt$Q~(0vA0R&KEdo++W5@Y3_|tiu?BuEnFdW+)-NsIoy>f88|9B??K+9-T
zkdMahZ@j!0buCTMc2^f1N${1OT$LSK>$Fj~e>cq8Y$to=;CTO0?gHQ*en%j_Vj1mj
z`}?R=?s2DQ%1*G#iuu0lF?REE)E&?rW_|nOpnIh3m4oB`N4W|BO}$LB@w(j#hpvUL
z?4+t{&|7bS$p_Zqz&TESj*3CK34rI-WZcNi!iC#uI2W6UCe|%vCsb7fng3=(yJL~n
zA=xVi$A^J(5dd0Qm&Wdsk8i%c5u2TtX62;>AGt|YRX|;TMnl^&^MBhBAK5Dg$A^J3
z3BbvKn>c?X4ZblcY-Qc|dBvS~O8!+kFdp22b^Wc|=PG-p;P`M*CIO(n{kZH*%y-$2
zEx|`*CsI`ei6%|-N#p*vIC{!nAviuPlt}<+_MSnGBUwcrzu5vkw-1J{g`VuBs!GtC
zSs$i-`ml*U<*p1IA0A3A0Df_4ET{i)*hMs7)*VJ8+Q2#V8p2*YVDtF3+SN{Wa#bW~
zY3`cKYbsXfompM6Ot**`)!FAYm(^rTZ7YAT&agHZGIyEm6@lZ!M5zVfR7euGUOvQf
z`WK(sj;Wir!P4mz7M<THI~gkyWWv{2QbR%XVwTuupf&pz)nJ05wMH8zeS2b+?Frc{
z0>_7m5(@xL+(8k4Lg@2kwA|H}5uxSIwk-0$C;BAxHyX%J%nE7sSJi^X91Zn|p9i#p
zug(-xH0akKM|`f!UJ*DxOq56fXbtp)w_q#oe&`YZnk#Fn-|81608=%f+qF4<ov}dn
zO2F~qqC^5f(|3hEdJer0JkUqxyT;7YwfrJ#{%Ht<cI~iiyJMwVW}C7(3wq7*exk%K
zz(JpIbldd{nr&{24tCu!<oIYbw`naqDJv2hv&%+)jmerY9?%7g_MgD@gnNifx{sv$
zPZ59j3Buyia3&<F!Ye{#`~$qn$_ABJud|Tx`VD(cpIu9QD0@ZacsD3k0BB?%`TbX)
zze1=`L1|W>u(W50di9h=`x{v`m7S0kiJD7mmWliX-9e4<%Q_1bRT7e)!sSB6w7_nG
ziFo_=Ekov;Z0Q<^{PY=>voeSh$Gb<70zf8U%!^E%y&r|SKC97ve_sqcI1{1wp5Rxf
z5wer9qCs&F3f`5;^dD}3dcAuiS|C+iVlpPJ+{-ZA!VwN$u?UGykw}>O<R!vyq~U79
zLj*_PXV2vPm3xR1-bV<Z`$yhG<jn_&z5N(TDbH|I5Dj|mA9+`LhNpv*SnGcCp2EVo
z7?Z*>I2rK;mo7rsmL{Bs%Do5a_-nJDBmmQ_&f|vg9V+zQIH4g(y019T^;?hO6Mjeb
z3e52i1%Tk>cO5OZw^vE<8NF;B2Jf4UI%`azzuxeJ2?*9)QMT4!W4b2vI<&@+dCM88
zf+FHjx92Rl2SmcnHw;J4MPmN$Ak5tvh)2&}<+BPz6J4D`M7<oFTHv<yj7(g-o`Tnz
zSt_6B6#x>S=PxshJP(P2+?AN)9SVS((1M)4l!%VwN22cNcBnI=HJh(4@<}@D5s1!w
z!6yCq5CVhLe_tj6n5KbVi~fXz+j&U<%=*qzAyjtuTdX{A5nGQ(viHwkyoSf6+ba76
zUQNcmhv^aluLxEEwetJU#^99Ds^=v(Z961b7f1bWFp^UdP5bMD#c<G5vGf=nOIZNC
z1^4gKbA=FHO?=2&{ZPSzp!1x&cuNwb;A{6~ugDzbEC4Qn2`tl(`ui!n&;9-t><n|p
z#C<F9r_BtEaG8j<dpbdTy|(PctSD&C(^QM-H5S*vO7E38e)TxET-d_$1#+zb4g79B
zwLk%gxtYxVU%H-(Q5N3F%Ff2^)aRJA)nA3ss}EjcM5ID)+H|V`>^^l37ow7}#^Ew-
zT%x3XDQ2^DZwM0&5|Sy~{BbAkIon3A#KbLr@Va~(UIN+4`cM{tS=JXM7vP}Bb<Efi
zfc@vLv-8j~NjRvG7|C6cIm%f8+{5qUT4p+*y;lk9M*pX|O@m9ci-h%l>s7YvEv^Uu
zhpGbb>UAa#x&*M-w^E*C=o(KvO@FPH04&=VDs8))mX2|od?o8)v>+t(Uo5AB6S3#?
zHTIgs!t-*jbwNT<lmKjW3eOcQ!5X0LRLD(`yCQRxvjEU+zGv@8st|yDeQNdPCZb$m
zIsR%0z>eS@Dgr>3fac^{s5x98TK&yo@@sdjaP!S404F>YM2=2+!~}r4<J1uV+cVM9
zwikkbPv0e1;+k-rk?Xy%a{ooF5U|`n6mx6>u}W|;sL*jKI4G9H<Yz?+fRpbHY1{or
zFEBnwXfoeq$zG8;%2@yi`+Y7ch`&}Fx=W0(?%Y0{z85Y#5oNOg)J*#wb#xS5!_L4h
z)B~piy|HrF4(PRM1M?oe(RJ7uth94v#3?8SK!tqudAowx>%4(EDr9~u3&7q21c2O!
zc!Atx;?rl!5c~LN3Ir#y5exbFMF{|1m$CqilLR1J_KM8$4g`Q;cRGXx{ibi(0?+sx
z=w<gSBSWj*?b*yf#+G$uCuT)~jr1$d{~xCfz3weBam7kFx%<HJtUs1+bHKXYC$ZW7
z48u|PkOBqZb><uR3a%HK?bIDeg~&Q$omXyGo#1beT<@)x08q<3b^CeNg{WLamw;RW
z+taz<B};+}z=s93G69`(2CK|JVT}%Zdayx1I|Z}$LtDzbxLyE_$u*(dsU?~Z7=$HT
z4@!j33uOV&?K~B&hb%?2L5t94#3p90Q#K$KF;eg79f!$+xo&YdjG6C?Y=hMj04fyO
zr{Ep+ENl{dcp~+g;3T$<x*Dm=k<Ll5a=yX^-~&U6Qi0FMKVZEAD}%OwFn#~ZU;}^(
zBmYzlX!mN2dR@C=rL|L`<R|Pu=`XeTsSlqrJbIdrETw*a>dGUNTr9~CU$A5xA~prx
z#AG3g6TE!&M%s@=<4I1}ohTsGT}QD55(DLcpty|^dx+2!H=w|yvZWw)^}Q4<5z%#^
zqP#B;0#;p=NC3`7-o>U%_N69})><tVOVC?qC_9-;i-NiWHKuApM<9Ql4jnLajdhXa
z7ZDMYBoS1(5b3CIo-+98o|848oSv&(UMcnWKM}}C{yY(r3W*723Es`=_g5}2GTtES
z=0n^{eO};kiS(H{#HVW{krB(oXBjNpFgxekX}=(z2T)~E;=w>0&zwY^4JG&cDUfJ1
zqAkq&^g-uQ<IrGa542v>qspxYoHrY=#uy#wc5Nn*zoXjZ7h&aa4!e$cF;Etub3noO
zoXmVmyY-E@%hGpG2PeWcP%%z`-c$0A^1dV<%EzKyfBG&VZ%#jT3;GG4Qx~A?g`Dr^
zY@^rWcmz6!o6>n)F62KCN7X~AW(3-N!~+e7_ePx&tx#uNa~Mo&487^~p*Oc4bQjcx
z?mQFd&8Y{yS*C2xJN;=5VLYS*%=-4jsy&L?Z;lK8<R*atGY(r+DG?yohpYgNDVnG~
zQ22fA+M@Nq!C1Uye~HMi4C}+bI40Z=xhn(5hlf&633l8+9^0IJv23RkW^J;?_?4S6
zbpA>Vm@)^wCQL=YNi*^D)VcU|=0Y~--KfRuu=$WjfybJAdV}o5{{QyQ?5F7<h~s|@
zy(n!V8a(2yfCwJ(po$0{h!+}^AZWBSfJYG!5EMfVB3415h@2|WiWKmw;X$i{SK<Sb
zU`*5)kB6`B5{;(HVYFL+%)=*rXqx^y>3nx~XJ%(C$oJ}?S~we;kokz+dl30$&429t
zMHMz!+xvw75s2~0KOYZ1S{4_?{Itr-ObW;|)Q}xgLgpnA0^7#;ZJx=~qRVz9!BkxH
z$Bxe^JlBFMoA+D>LX1DWMgT54o?vZ88vG-|5wLU#Z<(F4DiU+oZN!W<(U`M;h0unh
zp~*e-_%_CH;yiz5wsM!$cBA0zl`%X2DXW84enL22BLEDxtte}D!g8etH64%L-rH|6
zW6`-49(R5gjcB7o_~f2!OOxAkUubjjef(%c{&Jf9OLz%hB>*E~yWfv%gT0=0{!BS^
zQK38<DXg>&`+Tfm>TJ_p6jyhkxa#_M%+?N+H99HWC%lgTN&r~OsiddbGa-ML59H~7
z(5wwYV1yngFFJ((euDVh{8s|NsB!cmq+mHuIjRyTL1EDHgF;nOApADZf+i*yx|LyH
z_v=CMO_&O0nr_6ZMeghwYABN@@U$jNS^6(u#LppuW49o;{HpNZO%VSA;R3)e9%;MR
z54-CnpE7*e`C`P+u=9ba6eCYLZc59>;`m*dwt5X>Q%x`ymE%}t8%i7RAji^-1k-VZ
z#czjy)B<QW%;mKU?3E4VWD|K=c>m4W=dF)J^qzE{*37SHMWvlWc0$?+7l8Ih1GxY3
zEv(NSD1Y3B5?2Gx-?;hLzlTlVG1qn?^GrRjT`-l_@qwIdA}<T?$=QkVh;RY8`QkMn
zC-!4Vt~(Zh{8p=Q;}C?@5iS7s2Lnj$$Z^}3vsUAb%VyyQA_yrXTmb62o}ui~uTS>b
z;ap_lPT@u(2&p1m0G$1A(EIs=+eBe`wgM9kv!UD<faJW>!VN_bQbec#unYjZU}R^D
z!EN<d<S1~s`y`5N^{Bq(<dK4CV-bYZ5GDX!&tBo-`%nDp@!@jxzPW0o*bgGg5|7Gu
zmvDm-gp?2>0BqnWTluqYpBmFO<NDOysIos4ZZv|B3PJ>+^XVX32JVeqj(bD~`2iIa
zMlCdPLnFzGFLenw8bL?}j|u?W$M+1r<E#HsXX$U8-iMd<>hxi}I*+yA&Wv7%g<BJl
zZmt$?FoKX09u)xA&FA{?9x*lBerUCoLmfXI+SQ@F@kSRJ%I^)_Xw2lT!J-XB5K_kD
zTL4o-1^kX`;eU8CREb|#`jz3B6ro2-UI{PNWsNsx3iAoVBYXibW^eGdM4-|D0000<
KMNUMnLSTZP^i`_>

literal 23599
zcmX_nbzB@>toGto+@0d?Qlz*$rKPwQ*W$joJH;tpq_{hayB3NSSlr!p`Ih&)_x=UH
zoiity%t<E6^CVJTRSq4M1Qh@Ppex8re*yqtp#Q=EkP)GO^qosB006yP1!;-Tp4rC+
zNcwmSx2ljcIxh|{x*IyKpwKv~sEE$HHCz=gu3H?Rv(7?OshWTS>L>&lv_II^%rbcJ
z*jV`3?Tc8?5SLT#K6cg`JmP7e2R|`)4+~2R%hS76m&uQJYnX9AJ25aYdNWG(w6RTt
zdxm85gQdRCfmZ--^I4MMQ7omnv&5Ij52KWn!+tPiDQNAJ58YOsTsGBZZ26OO^j6c=
zVp_*S^iMb6e{i$_obb9)r&gy8%2`mvXPG)VO=onMs-p{^dk_Mo*oxaL6XCl}ZOvF$
z`V0a*u=N2SPzOqb>*=tqYDRGM^gF+S=;JOC2mx`_T$|m>3h=rPry-psH2?h!2mRTU
zYuPJ~7S=%PHK;H!vd#!s?jZmT5H5Q^<|c{@SZ(wsa%faG&zjodU8;^RbX|w-&c}{J
zqT9IZGs{4J-u{61FaD=_uH4#Ke`vc}P4BA0t?f3WAXICsckx$|`^SsXk>Vxxe%~RJ
zG_-I;n?eLq81dmQ-7+oV^ke=%$ufh{0CJJ*&P-&8T8PT<{IbUb>B+N8wtY9UL_Ri%
z$6G7d&K&6P1t=83-_es^+XUzSy8#O;H&76!{0le2m6T;HhLDhJA8R!qa)&!%<dP%S
z%RTXP^;)Pc-90*)7gS>nYIwu3?k1)1C_I39f=>;Tv)G{nuT=GmSTFw}@-yxq9c77A
za4*!Lh4AOdN)pdw3$Xcj)~tZT>G3N3`CO0w#QKZ6*Wx>JsCjt@9~u~1(!B^(?Dc*q
z0Ho&{xx<sE=$3#BPw&_PWF%Ynt+X-1T<!Y99D}I35QuObd_N8E&3j){Pf-b(H|<BT
zeDQyhdH={l9$y9FUvL=G@E;NH-dFc5Cx>sp#-3qAt@nedy(7rDtt&@Y@~CRQk0U(1
zengrVJ0PyT-ON7^KN@Y?hsV~1^<SS%UO_ih@6S%?(S3HH6y|UI1`dH{wHpzh?wD?s
z6N>iu4f=Dqs+OL1dDL$U=W5VAlI3k%^94<fK8El8RI+L>*IWt;COtCw(}Z64+I0s5
zeaO)ee|M?;W?4*8;_uqnHgJ9{FV2zZ={gHTLWCYmKyW(-^ij>jq)G{o*(sTtyYnLG
zwNBQZHiM2qX9kGSW5wOa_5me0K8D=`##o|P5HtpPS~GWoS!X09LywedH!v7A0K~l7
zM5WwTL1lX2zsW>@3YIjfZPaK@G_tH@A4hcU+iq;Cdu{svSMi%*7?!5jFL46HG_5Fl
z<)H>|M}=y!6Nhhj%R15AP_$t13$yb})EfM1%42$4q#nQ#4Z7_bDt#*lQzL-4-a2$1
zh#}jT`_yy2r)tH!&v1Mfllmgi84W!m7h3Dy>?j~|X1^)%a(nXHp(|LjmA+b&Gwa3n
zFm5|BvSIP+yO!LcF3rRb`{XQ7XO+L-?wVgG@kKYdz1Di~-l?)Hg9L$J$ltxpoX#nU
z4b#*!Tdmq!-1q#gZMSqbA>Fg|6m<-0XAVRI4C#elwIcI2*|R75D0J^iju^S<s8~%*
zOWrX3C2lCODLiV)CqW6|w!^sZUOK8f26Zw+opMNTXj0rU-Hy|o_SNj<7}g-PQR{Ee
zt-gKa{b;FJJ2ruxD{Cz>mOD8bfj;&F5NQ7PB2asTC>feIo$C3>jmeL*7Y;e9A`fR#
zag2yhcCW*3a*}`5z;`$?Gb74zobQaIzJ&zTzVT#R;sanENxWz~V&UK>NvUX~)g^92
zu~q(S!3-Tiz>DGDI^HJwl}swpmWbRf*ogSecY2*f_JzXQRl}ABAJbdSSae_hVm{8s
z(k5joHyHbags@BbI{CvY_0_3ioSd$Pw1<eJ%#bB#y>`Tx&LqtLlN>rUK-&PG#~*Z2
z;c^)xh%sy-xseqJzwOuM+@D4SvE{;V3DVohbUQV1(O3Udr^ZhI)=Ygy6omXN;+T4T
zm&Xk?u3YG5f+HD!uB!=~|4%_Tu2pZe`4eZUR|VV|PjSi?qlo_J!Xs2SB;~!ip^k}L
zI-J0s=;A(S371>HpAx$@!X&g$ex<B$VIx0}HphO_aKHY-Qg%2Kcwlm&#UMM^cssOC
zf{l0;nkq90|4ug3Y(jMbC$jtcFFz-lS)6XL3a3SW%JE%(9rTsSg_^t`Fh(XQxeFHD
z(teyHs*I-hLo$|f_yOE8WUwH|qXP)RjnCNjdupGF<_Cm*gg-i7o$=czx~3FPF^FEd
zE9Cxfm-QMTEdQBsq2zFA7Wqt`97h8Yr~J;<!);TkFsKXl0GNIc_dB*a%*L!dUkeHC
zncJTr)ox{|#x)sN%fY25^JFNUYMTMF>sRvE*FDT2dF4*V;msQX%`OV(t)94+lVHZ0
ziH{yxC7Jdz60J91-)}-RKVV~ru2KXpx-DWptp?XTc>=UN7Ztaw`Kw5}C?7sbHDdo&
zZ+D}K$#tZIp4C)`<!Y=T{c_`ya!OShqh3|aYS=yZO}LmAz-Kql5Lz0h6D|r-zsRR}
zqxC;GKITG(#@F`WIwu3QPenZGEB8rV5BLo&_w3vKI5fAmlFp3MtsUI<v4oKB#Jx|y
zyEr>L?K&g-r=P=hQQmY)`%A{o@a6w&BetkmEY<=@v;Ol19FdE_o1k>J&0<Xd%n$E5
zVkpl}t5P`KV-SF<@O@=;SQ_FCvGFd8Pji3Gkbbu0FsfgmMQu1a?b|#4cyjfeVwz>N
zU1=Kcwa7t{MTVBSLG4a)EA!ilbxc~RLb1kd$jx^>U((ln|M@fFRmE{M9$<!Vaoq_v
z*@MF}Rr=&W=-zMA_n^a7#ns+fOiHi^ArE!yvo<OXTH~k^dEdrya`&2;=OrwIl%^Bk
z&HGP(a@P-I!+W2;>9=?jj(Fs7M!#pIkIi^YT;O(6vKrx`=rlG>dZ3ObH+xvSYQX}g
zb;c3KxxCz(b&QT$oDm9!ycfEl@cHR<h3!xzHn1u;mB@|^f1-36XnBv`6k8EuxAExk
zORPJ#!RG^I@-VU*{EE*rYr*EH^XCB;ch-ORX7~F?@#kaZ?>W)9Sv~`PqyLqx&Nqv~
z2h8Bq5J(#@R*fjbld#zZnl~ZQVlVn^p8P_|#mSMdIwlV>Z0$P*t=!0vLk(-9uh2CW
zflH7TN9?}G>HRZzj$3Tf_e(doI=kaqM^E&M-(P%lm|>$I2zfP^++SJe9DGtj6NW=z
zbB7pK2SF;3;75%c69VlPz}&GN#;iMeja9H&em`bxj9KrckT7Y+lpz)Kdjxbsfv`3H
zkIG%m0e(3*kBwA{nCsa3knQWP^xvE8=ADyTq?(DO`hee@Iig=1=8rIByN@K9wJ2MV
zfjzWS<*tH@8{c()QU7r_zx;IM2;?Rx&t~tPWJ4_T$R)rE$j%lx_MJ=GAp|%hx#z~2
zfx(`%QH`Fa@3EI@?4o1Z12xdxjr*TZkVPm<Bp;<pB+vJb?b91fF-3w4Ot_px!qzDD
zN&!}CvtcIT?nEDb%=5RwK684N=g05dWD0-CTDg{EH*J+(d)bW!I|KQ@xoNzQR_Z88
zOFkVlw7d*P6URq**!fH$;uV>w)usGyxPsxUIO|+5rq0fUE@f>3Re}#y5^x+5NKf$%
zB8PGc$T%5=J-__IKi@9Roj5!>!bAo5c8Pm%@WdsFklVx-fk0iRPG+)5LaD6hgN6My
z$!U=X&!W?UYO4pgX?4eyarvbdFJEK9iJh9lAiPq1!U9xl|A3IUoNhz3$qhe5y|NB<
zn`cOtcI{1`E{xL^s>#rz%l$iuW{H4B<#HKT|M5c1^P}+1#l{e2uhlp5YwwQ$YfQ>I
zTe`b&R>HQDYrTEZ#3Lyft=j3Ayc3PyGt92+FxL&AJA}082-Um96&7!fLA6^SgMp0z
z+duUMA5dGZ@M=0~BKDFktJ7^|UU5TR5|3PEu!?+wlw=)<4dle<*ytNv^>LDCH+C!)
zoM1`|sK7a>4;NYSvPvl~*WO|)UAbk60IagRoYvn>jkGZ5u`Q7U?S1Pct_J3M{)7Rn
z@2FwF_zUF}T4vJ%Tp{7{xe8CWq#z2>_gu$rXSG^RSDjS$F1N@*?#V`rM@ChzWz>L1
zt@+->beaeiC4%t>>7rt>fz~1)?at0T<Q6X$c;mDyCZa~tu;mFPp5$CR8k~SBVc$65
z{xh5r<~>R5A5s(CmASQG!fI3xv(g08FZvn;0F@}lIvM<^W+xcW_zj9|+Kd|>1Tc7n
zfg%xw_}v)%CdH-Z{lWlBchn1ENb2Ve?gTGIEEXyhfDY1pcwy1mZ#39Xwlb9vlAf1E
zcM-(syAZQ6u28B(z%<tnw2Y^r4m_<W8PHNolBedfJJ)U|Er1~>v>aKy-hLt-kR5f`
zzeM^z0_X%cBB(>u;l;aqwj9H!D4E9!ut!vtnleFi`XiQ&65v%NDEfFy<14T!911An
zlS~sZnD*}#AFufs&ZIZREz!x)Fm3w%1O6B*yK^nQJxa*Lh0>>rP}n^Fs<hAkTkdyb
z<IZ^ntN_6vWA(gSd2wo7%sQgoGgR{-+OgPEkalSb0}KILBg8d+$ptHifiU2X2pe{$
ztRKaHmneS#%$V@GUw02#d6{hZ*&QcR3<1Uy!p*TL=ikN%kp6tP{!M}P2O0`s0FB^7
zNbi7ABZ4LY;CIWYznDR;RU#e(;3S+?YI;BfZQFGnK>?5>>Vr`^vz!E&E_(k&bH{`2
z6zvx5SinJ_ogO8tM=D`kNAOq)K_A1g>uc&eJ%87hM-2!UfjysHG(YCa^xAJX0du7V
z!RL*<&|9U=Voa?5qrQ4jA`lQHNgqBfyzESG=LyLGZ`)Mjg(N%El&Y(ZRh;xNgT8n9
zl}cM^0OUmu){;L&Y^pqo;H;qGgpG~dahYfa;4O?e3NnI~+GN=QXI!UyO{#O5(YsCB
zrQ9lO&Z%x^8u{}&wEGh=B}9#rYB&MsEw0Lqf-H^hpSdV^ZYd(T0xW}!lxa&)%Txiw
zGFX+!mnjFHnW){)|ICOwofwYjX>mL6&SjWkIbAPAtX>PkZTiZ$!r$}d@vJCgbqG40
z3x<F(Fl0*%eiFsZlPXB&i}e7uRL6}KWQ2dJal+&ohLflO2l^N??*DAsrsr@?;0BZg
z0g!?A^~<IaTQ(v3U2v57JLD!iEE)F&!n6dJBQj(1xG;-s+E}ibWjj+w!zqP(PVDrt
zH{1Q&xNpS*GuDU_8!EQJyJhT19v3}Kn_3S~eUoYqR9Xtllc|sZ>YJvZ4AtTi?P1t^
zTQh(Q-LP{@dS1k{=2Q?P^*8c_2e0X`8@d%Zy4_=~1_^lQg=bT1*fC!1lIz>#Q@Vo8
zc<0m->g-#oi+z1YGi{<Hc=Dn{1QUpC;{U`_O}qX&q`Q*kV*yM^Gp=w6tL5&*WV=gM
z^ybc1&_9O7461$w+I=_(q44qMhOz2stc_|{_c5@a1F2J5D3KIc=W-o;0@)UWE|lzz
zd7Idy;UZwCk7alo<Q)Tnx)5Al^4Qv?fm|KHwovDIEX?*94tlF|cq<(AeZX&Y{dobV
zW|_T59h)~xOXo}&a~EM$ct79zkqug#%mqDGjC6cur$zixsHS1<7J5slGS-V~KLylR
zLGz0*Sj>bUn9F%uLfa51ZKD!!0Gq?sm`q_G3!TJyW!W!1x!s0;f4ER8LM^%MbV2F7
zy|$=FDaQqH-+}%-1(I{H9x`{?-=p0k<f`KbEKKBqq$t60_XM4vhJubM4`--guvQBS
z-~$R?@dVV_aS?j=JYeL15F+=A-$kNE(qQX8<ft`&9Ewv3y=CCSN4sf)W{k#pqw)q?
zpRtFJi^=@H|4Z3Msz8f^1<ql<ikG1&vC<OZ6%{!2Jt_9EGtYgIaR4A>GP;WoMUS1#
zPU0xLg|_DOH6`A>FGgY^#DQ(AvgE*9kXSXuJ5g)>8A!-cPqfj;L09*UiVID>bww3~
z+5W<SchK<-!Okeertr7PpT{pwmlr)jaHP}rUyafoIAvl(`A}mB)d>P#_x)m>26nbi
zJLNooCRb7eDnrD!;0Eu%wgdCcyn&u#p2NOwDhL5Vfj<IdR)buPtnCop{B{We%yVWu
zmU75fPX|j0S&7uh$g65~$NN47fQS);>u0N1w{YrKXgQAY`9d`WFXzNPyD6MrDcD~z
zxFAj~uk{g)6wTOUItzWtz}!dM9t820BP3Ge4jhP~Pp|cn$tMm{Mwa!RDkc^{<Cm)Z
z+n6UdO+@?vU#z3cGe82*(>N`0PxJcvbOGKn+fqC4jH8IoU|qsxzwuV*2w)8Q9I-OG
zTGH^!+HOoRQ9?noV;Jx}<2#C2bV3{B-@B)2AC!*pefW$ddM~0^A{C~Sp*cpMB}(Po
z5D>?VhSXeR%5a=F<70z#W497N!_PxJa->{Up8AZp^m?j>P&yQV6DiH=Q;YJiFwS^8
zj%nY^2|z;6|7{h>=B!%-$h!o~8$H1iC}{j@a8T2U8@U2}_)UiK&`-bu;1zOw(6Vf#
zuJJCxjiJxPv$_D0vM2akQ9Q`Z>1v?KBE=f}E)seFyE%W^?>IYH-tWC`U?M5umkmxp
z<h<gQs-Ls4x~f2bG|23cm)#XJ2d|C~e{;ZT75bJsE3f3OlB=;x;g<4gJm7XpgPI*Z
zrocf8b@G!IW#ci-OmmU4xO3yaSgXS5cfhj0sOoo$!zbV`-r}I32v=pb9F$=V{Ms#f
z^;+s0_i)>MK?u#)$#4jKpU5R9i~Mu1y0P?z(ceYZo(7EkOJ*6_t0S{rS)`@2FEam?
zj)4<sH4F9HEO|9#uM?_Oi<|CPVlj|>>1_s<_n;jr6#@Ddv~O$?uzAqlNGF3z(u?62
zJZQV-Go#hB-*+v5%HFR@{2Iaiu>35B8eYTL5e{S-h#_pIwY*Ote@r|{-}Vob!<N5+
zll0{Dfa25QbSDS6s#V`^>dT#*c58OT85JtcoHn?T>yiM99h~ggt_g3KD74~KXa(c+
z`NJ^=0v-o!yPEL>!53_8dk-wJ%BOne?UDzCk!we+*#I}BD68}pEH|||^T2Kpr^;n}
zS$RVRD9ziXj&Hm+k6rYTue8+izfxVIDj>GLS~eA+a;|{u7e!q&ye8{XFDCXd^jVWt
zn7sia?Tr)Yi0EIqk1tOcLRE#03n=uHwOXG~P|-~FJi@l^EF(?0q_7(1o#>Ya1tTIu
z&sh)3j|!=bw7DAwjLNvyDrAU8{zfOSt|sdbBdnAxdoKY2E5=*c1R3#q<QV{mkm?G0
z4|QZ`FxG|;yZJY2g~ivffPc{9u=rd|qD2*mUTisr3H@-?iECmTuLj?q+ATX~ZaLQ8
zIJjnmH9sDN?>0Ri7Gsami3KKw%L5KW=lYN+eF4!d1jn5+9SFDqXM?^-ePuV(M+0Y`
zT6wWrc$rEPv()ZKiD*u@f9wxjM)@Mf$rojqmUx?_R_}g{U1i&KjQfWw4I3AdUKttL
z49?<wM0!&oP}(@FK3A5S>K3cUy8HM<-A~$0hRP|ups}Py9713;aQs!*ERPe$>ar!0
z7GQAf!y`HKZs5X$qK8H#^w(Zg2tFF!{x=ctNklBcCwfkn0MyvBygS}$IqGUEfWM-G
zL;*lOjS8K;;Eq>yEBlk8$K{J<1n_}`$<f*Ab-+v+YX!G$P?jrJ9b7HSI;mIlCH1EH
zsBkEnf{K(HVuI*v#+OBu3hmie<P8YAw}%o6+SWw;b(h1(^>g?x3H|~i$iSAT6###W
z%klA+^yzX>gcYv}Fpr{Rb<`<1IcmChziys3ERBV^M{$^%GAY^<`C#~6=KO@#&MDqR
zv{TzEopa}YwutFk@E3w+Dpf3?$P0$S@gqy@3{`&KOnN4&c<&V}e1|{E(AbbVcodd0
z%Xj<|UmkF6ce4m6c7!}5hGB%=cTDZsiNM+0rmUfM-o8fcFx(ONyh0=EXH@lqgr7<q
zwn$h%G(*!I!Ek+%gEk0xgFz%j-kyxN`YV0A7>i^bt@1E=2R*dDcke~-A#n77hkAG>
zd(WZDzVz)qXvVgAJpS2=v7u3Ejh6Yxqf#Lx3J1XaU=U!}^XxGmF|^;J@aLgi1&=i&
z<1Zb|eZxSB9Xs5kZRQ_5N*iE=yW=t!Hf}rL-YKh4$y*rs1zSlajpkljkF2#!mV}6`
zBTO;y+<Ek6MC{S0$#wCZrjPg{MZ&`QJ3Amh_FRrV0GgQ6SGMX_G`?7xA;?paZHz{=
zsW_SSFJ+XeL%J?ofX*;h_pS;ERGL@;@rZsE)Z)BW2UlykO0efA!;Zh~U4K&gKEddI
zbQoAWvYQKpth8|+{YArIV8`<Yy%|X{!M5h?8!c{drRo}Mpgdjx`H-4vZZjeMi7sFj
z#XIJ@!97p@9E<@emh{h5h`{lW!VkzoKnU=L7d^WXTo!RGw6adl<SvNpe{vtbYe~ov
zV1j1Q2B11X1#2iE1PqG91m0uW*Z))8qt<*K3p7%M6<^R12T(A<i#vA0jQbykt!)+K
zdF8$-Lkw++nqEP(T5RILNv%$8U{~AU;Kn^Gv$YJbm}eiF+X6`OBMAb`#AF5+kC6_*
zM(?i$4T4O;jE_0YeZ`I?CnoohQw-t~j9e1?rs-)&B^`Evc+c701i6H~i4--20bMk3
zL<1M0C-iRa@ksl~iWWc*Y?R%~MZ{lv#C?l|#Lys8)tv*VrcT4OO#dx^^~K>K8aLo^
z<K~wkKm(9T%iAL-OSzHt9$Yhj2ke8CXaV}~whNmV*AUb4ozONZEW2quBF<hIIJhi=
zKT&jdp+$_*y+jLi-)3!0>wW7FN^oV3y3|~cpH#WR_no;z<2Nq*0J9$?S}K-Dx$CeY
zAs**}jK^5C*bS3w%xgH`;fc)%&x;Ajc*1)S5Vj4IEo-d~o*>H5U9k^Lz0*_Nwt2{-
zJA9hAG;qXowe{{SYp8sf*iG{3zU^E{I^pPYe5v3ID~XqYcc>kar?A*j$-CqhSd^nf
z;h5%WXUGKGu**E^NE@9WC>Zy<umDvT%E)Mp7wC>>1x!hFU%BwY;i8Nn+0cWV(i_)j
z`CWt+7I^wtJ_jq#>CR<AP4x%~dwRE2XJU$_LhFCku#4agw`des@Hb^RZSHgEy|k)1
z^=uK%AKRYnS0-DmFyuHXfsN{sMtUn8u=LJ-gIJ^j<mwYhEHb1HOFKkoJF<^d!Zj76
zPuX@tme(0(z4X%uH!hSME-tIC0+kH-03F!+M(wkJc~&-lKcXWcJw4LLrpNJqg7!bx
zC)XN##^eN8bE^eoNe-_3`!!`l`;Dg-1_$leA8~N3T{pBo-ugw6?>mg%8Em)+<?xc}
zEQWU}J<S>B`Z#R3k*5h&AO$=F4_X>>oqoEidaM0gY}7s~FwD(abRPa%_%s6TLyxXY
zYeO5{d&Vy7f!xVrzz%UQd8aR7YnwuxXR}D`{$KgpN}$R2?{`-G>*pobrOh+h4;MRh
z0KT-jA3s}m5c;gqr%m=5W6zkN&2Z+xS!@9bTOy4pmM^ZlEb6x2OEP(b1tfLJO(G^D
zO~i;(h6NXXJJ4=19ahpMV9let^s_q-%*oR7FPc~0{2im`(}rhi<*>$qh8tnNuIe|z
z@TNRQCK?HDfvDB>vf<b|20)-mUI3*EIlF)k7*QE`5Q5(xXYFhB=4{^T=kepOlRn-A
zx)+ht+hev<xU4}32*JKT$mLPQ&lGE_In!^>V6tceNx*v0uT=^K<of~ZeF+oFFf-%f
zOFJqQ46!?(f;nUP-|P7Tls)e!rQCzQxD$=@%54P(E4n)VCraP@p3LRt>zHcID8?*U
zXfur%?f))~jSj{mA-!FC*T;mO@c??rQ;R%hgIY)teZfV66<}4{n0QQEUcs5U7?B8V
zf_$Ot0zn^^nNKxGO-Ayz{Ej~1E6zSUU&u&;d(5+0ssrQSmp8MOZTK;vTT;@Gs5Xtl
z7e>aKT*~>R-yB401&14-tl|FppIxX=EjHy96ON0@S*P{1!yE6nQXTsr{YsYRtj$~h
z6GW$v5VGpq|NOdfifhhbXdXCYq%!SwpYGf~^`-~8Nbe`Ct9^tj&`1v}2){15s;IQJ
zf__ZsM@=cBURa07CXpNPBt)Uye)Po91!g^g+@VL|JW@f*SQ63p2Dcu(E@>h3DELY(
zoWV!`@+XsZwWTIfk+}G)W!We#;;)aGzaAaFUvM=0Oua!N61yL<bGV<`#rz^^d&c7@
zyu+jvU=~SEVgw=O#x@3D-9OpFk_3wfM=J`EB!=V_!6mtV{UP$V`2)1ZD&-`@Y@5`5
zDCaQbxmu$WOfbK91OFp@)OxH-Ztbsx)Fs7AvU1Wby{p90fs<95n08&C+Idul2F4CI
zGO@Ifyra9sb7oQ$L7hb$Hvn66bIQ+db83+I3iX7a%KH`sq3CzUoD1&|d5(DYr+7jk
z+*`0*!9t|UGydZV&VKw*W34eW=E<@7>(9GXpo1f2`BjvZ`E_@r=yxhyS}@)nqZdt~
zdyv*m#oUslM2=hJSXhz$BZ_4g2#PFMsC`NsvXj=ug}-_w<k@$#N9?;jnYmm5&saY5
zzRTpNge#elis!<eu^FZ;eez*=wi08VLQS{CK#ITGx%GW}hA-J_J~7c59y88z2fDtQ
zFHLS1wkc(`q_VsrGNqxTmeOl~$Uvu&Z3x9{#Y@2GM~n%2{X?c<*#oKOYPxsJje%ax
zIrnaV^jRC+`>V{}+nj;lgFh@%pmo<2CgT+d{CfYWlC9w|75)aOAv8jgC&xM5j+D`y
zYw*3R_)OT`j!G0w&x^^Ql=ahti}#AlYGZFnd!}d9Gj+3cu;+!Q>u1a~U6KckTZR%;
zChUo=nfw;EBO)89G5v;&(_mt<WAJ8Oql;fhGwoWxXa4v>{p$LT;Dw`VAh!Zx6@qRu
zU5vi`jwA*py0X?}O2K+#cH(IgFJrELN&t43C99_bc=u`NnGg}`%8vNkcWDD)!nD=j
zjl~3dkH2@LG7(byY}}=40pXXZA2&D2(IrW`xko>pY*N@8Hb{)U8`va$6uvg`Uis1K
z;M-XHdwN=ul9<hy!Z@xNGfR;LMX6;8xlPY4njUy2TRNK$H^`=Mw12tRzS<kzk@hsD
zZ(0?Yd=Bc!!G!vCbJUf!n&Qq~Ic@;3@qrLh{3KwlQ1J}g9pPPq;DTwTB36e*TL-f1
z>ssJ%XCpDR8`iqip!X~fubfND(b~lR`kbE<9C^M=II;A}^hWBaaPmUvk7X!|_=&`g
z@mv*oaa9A;kLM7!r%vYQ2k5c)EYG7_zt?mbl>u~-U$E(wr4g)uW&q4Z0p}lie6RKd
zlvzd3t^}96KCzC-3_X<Wh%KSE8@)dAK};?%KWBYbp%(5eHZHt3w5=le_nIZv)x&Tj
zX7W8ytCuqI<;>`r-00>3H8;~Y3fiTe6tzvCR&UHTazbl6JB>Tddg?Cq^Lgg-(@5MV
z)R<p^BnAD4w{`_wm4app^x*@BA<fG`soCvf1o!}g&Cd=!Ad+kRs|^{LJij9(MpM+v
z+y;yOsy&110DwB{I`}7qEmH34-^4}Yg`AadNi8h^jQ*lJfS#8U`b!+#OHw1|IF-t9
z*WyW{N>NhtcSMf{#)*B1mQv*nqn9*3!Va*o6;9OwXdj8lMYH7_hy%Fw>J5X>2K~aT
zfv+UF{4aRR(G7GkdB2)c5DFgO1y(58;9&uD-Jg!YU19mb?~mMzjHz_q4W14r0p`AI
zrbE!#`HZUoV`#(p0Tk^%oR>T>$aj*S%48yvNqjf}UD!_QT(mdv7Y?DiZGsZ9uZ)0G
zU&j~dV*)E4C>({L4iC-bAOhFG`_t+(?RNpNUVrJoCa)j}O^T5~q+|eA392_bf6<Tu
ziMes+HM8Of1m6jg0O=1|wF`5&3E;gmJFpH;0ItbeM3kE8h<YY+K(eK4s3<P<oa4vw
z`K(;*b>LeGJu?u+TVo{u+NHw*-1@t*`9931F~goG&d4#3*#V)67(UGXc{t`T0QHOC
z+L6nA?;aswbf)BkB*YMIhe%ulRvhv=m=~)IfW-;gz$ch!dw_B#q(p1+A6cQHWjKnw
zs>hD)DGoQRV6v#V)Nxgv28N0<=h+#Wm>%v`YmeC<Iz&+xzXYg}_!dwDfCA6LU1aBU
z%5fQakH?4O6@*)eqp;J58Y~2W3jSJ>e`&A*ucWtPyc1Tx69Exk5EZ*j&X^@(ICqDE
z<Xj{e!8O}sSG0kaFIm%lr+XdJR6v>ON$T++x);Xg;RY3tXm(t<T9)djFZR!zFG#6>
zl)%`*{<MJH#^;z;bZLK_9|Q+p^8h+Bjk`Qr&LGZ&rKwH$pmK5I;L3WvLJeISe&kXK
zWoRvgcRouCS2I7id~beJL_MMw*c;Wg_un@!4&G1-Tp9K3!9ByY$S?zm4Z5GJu4Y9<
zND8=oiG)pfbxB1o`oS^HUtXzbC;<UkRA(wA0<X|Q?_SD-H9)&W{I)vzu<M?irlDZl
zx9oxd<d}{y>vp4!m(zB1_%N4@2-*L4(03d|tn}~KypCls#$n5xM6e6`qBhK!m68Qa
zM5TA|I^w-r$*a6{F+3&rnQe9D#Gjyp#hZ@9T76g{(O<Z;wT#gTK~WYZ<J!zz=%U=N
z+#wKlKZ{*kMM$O;x(><t^_M1_5zxp5FUHfr*ZYsVZ&^dF-IT;!)-p+0^kJ%vA{!3s
z4nYpYN?*bnHyJr|8&X~jYbynEL34d^`J7(~3f4<!y-Rzm?2z0jRrT$I+0BN!kJH#W
ziT_ZzS@MPlrdad^jDSjbjTDdbizqHn#;5^w<QV!-dymjCNt0?XT$K9k&K~#y$4MpC
zXAJ72iakqvs7;h;L4VhhiMm`7>M;&=7g%ufmFQquY^-@n6XuN?ji;;l{BzrCrn`+~
z<RB?;jTgnf5f((vist;I(=L2=*dH%n^~uC70}xofZwI}@aS?_ceWr~FKt{xGUtyFF
z2+{=;ldAZRDAPrGSAU1#8;1T`-~wZEnsxcsn-_3>R>mB)a^HvsL&9)F0h~}qiQxt{
zl`foJ0Tx}fcnJuB)#oOK9<sQ5JT&+`wtC0{<sS_Rhx!pt_Bi=1?IN?r-;19JB66P0
z<JVV^Yx{$;{rxrGh%Kr;eEUKKxvRA0fc=U;p$F@?Rs!EX#Es&uF5tbXCJ0ZvBEi$H
zRhMAoks_+s+H3-XEUs@eJ#{i-{CEA{s55#(Lls}uzmsmT^vQ)#8{<B*a)ss2ZyNr;
z1^O*l@WRzCS`|wmT_iUocM}V-Sf?LP6jpDfo-;Bl=1Y+3)Nged&U6cyD^b722-#L3
zPyreqr4SlERqHv`9WQ9;PSX~Rh?fykGo^q*x`Y;DZhZ+}W9F|fbO=yTi42bqQ?Vm_
zar|pb&K2VKsd}tTe?r3xrgLN!DE&?`D&W4|&iW#X=f%y0yNHeC`UEK)m+;&F+)QLR
z(~Nz`iWccuR}0y6XsACz>~kBm>S)Cm`gc3j@-kMl(7ZWRnuaignbX5R_{&rm^2M9;
zq4Oi_<K58VszcrD?VkX&ZXe|4gm3yCPd_q7hcx@9*SexVm+7ezQ+?itVNI8@ot{{%
zL3?8MEKoF8hn-l%#kM=?AP=AF-3`Fh6Ym>bBK(Jm)VtxC{=-U&VC+Vqn?o+F)9<o+
zF8IKaeA=lyUK<3mk$(Og2o;2wo6g&$zwnDNo^#YpF)+%0zL`O5xqa0CCsL;w@d4jY
z<>cF|NEOM&Lf)PzF5f2$(DbDq>Na>=|6<lNg`ow|!H{QN*5@c@QQ4*BOvP%Csv4Ew
ztd)xbsFZ)=uL^wJi$}um#BAJdk3+DP_BKBjI>nqyC%RsG=E*9l=1mT_LQOWYpUyLS
zWnR66QmW1=);-m6&@Kl+{*h&C(NVN=&3vGZ1n^(yk3exrM4WnX4b|4OnXuCb^_L54
zMLU(R(;D_KAHP#mqn4{KmMKrD(A<n>JvS5w>QozQHyxE8Pc@2kBdmWEzps>wnDP&0
z_wmLz>RBK)(d);CXILGA(k&~}@>usovHgQ}$p5jE2Sqj#qj9q@od(fBe$#AXWJj9x
zeN$5O@0EB}CyPc79TDOA`@VIyoCR_BM;aJ3m!KmLm9{d~&;b=g9^Slug$q;i#LlK+
z?$}xXQ7dd|Q`<Cs+BD7o{&1<^2g*gsv=mjd9Sn*YeQH4_2rusPHz|JQXzD}znF|t8
zd7Tdq@8Ba;z<@%%;Sw|csQ2WmqI&eXElczKPAH5&kv(PCdSeRbCC41$p%s<MJP1ja
zLx;h>r1jh?+t(Tz2!_#03OGzc!`T{&@kDvzZ$(bHlZ}9?s~)4*ggsCV5gWVkPQDVJ
zvoK{UAI3u2n{+~A8Lu!G9>$cLk*&gZ#>=fdLUH$SW|e8R1i+z0@#9<MK}5b;bL-8!
zcB6=p7ah#~$!SfUj5L+yGG4CmTUh)3rNi2?z5%dQbi|*{+y;__WpGCqe-?dqF=q3%
zeWX^htO-QIqrXH{TH8)&^Ap8-=DMyy3<zyO@w`F_4GLv)TB(l@Ms)6&LJp^@hI~C#
zCY8R!z25V})6?}a^^@Y>O-cRp>eR6G_Di4S8d{^`AQL5wN=}?{y1wi$FyLR@+%}|s
z|H1oIM4uz9phr?Ea-Y6LxkyHsRg*Ozq)F-KcUX6)Lcwnm?LSQd8@ola#|D4dR%z-N
z;0tQjP^M|>#PwcJ>&vR4<|GTn#|ix-l8YM@n(BSWlp{LTTR8qTf&jj~;0T#8z=J3)
zx2qq1N^pl7;EkqyzV%~iASYQF;=<JI^ms`Z0~SDPEM7=L)^*fJyCxANAyqrEtaR^t
z2r}nZMFPh^Q;=KS3?%IE)Ivdq+8%LBFjjV4Ye?16Q)$Cx%>4qJiT5&ItOI{ifA?k-
z!c)cHEG;iIKT#VxHrnM)RWu6}sQLvd;!3d|I1pvTrXg)P23c2|2eYKp`UMXPk-qn@
zw#PS88=}!5FwF<z5`-~1gY#=BnMgHcH@05B<E14a{a$wEM^k&QQc#H#>)kqS<J~fw
zhwuxBJ^2RgIYw~XYTFrG?vnFODoOso{fp3?=s!_3XXex&`0$$`a?{^*qG7vQHh6If
zYW@*Bk%iUAs@p5`$@)t+Zv5r)T*Hg`*^E<u5=X!ci+53C_HK<!mv2!(FFLVnqcQCM
z{ESkOO>854L~K16Q&ju~?FO2NHo|})H@2bp=fCX(L#38Gtb#=qaL-3TkkEcT;+X7q
zwShYJFU$+G6lPa5`;wJG3rm9I+<6`0N(*Nj1Len(cdMuV8Lc>`t#|hb+!P<bE-`G)
zpurod_W7A)wK=oU;Fc(IxkH&UbO;}ntI^6>150?pVqT*73Z8JYm2OLtL~U7aO3L2k
zw&VxxZMLp6kMZvjCZ+m8m)mql){D5`QT_NagKj_H)Niw|Sw^?Y&DSkRD@H!k{N9Kk
zNZ#1q3Z~qP?Qtz<8^;+|gGfP4VxB?EvFbk0h#FA{!ms8R98EUWjDT0`OUmbx1K?u+
zPx274CRfi~j=bhCY6JLrGE)6tLfY~O{c)@AK+6OzY{+{4FpL!)o;R5~@TOju$0^sD
z%6^iNy2oyr>}Um+bFaxP0Z*!xe`FHFfAMjManQa$CGS-$+MzqaB*17aaHsb|*<wL~
zpI?ge*1sm5@oa+Sfy^JbSvTJ2cDlCrLkSYY-G9g1t+IYDw9V*xWG3bM?mUAl?`*%4
zVW=xR9I&U?&28ddtU81h)*DQj5{`VpA&J4zTE&Ou)OZizlU?Zl@K12j{}2Apy*snq
z7jAPBi>kUlZyyi*%j6}o+wFI}jn+|_(P->r_M7<;FrS~wNxF`2e{JJDzl?#Tz=pYg
z^I;Ifrk>Zo_hL<-IA8dG-U!{doDSW4lmNGIuhgd3W9a<9*AHgTcHO(AgzLgYsCWgm
z3QHC3@!I^P#CS01Q*L)j@3>)2J^L76u@I#tcI1Z9L>4_*G!d8%V!@jfMIovi&5DG}
zIHy^7sI#wcLQ)#SY;{J$4Vi*6KTMyC0r0Zmq{+rLx+H_KWAdJKHebuj)cTebpV-gM
zP-dEGHooq70cx30N}A46%aghZVv_ccYmu~&GZC*8ri=zWfLY3_ZvAPuR=ghmy~Cc0
z*rv7>E2*;&8w*n6)Y;b5)|U1lIo&Fr48-IXx0YiO4Y3{_f6QE^Di+2TI7A>|`CR**
z%qFI6WEgC0rMJ&(AEm=$Uu$|Kv5Welh2`-vEq4{rtSu0xS!>C8K7Gc#mp3e$m_u+z
z`)Ag6t8eh$vHZ1{dJ>lM<&35Q2O>WXDZUe+cY?x#_Z2sme{i-`X!N!yjh;z?Ct|~=
zFGi$ryaWKbsSh34y7t~-(eB|WMPEd0sUMO)ZX{8u`-<a15f3(i&0ht);fXwFo-HOH
z4nriAZqp6VZ}#d-XKwhyBJA}Gc%Qdn)gvVm4Vm+UdNqGhvEu4RR}Qgr8ELSN;vd(l
zYdljsqIB)k5cn2EiT5y~ehAg?>JtSq+(&#f{BxVt>wd|22f8&*d3?2b$!*wn8}nf^
z!FEV&7F}yww%hqPSQ|UTTgIgKB~5DyUk~zHo^iLz|8;ru^a{z76?rU{!FnHeHdhDr
zCit+Abvou@6^at0Cgj2fR(^F0n4jyYYPH$AdIs(y##Dsqz8rF2ViNHYEAgM2QLzL(
zK3NJ@25-s8DF94otGCv7%znSTxHO>k!~9nJLJOBj<ZE-uL}KU=v8>fd_xk!T5xfb7
z*89e1-=#kNE4<m}x<7mE8W<=SP-F#2i`IVd8tS7Hke3g+=}Kp|_sM?vEe}Jrp<R2{
zq1aa=@c|Jf(zAnS&r$v#JN?SQCpj4o1f67k05eyCi-Kz6rVNIOeCrjwLeQTl>6QNT
z#;#9vpQ?<j>*kOWq;2zS{?L^u!N90P3KhYZ{$sGYEUz<{%ip*On|}Hp(i5xD0<(+>
zjJ1mRy5ZM3LIIyinX#Iyv2EP#06#4zrh(hEk<TG1{80#egr}}p`T#LceUVt)e9@Mh
zd+cKb2}X8|^W5FnzzZ(3+a-^_E;A)x;EdSRYsrGq%_|9_6iK0K8v8zv1M_WmjD<vF
z5^8|+`e}j@EXI9*{Q}FKk$3`5&qy1KB0x3#m+{sHV~V9hpyY3{0suU-PSRYdx<Ns~
z3JsLMiX*85C^cmy{H<;(Gh)=kI4#B2T}(4m!L44-L2#JU=5)gzO<5s~7a0-mwF_bd
zpa+rUE%)2pd!H|qx^Om!PN92hj2Zb^xXm-q>+9fF<~F8wmGga7!a<>7ph+c@!oKD}
z@*iQ1;1{${$9(Z>pSn0X1NUy$A<&RMtjM5rW8(UY-}E%*&laF4FE`17H@3JOx>8Ud
zWbB+pCZxMxj_E>%`ngtG?vR5qcM;$k>Hiup1&n?V;1Kc;1OYERwCQ!2tE|ICyGZWw
z>usc8LG!t8c?(?#^knX#ZTH?@$lW=!-^V{<jp1*!kHU&i#cYb0Mnc1?>pvG(WX4n|
zyU6L(nS?OlHwHeM_&ILbfSLjj7TD8YGD`pW^1!mFwV?D)`uXbXtj@H21Hmv-b`4Vi
zig?{Qv72h+%ABeU0P=4O#3^hxsC)}LdL<_?Awaz>;T;&Fr|h$;#-<6KCu5suW(Iz3
zpy(pKA{Q;YLwQGzZsI>r_SWAqa(#jY$3rLv<zg>n_BhUO0;-9Z4u6)HD0=tco$XG?
zW?Wzpl1=wEA=tQa%OxAWaDhh+*)C+X&nA_yE|C>dA4id@vruOfC-VQ*qr6*g3RFmo
zOW&=dkm5`lfDyevha-3)WJ^ZmLO<_WpyYf79gXE)%w~MqZ};YdyqNPf!F%;i$i*o8
zOzEdQA6;Sv2;b$_ZmB0Ec)M$%^s2#9-6E^2JH;9!s0$c5FXMjO+paO2eW+UVjCctW
z=90pKN2Pa$DcyvUb7mxe<s&t#1HNGSYy?JQ>a+$W3JOgw8x3rioKpNQEdVScZ&Ia(
z3^ku)MgvO|TDpLSl%9=Df78#@s)6Yja5k)EiI#JF4Shovl!XeCxQ(#tep+tUMyqUX
z_jAXZk;e24%I6oDlu9E4qp*37zc?PwLbkrf6)vS45`DD%lDN&FeIjCL^=W!KW9)pa
zNHE>JQ4=dFdGX{h+SW0r{zJEi6et+N{vvWmt5O3?kkRccDe&Cn!q6nk?CW}H<8rGK
z(5QrG7eCZ3cfK%C)z}BKkUphK2c*V|Ow`6e1%Ex=EY!;Ob*U{vdz$4bETX`1aK2mH
zZaU{MGUqX&>OqcIvdsPHlQ>|Cyp5V5&gjALD6{riftot7fR=_?1W|oNBOOhA+wjCS
zv61WnA%J;6p2g_ae=-hh{)Oi+y*%|t6acv%tCT~Gab<QLKwXKWi=o$+V=iowQnm8Y
zl1;47l1;R)giUlnZjdtHU)-+|Ry@)D;=?yS-=(cF5%6mTG353Pq_FA;?Oy$>ZH@w9
zwJqOu=UFF5;{)6TVPrO(Z3+~XgZ>0f=(EmDxWW22HxE6k5BNoQr1pGrVkwA7B~Q#@
z4Q!mm{^PRH@a^}=`(Y!i7+Asp#h3z9fE+AN2C_Po+<Hk|VvojroiB`r&%7Ji8{8O3
zlWFLvD-QS(9027jPvnAYy0uLtx?o|A%b5YtcB~=|Ox{cclz2P{yCDRb9@wTMjm8VO
z!JvS)|42)Ch+OUPlnqog_VSqC4e<v_Jn`@I*iuNc5AbN_202`dlq#KeP}ShY{L=cV
zYuR=;H=1Ov0_VRE(ToZ0l3Vhl9sVwW7aUj${^{+w=s$w##Lb)WaCIR-S@$xa<)8Xf
zvSGxnaE~1o7JFXokf5H`3g~Vh#DYcQBiBanjD3*p+IgLO+sdqu)GBGXrx|MN6=5rY
z50|W{OW6we3=5N|m_&acIoDQR4`8%WP6=oJrJaK&%AAq%*)&A!_)qlEBD_zikr8xZ
zAm?kta|tyX`(1n+JQI&94a~g)4-Az$>=d+DS%Xm*_CW74muX0fJI^7J1`a1+0{kLo
zliwF|{tzPs<)%y;aCt6E_7qj!o42NH!Okrw133sT7sir?j40M&)qAk60K<DUVhQ5A
z9~;k~;57}8FKNCQrIRk^OIE^kmb~nu^wvxtz~Z>*C7P9)Sk;#oN{<(hM0MxfLud-)
zKf?!5zwo8*KD_)mRI(7G>sLQsH#&jPxxFv}@19V=_0KRDK7&Xx7Za3Vd1x;f6yF7r
ze-DU6K%f$1CE$~6H#e9u(ZC#EZuzAS!+4@B5t7mrUhA;%{aBcoY3!=FN9_9eN4s+_
z$af;h$2mE-8zC=9qS!z|sVOP<Ublw8a7P#Yb5e*0uT3Q<uHhC);AC2)Qjin@n)23)
z1U&ur0>ED(Uzs9^kD?H1qA%0fn#>jaLKp@)XDOA9aF`AyQZ3~Q2O=VBa0IO^<U>dB
zxC7d}8JBZ^Udh4)uH)U%CFl5xTq2DeGq@y<OJ8EoBJhamQFRIwaN<DQB4xiE-Rp@-
zCuFH+SC1Qrb;ax_ls!o<6`4A(Gd~&V3>xWgb-YybTj&5?-<f|(M&^xkj7i1RW$t1j
zs~%V-V5LiEg&Sj3k_noQ=0C2NRfskA?8YMa%BJ02Dd7q?XQ-!V26J!n2eXv_x6q-h
zL$LK&(~sx}jsduAzwe9Hn<}rrVc7v+0C=Ts^vHvF)iSKca;uKgHJ3!YEV0l3@-&U-
zvy;TV5Oe<I&Bt4CTKz?>*K$l7=7>XJWP7llf1hcseY*EG<89QW`)-t6f6NR0YJy-#
z@$nM=*XpM_HS1v`=(r;^_79wC5*RP-!o@sagNkN==F=j<>^mZz5ADcr;-Nh(GozrA
zV_FUjUP>c{2(_~IMkwK2B8#8sgFhlo6?9CD^%Yd)_d1#vDq|Ih-I}ZS1pxJajB2Ik
zrSzv<Ow5#@>jQz0kBxi3bKgmmKe#>W)ug^o9YlXY?ihLz(L0Nuhu{vu;2}BVN8C3Q
zrLRm?K<D7Z>4s8Ds@J_~q}`p<q~UE?30MQIWfFjO1g=lIy-+|VM$d{aF`eLL1t<gs
zqLPV0|Jbr+E}8Neswl;uk}^P7`+~<8E!}W_zu@0u5frJ{IRX#V-sAf*lUgNVk>nZ$
zJSR7Vrh?wbEI0Or49rK(>sjqszgJgLP_{)Gez9A_hfWgoBdho!=eB=`qN^2>>MjZ@
zyCidDg_wPll^V@1gv#1&iHU~#%X+6iFI_=Uod;7&IJh{RDvxQ|Ifzv2q^D|=YwsFF
zbiBwApzk3m$O29kXZ*D)uG5^s!K>$+wqA^Go#Cy|SR#~6mV)R1{h;OX5rI^WL*V-u
zD(X9uc>BrudA-`B^y9l!8cb+@$u#`j9PgI=v%@^}RM9W}c?sj@>AEKdz5N@gnhZL1
zsIGvGm8-Ec0bCuBEfp?BBYF9NReskp=C3A*`lcUTECHITe?Yn%hcT{Ssq&cj7)tQc
z&Elu^ldyMvaa-@}z+W+LpxcaKxxEr^)*G3~M4&%X+!Kc#y)$QUQ83|c#Xh__h=obE
z*a*18Upixw+kmc)#7ccksNB2zH-lZ5+|t0A?a&kCS4dFZH`6Wswr1u{v31}L``BX^
zX^pHqP8vZQ%e(ZY*QeuObzn7&38>%Wbn{#iBteIQCRwVWo3NJh)Zu4hJR+zXa@Bz~
z-<F8WwjeOnhVom}foDAmOj_3D-!^)@f-*eL*3v;I0mpYKQZCQ}8ATd0re;VD9h}vA
zJRY34vRqQo*WIs}2|bwlIc;`KyL84PHv-)ck@HeaD*?0sp(KuMG7zFg^Rlh12+bU`
zDcCiI8MCdsqdW2D&7MQv^?T|)wc1JdO@7<H)HwSC5UzI0uq+|BM##=56g$V_bSAUx
z%RQc9L(wgi*iw}%dxh^N()lZl^XMO3VcI3x>u;zl;YVl^eoDL-Lh6Zk$b$}j<5NSC
z`@2e9BcB}ik-Zb#+mf>~T-a6o$Dji+F&pp+F5LG)S>y|JY<rE{m%Zfu=Befzhk^SU
z_S8rUI#G&mvzr`gH23Z!iHWz{F17r&Q5h1HnUO!zoolk^t$O=3t|0{NFQPeNDp=G%
zsE6d@_+(c<nHCLwQ@%3{+j+0Y5_50oU4_7>_))J~$o7r6GOcHUJlk_(BDgMRC%Db<
z^s>wNu?6shX1G7TEiJN0Kz!~B>4Tpzq8`oXU>}teU9EHg=Vcnw#jn<9_^-w_D2Lbk
zAq1f3Fm%<NI<QMz9n_5l1L@Dt<CTUEez4s4xxIT=@s0?E)Xq9$URe0^eI7+-Sb0Z;
zk=YLl8%*ACiEynqM8*HnRwye%^VDZj!`%sn5eeP^6ke1qU<ZrYZuK=~zl*H2u|TUe
z{iV@gAkcr0z-|pP4+rc!*BPtve$wDi+|y!k6iovQ1K0uP0JbGJ_5;ze4I_^p7}=v(
zVwiuYhfv(2G%L1Qx>%HLkxRbTSnicev&OERho-Yn0|+lSNOK`8^lA2V<8i_#0*Vnt
zguH9oWMk9Le4s{?;Ifuk6VRo-+FdRA<Gj?s+vfA0Wykxc+JNAOX9KUd#!%50&ofcq
z$$8zPE&5*{{cWc{9_k|MwR6eccdF%dGT$yU^FS?%14R(NtCYgOAqe!oa=(b1)mHt?
ztzQ};zY#ifVwZx*r7T$!caJe66{kJ<wk(5)@Z8SW2f=LT<hodVul{LOV9ljHi@{mR
zcw*p{NuXJnewXIy)XxxE{R|z}J4#SOr)VmHK0p!XOv$>1y@9u?EWc)PS>F8*OJPGG
z$j}xsACecxX$2-B_~>IcXd@i?3?2ExQ%bh9?1PSgL39rTz?RF#RW}mS{i~+`-WsIS
ze?@VaA`%+@a5dhR^f_{}1j^??=L=6!Lh?76SH?c(e2+4p3?;}4*|0g33X{)I!5`b%
ze)4=^&g$$+dImrz8`u4~@VOT7hYC-K<8$gynug34`I*0=PmAX4Io1%N8(=oB?Xk14
z;@Pwwh`1VpBeJ4w$3I$hIHA`vVJ><c__(TE>tvr3r~J5PNVmcLapx0i|NiS~4Vc#B
zWgGT9RouWQ@s2xV1V~GVJV<&tta|^<Xb%M4ezu>>T0>5r*Eajv*)9!P9fHOChBJO>
z;&L+meczev_MOcAFKM!y{}&G$@Z}1}ps6;vk^YpK!b4Vh7qkWhmw-%ib%mBmC$dq=
z->NE?F&q4GTe$CHA-AEhV&i%VUKdged`_;3a(VIUwaPh*I={M-a_0#qZ#i4w^9N5}
z;zUTY>~)n3Kskd}=%wyG@4K-W;yM<(YjtHOdja#Gf`4V|=F>v6-}_>@t&1c8=VKCC
z#ddNJg5{5M@g(!PN`)t@fXE~Y0R49lPQsDEMBKigM_MBL6`}RKdgCFSeG}OG#M_S%
zcO%bqCzJn>-!%q`BT%7Md8Cyujszq!Vv9mRq7o>$VF!g{iT=N`08pz<=b=_vEaaL{
ztFK(>_!NT>Nln%SwdQo(>w;B6g{%`d!GfUcI)61?MF8&Qn*S6Jy8lFB+1$#=l)b)k
z0VqdMLQlL<d7Q3!OWk{w5iH}cgrwJ<ua6xOdvPWy5RT_gz@$?r%w4}*5`bIj3X_*i
z{^hpE6lA`Y!K{GD*gSt&6o9qP5%3gDerKNqj1^jLat)}s2Pb3NwjgXg9K}p@A`snM
z$6Oa6H1-Z=Z4YJy4T!phT_>*~M=;^l3BaqYY|OV0#ik?COawfH7B?{ZmLvdl96GL#
zaGvS5=a>sZ<<5g=%$iUxRtF<kkdX?x7Icl)E{ba;k)rFFv^kJ%qjT)=xGV|4nDu^G
zbKoMoF8h<Q%q7Trt*}l!s)!Z91)vC!Kj$q}j`KoA*nasan%lLOo#aJ<vh+$S0E@gA
z<5c`<xW&3LEI(zfvg+=`$BGuW!=KBs_qf93^$oo&ZFfEqtRetnt4U?q-t&yuq5#a^
z5v*crD+|B@pLo_{t1J0k03!5q;n?a534lmaDijD@vG2Ub0x;9=9E<K#AuEGOP8LD_
zLIUuo@OvLTeJOoL0wB6H{(^|fU4OX%loB37MF<dDo~tij<NBK%98NxqiJo(1CwOtt
zo?pW5ziHKRF#4cGeu90t1A31dFA+TB!4p=YyN_B8TW2r!`s{_PY}@ujK8Q(3RS^Jc
zwUx;z`r{-3c5X53^>e{x$S(jyC~9dJID`tOb^?p|7bXDP-7mB6Qlb5bbXmD^20Eu_
zZi`Qaf_JmG2Wu<<HpeeX+inTx93faABw7@Apn#!Bc)H$+!u2W_5+$*RgIo`}>oFIA
z62M2O1Q+i<Wu`s_`68a(V`KDN?r1AJu{E{;7M9!sSmnP;MF3`<nuUJL|AgHUA8Zy#
zel11Og3ns#gpmt&u-7kMX5o5jx?t|UmMXuxAYgt0AhVvz!(0+63jh@&8N~!h07kC!
zl}Mjo0Ct~_V?H{SN5Zil3+GmMPEi16<q81x6pUWyr*e%e_FqsD0A=eT<IxM&vq6>s
zi2z+gcCNsw3j&e=T;KvwbwGo5f|Kqe{)K|{F3Euy<uL`#>{`iA=F*_%(vrsjC~sg(
z@D@gXt3WF@F^J9#U5wf@71o~na3N9A(q2owgF4-(;h0yrN~I4xABXh&nPnCL3eYK+
zg$`j7nWoyD#kE_Hq-_-7BXe8%JEG-LlmL)_K5UJT6fmTS{U|{Y)Cm9)o-oTUm~|26
zKMxmxDh!XX6olV;%+hyh(9X&*TeR5TMs@<16{YS4n5u+)+iK6!!Po~=u@gsO<8u;C
z2hK;=5vwqI(N6RjwFZ60SusMFRRDH)T*2bqVa&W=ec&P%39m(0fnqUaZWF;M^N<RC
zj|fO6`zoi4Y(bUc1b~W@Pdp}XJ&P^JqOsI5oC%FO0T8<lNqA^~3ii>lXV{+O0#KC^
zBAA#o1MkJmyO{2?L`vU%7eJGCh$OBvt1gU(G!j~KJ@x(m<7&fTs0ErVX{nKw(C}JA
zv`g)VYgt){xRM0_@K{{Ck=MmWfiv>4mCK{dS5hlY`2bIHO?9yarXB+EGx|P}iU>}D
z#Qgp8lxmzV9A6X#DrBNl*I}~oJ#l~Kb5hBAoh>CEiG_9d36>wF^O6|7c$IgJk24k5
zL)Rdli}n)}j>KLKatp-dBe9T0Ato#ZMDrkEr31D6Wa=*p+EAru;4KQ;bMpd$trvE|
zuhVD3Voozv@{g^J*1rzIGJ6Ls*l7#n>1M@>0L2&T`qsseotsoDJtYWHDy&FAA~KQX
zxe^JL6M?8@rS7>$nR(H3vFj{<p=`p733nMWl?#ambp_@x%I6`{r{2vABvO!&@(v11
zB2vBvIv)iRPYd-Wzo=1psdR2SCs`TF*F(WWx$8O?fLxpq9%QKSfN04r%HQ`(O{p|_
z`)>m@YmYK<ThHu)6?QJL9N&&5`Y^M8V0|>{I{<UG*`oXMU(tWXNYwqkHFWzlf<ez_
zFq>wn-f9qp!>D5i>_6_0<31N~@MH)M`(I`EnN0jM=Wj@ZddO@i5}guAMDK}A^j`Vd
zoDNT6U3&DI5^bo@ozisuB5$!|BISMQJsn>>9wpw;{=vEX)A#eAlRf`X#dRIey)L>w
z${nCYBRV&w`ko3^?0+iv8uO>~(&x1Q*-N*j-$2=ZbX>RG<5J2q9qVLhN{Q<z7l5|_
zH=#n(G+ft(hAH&%EzA$JVoPovzY&JPM@Py|)VBo^H?0|3dD(qaw9s?X2yEDM68$Gl
zf>HO@Y?R-h(-*U@yoJ_|=sRi>22WjpQFB*g^71X1y>1s84e!c^1J@jGfSN;%*hC=u
zU0N{VuojL*-`#QetnAO3qim@10&rR|Cuy#|aKXHzCAH58tpSbCr^z=jzkGsOek%$r
zuvr;%_{-G_po~D8zH78DboyAruw6UM5lBs>U9s&D7H@V^N%m0(>)j_YZs9sM9Ju4)
zVdy?|41O9n9ZR<!VB0tC^~6DMJ`reDN0k(S6XA*|zSw8)n{k!RwKvs!5$n4@l@<l7
z3-+kLxq<9ttZ3*hGKS$KOBnZS!&>?l0|sH@(v8IuzNFZDB0~0hz)^NoIROYsdBD2w
z!k*k_QT&RWW3RG8XSE(9ecgdw*vh;ehK|ITCF@iM^^_-e9_6zDzbmLR0zj+jP#}+H
z*<BjE`JL*%D?RabU@)Tr>i*OX7X1fc)ROhEcMp^9*<rtUY(E@WuH@fwBnU?WuE|~>
zILZfALI5a|ANwqet)@ePJh_P{2XvPjqRyD+F#V%Fo08jfa0i(E*d6A5`e5*^#c(`%
zvC#Xs+btZM98Z^-{EjCIKL<zEM5Px1uS+!bRt}5gw|D3wI}zoA@wjGaJ$MLaY_Nyb
zzEf;UZtDYH*n2ukqx<OO8O<j0EDiB(oPFW!by@bhz)}9F)B-^MJ_Y%X-3VsWYs*bS
zxnMBcjIF;nZQYJC-%}zob>9_7da@XH9SerD_Z8Xe0ms`zr4#@fq;u)vb4Gsh_x0B5
z$xgzG2K{EE*%mPC--8AA`c0fsuIukne1OD&qWR<^5ZU**pU1vak?eEYE_XfPc>Aby
z0&wy|D(l{(K{^9nhR9AtIib5!A3x8WhXdZ+{N{K&s8j+#sk(_Y*W3L>-n}QlaB4#|
z`e`6s{CR84@pe#Y1i&vYou%!%-3*7>ruwpzuQI^&w~iRLV3q98hU48ur4az?<KKPt
zM1i#3_Z50ejG6Dh`Jj*N&xYgOh3o=A0Y4h4MFV%<*FJuAFdE+&?S>4Oy@GJO+mKBF
zT#59l57`Pk7oXlk;Po`j@Ln!E@hS^UhPK7{m78U+ARO;DWDx+GnB&URmq^Hdg}DK1
zP-lY)^ZS>a+f-%e<125}9n=LY?OkQBARO;DDpUYyq6MGJX-IgLjSHFS=<3+JK*fI_
z`~20xtX~i8I36N<1>tzNQDFk$7n_c2uXETu`v<T4!P2IQ>?EtKpwWF40Ce`@S$G_8
z7jInv$lRy?{iu7HaEw0%^UW5r6RfgBf4&JD-6wbD;CT1(Rs|p^@g5Sh-yrC2Dz=?H
zg+E-!$WE@R0OQfk(QWj2*((RfyN|ab0JMxY1^H;~{`!l%QP<iGZFh9Rp(KCV$yM2*
zvql$n`**{vjSjL`4vu#p<t_l8kv9e6E0)pjwzrQ;<sNf#y6gn2teES+7Na*VMco12
zVcxed_IpOlUO714eUz&J(CRES8?VQWNa$PX%TB7Q27|Rmn7D5Z_MPG6=cpKzn*exU
zPQ$gVY@AEYz?t}DG_h?VJE5u?$ow}S(j5zI4#-|HINlGGivZBdx-@p5e0+<ojo9qG
zG%GJ9_{dGFssifzGa1sBng3f3`N>`}INlGGNdRayl(W||;2)RHR@Qx&SKN84<X@o&
z)89I<uD>;V+-0v69PbaxBmmU6pOBM<xo%srDfE!+M5>A)(WHq!Y25!NXK&dn1jqY@
zG6?|9-ZRK~IIGBGH(H_R*59CSWgt7LsuB#QH$eS9eb_{wa#se9_Yb8OfPjPymeYSQ
z;yju!=?;@&ZQvSy1rg8gv3dMj?Pw=ExhfL0G<VIVH5IG#POq+5rd!0c>g@BHOKP&E
zww1qE=g&46JbQ`k6@laZM5zVfL|6(oUp&Ba`WK$sipd+cz}n>m7Mxu#I~gkyWWv{2
zR6{}ZVwTuupf&pz)L??4vq~3ceS2bs{V~}q0>}G_5(@xL+(8k4Lip1(wA|5_5uxSw
zwk-0$EA}`H*Bi-B%nE7sSJZ;mEG^B5pAWQxuim8kXxOhm4*6Y`y&`bDpD2+4(3<Q?
zZ@^aEecvPgHJ8`aywz7H0F$+#-?ce@o;FYRO2F~{qC^5f(|1KYcnX8}JkUqxyVms5
zwfrJ#{$UKGcI~iat8=AVW}C7()xG9;H&J32V834^y6yN0%{I102Z!z$d~_t5+qIUR
zlobiBnPnrt)<kWX4(NgfdynC2(rqN9+(F8n$4I>O2oVVxI2D#s;T0h|@g81h=YYz~
zSJ`;+>NR^!pIu45FMCDhcsnRo0BB?%`TdulzC^fCL1|W>h>RzQdHI+{`y1Ibm7S0k
ziJFURmWliX{XvcK(;6!jRg%&k!|hzfw7?#MW%uUI8-}dcInp%{`ROw%r)3Z&j<=5@
z1%OPzxMx{7eJ2L9{Z^v;-oE&A|8#`keuST0hRIIGiU!3!D0o*U(|@QD>h<o8Sb<at
z$!VCdd^f{PD`z<Q#3L*=T_WM#N6!&?Ed!U6?jtnz4tpkNFWp9r@IFfTJTUq;E?vKe
z_|%6;Nq>Utf@sj|!021jGdvlZ!dmz1w-pw~`M7kJ!6_0yO4ybmoQKNodztuaV}K+8
zQ*6%Sn(!Se^xXuZAxOESIM3A^58)SiQ}znX@fHPu;1X~ZEw;8-N$?rDWDS1XGZA%G
znZa<a@p}^xthuagt-sb(Z5VWDjlpx4GE#*^C7^E48So5>hKGLy4xNd{+?^qqy*(HY
zp1dqz6=Y}U6!@&LLPWh7e^>3c%oka>aP=-;Wo4^;o?ie+e4akfD)Kxe3UXIsj<+ZP
z9zqLp@<K8?jvbD=Bio_Qu-0t8y68ultVbX=>lvH$<9!GWQvZFK1Yn95dM)?^P9A3^
z0Wj}7ONCH5Id8Ch-+6348qMB6dG-ok7gAOB3BH_$+xIgi0+JO#t^A(TaX2Bg>iLOH
z+YSiU#o>T!jO0{A)BdVpG3@tNEImfYQWgMT!To#iR3Su{lkc-uKU}aN=sai6-;iPk
zp;zw6UXeM<SpeLElUSx7_4iYDpXZ%R*dF1E@q3ox54&j?<~AN}cXfj9T3y+RSy9lQ
zqpcCqYb>mR<-W^t^zu<`I=6}C3*=b=TKLs=vRVO%yPn4WQ|mm!$`{!=IY_<x6caWF
zst|hR{tJwVRLD)6Y7>N=C$8XJOd3`>U4)%mjI=MsY!>ehW1>MqGHFX7Ze~1X+sKs|
zzbODd7gOOQke#d#WdWFBdrooz_Iq8$v~5Ayd*&)T4;_<)g9?d}+!dLloCUx$@)oXS
zW%Aj3m7r<#e~QNxxW&3jSR1fbWxK(`dI-F)DgZBEWnsTt5PN+i{V9g5^2X!LR~iYx
zl0D(lwp$sQ7_-4&vK~eXLPGz=aw0StyG~wVuSqPtFXmYnBm_kXz<QU+Jh2k20oqQ5
z+yuERGDkTJ0L|um`cAY80m#><R$p!+$_19=uYmw;3*Dw70AvYhPppNSLk*$R-vVYo
zcgHdh{{jMV%u7M!*pvrM0H`}o69KS46)SCfCiwUCU2-L^2*(+|)(6Y?p2so)OC7^8
z%Ptrz1Q&w}9hZWGVo6SWQltR5_+OK@-Fff~V{?Tj>vgv56`7-)1%R;E?}CE(t97Bj
z$OLQ7?7_*~k+Ks}HVZ(*wBHejN5DPe6g<Mca3a_j%Xe&pL7O(P=+PTp{~U$o4$h1?
z>S6#?$XB1UBZR%qADE*;=C`r{>{cTH<US+{<R%lJK2wI+$3I;lIEjr|$j2{A0O-1u
z1z?OM06DT(WRABW00f7VVJzr3b<-wzCtgD@ho2c4TJ3DlX8tj?t}8n+D++9+Uvd8b
z7+n~2Z;A2Cmczx<56-6pv3QFU*6civjgF@n4ts{F6@XV+ui-DaUSzgYcOVra>##LG
zd0lmazdd}duSNnuE%W59XIU4bauHnuas}*9=6#ne2`&Kd7c|NQbjcm8GWVD*I_&Df
z2K{Uo%-Z*DDevNX0kkI8gnp-%Xg**N7H!@y5k5bZ1wg;^WV9Z<7|jMPK$~G3n7K~b
zfK<dty|ZruCJN@d)xij6zAvy3)kpxSP-LHichs}6LGa;;)TcsI*f#2Fq%KD~C&9+`
z5*L8?3?)hhKAU)t^$IKx+4|n}{VRhF04j|9leM7Rt1;?z?S|#HE`^exu=jYN)Z*X0
z|Cr&y<4l!)e(K62lUyum_n)z393nOa-Na-eiW5A4`C8hKMB`Cz*PSRJ)Lloh1QG+~
zfS|aI5_^cy6gQy2qq3zScJ)0MED_OlprX7l4+2(Qlt=*1MBl=O3y!5Gkj`oy7E3T#
zV=OzFOAB>ffm)Nbp(l{PPKOSdzRI>p@{5RyOOXhwT!?hkH%}RSbkE5eP)^TPE-#h(
z`-zNkf<I5hq(VXwef=J8<@Wn4muD|tBj);j+_?Kx?Qx0pBJt@ONo2%w|H%uMZ75!Q
zmatz4&jYBkDDhyR^{0-b&bpHO{S-(v8P*o&efpsDh%sn5ya!sZ>QUuZ1J0ifSYwnP
z^t(0_$lp<8@{6!>I)fdDd>AMT&^1W?Jts4t(r*2uZn5;;lcC9Q4_1s5p!bygqr5MP
z$8n`&c?2i3?-KIo^i#KBfbcnW0lJ@4e3!0+@(1X(I39t{;h}UMH>G{$uEZRrN2z86
z+IYwdmP31^&ahUfGp0F=CNze@)CMq^T@U*6>Oy~x84PCCgTajYY|cBwDV8uD+yUl&
z`(ec{#q2jn1%GmbK!9lnt*Vp=kn2NMfYu~!)E+4OzIJWVdf;zZxM^>R$gd3BgZ?-o
z+z+`c1IPP^QcnqXG%yicT>P<Qy9;J)u*cZt8!=?=atxR>3%$loM!yNu@#Ey#_<8z#
zHs{@lg=?_!fS1~1%|5wKc4Gg3duR63bP&YxKZahEwh#>-@m4?tk9bf;1P{au4N4F+
zS{lHk2nYy@p#~AFAW%e36=+2Yc-8QrRlzIq0ZA|>YK+IjS9gg<Q{^z)tv}}BlRh*}
zf1Px`JG(QpGZy4~bx<vw4Nb^=#O^(a{IcdhcK)IY8?5bp!v6@w_~f6D2Olkq3u1m+
zWo0G><QZzn4k;n?k_drqWBfMH<Z01mJCa~3uK8ofXB3`mL6yyWE(0OPA6_E>7adQq
zHX{xG5#b0}x`emPPFWR+x$8D!#+qo%*}p<)!_m;>o_Ty5V>of1KQmjoOKQ7OaQ4cW
zo&S{8K`TEY9Ip`o2HRGYH9KLs(u10g$8PWKx0tc$+zO97KZ{1R(II?tPqwAW?YS?s
zx%fVQv>|^vP5vdk1g{c+k+9wG$F;#;&pLmm9J;7b9*q=M+J=2TRxow8=`M<^J5XG8
z{X1rB2g(|q6z&sV$A2XNEag<v)9jg$Kg$R5bU$d;1|cv)kCPW2!hb(O{B8a#0btZP
z`VdmEoTnUBiIbo(X!${*Dk%_tn`c226AazTu&?{|AowOsg)&VyV$~vd_6#+Y$rE^5
zlcg;EmoMVy5W%rqkXwFL`0pl&e}QlTU>A?H-Rp<l^^#8+zU+K4;%C_TKvas6ryMt>
zWn*#tE=*g!2C=Co7>mkrtg;QIjdze^X-0zSIKtw$!#`>PG#lpf+6DH?26D2Ayez!`
z=Iry<$02%8I!|lnSG1ziP9ZxXZG;Oz`=bHe|M(Wx=MI!VZbONy0q1Yr{OjMtrtg?*
zJCS*&p4TpzO6&MQPBxL3h4<v_#CSxw0Ni}>nvWCvF(lU=3qXFWRk(2oLh1+?0Q-Xh
zq;}-E?aNuKamHn{a03y9lo2ifbzRR;_UP9q`|NNovT&zxBN2pD5iS7E{x|6T{K0La
zusmCViH6xw?h8P2-f7{6A_yrWQ~+28fL$=Mv&G=H`YUo2INW^_MYeiW-*WOuLA0?5
zLTU&TfUak+@bLX7e)afpIeOn*HB#&c5oL)-WxGqb!3aW12oV4_aFnh5S+`G(>6&qU
z>TXoo9||`bK}ZE50?_$%5G@1uMlQ!aB7^*Z3JRkZnz*5nWW|@dgd2?@q=H8UfbHXZ
z2H)}3|ERO{H%{-v%X)SCFkYR<+HYq@ufxKv2}n0r3pW@+NC}S$0PE&+eRz+Unr%O{
z+RCAhpAPNnP~Lc>iwx!W25vNF^44I{1|kS4<MAzksi6XXN44-jJQ=FQuPgn^a7>EO
oBPFkdm+G>{8#9IZ1mO|B0C3B2o;sy<MgRZ+07*qoM6N<$f+u-eN&o-=

diff --git a/test/python_tests/images/style-image-filter/invert.png b/test/python_tests/images/style-image-filter/invert.png
index a3a94bc9e7d8a0e1afbd85f7f5cde43c49b19904..08d3d22f93cb78cd70da348aac10fdb7b44f4e34 100644
GIT binary patch
literal 24127
zcmXt9by!sG)81Wn>27I3y1N?*0ZHkUkd*FPTBN0WDFG!#32Bh-?rxFp+;4e**Y_8D
zan6}DXP)PonS17*DD}4rSm<Qv0000>Nl{J{001I>0s*MVh(AWIrPcs|39^!$w6=Hl
zKVuX<A_WrqZpraK=><{7>Qd^sepN~_+?k}xnNbXNr1t+>z%`n3a#GTeedG4ZPv{fh
z3kWrAL9`)6O}RnGVk?{CnSA<V<H!CEs{u`JBTIg}BQalQ=fAJ5(PRsy1*^U!PT#x4
ziCFND<PiOxUsxkB70U<PwP3wFchQzi{u2m@TL^EF4jkh<g4Q8BTJ1HI;{1-Kj8ye&
zkqeTD`wJlf#J!($_ovpzdS?Y1^IB(msIX_cb3;7b0B}zJM2~`L2^w2&7JRDR=4d}a
z<p59=Z&1$?@!;)QFA!L-v=&GbC|rhM02DHA7JV{Qz{p3W$oCfG|NT1{1JJ9?-DOp*
z0**L<$2|gd<$@UE{sIy2bTyB=CSw46i?B<#{wZyqx7y7%o)=%}x&~_3;J5)ZY^ufU
ztAGP*vOug=wGMtm!}p(>T}ZO9MWUW!D2Py=C2XqyA@a8u{2bL@onwLP@+hDQP&vyD
zSE6!T-=Gc;&1Wu<WK_8AfItgnoa3<+{0gsBz;z0X7CVXb4*Fes1hsJ-;U1mRVM{|Y
ziVN)X!YjcWl7b5T&l<eEF&*f56BH1x(otaZVGMh9E~eep6bWq98q7Lsvi6YUpRLpk
zJT^EX7efE<1*i?#p*b}lt<a%jed1iPE^;M@BBa|lyq-Dde=>?3h_!I<>z$o}Yo!3}
z@Zyb$!V*wE<p4W?K0j}phE!p$<NP1}c+g}PHp0By@^UlAa?5SOtxd?<N`Rt0%PFF_
zfi(s2O2HRK0HFb_JecK>M00^bA7?BP=EJ#~_noPX%^mxV@!Bnz9}6LYNY<G)V&31>
zk+ynZoFa`%;`Kw4f4P_ipo{L~2E0cQ6(NQtrlmD_OyJ0fHviq_^hr}MpFp~z4|pvr
zfUbt2{Zlu@#<;hLRbb8)uax;&Z^Gs-{OXMhYY30M(?9I08)v!QRXIk2oHvFLB#$8I
zBpMZYDcbXmd~97feTs{2hCzQM1EHI<7N^@Q=I=1DKOV>2iq=Ox-LHV3Z^Q2~cpID<
zO!nZ4U(GxP`YZo;8lQZOdq1S&2<0_Aph^_6`?OyO<hNEg@98@ROEce*20*g95)0t1
zv(IMu7K7B$pS~wtxB!7d&~%@e?~eU)o|nR)TJjap^pMiz5Hx1~*3_Zyium!mrSf@I
z9i1^TUwfUKOv^ucMtmE)wFMKC9^pUM|L<zW+;&iy2UaBq-d;^Y&&wFRN3Z`~IGo$E
zAD-}MRrZ}`|Es=8YpbfhTpsuO>k`QO9YXBs8!kA^q!<Fr>!!iX6~hzni4VWJG2gpf
z<a8DbG`U#45J4P|Ue;hQbsmO>cdb@tV<S#xZhRD;jGUeS)L&(XOs?VQqNVk*p@mt^
zR@*ycC`Br$ql-OqMn7d8&?4;6%;Sw>+T*-PP4sDb{-=G$AKm!^5Ygt5`U*exqhpLY
zxew*r-H)vl<AQ5sxgFiGkpHw=$0v+kX}VJ`xI;dK?Y0%VpJiQy{}`rV5`E|$8_^(<
zJiO${12BD(7FY_=dJRAH03yt4B76nT4x15hls{|3)FrfM(dM2A`!P+;voTm$pT(^5
zP^E1I1~<rAc8ap8UaXpCJ)2y<dU`Z!SZHa~j7cTL7`@*~gml1DS@~5PA>H!fI%$%Y
zInX(NP<E>DgOGm)&N~w_#5YZmrc!cS7Qwr1IOLCWP*W&PF~FvV47X@3pr<ooZF8WI
zk2rPUwNrk4J=&AF`OCZGs@Uf>v^YU){%pH~0jq7n(D6I!<+4X{cVD5U^ATKh96IJy
z0#9YnT6B!p65&JXn7wK?9?C-O%ezs(7Z<dJE+8Wg2mfbTjegP{9;6)ciyC?^;=$&w
zar=7Vh55hIe%%~HVy-fCAJhv_-CY+$JOa6i@PW%?T#X13;7!VB5#VPL=<)5ALSMiB
zAZv?`d?}C{Wu+Prv_RQw7T_m`E^%MSs!{wKX?Z!;-2X~5T+S>to*LOZqxO99fV};$
zbJ*T-ejOCyFJprjc8$S5{Qm5khqPt=`B^`YS_`w3*Ul<c2^04TlaOGr>H+^`k2R-E
z)PIRL=e<EIa>yOA;EBXmeYxETg8XL<#AZptn_xRbpE?wj@wi6DoZkaSrjt7~y>sBH
z#U8*1U?CC2)QbQk&jnvl3^If2H0E!*AGn?t4hC~y|GU;8Z+~9DwU_N>&@Ih$WFzTS
z56>I<)pzFib)`ZVb8YVuZ$`4ldK^&}{?&(m-A5ae^o7)+U86gb)Vb8JJHL!ald18C
z&f$Zly@}%uPE7tFKgSbiNw*huz4&WuS$g>aR?@9kx-`4tS)T&WC=@1-%+<UF*kmfZ
z*w=~KCO2OF@iK}Opwh9~-0X*Kv`|yl<@`y7u?YhcWFL&@OdIHH(XowMLeED{*Q5+g
zYW&<-p%_v*k&FAU9zGC6_=tk4#~#=)jSIfJw}?k>a1EajGB^tNS5NVv-iK#qUg=Xd
zGyOYHIyC%9WOQ_(iIO{^avl(6Yjd`W>c3_dG5$7cF5Ml2VHSV9$BK2qyJ?_LO<i&i
z$#GL_4$q_3637HKexU3i>mv$#U5(9?1l#|CSF4tzPMD`CL4ZdB6^Tn}lC=y=e&72v
z;FUwKsT?Kgw)mn>r9kRF^&k2d+*KY@-Wau7s{^`I&X%vc^IJT;w^#B@QsS(<&Emf$
z7WCL7rn~%ZyjOi8hyzx*tfAMv!l4Byssu*0|4vs|!hoJ554qqZET`p0<*NR3Vq$0j
zOqmPa8oz&4WFWl1;7Ea{YIT4CR&MX+L?fr9t?m&a%nEDcDEVT>f{LV%@%z40&+%wI
z=ta*Fw_c4XX*3%sBYlV`G2uz`j@{u}tT$C~LBTA?dBmMA$|@n-1I5s|aQ@7<$+>)<
z{ByS`Qijx6%@&o=ok=Hh6DkAK=CBM`_a^$&N)XXt+*h7X0-#rfNpC?{+0FbZzWhAB
z%(O4v-HvhO1RrIyxSwVj2)3~w-k<BTjSGlUUUPq9AePHEqvh)B1rc}peQ5;d?^pf1
z7s6QW?G#N7UTK@#E`H?<EbSWe`uzSC-}UG2%VvKu{|9XyUbsD(`Vdb-uO)E8LOG-v
zKp5T(NR9}qBR26XfBlNCflv}H%+y0n)tr2NwX1*5=a@M8>%%M5_9;z>RM!L8*GUp1
zt3k9FKPV2a8Y7et?iBEYYhahm^VL=X9H_-Nf5A(}c0+7>9NVK8DL3TVOw*t-z52?=
zPfWVQ_|6b_^mC7@9mojqm&=-DYG$`;DJ(~QjpOSUPm+<rUSFCdc~(>zayTUMYA`9y
z4$jN{;*;{Q>{vKk`3kwF3gGMBea*dws*X0GkMbnCwPz&0*&S&I(yJ)fM;)lKuea}p
zmT!BFn;M8?A23Oz=tPzrUK(>Rl;n>>uJ&PVrtpLMgt5stz|T6t;2u}T^7A$wmfL!{
zl}`0zHi!z&P)|DS(fc6MSDoxM)j7Uq?)s$6EaTPtXp75HaVZ^=me5}U`9Hku)+p$G
zGnmmi03L)*khbiMd+QIUH~qXr^GBmYzOIlWaQ4fo&WmHG!cG_!8mJLP^K4hrci>Ox
zP>@AEsrAGl24H%NJIyU!Q88T31kks|I5Bxk2yJ#b0N%64(uoCJQ3UHcS@b7rr-QB6
z*C%&xCJ%Y&;GV$`8D7*D#b#LL5{VJXhVcp4Codv$qd6G>71vE`lP?^{V1v6hrAt(8
zS@NjF?aTNOGgTWZx)$jvN3p;w5Qow=_wEw=1)A%JEvIrpGNe4Q&U#>F=WqOo%GJKy
zl%>3VL$w;OH*LWylOl`GL#uc&v-u&CD<`6rX^uP$J(dRXE!RZ**T)*VH_8VSH~pt4
zd=#i}QUkuzhkTd2@3%5wSaPd8S?>E)aIA1mJ8K(lHlL_058Ivd6N;l$-c3vw%5DAw
zSyM&1z0xi%)#sq)Hq;TKM*RroOSt9%(rD&=Qe>Tm%z5!q>GB@8^RB(g-~gZ@;RT~h
z8jlL{7&8Daj&XLu`muTG=K$Zp*}1drrARK!zT`t*^kHjIHP;jN-~9?5T&T6EbwS{0
z{P<H7w~gqD-=4oD0ddIoT5h(f5kTe@sG9#yfagf^^$3zQP2n+YJzrb}@KeTrj8_~;
z)+(S*_7z+_nmlIJ`ITom9e<hWapGF(B`07zxcQe3nW9(&pt*x)LXDM)Y1ZxBg^!JB
zamj+T4<tnRMUw-lsMr)P9=U0`Qx>e8Tn_jGNbtZ-ahLV{s3a}*t)g_MEj>FrA$r#3
zHEzsFm_r6&j9-4fdr<N1&eKdS{=_Q5(4!BEmgW7<jWsur)Ps#23)`0!wSCvOD;?l3
z2E)q4It0azZ^H5(!RH$z7HSJv-bGt!OaKyBYPyR%I)~4#;c9OiU@OO}<Ga?#3qE8@
zV6z4qz;H_SkcHrn^Rq<1-IoMYuZcfcwcY<*+eqks&7rf>qJSFJ#1WmR4&c+)OJlTw
zt-aA0`&kM|FjI%kFmh#doBdOJMazCq)x;1Wc!xY;ug<OpVlysT$Xlu5%Wa3OVMRnm
z{t;Y#byJD+sVL-_y&ICBu!N6JczZ|~=6kvUu^xcj_o=0!1MpHnW-4r-!C)l-lSzW>
z<Hs5@6%#<|+Q9weg?~4={qB7fNNNZEmmr)w_}vG$R~%5Om1F-Z8P&I71L4d9X}DSj
zYV+zZyp@A7+`r_#`TbwVZ4T|i_je1{6Wj<Gog{;mHpDU02%wki^|%SQxJh3sVbi(Y
zHoI0absw|nK_@8)TO^OY_qQ*FH+<?=Z4O_>^}GDq*`(O!g7f_<thzy2#*S(*){G-z
z?cl@Cimtb0*}RvPWhy!#im}D-HXV~v_Llq==3VDm&V76atNNF1nt(JF0A?egc^no-
zZR;4w!_tzjpXqgtXTMVD@hztqTnu{HJLSy)r2FLbs^<43&3L{dg%jU2O^~*;b)>aq
zyJQjdeE~y_z-2_ztvtq6rGS_^5#0iSclY+oSBF&ci;Noz_ulzm1DOb*)YvAy->NN3
zg(<^6r;#l9ddtrDfld8IaoHnq<ToJ(HqE|VT_lSPgJCkeb1yH%T?p-h^Fshz+`yY7
zDPq^~gUYuJ(HR*^H)eHj^8uK+;57{T=IJx`pZoc-IU%NP$9kY#v49>sTOTjQyZe5|
zGz0l<Jg8O(MEW?v?x|o$tkLy?k`2emj9qx*1`Uy%;II3#C|So5j0?^w7Yxh2xBcGU
zv1SR*9<>}?gxIe?busoeK0;sr4dt}vp42j^?gKSs!P6V@Erk^;FzoabKBFRj2U2l3
zvu}hS?2!;U(@CT5J;Y>P>$Cf)I4dZo7qzmWb<P=w4?}~?yz-CpI#PQ@8DDDRhAp9}
zCDQ95#mNlk1Rj^E0Q#~8QJdl<mpNgJ0zsI3I6dH5y_njQ-s+qyn{T2qXi`bBk}M4v
zc}H{T#kK^nqpdJEVVwC(|1an3oTw^N9~q*N`oOR>{HKyf$qUu}=#>zD^L>w0eZYkp
z84}aNE4y`q!KL6c^mfO5YsQzk?{G<zY1t&Q(2yD(a-VePxF=GH5y>ol2&y5Uy4-sy
zmtbQVc1_K(PfNfup=4wp@%@G$am-lmR5_B3$&YP%VI=nFX}wh;xG^3LVfpvGmcyQ#
z@gI1BLNw_|!D_kfe>FJ_uiuccWs0g*b0DST`A`kJM;6XkcGIIvO$Ib^-}$pdco$h*
zWn{%n&FJeALSR|=29-8w?40aO%xE*vtLyUDp-;n1kpOjG>Tay9pkqgA#pvIFFzt?<
zFPS&5;^b^@y+*+83bX)sv8Xb4>R)vTAZZ5EHl^hw0`oML-KzbL{}Nh?_8Ihg%TzPz
zorcU8Gxa2b97YeuBG^|Jk@%64IiPX;dn`>7Y4in!nMgiyy$&p9XB2B9vEG=R4z>l!
z0QkF9uw0mFAX_Xwl2R=ItqWX$e;Xv88tcgYMcdTx2S`&h-_=YKbCU;`9oOxH4)UE(
zMq%+hCf{l;v19YHG7+?O7t(ovTzl~3BZSoB<w^*VdW|-`BOp6Em+M`xA<pMe-tT{T
zh7Ra{%LI(hgzUFyu43BVv9SPts$`_S5Wb$jFQ!0q<()x9YBZ5XEB9P&KvBQ(`7mhi
zbQc^Qg8&Z2YcKUsDy@nNd{K88i@&`Qebgp&&$WNCJGn;A=b~U60Cb>rYJbUq;z^=B
za(q4F3q1-kmAv^$?P+Pm$}d|T8;`O;AqE}wJPMu2PPv(y!0w`bKR$ks{zSBdQHTgn
z!)=h_<5g+5bA1~N@pyjV7x-#NBT{Sg6P9~`zy8qHXR}OYL-A4~DV7j0ZN2|FGi4rq
zgF4|bqq0gX5zK}!Z;5k3t<#3iVYKlvK_3?-R7>x?Ok1dr2X=$qXtiaa;Sf>}a-Py}
zh_GsQZ^!=IpoIuJL@=*gbUGiL)xz$mpmq#L>^!-H!VeJe21c5NdZv>)>cQh4u_ut1
z6ZQQX?bMycJ3UZ>CW#V29T-Bcj(1%m)(Du!%0+3{*j=MaKGOs`i!tf}i?^<uidPis
zHx)i7m~uVhP)Z-r0b_2?Zrn!$n@c`K!S|2;L>eBB4eX}BDpYUpmCrg|X*NAIX^Xh=
zp6a!EP_SrTJq&2Bcn~0f22KvA->TV;Ou5Q@#BUU_Oij9f4K8x@4IzK6TFmN&QoFg`
z4UH=)7e^n_l&7BlH)Zgnfrh|2zdEN<`r{XW3h33Oc<ClFrJylKWN4f*yBLlYhR&?l
z`ZK6?j$#T>0b~&2X6f3+!Gp$`_x%5<zr5A2pw{E~DZEz5M0Ml`bEpTgEdFL4(kyEH
zijnGAkN0RiP52*_7DGx}zxeVZun)aDo>iFGnQs>_Zg*F98@hHtEus;4MlDgP80bX8
zB)X?0Pw~SLlv0sn34&R}BB*yqN&a67Qz`s$&^S1Y{x^uxmD*yv7##edz$*2Wgl{ix
z0x(h?o3I0tu~R{Dc0FYagZyBZBJUUgstkhCgO%U(>JA7on%~VH3tWnEx)Jmxr|~tt
z0r@5?SKp7lo?+3_slIymALb3g!lJr7V{Wr`R$KIbjpwX9(p!$PYt_-3wsFF&Gzb;D
z6?Yu#3FKdS{8dwA=nQ<iKJ2wQ(<M-%sgA~PP3O(LT~2jXEl+{)!&R9T7^!UuR$DDN
zsjbR>KLgnw=`Lqs1*^0{d>Bx|R-3vEb<T1{CM#|Fu6N|enpsWe>Yy~&y@&pxT2at-
zeUD9$gWw9)B=i#9foo5e0WiEPs8Ab}DZ779%r>U*OOPLF0##wkDpUS0e^r_?%qGXq
z8TlSH)kjG+=x0t`$&`uhH$Dgw^9QLno&%h)&7uy;{RUvNf;2IZe^?WRbD(~XZ7FDU
z+&ipjSw?Y(lA<LWDX+nyp~omxR*pp_;Qb)Kn4t#3hv7oDiGU2?DKSzn@_X=0XO+ND
zs}}gmFN2_ewo0r!3RJ@(Ta0aO;oD*ifMYeC4jRDm(*v4em89l-pu79=Cyt26R~f<L
z5y^U5lX~bxj;(Yg&`<2fB}So+ko}qDb!OH4RJGFg!a&f>kz^#@HC5OBN8}Yj?a+y~
z&RTYo@-!?}^;JCrc2BHMJ|{*8Ja94XEd`<&B!?6Q)e?RUHKWdo3_!bHcYfqppgc`V
z$XORcI1s(1rL>I4I-avMdcd2|WJ}OV)~qFF{n+c?vRZTM?6AT_+w%DE<Z4azY^a^n
zUnzGXzHoiu&zw8$F%gf8L^SBBZR&%THh}5=iwMcM2tB%z*6$M1Y{I2t`-X>`7aZb2
z5vu_nR*e|cfwwOu9&fe$FP0V5m-9dCuo|vAPS@ub-J?<9zjtPlXfj$wY_7;XXN*B6
zw<$AyBj^&a1IxL=9Ve()E-evnZ$vXpQt*Z-HqBj%_4^C-q!>a1KnD>lzjNj8h_ZQl
zgWdgN50&4IKb65KNFK@CNF<^dDDSNFNygelV(=>I%Z<T^c<QEF=+}fQH3kVQG)){S
zvX@NPN3sI02~$HQE9r=oL;owVApuT$%b9CY)&{&gCJzG&BCoZ4Jmv=4{Q6CF&|Vav
zPR^eCQ>woG<CiB)Q$-QMSl5Ra<neQD7t3yliYU<u>YHFU%lQuJTW#~+EzvzqHg3g`
z9Y1&%BX9C)2UJbHZBW7HX83~@IsglYp&O<^cQSom^$MiUr>rh@km8tlzJ{&S^m-61
zB_hHbj7$*qc0fb%vDhTY3QbCb1ga9~)iE2ylF)WLmHNZaUc|28apj5!xR*1R6>BAR
zaD44eElY(Jtf@uM@SX*krTm@6bnXwg|7vw)>KMS`8Ce3)WJ^57EaXEl#gOl(W&PRc
zpT|vTJ5MJ5A}#!Mtzrg;*%z)P&@uT9kRk-ySM;%L#BQ-wm!2kAovb3voNCZTwsalK
z7+v8k-#_p+5WWRczuy0h3VrP@B9klG-Kt=Mz9E~F`Wxbrga(}nWS^Jt9jOX~AD6at
z%`BEXAzi-9f$`cAI$)<s>@g!!IRmuJ`gm7lMa=9%=C|r|`hD;xExA^2;N#TyF_C{A
zimN@{dON#<xn)cM>WfEG$A3DlMgaNNVLNRfAdEQpW5@C<+s;nkN0ZAJ<3)cA)0@$G
zA1=(vGQ-0CLJ&CTd=NuQ1_Flm1<8AV6)@yK*`DN_cea}FODtQRuc}o6><LGsw>SMg
z{^4P@TsL-W1rE$^sUEr>LU^LL&~2Qs5AEy{IJ+kxi$@BWL)+Is^Pz^vIic}Eb}TQ0
z;A&$IlL<d8024aU{zJWEDIcKvd_ku#`kN^EgEP>WXuhDt3-;_)4L#F);E0KujP{kW
zgOEF(8yjel9l!z9P4GO%qidV^drf+JUwqv~GTD}}q^wu6VCoa<+6aa{nzoGJr>zc@
zKcXQ{@?Xp%{jlD%vw>`hY-wDSZ<oybC3~%!khN=pA3A_C0N>s$0LcxdU^4%0`PKB*
z42M1deWqW5+J=5=={#ku%MsK(fuG<5=N6!himbFCq!LdgfDVaPlLXFI?qPx@P>v)5
zz_per#9>AD8p(N}Aa^ISD%in%C698E3b2&(Ap)<fW*`OyC~QLK4W_Sc1(i67wXezU
zaFPUTjxAUV^IkKbnFeK&kyArc$=^D#MitmU;#~3_^!Hs>_B7pGq^apok~gAW`pu>t
z`c)nH@o3`z^(gI)ORH?FI1`Yd;K&wKMl+@e>Z!aiqwu}KWu%gTU}Xm0th2{R)R4W2
z4&O`(Kk)ETBi?6BP*VfZwbVa&`o6s-1^RKUr`NCeU?4F*Kyct`B}C6hQOh~5PsaO6
zYbaXGz!pfuXCR=raZYmclvhsiIn{p3QkswX6kbxO$nzpo$<Fx2t?#rhO`v#%uXo%1
zeK^1SV5dcYc962H-Yj9NA*zo2DzeR3TX5&)zBhhS!F91`5I)*G@3)p{c{*~U&$3$d
ze23rStQfWr#`~Uk&bnMDmJzPqNWOyCJ0$>WMR{6&_ekRqt$JN%d*-nA#k(=PcdXX$
zm9r*nTK4~aWuuuhsOMMyt+7&yxjj7K&=~tMtJ5v~+@Q*qU9|o(sAB$>P}HVyR^GF6
zz`8$R&vzpClRIY4U>siM@DV$kV9tE<FF*pEQ#_SYVRkxgDe|i3e1^5~e2>~}N2gUI
z^f|$JL4mE@ol-Jto`evxr3;9~Fk8|$H-i2~|K&kB?r~w$kjJqqSM=XT<5=+tJMq)s
zbC@9*n5q39`EX?qdoLp8zM(_HN9@%##tcus&v8W<nLvm*0E;<fUyZqP$VlKXz-qDk
z9Wj8Y*1RC8PGsC%M^eQoU-#&G;MpcLulR8oo&GQrdJ@sGGact>D%A#|X?tSg<y22&
zRg{^&uQ|<iZPP`-84u9uHMOkZSdm_ENqfdXToqV`lU?$*B9P>dtd{$aR&*P<1ZLKi
zZ_0hkvl5rEHR=rb>cW${U575Wdg#DauzDQ@X9IHd=bPK_u;vde+Cy#cNa4pGVIvL4
z=IbxikGuvE8qI8~$OvFOrKEu^iIRUk{g&~l6*+j=^yjHuI!;C8=oJckzZR>NgkFhs
z*oiK19(-PDd(z4O-=lO_Gf3qkg`Cfqelq%puBKI1j5Tc|^1uU^+kW1Me<B+0A=B12
zZ2vlj;FOhtM85S1%i8fbhknrqR5$r>jw|UH<_lMm(7}`W4Ot!n8xc!nM-io{Fj3o!
z=vKaUFPIi6t(=9<6jhPleyCj4DZ75wS!dJIfp}!)4RMacFSN{aU)h7Is(ju%6wFK^
zw1}%n*2n(|l3Q)S8J&_ESJE|vU70HAY>uupQ1)Q=uDN`*(~5FI7%k<57}xVq;2d5;
znawD2YKOtMd(lxpX|1#9xAXiJ&P;4XBp)UJOp}b(JX|m!B;l3fs`$!w`+L6}im0*e
z`%d?=Y?8W*%XGD1VTGRrfIaR)BlIGW<Ogm-a+lpBqQy#c7AVm3`+-9we^B+|@DbL0
zug0{<&e?(!a)_V$P367%{Jr|Os*L*#JHP8^<4{<x5UewI9dEQKC=w4n+%VocD_=$4
z`jC{1)j}2+Jm@~;i4cw3$PiJ6O8LwR%>?DsUTZFEpK7nBA)3?*u^o&jEZ?^Ys3oj+
zTKwJs22aRsC6N(L$%3TD&Mm=x-5QfmuWOuu+A&S3_ko!Q9%I+Dr_*<;&&@g48!$cH
zi5<rmDoNRib4D)F-JysP;;i;}v~4b40?B$Q3a@?`hk25V7Cy32{xqElmk#(PFeT{D
zlzKnrk|ofZD_myKhJ^@cy6EV88nJmNTR_aNYgpRrRrI9TuZ;!L!folNkSt1t-!0u6
z#14k%kYQFeOC%z`+%ZyW%sT)z_APFn+Wo`!uEU|;_V}lTqe)pm3p)3kQA`83OYW1=
zGE#9b?m)w4<TehI*y9f)T`;Af{K>qoliJHE8CEk7-8qWSrFF+$5a?zKE$snz!O?1a
z`*O<nQ`?J0uZ7k^E<VpLC$cvYovDlRTNOi>Sr5}ib7PBqcTW1dOvjH+6MuAnEujv_
zGK`tDVgx+Zc4PVlIY_!eIMy@hTP5qY(B`(c<IC=MYyGrF;B!98-w*E*Nw0S?Y$50=
zia(_?-&O`&KvoUmC7<!u<lDEHnJhJq6H&qo<w=-L%MK>Ie5P|016k;i<6q5d4XYf7
zBX$^~^ScX(9c(`06YMvdKAeX;$W#5mG~lq0vW5#-%qAOuu-E<h)8NyL0PEP2zd$CL
zn#}hWWfO@jSPKWAV3w5qK8OE@t*BopBONbyA{;ifGBKy=xEiOf_ncYCj0LYlM;a1S
z25vdA5Sz<{x$n5@a~u40Fa8CyZN}GDyAMm1bMAT*XhK^b_7dN&jPFIt^L!!cUUXcM
zZ;AWTFNi2>M2(gNa^PhFu?WK>818W6?zc+RPG;J@Fh1a?zTaB3`LR9A(+8*K6HG4{
z99Y)dCoukdvHQ{dg;lF^FG0-^zcc=m&g?Y;9G<?xOZ2GM3=C2NjUBw_#B3GS6QI}8
z0GdtudfZWy1+0D=-d7+FQDHM^qZh7f#Fx0cq7z7p7wcGcgnx`GD#`G+<bC>y%VpHi
z8@A)XQgh9~yjd6?kdFG`BomEjk1Y40iVRj%KkapE_K(u&f%zW;o_DpTI<E84c*-;_
zz`(@7;j2j|wDuJcX3(r_#A!o4W&M7fy_$T*jy~f{^v>)-)<oKH^>;TTl*frX=}BoV
zc~66{W`*v?%bGcqtNYH37o&Tl8=yCb$)xl5%Z+HmT336iglHAG)OCl4HPkE#xz<ci
z{x#^C!{fm-A(ZI{6xsr}80x9yCoBk5x0%w_Aqg_B)8)9YC<WloqpVWL+=(BMcmcHu
zjiDoqqP)~5ECBa^jGM1`Z(9rRu<5Qov<2v>0GNo!=zd44h^-tvP$92SeDXz-Oh$u#
zn-zcvLd${7w}$#}dm}?75>?bHPlXMxAMoqOg}3nm*RW)=M}cRj0&c>-EzDaNM1&<B
zQNyxY=AY5%fM3Mw-=!61<M!N(2=0uIklyjWL*$Cui)SF|)Ua=5cHBUiZM{d_el<fc
zv9cj-dm?q{{f&EEoeF@AV{bV1AQnz>tY#ZYOzdU}lH!+4%tM13@cx|GkHjjO7@!C6
zL3~vMNuHa`$mk}qdb~tr(Z6LaYITYsQ0w7hJpkl-3nFz76%c7~Pxu2s=7WB1`8s55
z#vx^A3IRT&qbt7!5&{6Nr1AIdvsCm_$-fvG0KW9f{?sf(!n}fi=i7gIfH&&Dgcq(z
z(I49{&d{V34PpZcp5KU#v>2M+>`QR>_8vlMeHA%#H!*3hj1Q>$I7e*!)<Xjq8r+CP
z^mYEox9)og!2k9_Ss#!%#@;~weLWgo%CNAGEl$0BTS}|U2qg6s)MXx<0q|d`6-Rz-
zq`>B0f~>7EMJ%s$IB?uMJ>`VNo!=KkE5*B_0d7yW(h#Zkht-ktosT??Xna?;FjHSi
z2#_>g5Z8Fby@Mnu2za^tcc?tA2WtzmW_;<T4^W@fNTO5*N;x_?P8HrK%K}gxuh?ZL
zJp#t;26grDH!-S`(~|NaK>M4==Zubj&W(n!wmyBsZ}5}{2&?m=rMG(0n27g}eb`sa
zEBN)%o&kB{tJq(+D)Yh)P2YVA+p%~s%uB{;M*#PBe*r$p@e`S8{Zl52l`trTD`9?g
z103?bod?<QO(rlaYqYbeEwBd+3*T;bwE}z-uI!a$j7w7r+_hQ3?CSuILI+7LIQoN1
z02KB?X@gI68(K}RGMZ}RuVAzZ=u+c{Y<P+irm${9bRS6fn5+`<ZAl$mfJhN(X5KOm
z^6_OcI@Ese7g^Bk^QL5fTB@U1FchuLys16STc0$QO!0WI{q>DV;{K60wNCk0?U}q4
zU(P%sHT<S#El5zVtBU>+QuOPtw@^YpzLbiGRx1Q2<C^7;g^fMEQuP{U1o|C#?lVk3
zOSX^zAtG0Eh?#-^>e;PLIqm<Jf1`4&@N-4?X$5LWoTX28(qrLL{0g|;t`+9>40CiW
zLMvEBILR=vmfxn3k!6R;v_^a=YYiaR7U7P%M41yWlc9u`QcLwt6W{dzGu!_KSDt{H
z5<TaXzUt@eVgVSKdHe(-Z8(vLTxHzWHs~kkF5#+nlU61t{gt{Vjy~Z#JOGg_7Sl0n
z-m#iZn+NOf@}<z64*Fe?kb((G@fG7Umq^R`G&(dzmnP<4yxGE?>X68u<wWC~u*zgq
zheNPcQ`$Ai!M+fsV!Mf}m%BQ--PAKy;c5Gsxbn8E{~AP``R|X{ea}=gs>1<?9_W0K
z5P<dQxL5K4=YEg8yPw*lrN<2({Y>Gp2QtD*G3R;9cV4$kVX-vzyg|NWlX>!-Ihb#!
z9u%Yd40*5<*{<h%j&6=-yVMZ~`ps+uD%VS{qaOLYcXhY*)mN)Ou#he(&{3W~4Oj;}
zbyr?KE3)}3MAj0QFJ_R0!awB{_%76GY(KuO#&`8)LuAo3%fw*l^V=cE?cephX0)||
zHubNG76{sUbd$cCx52H(SC#aiDL)H{0+h&|J~n>%!#BgJ`Joo^p13Z7lFfp)=;th_
z*FKUrO0aq}TPrrnRJ968B$hfZSMssb`iSUWJQ?LV(uvBMv_*@%tnk}k9n{N~m`3u}
z=J^VJe#9QYKsbmhN*ks#;oj8QQov8sB}!w3cx!R8?x#m01fdTbGN#gk5@PSE{`oH$
zOC}Sf?MwUR&F$kIf@fs~W~f+ULNIuk5RJ%nSgFriO4g?~IH_)4n^b2gBkFJ~a8<cX
zh%l4o?))9$Q`*PsvTpm43*GRUBF=HgA-y?@IKszkT|y(kirG!>sGQ6bfsxNCW{<}G
zNy;{=jl&^yMHG2`(Rh<<(FN(B+UuyNY@&|aX8(V`*Gzc%;l%tlkGK54<H=DT15o7P
zhbcf3s30zij3%zfCKYc=z(m){uS;kBe5!^M#(XLGpAdaMl;sIWzjfz_W}DGBlvYfR
zsXHTXaYG?m?gCj-UBWEn9G$<Fy(1iGRDbAIwgLjLv+w@)x9MXo5JVL8s!4Xu)qIqD
zPzE7hgNaCL=iH5JaGW;tWHF+N9CElN&1!$u?~U%`C4<sFsR(>9@#&eM(?A{egMNC*
z3Lz>y{W~0(zjMr-usXF}w0HcCWes!^(ay;9Vm-r4ui`itADT-X@R`VgU)F;Gz(;rZ
z-5c31?;4Hmp7h&k)Xg?+3k5d)Y6oP!{t<5t-71=Tehymo2JrJMwsd{X=3n<=P6$FT
zfJAUVTc6kdJ{_A#nc+^K2puLv`=R^$Un{GU%qY6KEoRa^{3cE7c<N`DWiusDr$qE^
z$_^X_d1Ads7dM?N-hN+YinEa-w84BO!6T&_bJbpLd#k@ho?EL@-aU>+zE`AOjtVW!
zP;&eCAAT~1B)Pe47$Mu!mkzYxM3!)WxA;&_{!_(WFF|8;fHL<32Q$SkRrbK|ex2k8
zFnlQzHQ)?)SuB>YX={PwJ*C^X;bYUP4z^dBlT!bj42%&L$=objJ0}39WgD30cS?AV
z&dyQPVVLN4hLPQC79R&)4XA=w-*EEfkz89y%img*mSk(GoC0|VtnNydtiHk}^CjqU
z2F!U;SdhO>Ti@a23hk#fD!zwewA*8TzS3$RrQ3EWMxIJ8$h*aDxYvCPj_b8F+Ycnj
z-<b{T>7*KaaV>7W=a_O>QgdQdP^tU*AvelLh_itx)z(Fw+1`eu(Fd6Y<1!`3gmuys
z(aEXeF1;$Y2~q;KeJ&V%pstZzdlP=7wi6`vhANx0_kHNGzPsVaIBHKJi}`+l&SukV
z)5s7092BFv*$-RS3KG5%UG=s3`#&_~uTpg|#vFPj(Pcd+>vrs$YVx~^+aek8iu)x~
z1ewxq{89v&Yt1`tZ%))A1*8wCjA1jsPy`kf+Lu^~vnc6mRyZgY#Yf)Vv`jHL1HEIV
zbKWBuvAWT>-&+fK&zA??Oh1!ns}6RBlR#G=4R4NR0P@}oh0*6a?p}gDQKCMmzwdFm
z5$NpSJnvl5a+sHIV0akK)`&%zc;Kg2iA5_p_{r+g4<*r+yY(O&1YHBm+D54k>x;^r
zv>U2F*GXund8Z-Mdi1_2;e89DtebBcBny0lA7io~p=9`$7%57|sx|(g>=lAH6C%v;
zbmOG}sQWEH>-}OKbV9a?z;-v+Hv@KffM351ZhY21r>&fSGCRxjI{}Z6=9#OOOHO59
zT7nO)9D`3&BiE7>hwKiednv}&`+z@BPydWQnd?zxqTbJm31zd2l6o`j0^gs4Hs8(<
zPM=}W|AC(d_zRU_B+Iw56NGvNJ<0v3a9m#k@WJ!kX~(bKS1is!6BHm#*5I#Xx^@NN
zoT#pGm<AnY#;@q<hX{`Gm<wh0P-iZo4E9liKGw&_k0qR4r(5*i#5L%BZ=CV#nox_<
zJ{o=?H&Ib>i0c`=YRbc_+|EL+=cUJC*;rS*=d9UeF_cI6#~zq<ed5(LuR-O4uWC#>
zcm0%~hJnjeY||%{YDqyPS!{j6^KMb$7uC?^;O2ud&&3!46YQ7=FcBvw8+vmXR`9Hu
z*Qrh!trT9+@1B1rvgorPty*FdpANaH&DJIv!};3)3zCXLB^^!`7#~Q81CvHvDEr;b
zDpptoT>20Q#`@QjT(mK1<5+g$x%LG=f?RAqh@g?-<|Y^yyp~G0-s@#U63La@%&RC-
z7Qb?EU~r=^I*4W)d0+Dy*2x_mc4;g@g5cyiM9u0oijs~562(s<I9<iCc-tUa4fWfB
z+cX8*iA1)kFJyO_4zw`>2MgNi7hBZIqwo0DyVu$nh?;QlB#(~hW+v7$h$7K|l{UMj
zhVQvX*aWZ*IThZ_<OmRdS@n}ljWCw^=^U#c?84QOfMnQ#&-CUA+N==sz$=53?EUDw
z*=81Yj8F1uXQ$Q*1ao^LbRW6Rzm2n1zbiNUd(vL%@Qw3U7-&0zJI^L_NpBsrHY`?N
zjn2UUC^nCfy0{H_O=Fx_yKHLiQ`evIe%DB)KYTkFqq|ORMluRw{ek=SYSkY<RsIu;
z_b->#X0J<O{Ou4aFlke-+3AQB8}3xL)VEewHPnlo0@Bmje^~EImCCVA%1^{WUtHHR
zC^3q6!uiREJ#<aZ1T&_J<{ES0H*axYMWOj|@j<u+k9jw!8;IlZj@(Q|l;lqyQAj;p
z^DOTiJ|M{lULr}%xnHu3hy{kNhIG!?`Lrs{;pJd7%^5+?lIG#(F1&okvji2M#Cf^j
z*B?w`PFOg|$6mIp?%-dv1R&+@Khez3s6?r<iEORo3TSaX3ZUO$HAn!&3;ba4Ur#n-
zbx}jdZCUUJIpEv|X_US2wdLym_~wTY<%E!f#@oJ@d)%}Mr*)@7Ey(H#VJ-1TG!A`(
zD{%x35%Nga`6UXz*UwwW$$Q=U?~YiarXc{%ty#HhHCnyvoc+%PK_8o|wM0FZ)RM}j
zX=n9R&K;j)kHC;}>^YKkq5swxbApV|pVxXxNPuR*;8tC59o6y(2ry>sQ(34tcr&y#
zQLys*G;Tq(dxWxi-_JX|r<S8WEl*5gDAY*hDg%os)Kk5V-7hs8qS3qV$BAPQvOgLz
zboH}+=$u<9HHcc7U?V@UFETMGp+r*TZ(c|v4d8y`h)Z`(@mo<vQ0X-7)bSPGU$0wK
z)w_DxyntH5qjAg0(U^<8^1Fz{+*ERQ%CNVI3a2A#v15#a1aDaIxyju>;1V=2BxS)6
zuy~$u6U$Gq)5fnO)4NULPKCRt1w{?P@o!DsPd8HMH68v<cRwR{#`>b(Dn#lOSO!S8
z1gclOEs*+%Tv3J3f?|*+fr8eaG9)^*0K42=w;hUwS)sGI0!zDLikw>B$9g(Us7kXR
z>DVL;iOpCH+IKSVy6zOkE*!e_PomI42ryKFAjBvx_A3<G@EoqvWcz6_nH@i{Fi(Y^
zqYQp+uAI%MB8#<ol|`-QQ_GWedlf284GXNgbI>u)w9+*=$MNBk^W+%*DSFo4cC)O8
zBT1DR*&``vu5l^9xd?mW^VsncT;U>i{5Q)o5_3=<x!&tpSdnc%))P=N1fgNN{}=gn
zSVR8l1q!}-mUDb?IrK5gXU<)Mg8Bj;mY6pdxTiao!T*LEyV^^sMo5ahiQlHhiJl<z
zqf+9{+C4*g9&`#myHFL5JwiEl6W?>Qv8ZD+|BGN}p=pg%T=eRQl@=f;v42-nt*xJs
zfNJk0CS7-Iy6%@s4|qipWm`|k5<%KgK=(4yBz{SDUxFastsHZlM?c93V8<PU4u;Zp
z_sg)?%!m;F7BHXlVgst>N~96d-hu>LU^`6AW7-o}?7jHrIZ1t)4WAK19HnEkljXV&
zO=1#cS9rV`%Hk3Jf2)!$p9J!s++*L<suMacc_}@>A5GM2B`{+t8DUn==<plDF9<Ym
z21&p$BgBvY`Y5`N6gzrq-jup`_2~UGXYRh(1(0K7>i@Gra&cy4kd*zxH$OUvBm=HC
zXdKWad$8KE$K%PyP;P)TI(drlo<*G?nqPCMkusXj+FX~m!Y}#b8(k&>ESFR00aFIJ
z^m_WQk;1hDi$F9^N}9zoR#B<DSrF|~F;^h22B6feFKFw6{Mr&yYy&Km!kGpnMhWVf
zk0sg56zni-jh?dwIv)+FzCxF<(d~8N`SJz9*1NN?5wVlmEyd0p;V50l0GVi?*RL+-
zPJec+uj^i9aT*+XSFfEGC084iRkKC<gF@uqgIFbqi0PL`Cy60E#B)x%l#;Kjsm*_&
z?`r-x^#CzIm*A(HFf>j+aL*PWYHNZvN0?kJ70671z5yVpzk#K^4FW!nIc`z!nF};J
z<G;Q4usMKz$3+=KzmjPa6+E3Oy`HP<Ip~$Tzo{qvV!8)M44*`sX!R=l2M(`y|M@8b
zZs%mlX++@(_WZ1g3%Ijx!XZNcBXCW+)Nl!f0JjHwDnW^BAoWND8FGv9OHjRhHK^}T
zNhbrl+-nRyn+FeM+NZe3UHvgdJN5(|@7*U027pedhg*0j|KSz|1h_}FK$-XW^n!OD
zWtl1r(XXiqc<z%TeZ-VPlwn^mPgP9mS1<)tPWkTbt>8WK-WT3>?%Y@oG48oF;)tNc
z$r^eE@EM2!C_}~a*X_IduAT_ry`EUC>ey9&m;M6Y(XMvV9VDJ_8wl#U3bVKlU!=!3
zMZZ4}?`TI<gR1+u(Rw;wq#y1^AEoY$O)UZst(wLhhpGG>t+0xjS=g|-_HNyXAJevx
z9%e{G^I{Wk;7)Dbitvt-yiU4phJSInT?oE{{8s`zTORmt5wKatTI#q5lcHj!R5Q)P
zh1vqGlypaQe`9&Zv1A8X5h=(x>!`l}C8#&-I4dV@G$abacosqwT-G;B{&f{wE?Ysi
z+=uw*6;e6PEaO&!Zsa<)N?zgGR>**G$-F2hV@KD<T6*<fn8ya%J`yTE7gh#l`2X>x
zAFB->RxHX+YyTQ6a{3zfr2jY$GY!Ruz#en2epnbD)X9%3M_YmIg{n||Ka})+aoU2w
z!cTE{;5qpR3Nph^(H_7TR$ub;0j?Fm*W9c8VE9~4@Ke8>kY;2-0|gV>FUfA8c1ztl
zZwocXa+3KQn|cERyFx$iv$pf2CiQz;dV4!jip&t3j#2DZCcT#-q704(qPWRJ{+?yU
z^m(XTo+3(D;@B8rX-*r321|04jzRmCG^y3HG~<k3POcpi19&v%G#xZ9C62XqIp*A8
zSBN6bPA0JcqXBiSt|BdMuq*zbyk5Xxz#BK<rzMvVPDOqN4IoVBnO|L(o9LFu58qk}
z>{H|<f_BNgbRqcjXWIl>;whhIfZa6unkfc|yFNWMZF#t^{r&pw9=r5=C(NN2pVWE+
zGz$Rg*ew?#mi#t(xw?DzYFe`J`+AJb)xWIrdn7C*1kgJ9whhz#wN@3tKjl6&CJcg5
zB*ORjPLJw1SS6P!{D*j%m^s~<7Vs4N+MpCYT2#Oz{X`P|GlTRWqAo&4zl}=>xzs?M
zkZ27ZOepdZ4IUE<V2k&Qn%;tf<O>h1(-38;EnPB>n~RnM5)$YUJqGkj+VQ7}q2k{H
z#GMs7^_qmxq$EV)l3k^T8665u^&^%UKBS51{4sb4N=ES<7v8h^0iqs0j+VzjDIET6
zHD>UefHETP&zh}$dYPKE;2l+Rfig(BLyu>=zhYs7u-|UJ;v;u?7fwr%);g(3{Ez#g
zEfFM*CeZ*bgRf%PZ!Uk~Klq5G(o}5Mx}Im)Bpt}F8nd9fQy$Q{4E>lhBYEj3U`PK&
zf}ru!Ma)IHwaM;$ivW5h5E56$Z>B{g!r%fdg@B~OEgP-4zAr2P05I99gh!$mCtn~2
zHF#@XYfjdy(2t~-3Y&)hSV^~_qqZZekHM|X0rdLLkoz*F1fEUA$1=8ZrU7u7f=kw`
zdu(nTE%+AsNbNYXs<&m(1HD8|>oC-#RzkvDQYFUpt-`6kS8z|>2^qcK>*b^-fh`1n
zlQxf4dl5=St41{dfknI=MxxnfkW7%;2^cv<VY_+dct-cGWDfeXTHR6Vz?}jO$tvoW
zVRr))nlx*{?R~8Ng8SgQd=%t2ars=2MZ~tp!@ByU3axLP8IQ@hvNfT(HR4vPL1(*m
zB1#jVi+B067BMMtE>h6i@3j{4omM>R9<KH_K<b2#{wmxeYg~cYSiwFrZ}&m!XlKgi
zM7~&ciL>*4o$vjfexU9x_6u&05I*>!AH6FkQ1b}JkirU8Y5IH@uWdhs`yko$ha$T#
zD29gi@w{YASqxO%{iWSl-|==^MvMMIZ8zwPi8GOK{23sEX$Oe=_i_ARF{pj*hWdc8
zXlE12IJl@AytZ-pCdpL5Q%a6l%)Wzfc`9U0zrU5T3LO!;Nw*3$v_@AWO1NIr2n3@_
zDANeNPAyKf{){>4X*V;^dh;pwbap*~)xTN^G%xZ-5gs^teQGj$t>+{F$~cN;<g>P|
zu<UI6e#N1@Uu?C|!}Ek3sP6p$#Tj##*Yd>j(M&>B*PZv`UrEVcJffVM{MM@(($8Zf
z^z-E)dJ&b|&%?)j>dmASS^eMakfpzf(!FZEDsvv7I!-zZ_U|y5YUhb7s*m~olkO0l
zGh)v{;BUg*YD--Rh7=_LtJ+21nP?|ZZxG};_3*X8w57{LOVa!7cw1qZnNxf3Apm1g
z?FN5rWeQzHzQmj=$&d*E2>`OFKBbd8<9us6r<egFhJAq9pPS+aL;6=e6t3;)13YB9
z-Jw!jKPH2eLw`rT{F$czzS5rb-^THqKF)^<%|q&xVPtZm`^9Nb1n5E%%DV<&EA_r+
zyj6bP{?LSumxp}j;M725pzLM-w^b{qA#N&0fj<bc__V!Fmdku6_?;Eu3I^B7v-<Cr
z;;++bMLJAb0EXHyhg)Ug{wj>v;YGb+$x&g&#CG%9IWZvLb)H3|F_c1}FabsImK8A@
z_lv>>K`#?!mveX3l>=*g`eRu&SrsR(K1teq<O?2gWi7vm(>$3kCJ1;VZQX3Bha9~%
z83y}tixk$zmo1dI!hS&}HtOou#`ElwT-ff&zCT7Tw)o5EEg%zhVXLo*CwhRsFa{Zl
ze!HdLGWA=_{_`(BacX6oo;&`pE;Yhl@58>XhOEYd$NP==Uyk9jg}hX+yQBPOtql9+
zjq#g(B_idhBj(~rCiYkZW92dnQJeWi>N2%0*sku5uS>$WbNvUWmbm>%ue+yW)7t}~
zg|hUd4<p77+{;t)^V_ArAv05)r}4Qpd&jATxQHFf{Fc#@?sQ+al)NnZ?b5f99r}M<
z-zBpQohD5<$5+`EULthTOt^KT43cs`(;@nnHJ#6Y%j*6@oJ_g?km#|+l?kz1*u&w)
z*&<F)-zz8ON>(EZXGhy)R<B@t$H|34i0666U^E@fJ`K+IFWE+#-q{*BagPVS{vbef
zgD3#MuUG5t`L<gsj973hp|q@c<xwgNtxu31q4>xi9V~<$G;BEb!bb{&{-~X&b=_KK
zKZ|uo-2EC=xvhKWJgXY+G_GW%Z^O1f5)uF}Uo==>FB7t(LVO(B$g34I{h;p;SaOUm
zR{6in#Ch-GMl~iE*Zmq22ni4&s-)m863%MI5krLeAe1FIGOMeBkx9pp@l|GpTLdPS
zqd<LYP2f18(%M^@7a39Wb?;Rr+tjSP%r14%pUj+*f;Qc_vrr7EBF&j;^F8XR+F8xK
z6ZOz&)2Fu^0|hz3EI)g3x~^+?qMuBJSrGG^w9rI&T-ZY)MUeHYg%<}5=sxdae!|{Q
zM0(6=%+Fx37>fSjXd!Bh=y@>N6S2l*yVmt5bHjG&K=@e~AzG}{+jycrwK1I9Z!bE@
z>monj)~na$Vp-i!(_hcmo6`TwqyN+?sLrj<dhTm?zz^fy@f*?`b$fUo!=0julmEIo
zFu9A`niG*Pu*!^UTlAQ&tL&d|ty@QdW7R}NL|!}kQ8?M_@s%EW_a?!&tSQJO+z>PS
zgk<S$cl1-BFbiV7yNWcBq!u?|ld7|F+4@D`Q)AjVVy1UE^OoTeOv_m|QQ9(47Y!!K
zcUIS&9=03H<-!aIq{LA^rWs%5RoF(<SBcil6w%3tBWWL!=Qdq03BOVsK<OC;%`86o
z4CCcR>@Em@n<%^__QKMU?RFqt*hk}s|EU^3FUd3C@ie%&9@g+dtekv8RM62*z^gXE
zh<IOD%@77xybk8k<u3|73lOZ?P302TR3J5vV@d@RCT=Bw{2&2b%#MqG8WH}6Sc7RW
zS^G2pC9b$<o%1-u#%U@yu{uj12Xlq@XOHM*sROm1BZ3pK@aZa|XUw3Hz*y&~Be|uu
zn#8<7HSRA83Diz%Z8}Ra@F@gq&D>|j@a1n#WbHc7FW}>EivIjsNbW|C9X*HCANS(I
zKjzO7q-t<&&tOTM_SgeB0Pg^*^F+zngRVFA@(WUv4M=orX?~GWEP#O~M&02llChP(
zbUb*KcxyH4o0OrS<hil$dMCLiMPCFRw}n6|NouCqkr}9V=iIlGF4cYrW3%I!u${Mz
zgEO9IX&Q0R1}j38bC}btHR{BifdUGHAFW{e-f90ZE#25B_?GzK8{hAa{x3fqz~jck
zZ~kZNDfWBkn)<)=*=jSm08|pb=QDBn$unGe@eBsxyK7CqeU+`+RSNpGwb4TdJyXeq
z9WKGLG5c2v#2;mssEB>>_`QVLjA{DovfkZxK`@G*LldGFJ&v}?A48&1+BG-WM-;o}
zPM_-UlR!d4#FxL%Li4ktm&eM23qU1sGByiW1(V-9Jrv!|dx=hZh1$Q8fxq#-uIO#F
z2U^Q_p`V^THlK(uM*cDOiP#>Lg}{`%h{?Q<qnB=Bo##bHf;rp$@mzQ(Qc@5hckDmU
zYJ10%mzb46gr@BaEzYuIsJrmVsC2fhyDy9h!$yY)24nXa*|qeYqu6Z8Y}qLaE`CX{
zJD$L<x85$C?O!a^{<J^%Viwy+%VZ7EF%G_o@DQHEOn4ruy>}gu2!pjybJKn3zEq3L
zKjTILn;j$BxpW?Tu7YiJ?KRe+$hrMc_KdX8!Y8)Qb%EvrPytZWUd+w=%;fh>4Mc}+
z9YrU+LhVliP|5cGc8<E}<!lOF-*d2~8F&iFZyA=&$Uj;jf5f%>xOV3;Oaim8>}VQ{
z&t@Vi=K<F24P^pA|BBYavjl5^%>1I;31p@dflJyakNihZu|jYYr0b<!j}RJnow*G~
zx6c+_6Zv&=SzdPEvanVVfV{hpifx~7b{4LJl^}Lm<pNO6pc#6pdGF+ncuex11yw^;
z(FtEn0E|0TxtZ@PQwQt{NtX%0vZJX?0L(+K<Iclp81I~<;0BOYFj=Ubr2;^I$)BhA
z$Z|Q-64|#1wf82WCOsUQ!q(T>hGSDfjY=?bjmE*?6b7q<63fEG{Tv<(t`-fIM#Pp1
z0r~m655?hdND4E{r51ox0Lc2F`%tYc@0w7pFHcyy{&LG;8L7#dpxT_SOI8W9PK0Nr
z-$c(v*OeE5MHUkC-&3gh7nn;do0Yrk&Jbu^0LlSM=(!}+LQa=Y%9{6TBUr{?1xc@N
zzXJW&PetE(lQ44QCUjn6fvp0eqyjM2^9mz6nfzXHd2IO~udB=oSbQXvSq8rwoskJZ
z?A4oa6wKx$p{dA!_=IgIQn;PIj2pKeAWC?bWTF#+=-v88N?ZVQ?^tB!-e&~edpHhf
z&ShYVzF&y~Fx}`BQnT+OGVulz0k_jh*dv@H6#%*pUDx(l0=p-<Ahd6(We~F_<OP79
zmx7G6Os)kTADxuLo{>a~p6AxRM{FP6<7{lEOaLAT*SeUT%Z@!0lfhhqX@;lRe%I4=
z!wTR6PzJmOoV<{Qh^)J?y0{<xEeDHE@-hX$Y*>W_pxIyT@llV@QNPPa3|e!4RG4-5
z4_8TzpCOq3J43ItWj()Zvi)Qk{ALm;698$gNl3bOn-N<o02zY&G+B;(@&a&F5DcoZ
z%i{tNp)aN1D%Ay$l2jT9Oia5~ZUMNSn=cFUk(EIt-&jI`kp$qyix+~)A0XRC0w4`W
zS|6z!V<B<@C;^9r!ssv50*Mcw;_8d%@JKm}dB<0YPVkosz^>61B7YnE)o9SGk&OI=
zMqf6?A67?Y1pm|RG9!IT-XrXby1|y$oRGK(){!@`@Nf!#F%6ap0M**^WRwQvNC1Ka
zF_rhf<pqEUMKx{8^}9GEnBNrfFHHc5;B+o6({UT@BJg)X%}e(r3q%&26I_l=L3qk5
z03pKp(tRs-2jj`pXH2vx?y${0MrP*I^WMIv7y}?tlD2S=>mhbI<^oUw_z8tG>c%~0
z>Qj&}I{zl?qd#!>m!cE9+yY?!U4<=xkAC=EK>$AfwHYQJ@q*Xo+i*UA6SI7h8R<_X
z-9}jYJ+}Ol<0Z`WzKXF9k~o081yEW*js$?rdRm^hBcPZ7NP~M66CeS2B$)kD(iar~
zzvyesN0(mfUsL~5gMdr`awP&lae{}B6$Kzcunyz}K;C*-WD&?(Hl#sEdIsroNkKp+
z0G<T`;LQb~)`L3j1PeagrH2yIyQc);pF<1L&vKCHWUiC|m=3700JJpy6%B`e#>oHC
zh$d*Ya}qRMHegANFC4S3;=rwZ7^L38#<1&n^6WXbp3PJU0<QH<$GqJow*pi|04P8w
ze{PE4c1g)}^Ugzs)&dH|k-05@j@0rfO903}fA;*jEMU06>?|HVepaFYOfEo{;1cYU
z3mi)C!v&xY<4{;C!ZYr$^j+$-vpH-R23QRdoxoKV0OPKeYXPudQ-~t_)Ew8L{?b8E
z(i@8rZikTf;3-mXJwiy@JtPZmLDJ2Km}Opd3n1WpCaz}QVFbLGl8dWZcVw;twXKu6
zO$4LNL)u3914KYF+2d04SiZr_1c1dFgm0gF_aVX)vT-@%HWQkX1VGwsNWw$MQ?QS&
zot>A@1)we?L@@bi1m39oH?YJ{PnN#>I)Fy+VWas7#O>l{h|W7qh1z^$$?g8u>!EGF
z4MPrEygX32;~%^|<^w1VZ;1EjI$_C?ROp^e$1HEbJ=k{<6E+-Ufiv>4<q7exKy+y>
zP5A(G3rzJTyMkmSleQAj`9vxrI0X{rgN4jO5X4}qaGreoJ(=i~xU<$KRCc`lJqdps
zonlROMFV&S&QX}Y^%Uj{$ImE8GNNacx)bya(tFWy6x^dGLa8uNfKX~lNI@2bG+~Ka
z48$($TmXuIYJM{HbpyB6=@EF#g0j^gGU5*Rw#E$SQ|RYmrbzz1>+#(-S6D<P!6YIM
zot=$dDgrGm=b^zr9idczh=L37%g%6?3R`F*OR@lGZYv}zkwv;p1hPGzAhQCbrun2I
zgeTB-C_8Uf5%++Egqi}29xs0%BK_*UAqx8_@1V3KqQB*yf%-Ez`d)(5$xB#PMAQh>
z4?wz1*CQ)K{&^^PD0W%r0#Ja%;b{mJOf#Bti}LqRr>EAMy!}^V1#Ih~K-}T3`(PQG
zjsg3u(AHj;ZEJ716+<>U!7w-uzZ`MLpGOa%hv`meZZw6Ko*8;NZ7<ns5QL+{ydBu+
zdlg0jnJ^8`glmB0J(G#=Aei3LPCaC{Q#9Vm?-E-lG7+idQ)St<lag&7!g<u@PHDQ<
zN8;gDq;n9hQ(CTb!S(1I`QttOFBiKffs%yiJaQ3eot}?!2Pn~q?k#`KlAe)m7xvTf
z>>OXov91NzrTfx4B?8epxe;QQc`g8FY2@7$HVoI*7eMHp46F$-VpDGUq=jMP{^_C<
z^_2<078NMl%qh(76Y!he0XW3mz+d*qp`*Kt_41qN9K@RPwx79z305aC+wm-xdWK`&
zkyse`C1TJ{8`d3IZRcjFnQvhOfplDB!GyyxCWoEt9GNBhcjl-X>bw9Pi%Mr>?S*IF
zVN+_Kh{<66^J(zSi;wPN`RPr?CfKZPIsDZw0xTnNEmU`JfW}4>bXsl&BcT>!x&6Uu
zFgu&9knB?u90kEx=^e$o1OI5^gI~-KV~VvO%nP~(JDtmcM^K9B-=CvusFMP4I9w9N
zm$uoT%1LBn?JYW~%i8XbW}Smkq&2$i=q5TDYZ_|09iTD4C$#3wVKx0X`mXrz(7Bfq
zzM^mw+zPSF0Y}wQ=L8@mHIFslh270$QT&=5W3RTNoxU0)eWzcCvzd8^PMMB>bPcin
z#D!`nKEWj-Q}C%v9>9a6ZlTTy0L`XDfjk;zcYW}V*Q)uh^2Be4_Dj2=(=Q{?ecVs@
zN6#462Mb5S@f1vbm&ohYO#Uq4y5g4yj_N_35CDqg$LBv`v*}PEPi*3e0oC;y=s2@K
zwEy~=4au!NaVT_t9*M4_M`Pmhb+9`URqFe53(J7xxtuDJKL@UY+0SeK*9)~?0DNO<
z=&k20lK-{MaM6h<7COxChrtskVd*w&7&#neLvouq`@;U%xpKWn_uy1GM`u@x{LWF?
z@DR=yyDV^2KWeoAkiSnsKCiT3HoUgjBoqtnSLm?$_ZDy6U8VO)wYM7yfndfvy~HA*
zratoZ-Gfqit^XRMRtf-h(uuwGfRUg4eKo_fC#ZZKLBCmZMR(|o`<?~%#?D(>t@H1B
z1}3vw-CZ#2$whD#$nF|;4Q?UnY&*pd#4ZOMuO78d0FFeav*tbOr1Pu$B+-c|CR8`8
zWBjt!a6Vb~Fxwm)l|`)*07})p^6WVRa<A~_JpmevdZ5=Yzry{@CDFeP$Lon&BLJrp
zvRT^hfotK=G3_Ec`Dz2SCwzmcYqyC0Z8%<E)EWVxHvWByhl{1{zNt{t>%e^f9j<<&
ze;bb17orOQ1^j4YP3pMwrnd2y1kJg<@ztbhq8AX3*Bhb<fH#po{T7>HC+gl!1YFI+
z(vurSCthuV)|4+Xck>R>3kb*S4N(Mu2Ih#n_XtVP9%Gfi0XlBeVt&6~kZGMAkFUDX
z>9^t7Z0#+20pWPPQKJGt<Lvug%tF%RXNbI?jqmJ!ELQN}#5VtupfmP+?DnZUGt6+*
zP1KkGoQ}`N<)_ctIQy<wPot+rAJIuxTS2}1C;;f<S2xC$<EXoM<pMzFKDF<kyLlgW
zmyV+Aj_#rpthPgajTY<OCwAfBc>VE81t9RsO<Z~Q0)aQuvGeRv{N+7UbaK@NbePc}
zBWBDMy>M{6{&*z<K+|YbkdONA8%OO!CleifxqCR=lFx`vuG)@v2CC>ZZUmNZw-LQ?
zaJ>Ggb^$mZb4?(=WE$-e_M;UF_sk<pL?>8n#i}!gn6Z65I{h>fUB`@p<MH#N7Y>fs
zAJr-VG=(#b#(O9&2I@xYqLZqwp}nCd<~bO^;RGi?N6nzx1mNVwEL?u_3_<BRIB_Wj
zeRd5HoltcRWd3)ZG!knqoJB7f9B&4yMF41KUFy3}K7M!eUTkz;8kLt4e8eVIT>&-y
zX-)c)ng3>Pr$sLq9B&4yBmh2vS8?`o4$dTGvzc{Y=NWfiDfu_4L3_eb*7Rp!dr<U3
z!SUvxN&-M_`$^BAVATP0n1;HEPNcdB5=|QDlluLex||ffKybWSsFDEC=smx=Ok)Lk
z)^;QOU_JrrM(sr>Rb4{+CEd_v^k_EFr`Uyo<IO{*1;9TkhvoFUMn|B(-biRo9Rlz0
zI7H{)WaIb^+WnR2<f=)i7^*|XbO4mC#zWb55tQv$7s76duziBCe~56L;&=xgClA5I
z6?&o<1dcZol@@@*VX4>=<;-&W|2t}q1>4ME;(i!w&l-zP#u_F578R(N4HJmI;-yn;
zGYEp9vU4=r8mgk*7FFns`2m}(y+khv9B(EnEC4ic2Sxk|;rFsIaQByt2m`IYWRd^9
z@jlQn))bwXH9~&l&QP|VQ9j}qh0VWEU;Pbwj2#EJ(}|)N1dcZo6%qjNz^h1p0XF0A
zn;!93G43Lm_RA|reww!1{y%hFZHC`<w~1Z|INn@TNC0T~uIRjbX#a)>`c#ZMO8opv
zlAoZqV+(YaTfr>gYOR`P+tdGw!t(xrE22FM$E!z$T>!_^F&MG?7xdfyC5GCJ#Kis6
z(cf~g=%lPM@(WP5o?RvKtJvzI?NmLePBg|GpJdG0e;F(HhC$CZ947AP;OtlP!+>vf
zjm9)XKTO(k68~&HjTr)Hd8&aQ^qoqdcaWoQ<D~*XJ^RS-zj*Hv!ZU8OQGKFw?&89u
zJ1pAY%c8I7q^wZ^*fFF^<R_^Ar;m5u8;Tyrff!|%$ncX{C?lK{y8FW5ex_!o<Z?TG
z8Iy&35~dlRl05?n!sLQwr;~hcg4Ypc3IKKPNyvYKW7jWW#p%r$X+H*&9hV?H^ESr2
zPZgbvHBSC5Dp0nWQ#I4yd<#^@>q2RoHD(L7e?anGhErE=vB6W!y<%k~T)Z<7+uUPd
z;2Z@D?^yOttPWm;flCyO-D0r&P#lbentP*t1lCxGGSQ&rJ%<ZN5_0xSVzv9aeG&^}
z$Nuv&GvDpBuur%S-G}bC!YUZ|9z2l=z|A`kvEDA6Ez`Lhgln%YxX&hs2v{GjzNyMM
zYM}rS-2D?V!2D~41fS`82AE(w4;{DYK*O-Z8xs&zG3iq!^0#%=h1SZQ7`)1!)%q)s
zr{U4l=h%2U1N#0Ma0pDrwVZp%ym=oB%+4xU1X6Rn=(f^8MBVOjuEc$_P0qkn5Q6DO
zrxdmq6#!#FeCBNTFY`Vm5Mmc%j#nrEheA_vBr*lx%$kNy)4xK;se{>gb?0y2XDtHp
zPx9HIA8$fnP<iL*s`>r`#(V9@M!#g40Nj84Oy&lR-4%@~`hG}EzlDgzY(_95p#6zN
z1=8*Exq#&YS!tPSWwHXOmiLQFhwG`NV#KC>M}_ZrASjuUTz=n1p(Z~Tp2og4T}xg7
z_6aroe6s+ytS?w0RO^!kLHBX+O_T|e)H>m)dni=^4g@E&Oh0Pxr|iDt*JEK7?Txv%
z8}OIqVoW_S7hmoj2312<(TQ1O0<in9auL1NuD{V})aPi><0CX2))*~!{H9<9479K)
zQ2-X~Phx~J^*oO!PoFV@t=bcU+xH(UkTxMT4`yEH*)o~)Ikz7o;Cu!w4_rW;urKIB
zmh4!H;$O|Y!$gCGB=6oMc1_x6=n{>)`Hx|HECKrjq~ExwAOP8U`7#&axF8Zaw;#Ya
zGM(Lru1Uf{`$&w$F323!EC9!2G7$IVJ|DeTUI5A&{r}{T=BVH0BN;v#*+gM~3*8w|
z8f&Z|0OK4l!6G;d6E+;fn!TZ*fB%~LmrDSyWZahRTe&*~`H!Bm<+;N7kDokaf2I3f
z1PkHJxeT^UVqteYLAH;CpezB1xtt^0x5+V*?U!09Vi#nNY8C(rNFBR=UV#AQ>r<^S
zHW5V=0NW+y5`YiC`b<Fp$P!T5yB2B|o1w9J8<Z!mhEkh9iwVHivzeG65NeA+F8W8!
zape(!(=pd%`(|xB!_FmFVvAE0o<4hyOM*+0bnP}nR&G8L({8b2>ADmgl%D&aO<0)%
za8R%crTdmz1|k2U<k-IjmqYA=%u&q(K(Id@DIvbTD%5qgU~s|~M>1nXC!%Nquy<y;
z1mLs(w|Ay7QC(3S|K9d%n>1;gT44ql22dl~Xx*`>ML+~AAg-W-34#g*Sqdnk?2Did
zn~H#Jt_3Y1BD+Gx1>8`y)&PRBQDZHp{yXQ&gF%oj%7fv4_yuO(yk&0Y{O`HvoO`eR
zH~2*Rb9}1#B|aPXHNKc+2wnI6nC71X%e|*zlTZwKXi1MDfa$?HW>7R%f7JS-GcZSP
zx~c$>`>iSfMVEUD01Y4f4_#vC(tD~1IsV5_Uox@j?A4D{_bCAMT-^kq!_#mG;Q}yP
z={E?NoOh80{kBF&qwsD6Op~pdG0aSu$5#H4N9u`gn8PLj3fq2-Un5~BbUY&P)$|{s
zJ<k%e?ftPM?>dsIn~-*;jS*Sa)N2gDD)}ms@@_D<ozj71Tx6`&iwmhb8gIA1{%=46
zKt1!5Xa6Af#I<e$A`A&=C{SGcsPldDB)9;KEe2ExnAI^^#q0Qf7$uspNk59ZV`FYB
z?{WJ~`%d#6@`ubT4n})25L43FY4Go&DgbZZyg|$Jc076c8tonKI#mObVF^VzxmEY^
z_w!e{cCU@O?+==v4M+flECKcOlv${~)5?sRDh=rvr5Y*aNcSYF>YKR$j4=jP3S4@(
zjb#M_D`Uq@?!TJ=&;+3OrT9|(puHm+Q+$)Lzw+UGji1<8)%-T?cjPu!Wi~KuGw#4P
zvb@v4D3wPpx$xTKKm{wtA;YFTzECVgaRSHi^PQg~(bybQ(yhlAvI%6&ssTaa7!~%A
zK~vnoS>-qd_XHu?7~WMLOsIaA2LVSfgA#!JtB(*-b9l%GG=9%`7E6!@>xgd5L*?6q
zHN6_YPCzs!Y>&sTv-N!%zrfbq2QU-H{z}Y~uCWXN87SrEse+H%oGJlT%X3xP5Z3j+
zv(o5;l;e3aOu?|JKEN}+qQ`mUB~S{`JF&9Y>)I>N73Kx3=@1#=m}_h)t2SJ-r>k5z
z?j)}R7_AI?GEn%LlaPfCe%w!iMBR0BFwxu`#tx2{Y;S^DyG=&jZouzW18OJ&A@kj<
zH2wqx4$$}o4qt9XQuSj7RRO+l<{i2D$!BgLF|VGL?@}sHm?uE5srX0rvm_olD%YY~
z|0LzPbpE?F{dBFw+<KM*q-!2ko=eX`(Er&T_n~{xy@d0!FLZrY>>n{_=nQE^ps36O
z7_K#gY~4)A9H&Fuc`Bq^Cqe3I0ExFAB-`~N^)P_ceF9taPHT%H<aS1wxWodx65p<V
zb4>XIib%`Hwv5nGB?4?dK)fBkQ}+7OkZ{O74q!n@7NRfQ8<g>@lKw|Caz?<9fiw0P
z@{(Yr{Cl&C5unI|dqfhP0;90nD-f109x&bH3JYg9Sh;$_+RcZpdFSwJFrv~6dcBrs
zUYO{HJs2cj6Cm3XfQeoSaLKGhYHjO~jX&*j3$n`^MgJji#wH(qd+>p>INGk$z$n0|
z5hQ_TfDSYQrO+559s&(xWb0?JwCEBSPwX!ldauu@eT?jKZu}ha7%>8Htn@Bc2KYhW
zauE#7O<`bWhN(X<$DCE`@Pq9N%=TI;>V%`WJNL|G!x-<_RQAl-N-{1zLh6;ldjLnP
zn|RO95uFhu00a#y4&~J#<!mi-N*a0`^GZ>`<jB%tH-7R)<SXX0oqIx3a(g^?R{4E4
zjvuJYpH=av=xxp65F<(e`r}+(6VA8Y9$w?$tqDCFW9E&-WSr~s`KU+Fta^x}HBCq(
zLFj;9XIA~i-F?o8V^j$MtxB9&n>RczfADx{`pclZavmmIT4CR@QqjLZhx4HsRRTcd
zl-|MoXbYBd)N(b1#9Ph+g<4xDL$-b<bnT3ww``$uygm=w&fi1or`K=QA~W^?9Z20K
zva}|pEcGo+SRBG=?FNLW{Vw|V=5Rg+q6+{mJW_bQ2}SkIY?t9PH4pnehvEY^?!GML
z=-?NE#ZE4mW^IeLK0)w}OG8vfA(DTqMrcYNoP+jaq0=Vl+bn?YnmMd?f&S8loU|h^
zx%Yyx&s}Yg6~Fkiv}R;_0WymCns*%aMsxuvzSV-df1e}!eksx#3XxcU8mX04AN)SF
z`;Ovx8Fn8$#cCIVl25V?IcY~;a__mZbH*Z~3qaMwr))bhRhL{Z$^elC*`hZNhokO@
zE&xS0THsR>+GAW!Q;h@8C`4}{4o964T>ws&H{#H(-Xr@IoLe5VS@cHYaMTsi1)!$s
z8E(IR)ni9t%@7GDdC!7$y8+xHl0<JP4o4jkRRAahKnsj)&iC%o`%6M4*j2F)apz7U
z>tYS_6vS>U4oBS(O#sRppWx=pcDD3*Upad1a2>c8?SxH=6EceHMR`^ZM_my`0BFNe
z>iL5&#SdzkaVwu~$Sk@kdZTeT>VhZ&P<F2k`7PJ`FUQ@Z0nHs+kod}>YyWmjvI8f|
zMQ=0?M_m|J0ibbwZQBdh`-jyezsKmuv$9@2tA(sOkEY+wSg{H}ZFGjeB1`lJ<8ai8
zVHE(H%~${GCG2t>Ri@f%LdR)3<krS);*H*NW43PKI^W%FYOvT1#Nntj!#)HEI-L$#
zm>l}Mra;S8+0!pu1Vc+JxJM+iQeB#Oqu_2nhchhv4{jn^|E&w5tN;K207*qoM6N<$
Ef}~nr{Qv*}

literal 24136
zcmXtfWmua{({>Wv-L-ge*P=y>x41hLcPJX%iWiC%0u(7w++9m?C=_>h*AmDZ?&te{
zB}cB!>|C?Evomv^6QiM~fQ3$u4gdhKloVy(0{}qyS0Dft8UA79UTOmXnBXYMN^AM%
z92=wP5h;)`4oFV*XB5O3Ye;F}w*7L(xBOhJ_eX`lW<byKj4?Wmjt+#*%4!@-*cOfc
zr-<bpUK$fEonFn+!`-+g&DqrVq0oe&J<G?_rEea)t71MjT5r@%fhZ^&^9!C87&X0m
z6T#eeb4~m8MHq|OhceT$7|5&s48al!Wl^y+INh3c)qKBk7K=|N7fTx`Pxb;6IO!G4
zSJc#p@)8T}dyv3|sIycnSYDQ1Er9E+M}+5Dp>$}Aa2d4`Ksa^)L_^;K@N77af!(^2
ztZO5Z021&oCRQ2U@%AlNsfbNFQzQu#{)S=z6n@+<eM&Y${O3f5`ADz%-_Ic!fI$qN
z0qY+|h>@hv34y?`jKNF^Wk9$PUh~K~bSA*zFY*klTKSK8YY{3h`dF-kx;2@6QJ6N=
z?>?#^2GwK(C?=*I{jcNwqnm?Jj&8-2o<CFWpu9-f>dqXw|8<JO1PW_P=+1O#O2RbD
zndATLk%vYCQ#{5|O^1qz3}bTwD0e~)RfHF_>aFRjMTV(A;Bc6Y7!)sNc>BI`+`6OR
zmS>WA?=n1bf&S&WMI`n`wtElELNNUw1*<hWu{=eg;Jx3R2K%jmOn1>yGxS<yd}X}v
zNBGfs8L%s)5CFH+a0FO+VV-=;pbWqgx{PpTr{FnX5k*58{Hw8!S~x9Zzykd}jQBrQ
zx<jf7jRNjvY3tu+B0+?&8&7ej`Ml4C12r$#u3N+4hRk$hy27SAGghc_3S?sh(1~Vv
zMy8s6-tIc`LVkJgJ~0-wX&lZU_?K}tp+UjVXgIJqRMj@LuB$hBkk*$44M0`vUN>IT
z&O~MRsP7*@QOCU##!*%$>$y)VzwWva0KL4TWr+)|r>YpSvYppkEa<633>MRSV&J{s
z9d`vPx49e8V2<zTvw(jysuoEzz*P&?#QZ|f-Ms@p(`(K<!q!N*;L;fqmT404Gc@Sm
zTHgU_B9<1)%RtiE4GH%@-fJ@`Zi%N``wgT4H6E@zp<&r#7PqsiDX`8tAlzcC5y`Uz
z5cBWAu4CT{jE2zS7@M?y<m*vU^TMT|q2RUh7h|RUs?;#mGd(Y@?S@28sCM>OhT*{l
z=#sq%z{*=^_<WP`eh1VY8m<ic0=?@Pe%U>Y^Cb9*Tt3)8+<|sNg(R~}eoD`eCfcsR
z^-^A8<j8_@>qJ)iU<ymG{U?4xkIzj?&rAP%`rh$MvcDBsHx1P@TX_ptUirE0e-GR%
zt{SXAb`mjm{6ki?b4+SrDy^F9f8*f{Y-fjy^?jYuu?Fb{O)iy5B7dfdb1qbn@wqm;
zzCR%mrWR*@aPcF8FUnR?HyaC@r4idI?_}`N+`N}CrS~9L_oftLPUwdX{9NGIXce;X
zoep!|4e}J^JBXF<y=e+mXiolRhL7jyo#C(igS6<p6|TmM@J*e<$Y)gAWW1JGt{1Fh
z#qs9WJ#T--;dxQ{_f5Buej$Jx$b{7>v|!T1kVao?trQCr+Vn*wsLn)VMF61;8^%-b
zHZ!O$)-lWkcxRD>G`CJT6zuN=fbWa12~@zr{5qwt$xyB>M!78Xzbf_l_E%9k_p$p2
z_Sk%|ksT5skkgiTohY64;jC)t#pWFI`+NO1l&4Pos5U*ENZUd*0PVJjffUnzZXthR
zdE2jsfMp90yodAG*e08A)4n3Y7x!<ZT-0Z>gJ7P_m<_Q(8K)6lP>*i<yP(i4a92Cd
z7ehdT=}6dGNA~^l2quiWE(LlwC;PI9g1#swJq%SMlS|8JBjUH_)jtsy#axn7+edO$
zN6)y_5czX-Eyp*ecksb)hkUBHmt&v~75y675h-0^S;#LF$08&vksk9R!M$G1D{kbt
z_TDMWHpazc9`I?3Q-<GuM)gFg9^U?XE3h0|Fv1A>mv4?frx(LhY{(FdB7g?BZ5h#N
zh?1*{lDR+-vyWwkI8k5Lzvp_fSYYIBG;YAH>Q{PYPn6cy%--wk0r!}0eizB>n|iCg
zCISA?u^zsZuBa@~iz3MOc|Lf*PpQAg@jO@ZP6y2y=pi!l6r9G6O3iOY-7hay%w&Ko
z8(uq3Sbb4OoTY99V~eTe*DRoV+}>Xrg#`R(j^@bk!)PDz+{m(S9r8N^v5+ghLf>9{
zHLfr*#pt6Hp@Gwr$>f(P!}?k%FcYi^L&THy?*}evpBE2Ca^(*1Gzq%l9>ZXrv-@@4
zHr*%!XW<;HSb$Tr?#IXC-+G=)O`4ha<42RjUKj=^bzzMUJfji;Wd56HyIa_|{i~sU
z4@OL=a+g4hSUkiH{bh%4|73EwfnvK)W*Cn}@NrPq!rf2Uuwom!@I@xpq-M5kg>(E!
z#Cq$@h}^L%FNDm$k+acvZn4(8H%YU(;2;ZB1==+o2n!-wv!a4Qo2T8+P}LUgb&nmv
zadCg_yqRUXyImas3D^K<E;Z)fMVHjZ39Z{`WSZMMrflZMn=*QUVT*vYX+yYA=7{!~
zz}|k*whk6rJ)z#|QlsjcS*1+n`;K?ahxvQKRPfu2+%Tj_F-9||P1OuzRVlWw@pd~6
zx@tk8yFo7dS-IWmzbOVVq$G|voiS#m5@^{&y^@kqoxV0?1Z`&2-pih6MmGay+}T&C
z>6pJqb3C%HdU@A)Rp;D)5c*~@!hl}y($h#wb`fD&oRMoa(ipXA;;WiCtyE-ldGf}C
z%FB`ceD}Q7&YF)#5a)EWZ>2mfx+?nCJIb8Eqg)G!Ym9&&qCJ&gOAOc($k-sJ?cx$A
z5YL`j(|G3!EFEyYZ2PUK*x<hT*HD-+t9Nz}H60vhN;fN-(}TXGQ9<zBnxh!rGALrh
zv44hb+0fDkW6WrkvmClL8?8gPvfv$4k^dL>QK)8Ni`~$~AsD$l+=D6mH+$Ik(WUuj
zp;(TpMvTGOZ}}Nr0!e6yRLZ9zg=caVHDY}g;Zww~GS-90g3sDQ<)S{2Zp45M-&UEg
z_7Fmkeeopc8KqXdIsA4^!iE{d+eHG6VnC4HjhGAS8f#oYrt-SyDe`WP$S+w)R})c1
z_#J}}g3PqZ;+-3DXJVQzCPGK>j}c|Jb&y7!`99&0qTK;mm_y4a-}C*LcAMw9<*sOJ
zNc07$-!d+&06-X70QeFfEJ)mpNB@(Kv_}rgfE%<hrB&n<9*o0eezcOUk$Ij<3m{M?
z1aOR4?zcSfdk?H~Cg1ZxUCc_=nL01V`*BuvYZxU^0s}^;>{cd9h4v@{8u-xZsqnd1
zF51`SwF6Vva|<uto&H%1^-ULYeoytH8jpBaqlC``@^LuG=aooQ=C(yXz3H>33NjNp
z5uxm2m7+=6le%09y&xlr^d4VLfUP1PFvDzr@KixS-yBHm)6I3rDkizP>7}<zLm!)D
zYDJ#zXDVxVXdGU&GVpGVpYcyNiZvbY6SW%S%CE)LgJ!tj)Ve15$^zgx8G|&;qm@Ie
z(iNYv@Pv4Nvwc8IMX2MZv!l`KtU^f3cR{@)jak9TMNL-%2@2~xEhAWYO^NBXuxUN3
z#plp7a`8p<AVJbC+Sb4Fd8}>nQ;P@1l4U<->Z@0R6}w+ksE0m3Ilb4QNTp5kr%jPO
z+aO?~wtCKPmFG(}(F8o>RpJG{&W;IZVTc7uF-a!pj+X$oZ?f+eOnDN{w-5LbO<E$5
zqTZVkXT+eW=WeLaDSw7$BVF1qe+n-O6{v>lv8K34$exCkka`MMMg!`X_d*j(>Sa3A
z@(Mcb4WZ6K^3{M-LN)-Kj0f34Je|wN)byUKQhOAct;^;Wt&se4By!)>*~Qxcf@)no
z-5$tahlRS7M?U>(qy2AxTp)L{l@rGtK=kx6rBUKr7sA!Qf@fEHEY0HE?#T{vXUWfh
zT1h2E$aB&2APf&p2DHuZ>hnO2apC^sgq;*EI@eD+Cup{n)5txw^j|+qP1IbOv5TdT
z)AP8!2};K3KEl2{`Jtg%x11Ty{%NC~s~NcM^HmNIJu^7|J$)Z^EI}E?M%J`}=h~u0
z0uB#}hHw!EwdT6WW*GtY*J#EsF3BZdJxX9gD{FU@MR3e0lU}Xa;%5yYnmI2!&G6_|
zG5}N?RpeGqX$nr7=qFp(d?p{ASt}4ndN^KJl>)+lBbr&xaC~3$4?TVim6BhPe?kz;
z0PKhR7Wx~!sSogxwys9klF*bc;W>(RvwY{BEGtx2{}h1)Vb`dieFqvaYzDOdqWz;j
z%*8V2e(5UAj+DJzK=vCXjGJP_1dLYih@nEU+}V9C%?@S&SW(F`nS9MNG{Q}?XDhqm
zV%VYG?iDa1Mx=iuq09;JjHfx?+-6|*2;TZgc5sHi`&{ufbQ#DOz?TVtx-wwg-1@&p
z>n=eK%LD|>HxXrF9wPqSC^XBsA+58RFjqMAYG&ReVgu}XP`|ofd|MIM8k3mN0vSJx
zzj%oEtiRw+M(f6v24t0)B|myw?d-nVyG39sy{b?f3BFV68F&>JXH>D=hJ%OiuSzYM
z53nn(u2h_q>Pe#;$*%@{7J4%dYFG_XQh9Tn$Ve-2#M#CaDC7s*6evw+1`^NxxGnKv
z|3&a(4Q`LG54%T*Yc~?fTIU^dIV9*qs`*mMYiiP^dlPw<Wir)?P)|)jbSWXg(n6Dk
zRuLq15xVW*6FXxD-~ULuQ)eZ6Y;=G|l2{@DFYGG~TQnNG*f$OjAmU}vkv|eSI^AUN
z6y?pofKl1?m2s?dwYGngMq=pkvselv9fBDFg6P-_LaxwR%M8Zl0bC@Y9#s$lkPL^L
z^McplI3rOox7hBa)r1LPiVm8TMH-WD3g1n<(p&CVzQ^Lxb!O>^t3UFoaa2H!YwIuB
zu3bjm1)+5Y$&ZT{-KC~@DX7_K0u<jItg!vE+9w@eqc!IyOm|uH?>7qBWJkF$<^^)^
zg3b-Xpb9mDlGK^Sj_K$TukXg+&bBKYX^F)l7J;DWQy*FYdcL`RSoyyQ9K`TH2VXrI
z^B{Apo?CMjtyv(|3Il0Lr0eN^>lPmo5ra1bZR3al6Z1yl-&Y4*9}%H;G|V$IINPA}
zr)LK};&eo;k|&L;Ygq>$uF|ZGjXIZq`3p%vJ7EPBtgkp`_m0!PEgJh&B4Cq2?6>sX
zTDV{%CcxT1D>{Yd)609YjI8A7JNP`PQl`=Xi4Q##V{207&aLyT_cv{c{aY8QCGG^K
zo>Bd4>Jlw>WNC5$HB@56j<;nG7};0b!&5%hw;~e;?)~>@@F>^fRmxX;Lb`wC{`&Qq
zitLT($2e*--7T1n?fTWkr{cb!j}7nizf0W9F!6~Ggvt?je`{A5O`{!=uIDVZmL|k=
zXZ#I)lW}Iyk2c3M%C*iEiaYsmAaq(|a2dUxki;F+$%@wd+X-n59P--7Y(H;2T|tbQ
zP6jtT=TSZBwH`u(%-A>YyBH(D?;IiYwn)j9@xl?N;OjcfUl|=dq}Dr$J%%S!dcoWT
zV0njNEq4-$)ml8()L&B5Luj^jG}T9+n0I<iaWlX<n8YYa7*aSyQ1!du{j_BaaU_S{
z#Vh_gz<wSn0?RUk{SH;%a!4(DH%Gn=^Q+u+8d5?$;;#eYAx45Yu#scZnxY7J##uw#
ztH!NWDW{0Z!db0aDi@1Eo-9Ti`&Nl|IyHgqBqK#?Z|Z>&X&|Tuo$JqTRkSJ6E7Aj3
zys+D%k?a$BnlTH|I(^1zNFq(&t_8N?oeBYa)>2{(D^&)*8@B3o6lAFJVE|ofYh{TC
zYJ`s5T4Mh12gT=^#>}s2NRT-6EUu5(RO(cvrKq#uQ=baCuxHiRVE_$2ngJ}r;4=<s
zMT|B;IAPB>eANJa1-kl8F<a0&2LV7dw_j^n;U@<?+9b{R$cdYU4$54afij;KZqwR_
z7D!EX?E*8L@HE1c7)Z-6>wt1TGKd1&$rMt1AB@123N^@6a<s6t=l4b-6*xTNdP7)v
zQk^ID(7lXWfeg7v=Ciim6max;T;lgyD_S0mByK%g)@0Zmz5YBQhw@DWGaIc4lD)*E
z8D(|?OGt(x-}KbdH2xSzG2|d2&2DE$rvPv*%8Y9wnPGf45q7}c@$Dx&z@F8Pw+^j!
z&~tDJ>ktz3)@ir=t2SVtN)tpZfbqw_sFQ5wT3-)fm&waDU3XUF^Hv0Z+opoh2;f&@
zwJ`Om01!Q7eEqb4Ul%I(3m&w~xRO+abrgLsXvNrNE-H)t7Bq|@>f-WxZ+e}A-%UX&
z5a=yu6!q3q@R*Y@Z|yAY6OA!aS5UW-q@z-ofkmVln~P8V;#rt_<7wpZ=c4=hMeMMN
zen`ihHI%KHgb98_<@yk?u60Bdr%z7~dlNf=7+_uBJj4RrP8|0AA8Rv)tb6!L48=={
zqzI)!$%Zu#UlJw=jaXuLQyGir(KUp#)K5uHn9Y|N9Va?(!1}n4VX698KUgTO$TR|?
zmU-QOvIzDV0)_24ZX=7jT)VLkn?K|Ll8DS)4|wT639a?X#hh)$=%6GP?rcnhKo^-K
zc%`F)tl$#~Pc*T_AA3kVu6XuO$@c6(#iCSpKq+Dm7E9tI-)i;opbn8QH9+BKn4!ic
z22%G$g&ES9q_wjwcO2scYF62xo@+^0R1O>@?oGDMtrKeB!ESQc^jhql&|-eX9iF~?
zJ{U)JcH^6V*XFm?n~RM*nt}})tPAI_J{QG@*(v}(^+vN@N$WL^6};YMhT(Pkx*R_P
zeBeh4>r>4S2Y*g_j(z2LXy@!&Tse_!Ul%6Yd)sql=H;O&RuVrk3MuhmOFbS??}F@L
zRuPogqUn`N3!&OK#xJ!K3ZwBaZ<xT#=+Q$QJcF>VQY+6l?hr7vVit#;z~I4`EiP&a
zyL6EwWU;vNT^-@as{L@eY#*iP$})_XtQ3nHo|XFbU`kpc%?}dOU<l_t;VN8RLU!rz
z|DhzLeS@MTvZk($AeCVw*WyJT6H7T+qO<_)NI$L*F4Qpw>;6T0$x6`=gJBlB>+&^~
z-8DH1dVV}6w6G2LBv|vPfd(PC!^X~;4+U%YZs3ux4bs!KGU=Ws3inf66#1WQz1SDM
zLy=a?4t=KeFblG!irXs|w23DRjY3aQIIDFs|AaPhA^ev=JKCN9CQ*M-4f8*Z`9KVu
z`~F5nELe^D*#8xFZc+m#OUjxhiNONb;8Ir*-4St4A}sLg75USGA~EXm_s|I&OxvKQ
z1{neeIq9)rg5k*_1;@>$!0mxTc5R{;JBrzna_;@E;ME85cQeNy(#LjJe$KYLDKLQj
z{zy#8{{G5e6xF6nqWmf5+66X?>y+p?m`#6JV-j-nuWJGka&TO1cd7oNG++)B*}qr+
zM0E_z-;3v!S)3fS@1ue8%AkZir{@`Sr2Tub<f7W(2m7iFR@EM<VKUqywFe~698xI3
zAQt2edM#?{$8=F&&CUV8jb}0J!B-47OftOATjxcNzJoUAF4x+^IZ7cdJ}Q}!wrrSi
z+owP(=(@wfStyn+=1sJS2}(HU{+=>u+c-&?&>42U<{#X7(Cs^+y4(T8^_2_zeVp}^
zJV}cquc#q*@U8R7)KGI1J74uuw}pc}xpIE{n9nu{w`Ra=SYZB3p0g@ht_6C7g$&UM
z8g8}wnm%RgBdUqdpNq;GWUXhST&Ehdj*5@rt;LIWjXx!sK8cuz(X#9e?ZN9iugDY;
zbB0+!h>saY#|d31Q4T(nyGePUk1-Xd>|xIZyPeC&YxK;)A3=~mrgEHsu1^VrxNL#-
zdBRk;Ju$+R$;1EjqQi-#-9Tj>KM<yRCar9cCcO_oNFU8iDR2Ucne{K#&4Cam=|dyg
zqc1EB#h&WiqMXgjx^4$kAB+NS3A-K-M?6SYVVi*g(5u1w^(7ogryLbWdSiF?p^J<h
zj9$23VN2FXC$ke?TgD#RAWt_rEbX~$2DBiAQmngPa6Ts_urkt5#uuRm+h4PhbJ|4_
z3x4>*ME05v5XyG`>(1-^SCh*|yp0Q_!{6Ud&%T;}qxHjK&(kIzJ0^FCasUIb`;}f}
zp5kWtf{%WJBvzJ8r$pxc7e+;Kz{hY%ju_7TZ|Q<e^$wm9I>7WOf~&+C-es<2pG+|Q
z^}-5GVAb7#nDMGPXwu>n#%zd^PZwtvhg~FRh_TfZnMA6W^S_=8+X`_jSg+3n+^@@b
zi?fi8;}xNx5PgWCN_8&$klas8mURlnp;6Tw@DG%fSy7{bJkRBQVFmEN$%uZ&iP{{o
zH62ETxTZtE>B@%mkIzo*KJh6SU|~_d5M+XwccVJ*o{CI@i_oOZNx&*WLOpZAbV*$Y
z{kxa`4r2C&C*zIo!2Qh0)Oc&Dqcd-R5(FCT@OPF(OcwU?_7&Qe3kiQb$l(WThExLs
zI5zv1z?;w(FIqLs8+2<c(S1AW5V3e?jN}o_ERnmMf@g}y(U{<0gCS+d=mC@k((-;Z
zaHw5uoFgJrq}7TnH>-ZMFe0({wfq{I9Ke!iTC*nE0+<PGeFHKh%8g92Rj+=`FG;!A
zC@JEUHr@t7>eLlF6LYVWH(-Y3E;Tng<%ZH8`Y8KP=Lp_Z?4Kq-z|V~UKEDgi4rUUm
zu!3d|1X7m->tK%deWr|jtqbv({FdCA7WZR$!bMnHAFz6K^U7d>Bd`X5>7V+y6duNN
zfQ&=ie*X!NxM>wX<SmHl&(5yL`~bx?r_PFQ5ev-(OkS~}O9hA^f`13U^DWk)XgD88
z<(hZ3-t722bGARH$qBg5i9lL+8f#i;Eemqkf8r&SRLe6w^xuV-M%lVAQF^C0$iK$b
z`6eU>VQVy)Y91f=aQKXOM@b5#CwEOK*ws3l9q<5Zh|B^gX2mo#0W*T7HMya5Q+CFh
z0KZ>%{R({%S4$X2Z16I>LrnB&YnT8Er&*-7Ste39<2vvAGYPA0UHxZl`k=G=)qBTF
z+gg9LBdy2sN==SbK>brWv)}Wj;g1GMI2@z!GbBUKmqDm$=Ae%Z(G6mdmlA}2#-<4f
za$$5q!bO6ZocZm4oyMWU_B3m#s{HDF0ZQsplkk(I$luNV8R}eVxt>X$_}M?P`c#AR
znu`A7ye1T2wH(=T-qt8rM1M}^x;OMzk3poGmccl#07`gY=s)d?^iAC--H@&bUCMYv
z2$L$*n)nUs?+f%Eah8}HBH>R@63CR*0X3*!!0Bzod>(mpFfZnh)fYg!mgkJwT9(#v
zn1(`ILXMG(Lq~jK@I!_`M{=A-ldbVXr;lhCJu_pzTAS#xuiKMqgV4n@?ne7Z*8S~!
zzQ!V?t?n=s;oEgIyUFV?9A}IBnjMWyF3KuaqpE4KOGU|$06%=vi`Cer0}&!i#N(E5
z%T?batZRxZlI17U9Gy}4N!00iP+{u5$~DvJ-$2Iz<oEOfdGjRK?qGHYwEU*|uW;bI
z1(uh~JG5;_SMIg5eWa-ybMNJOSk3wClDzd(PmR@hS3YBf1IEZ0B3q%Z_{`A<^@D$&
zZ(@`-9^bb~#)KE(@{`U&q$tVDA#S#+?7VD-iSqFM+<-o~S+&)!;ejpM{_{OZ%FetE
zb*ypRia4ZfjC9tq*rqg+c*KC4z|iqs;mxmUiaM~F@>4qdfxOpGR;{`6+8v#LKhejD
z#vNJ;ilEEsum-EW566%+X|{(J`y=bS{G%9gyaQ6vuT*tv+TJeaEf+JtDv-d?;0rx(
zO5-^VZ<@uyaXt;X!Hu=P-Ui1)WH)%-T|k&LJ#<7p*If5-;a#dJ8b2raqe77z(4LK7
zr$J$Fqi@5z){!9D{bgvg>*K55Gn;}!IiJ!+wJP$<r7CdNC)1%AL+#0|HKZ^m=!adO
z;THq1E6!*$U=&LhHS>Bbe5ca78?CAbl<H%q=hSP*cu)IT9^;4ccIm#@1oY~4i*S&*
z&X4Ny%zY`Zy>RrbCk#lVHDo*dr~SSP6m+HP^W~xAMFFDdwmZ~+AvSX8Z;-}k8UtSA
z`k5~bxm>l;QZJ^Y-dIcB-Sy}-P1lW{rNPfcJPH!*Hxy<wamPp;AV7~*>U4^teKZy7
zz+IJ;*M(Uo#w0U#Nl|nGGm+bm|A(zZ4YUqwf=4m-Z`1~CYt~Kmm85i}KOR-F&dfQ~
zj!TXYT8==STj1W(H{7Hn!uSG(fmu&gVM*@W)YaVD@Xh}o^)I(4T9;rl!XHJQW>j4~
z_NMLl{ZA?<ye5}-myniYCO~H3(Z+KXJYv%2-eLIS=*Uf^mDmCEe`}+*8Onc5=Kc*!
z4(^S`+6n4<QHUS=o6_6OX$3pW8F}}Dzx<_Dv!Ub7Tx1U=m8)9$cOx&C%a*SSliHd}
zN{*ud+G3rb%wAO$L<s7CO(TZ=>lTF#8uX&Movd*eO5zu(Atl`pkPB0Poh^0KHnL)D
zh4r8^_YW~I`yu%pAJ_Ya_zK2+lE)}=VUJ#K8<60_r24b=?&awG+K|#iA7AqWvrXig
zUkrJrq*lJspwGAo&)P`>>0#PTC+W(`ypNJZwrtGTPU~=hzg$WmvoKoF9v@y(#+d!n
zh<YCVrU|ipE0j|te?$d3){)=(qz(^$Ia_dgbCKA!Gy5S0cllbT7)>9vZ%^S`Yl;1C
zXYTzFxfaoelgyCu;Ffr`p0$lL;=!rsXOG}HX0I?V;l)}o6+SG69CFyGSpk#zbXwF|
z3H{N@^#Y07hxx1%>5MSH@$DV;Z`uZ=ZwQSBA@Zy8GctR$47tp<1$5wISl&^VW_oj8
zJ=N<T<<C_WmS1PTAan=k*zaW4(<m7v{9^lU6V2UbGqJvL2!yc71x;5vvedjwRIIn9
zUaUBYZXCIu^wwlX9@}Z1G@7ndJbnA9+Inw)*v$GQ2wy`JRu+hYKoE56ksEt0gj%O#
zSXD4<Hx_vZ>Nsp`*I1ny;9vJJHs4t6k)@OKTi)L8Ug2%~98A1j@;op=^kAAKudXJr
zNP*tIV+r7-sycZpiLpP*FWV)_Y;iyOaPRbt4iya+>C6_zcp7|)zz)X#HPJ|bQ32lh
zR&&&y$@(bqpAO?ztMc0&NBd1376KCSL615|O<y8^RZ2E@I<h!MILWTY8g)(O#m8cH
zs20M~y%P?{yVz6$yp9?sO&pL{2A0krg8jJ%R%x=;jU$zP<!jC+Ze-sye)?y**|~7M
z`sGT}eYW@i&sBPx7w9M#;b51Q6gD<FT~1y8W6i#h7CByfUeL`VL8siR&siw*FQV$6
zU>eTPF~v4{A`aa~tG6Dh1Cx#>e1iNwPgO@F6Hmu^6We^3N!F7AnjZWQO=xY!P*Do8
z!j>_k`sD^hRgRLvngikb`IhwoOPs}{xBeYup2W_5O-$5!2Oh-OQ*%26d4H@*;lLha
zr$Q8g=6-vp(6u~PxyE>~5<CXJcrP6kYz=+Fi3<L$s5HWVqfId_C|BI)*HrEZ!X6;=
z>mL#$4_E`-p#0_Xc25*C?1&LPu}*d2H~mAIrv}wx5)3?gje(_l{fhE#sx<LjzN-nt
z2A`PcSe1YA+~M^$3}?|{bn4@QH~UQjtJ^=1x$5ipYeic%q`Tz8Xu;)&k1xCIhj8kr
z5}BZ2H_+sk3=U>9pOgfnjyce5+Ry8rhCE;nJa(W!9BRaF(D_QN>Ib^S{VsxFY9d|F
zn)9P~&G(W_-)+8UegbaU=E00&N7fpjUq3d(TJret?$<JG7}3GSF=*GsOJ+A47>p@-
z($%PCkN=w$Lc2cNr(7-z@O<MnuhPK}v~>eXHTWjZQ%|l`jr12Nn~}6n$-v=`v8p+?
z7Lsgp-Lq0^zmnU?#<0em<9d}Ic{k%}gH)=u4KtK$rL(?G5UZ0G>4N`SC-8*ec0Yv_
z_zl;k@nkIdj4e6WhUM9_lRRs5GHg7DBjbQlOZ4GNGmGM!7mibI74`MNFh!jz^==K}
zNJ=eEvk<_mZI0s*RQkFNK$YlYCDG0T@MO=ta8wh&X(FwWd^ky^14-3@oi$gsH!su%
zeJ0Q3C1(!qI*kA`;zF-mfM?LZ@711(XHzeNV2M`KsSbg$=__5`xuwUvXkbGP_l6(}
zxNG_w>VyKFTDm`ahXE-6=ET21xEO&1Hoz$T3wc_--FGcTkm$M=nc<k(0ZDyuVnavN
z$3NUXltTm;ugr=SMA=|u)z}Q~Vr28hZETUXx&uokOPCFV9-HJxiR|oov^fD<R|F54
z06TtZjE+@354r{wxEzS?p3eq6gmi+e|D7Zv$QP($tDim6f)|Kpjbf2B5KT1!o`IfI
z<3-=tktds|>rWbXPC*{P_kOR@!2gK7>Q|;3qXD=N2L@v#Lb@_5G!m&8QXNB!jx9g5
zr(O?B7+1U|0pI=2F7RrS=EhWE%Lash*Ete;nel{sv5sczYt`E-r7p<IjKrkAvAd|F
z8>o9W-mq{wM(rJFlB*=|5C0N8veUr_bL9rS!lA`)Mf5Qj2rviQIsM5Rz>BS?v@8Fj
z1o#cBl5BoO09J2nl7mT-^u5Yz15i@RRj;sRj9J5Ox(FtNytzDik93%Tv^2R;cRAqx
z{!;Sa<@jGhp|j2$*J?*U830f2kNML-)b5YZCLk@wshKwx%Tk(v)!Be-BtQdI!$J)q
zVCLqJ9964286tSn{*I2{<VM86@g5(eAaElSYH?XdYbMYY{BnaLiv`H=1cr%p)=_hi
zfD?mKkWN^x5>tW*9kvsL|B-Us81nMqW?z<0bj)&cr2kRgi<Xwe2j^ahXD&%?mpH)G
zo4Uy%;q>;@U-nQ@d!=k7;|NeIWeU5<rHfiB$f|$r@V7r5F{=Qw^e0$9AVVUz?4cgV
zc0aa#5;n)cl$7VF&Ea_IwNM|M0-+DweH0_n>L>r+DTzm<g3+Z3!M#iRbV(MSQguRK
zF41El*|Bdf)tz8Jhm(;jn#S=xjNZP3mtgXB%b$!r;CFD%y~ni0zVq?#_wGMhPPa@Y
z(|w>HYbuZ=9-au&8<iiRWe(a?zV?;@_ghgFRZ>q?R!>O%22Xu760%Ldo!#j^gyLl0
z*+<&5b7WLL4ehJzaRQCI4l0Uk9k9wKLSwN81+9Mc=c#=dP#8hpAPA$Ga`##AN3hrX
zY5TF;A+bL_3GoXS4%#XY{PHA^7x2F=*lGt({yEdg&+k!UA$0IfKU^v|i6BVT3kIKT
z4gUp3{{z;WI!ENO-+ncE?4rfGw|>b<;!y->#(C>|lRkdPzk9^p|NMwfMSLs0#H)6p
z`Yc}b@ZJK4@g~W|lnkiBHye6*TKn)E-bf)-F#U&Wp4=#a6YSA1pkyEXa)lcpk#y<J
z`y%)DKjSj}G#RW2!?vMfliNp+>HY;zz5Ly{x@X%kA$7hKHp0m1xc4Jvx4*mSUNT#I
z;fLHoqq?8>-gnW5Bq6HCNXlm3KR^)cX0#5hV{;m>4weV{DsBJMVDlGG%(%Wy6CWam
ztlNc3`ccYhNpV3cFXH#wFK+>gd&}g(OgdoKq1pq-3t7a3Z2loCf3H#EFDFO^Ri&*u
zIY`^*$x!3bWj;Iz85;>9Sk|US0``9HU+l|0^RDL=9jZaGH3oL)=smb~YHt60a80lC
z5wI-t-huGoKQ2*PsO~yZg{Twf4?z6_1bd~%bYsLVwR!@UvVHcQ|3$x@^*mp!j-QXp
zGC?<3S&qA_&T!IS>a^z2+CbckBTaiDu+6*A{#YEUGM~hzlE;z0%L_8+yL<OUJ^VsW
zsiLH-T<J;Bt2z{T#9D&%RlUtvP#32x3PQ0)f*V>Fo1gIEGksjSHehl5EOxvvs*XDT
zJ?!}si~)$kw<|WuTR)`wQot%5mc)cWlpFnBCa5c4^g4(v)@@|&-SguJ1}C6OgvFlP
z_W^nHRJ=FMb^<RL#v@Z#*>`7wjvZdC_#Chk0UJ1Sw7)pyd-|KtcZ%Uj#)IF6EwA|h
z{>>9GVNEM>#=|KYj6VH)<^GQ!OTA#@+X;@Ri?K${jMHZ1TV^`O;PK0KBWLQyZ$9O@
zS;1k*p3hKpV}<z84QCoS<w>p^X<Z;(U6GfrYR$U1*2jRfvzCgEYvyV9nSpRWPmeop
z7h>4_k(n|fH}zQmM<Hg>*q`N3<9L~_vBMSwaOBFSM^4WNP5mp*cO~MHw7u>#Y64S<
zhdBo+pHW)R#{=68(b<IPU^t`UJges{fGN9@ZMTO5>S5-b9Qspe)4!tWCIu?85|*;z
z&J;G5sheJNtw<>2akizhiq#W4<@aFIrE%p$^4sOq-RROso6HsHtGZ70CH(yJQpK!~
zGPaaY`9vI{BbKEq6M&!oWW*OvDZ0aEe<Cfrh`G0>>i}Uhto-`4(e#8@O;V;KSz7}%
zO$Y3&P)5T!pnnguOc6=Ia{xG0%KqEuV(9ItSf%OVZ_&5$zq)U%WYSjGBzY*l=1JH}
z|02p=+Mw2e-u##?dA`_T>{3?2E})j|yRB~yUG;_MM?XI!M1DcxF9})2ku)0{4@?Q3
zD}%Fi<^UT9O|BOQ^q31*eQ_AgKLi`)KhX-mMj0G0uG0w}UVb$5Wvvr!{M9TosFH|8
zhUK`t?si!4$IZFtbw#%0ry=$8iBI6kL7d5fKG_!K)7(!LmTGAaPvs365wafSichNL
z=tck&H%gL#AiDKXg7OjVd6eUO^rODUo-6kZ4NKFC^CxxF&XD!&k4U>$&{g)|rM{Rq
zUp!(tMa|?hRbbm<qt`IznYMdr5$`c@R<d7O<}<>t1pkkmDTMGfLk}x>B0Tp{moUx;
z3dmhIQlbjMVq?0e_C48`ZJB1Ei<4PPSbl|_eS~50mrwk}xysuO=*esJuSoU~n|ehB
zi0zB8#)`Nnq~!8j>igKN|Hb_$)ZR4qmW1S-jY}f$iT)PJh;!~~2#TXP9&uGfT5%yB
z&l$&Y@kDIPE=t{PA23(ya2`Dpvej~#ng@N3j#76!*CDPqo*f=iBk<y1xJ>+$v@+(j
z3pp6(bli8nxSM1s;D2BqL)Kb8(>5*{jzlZj=#!+LLFH)k3YFh;)`OFM(sOzA&PYT4
zdT-1h2Q@CA6)}ZibhBX|64r?fcfK1n9b=@*JTpmue80TzY0o(>i2^-c=?~sR;GXHD
z{+1(DP@erdVP#xy@*7HY&_7CZ^*jsRLoDB-oit@s8D~kE`9hTaoeq7q>pNTTWc9_1
zUw5##Z^Jf9h2#_(e|9<k!O7a#>j*k~t%`Vgu$D*s&~X-g(RrNl52R&9+BrkCB}mBy
z!jFgz$m?LnuL)2<waIwcTH^r1c}Zo9Bd8=`T~d-$iT*ByuR1XRyNa2f36HPs=ebdc
zsj%ax!Dzo*LN*I%{)QthvmK5h+vi3JK*=?Oj>DbgCfGYFU~+f~LGm%mJjf1oZ0Ww?
z+IVfY{^R&Dy2s<QsCkvv2;U~`o^v&C3XQdI^-EmOl4LN$(rl}lGaw75o}+jjO!Yj-
z4$OKhRgZ61=9VVUI!Pghctg(L-TiS%Z_MQwe?YNoQWO;qb<JP0hqP~=`G|i)OBm$p
zElkpu(g{tiUXi2iXm<LWdroIjd*qrE(6#h>!=Mw*Ra_eip*wx9htY{u7FdVBtcSff
zg^j5|;f{U9?61k!e9G-4MMMfFU17q2NB2KG=U{C-)Aq1bJdF8=ZIiIdBft7fPqS_2
z(ocRCChKw)Xzl227(&W~z}Wj~f#N6{jaF}rrHIehE(yLkPq}Y6OCOLXpPze0Zh{>2
zx!bDGv#%2lhbq9tE`*uF+haN|wFbcze+4nK9fp2?qB~@L1Ldl-ep)d{O`KqzrK45h
zy|qjSQmGeQO#Dh^r1lqO3TwgN{P(7OI>Uvi)N}NWd0_V4r_qKt#>WEb&Nz{ErVm^E
zMgV)3eal4}Wn8UJi|3tuzK@Fd_DURYodogZ%e4m{TZ^Q<;>(~$Ui4m=_YOwMkGL0>
zXK$=Hu&6U@NC~P*oG5SNuzu<H_gicgp)RyeFM=-pPx^YR<D&5^c{sR<clYXQ6si%?
zQzdEdUeUw8XyjQ`nc804em?(ZfiN}W-f9H69{&bj)tBU7;YDN3+g7Kdo+smgIsDj0
zpZxynQa}7~c=WlOqD9Ywz(^MGu9q-mzYZx*$|$d9!Sv&&)`cH*dq#@mAq^7`bW4L2
z)Pt09({N&!?r{eb`2$Z4?%njw%E(77S6~vLxN-{4ox}A&6ktv&<01->ep{j_4<!<N
zn`V!n{X{Yxm<aB7^tBq0D*7lrChxJ5mIiecT$b7MhHe>3Cs{EaKTlf8t~C!vpLqyS
zzFo2DbWQoZ?tgdDcd=4?Q1>mK^g$r7z2<b7D97&_w+ktv&Z#bdpoWnZ#hXXu-8OR_
zY_E{muDwjmz>z~#T=!`~oOI)_(JaImT)xb>?{y?9F$FVe{27Cut>?KO7UEcJ_Rop%
z{K)?&SF4=Y+r09?NmncSmbGB!GtC-Mbq^0nx9)7XYr0QC9qB7A8Js?p<go|jEMDnf
zV`9GS+Ca16SSB>8ovCPplMzAx6v7z^U>jQ{j;3%f%EQgic1zczReA=~w!U2R!5+Pb
zjsh<0I$I@@)!<05ku><L<5zL|G!9OH0O=Br5laJdrWM17t04+??qrBHFUp92UWVb_
zl*1Wmi_)XKM`osSgP%U)I!Am{Y>t@OiqAP_yrr=-mv~U*{-X%#nK+fbyc49g<XYc-
zSC%^BY{h6FwOEpZcc~Bk!-U+H;;K0N=ftpGpo{$TGxf8bi!UfW6mXo-F=iC<_H}LJ
zv$WuqM$-sN>CyoL|KT)p-dS$3XQKR3kj;0P-NM}G>-uFg^I*?t;m=J$_TUK*UPu8G
zLEUrHBVULEe<z+_|80^wk4cv;0%j9QMU2nU<`r6Tvp>uYUaJ?P!`ixX*k#LXig4ke
z=SYUS|Kn(()d-Lx1aGnf%Kj=5{vLzeSj+549c_9f0gT3*$11Q4B*}A!mr)H&I{Cse
zq*RgR{4#s}2dZVH72EwV%-!@a0UtI%g44@1aDJ&-HFFM9UMcNl4Wa8I>wQH1w*c8#
zrs-#a-WHN@(Cutht&BLW3pil-Nc7|o(ld#C`Ec=4F3xmWJAzRk-j<Ho{B?R$RMWmo
z;~NZt8fAU-$(ZQ6Uzq?%QfEX&N(xz|%Y;q+)bL4Rx@x1SB#Y6xWlOXD<t5miM87m;
z&?8{C)2Mw4!qw`yllGr8mw$dOfi_PN{57Nk9EjGU=fg>PcJmOOoHyw``E@e;Hq4#U
zY%i3~4XoqMHtBx%o(b6)pZ<K+CtgnyI0c(qC<*f(KbbsFjJ!Y2CbnB`L9khDTjxR$
zyFDGD2gpjeJt^wNzEM;RZxAErTDz+{7gr_#;3tI7WWOVNTW>a%oD@Arf2Xl*yBn0A
z_R4_CAq7JUD^jTwpz&Q;sgzM?F;XU2m(-gkW^jvnVmm^y2CO<>B@&ClPt+9Hmy9@X
z!z@*l`3?`Lfk^aEbkQr;QMVr@Owx?WBW5s3{i!H+d5vl2TZOhPB6?xkl3*sRYl48h
z5hcH2ht%`4+B(e{=#meJTLEwfs>p0kHmjqwm)yKwb(y9#?xcvHwe;`g#)gpW#Nq7T
znJ+E+W));g<9J@4G2FpEw$!=k?nA`@-{ceeGpx%u+<38-o1);1c-gpkS6T+LD5MX0
z>02M%Gbxx)>5nS;fsoly#hzhSN|x`J^ypwaW8BjB`L(hmbsV5!ZR!?)A`3u^n^4ky
z@uuxE^nEi}6B1<)jt)Pn;3j3^f2Dc#1<n&DmK64XK*mR;sju5&5m8bCNKih%s;6qm
z_tC?NFWH+re*kioJuIC%j@S>(QW$Q*!Iqspdjp4Ixq_iCRXul1eQc^HQS{<2axH@&
z>vi$L(n5}s{I`bdC#DiMR*zPH?}{+GP5A2FE~NblBt3;Nx)~<mjUU5WbX}-XP~q-*
ztW~@GIRz;fPqJH-R{hUh8R64GL<VB}Yy&{gQ1Pk9TdekrJ~2nbzQ6Pk|7!}&QMPlK
z*W9g4Voag6MAvN+orM7rXq_bU*D^wjl$abV8X%BQZq7B;kiT-ReIgVbYi()RsrW*j
z)*u925)5@2zS09)ZGJE(z|h<P5tIAGheUT-uZa-z<Nrju1itX(5WD4@of9;gnW*ye
z834v_+cs0zB+Z%pVTMmrW_k#XXDiNU1!p&%cA_P(=_88cnaYWXCWwAUy&&<-g*aK`
zPO*vd0pSx|fe8sAg_Db8xNzEp+#@ZH-NUJcmA_ADEAPRH?)r3u{pjc5sx^iC<F3=m
z#y62YV!bs_(4Q7DT)odm(%i0NF<PS@D&ZepMT;LF3d$Q8>#-W8e5M3F^=lAJ7v^QG
zL&@V1u7hts%fWUY09^w8;1YVPXIQoi_n)r2i$PcQPGDP~ZOyM|O#0~>z8~(eR#rr_
z<n{C^FBV0`N~s)L=(V~d9t5%;@ttyZ^e)c~>pf;jrRtsGo-49K_*r&Z_FyQSt7b1k
zh_v2Q$b8(#XuE2Tv~6{*{h*-3Zf2FR>VK{`v|Yl0Tch&|h#KD!IaFNYx_(N}E^ZmO
z`lBOF5qhCcGcwn3T%U2KKH}uGB(q}F(f!?}AXFkVP@~GH!vYC%lF)c*X?WNqdlz@L
zgIF$EPT^<6IFjl@hy=+zxO0bn%fCXA8S6qR2mMiIl&k{~8X%xs-mc<8Eq%}<2MN{{
zsbVea^66%t2~jlemc!LCgV<fwk;@@t?oM`?XFb1Rvr8^-w@QjCew>)u@fILTirt5r
zMWCK$%-8P{eCZGHp8E4%1<_qRlLbbNg4D|<c%jMRTs+y><!XqlJpU?bKebIrBA8|e
zHHkaPEU9_A@ng1H4JoJv#DL2;hLJ_!gfsY>5ieOv1Z{J|63_r(Yyrrg>h+L(&nm12
zXyp4|-@i6gpXeOS3a)h#H~UV4v<}fwG(zHWYspT)>6%D%XPezzLAL<N`eG?#eexIn
zdnmr;Kb$m4@KpP_QK(4+XUl$h%ViQ(fxMDhhaLb^BH#Bo(+RpVG~PjdGWtsgnq1u0
zg|ZPYlc0eEc|?Fk=8mr5_bQw5XGf6d?<SYU;xdKO(`Kwm*QODIk6&YuLIIPebmICT
zIFa;sm%o0MrV+NZxdsiK0wh3MGyt$$$Houo1xZQJKZG*|UT-Dq;xRWP$_Ayq3RPdL
zbJhgz8?*!VPv_)D(vZG$eulR{!MP3AKw*hW70~3U<Cj_hs$HigC%@5M9|L>&D5sRZ
z8A)3Ft&Q?|&#{Rew-3O8Lm%;5gyEF)BsXS8eQ4%CLeIi8>DR3c)r6lJKYUv*!&1Ym
zNN1eR5`|7amXKn6Q&<Qj?!B<ErM34Fa!aOC_(b{TP}z-AG@W+#GE?M}O8t;m;Tb17
z$awHpgT0P@c7AC5m1&+qOusE1Npfy-ZrZ8podH`jGMp@0GYj@g+t27nf*_*;h*Ab-
zdn&xS#zBx$9wKViFLVbb@P-YWoq&x#Q@rJ{`6!=^n2}Jw9bE9l^D|~givLjU`sLk+
zR9fp_X-a^EKwWs{QUj#^)Pto7%Z`Mj`2c>SS@XUJE9j|Tr6&ml)PaOnSkaN+G>W{E
zzGP8$qIsMKq3N<P0^2{v$Ri0zSYx&-zxl*M0=AFLK#>|&4WbPheSBe{o+~+C(rcH@
zgZ1=E1tDId3E?5N{Q;@&uISwt4m_mQ9!WVF@cOrPh`3vashT7s5TY2IJ?6B11h<Th
zBxAqEF~ncR=hJlFX3L^lZN0@sI}=|vq(hyn1<)>*j|FejupDv0=3)gzOf4-@_90+z
z?oHzA{j&Ya4j`iKLd~8mpC@pOk7s8exMPX~cYd?@a5|&PtnXUI`^~ouo_Uv%SuLi`
z1%EfNj9rH<Fj{Ttt<odn9ps6JNcX-f9sP=Q`p#j5i-5d*J=hPHdK1bv@#zZ+w}uD~
zSYt1diHi_`JP6Y(p~Z4>*~ehupaYONYiB?&YY@h*dJB<Nrd2smsfmu4E^51xAX(B9
z<N`NPrvMNEq6I<pI^hjt>T2(mQP5cpfuoqf(J^6wY+|#6>u)@XdEpSp6YKB6O^<E9
zC0Ak<LKGn?cafIln?D6zcnF@I;+yo}adCVoV;i|Yx-;py2wbz&5B9{8d!LG`p}Wx3
zu$umj&8R9tjVc{qC0+VS`bIw#_a>vz=?wcHE)54&c$0i!H^|vbJ~;MQHq#eXfZia)
zOXJ2}K}b0`<J%CY)$`X07*}X1yWnBc%vwirD25aV0IS+f$(6{4#&8JaJp(Pa(QD{4
z`5@_gc}Ao#_L^;GAG+c(qIPdFIlGMP$HZ(-_U!{L;2{vms`9*l<cd+&aYd;E@2;Ey
z<wSQxDu)iOeNvudWen7o8EdbS+Ws>gtQ=aL$>T|)Z@Ih5JwLFLoNRh;_+wF$Hx5gX
z^`@!(0N%HP;mUa@L5ZLEPVJH;7QEB6Lnnc?y)f%b{{n;cuP~FkQT-rGw10MQd}6b3
z@r~SGt7rtnL#8Mf733oi$;H6XZN%VwfTKnjydS`tp-ZBE*2O{q#=b{u4T>_hzCxT_
z4o<N42G%ZomN{MC=7P74&baok1|n9?;0_HLQ{!nYT@q=X5T~gGJ;ERzvzUHyPSrDP
z?}uzjnEw$<+q66AiN<YDheIwO5W>6obA*#u1+H1&sCjsF(ZSUZb7MGUEq{ud@9>q+
z%R&~|^43_9NcRH0X9#u>D|@isHa+mrvAI<ku|KO#$xyf{$A({7+%nV7y=Q*y+g6o1
zxOQm7JyNBMP;9R_q{+-Kpz*Ft@B1b*c|W22Up`g9vwvPlBw+H-dWV-3X6zy{<>&@=
zZCj5YJ<Ni?2W-u{wZDN!5BZRT_Ef|xm|+_YBeS!%wCyIz{b0A&rO${a0PZ;nnYZea
z&bNX8fyU0((pUJ6*|Sk&KbxFOO196^Uz&yOS$;#C;;)i(+S4Nb`Kj)IhT(sU#2M^W
z6=MvpqJ+1wYP{VD=4qSFh8>pIPi-{4+P}D};$E&Zz4RH@gmZ!IN$oU}*0+svx^4hE
zdq!*mKbyYTwSA}0Mu(2L5!9@-1z7&|(4v7GpF3x4sBfSov6{0Vojyn5twUk@wiPE=
z{ob|I;D+R8$wJ&lz#E+xvAponwD9gDtE-3jg}bJ0hDw%tVo&Ry&R`uU_PcW}%D*`9
zmqRSUudJ)+vVN9NNo_9BFr7=!d<y2&=XiMBW}$#f08qxODg3$Go5wq16p3LAyG?y8
zoO9{w8@g-XKKoMWxDKLy6%d*_FPqJudY0_42eB^WfR95TBchtT7^JDOD6iW-ODjBv
zkHd?GlAOMgUEX?Aakqp8NAO=}w6pw<y)qScu~NT~(xsbl8G->uG~4dtpoifkNb=!3
z#k-}2x7#y`YVbYgc+G1r%^=uQEY)##?6gGA9#ikXu|TZ2OA99V!2Sqtfy#0_S7F_}
zq<)>8XGUuCK|EZ@8AD*i1!6BoRdzcPcUI@pr7|z6iW^atZ}VOA@P=Q<LE5F?C!;oN
z@BXDJw^W`oL9uU#c>*_pjVR1Juw3@L`7ON(=S4)8@n1iFt&{XGE~64{0~#y0sb;SU
z<JC*6rU_MGE|V^!rmo_6%ny${ERygZ6svpV-?B3|ZK!R2an|<_dqy(w4&T2HyV*Cy
z(e04;g|}s=nas_oNMR{uRde9ejGlYw+*I`~dJ0tBLkkmL`~=-bG1N^3u=J|Oh;!<y
znO%m6=(z@9%|`0!&|G}<t^6se<y*g6P}$=Sr`5<)Ams1TJQB6SuKC!F)ZaaKim<{v
zt+i2k;Z6O`QQ!Bv7am)LQ{1T2HHUjTOlF_TQ~_E|38mzlBZHUIQIVN=p3Eu=YiomM
z|6vIt3OjJu94m$3n-e?HoBTx&x+6g3q`Jt9?_IMW2^2%t_AjAs7<(%Fe19nDFf}_*
zD5~7_g4<+NPm|o@!>?@38~BDtLTz_PP@2fC1HP%4`1D%tt_ZyN3%hpRm@%fx+&TPq
z<mY_z)7#H0+;akiV!eN^N|sy4nOA+0;B(_cUbls&xa(oVenlHk3OWs<-VcoTq@aTj
zZ!gmLZjkB)c&z(j4pCecq3^BuP9km1;T?i1H}87a9yu+?S25=I$+7tE>Kt1yFCqtd
z#*PUq?o3&3I;IdaN4&$UTX4|goI;gzUVpXGY`hgoG>%esv4-gXUjRiMy5o2kYz<^{
zEz&gHH2>nu`tGK}Z>G5$>G#ew_kZED)nsr1s33gLW#H1|r?~w5DU8Cm*O-3$Y8!Pc
z74&Pp%K+^R%w-dHxCG0`>|ZJn{|CDSW$cc_@5Rh!JayBlQs3QXK`;uRLldGFK9062
z9z&v0(lyuEpDA+9t=?7NCxL`!e4+cywLC3(d8{b708{|SV={3?F!{aGLebT-hvcMJ
zs{Jb%_#5rJ7d=gOKxgqb^fs`^`eSiL$Unk90h@y|5tw`j(HZw}_~K2h^0>fAFk`bn
zo(b<nBn1(2%f550ws$;!ky!~uXxcv4>NGosx(gqVOk>OXyTh0;taUiUVCohvzm}nM
zq)_9Ylr1|&!o@EUc1Ppc^;X-3v;Fgh+Mo6ZU&v(pXql`5I>x~_0q(+cSP0KUwf8n3
znK0N2H8<Ud?n||};xn!lu--9(olEDj=gQwk*Ir>8itJkt<j+X^th{4tT^DFB0ObHR
z?M2_X$4q{Ylt8rG)LwGJE7kra02OTSZ{w(s9?s^__dSa}Gy_jQ`K`mU82N__<Ue!u
z9<JVg1hc?QEIOPD)6*G9%)XBmJ42ZO(7(d9Fim?-W`5!A1Txc!z{TxTMBc+ESR%Ly
z;(AHfBZS6YV{Sv??b8L<L~(sezMxbTD+K|_z4Nfh_SqJvu~)DXq%Nym0IC=?LoYS&
z9lsujabDA)Zmcdj;fn}>X@^QT^L=UVfNddZasgO$IE4v-Wym$$e()5dofDPZ0I~|k
z3uF=nfc}y{Pw|n(3Zx~nZxCwlbwW*gFf^I1ui6uib@??a!DMd~_6H|3*zA{C7G`c|
z@knsBXs9$IwkQPT=Wjm{i-RG_%q$lz08s$Q`k?zzt*q#pP_3^>Si1gV>tH#l$(o?r
zoUTh&3A0XwXQkgn&qdc&6o7eFGV|X<sQKqu$}F3u+iTAdXj}lw07~e&DAYnumyXMu
z_i7?o#$P!}uW7#oeO6CIuUX?TZ0$O9TwsNb0-;0!nCNkt5uHqa&)8hH{Ez1qW(CYY
zl!70H_1{fS$ps+h$_+RQX7i!Y6y!a4%(fFLTu)xY^_%w*DZEQE(TPCxZha$UE`X(1
z3^H==F@o+q7>iS9(=ox&uUG+?Y;poAS$7bTaGi;O>&Zmy5Y7<=fUZN=-E$<K-IH7p
z+PBa;h*=Yg0zl78K}K38*Mg3ZO3Y@@NFqhgbMx*)wvX;{IwnId0QZG!T}aAd$DWE#
zXD-1c;}dNE-jlV%3g7}z3cLgyKc9&+nRj4wVITTf50ISXr3!$>;BpH<lfT;HgKnRq
zZl@0zbY}jjH0$mkdu26#x?uWm4ZX&e4g9Xk_iqWlhTqHr<pLnqnuNrww-~WS0Z13z
zC&d7oq5vEg1cPeqvbX?5=!<DLOLPH5l8S-Agw&g57JzFxc`UjwS{X$0wZ#M&NdTTd
ze=eB(0rG7m0AeuG_E7B@3y}*zF*qO;Mt`9eNO<rBSDrtEd-7?_I=W19g1=Azwhb>A
z`CHj9N4*{m<m4wb_@XiXusJLz_@Azq80nL9A7Xdpb+)|Xn9N16jku0E2a@rNd9Yjn
zsMb~_qZp7Q0SFSrl=<JLCyNLG5sGTs<ZE|uKrp{4;$M;g5W(qOTBhUH*qvcy74JzF
zh&(taxEvXR@RU^mLWJ|heM`0n<METHOtdKOu*of2PI!9WTX&UX03=Fc3kSI#QkP>c
z0Of$6P&gy6-({vg1^J@#Zm>T3{kDH0IkC$u0G8jD+XDFD`%jew;KN^=VC*4JcwV{%
z=W{nO%{z&a{#fEIgr(hO%Rf0@#8j^<80jF311MSmB?aV20LZMT<yl(-iU@!h+@qKP
z3BW_a>=#L2SOEN@t}-88ycV^^mlOnK0+1sU0E!blc%&=<@q%@rC;*Dq!#t}%*0Lc6
z9qAb+<S!Q&1Y`o>kuLyVTmWi3sMAic;KN;fAS1n7asd80Fc-b8`%6yd3JHLD-*O8;
zbMs$Of6yn4{2vT$gce)JLCa+g7DW5PG4l$1Zsx%#<u=xaUBlz2&#>`yhEfo4rEeN$
zZ7;qRpgaOV0XoHVlLfa+B-4%C50qL9C=f^Hw&FRW<x!ddkbnO4*)w^-aE`@kJbd)D
zSOFNHk4(WO*sTya6z{_YpcdmmSPH_^Z?p7W>a?>yY#aL843wO}l@<Wg&J}9`uwPMt
zLi;ovSE260{!lR(iJ`6skbD0LQf@v(Na|fA32s5+jR%-!S$PW};9Lf-WZY&1ypWuO
zE19?Dt^&2KletX<qs&9vM)?CoKr-25Q*v3p!HWcd#TtZfpL6E{!sD}WDg71`n&JdN
zY&Im}q2npoN7v5E&Eo=4n-L<Id^7@Y<h|=y;AbFD-+dK8qxZ1Ud<5clay3TBE#^XP
zzP9*wf7{j2wcLb(`>kFaDBSW7-W>5BREE^YyEC1z;7|(mkEdapm*5`kzJM`nj<CQP
z`Phnt_*WphSW8nrfM}{O*cK!wnb=A|=M$-j;1ozKoNYH%5QBxnd7>zYCOReVtlSkU
zKVI>kguhKru%^1g0X!q;NKD>%0<(qV#hd_o#((plk)A=k7ad2zJ!&Epg@IxYq9q}M
zEDAAUiCPS#F6&$X3V~{VGWGQXH`VG9cuRw-%^z~&4)L<Z6z3D@?QWq={++Aw?WVo3
zicEyrnOJmmHhG~4G_#(CdjGVCO5K4<F2FBa!&xe<NCF}<k!7j^QN;kANP23X6RiNz
zG#^)p@C3RJW#>&R<Q|ZaP*Y&x;}!2iq+h->L}?%89h8(r^tZw@(ES{JFT&~gMJy^L
zYN8;B%XB@mG8CVOf`?L<buIw;I2fLaP{A~#DYqzp|72Q9jmg`8DOSLyZc4-*vUfME
zL(|ZAw+&j`>$7cbjW=T8S|=C>$KsbmZus-C54xFeh4xx==ona_yVK_4tp-6j+RfU6
zwZ2zi5|9D&;0){ykiBOz@f`%yTkO<BW;;dWo%}Acbs`gyN-<TIZ96X8<}RE^ZSIt&
zYkMdTu7x@W(K@B&I_F=H&QUzx-TzXNdlD!~NK6H$b$UL^9iT)by0_vri+e`4UD!{@
zvvYi9$L^J1SN5Fbg2=8_JKFzWc>(YVPG-Y!U3m_K-cHAg024OlmUn6x#_pReIZ<Dl
z0Blf$>aH0D*?j_jv-5#N^mY7Ye-wK9+gLBZS<XSMDR1+s%NS#G4AUJ?W1&YlRvn6g
zkzWG(Z{5YZ18Zzu4-Lx=Y#@;KE3BAsI7Vl)bDbkHCI8MGl|!u;fFqG<Y^=TTjN5EV
z?PJmDtbaZYzIox{9V|Y%uE+$NH7$p~%0+->1g?bo_BGI2YlaSsZD1nQVl1~mI29JB
zla!Kuii4vd7)!k(S$E(c&Ajo8<v~oa^@C-8*I=i!*>Dd^mi+s3R1URL01k%BqWEH)
z{fX=ZHrC#}<NB=a{&415m_*p3)0Qrhld-y?q2CT#v%5oQ#tc@|e{HxI{~b8{Lc*69
zu7X=3bvfXuJZhZ)grwxM=DV;v87zulon!3PRJ1YFV5INx>ku|G@1O~j@sGYSHXl1*
z<-{kroXHS;-r@)F;HX`wH3C4h=};h#M%i5*yycZ@zN<L#+o0{jF6i*fP;?#j6aFzU
zh3)==k#IZ&Q{N@xS{0K&Q@F15<$<GWP%8w0BKdK7kJ)TG6v&gBcv3)pwHDe>?E~Gv
zzG6di>y8}+y`P7n^YGyqyLc7s4n>yu{#?V-;dnN?lH||EUcv0=HUF!H8ZQ98F*Nkn
zGZxAJYS$3Si6|A?P4A5XW5;3PCR>;|9A-mun>qW!{>a%fy+^m;6gWp^Rfzn~ky&sT
z&X>9@a8x~Nv;dI5PeDG<)L=Hew$vn)3T>C@vHADrZ`@v~_er(4D+z&M#yh>hBA})|
z^7Y+<l6kHF3Zq5}0Cm!dxp|+FpZt9d<I*Rnd=){zS$j!W=#Bc01@=bHT3Ds??|B3!
zv0B|tFzd-h*ej5IZ`f71hNQ9W6hDx<9B{mR)Hne+6p_Z7_o$Q3uWsWcC!&;4U$2SL
zi<ZOrc<IAzb8u7?HA(;|Rrm7KX9&o-%$xTFXwB<}9>4qww^J7-|27=2CTffToQ%(6
zX}dmG!=Y#1NpkYl1n7?W8WUG;ko?<lyt=3{0zhs2yAuu;N!xv0p<&RD`Tkq>`bqw6
zI9^>yE&vqpqlq=C<Id~a#$Oz?XZFOG<0eU7Ksa7)NG1SYMEbOwY=)i4yEhPUB@+ve
zua%s5H3d2ozQD}&TO=<a9IrMc5da#PBlhk?BtCtFW&TEJze$Jr{RTniwRSwdsz!(3
zhG4y|m*fS6<JCsB3IL6>?{^^+iI1Kl;$9ZMwfnJ1!G9gw{ELI$$nUV-yY|d5!%;g?
zZ31vIE(@2QJY(bR@4a#o-K{>CoMbf>)Vq%YfG&QuV_Z3o+KZPi0A%h{`~KM*_h5JN
zFgkDPDmlSwIy6`4u-<)A7Y>eBA1_q^0x#dd<)_aPcs&hUPano#UQ;C}S8YJMDSa?>
z%1p@%2gj?Amm&Z(jWz}OsPDdM<Zg5@)590rhrl)Il;q^9>1bo5jt--SV)5o(k{1q+
zS07a_07s**3dEO9qdnAqxKiPsdT4><1goi7cFGu2Hm^p9pN66Hh!Jo+dQS4f!SU*&
zN(F$XaHi3C52Qvz(?nBpQq?xJHP*%~2O~Hf<K*Y49#okC9KVo>OOKx-C@mYuE+*si
zZG9ytRBZ#9|DDGT!%8b>$qNR@>wzi}0Ge5s`tFmD-_^1Q8=aR%<)s84sYz8^Kuv!-
z<Gx_#zlG~b$qNR@>w!uMfOp^(oW7KeQ}J1BX5CkL#+{c+{&gDA9W#hE{Tc1qFL|Nh
zczsYQ0id@1#AlDO%*PVup{|k>sWyT{lLq>ve*fk!$0aWi9IqEDB>*&f&u=c1SV5k)
z*#zHPj)A60TggdPo6vSa7jzmvoDK9Tbz$Im{ZL^6@K4NUIsJR1&Y+LMFz8Gi2(R#1
zMCILJ<M{R8{-xyPs!pgGYeLPuFH~(tLv_zQsM;?tfZYON`xs&WK;by$@ebOLABeF_
z3?wfI9Iq!TEC2_?Qm`e`ndS8Vci0khHd(;T?I2d3HkF)=)k^#gYEZKnED(Lk3#Zs-
z5ClPO>u|I-R!5r+>d+hUJ=WQJN?s5+UQd);0BGP2iue=4?`ERk_AeL_`q_NJBL6$%
zyrE^PEjcl(h5V)+p=vv&Y{V~&UH?LJ`Pb++aui%oCP-coI9^YbO8~qAuOR6;*o?cc
zd&FPOw3A@kFRmE*Y1(f4|ImK91%B7xBzYm=czsbW0ifZ#qH^z|?Q0(BQ!{BV^Ybf6
zeuBo94bWR`1B-wwHENn|5C6+b%liT@OZF@rFCXQ00US?8W9ar@(0lV27_@5`#_pSp
zKGp*yCuOyfUx2FZ^h%LmZI3=$Pc(q~SX0dKPQr|Rm#}na7!3A=!_4h0oc*eQ81RjI
zqcF+X592l*$3GiSVu}D-o@nF;L#LAG9ptFpc%cAL&pz_|FWh~I@bp`3RG+BqJ2?OF
zHjDQ6u<9i_DXUcgwhXKk`3ai;8RD&X2BDj2Abzk*VED-*lo3vZ{_ZfiovNNGxm-^s
zV!Uuq!X)Dp@@F7H7@xoFbezvk@G7EI0ie!3@p+GN<l1>GIk_Ig>_=d{;{t?d+`?$L
ziIS7C+R48`4XV3lRL=Cb+yJ%F`cRo<i|In`ACPp1;l$;eZ15CI&loug=Wh+fCbwu9
zIY+|ED~5d&oBbDH<Pr%}*Jx}%5DOEb=3Z-m1}khsnP|}Rj)Mgw2|4>Evf6#sZkdI#
zW#2iunNP&uC|rl`L-$)^6O6m}AIk;c#_b1KZ5Pg#>D)EKwO8ifXPv_t*dDIBsmeHN
zpa2lu{1edE@++kTpUDPB7_(;<+HcT<mT|k+CLpM0_Iahq-`Y_hI!m`=z%qMQ>n}Z;
ziic00VeQFu82YEfAut73v+p9~#y!ljIIUz6h~{|VZ6$$-y4n3~vHPZ(or1Z?IZQS=
zp|riQ0GJBmGh?%VsrMm)kh&0ayhH&w5SoHR5y|*^+9Y(C{3Y5?9Kgn_J9q0IYY~Wh
zoW}<JcpU<Rs#}Lw&i5BE+H)V)`X$K);NGLBayMY)wkS+6^g}}0O`J){Vgw@s+8;|$
zBHcFc^H?m9m6oYiCM$qydB4as>^+fKgxIw2u<#vyf|3}?75A+bYVsrDsq9<RwG;(l
zw@|~+wg_O$hJqDBwLV!8bRP%b1i2uI)(J=LLx}?56P&~{{iwa4vipu+i-Ap)7iR8R
zgTJijW1`PYe6e#d)Q#08CuX$?!1lk&MD!Nh{ziizK1IE5AE5r=hG@R!Hzg~epOsay
z0x)M^A|n*l&X1owWdvKcBLuhZJyIfVd`d1XJkPOZGUu~zJwU*@bXfbGN35_f=zOO9
zSc>9b$+*o#gM=ja?n8D>+Gp$%g*$nVu;)lTb_+<mepg8VvU2m}F2GSiB(iVahi^n0
zyANHHgoE~x7)f1_IjUFyjz*^=_VGPFdat4Ylrj4M(H~7wx6=o5d@!t$(*9=pQ=l@^
zR7n6vIbMWSa3;pAIf4~CLqY%kHTN%*09;PLCEvGndkFF#K4Hr<h4UXhe#-ue`&|SJ
z;ndl5woGDScQjtUkA$E!0f@eoE#J4!F@o(EtrV#XGDj5)00pFuTsx;k0P^*z)|Z-y
zk_o_`1!WR|_rLr^NdU+aP}{i@8dmF}wSE&+$1aCTt3Qhfz{b-V7$XpBgFr6&N6m3%
z5rC7?R}1|6O{dto<VtLCio}zr&u~$2DH5;VV#v(NLqh6Jb}U_&f`j6@|LqDZRRH!2
zR-w3Wp>+`Q9>|XUTW~p~F322JEC2-ilMyoF8>&N7Uk66V_Tc~RooP&zR}_Z-xBb_&
zNt3pz6=r~805zhG)*b6o1VymQ;s!2Yg5p9!kP3?IyMm4ks3<yYZe_GCh#-PO#SJ&y
zYAv7`8#UHy>f1RNJ{SerqFfm6k0&tm&9}_WocEr4&pG#M|ElC}h};A~?b#s#_|)TT
zd}R6=J~sXWpY;0*pAWKzx$kBS3(kP!#)EK9Erc?<sKpS#Zrf#MP&8J*|L|GU#2mTl
z`T{`ix4r-roNFlnG<*o&ewLj}@987O_#Zre&cvpvSKnFQrU1}$y&(XNp2mVGAppIV
zb|(STwP)C*--^UU9J^T!yYyMi7)GX!V=MnC<1M%wX157|%B5Z7H%eU(Gru@|Is6Bh
zj&sClk6^6RUP4-V4KmNyGvZIxv^odilzste+AGX$r*I${7a1${;!>!N#@jDn{nsG@
zpq}~BlYg*j-^DisL>dy%P@u5#e$)HpNeBVxTXZNBFuSo>C1CGn*r;t;(U0nKUZ2~_
zyI+c3+hM-#!B7Mw!zMz5q@vqR2LCqt0`U6vYt%h`iAT?0;bo({PT7EDSW*&Be%T%T
z{qzMc-l}Kr``y|n9TEU3N<ck5MHVV=JY+^qnTB+XLX8x1q<a!&RkcC@`WT%`1uni>
z&!PgMrJMRp?Eeh`paP(Gh4?bo!gO6Ch6JT!bLqWz8b6UzR@)Hv+j$*xvZ@&_nj3J5
zFKIF`3gwYYF1_~Ka+)RMkYO*0FKkK{qIm+(*b_~kBhgrzRP;uVFGUl`nDr+FrDK%X
zLk3Or2HtwdX>v~zlEtyj>A{5lXT>C7@1;`$aOA>$#8vF*vH|sv=+EX7<dJ6Fjk&9Q
zlRB?e<2MUQ#DLXXvEgu4o5nA(BL6PzrLn(`sc9Ek1b_^bV)K;2M{Q1-fcojV`YeiR
ze&0K>2w}SMJQ=2B*pwgOzx8yB^T<n}5MZFXwAJf+=+2eu0_HV}jC9OrQ!&dnoEOoY
zE}Xny<N@?nI$aDDduTrtF`Xax(?p`V`xp$IIu#QZcw(@JEk=dg_PX7G-_8a!QiVbh
zv{7gLsR-?$@k{JD_Yi624;YjM_^!%3a`V#<U4dF##nN{vlqb~*&}&Nm(f=%ohkjLG
z)`@DQ>CUC|-_Gf$YpL_ASO}1=xkq;{JqJPm=QQ4j?x8u+e4m_?&7bA{BNlX>F0BZZ
zkaZN+^X;K<9|?u$aF}`zg?z;z$o;J#3$%c2wI$?!R*?G+U~Ar)EVqWz%?1OfIbegj
zVfC9l-47@(^9WXIqI;DHuzG;4ZunN$>&v5Jq4e8=iBZ`|Jb9~A#;?!r-)oWE1AYvG
zzDJjr1S93&m|chvRW^L%(%==EfVlyoa9rjGyCptw@LmNcAAihRwT7*Ex8RpZB<w!g
z>b3l}G29KiGspr4K(Rao0|QdAEUOf|Dj#;)_%qMdA?MU>?mq-U-{gaD58hFxB)T;j
z7)>x5g~?zXVg{p7IgEOUhd{#^#ljIREIMtOKQ<S2z1L?{K0r>1Fn$3)dW-<%72m|{
zkhQRMoD8d}cCfOy$Izc<V$2+OeDC6l(E-!B792I~+%uL9V*)qrV$YnTLv!{%cAf9M
z2e7BSM)dpw?(`S|AZS>zU0Z>S!<EP_s%~*CAVUS)ozuJB_{kelx{hZ%_e5pnw|MUC
zk~?f1-%*!8`}7~&+gczXdXxaP$MMTGI8lGSdyPNb7#7YGm^YH7Io{^;QIDQgb`N_h
zYLH2S&<MTGD*IEo`+^=vuMz-Sl~`S=?H-puvOkQ26)>MY4uc(?kdjx-{rd|9@0(sF
z07P!_4UA88U?E2nA8W`0m29HWWW``87LJ6un++^xOwx_l$HCP5JIL2sw41faj6K8*
z@>K&_Sd&7QmJYUT9>Qk+BE)9?#{GK>1RnzK0zeCo9J^G5f~s1!%kZI!d+nY>^8?Pl
zK`i9BU~LqpcrC-QSuU8rCJaHznMlwaL;A1fh|bW$J8UB+c`bpZ^F)}>8^dxJ=r3)^
zNjvhAdoLOL*ts5X{W+M0HRE?5g{DBPc_%PzxC=nxwK`n>_bGDj6eF|x7}Qk<v8%M~
zz2Ap+-%;&7h45_$Snfht`hK<{C+)~f?!7Q}L0^Qs0F>Q(%(fHLcgZahtPp=RhkN4)
z1cnZG0Vudqhc!jfEym?kY8-M%#l3+90z-zo0PHWhjqTT3pV_C$xtU2zxi^wPV5o2x
zfQp(Yxc=%ziyeiHqhuHqI12LBR#+96#=W5g0z-tW08j*g78qH2B(O#AFN>C8!|4<x
zA3uQXGZoBJ;N4gPfuX@o07`B@!qw+5+0x@}#pq3A&EQ+G9?ltF&=gj2c~*hIP~jo~
zwBacA{E=t3c50b%r!^~)RdAJiqX`6t0v7=|b*mmn>MpgPjvHYF<8>yG1u0?f(Xb`i
zmVG7M8%-cE6uMOaXdGWz|BUtiF%{|WF#7&1t=Gb763fn`^4k%vbMWJ0Zv?Bdxi^?V
zU`TYU08lkw)r;qF%k|VNwKayB*KjCjO<;vL7BeTXbpzdl!dYoB?*<YG44G~p0)!ph
z4MmI+mK%n^#7EcD&zKBrM<@8ksadKn72c?Xn=cS_3;zRv%voZU^@W@O0000<MNUMn
GLSTYVJ(S}B

diff --git a/test/python_tests/images/style-image-filter/none.png b/test/python_tests/images/style-image-filter/none.png
index 2a9dfc2a1d7f666ab0ffe47d5f6ed7e3a98ea9fa..55d3d42cb71b68354019fb81ec1d4284f053c3d4 100644
GIT binary patch
literal 24056
zcmXt9b9i0d)4j3H#<rctPTH_RW2=pA+qTizw(T@&Y}?lTZr<PX{gph)nSJK$J$vt&
zwbq0w%1a@^<G}*}03;b{@gD#H80c3p04y}<hqir*DFC3;Eh8?X;+lD;1EsB^vAOZ+
z)qU=?sM8*yB8sVnR=cR#zR>fpQR(cWPjnEx7Ryow3yVVhFIk~V5B9)-=+*ND5YZ(y
z?>o~L?^`x8yMxiinn(5_adB5|yC)6-K_CJ*v0>vSGGa4+Nc8JR;Kss`xqcN=BNCqa
zg{|<-=`M|@C;2^;Ehh6>>khQs?Mq2}RTTk}X@l@?*L#h7OxE7wuu{twcuyQy`SfMT
zm^)T0pdoVu0m!7o{On|hDcAzAH4fK^KHUS)?e64FCfFhs{soBxh-P5DSmJMm<!CYw
zw|c;#?52wDg9828^7=B4*B*^!Y2{0ZcGY)pIf5V<CIA7i;oI!9J=#&5GmX5*dfZz&
z4?K)EfX6;)^dTY@P*U-8FcpbDsi`$cF!}9;=jPL-)jz<6LozdSL|lKX*QaLug6;Kf
zs9sz<$|LHZd{ew0xzt84lrQ<BEpkTy6O0Ed+EGV63V2S3I3mF4HH<~@mw!R_;?^Dx
z`LmP#9ueqeH-Q+vV2Yc$Q{wvL_hPBG&e$H62328Uho(k0Ef}6T0>PJ^I5$RToqxKm
zqbEMcR=A3c9QK@U{3ZZ3SFq9Me$-Hnf1s-kQ@v`}lJNFLq<W)|oDBJ4aEsfv&<_D1
zmA&P}N5mHpV@3}M&%Nr|2}W{kI?7L(1gLNDL&cO7GZd5D+iZVMHVn_}FxgE%wckvL
z10x_UFG*D^6^3Y_bUZE|SX52;IW<u|!_{_-tjLUvtC-RN@gqxfNUdi5QJ=*{#Lw9Y
z?oTq8{mNdgIKq4Yk0=@0Lpv?~wC)4ejJlDNTk`3>%~hE2p_c%>93=LVrPSW50_=D9
zh-aeHnvXNPW1rohkf34QhO#3zX1HupY4cPU$_$T2SuNS()?kH;-`8tLEFi`aW<1s>
zqiSvdIDYxypyl=K-4G(UU0bAy)9^?VJnI9ueLrVEvRs&K{;6NnKyAr<wI;0O3z~{9
z1FS6?YO6W9O0<V-!YLuR;MwdcsPD+uzhLLGGAMvvdJv$<!i4pz{O~*Zs@gIbV$`^a
zTw<k2pSb3GVJcwBzfJLcNq-KSEG7N3+jiLU8Rej4T+CTRF^@Ao2i2R+pXs2FEa<Vl
z3mdvp-bK&>sK?uWz>fOp{elKLD%$&N)3#xAu5kt`_hT<vy?#*_WTN?LGNZqH4)cCK
z2_N-#zfdmR?87aqWkdUHLtpv%vXYuR{_$XFoMc#zH2GW9jo3GrBsE*GEgHv)u9g(1
z+ezkQ)rtAs-&7WIiW&vMU$EC8o_>G~uO;+P8u&NCXMRg*;YQ;{Q;EHZdPtjb;Paz$
z9R^SU<^G_7R<#TEtXkY?>H4i1v0;4~4rWR(sPdgs{j$FIc(-`Vbsjo8q|yXcmoKv}
zAYfNwDd#ce?J-#e^!g{mn#b0tDwvNSWX@s{lFQT|fiof|CXD72mElYYPIm6&o;+51
zndAhOi+$Tqc1t?2AjeZEJ}vWk-1onxYc(Y&c(fiaFpO4rbx<`FsRcd++9M)StM!!3
z653M&z8TiIu%GF4Py){>!9G3ZarS5xwMgJ1e;&ENW#hmqt0;|nsiz+gs}7AW`n^=|
z{ySU37p^xh!1g9O_U#eJ>~oUPEgkDk=#iT>7tu1jqQ^$7n+l;D<i^atd7}l$W%Sy;
z=JO-?M%@1pchlJM&ne&Q?r!l1MN6E))bf4g9Rzo3?ql}0qMkP4SB!e9F4!!%eO5R5
z6p#&2h8?nnLF{n3EY;059AwAypIvY7E7Q=DLcj&K0K;l4-urNautUO$eLQ}&s)3!4
zDcQ_OAv!iQUMe+Mi)B4}xyxN#mL6*Q2EB)jH%d7EX9Ut_R!bBNtC8c%RtKG13>)rO
zpdIN~gasSX=bLC*P3X>GSQY)7P=VA;Tkw6p@wuS@$Da)O<A&}J8=1|mapR$w*#n9x
zX@g6540)+Twg?-RN-hSqsKH}K1eRagD0fHy2;!^{mb~;;lDCEV=Gtnw*hdp!C(`C%
ze5U4&hq;fHQ9Kk{WxR>Q5&m<B07Y}V<Nimao>dQQDR&Y4Lv_YfsQX_-raq=hF=|rN
zX(s9!dvSrxC4OcFGW}X(0?nwh5J?CNgKh0>6x7f79?`$tqodyQV=OY~?}ERJEYCH2
zRI`<yydhrZ&2ocTh7(TEbz=2?%CTK(5)RgGLd|Sa_nj4MH@p$@skMlE@y3MtTuMAw
z@t)Z+*|6Bxh17h9L(`+xapB|Jb!-fMj)G|W?>#L-Gq#QzM^R5$Rx2vK@VjcZx-UQJ
zUV7Z_ZF#IxDPTn<r?(>a<0HKw11<6_;@`TYKhLc%TdtIN){8`2qFbGatC>HVv!;!;
zoD~~B#`d%$S5vrpSDmq#h}2Q03s$!b>XDn8c9peY#`5y6ZOl3DaG>AwOlFECRL{~^
zltci3ZA~?7c&dr%AK}+fs)QR3O<Pu(#;?|qr`8a*z!m$p&+r3|hO4i3CSfQ#++()d
zr{Nt1t8=BKUlPG<`Q1L$y7Djgx1^pDGn>w5>j$)RQlPJl_tSG$*b#Q8P7ur-4G!gG
zWQHbv1!mqKU5?&$B;~zDBMiEGYuu2Qrast}!D5Y`NqDT%Mg#Zn>@YYuOZ{8v-Dy3*
z`Z#6Y-wL5|e9@yruEV7Dz{#@@UOi(lHpaq$5B<~+>EeD(0$$hAoyA@oUWrx?-PbIK
zw{0Q4qih9G*mefMuaX~Nesnb`89h_@_m<)4*H{KK1!VG!M{%8i!eD55Y<7b#xdqG;
zn;&0pWwBn+VHd?0sqWbm(X|2JSf-wb+3I3db?sOHQtSCkuZPu}yA^s2WEb7SXLF08
zEsvtE#QlM!2cs4Ttga#ard1zNtJkhH>Nig*muaaKT?&SW>P|GMKgoBOPNlc`U5GpT
zh6{}!ypIKaAlKcf$WH=NS|0C^c67Upz(rnvxY`PC5v@w<irU+=p%Y1ve|%W2bshLc
zfN!UHcn^Tj_I5ozT_7!cX?Jnr2qnG}Ph2$jh9+RuV*=j&x(yF{hFVbpq!j8KC{tR8
zhS$luvXE`lRWV}tW`#ju$cJ5Pw`kdZdP^8j>+XFQ-ShX9?6zPuy)9S?J<><S5193p
zRr+s|F0CfsNl&Z+X1VHuJ|B^frLU%Hm{25MN|?SCV<9o4$AU6(<j4J5;!o{#UXrf3
zSdp9bz))5u)jBL+wcw=LN+&`drsE{a>jEzvvg0hQc%k#55bmZH;+?Q6hxysxURY;s
z?9!-zaGnzHh!ltf0_zpF6Xxz$y#CnI9xK}y@nV(sLghm4PV%KSZn&O(Wzy}8X_Tt!
z6|)_kqtk(}$P!DUBeVKR!K?x7H0#$l^*~aKCT$^pqzV8O7J8a)N+mON0u*^_HYqa+
zyZ7hiOs@w-$sC23u(9kR_^2Lx9%R;0PrTH^?ly{@dkwXz&$2mTxwRDxWy*zWfTp_)
zP`UkqLNoQ1Uz_CE#^T?+VTNH3H!_fGc`jK|0;<XlZENVjS+u;f3~Hwl-j`z+C4%^w
zuCs$Bsik$z{stfj!$A%1t7Lb7_}1bxv9gjhXN!W>#s+b7IhZU+F;Ku_5{2&N)Qkp%
z!L$OogKT}*oF%|WzFT|mKx2gMB_<+*3o{ADWk;i+(LGIMZ7`t81l_<EEVlOAhrwNJ
z+zny1ucxluQFpjMgvJ5KepxWQ)H9Jmtf5|bfQ@@__hg=Q!>@9gq54vhkHL}^gp7l!
zT?zPri!9pgo{fE^!S~3)U`V>>cmegt6o4Uf_3iMN%v*ECr;%?~T&lf3-R~%xh~;6l
zaOYP~g9y%*m>-^~eFSaAcUnh+>uwa^Yr=yrV63`n-@J2XhF$3hQb+=|#U0yXFm-1=
zSbYo~Siz|UY{qj`Gf}COLM2Ht!VXWHi8ah6fXD4Lj%}2%f7wYX3Th&&`fm@!nwYav
z1_mf|ulV7Z0F;=RtIByi-lxYTZu<l_7tvC1VXf!@vim#)w2_KffOgvlVEo~=f8(|4
zZ_^zqzztU%vh2;VE8wtyA6$47cwho99$~{(2<N|czI>_*akq8pDcv>sxb%CX^c%P>
z!D^>d5~TjsPWV+@D^@Lv^|rh#>P~it@Y4Nzi}3<?008n2yl?ZpG=o~X?=$B(*?vOQ
z)v^c`;NQweBwJ&*L{@gUp?=_3hON|N0oNSTNF^pr$$b^jw&0e)Tt0&jgTe8w#+4VG
zwQu&0Mtxmvlh~0|;qU+E*D}0rGTM^~soyxM+M5s?gt(U---tH-9b9;$_aK3Lf7mn`
zlEOkl%_j@h`^*uxw+;eq$&?y{0v+%*q+&!`{-P^q*ZaZUy}Yi4*juiP@gUu#3~(m3
zlcDqtoW)Jqi3;#x5Q0kJ1&xAEc11x+P@a6;Z>@vVLJ#Yg53poW>}|4MX>l@5zgkAV
zbFPjcrhh}h>mO$W!zCz+uF7f8?@ts-wQ_@+Yt}RMe>wZ-@qD@A!W8MIjcJ%>ecOi|
zqVHA}gr3WH7LWwnHcp#JDOXAZFC0#Sn^+>S?-mjU<AxaV@Koy%e<(RE%wW7P<2xw2
zkaNN6f!uey2Y!XM+a~Ntw=J5<D^l~M1sNZ%?sNB5w%NV5C2NHL8>+7h@!xna%;E@e
zVR5IMu(*gILsGC@&)yv`Z=UTu%U(<<U%D#8HHAfLcM4v(o_y<j)B_LQF2(^9JJ2Ky
zh78D=bDjMJm00+C*f<c2ENE9q%Rw1RQU<>kp_IARf@Zr-SZ%VormS8uxEWx`{+a~G
z1GELWh}7Qk0{VP|=f=g}FY9Iq?%QPn`JA(Ye*`r7zK~w8!z6R_o;!uCOAUI|>Nhhx
zbkojjlEYHpN9Bq#GCH_C)2!!6c)af!V?+54BwPrD1<=$rOn)csATfZAlIg)jP;k?w
z?mWzOWj@Ah1$YihOE=0JPfECGF{q>!S+!53KbFKgVZ*(Ud>{>3Ii?^83qL7OEZJ#T
zpO+YR$yy1ZIsj~fT2iIuvDnzba#2O@$Y|7xZuivy@)hiZ$O+lfGV-D~#R~p^7GyAd
zx%q1C-0?Xs-(l`xQbZEKy7PuNIct8&5o_DB4hILEsMmBt_aE&i?TZ?4lo32EHx!l+
zn4F@?0^&jS#@g@h?RNwZm05;>Dr$>Ss9d0!RRhjPWPGH)r!AwWSWb^zO$X4rg~H`}
z&{moOGa({d$r@6>drM?SfMPtSOOZxudi&dm(Ly{%ygUym;iB1&te!ATkRZ*Ekl`b<
zGc3C&iLg5NjOgs5igo>Kib4gMSlW!a=4dZ4C`#0`$C%BKNHV>xnaFUfz=)6^8tWo_
zaajAkZl+JR#y782E;jM1VE0htRezgEZ>dd^jb17UU6%qj99-XI1;+2ta{1JyItRgj
z=8Holosq%fS6lTN!tb2)f8cwN52h~DHsI!7PV<z<SDwZdC0r|GZig%N&AKtaSE{4|
zQsH%d4O?dHlr-LUwc$F=)OyR3@0XsVWi3PI5|9j7O1Q=$LcwRaMR2ULn|fp9e8i*V
z?`!V^VQv95j_4U|bKGGs8}5C5erxbOnA=@{-+eMxhD9-x&z*Z^acPVluA-B}oPK{t
z02NQNB7t%_G-Rx~f-i|lQx%FlByGtWSS#|c`^7VMiGx#uw8`<58`NFKRyRFLp_9(j
zmsa}Vwu2o)eJIESrTcYN-MaWMq+AC)J3^b1GX-<%rhkG(Zt0Ba0F`py5?NnO0;`vz
z%)5h9buaK;b=6BL0G%5g!Rd{7bnjYlofis_&qDM0BH$#!63cJ^6CkZku6hxCpaL;?
zEDbYupx*@s7P=H!!;V0XiCa)s2K>2#AszN_t8MU}USWZk&>9uAk@E*+Z;DN4`U74I
z|NH@BtAe89yCBGb^vsfF77@~AiJ%9cv?o8xbQ%}otf)Ta)rN#X)NN%tb9^^qyVCUl
zECe_(FK!L~w&;{<bTr!omYoX;_zPDua!-|9zEebs2k^w+v^e0Pn1ibZvRR-|yX+PC
z1Y$1G<;$6lWuS-D#}I7<Q)+W7+)!0Tups+5+^YBJ4?x+%hmx&wa@}oLw1eq(a6Z6M
zjDB9|2XS`;5GpJCA>i~Dhe2(+5}?Qy`&D15o@D(eUWSNV&M}lPeB;tY^Mi?<(0yDk
z3%MF9YFiFw@~mAxAT+Bz8{zfu2Y$@vC#)c(I9M=4T7Hh)u+A(gctkBUa`ASC=UhE)
z&(QNMU}0-|_=6`SYN|m8cvIAM#NP(~5?u|w8g*WGM!J;R28Z(TCCe<OcVKt_>ac>1
z<wO@-I+bZ=2z~xb=vb(t+|hJ3Y-K6djM7uVQ+K!wmgi5Phe~Pjm_5}v3gn2EKna#G
zrU;$5_27Z>iceJ%%J_jYLX;uB@QbD3J#^tYMdU@_A-l6HJIYSWt5xzeT2KH#gu8;l
zmmsyojIBxl0VOsvwZZ}aui@l0(6zs8(pl@J`d#vd$%yR%b)J|^zemA*<x+~{_z_|y
z`U7p($|r%GtOd?r0IBw01?_>QjjsWi6AOn*QY-L$?meorfjdAdL1$D>&$lBvb87Sz
z%r=o{sa<zc1K`ZycRNO!7Vf*+wsCY9V_#9NfP2TDewTu#ho(~ujO=bs?5(Nn&c6)T
zn{gabxY=#1dLw*~R*_8ccribl!)-fsnmzHRZ}3<}_6ji32^@Vd-f)?>7d1c+`ns2_
z{3KC*T+fH1S6B37?90ptE&RYAKc#s~=~0c7e^SZo>_>SW)FfW=hpw+52|tK@n_z;+
zyFykzB$xx?gH#-+ZbAQ*k_jxB+{l#Z@%)zT^~QM6Ao8lT|96C0{rzrW8vaGhTkU~B
z@*VnobU&{xKlv}6M0&&>i`lr~=%uRCClWQg{evZw;phGtR0UC5DFD)v(6`*<HGg!|
zBv*(9WsmqNf$ceH*NN(_HyFku4z{9<5eM+ksqATdUggC@Rs0hODa^fo<W<;erI}OQ
zT8Z{sYU%j3F~aN$_i}6xjWnDXv@rpHRMY*nji4N^fZQq9R4E3|w<&?ENP9VO6(zeq
z($nDmq8!cchQ&|Y?Kd*TVh+0de9D&n4EaKOf-+lU&3~opwyVC!6j_ZGSmsYewJC^-
z<A6Z~$NkYR0@f|51-4w{cc~BfESde8#d0DGWXxG!QJAl0j_PE#Y^Gzo*1zc(uP!^$
zqxQ5PYICUse{<55nSG9Wv`qv(?4@OY2v<Q&pK+v|xjj6=A_X>c`AYsBxv2Tgy??w$
zMsoB8<M<VpOtJZ~8W%OUPZFvL*=7h*__l@$kB<xNKBZ8cSi|NwbfGs2hjF^8Vg9BF
zMBtHthAp_$LSA;t{2euNC2}kM_YbAK?M@C&Wrq3gEz{pN<1O=rc}wuZL|~I-;t(B2
z{M(O^F%)NTo<XOu(F)=XH9!Hd7~Rfch;1L0-=b{Q(;yflgkz);mcjJ)Wwv3{EcxE=
zv~PhWONAWa21w)Z9AbP%P7<F}$<Fhg3Lr53ua|q%Gr)U;&8CM&or@{=CU9&fbr!XA
zBc^ASfq`@KPwXlg*QpY$Fh+TJ&<oz0G~tqj0RJybDbr!vWEa}er`R{N-cXp)Z!f3q
z#6T*AX;8F;IO>z>$MK<|ZdnRKnPEE(25|<Pi(qGu$m2d?;Gul*7PK>S;l!_2x6GJh
zgU<lHAzA^B>#sQED&M}rljU>-ItVkIX49jqG0cllf9&&d`5qnpp*et3%wxs6%Z7d#
z8KsByZ5J&jQ38}aQX(<sKXS<LhKr_Lqy{#JzFoo9<|xNreP9*AZo}yq)yJC7I4lNu
z=L-I2EQe~;`F(WV1v3&7>WLQf-JmrCHyPw_!&Rt%|ETiv6duFy%QXWcPjf!^!PLJg
z_rHo@^AfH*ZFH$-I{1}lsw%p_c(MSBG{VY3Nbqxkv()4&czST0Df8k!h=IH9^tc}0
zq{tg}A=3rsmiF)ltexuSsVw)`#WKoA4ky^MoshpENhT3^tX@r?agosB@uJeSz(U<q
zAg2|GZCU1#-SO|Pvld(`y20Um%l^>e_ox`CK!FYj;pGjJWmo8xg@<2ScXeNURn1WL
zU4gA2v<am}H)OY$aM=T3TCmp&z^T_gx>9(Sh01-rvtKeVCs#jjv_)A*Ssjn4!vdre
z$qx9?0bw>(o`d0pUv&NFt(IQ4Wm4NNmC*rq&Zcx6nC`b>4KgYvr_50=<MM!#LKLug
zs7Ii_C&f@m##ndv$$VLfU~!u^!29<tM#i}BhvrbzfY0v_m~)|KGcqbJ3#O$kuN-I)
zE;9)KV79jH>grNN<ab+^S0|ne$dP-ub9az383#6_o+4a)oRC-IUSrK#>+TbX0YteQ
z3`l)x0OCb>2)|h@UX2{SNRuG<WurM2dlY(te4F>tvs)7i0&sYKtp?rOuszKI-OA`B
zcnvBK)phn@B^*uhp7=V4+(}&`t3R!lU){A%M6CRf9X;;*y4Zi#cWi<%$Z%@@KK;uh
zGFPYt+lCE5an|@&$51Mq@X<wYXf0v*x&<ihDI*~F>i6+U8GgP+ZdN1%rdep^^0j(S
zfuk0NSDBYn0OrXQn|^9Ecr41B{wmO7%MTkUH`a#wnNuV;CJHXRSWN@4xFH3A!MR-L
z{090d)y2KFkNg7~%@Esz<(^KE0GLg{bAMMMulucEEfyXxZ<v8*ixN6|IA-f@iZ|3w
z4{6s#PQ%07v>b*zM+t3p3XlDU4?5jwD;RG%7?2ORb1dy&^OOK9Y0qQAr=>xU+MtK;
znT8fBh;t#2>~)PLwxxT)tNJ6ql#T;-g}(Fgy_6i5)=GK+*meCl^R<$ayyYsp!l!fc
z9)!_qCLqmvZf#js3VojOVPI~MnDE+mn(5~^+m=d7A_OBRr>11+8gM;1L}fQ>040E?
zcw<j<`ewer9h9jTeRNf7DIoNcR??=voKTb$0ijQCu%Fi{)TZwgCACH-kGN;M99Dty
z{dKyh3I<G3r))Gn){$xKMtLWuE8~FvsdM_$vge09_zYHO-eNa1w&kvjaP(iuMSRPO
z9#uZ}yVUBm0$5|Hb=v*Zc7-(H#Z)8fQPEjrUON@Jaz+ami!@7Y!uVDz*d5bxZ4vjk
zw#JUtA6=FA0Sh-*zUQwKzURzc+@2PptP0dyUx{{<zp?33{E^GOA>~|_qQtwLWpAa{
z6tZNTzN?SyLY+(K3EixG;?*fOjP}(@sZq!|WjEltA<n#u9J|i82jQ1WwhhYxSGV}J
z`rn&95deAb8z-`m152B>KRHV-72~L9#dn&$*S?Bb0A9bxY3T4i=WEfS<%}$!=;Fow
z`iu5#(VIn_%7Hs1x-}#BWMS71r77N|_*Dp$Y{q|hl&<H9i!wp_4=z3~Dqw_6`yW-{
zM)77iaOcN;u8hBjFpD9xjYv+=3KTlv08W-MX2^k#B}Ujm%|v5v`K3*<Ud4#1X(_P?
zlo>-0<JAP_j&Wfv92adAxtFxpGI><isY-Y=5Ei$wpR4~nFFSJ`BP>xb<WqafoT4U<
zW;hcY{wvs!<<)%E)*A+00p+{n^X&FZX#49i-?4y|(PEtp6q3i|K+|rDy^|2=+)2dE
zyp9>nQlRDWHc<5&tqug`4Rzn#bbaID|Cu1ol(^Vr+Qy9h6W9mc`-Z45ClKHp{F1wj
zQMsIzhTE||KX^-+DoJ_m5D@U#@e6i^cI~|sK1YRZ(e?poqWQJ8uzhcC<7y~Yp{W6w
zGn6s${zAaGr*7)IavOK>();hxry;=*i#0|Qm!GJ9FYI*t5l<W#u`4@&jh-dUqqzEH
zZ`WJ9szH1H8)P54kYVZL0U}lxh;jpuD;HZW^sE}K<}HU;S(s<Cx5tKR2yq@d5pe#W
zLAU_Tv($x83WPv?#nb)7iLhMgKBw7Fzhs%V8T}t_9H{(IQ9=Kb4uJGgGv|vCeDZGl
zFB_i$@^A&~GZydDN(tr$wcN>E38Hg`pn(K-ok^!2<DfKRssFO~`x$~ua;E+u;fVuY
z-g9oRTU+zzxg_AP*U=9i(-@CY(IV!dPK}t=$)oTHx|*bFhtCU*5qY?@?ftRL%w=u*
z)_|46Yd4NIpQpdYl3ti8oG^%cqM+8W3p$uLjeG+#u#Mloe@=Xb9oLm$e!P%3XIMvv
zut^YfL*y#^je>eDt=?nG=g`3xS4P_2XpFqe;TRmnTp<f1$TR2b7*-+pM(=s-&t2W0
zu5nfkQ|_o#H18GCGb!r)_0@QjDR1g|t3i-=-{U_J;`@a5lWTCcfLoLiz+oP_q)gXA
zsPqJ_-0@VnAm^M<H~Buv$-RA#wf9W_){AmVY8~BNQ8jlrxf14*WatyWmVC9mJyyq$
z3&gobKKOH82e7SJf@r~6TLd@6>JnGe`%4O+p??F#M;?wPdx2AoDk=X04<^Pet^F8a
zNYWC`bdqEcZ(arF|GBKf#fY{)e!5Mtw}G);8lrcUff9<n_EuBa%tLe@b}k~ty4jDo
zlHo)_?Nr6^k-lQdmDe#PlFQmmhu<Are5slBSk=Y*c^bxjQbF}MXqQ5)k00WZIH%i-
z?~24ALNOt8!Yyc}F5L|;C>2bZUf9Isq7!TqtIeF(Tslt>19Y0}5g`A}-}d4LQzA}4
zONtM);*ROjPl?-uWQyI#3C+lA&pCC2lcf{(3d5VnITH1XCJI;)wJNEs$RRbG(NEy|
zD$Bw&Z`KdxyBpz;?rwbDpRi%z)nm=EI?Fa~TwqdV{$mQ78eiBer|r!l>K*TleNrqP
zimbjWf+;<OQ>uQ(bf#``EbT3b1wZa$DSYPgC;sHu-?^=Mf-CO=;GJ@&hF233xEv0o
z?y{-jO+(~)?D_1_XM|Y?Pz;uVUQ>QS51t?(!&3=T&^yQ?%#NjIDrc~G*#-#%DXD14
z+P#4G?)@%Fko@N0@C}qav&nYK)dNjkWCM<$GlD{Mx$EfCoqtMvhp=)ynTM<&Lh0F1
zEwbe?%{YGN^QI+8cFxB2T2Y~LpUcR-oL~O`cg5awch=BsE~H`a>C@k>S%a<Lwy}5?
zkU;0G)=v)v@tV6^r{ihONn+r^a4Ifp_eLyfqm=QfEYGj)v6>Ui=quYKq=pXv&iWf)
zJt8(-a;X$jR9R%1Zmkrn_RoJK@@9sU7UtazYsS)zl7nNC7jq^}kx0&?Bv-=13h`_e
z`SdU{xc@=oS455`Q%IJ_!f0oIN>#yZx*BMQ3+Q=$)PHi-%<$o_2<Vp)<JSK)eugl5
zscPAF&oPHkGWF!Oh{m+IN*Qeq*~b?HEgriF5qC@?Y)UlBMOH;JI<1LjwKdGm^J1R3
zW^QN1s$aj}Bn9rnqBFd#RA_<YJ_A(({0zh@(gf(n_ooTvv&SBESF~YG^ZY8Wx@)pg
zK3^RUBJXdp9?hr#-3_l$K;`EgPnn84@Sf0@LL>wfb2*_K)IDS1Of;ccqGce}VtP%I
zCnns+gT$(=i~{|2DE)_{q!uEw@}Qoz)AA2POV(L2&Q#bLGYvS9Y{O}0MHnUnCu%(Y
z4Y3`5y6zAgw1K*4XyDB4t-bSLh5z`_*Cx6D0-KtE^sRWB4i+ltD}k3~7<*tsD2S<}
zY(3%^;(Cv(tkL?oym=A<!l-ao(oyqu78w^jbq)FBSpwn7>9;&OFEw;?=`~sFd>&VQ
zl*+Zfyj495lr_Gmc`a<}Nrc@sh+Z38V9BnOK#BF<Oy}_Pc-$0|wX<w}2eJRdIKu|h
z!beuK%$Q&#b-?Ni;0#-l2{c%45DylkYisYmIwCVX;Jo~hcAOTsi_3Vx`e=nE0HDZ}
zD|^Uhe{KF=!r4^`Wc<o+PJsis&ofEt1KdE1-!!Kw!#R6fEZ^*9gALnGZR2KE{@nit
zIGcXOIj#qxKS~rejt}DH_gU}^fQhfu)xF6xQzU?};EI2_H-%#~LizmOzn?LFGgZ>!
z05pGVDUp;-S4C@%TbQ5%G@aYuYHnthioxzXPZ+*P6NyDAm)V0IIjSGLJYH8s5SdvN
zT(32l_KvozetCw|?V?6QcO=x^ux`Zw3?oRqXn%6IUufL^S<RZ8Pt1f2rDv|L)}sTy
zttm12#(RW=D_-Y>m+-f;je{wYRi8AJ-Prm~-HIg;Cqm{f{M9TGY<7nRBe|Jtop&jx
z&+C_C1XWlLC4;)$*(tR`J+9+le}Qi~z{hQG+qwuP(1Y39Iy3$?>-!{oYcG5;BpJ1%
zl8vDAKLQtKG-qiPz<V~TD+7d}Kk_I5o4>uw8zvquy}W;-`vO&7WBC1~eM~%(Ot1wz
z0rRZo{Wq}3T1ahwIL4Czif=Z%oH=kk|3(n5?yrLq{@tv(0dT;>?=(QSMl9ySgP<kj
ztGx1u2*h0S%<3A&PjF#Y{=t3F*I7&RnzlA(H7Hq`a(Zq)c~F8q2}J?>iQj>~$ywNC
z)8$iZ?yNSsGyp5TCKI@xGUf6*FIq5lJ4cCz7>jIrF#R+j?LMoegB;?fHcq+oLr}Tg
z)Sj7)a7+zZC-C!rKyv1LF^Erta#u%^IfdOL{l0SidRi|p6po$NRBEYgU`WEX|8HFp
z=bx#nk&gQ@F6*%r_*H%HG=n9{O+s#iTlxW#VhH(fqC|v962!fSdVW7tI>ne?`O#ny
zuYmmij5YgcFF*x|GTpEGZd(wR#Ofe3Z8>^r-dQzr$qU-ih9Szj&9i3h6+ph$qr|g>
zxsUqDr}?UC8t5-y!T!8rK#{y3&M#Ci>GjZzN|)-1ymWUl-|eLVyR}dE!r#a=T^0v+
zO2z7<f#;dwZ=W|NO%rbIFQx`=F5~2u?ZII4qXpD-7?bzAe--n&9wI4DtCXkOHp&7V
zJhOnPY7WVSQ@I(A653mUc=^UsF{}6aTY2Wld~e9wYuo8*oprCH^$YUJcj3e0ivh=~
zB5spiWXI`aQKxn~M+Nhqkutm$%PM%n1pY{{r}nR>(3Z94o(Bt?_LOI9{Sj|OpYANE
zyKUj(O|b+H{mAl^E0qw<Gv7Xr8N%9YHbTb;Nps5ph?|K*ad4N#D2cTh&mlb(Qv5F~
zf#D>U*J+2)p_cc(n5mj!y8vV@SLSt*y7c>wwkdP#oh*rExsMdkgaYQZl<|>@4!n74
zyf?pE67+1}*RwT$z%Uvdx@pD#mvV`3m#i|L)!hySi<z;S4*otMJhHS_ClNh_X_#nH
zW1@nbB~(UZL~LNO*~y(4?KV@6GyA~$gnY#N9}HoOY&OD#9v^Al(bSa?G<jta{}!ge
zw>kcTeyv1ckM{wpE$Pv9#Cbh~f!6Z}nASADd2_o%Tm(SwtdzByF5`$@;2A%<YJloP
zo!2Ok?V0gs&ju5){27x9w7C=U2=4Br9L5(Un7}9S)in^({ZY;3DpO70J<4*m77uR1
zga{rrYFL3kw7eufb1YRJ&wF@|2?Q=FeS<xilWA4Ij~v39wKedEDWVz&l(@GI<IlSL
z5B$T1OYK=*P$9VDv@Fz0KVNR=HEw1yO?!^k=P*uJk?#I#YF3n_-Qj6?TCL48o8C*t
z9=bOkaTuR&eRUNdFgTT4&3AcESqzzqtukNnA<=66dGZ>I|DS!!%O0omW*xI;vyYX)
z5#q_%nm67y&Aq?~<A3HeDtie!2iT>6lIeM=f{o7QP{~psA6<~9MGUUtM|FWh<lbVO
z-V8+{t8f<%+33%;ZZ)Vji1uFBZMsp=bG=Yo^e`rqotOM#>N`?va?g=hE;3ghcp(vS
zwYCotNpCMV@Y5qaO%1NItsitVY+Rzdf?l<k6RQ7jJT#aq1?!U$$d{8~;B6(eqU97Y
zH1uNL)yUYU{?Jd6k;LP8oW8f1h65?!gD@V8Az}19sglQ;4{`T;-@o!69S?kX^F`?S
z2`jaUs~zFduWb_Y`f*g#T;A~mU-pt&<>-SUO~PVka-#tzWEw`srIX0O)|O{@VakEu
z7-_ikz;>k(I{LM#=laT;CzFRNLwb%p+>OCS2trID>f>fluK@nsfN-`D2uNK`jEwX#
z-2%T#>Sf$x)vBU@djB5jke!`pc=~W0#_4fR*)5+=yt#d3&}6D>eel<zfvtZM-@4_4
zU-HV3qpM?;S^c93{FyNt`<$UG2#E=x2S-pPPQEouZ+fpV;F@<F9hqQQQuWgaT$ui^
zcbG-)gB#2x!NYB+?`~W`D_JKQKT4(e**;^cz9}H;S@o9FP1-t-vyBk%@%(2#V>c{l
zKrn)i0*!d)n>m;XTb*=9-nL5o;N1(fpqKY-rE8F4F^%#I&a%dC;ZN*Cm(Ho7;lrdi
zGlrC{hd**W?#BL}B=P}Yk|4P|o%0fM7C2_k{~^#nW+uP2Vneq8JfUD+pU~q*iD&PH
zt260aTB)3Mg`jedAhlbbV;j*i_u8i+*Nk+Br?z%yRw~BhBgb8`dT3*$|Gb|~>lpMK
z-+uG%a|&r}ar(uGXg05g7hP`h!w+eKwxPu*2>LeGTn?f%=a+#Wf-r4JIqEG2n3;}d
zT=AH7OFP8ElUCnFbhmyj`R)6A$|Zlmbj0hgi`xk`hS8FS94*+0?OQSL>3+6FpMxR!
zH2IO)o(3|Ng@3dhi<`DB*Ek4qg#aAiABbZQ%6*r{6Z_zU1C>q9{czK7VLi|ID6Fq{
zroA^7qDJl*M-Qid*W=tp=eutBppe*)c*A*M5Cf@-mR6!erUEO95C3NB{OQ^InNh7=
zrtJfg^L=9-dHK;KR3E6PJKJ~1ocYj}P<%=KxJgY0UCfVSlrU)7V6_P;CgnIV#z}61
zy=jWWM6?N3T#0al^(fV5<)3mZ3K9*)bG<)Iz?;|A<o``vze`(~YO_4C1%W?g`3+BI
zos$}{1#UWAay)Xx8+Y+wE9uew`9|`g9YF980|hjqSAyoCnG;Q8g0qO;`YGlXK%(JH
zZYtv<3Rd`QIaf7l#Ja<6XCgPrjugx)X^+VlE_LLd+%J>*EUm~ZX$t|DX@6h^+p%5N
zxwo4pS$L{W!^im~4`pCQr>%ukS2Z28L8+npAvx!Mgfn7WRXA5h+1B)29c2gfhD{Il
zdoCwrdI-0I7VKUET7$fqc1eSVG<#DgySx683_`^Nys%o3IH}O|VdPfcdW=T^_htMQ
z+cmjAWG~an*FLCRO!B))7+GGSZbe98r&?@i*_@PJm-umF?BfW&jn$f|Iw3qc`3$o1
z{-YOMzI=qtXgMRb_QM8ubM_k-4!jqHA%*##6%DH`OKb4rtnc-dK+g8Y(AJJGL-gsz
z8qZ($O~kv){F#QKNMU~@MTiJpx}Vio<;*367u*8}g2aE7*=pj%E})`zLTdi*sJ|-a
zEP<dRYA_L}9w$c6>d_T)`@kL+u&!TZ4t!<!@HWfAZGp{JFddz9_^9RCP2rl_nJW1C
zWnk~`J<QFy{Lg$lU7nN#1;?Vt6;>y{_h}o#ZE(eKkxA=y6s#%B)-rmIS*s42<V}h7
za2x*b;+BC3OkXENrl0TG2X-o{{u#pYxfDN}n`jb(*a?;!3=lWo`#a%a>6anop%c)Q
z7CiB~*kNLQUc&9=ymbG|G0ao>mJskUYV8K2VF>7F)AbBZ*vSbJmRLX}1KT?$5T48v
z4Yp&QFIV$i?l3)p<IF9$EZK1mz*d%p!f*Q*yFZuQztViK-cq)QzeOzB6uVkCa|N>U
zj(fTA2GuEwGED1sO1+J{e0v?}_Cx_mXQWY^Ow@>msCTplhpa&wtfJfyx9bzH1wU$`
z;T)un7<13y2WP@2)Zj6-B>sf#9iwaYBqur+f?t{29-&Xox<2}hNK;)Ntlm*zc=8jT
zWoPfnyR{bGwU&(peu?%sD2xG(a~azkaox2eg{+p?&S?C8GG9h~`t1nGfeg13>>pnI
zCv1HwHct?DhpMp%!h=*oY)8yxfzf@$T3<UJFD*-%2Niw!!R)Z|s*ZvTLKv^L<h=ON
z0~tF3#;O}WZv*_`wH@BCN+0RkUZO8`4<nq~aBi8~w~5m^*V--3wEnSXYSPBi3<KxY
zn_d(3+&xgj;A<^})0iL6r;mt*Cn%6m-5}LjsL$mw{<D}oI?)YCI_UO+3<5mFDTaD!
zcqiLtHC<XMyQAyngN^V%-l^r?C2Mc_;HnrjJjuFt0|0j$*}Sw^X!aY3KFo6|8fUd^
zi`|1YoBEAyoTA8xJ%zM*XZ8EQrk=Rg^{o!KVD#tFb3HdhnqZsKFy~u#rs;p9MbPA)
z@2oz#lEZp?q`i;bKon?f)nzln*<?nBmrYHe2|d)DO}Uva%I2|W2pb43f0f)UxDG19
zJ!$!JtHWfFnC4Ifj*9(CfZ+T(mNVB9b-{DtjqgxVrN8np{weyC$uU+FI#z~nT88R%
zEXTn<zwTFRroqi<WwRr}@je^+Zn?UqBY1QBy5a6m+h-Q>_}n|thoLKivcG8pl7qD;
zyDbQ&QWLOSt(x%5b`E8TuJ3>=Ms8E8Pn^M*eoaD=84dLyb%2mzxOoxi?PIMLq8iiD
z{N`IbmaV$LN4V1UJ7ar^2^&KH5N9ZOZA1QBZ<Grh?mkP{WK^|D{5u_Q1fzS;<=T%1
zRBa#kO-pSk2JPH{9s#c!HPj&NejlT~OZFNr#Jlp{qf8+?(|vtxc<rXR#(OP~iC~Wr
z@0O5@kjKh|RI61D-T`&Jpt!CqRZdBF_jPX@Cl%{wjF;#6ew2M6wfKEyYU;bfy^rix
zLsr9e{r2<?<&f3}%K%DuO0RK-(b<N=#!i|A7>}zUK@L>8+_denx6gAuRXnp0DhUqc
z7)mI(Fl8r<uv(V5UmqeJ%FbrZ<Bn4-fB|DlY6BW8BLc0)8QG+owsZt47dL>dQ{@dZ
zsQ8<RI<0yHNQ=Rsh8bZ9<w2=}`G}7aq<%;FT~J8^wlxDlorC)nENGA;gkdOd&;08Z
z!hlaAkt-)t<Ijgp7H}-3gUi(v@D6xyxWDFFFrnY%La~TWo@HDvYik&*GJghY@trR@
zH%FpAUhwL|_1RzE8{Huv57(Vo@t+p7D_dc^G;>wQ`@JQ?64aECI#L&fiTC?>Cxie3
zhrl&mDn~}Tw=PXV65kX=e;ix8X*SDdBBbJ;sK~d#c7?tz^bRREQslWvH^6z=zIp;l
zSnp-}W<N_I>4|j-eGCYCtqi22QqA?y#gVi6+GD!{`KDHjUL~<MUJpQh9xyz`3&SXt
z5hbfQZG644szw(wr3X+Dl%v4VeF>K9<CT^kxYdE}px$(5q(i1h9@C^9$=Cx07Fyyr
z`!P)B^~0DY>S{Dbn$FdG7~J}g_zrYhwVD{2H0s#+ADuxJ-xd?AzCa3J$Ix|(_=^Nj
zV*$<GtnAb3SL9ipfJe|bt{F3vdCpB600c0}QAlAQ#V;I}KZq(3%W^BdktT@CguVO9
z3>YAnj99TYL>{gXd7!K5i_sq0z#jY#cn`qnIA75Skw-)!?z_iDJuIx=HkcVdiWm1^
zl0w?-95{|vusW$Hd;ID}7)q0Wf+@<b5xT_mp*2fCxJON@y3(U&cC?>C_6!PPYsqh@
zxF;vl6uywd`{q;2NCustV+~@1w1$JI;o!npVzr7v==9%S;3dO|>Hyfq{^}+q<;>W>
zv)k~{hHqd%8jzlQoL?8+G=Qj1`~nd7M<dk1k4Nym@v0P#x$f=Xp^BMW?L+zsi>C#R
zP!kC1v5%W+_-CADL=*5aoGX+HGt2siF}=DZunbyA%xTN!=u{^rZc_jIKTD|G?bJH+
zm1YLSbTzTXWG5CgTMTu%^IX{v6`u3h%8K3N?U>lyQ^c6v90NbOW)6`rdSGoBWAyuA
zWsR?2Hs2rg5Ic(c1Pi>ul3w0>JMdUPs@coHRQMWt6B8ar7`k<F!EJjeGlO6ZTS0<A
z8o=EI%`|y3zS4CnNZ~^XHdtpH!(0_8cmS^WH*XIN){ac$ZK=3=o3!OgWqF`Q$O~%K
zns`EZ0436OEM79dS(tSTq-mo9u=bhF^O)$*>dFATPp|PEnUB~~-huNUC@&u`Y&XMA
z11_4IBDb+r<PuTOoT;iR{AzbZbP6Srm-yZ&Q2}`7j;(0k=!U2EI^F>XBb&1ZK29n&
zK!lUKx1_kr;V&l4!e&2sWmi;VTCb5mPFYPY<QlBCzKDJOwR6`;l!mT{9Km~IoSV{&
z{|0f{cfJNUq4R;W5`|jT9`RMPX*Ss4HF&A@lDH!Ja^eQC`F4n({Ej1#AgFtPHA%c#
z^8}nm5o5XX|MF6y6T#-AV)8v!O2Bn=#PLWpkiUxw5zICIDmg18K5)LyhzeE+&UcAS
zSf<y>A4ho7lQl+<oR<<Ljp}0F*+5u=-5#(ML8VCpoi~AEN`N7Rq+p^obTAc>2Y3{1
z&yjGf$hBFS41qm3QM&mxF)UR~UqXMLP|A~kVsE*?0Q9hX{=2=)a{1~pLmzh?D`(Dm
zO<nrQQiWeJmyX?H5hd7Z@WS`4|Mp+YER{vlUVcFqWV;HfJ`1@W;!A)XwU(vxdsDjx
zp7om>30P(rCki}|La^i{n-u3tC<hxJw0JMoTA~v)Gy1=7H$J^R<Bmg=pfE;oWt0~M
zQKOwGYLx{^Dz_OdU92y8i(wZiE3eLeS6cGip<*Bu-J%*eHJn?KnO<cuEspOZkFB?f
z1U1QFME|thA*YwGZB@^Pf1P75kQbm>!@Tg4Z@eNFq+&N9>4gO`KY|{wf?@lpG?*lQ
zik9+@-PgjU7-(>qPHg#o4uC-djUa&dMPt)q>b^8HK!tY5x@BNv8l=IR6aq<@#$^=1
zg%7bKt~-6wl9Vw4b$2@+WS*0hoTN=5393L1+if4~TlP=V{S(K$<G*La0-T63XNPnI
zkNJF1QLDQgt~@=Y0LRid!BrC>dmI(s9l>pdZ5^CyEG_E^ph)Tk!InuMF24N9gmgl<
z==uo-Bp?h&^LXrAQ*hoa;e9YM#H;NxMiby86L14RjnPdJdR$8$kbOZdWaf|rRZ*;x
z&b+?L*)FNDib|M(@GoW;cT+cc#8`AHBNiHv?GP}tH`e2b;JK-gDww|T1$4qrQh23v
zKoAl-?g&1!`=|{k+`O-v1nE0tU<$=?3FLd2Jj(0@Sf*uDgYmRmK$#LB`B#Nl<n3N)
zn%~CIX*T^E%GF@s!Y3Hj_WIT~dz(wuDlDQ;`{lb@Rt5XIM_nB^)M7gH+su1$O+>U&
zfM4GnG=x$+U*ks2yCJ&m0(0=-Z5)a&OQ@Q6Rg!E2tz*F<6Fhj<@a}=wfyT`9pv5hM
z2U#~2JlZJi%>7@V6>8BI<ZlF^LnX$RRJP?^n2UwB`aTZy*{FarikKjtxC#$bB7jL$
z>5bwa%yB+aNy_H<Z=w2w{+r$YP!D4}FZ{5dxTLq`OF;#W_6ad3+>hxNP}|#}x6j@;
z0PMWq@Q{U|CI6w}%n+VAe=E8(BS)Z2ckpruK<n_pqNV0KRNj1D9!63!igj*4-L~{r
zs9MAutvD8k#6sb^Q=LYaSz73$4^(%O1uvoa8VZI(!0l}$1PL*;+!!Vhm%hZ$4<KXJ
zLEmLRXwks-qpy~?B>a{*yLc^F&z840Y>JGdd>DBAL~bbniO1EAWQ-TZRb6`z$|1O8
zgl~U8aNOo{c4}3NR1Dr>26j(~OJlx~|7}});L*YtN=$I-`4SrjD3nU!{mqg+2iPqx
z-8uTpq=C>g)sdh#5EtcO3u+cy;`_$#LyYv1XI8wF_zG%DNnUe^PkjUR1WF*D01_AD
zD^RJu(K~`-N_8QU%(n@nG{?t+rtdcoAI#rdIPsxUQg+paeAV~80f8GSCkHfu3MXI5
z8zkm{1F><#Q;z;faD6Ve%{`oL^ZK7Rhw{08BJ<%S_f9na2)>ZH(L#ym3i8hk0m4@U
zk9E49hDB*?{d-LD8Pcpf%Ds~c*wUBb8MqN)k$1+&S_0;SlJ#gKPK!>nChMA`LB*ui
z^M6uw=gcaG^;~Zo-h&qBPh+O?q<^FP9mGu<fEo~;&+x?>!YumRAQQ}H?o5?6VDcW%
zjn@M&xeO<*=hu_bt-bh9^OygA1IhKNz;{3NA^h8L7y9xvbdoB&2P6IAdWamBT2r!V
zJK*s_MLvK=$w><}@)#$jE|8G3`=5^96=~Nuav;|~qwCI{3f|VBa6lz(S`1)<G5x;G
z?_u)y_ECrRFYp?B^JoVMV~giXwf>F9J;p`VL{L`}xUCE<zICyuXhG#m(6^Vqz?Z*x
zGij+pH{3*u5l(v=JYCG0DJc4TLiH8QnN1TDLeGyHJyUXhSW(|#LDf9~goB0jD;-i&
zyUEX}t1~JL6o>KOdn}4XEUd7+H!IM&;f%ZhGZaR-p9!N^YX0;UdRu??^M&&=K?@lg
zU4&%5N!j}!LZ-W^8_5sN`f9{=%b;MHKI5b!Dp6gP&eaI*LJjvX*sj!4xD0HzB1TIg
z*HR7^dYe+heGX#X`3(E&(G{P-$4r*n)$+B0%1l5A5ZC?7MYX}YJc6@6a!$HqT$ZG(
z{YC(F%{3&USe+_|5teS?ey58gt0mwZjAx0re@a01#!M9*)H8$IzyAVZ`rb}7;U<x@
z1O1P)QOQTm#9ZMUH=?UHl<Bh;{*nHB<}4eV7LyTz-$D97b~B|9*B>a5FRX7R?Pl67
zd&W$#Dj?S1O9sh&stkOcm2;*-Obpl2Jo+C(G27o&K93qGkw0CFdh{&-OrtgTTQG#q
zh41n^eg46}l<zWmkV3SrrM+!<jX`T8D^d?8g>V7PfdR&6wgf>{&Pw7ouW8?SjK_hn
z+Cj{VZ3VRJV}W_D5*hh5e}D7<kjBB(;<R$Zi2Av6Um60(*AU(w_!!LlO@6~))FcY8
zL9#JK_i`h(^H<E?W0KexklVEU<h$QHUaRY5F}?=0=P&z;sC)Ft+<1(|fdHlOFXj!Y
z3KI^29iB0SBEtv`70ro?Ig7E3P#YVr92JC~l-<<?X`qfB*8WM5c24#q^j{a>%;5;C
zx#fK9C(nJ*U~0bf%6!M26+vFrOwnCTpz-;%KkyyLQlQ(Q7?_kf@EkP6;FWxa-)u?#
zUoUpHy)g>t>mZ5H>?#&F!Ka<#6L`86H7cjpKG1H}q`ifB?Lqz6gMdRDe(}4*=_Rjm
zU3+vKNTi`AiSb@B0}od5Pwzp(f>>0L2*5H=PIGi|Uj~(9f|HWk&O5J38U_jYf)L?M
z6!+HkUne#Nc%0DPJxm~F=OAA5`x23(iaq)v&iz8EFsNbnF4dgw*=v6U)SM{|ko@?`
zcJo;GrANAf{i%gwPgO?;|M&QBQ7b#762@xUf$PTGwYw676~w5QJHLOwY(_5`r8at?
zazpK?u88_Jyj94A3@U+D`LzocC&ESsPUdpuBMYbFjuRh+H|8Xk#dhx?!H6+42|Y*d
zYB9`E^_JJ$cQR0%kWT4z#_;9**t)$T`g-xI945Vva{rt^Ks{c?+YaAQpH@Py4Et&^
zQ3;>K*~rdYoWAwq;@4Xf$KxHQFrows>@9?T#yi%k;Z8qbKuSeOj#-}-M}xUap|xP^
z)AHm@0={{g3TlN{CC5#*QqV)qlsT(8Y{gl%w092gXY;!rK)#FBl8bokN_jZDz=heM
z;+A8=UMEboYc(SB$uhbNg#QX?*#wt%1jdT!z!Izc{4MO^3d3<O1Xzu3|L)z*djne1
zAXxir8^Q15cV=4$?T5B*nEvOBNeLc|m5AZ80FDDyM$Db!$^D;TQPA_E3D#D#rbjH6
zbpp)K0*5rXph-YC2S<syDz**l42pZe$n6rzimSP9qGDMCwT8pomoQc;nGY=DYe2np
zp5_G^K;YtX1s->M+0FNg-FQqX*@7@4NY_oT;G@K8OK_BO5|2M;U6_hGs(hEDU9vOg
zii{vGY5L%tcxDy#d(lUf(LpKwy=F%5R2Iq|?J;OG0%qcMe&%DS6Msbgd=#1M5G2n9
zwUEcd3kRenAsn5ggm~w)MLs1+-S_1=)nU1>A*YeAU6K)PB1yajth(aj2V}TpZ@a7T
zZ+JZoU^D#TMD7$LGV|CpkDGw8v)LOrnfrUBQJLt$dL>u|dsy&iww{l=vJd}phfvER
zZtD9fvv=vC_pLL(R-J&vQ)l(2_r&!|IC~3V4+AHFXuC-f?!r@ks10yx$ZnmJ{t6#|
zHwU7oCjT$!8yDodsLPh>QdqDf!rxVpxs-IsywLL3+1<Nqk#QN0p#@RX?-zXcnbJNF
z;@@O>&d3KZGMv*l^hu#VcM=+LWoEG?ym~KreatVo0OSL%!H;oQur&7f{h+_SndGEb
zM1B*0W0$r;$G#2GqOBIXbZLfdOD4$49~t1r2%r4vBd(mbhSjvb*gU2^4lf;puv-y~
z1aICY;h(i`a#9c>1Hzv&Ywr?pk9i41@~8(d@k}5L6?@@c9ylK^TjpG_*dz=Q_g^sF
z5Ui|NLStmBB~!T-^BiaWV&Qu2K0@xw&PUthU%q48EgeGGHY(%|&_3q_@39;WT@P9B
zE1@zEg)BFH4}I^Y>knktn0n4g;TpnXpR;4>IJzeKEL`}EO6=3un6bk<?e_}Xd~ZEr
zze(!)$pzpGftvPiJWFIQ|EXAS)Zf%Va>6TFe*yVz?{7G<0y>zeVdK)#IBl^&PJXw;
zn;7|1l9RA?d>1V4u8J#myAgHO1HKOXu=3yTxcBr8bA^q~Tr+wDLP$U^d1fW%@oPpl
zD(S7NVwteX1CNCJE*1(KvMM|5gK_cd{S2Qc3Ie5A-hce0^qtv#e`Y22$!kp8b~(f6
z&tHGQ8Q&Pm>naz3LI$nSOU-+(abYmFp9q!pDv}dEg8)$SuYj@tUxS*%X2UGG0NlRj
z0TKYuW7{#)pd8-4eh$SjfV_ea0+~bsp#M%j(KzLG2agicNK0hDC0NghdoOVGQWSfC
z=g}*K-%E4d$>l%pew%^v2vo=_kKJ$yr#$a4Vv9mRqT(flVaJ4XiSfUp0Fc$D?;)!!
z779(s>MIsHKjk1qQj<49)|}3JSMW-xkayxJco1}5fe}xY1mIb!`%n3xgx509=3#uI
z<n@&cKp}!U^h64k$M&|Xym_xUf_nVrmGo_9R>P@4bNJjn3nwodv~S-CyH=*H%$x8i
znh~8`{uAp=+3TmV;mixTd(#^!DW6!S7X@Jb(d#%bxco=mqA*dg+;37Xuai#<X72RH
zmXkM`i%tZhdwVc71n>)cg1NhV7(qR6KE$50w}f+l&Qt(CCM9FhUO!lz3SuJQELdEx
zpoek+p!3jq-GuL%WqE~#AXJ__f6KfH#j@epb(UnLLZJm+<K`2xYb24P>oMKx#kSFR
zSUZQx1z>`?JJub!#;$Ac*)SFoBz=;3C(b3r3*Z8f4Je*-6)H!dP!V>8o<?gcL&-^=
z9jKRHUIoDN{8)I0ABB79eg<o&IZCVUCccPcq+i@!1@1>I*y|t<2l;mL3={=Gw3<{_
z9tvc{76o9QwU3gkttbFT+#;F9&a9*l0f^A6gmY(BNB~5VQlUiP>cfG#7JxZcS6FtR
z3V9hsa`Fh$7ZQL`!tZ_l=7an*5&$uz@eo8z>iWwCAfIp+DuSnAc_Q9_!rjj)I2m&p
zQ_nAuoZvYjuL(fiN#)>j!%|Lug1z55j33!uPViUH9x>7{@1q5m-K*H^TUT7zw)1<<
z5EJ63BmiW!70D>Z<0Jr9jv?&zyN{nT2mld^EbZcbeuAqV#WMa`3BWF=P<AX8+K)&l
zT3-6j^Qjh}3MKF62_8Xi1z?9muzcG?;XD5oyblsB$~#cP@Oi46PuDwDxL(CVq9nF(
zQ0O6bJ>~+C2e=89;9A@p=IT?D@A}(kY>d8vwUOk+&b0t6td?gFV2|q*B>~v%JQNcb
zw1?~d<#67y7?19RFw!4fWQ^^Ty0h0G-zVZp^euc!dJnNVFta3JdI2D}p2~|<tEnge
zRET7h6CeQ?yYZ5o^yvj)ze_la(W$%?&h;wsW2WCJ3c%b{0ic$G@f+Qhu5q=^RV4vX
z^d910zGp2P<Oz@n&^3q&$jp*}Bmh^r0F)fipdFv+1Vp}<k^V%C7sfeHM=Ptgl9M@K
zAwWL5|8`zd1xLIWGx8sBpMiGsE2D`?6)fNW7aUJa!^4nstU^D%8;r?~zk{FSekdjZ
zL%q);F5y*y1%MKCie<?@e>s_E?6{2E4`0f+QG$=$ZN+0m&m%hlATMF`IyZU3kTUk;
z1VPA50EqB}xmG@`i7@^5Z~-X6aQ2Tyz{6Lp`z{UIS>tbsHoMwMPT+z<ZB?!OW&bCo
zA^o-{Q!8W3gI>6b**JH08D_Vugk`<!W9O7!SkYG-s|Pj`tnm8+3xKurEiBvb&)oa9
zN3LP1@LCKNC>KNSHW7?^9#Wy>h=Am>o7rAt3##NK090(<A~9|IWo)wx!is|dOlUF_
z0P4|5g@lLpr(_?Ud$#2jE&wGNzJiNMGw@zZjKeIq<?`;kr2#a156$L7#5I^&8*PTD
zF>9V_yZ`9QXgO2`J?A#aQ6QQutcU^rDi|Bw7)dXESoS}}%b9fvmRm;Qo>GjhSY8UQ
zxoD-SKLCjY7107y3xW6<9Z#epf>R<feY-q$HGV3bUlau@<f2p4VT^E`xWD3eQc3!h
zEbn+E7S`M+cz)EKm&EA($Fyq{!wI?u@w;e0vBQzrszG6a*!f5-<WYznmOO)a60q2T
zEI+yWOT9Oh=oxskL;cxl;{XQCYJ^#n`=ZM<4Q2BGQyByL8{m+I3HEHBfHo#M_aA69
zs{*>&)xzq{W1!RzAUT<Jg%t@%E;983e5XJ{#g0H^S*eNbWnx<PTuk7lFLa)3QE`lz
ziiJdjngY|8B!%xG(%*}FqqL3s9c0ysNbwrz8Yz+JBGi}kqDJL|!gteeBQHbodMJ4)
zbzSEIkcu<HgY**~5G}by{rBDP#}=D@`(FYyv8N(&2TW-KTk~1?^Isk4PLO#A`n~I*
zXZKdHTt5M$7qrEsg`HtENDEE7si8#|4YZ%6nz`2?2uGWCx^O$T75>f#arxvfI9>{3
z_nBP$3xW6KgL=qqClZ|#NJQ`HKfPCcHbgL&)X%7+4Yj#bH(mD|4_Rj-#eL~LonJg3
zb-bbdeNy+Q<I{g9d;Wg1>!J{Wok!S@`VLS>Bl>RY>U+*F>uVH0r~NMnKay{!-hOmm
zNAdRx*F)zz>ld4+`YAO^tpGR*6_Tdmx+@qazgG{j$ZG>za?9bKKZc(kD>+fW6iD0}
zm{wHk-S_XfPH@=12$RS6MC(pkY?R-E)PX*GSD9kM$ex%xaUfPq9|7|PW3hAjWON_a
zm<<Qk8&(Z^L#wliK$^F&&xFHKI2Rr3c*t7v=gd(slz0Jf5!^|dYcD`>?`TQw3xYME
z@%c3QX6T34nCree!vdSdtq*^pdjZR8vJruL##PXyn<`ov=)g)KHIdeK{VeP^o37N^
zCo?#1TZA>UMzP_*!v=K3=%HOPb#!kWTsK3u&(3AAKkqO3^XDiSN~8ds36N#+#Wwp(
z@eypUy&0}cS=;@&$2YOz>R#w=Z7ew%iyEp+>qEn|DH{LPoLTz5y$rBn-k2N-pI10I
zoRhpBa1<ORP5^vkpR?vW|JRRL7QZOx*ekB6w^o&rUT08OwlZ(Wf5u|M@{O?GY*y&R
zXXLj%D0w~LC>)d+0ie}%D3M3A?5^<HTB@4w@=yGFP@mlxIs>~wzh8fhTW*fMP6}?h
zdl(!KS`{k!9c}i)&NEW-`oK{*C=micnf$P~No+M8O5{mRJSm{ELIVvZw1)P`4s1$p
z?cp7vJD@un_3n+~bC==Z*=t$eKZld2;Iv~&!N|XJDIDz2NM08>3Kzv*04@g8)LSVm
zliy)qSILPe73xoF1;gRSn7wH)HXJ_3rsUpy<RT8a+|1Q|v_Ino$35oxv-<nCz~04A
z^18rL_$bx_K=D2$`Rwlbu<5m>CZSYNpQp>#-<!Fy;LUFKF5ZG0zlT}$Y>98V430+*
z@=SjzN3j$D8l)5a;vFMD#rvx3RV623QG<T7<~)7q_UpkCdwr+QF5LC^E`<tW-~)Sy
z^DIPgIC2OMr%uDc@uJMyyYsdFz6KOK0XTd0K5O2iK{|s@7)wq>DWS4P4MXNE#1Yp}
z$)5{H=|r&-0P3oHhvs@qxWk+G1Zd1?f@T8;;e-dzx^sLP6dM6>4}Z$K?K(aPfUbp}
z<m4+3&>q$aqZgY={%kl(FN%!-P#gdLh%*_w?S8FLU0$EX{#%c^N&aj&N-rcA0804L
zq75`~=WA`_&kUL-&C%X?jN}!BqjW<u0k9|1-+#eY*tz!R8NBX3#%$MBk`u4EK<ghP
zn5@|<c?IDp-H=28Xkw0AZ$2O@`6Cv1u0w-OS}g8ge#N51&c|2S&>7qnYxdepUO_lY
zH;PmMXu<}!(8q}Sn2f85Px0r$zcN((ud&TPGwAm10c!_e$tws)=|+(WfP2_e-2Rlp
z=Gi}X*BwoFw2+)+#T7KVj}m}K-EK)<K{!e`zPJF8yHD-=H=iZqVB|S8+Nv)(!HPT7
z7HP53eNtBrj?#}WDgfShp5adNXL!fm$Ii>=Fw%a4<m4&|s6W0nx{WuHymD}qetZ!D
zpk=fv$wy=N&9Ci;&SqU0S$D<pXb;KBRoqc;oeFgNb;H~(`y{U%9Hk$HE&%6mJP?R4
zTSmLvq25ZBd&1dSk`t`BVu8ncjNh^XI{mw&QJ+4rIUgi><=`m&C{zKUsh4RsUgvu^
zpteCxa#EEvsIS+=)Whp=_yQ+CN710r1i&@)F>WU%<I4SbT!@T83(Gc=6RM<v-2X<#
z-LZJb5y>kC$Jc>E5dd0Qm&Wc>jIY1F8JnG#X62<0K2npaq=1_Kw2Y0I`@ikDyW|yv
z<Lf|y1i-=jE-v4Whe!BRwz6(%UUBD(l7F=-w1;(MO@HeSI7wb9IKCbfNC2p9KPn{&
z3mmt@!tc1`L@J3O(WHq!Y23fXQCG<;1jpBf0to=k-ZS{<7*>%dZrOmI+lN7IgSzCT
zDoIeE)fjrcd$Wl?rLGJdUmx-<0G?6ttWW>3>w##!ygRf;w}XAaEnI*5jLqZM*1Emq
z<SI(2nAL&$(i+g1T?JYu6`(VzoE%z{%R_TkWoRs^fqH9dD;?KhR67ixw_Ngy!0~k=
z-vV&PKNefB9btX?mz>*<X`8lT^NBN9eA!%bG8QGsh1XbA9a@vh=eWc+TdY$M1daJs
zQCAR*dS)un?b8#h_u5Hb5jeh1<XHe{;ttCA69V2mhJm#aBZ9#$BbNE!6XpO7b4|&K
zStM3}RV_4_Rxww^PY<oB6;XeR4x04shvV)Ml2-(duM>F^09pe*`ZL&yyI*_8Uv*_I
zXiv_a)z8!um{1<gJJyHs^cj*@0*<d2c@hAczU%t)H&Fk|6MZT|9N%C{g?y8rpf|V%
zS{vwK|N42bznJy1UPTS+&6(M2j?#%dhX6M2H_**`AX;rPLdSjGG5qvcw6-#ooRmdI
zegXCK>GsR5|JVvJ>e(2!JLckH)J;6R6NY<FUgFNfm$)7kk8}R9MP3nt?mWY%<P=c(
z@G%+hKYn7b>9bog36fV-jxU281%O8OQQRN;<^uwR3QDv3T#tW^kPoj|w!hhqmXedQ
zD518vMuEsrXwh2@3m1<R=oK#@B^Amg`td6`UMU(2?CcYR&!0atBz;P|79u}=M#V(}
zQR4XW$W{Qz1q^?i1eYfvnCHF*-4FG_D4SUbc=QrOPK=hEj71H~do(aDnDy5iS{<GK
zYz8EF;nD42SkD~5uy^q|*t&(mKkTWTgmEw5;l}NFghnU8FYF0>CYOUBAw+n8Q~2B~
z=n;bMK11aF7l?iO8g~WJpx0hO59QDBtY0j%?sp%(Vjf0d_*2${lM!DC>23<!;)U;_
z^5|J2CU5bS3&8XpmvLJ-h6)`UB^ZL(C$jH}xc36?Hy%h{fjPdQ01!@iMxf314oV$-
z#x7rnVF#w7ftfBe*4O`P5`t>WY8Ht6x)Up)g`pM}m=0l9Kf>P?Q=0yW8?Gl2c+M8*
z&bea2ZePsX<%8$1KV<L<L>E0bg@}4BGA`3?iSLsT81WPzlaiG_PcHx@K5yP7W&1rO
z3Q|{MjxQ(x&VmIwdo>1~CXNwe*Y;>I+K|mx7xXfbwFrbIy=9Yrd<}^~&G}Ue7W+>q
zkFhh2;C^DeTmYuE{1u8}KuXGItU4Tst*3+7``2$j;^Ni&N~H4%eT+v5iE;u43tj+O
z`2#NDI3rl~^u(rZN8BQD((^VWITg{hj}SZt8&}!VV{|S>0k|ZDf6w2@geWv7fm!_k
z!Goahxe$0yE=Yd2o=9GiISN?-9DSl$Pd{q!r`~<%p9Evqb$gf`Sc#EVGcnrH1V(#0
zLuI{+<isp0)Sp#3S420MTM5<|C&4vn4{W^_p!1R{3SK~Y%vs+vQvtXab&C<|YD66V
z-EaxXDJi%g_Xbn8dMOcljm=d?L@E@f&Di0M-Dhs$O2}iF*<OQ{V~BiT%GoU2@6SYo
zgv4~47aqjFVcRH_FtPB2+qL^}6Ua{9hoS(?w!9(_0c<WtVCGJ59J&y}zK709!a;?^
zNa~8rQOE*t{>DSxN=oFj_bNaum)ZXf_Wj@<x?hfcm!>IgZ!@bl-bXnr2|&_^w{Smh
z#Rzrp=^GfEx#Csg$6N`(@&f_#Z4cuUF=3O3+<O=+2nqcc%Nf5I>^UnF8WIcFYiZsE
z2|;!OV1D9;d|SBS4bXNf6edVrkvR%k0BAN}mnT6=1fW=-tiIGlluQ6ja@X<a_?4wf
z0zjUC-ndH8`@1@t^iV;^zWT7YU70}u{2cc)LWRXXX97UYak&wIz30N@+ujQCJsnG-
z#4X`GW7fN2)uBMF6tLo80Onf#e|u;CRdX80@%bmr8NbXAqwY<&dn-%Kj7bu*giuDw
z8b&#%BxUO+%}`pTh!Jg?N}}CG+LV%+&NL&tFyojo42Q85=RM!gQ<v{l+73N+d!BP%
zr{%6a-Ou~`*`DXA!Zs<yph3?|$wB?N)$pW40mv-7{`R)J|2%_di_kPSz2^Qw7JOg<
zAW}+enhk%u5fnjY2rEp6?yp+zhR96-)^yDS2s&hk(>3WRuRenEGueoX-Hb2Cs9`^8
z6qdNyBQ<87WHt@$<^X6=tiEyoS@wPF#2gKBzvTju)Q$j9_)sqyH@W!qJ30Cqzn^5_
zBsTg%F@8q^K<`T~03L4z;0^Z=vfv{K0FkIW$C7@&F)=8rzm6G+F3cFl9<XCO|EPCr
zxEp3~Vd~#`4#0BBU|3HwLx|QBg~xJmqTm<~gs(^D&JD<q4P;bh$D_R*K;x@dD3d}j
za@(mKNP~>kJ*@a$sZNTwmxY&fNdV}|>=RqTN{I5I4+$s~NYK4|EO`<_00tIa>IBSe
zS*)@t`$tTOcVLTt;x1$jxTCyHI;jGfulN+BZB>{x!x~8;K5q@aHF5#)(0qc8lRn2f
z+t09a&NSw(Q#T+DeWw0U$u)RO?s`PVugrZ9OsMXX0MMY!J|*v{vJfT3@MP4-tN&oP
zQK^wij`W(uo}BYS00tP{Y6Y&Sf555&ThGQ0nA*P_wg9Mu5}(y%CG6}*AT`48y~a<J
zro}J;Xli_c$A8~pJbiQ@uVr<9D&>(&t{)8#pRr~fGHgn^>6?WpPw@O@)7$%zXgqEy
z-RT8{%5{`WATf|91ogL3V-FcL<qatDDEAcfrM~BqC!!A>Xvps?l7Rh}ZV5o)?{^SY
zbFjw-G-Ue_mP=5EnQ}Mgo}%(?8wO}R24R$B{MI%W*roO8(D?P-JYOXl=xel&|H<g6
zHcuUVH0R_E$lG(}<E5<L|5!3cis#8NX^@yum*Ab2y1#rpd(nit8xQg4{ip3dFByGf
zi{X=qkjUuA!zV9Tx8a)>aiRO26@38xmToTw+HpJ=s>trg{gg;FbGOAXM@QH%_rS<y
z4zLMz=y#_9x9$eCTr?P??S?YrkI}B|lJV=&?F&X>;&ujg0p^@(f6mFxr?%U&-|n#X
zU0wAp<X1JX6QG}|`A2?V5)b)vQLjHemT2A6Pi4W=((kDRm|xlQ*p}Pqd;NL@dW{0v
z>*Q6oeH}snqenXeMISx|tEDrcavuwo#~2Lt8V#lIa40ueKoOvUVxu{f>n))4w`6<X
znXIvbdcgz?n>8ET;+uEB$&%v9sI)??&4}n%B0!-JH3XTj9E1^$U*IciHJlx7kQlPM
zTgERZFDVw;(tPm#FbD=7J>C*5tGph&Gs_ShmkIx<1bA+Z#^Oy|;k0@^W~}nTY%f1J
z`)q)VpO)=;w|sLLqSH^c`&=7zk=zZtTVB9=4My1y!`N|_(0aQfFIL-g<3A9I>{4+I
zxPT8I{dn-MGCgL&|E{t|Aqp4=o5E<T5=MQ*L!dB5wZfW}MV(fyMoM&Wj}4z0|GrRU
z7u9l~d%?h^&j>(PMLiY<2f^HFDl8mlz+&c1jQ(~WY!|uXoB3`Sw`mU71xL*%_l##@
zOh9aE^ZPElg4{#t$ltTM+s2=pnkZfQ>$uOmU|`c{1c0EhB3W01loPc$T7JFFZJSc!
z;PBI&UN?U7M$~Q-*~vZODaYEp@0^q8q&R+8*RJ{rJCJj%jQd;*1Vo<_fX*ns(16kh
zS9{m^Lye(vwP)VQu8iW2-(ztda&mOYP1%pU<lXN$xF5OM1;X7I^f~&K08q&(zE;;e
zE`Qh%7;jO*Y@r=SIyqx+Rt5LJUm*C<^eX`%j#ga5#F*Kv<Y?k!1x0|GB??V^M?$q?
zEX)>6fM)I#DPFh3P_Hkc4AOMkwaAP;*c3{?VXUl4B}?<!4lEBbVd;0+k#>^%-z^Y)
z47dvbZ9Gy`*MO3XciAb!$7^nP`WVU&xcUdOlH>BAa7_1HjjvtiW2rU-fqT*rol%6u
zf?p7kqJvk+ZcOo91#{QQFk52FdKc&`9mq*1@{)V6H}>(1m%(k_7FO2WnSKfxC6~DW
zg9L()33mY~yK)Z~UOmN;TNOyVUWE9I`A9um{lQ;{PTz^kK7-JtJl4Aql9<a5<fIdM
z$-NiGE*OY#7l7*9kJxcya+h2aZGoMqj&PqGfxyt=E&wH$?m=4~(IzgZrN+U><G4?d
zKw!vl7l7Q#n@GOWerBJNbMtn2bDt!Ez);~X05uIyaJA`Wn-hhN!xb1FU<2hw3;0DP
zaGxlFz!2do08{~>4Mw~R1KM2u6%h(-tJ;e_#d*j)SHnC7-jgK|7#iFJpz`KJTz=lj
zwjS@OMn80iDf~-*fNP2;GRnlNIf39q!bJe+z)`yLhyA?2Tic8~YuDm%$z|@7CJ-13
zTm<0EjRz>aSJ!zv?sg*>e{TXspc-b&nvW#gms81o(gXrSp;rZf;`rJJ|FWxpWKH6G
zjD84f>(w|<VcmJO{MOoS5vHy5!j`y9?h_^u7!tiI0JNI#;>+h)aMVM#)YcfLo@1bP
zv1bc!H1q7)zJcz6p=@a|?+FqJ44GaJ0YdWAp^8+)eA_6P_()g!xl>`~<P86)c-E>*
i3vc3tn=cUb3jYDJ5>|9$GG__^0000<MNUMnLSTaR_s!h^

literal 24079
zcmXtfWmucf({%_03GPse{LoU0YoWLocXusPpjgr1uEpK06!%gHF2&uQ;_jX&{NL;S
zL@tt@dv|8;-7{y-hAS&dV}jp+0RRA|tc-*z0Du7hhyXxEhX2w3R%!_V7|hB_h^l|j
zJTd@jYv?Rxoj$(oJN1#a25O2C=;7A%ziI93n5a=XI_VOVki^mJOs*Fdd!vFT3$p7Z
zLhroJaW^{oXZU*?a57Ryane?DyI^~K>*MZY2D!%K<3mmPD%8O*EEiRq6UOog3p%;6
zw6-e-&5Rsq|NE|d^|<xU*PG@B(=n0d=-MeTM2CiJd0siBuTHOE!Ovg2Y0mKVCx(s)
z>jMF<#MmMp3AOTo#o>cUh?X7Rb30!Ir9ObKwpYI-ngd~cX#qTh{f#*HQvf<ZIwtkI
zcb+^_x=wuuR_IXv8ou=T>%S}SZuh*?Q1={8L%NA8BYl<L_M)%=-g=l$)<|;T?$wwe
zjecJtdd}vHK!IDn2>ya4mj-y}pxSviVoT825-g1O{K5x*9daK~;Qm%BC%sF;cpwi_
zz4Y?_@wsoxTwl&R+I7?|e~m`EvlHY;v*w8QJNhK_0dBmpTsVLND)9+G6UxZOZxLmd
z-RXD}OZ+VK@d6ue5Y#m|E>dc*X+~Xr{9qz4#GB%y$vf4NczIdPI!WrQMA><Ig1*3x
zwYs^+D}A#L>`<ZlF2!IHzl$849gvn+uYzW9d)pH*M7BYg5w=v8gL`qn{3#!ALm8ay
zPlE_w4H&6vp7sbV7+($;2wX;tBx@XBEe>pN3^Z}Q<oaZqU7Z>*Kh_1GbOFE-O-AG@
zR0)_DyR8SP71uk&VngQ-n$jwegcMhizj`J*SGo!}Gc$}w^Ei?gpla>#6)e!CJdtx~
zi%blN@$Q~rz)~Ay`9O3bX9jvGklw1d;(9u5^V1_aRZ^aOojlu}RNm6dYA-!7(%zl=
z;h90A@J}ywZ1lX#NzmQc9icxwTK+Y+wY>Gi>E?3Q|1jT^IN5y4kf#*}j$ezgez;y7
z-UMD5^#5U;eY;Jqtomy69Uqc}Y2KqJh{LvGCeTNMsuJo0ws+1F(*r#)J#?Jl#bPER
zH3J+8-pu+da!fYPFJj?Ru5D~?DU+NWYu2x?H`22$G-zDyKECOIyFrG;_!(QB=Vu2q
zBi`W?bKY;A25nPB{+-|R-zIggc9~9JpJ{${3&l7*o9ZPZNzA|AQJja|r0<PsWxx7y
z!0{rwyL2ic!T_Kh=Qv?KkyG_45WcRO^(Z4+{^MhnBjC8TF4?cOU8;x6BrSNFzvG$r
zd=z)E8ZxDUPSRWKVH|{~W&DzWG+uz=DbfpO8gsU@c616Cxzypp-oTv5DgX1D)-`4;
z|9pOBIGD&*+5H3)s>#|0TzF~>H?9+PqyXXZU<KmuY6KJcH71iAv$+wZV^abuHde;J
z&Ew1)V&Fcf{iT6>#T%FJuE%6MysHVrWqyVbh1D=HtDA8CsHry%zhuK@m`G9DjuuBq
zAiFWNV9J6|9|PyvW9a?sKz6>nzWn}9C_&gtPyUw^f8kD7WkWUW19Y4GM=tWrg+|m-
zfs}t}3>lb?pPYa<DL_fcNi7n5K}H1q-jxMO8Umy(S{`4=;-75F55%0MG^`aWd&bQ_
z6GoBGeKZ2*QXxMMZ#Z`9U0JcB!+n0<Thl*8n6B4AGT3jYn_5(+?BV0Xm9AwV<?Z3Z
zuF|{e$_f4elt+!B2&i*U+#54We+`C2b?-<_1>drp8FA_(MMAuhs|UF?sn%%nlPU)1
z7qpTrIrI+zVmnQ$z9DeRlYu1UW%AYMbRqY<JnWO$3wBYyUecoWI`-B|gK2lF)=HI8
zUoKmTwE;lIH0rai&n_7y0UxD{BVV41aN%#rXN;ItceYg%dY8t1(|?t&BwX#>x}<Z-
z@yo^m9G8!E`2NLxGu3wcaX_>VjU{evs|BNPzM|F-75hw{6p1{qxuDXF)Sq|jCcZcJ
zGc=2g-gsnrV$ZJ7pC12bz5)vKu--DtvDNH|CemX1wEx0S2$&YAH!NkTjTe9#rN^gm
z_353$Yl7xGI<}$hnxSh)R|(e%eVA43NVAV*cQtjmI#~iwe6^f+cC?E*5s^*^sb=S9
zi9;RES)+uEP8j#|o>m3<l&naMg-!xr9RV&8pKZ3T118MwbBZ0rRQV&4S+VD5*J}HP
zF_BGZoGmy<qScdD1SRaCqtgP3h8XgXwduIXRk7uW&c6E*{Ld#?qm>+D6w8(YmI*c@
zbEU`+S2pPVSMOjG26d^faTx%v(<Ph)sb{oZ@<_S?EA&p%$X*iOe3atnOX61In#%$%
zKX|qecF=$oXN$o>%g|M%mER3Le(eun=xI$VM)v|HfgX_l#h-rby_ow|mGxRXvL;zW
z@K6MFa)OfOP^#18Qe70MRu|c-BH8MghH4poC1LNLnggE2=KcvvZ<hm3w^YYhJ}hNU
zH5m+B>V1u?dL|rf!Kl${>{|ND%tE=0G-f8SZqkbD=9Vz2hw?rze8Rz+f0G!w4VQ4d
z-BsZzdqPqXz~Sg-A>3@2PE`k9#;%acEcv*6tZCWOSb*LHYz8DcHQ)8poJ=tN`F@Eo
zX4odZmsKLkpQAM(Ug-TfkW0|_MYA!#%6(7V`}4^B&Doc4?PGF?-@kE;D4k|ShVNbl
zaT*%$D#*$8j&!t*-`~3Ly%>l}`HCIJLpyUd$md5MIrR|YOlFk%95T9t{tcs<)w5Ol
zgUTP@>mqashCjdbAQSs>#GuFy4rB)8XA?Yl$7Z)B;lhqXm5w;Wf%bCV=P^DdKC3>7
zcFxdqs?*Eg(j5!$Z81Oe{zD`qy+=V|?EcS`L%?BpY9HK_66$;UldrAW{R9|y@`g`u
z*na^_RxLN%$@K$Q{GlAxGX6@&{He0MBf`6GKFYX`0kMXQ195-89ir}bVaPMZ?h`(a
z>nR8?`;XN03USx%cm2rE5>H!m!=`6gUOn>9WHqwisiwDOS=Tt(WqotHMr&>yaVjMl
zYR4wJJWf7&2gfp&9X&=oBcQfCtBXxPvO3)klF_z%hcX0+jJI!7=wtjDYK%{cOHYrm
z!rqE=VI`{Rq=-5j{v>SU->fX`?R^_^;G^Hx01#Gxpp-vt=-*S*a3%n>{RcH2jkCPR
z0d&%7bK|fq5gRWww#y@Vj@Slu>seYgBgE`NmmhIg{UJSOcWa)*7e+@HKgi*+HCc{;
z^vRImoFiTS@?rZD+4{@UH|dEz(t;{S2=WqjyZ>mJvJIkg{z2@QIT`9wGa&PYqtN?%
zWGO%^cnuZXRP5aAnv(rRELtCwTOsOtWj6;<9D3Z5dE$f8$#_^rPb+zyZA6ow1bgK7
zdvn*Xs3W#IU=vF0gM^Cy^lyb?uW#x-ZM$H$m#niC!Sjcwn40HxR)0Jg$|{=PLSu&J
zPE5KdjK8DOdr0NU1xCv?i-{H<Uu+jGLe^SPQx`$qi;Nhzcx&dke)aWZN1o~l7DRw=
zC|LSo=KT%=J_$45Cncy|l;?@?-4K(fJk55evr%t_N<=(Qr&>+eYnX0^$s@=rORE1I
zQ}Q|1>BIoXJuWEsrbICXir?(W_`<}uf}Kx?f{^sDw8Qdv)!9C%gZxt&TF1hIc6(pG
z4jkl55T$S_b#G;d8(MM%qKlA%?*AobLtp&RGOF0vsp_)z5x(TVSsj>8nh~0m2oO2(
zPkc&f@?<-wx`Y+4W5q47umUKBio1@sG3oKjzI@R^@{{+a79^*nCpi1q`bUTA2VO63
zpS?@q%r~>;mVHdhN5RyIO@=?74{`BpyHS|QFAF#m{$IncT7xv6-<bIx8wK0%=pg0Z
z?|}mb_BL&Dxu00FB?hjwGxa#%=^-@lTMx^ew!$doVf!#gOGE69M>_8Zm#lc`^X!|u
z(<YecVZ1B*vySv9&+~v4rWRrI7Uk^8I%T2wLvaMnFZoZo$GpM2x0sM1hAyWuq?E`o
z#e10(LZ6gAB|BE>jYO+oM+PcygY~(<^Fl;Dm)A?N!wvbcreNFnLl-%m!jb?vsjs9f
zp}Qj}^49x*Xz7W8kz+sBfyz>%?Sga{TTMA=@r0wYmM7ouKEO{>kwPJFM(_e1o*&cP
zso6h&0N?jDmHFfa5EXi0m`HHWsQaF2p*&#k!NE`{u)dF%eD&>rCs;?9i=Dqw9Y20p
z+Hv<L-<hLD;PcN~<p%@V>~u7~uPny|JvKQCa3F=p8c}UNAn3D`$4LUjCP5ubmKe!p
znw|N-3FB`DHSdmb@cnejeWijQ*78MjjM!;EV-h+3<-uNs3?KEqqyJWL@%aK6mqSaq
zu#DHM*9`FPb-amANV~oSt*wnRzu`6gK{AWlBe=nWhP*=uIJB!mOAhL>pt?+?V)mm2
zn3JdG{ALv3X{Dl?(NsTlAXttyh%wRjV8anOq6?4!itNVGq74o%-@5a62#wk3;oedQ
zS}bh_R!oA{0YBEFG;sXB=-F~2poZ~9jW^dd!#;pxr>JY(iYShF-9lS4aR$&kEPX7F
z_R50wtgOILo%|dx@h9zn5M@e@c(jgcRPL+0WyGu!?A}jIl*5Z2NoWUZc_GQg&$~3K
zy^<`+gIKKE{2_l$nF#<5E~pw*dtY}QEk7#5_W>?Zws*>2i<dn3*tI0dC)ZZHv_sJs
zM(L%=3<$~eKc5+67rby*8HoL=NajHKY7qoa!-HbcPz9<of{Yl0&_OrWou&ktC_<$5
zmCz_-%KLp)1gd=g$G)K+F`;;X@*m>`Ur6Sa@~_TqkRQ16&zjOLLxao(o?nq*63&LZ
zN+a`8SFH=ed?@yy-o&@<Dh`A_zA|bSlnN{Ab>c=cUbC3azwH8+c4cVY5GK<NG3Ly*
zbB3?ln4(v~3t*t*@g1!;wjJ^}#Ps2x7!6P+F|(snJcO_*k&=2v>s`CBZFfrT<?X0B
z`{dXQkDBkXl$_AP8C_OXhU@5D31((=x5xL}W0O8F92{~Wzn+AP>>kngtMy}Yoo!Sm
zsIicceWL8zW<|>(Q6biSiWYcMd`~tMP_bv>ZYl}~PYsi6>0DCK{md#tYRkDo#&2pK
zLZV{3K(o{{Oqy|1XEQ2pqL48IIDnw3GKwG$0R$>yQ5(s)D*4@^DnRD4HBfF#NJdUU
z^q@pZOrav{KY)Xq$<VJG>zPyRJ<M{yoj{2ADfH0z@ZqJ|r4u6qyUgT#lpkYDQzHc}
zcw_$ayu(t+37(d{6eohreKi@n&2z{t>sw{<0-$H+PX>HHQSAD0**i{o_MnM8%rkTd
z25;WZv->4sS~#m~Xkobbw=#=FN(4SCZJfkV^-C+o?Y|RVXJ}qMy5G7u&`^j0SRk1}
zIc_kn!JB#-Jcg1v3U#xk=4I2IKoFi1_pPy*NW3Rgr#!=yTKWJmwQ(e&1<(8=Qojr}
zY`T_;5Vsa<;OUdE<fd*anA`ZfCq6CcY40wWr(L^t4%@AA;#YEk1Oh7_k_SRH&wgy~
zrQ6YE>)aSfbT8ySWTvK28j+9XB$)8c4E#<0k#^~2<=Q(e`g?D&Sm=dAnMmkxV-wAG
zUf@>;*p`qUKp#Lzb;{zRql*h`Ru_kU<gRXv#uHeZU?g|4Oh>p1owafTlmRfl7YE)b
zEpGJ_3Fj-$NzMCC2I>H|`F&(!5zN2hUAJDRwjkaU`t6IgtG+-LPR;%!OwPK=lP4Ll
zaK4I32y^w6Lx)#0cB1yP=Bq;tc!&oDN-FzDc*m^V%+8<d1us1=Gxqo*Om`^=<c4rh
z6O3wkJl07HN8H9vzghy<&3I7bLqpcD-pkGzRgECV<3ND2IcB&QXBe8g<)(XG?-#%#
z0$WBCxuT#AJTIJGC{o>fAH*>^TLPrq(+o@H1{KK$NO|6A8za?Ys4kZbpzy28SD?rQ
zB!X<9gcP{J*$SZjJA`DC>zyyLDHD`DcG;pSbhMmk4Z&0Ul0QoX2hkYnBxQpUU|`zH
zw6xLhW6dY$StLn+VVh70%Ulqh0xbzaVZLRz)wfQT&(rFXUjd->cWxrPk@5~xin#hg
z>ImEK$9Zan3ReRE;iDm}%q`vic>I3<p48temg@X#y>Sc!XIDQ`OWml*q@f>PGus8!
z+ZdU(TqWvkR}-x1S0;4zQt9V2gyD3%x5j5bL5@C>Vb+zdyC+=oqxv}IEhyLWnG(cl
z0TMVplpx;uI)E;sR4-Xj5Pc?BVl;j|DAFth>GZyS0s}yZWr#%F=&J3L^B6V{!yf>N
zrM;H%(Ug~u`zvu7@l>d&{}^=KTr$-Gg;}k8&l4|tip#IX2%mDNz+sBB1F!Vr2_-Ap
zl^V&mo39(T7tcRFqV>(yYra-nkiLAs#Zo22^$_4frUgQzp9xq=j`?_lV<)u|6#5+X
z_42*(-|)|O&R;<!H$PE7WzdcHfu~8sCifgM_n3czM@TisCGTip&=4m~@3}p%X=POt
z_5=+SM2iZFX)qO`=x2$q_d9Bf5dQ|&$Q?EGXm2Kw9c!U$<icaxsFSYKI_9=CkW-gn
za<6k?muNDA4?|OwK2wCknI<5H1HE6Z<RZJ?Y$?+Yw7&e;cfO?&lg8urT*nLb0F#*Q
zj-j69jwT)Z34y#17AETk9mFAAe4CezJpXkOi2i|_oue8-DyW?85~@}VMbo;msImSg
zcfXIWJf1lB(L)&i02GutTMu-<f8Uyak!Dw*HrpSCR>IyrJa`7>2^ZW`p`HJmFuNJM
z^U?!FEx#}!|9Sy2hrnnBD*G4L*w3t8U7+QmmcApo&MGMOrwx+*P2}uU>XVYG!;k|X
zcVWh~7TN8CI2}bA=6%j*DZ$&)vP4tldPw?Pr!U3?++?bb$)49LBPXO6BD45$`pgeX
zUw?SN^=m|t{9Gw+52O6or>=|>Kk5;Gi?sbN(y?|Wr3p1vVXP(=+WT~~$JMBcd>^bU
z%z5q{uzHq5$Q)V&6}8p1DE$S8gP-I3R1JpL8jY_0yk~qZZa?ay1=r0i{;BYDHLE4`
z>o^W{vR?ym!CHY=Aq0L;;=Zc1P{%(v+rsl_#tL};4c8XH+*%b7BrP>8M~m*2JfH)=
zf#lpGWy{sMf&!RBjfZ{`foPz{bbA&Nq+Fy%xWAo$=3e?Q?)m;<!HDJY`x%Uf4`8-p
zmcLzyn13A8k!Wwu&e$=H`;BJ)SIwC!?S){xpdCp|oT7F%^G`roFXrnbuu1|2E{Xif
zBR6V2Q%&C*`#?VE{h~p?`4`?PT$_v#ya*Yt8qd~6L#%vXvm?UzTk?ze<1Zd`B*pHx
zX=@4!MUuXTIedjXb+I7sbCq&Y**5f7tJt@we8+3a!g9t_NP`kNaCT1~^8#LUAPCp4
z8}FnWxvPVC2H(xRNIbk4idC$gYGGihTNVJ9Bpc0vxlR&@Bbn)e4|1!%XFq0Er!i!n
zDXa&$MtUU1L=l7b1ZLKe4t|LXvX<>D@z?Vo#n9eKhlkuwS}T0Xe*y7MdFjy?qhJ<Q
z0L*d6KZtR4M2_NnXjRKlQ*<je$Bq}8_n<wl5uTmRcr6pZ^rPPH$LH)XaKOp9P`-gC
z)DLEt4-@rkR$4cqhd<od(sUV6E@1E2??Yc}X*yv&E5}L+z(b~kpF{gSGGZIute;7#
zxxUEt;7p!SE80UlWpvZW>1nPMG2euGomhRp@;qz{sG3nA**;=xsT@!A@xTe+{S^x{
zA*HG?HGwRZ&Y(Bs_Qxv0o*+DBaIoc(K3p&Wf%?P6TSt==&GoB*in0)fTKtfwAj@vw
zQJWLF4D`XH6eDXc6a*5Nsv3EK=h0&%?t5lt%!yc|E;=@U*Rdo#&Ggbh#mOOeJHSK@
z6Z<eYSHkT5o&e@me7qJ8z`aFLR23nYUi6K=#M+n4kXZeclRGO1+~*B^JfV_}g-5Ma
zmSzT*SmthBu{i@`Pf^d(rdkSh_wxMP$5kpa>IX@@N{MX;Q*C&hH@j$%V@ecv`E9E)
zGU(ZP*Pjl2wW~##c4fsu%ETLtWVXh63O@B2dKyke8}dMr%8v2F_atxf5W1B@N_ooO
z9I#YHijn|J+=WsdozSpWzWJSY^Vzv#nF+OVO|Y39Y$+uakDpF6r+T7IqKc#wJMN5@
z*RsE%CE$9)2?gR@vVgL4gw~at1zmU#Hv~pbwILup03j10k6+o}`S;3eRWT9I?`zL7
z>MObvu=Z>PNNmT*M>%0F0LMhEX2Z~_|Av;C0aG=#+8v;&_Pr;ie|DhUwO^m-O-q=k
z7s=Ksd;xA+DLd~0T!N_tu(B6QZ?!EldO(^Nnrf3t21<$XX1kFnps<cpEkAF3hk=t`
zC9e|7b->Dtkej#wk|7+1iOWu;5`3X<^&KJQR`K$+PXjznzcBEmAUrq7S_i_WpRxIU
zPI@Hd7k{;US32=|17~Rx-}7a<hEBx`F6bh$*h<R){ej+1SY4!-ED_wWwSX$t)W^e^
zMvI;l>HgrEOBV!G!HMh^02~l=%;@Nc&NK=){_sQE#Cc1i;@%=XWNB3_@qGKQ|2Y9&
zq`L(DJzy{Z;4N?@07A$Yl_P}xe24F6ga31|al*$}?U>Bv`;5Pj)?zWzOz-0O{u1%y
znBfpR^wnL8-z7Ra_XCUx=Q{>1IWyfWf`&Y4=m8sEA^)v@MY^$L^Lv^99CfAe@@%lP
z%lc_j*Z;{Xuu0TP_un57l>|s|TvQZLDw%7#7O{6%Sx{IUZQC72PiM$o@TU2O)=ZTM
z5AYk}fuL=Kih%0vh5{?QrX(qT^S4s6_=Qp&7Ka8{u_8kF&WH;j<mBGN*bj#mkN)M(
zd7T(3Ulw0PWa|#ist<XTW~1@({XzxBvW=U@5ua7hz$t-w$bT7!+Xp}yQ0`bT^6+p9
zv0q3AS#5lPYW{?~2g02W%!=#!Ys7gfQZ1rlKZu6Ur)xF<)h}iJ)<~98RK`S{`sH?{
zJ#>du0j)FmRQ-`Djp?5pfUATwcP7rHW%lKDpSD0Y$BkoJ-}*y6_pf^)KR<v^xuPl|
zT4tLT0P!px&_yT&j`J6Dx6j-WX+-_3UTivO{<#45yArtHJ9c-M;G_L2x?N7&T!?+{
zbMt^m?~rte;<){WdP)}d!dd<3OQo)9T}?%s6`B7;a93bE<qd+~!m=>6|H=V8b17X=
zFgrHMKcNn&WUqS$MiVw$Iz+5Sa$OMkXXbLY;c?zFUaSoj35BdCdh?u(8=KqY%u_s!
zU0G~TLMpLWn127-j}G{1e^MWBZ|e@t8WuEu6q>Pml!KD};qJI&NN^&@K4WAiWL4#$
zSH6#<I4U3rz1>S#L^-CYPmp}jkuW;jmo+Y&ONM2gs0m4RoXE|Wz^*^Ckz8Ucdh~6l
zmB2~SzXX|fx6~J#L?2dX>&Ag1d-YX3_y}dE4%Mwh(;t#7M7bExmjrE6in#rri)3vK
zNbffn-{Is8Fe;g+yGY#Vu<eExVg$yo^IZ|V==L{C9q!G7cT1jS<vEN}7N2Elw}VAk
zMOek(3ZduMdA{Ar*maPgfrDrc&~1k@t^P{Li(GvKEnpZgRfTk9M+^5uz~AvyJ%dS?
z#<Ks^E7a4%ne9KTHE2q1ZAI&dD0_r*9J&<LYoK8^ahc~NH8Bmv6m6-yS-dT;RSPCp
zszJ1fl<x;ar|!+W<AZ(nv=>YAbRHUl$D);ZESUk@u%S`8N3>hnxx&->=#|J8j`XX;
zKyrr4Z6@LWWoss;Ovka(7e1#i_VI&NeqWOE{%ATG`qhGylA<T-jf68@V*hGoe}lsZ
zPE^P>g1-Yr-a=#Xc&1Ln_W|JsJax@!+^pta(DlcW@qant_oHgB=?5gPTtlfakucEL
zQD~|ZsxQ`JtOb;^RxtB_iNudCuJ0`kF2BgCdJP5A6JB;V_jz)D3saa#!NLq!(mNeZ
z##QIO?7nFHtyS1ZORxX`OX?rOrol}f$-t_56<Mlp_OGo3-h1wyS-*>i2Rg;kAAYl8
zU*R20p|$(J@b1HOU;xDY#a(!wp+BI?d=c<7fVGOf3YjaKvjtg=si4M~v6Qu}f(>Tm
z5j5JdTK(xb>GaP(IAA{5z`YLw!7k*0wcu}$hK6~643jWlJ|1{7t$7T++U<tD$Q{MH
z;AR;Yk=tBm<j;(ofd1;i*Ih)B$GU1#(~mrXrn#8MUCSgjtf!g#|BT{h{D|o6mkw8~
zp2WD;8A-c`J~!+6UnIlH^|FvarMKvSgJU~J{=v^oT$c6b+c2xLFaDP)uiy5y<a&k4
zKHtqCU4ViAW)8-=4tfTJJ+5cP{;|TdN)>Z%T)O#zTG6F8iQanH8Z^S5l{Zy|%^$_l
zRorcbo&|kv18`R|&~Lc}H0>2KF)Qn=rq0}{&3z4Ah)3u97k`@yTYhc6sdtHrbUddF
z!zfQbiMwnj5n0RIMxSgk5bFs!!{hJz+M=8vx^2Gvh>5;D7q0j_KqSp(U&A%8u~`$j
z6lL?kvlp*_{H2vlo=2NV&k#Nahg`AU$r0TPsVbFL^Keb^Im&iWiEVuzbpkERsPxw_
z^yrT>3(LTdSRx#i!@u7rkPzJPPtUmb%f^}xdBGh@hsALkem33B`ZR*lgJ$U~@mDW1
z?6PMx&P;pT1kCJgKOvh{^#<bO!;_&bx=W>Oq?{0K^lrRimhexxgW+rSW9oR--feSV
zdYhB#0pVDUygoa0Z5CGNEss##2@rF&SOG?h4F`~F<o=<D&HDA(kk^y)|IuDUgFBWL
zOF9Qm)_H`a#+HT2%5}zMNasP9lwE+tWjn-S85u1(rygig<s$Yi@280lMeN&I0uS(*
zODn%5(pipwFDK$x;(0&o-VO5GiVOgHs&7db|LHF75VZcXP~2f&U{PtUI@(wAM%+Fp
z{mA_q@!*Izy8DeJb={~Wd3}U+aPkIo-hOTx?|q~R4|NurMjmgqkgl7GG!vqr%aa$^
z1L;_2^+!2&mr=Z{>`#c~QGFs_F1#44ye!>d?MZ@1gMf(RXE=hp%SZLR0(TCEk2f*u
zM=RB>y`d$0Cm+4?<mtS3f5`YGwaq+y-!NulmFAgY2^%?1?W+UxqT`CX%PZ9H6$S7-
z=<Y2xeB4od6Xj#8u>O6SW$8)4i4ITmCY!{)PlDRBF5Rpn%A@zj_q8dhqI~S|?aP-u
zTPxkTz>0DFrSzF;WQXmZb!Uc~3>Oou^z4k{zS-&-zlZ-^7p517BiOV8B8tEn=@}o8
zuLBS4Y)*)Hbq8W*K2<R4#fQeIER`c;3SbU$t*DCX>S6z`V-oLg#=9cY6dlr-8SkNW
z&=T?bW>LRa5jA^U&t@(nZI>>L6(f*h`N7ww0eo}v5#=^Uza^&la7oO{xJvB$ehdx%
zDzv{FIAx81vKqLRclIIM?Uz3U+-G@w{MG1AhweB~HBMvjry$LUv%YzOdZ|~Czx@>T
znRalK>?hC9@o&?nIeL-}sswLz_h`xl(>-}4*Sr>MlY%Tzac!<JKQ<w;UBJq~K7sVw
z!VY#ZLpcK3{8_e!i-ur}O8=}gX!9!eYhFdb8~Nz}Zmk#qP?skVOzkDdPWIO@up{iD
zS<o5VT0yuL$J`t?9#3wSY7@58IkNCs=mP2VEML5_uq5ewA=8VCI0{Cja;MQ(%mr0b
zJNAig*HqMThmU9?bqJW_ibiBRatv_ZKV+p>t8SP0e@lLcYVGZ-QiCc2XH#mDJij1}
z9wGVJoabQrN+s23q-v`lY2k)Y(#d_B@bI-er_nQMx>!p(4_w7A{i3QS<@O-oDYbvg
zA9+~)Tpm>xaOw)Ra`LCJ9vXOAaezs-WfPvY_T84wY*^ha<pL}~lT+Z{DZ4~=*GPJd
zpmfMYy-7=gFnLQ0f)Vg_HheMPkwx7z3~NvU@y`%USSZiAeJv`0xrfmxQ0t9m`288Y
z9Pn`!q+<sK&LKz5E9hsK;{qZ;>U)}^^c2SwjonSr?UK8X3h?@r2M%t?#&1;-N$;1&
zs*t^4n06lD#yYn6PQSlp;jz7>17Hy&e!g0Ht$%T~TfXNX7gtIW0W<|ze|9I2k5U5$
zk$=tPK1?5!e)`SfYjcTzP+7`^574#IGo-Q^E06XpKd`_B=(@FD4E%+|_tA86MiLn!
z@x!V2aL(3K!t~+x)@DE-p-qyMiBMswpld+s>_Q;8I_~i7!fhxAz-RD&;<gLExAus1
zmS@ZLi~2NDOwaAEtY#+wl-FZS5ePcr`0po7UGn<Nj1Gn$(1Y7*Hn9cWC7UuGmP-Y=
z)|?hU1~t^dJ(V+B)F`chkmX?W7b&;IOz@^<q3hQ(0=*9R01jYnDl8@{sP%Ed8_lmE
z(l)#u|8@6_iAKp{cN^rdClyADrf&+|IVgsgBR4+ch)?X>*dT;E%`LrPi$=&PtTh1e
zR5A-ON04|ZpKqcr-{3?SL7YPV5EIujlWV0r<c$Wnhcy~TrULXM+mVEgg!%NU{^o!j
z8LK7MKyc1f#bj%JXtws0|Cy4D=L@32<<31G;9_Ht6~4O9-Apy<dP6$s4Lj3aaOkRq
z;|EiN2|uy#VOuZS=HGNJ4*yE&!`uetb`N2F0BAc)DKxTz0Oc|8JvzMNf)4QELb#1X
zDt)f^-DQY&t1Up^{*qo89q1{MX#MhfFmcasZO4`s6Ybdxek!1e3#GL#A<pgRe;$|{
zs8@i)Cw#;&YKGk-m@2kknP-bqV&ajXWdOdju(TFT317U#8zqik2nUW5BY_<LxIzBI
zzC;W-`k({$dF~lNH}!NXRCxU-9=>0(^W_{}^M2w%YTX~D%5C@B1?^3b(N{dMQLpvk
z;WY6I!hoL@;KQ*9Nyf=py#CiqCC88}4^c%JcoH~7rJXbCVCz-RGZNi_BCxtx#KWNa
zWZRKXs`ZCO{uZ24+efe^ft2sBr{=o`k~UX_`bI7jmG3r{wwtpOJZI7~x`g~GF4|27
zKeLh=-{+kV_F3;tMMV=@<4y+X048<Y(i}LS7LT<^<I4iE({3?&xy@Gs_Lmh{cujoJ
z_MWD*Qb#4*P#H^0oee`>>1IC`VTm8=T00oxFZO{*5YOE0XEEnZ_Y03~A?4iF?y(=v
zKkdMe&!06r>rPy0_JC``#o%<+$RM%ykP_iHTFUb=vhr_t2<(73$AcQ<f2(o(uuik(
zc-PhPxBmx9ux*4gYdY}+i{(Q`!zkd81>@M`IJfa5q}y*0TJp7hx+awWI?lm}06|&T
zh%(x08^Tw;>W6Iiwj*A_xvuINTc>lCQ#0{@*s0iY_?XCT$;<3=!<hu?NnVFlKaxQZ
zJ|2v~%vqThize#QrzL6Yqwpb<gUjpUbVYYF9^&!(!cSGVz75gYX+7KZf1zUqmLH08
z#)gZg-)czRo-l7z`^aiuP|jn8GWGJ-R<XUJ1s3C74@B}?7bYj%+;G7e;#qTiA4_^j
zg44`=52dYTtR^jV#)fa6*q1wJ6A8YRe+v}PMzFS+sqB&T(?PU75EaJ(j*ya?0n=|)
zq{b*J%<&<7$4$m&FTIu5|6Ua_`Wpk>l%*Mj_AwosVc1-{xfpH20%l2Rptt&;j87@(
zJy*?Nm2UsQSgY>U7e9kbfw|^CF)CEDCI+oPjfN4djIq8}<O1LOK1snPV)=1K3+hP~
z%S+xJB6ba}?>r5+L9fHHC{)7deWxn76<`|Cxq^RCbTQs^X`T=YP+lPZ@B29lXkWG-
z7M<;lgL1&lIK}W$32uz(uBh+pB$xe*sdL;+M8m;;i*E(Fj^|>dtqC6Q(O)Gg;M^q7
zEblEzXlz#i{eRIY;5HoDyr&n;zvHBn_)>DS5id_55WH>nmVo=V{h0uFkkX0an3H;~
zr~@WT%_7av(JL%^^~m(@Qvv?M<R+cf1C#jF0M5t*cE?NIoCM@0AOO8XD{AOJY}|Vu
zP?K;;*M~a*zs_yYL$Z{0LmT36J<J~UC2l@%I_;~+52#|<&|r=E!5?M!3L3c|e{)_T
zWA%g}D&`A&nRI~GnSv6GJ_X>fv8gSb8v^)G5C3DDeyBr619{@0TTZ-jxokY?jgS0q
zbEQfe=`HzKUBhK2)>6lp9MVkps?ezydq@6Slo*CsIr_<~FcYGotg();sjc=;_jBbU
zw&uiKlw2g1jTSVUIdBbvw*?&K_9P#IePDR_29_3#^Zd_`#?L}16Q>C~{qCRKf-2Hd
za$2r3e<?U!hLBYX#}fY{xn^~^LFa~``#%x&e|95U+k}fms*qxYoKU^*B4!>Kw%W$K
zI1UR*-e;(%0mdWhjW#JteO4y~VxK?due)3+x680%k9FI|Il7Y3XB>$8sEmjyQ2a2m
zjyVjoL_|*BPd9?Asf-Zbwry$0u|7<p47(Y`Gkx^@`ZgT@M5Wi$XDpR=S@C%|AWH7o
z-tjL}=w+*+)z%jJ=a)LoAzUvDrWo?94`g9e-`%)7<*SU2woAA%T^??F)7z{hAXU8x
zueO1de<WNEq_6nqc~5~~i~SAel)8CONLg0AJ9N<^z8%;3yQj_6FkK;Wjks#ZInA6T
z@Ezk;ROfViQ1Zw(=590SyD$6cY4LOzyZHofG^h7z%y(p(UOsA-bE1dOa^XB?5fQ_+
z6wb|HAz@s{lcX8Y`y*s8els6G!XpP1RBktyyei1`joMv%bBc-3*q5PzDDY!TFgs;C
z+xG1zYWC+{yZ!XzptsQqKgB%E0!=xeF{Ma-*okE^;OdzETx(&_lVYzC^ADwEH!JDP
zs}Gr|`hU&=m!qlZ+)(6cEACKuWtduTBiARCUE{b2El}Qu*1OYfei|{c;ze6baL&$_
zGc$~)PB3zfcWdEzE`rMdVniEQB_He1?+6Jh6kfVWtCm2&h0<W{D(8I19!Pr3J9*+I
zJ0$GC(Pw{A(v+RsyKh~f$?-WD>A!;tFWNKx(NE3|c8ZPy@$G1eUeak079Y)Kse#g4
z-_(|M7mbNWhD~nf)W1<~9J8B^Q@~f83T<l6kHw<LueoaG%s*`t5$VB~p#LQOYh4#4
z&Cr!c@aM2A0A1uGGG@er+p}X$D)c9M2HTpT@LW+d0<JL2G=)F0rfJ=bF-F!3-ow<J
z+=6htr_oB0y%x;ot#-niMw*TK8k9=i7^XO!pq!;B)F#Y59wkYstCRl2zeL9*o(7=f
zrrC}hD_Xhlm@RXu%nzcrsPz$cNi{eF4B~?ifVAu;3vIc^HZo7M9!B(EmtYCSaEUy&
z)7@Xjc`I_>fxM@xXB_u5Vo04V`y5@M+_yCFVox60T&j&EVv$CVJf@qv%RRUq8+Oxe
ze@Z@Y&5f#1Vj&+t<DpL@PqIQj+HX~>+d3vsS5J8<kREdfN+>Qh>t4QbWakXItR!st
zAw2JkxLK9nZSBewtecJdoX+t(2PcS1LXsX%mnY3T2ntz!07)IfWQp<YVa<YdNY<DL
zWl17((eC&!T%m4#iQ;Zid+L{=y@F;rl){ime2SW*OZ5M8ipEYi$zst1{v{ZkU3rTD
zM<1-B>YAU=G>F(+zCE|wwbm)UWdZMgyNMp+smhvcnu2vD<FWw$kxU=W9y*>6Czsdi
zA__8)?tW)J(DdH=!hx61vR=F8eWf$~E|PWC%|?)@+S%POsFA)QPv9qzMp)EA8}y6w
zYp_9Ih~vVYLkzVDE`+~7pkjrvWR0h6SVovngcNoUbui}^7ImJayxYle81K~+rw7#Y
z82^JZ$^G(+4bdUO+P`b3dFWN>zlA;pEMfm3`G}nvYpn1y@#K?d@UfNHw|cNpQ8D|F
z--BS#sz<~vrJD1ydy_MtGhN~Se)+A8=e?pyPGQRF2H6YhSdjff5nR;9XB1XLrVsec
zxMyM5?iTC1&NzI&8*uU;R!&}nS_X4a-XDXOjzTRCtsms&e^f}3&7x}cL&G44*C?}-
z>zhs33A2X<gNa8ae}#;>(OR)dWa0ad3?mIJ3_Q<PPIp4_OePnd(dj1Z-ieo*9{j|c
z$-{9m#yupoxwcmDAC31vdSMX<6T&ory8R1H;OeB!9`#dAQTO9BR#Mh`a3z5G4Yh$}
zDawQCHZIeXrWQ6f$YkgP;A7D(r7(M>NV*~P`Q4*@vCx0ci;i3*LME}bPuVy3oZ09e
z8T6<gZs8IkJz~F~uUlh5jmXV_Fu#l%S^13|sPCA_PhTVDGrjXMlJip`4;rsQ#xA+`
zHxJbvb7v8<V(Q<hG1NG1cy$k1pxX>aA1`YZUS9A^KAFwmXMxm`ZM>=5r=CTwmeK?n
z|KYk#5J0M?6Q<|!X^SDRszOf#fgtj?QDsvz3l8Nk_R$6Co?X4(jllcCBO~W;NK*FY
zkuj0AEMqe>jaW3^1?P}l#S|lRmd;x!4EuqId%?kA+@JZw!<r||f(bNL$C$>rA#i-E
zoTmr!Uc2(*YMlnsWDeKtbrD8!yAEmssPVGR&MAZ!ywaO{$r+Z-*w+?OINc3<7rRAe
z?rF=e)r5*nLVZx>8@){S4IyuxBmLvcnD9|JHW=($x*D11kC_CZYZd*eEKiMgP~j-%
zPaA|6B5ure3B2=dAL`G0#WqsY1S&U09|TnwHi60!P8y}`&T@qZi9&^i)aSuH7_>F-
z_FTn+%?u&($!YZj0JGqgPmmFRazodFZ+7mHoz=Io#^PVi)FvIbRyd<vGym@N&2f$T
zBxPC<wQWFrLAvP0!afckYrx4LW~IhgU*@U8#12)U>=(C`s+13&4Ni71Iee{_B+j79
z#m|cm_Mdh-1&;vB-Pj$Evy8)ahsArQc0W61)+T-v(FppSzzN}>P4{SsK1pZd|6pi_
zK6><)FtvM1d_H(P^U3b4&My3%hZp0l`;?Gv<c4qP@ypVuOJ+bQi_~VFvh9?Bz7v%Q
zRmHXe{-72)Mj{%p7o`v=!dM3qY2XhBwvZ;CFtnMh72S#gt5x|Zb;uIo!n4jkx=f$q
zTxw!JRg8!$)eB;RY%s_qT3PR?9^0ZlpKFk~T1!mS33@JaCTUc=j!%dLmQv{$WPM_P
zd@ft3`QahEbc((-SWy4G-37jekUeQNZa2KB`RsuXEPll{75%4o->4zMR3C2JtvOSq
z;a0>AgB)7DT{=(x4{uGdpGj2vq}?~j*90-GXneH}*Yo3?m9M)%-5Z?&CI602xeO7j
z&ml5g_q)7l=pxqixdyR6qn;vRU(r$sA+l832r0LfJ&GAlj#!KE8o2qA4@fL_`<|sI
zUg52X?Pt1KS{c(<j(`o-HUQr3`1=HdH+k~la)CYlX;Jj0QMS~Nq)?5DkoD455D|bn
zhijolYRlX+E)MnZjki+cvBpKeKFBY~Y$cv5IKrgd5epA*|DFZ3l4Oq_BinNz{zDU7
zOWy)WGz}_D$fWLNx<R4ZIJfOV`+Vy5EY#=lo0>`D0(4~d`38ZutRYVAAbyr65-<Q$
z$(w@|=lpZO7uGe*kl)E{Oi&VhS6MT>Mt|k<E2o^hL*K6k4`G~47op;}mXzM}o4s5u
zlt`(8_?&7tT4#hC-C;lXFvL%YvE4(v7<fiPf#PvG*-m~o%n*s)K)gAT<I{-oMMFv`
z_V5{O-?_*?DbI2m9PM=_0xhd^I@3o*|4FD0*hX}Rzj2P!%;`Rc4qlk6-;fv%S$Gke
zapL^!OTNDUBL^l>y^ja`rDW2{CV`XaK3_27!8hCgUZrIr-uXZ}=67l6Bp}aH<Z3?h
zE->QE!=%KB+FU-K&Xe&_I9c-xb@x*WScLP`vh-sC{d;)a`ueAA@2>oaXPz2%=PVmc
zpRcb?&Spj2?6P`Y&8hQDN;>)bm64uf^B`>K`Et4_^|}U_+}Dthzj1499eUyM3J|>!
zxK?)XF2b5Um-<R?S}c|alMSNntUb2(OXkIePw%tl?D-X{i1vVMh_tLy&3vO(NUr=(
zVAfy~;U=Jg|0U|w_mMROiK%X_)JUYkAHr5HbpYcfSt5C#wPg0dh+<A`#EON$_x-;g
zEhv*Na(tSGfW0i0OzHHmJ+vm3N!aMX&r?6ze9zDzJ)qoQ;+;U8CyAfu_}PC#LX9`o
zOcEZR)6nM?LzR)KeU+#2iMW2~qHiNAHl3LRaaf<EqSYRVvIvmYn^vKsyFaiv7hp=)
zuw3F?hW{X9WZotB<Xl*`Y^u{b>Y+0c7yX|rLJtzkw;t)&#Gm8%(+%w-a*)=3tKP2V
zvhTRN2q}{_2s{TM`}kUzANpucfM2x<YVJ(zoU81{_<aslk#6Ka&Aw}4X6j4|=xq)e
zvl|g%TwS<{i;R;uX9<Uc%3s9#C%SyxwZt=SblLW%ky>wHfv&PE+Hco0VBX#NFx8<#
zXbN8Y{TA5{40dnA7oyK03Bx2)-iS@NL%T?QWF<|*GK%<dKiB&oAU3DXVmFWKzlNh!
zaF-I0${sg2cU`IzoNL*BCtVevp4>O8Fc<mz5!e_Yz^;UY1g8In@NO%P*iTk0FORrM
zA3zxA(}kYWZhjAx+SyZg#s($iq<fX-eg<`@;-Gwq@VEvD?>*;=m>OUkEZnBo*>J4o
z2+gHyp<ipx46z+d@oxxZox)p-u8lxtFH!r2_P+v&DtRi%oxjN|B6Dn>a(-P#{{dX-
z=*jIs@jrFlm}SPZxXE)5XFZuCq>c>NsEtqV)38}>ifC76f=kHdHhj$yg&;zsn*bY{
z_xWueBN(@E3F}WLt_c@UrKsgP6afbrZx<UI0XI729R`Q4zw8)a1E4JSx&r@5hrHcB
zrwIUC?s|tVo|+y1c;i#fY;I@BP2rnBJguh7LW44v+s5{}pF(5H<Vj@MfHXPPYpd-_
zChSPxKr&R@8Tcy>%UXL95<tnUsCVZiB8<|CEP!~gKm)e&j~wU#!U(uNy81NI?n(P{
z%uddMbYB**w>)X?a%-eHG>8tExtctcxcfbHD7HwU*zhnGfCh7Z%sE$k%sI0!aL79>
z%cuY-Q+n=u4A_*u>^g7+Tz@Nzb%5Mg72Y$;=!gR3Z+QOF0#HDlT4YQN^}}j_+C%&}
zGQ5*ajWAi|rgg)|#PhKlT#_~i%Hb!vdp8=MaMw=eaN35Wuq$&kJAOBVo7KyVA9efU
zaUUm0;Iu#yNlPz4(QDO`T13_mFkqEgHzd%X;w%47*`$h&;ujrO-bfaY4w8rv>N{3|
zMxUmCgavXLCk#%1mdgXjA8)<UM8-6@36cE9JroJ+-&_gYjGZL60_-w0s1W#?ytsGB
zk76jK5AuexJ*{D};6<15uJM+-4dOQ=@;>0-6OXy{EmWe$j3jam{4=A8x9USbz9=C2
zzJoFLiS?_T3gK-JwEpN6nLbgh;I)I^?egtXjy>J)J+jWfOzQgjH%QbEx)$8B5F%0k
z>K{QFuFZX3XhW;?gI@+%5R8wMnJauOg4HV}I#N#C-+dbw+%Pnxx@k8zRuvthfgh<<
z0CgD(G+*kOlLZ|B0e5kic(7{vDw@#yw4}tYAl(mF&rI6JIXzXZet>b2R7$<4cl)4}
z7ioonX-*blpt9>aC7jR%x~|t;>muomfk=KAVWlgShpfn97=NmkJz?p%0R_KdvE%y9
zwCFk=l4rs>%+7-+f6z5%tE@fH4=QbBfElI_7_oj9e%S;N`{9MuQv&Y2w^8s0{*=6V
z2{ZmHm+>SslTw1>_D;oKWbF%-E`aSrQ)|f5enZ%E8^C3GNkeLw=ln-U_SIw4o3;0-
z0Lh2LiqW&jvU1k6=js1KOi`dN50bN23=q5MeQs?S!oE{<43AjD1gXJSublE&%J;JT
z>lmX_0FHu3Zw-<WhbUQ24M#i4+f0zLR_7pV?*#LuljRaMA73~pgc9>5&z)f{@$saa
zfoK^&;|VS*pu^xe2B)k3d+JdNXgFhEvB@Q1@GelX{g`%k|MIwuc1+P=R<I8K_Vy4Z
zE_WW=Z~XLg_a~5F1J<}qy9(jBjfA9K&X+h1fP6ne`jaZ(!U_I!8@{zMP6KtA59P%=
zkP28@7MlND_9cf72UStUh+}`Sp9T^)?8`wsC{Igy9&Wr-0xop#Rgmu>kn;SwzqINw
zBvpqy;4;^eix|j@JRDT=U)6L`ijbO?*6bE*tw!IAN`-cnFn{Q$GFc>D$)<o8XP?2E
zuKPuXMk|AWK@MxDy5PdV@yD1SU%TAXYb~2ZeLsI#pIxi_Pq(r(nH9m9n(Z8$hpMzy
zRPb%~l6cKcQ>p<M!n`fA*X;#ou$I&7O$h+#rzxm2)zt%pKCg1A*R3E)xmnJ3;ZTlu
zdHT<4WRNuxWUV;ni)8FOQR_hNVxxoIPjoYk<Ht>Nkx521m%ipn{#Jiz^_u}58VkSz
zp!HQy%5IT?Yo$`_S0SrnX+<gGF=H?dq^|Q?TRNLA0lC9s##rj5jtQm1V=1#M0Rjab
ztw`uklt%f%CnGX&>CT7etm5)x7j#Y60G9AhA5g0@LahH<0!n~9mL#~>6vChjS7Hfk
z=c&wk@8yqfHHkVvxrtlf_QZL1eDBI25)9uBbJId+cCE-UQ}ORJZZ$2rVWwLf5lBKl
z$XHfw>n=UWqsc>;(oY6V8!lIDdaCkA?wZN}GcubI>)3qAz~6#S4YV1u5qH)dy+p*h
z*Sk^`ZN=i(7M^<-*wd;2+H7Uo@i*>+x5h@O@9jjDJF8Mo<fg&}7RiGO+R%?yXe1z7
z7VztQpV?XTp<^~MiqH$giIRFzi`NT>dgQuloS2B&+QBnV$5#zCUtajo(ke7-gGDYC
zOvkh*))YJtUI8@Bi*-Gjgpofj5@<1ntgL5<^2XU##LAnz{%9HLAxqC><p*ih6&4Ex
zd;&F>54Ld1QZ-7?LC83Kj($Q`UtgK`i@%VX<>py1S^h3_DAH?jYt6IH*ZBmy95>2`
zYu<A|j^f~JrG;lVy(NXSKA$%z?vYe-R>fWGe(v=!zkkOzZ~a-Iv2pcx+YQ`;G`w<5
zRE@ibvUbV3To4idJ=Dni*og1)c-{S{!b@^Y3riACNEMw$DZanlfnI#Zw8lR4PYw(<
z?H09~xJ;yBf)D2yw`O0v+eP)dr%3*fA)@|QQ>wDwd=N8eb<p~)-P>o0F|C-RPIx#s
zcIukK6raOfeUtYfE_~BXrID}AZZk_cuKinL<g^bRDsy`IyNuGK@QFv@IG%#^#vHcO
zAd(DDCV4_yv7kr#%H;q~!zRfwwV35siybuY<F6m|j#^Y)@Q8{29!{q&2zzeWOk5_=
zK;SmOj^}-dJw7i{f=zEF7@Snbzl)*Nlkx!FQo1GJCZ7D!{leh)a?Q}~CqK6nQ-q4F
z$cw)k`YG2iv0VkNc9~O|xJ;sf!8ZZCu&0eGVJhl>%(JcJ9q>kfenNA#@?t5*>*ZOm
zi15Apzbb5w2sj8)PgS(rr?vvA@zz><XetBcwUt8ZTC>3iwfxEk8d_&ths4eMDl3I_
z={Kj?hn%agLFk0%X^<1o9t-uVuR4{miFn7!kFtt6UcZMQi*Q9tQpH@#aq4qf(uDTB
z;?_fwJlQr2RryTb6qJ{~V#nuch#DRRs!^lX(50No^~VdA-$yVtf0;I{TUdTiNxFfV
zA*S^|4i)J}oEt48W&FQ~hgQyt8l6|CSkLihj+@||xPlLGdYd>z?~X=a$ve>RkyQs<
zc+9HC+H|5`V#J%{+&LqUL3o_2l6v~)nqvTJ2-2l#&AT4osCGNU70mhgdJEnNFzS15
z$3q!$rq-Wr=3Z$WFeE?hY7p4qD<BtjXBX2h$&D_k=a5|X2Ps8V!I4sZwp83!-Kw61
zi$p-NIWl|gZ7>S4pD9w>9d8aj%?YRD<%+ZZcao5-Il@3M`(M{`@_=dL*$+gUR>S|a
zKnf^x;+NUv<GwvI|LZSgI}>2)10vA4{6nR;@%3ezgW0hX@)~ub<Es~9cG%{pih5A4
zODjv&?0V+N)et?O6UP^G*{?9uJGR#l_;&XG^MqS~-)4_MSar{)W;y1}=;-F}5&iEs
zE3*3REbI4bRx&PfUF-@BvKo&^lv~b@3sT5dv(CfkHlE^Y_gzGvzx>Sr0)%?=6s2X(
z*-*$(!}B<sZ4at-b5lksaQwUCHFf$!Qr;Z&Kbn{N8Xu?c1?IsNP2HAZSI{VF_pW#s
zVIpk2O{dEnHT_swQ>N9)fTF=uwRQ5FcXQqak{qWD?eWYh3UUPkyVa^E|8l*~a7U%(
z3U=KTb%S}&dj%S2sk3-bCdyfFRvr52YZ}O=f_8nL|1TXJ;^X#Xp7&Oo!3Cg@xE%5j
zu|grZ{W%pI18qvpxP5BwD@xE$XM9z(?5-wRs!MLcj;H`vLFUpjA^Y@J5QE(EE;u?d
z%Q3VdYUcey?>tr5=YG<g9M2hj|3#K_`h`C(_V-RgBVCzUnx4ISFM4?_EVuv^0<NKt
za7U<V9Par;Z)Z!<NiUDW2L2|jXpb%fnxJ(DO?2<x5<8YpmXSX?(2Ws3_0vcAoUwuR
z%mFYT-w8)nj7P++C`N)e?^5v31~(Zgh>*0>G1c}L0`D>_fk+;6|0SLZgrVdh<mJJO
zk&<Q3g&LcLA?n@>h8sdHD^20?&+y@6D*JpZ{yEP1C%`rM9>VTO&PUsmUcO`7tsKMH
zHcDg-&^{M~?y?vS-4E5?KH(Azg=%iP4qf-k_4|^0Oh0F|a1Rj)&)Knb9NiQB7AgEj
zDdEX$%(nE-cwS+f->t{&nZz!iTmZfhsA=!U(`07ypHA>bqpgiaC%i)KFQBmP{Y|D+
zL1$xCY*{f5XDk-W$nSP!D<gkeY6`Yb>W*c-RN!O32Qk+?;ODp>YyRzpyHDOQQ`pGV
zHLEosxCCU9XP0Q1bRrw2%(bd~n!MEm4~2Y}CUP5cN|p|xxP0wimfy)Wkx%bGep0w*
zZr9H)B|LtOnLDm#`ThCp4>;==FM3(!0#MAL6?&<8&owauMh;V;yh&Mf!e<cx3jP(*
z_y22XE7)$HD-(d&U=NT0cpl%0Ir^3G?)7uXy8&bsd=SVa6#)A0>>G#EUbpe^Sq5o|
z?6-v4GwSXO9J><3zTbZM3Xyj+Om{N*Pq@c2P#l30)yfk#U%_e5+l<&!As|ul65O!k
z!nvgWzq|lYtxeaVT3MRNHKAHxKGFFp1|cOiSrb&7(|PX*RtY7tPMib_g6=CQ>WP8?
zJWV(MDIWCfwZyV{kd!QXdF297jGzuZ(L&*|i*=PX@0CVSkH3PFzWtn9I2~jL-#h2v
z>}88iotk3znv9ispFNCYL?@H~<VF+rIWZxMSpj!$`Uo|r#59)*z@}r@aZxb&kGaKQ
zicoWtYe31_Hy(3#d1KqDo6JNf0#V)`N_PSLBOYVHZeK=F&zldh_uMU{2_}4Y0`M^<
z6-)Q|!{T%Z69E^Y#`Ow$AQJ#O51rRdxXxTFALfEkdi?w?vnJ%z=Hu5{kdYF(7Ics1
zCnfhtB1QLOvfYbqqifi>gv$hAvY9(J9t~#qweMU6a|u#DNvso>GGYaA0mud9&$$YP
zBS<I+yTi|*owb4JB+m`hORt~;V0Cc<yd#gnJ^TQJjq`kkRd<tLBr?)3>!l3$qZaIQ
zsE4C$`_+?H3IZUlH7Tt*9K?t%6@Y~{z6z$cyZ{_^i)J-;b}6$9K!jc^oIATj0w5(R
zB?<(tI}(&{0hn*?!=n3?$jTs+lSPm@kpPSpp7;5i53=7#0HiLBhah5NmtQUbg@lVx
z5IlvNC+htt-1(e_Q}I_Z<Kkk`37!`U8UWOpS_v0!SjoswaPZ%VNn?7+2>$BnLq_^l
z{WWo6&sz5Rmd^#Y?czRDB!mYl2msaE@?@0y<0JsqPGRixJHchhEC56(s%e+)_ZLj<
z7#8u*NdR^`hqGfT(SAg_l=L_QUGrjkjZcY!cMAoJAin}&=@=^8_CUDizk>BaqD65B
z3K&WWPxm`RxL^51q9kqMAlF0ea?Ayw0B{ouL2%+5X6jRr@A})PY>d9XjiKno&bI(8
zsa0SLV6W?R1pzR38G$K_JHhq9D!5oK!^7KQjP!?=8e!+uUhMP7_sMu1cMG3V-b30P
zm|YMsvjC7;Pw7QEiR1-<5|NBz0we$vwp@{sKC=KExDd&FbV@IUbG;I-o!vF10<a)m
z0H~#4(iV4xdt7IGO+f(Ut%szS?^(+RSpp;ibPuWN0+(G7kObfw7l5(@8nojZ_YBeR
zC8R$Y?}dpjv(VPMgXm-~lnYRZ?!VoZ*T7NlWsLj>-DjiYqUvaFTm!3i{spI#Gw~qo
zJS)&o?u24mv+v;VbO7=}z;N$#NPPCH$O1qCI{CDGe}Ifkvn{V8_Q6ZpHVW{Oxh;Q;
z)bhwp0LVWdx6w@&Fr<k6L_rX;696JSVS%+TYa+~i9WDT67%l+`2z>C0b>F2yJL?0i
z(0+GE(Ft5ssIIM7xaj}X3}oKcd`5L_yWbbrFc0U?t;D>J)v&T(BkY>q7pn(oVcn3X
zLM{Bh$O2&FatkXD1Tgb{!_i=@5I##?1&YOxxlIJ4o`;m^I3ggK?51|XY(bU01b~vA
zTQp|wyow$6Ay|DVkO@t80w8TRB;ld`DcDEno@eF51)wa$PcSiQ2HxQ0M9g(tCF{Oh
z9ze7A&}=?LT>TmK(SEoptIe}*_a9dsZAK`g&w|Ez3PkfIRWUd~852UAA?2kn?%ec7
zn3oId5-h73g*+u6TRy!^{wS-ZsXxH$bW>eg15*ou^fx-5NJRvvKw{>0dFpEXL^!`x
z6ey92PECjL!g135<*!L8<x{Gx<B>G6=03slqwc&UM(;mn+~ccc$^FnhNUufvNjn@#
zTQ$fnkaj+jCbB4`9hN*pco4AEfogs-^;dXrEz>jb=7vV|GR6T6p4$|2rwu^&nd*w<
z|ED?z57NhB3uEjxpN#g#dG{Y^I=2dX+SkK6^YKvV2auY|y245cNJJ*GyptoLd`BRv
zS*dyMWpYOJT-tP&IZ<!I;Fv^4O!-8jK}~^~ll*mv^!E}o0*MqPq<#lEbt00#2f7{w
z5-$klC9|ke`XG00x+Yl}^7li*L$S*`7l3q}6<(yj@PcT`E$YATelMZa^xOXupou-@
zi92|DbJ&^9#h?FbLuazYI?(Ia0DXG3h1I6X7`M0srY`9Q!=ajJ(Nh(zyQ`zqRF&+l
z20=L5chrH~@$Cq3IfSdHcEjmP2+L<O@h=74l@014vz<tEULX;DCo<7@`FC?6Fo8Ac
z(P!#tLv8NVP1pU#1J;>HeqZ`d=a-(3I^NL!zUlkZ@tLp5-oL-(z8ur<i|&v54p2uU
zx;Az7J?}5s|9tvAX70{QztjF#Lm$eXfqMJVd7aYFOI@DnT<81~3S36H0DJ*B2?dg-
z;kqMKO#ZJPV5!$;w&a%M-2jX_GeLBsekqW+H8!cL(7W&7iCy8ib19}x>VtM&HQ6Y?
z#pwfm_N_I+<S~7)V9F4zo;4a~izi^$s%hvovKbo=tUIz6bVt-?6M?kq)QAa(lW;CN
z*6FZ~=<k`MXejdna6vF9X|BCM!Mvj-wJ!;^0gcb6$v4A4yv73eby*hJENy-Gi`@!X
zS(l9n)HSMs<~>!=R$m*|0;!3#cAMtnfaxrS&OX_}X~$BmpF5Tf2Oc@N3&xG;ff?ia
z;n2p}l6`iqgu}%E(ceEu(NHD@;B25IiZ5-mzmgQi=GvR>x`MUcpMP`{o3HJI?)GM)
zld+_svZ4{xO<JJYU#(b8KcKHZHZL5XC*cbUN5}J`mjjNXqs$3_U&3?Nd>8QgA&cUd
z<Q#jY6-paa80oc#_FyaXcKK%lCa>B88*|fQCq5&;-67G-0Y~wm%m@IjrbB@|nq_yj
z@Ah)ld{=nlD?x2uGiVR#3B7@XFmaU`_BqR$<?a!1I%Hj}<ae^&2Yb(G(aQrz@t{ly
z07dd6-lnkCbSRJ~Hu1!O@@jQ7p4<*vV>+`bxwS@hfzIGwXxgtIMlD#0L+65X%s<Cd
zr{Qe5ylCX#wE~U~XGJdy9L0-LF94TAY3i*s7Rm3tzlZ2V6bp@}wuQkcBh1^n51Wsi
zXH#;UAH9sj7jEV&A05tm!D+8q;cET;+u(4)U-YuTQT!;?0zm#g1^Mjn`m*V@#U`Ox
zP+O?O*58}6rRdFW4i~%yGk!0t(Q_rf)k-)WJ;WpZ<s79_0BDd-=!<uZ{N(SeY*G=O
zge47nW{rh<&>7g91@;Eam{+{(?_CKO#K0F0ju)AW;CS>f98aHtqtj(cZST(4`uiGC
z>IC52wR^02j|S-sJ!vF55ygb^dQ}XczXV5J!$p5D9OV<GN&u*<?roau?b&VKyeB|?
zc5}2GG8890c+{Qa%b?T<fP3T<)@|46ejs!#bVVm$X@J(qt{At>RP=YlQGQWs1c2K3
z4@8~K(rx!^h03Z%%=h1Z+)ea%!%==Ax&TnXk49?Iz@4wPjXyhR7`H+vqw%5_5RUQ<
z(FDMONPq7ITVW^o%~N>Yd4zecYegqsX@TZHhA>{gUGxINQNAIH0MNu7x88g}OzKB0
z_S}fZTQ!;Azskp=%+AMG+|VA@1MBxWh+aTA$~Q_>0BE8Gx9~@Z`Iw4p$xra-p}(>e
z{I9XiKRf6Q=nWf3KhX;aNBKsH34nXV6U2T>WAp4EzvGS;maRo6S!o50?xO(UF}GWy
z7Z8r}jV~?$WbRY@{>`V!I23&zO}FcbPO#Dr)uozjbf4ITgQNW8iwc1E?Wee%`WfDd
z_ps~gd5m$GEIPT$0vb(fhn|y+MK2s2<sV-}0B9L)3i8p|eY4;L&^FhBp-m5*i1QGg
zT%{dK8<n9wuqPI5+b??I;3)qnb^*9}<Gw(A$uinK5BF0j+>_7E6`f$E6^lJKVbZqM
z&>qwaP5bwU?Zpt$3kOH}N3jY3t<FNT@w(i-0oBc_qLZquL2Z);W*pgwBbPY&IZ6h_
zCIGJCj}V)Z3ZHvPxD*|a)>iFBCsbJjng30VdSRL6QPB$q$Jc>k5dd0Qm&WdskFU40
zC7Yd>X62<0K4O!qtbm&SG>r_I`M=|YyXXaj<Lf|?1b|jUxf+`UkH{x%W!>_;;?5T(
z|2h?DjqJjj{x%+T7QIk#d_5?V08rb0Oj-&SJMDyp{|V8FR2D&^NfUk2xPOaduA&zR
zj;{+v5&)XLXV|gvtRPR>wi$hPj)dxFHPJ~`mY_Db8Fc&gV-tOfT^KmNJ``F2JY$kr
zpZ??5gV1hOFKCYI2#3I1xc>Gjo5!z%O()UGRgzFPZ2+|ub)Y`41~iSUKznK>88oL=
zhQ{3LP+wjLO6%(@9M^bkM~qsyO7w!j@pYom0&q4U0o#L*vOfLG&+o*{tvg_T@+_8J
zH4~kTB?&U&)tA<W=G4l0F0suP>l6e*eNjy`6a+)bR2e$``(WKZd(jI5$JdDh3jj^r
zK@opK;G0L#w=rZy(BEyyBL90M9HDNeAv!Tjq}E?s4~=J5%@^@ALvuz|G@7oB<^u-e
zgnN|e1%c!1M1cf=)?|<S47TF#*B<d#SyK;M)ACpAXKM*eu8dY)8o_ARY|#q=$JdJj
z2>?ysb^ZApsD0&uK4rm=Z#=z9p~+9s9aabJ^tEwd(?U30&Usm{k_PqW%<eNs`9y(T
z09*GP=xH+qZMPYs%l=*%b!GzESsRE>$`T{LfJTKh`(?HNgeoxX(+qZ&3-BQ3CLY|5
zz}?3$ar?nbT#re@`GABHF9;#GpW;($8Yq4En2PrwKe5mB+pYL#q8C(-FM~V<fJXL_
z-yi<w0|JEtO0)W0PkN2853g9Xzolgx(Meg7P+eB1NaQE9?x%_+%f<-wN)nKk4#gDr
z=oOrNN~Q*O5iGmUpFcCCe9E{NB0v2`>4FHN#PQ{ks{oJ*82L5@7aoUUq5FFDI@}*)
zZRaBJ;Y$oZIZkvkmNY2t(b%MDwZHC&+UWXcOW>Io9>#{kX3k)Seaj}o&Mg7~5l>_!
zOnmtcH)4|z9`_9X5s%qBxf=QqVZ!&D!tY)o4-tCjDWdPaK*E#PxFd)LefA1@AbW@B
z{1aI1e&^vUW?=+HK4CpLrNqA}Y)cZZL+RnuWK7%UDHDKMmRAug97BnYjS(t>gvXNW
zMBRM>_Z#;`FTfmMPyh%gJ)_WmXJ>^DJ`+}L#K?m)(AZQ5>YEyUH331@m350mew`^*
z(Aq!~i%o{JT0bhl71LY%h#Rh_5Om%S=g+%h@g6@c-0h3!uRmn53Q|+ES_(NOB5H7S
zVz%3o->2YOR3bj6q$>QLSpZ0U-n>i6^*SU9Vi#hLFDL*mLJe~6T0FW=887&*ozQrk
z0h_Nb<Yh8z5r{~6%O?H!8UlkFi)t3l_n%xD6XqDg{p3!W0L*OjE9BjPw6xDydn5?k
z&xEk=uit*e<!kp8Naq{=2oIkn%LqtT0M+sbFGS+3P^)JqHf=lV7L8M$v5e%Dq^5n8
zU@_RbN|qj@bIA+96~X;`{zf81;qlK{tsf{@5OkeOL3d>_1OHo(MK8!4#Vi0$zHzLl
zAGP;W@4kzVL$Uk11B?%@!5Hf~80TaR!@b?0yh&MfVwMyd&8?m<qU$fH2Aj)M;Tp0R
zc3z9oZFvnjE1)vwZ|ak+0Njna#Rx^U^S_&~AT=!w_Y&V=`gSh`La(>I#)wFX+_c%2
z-q>^Y7JR}U!PG7o)=puveJN(M@<0F+4H6QQ9bUMf^oDICSHjrB6K=ux;3klrtPgns
zm}li9a{+8GM`6w`Zydf9#jZo=B;lY$VkCA!<|t+XxOn3MZlxsi*?Z-nna}9|W`}`r
z4?iHo{wp&Twzr>KAMaya6a*mU!&|tYux5n1`{WIbOkMFR`D4BWVAa7u*|rBs$(X#=
zLuNfp5QK#OOVe5Zc<enV5gHN;*We86f`lM90WdpxL$)naum)&5C2|wQF323kEC4i{
z?}f)93IrfupK5)vi71)?80W9!&k3Iu3IafufbPU<(EYnMn)g;lmjQZkuv?Qw0Q{W}
zFhWHnJZAzx&2jk=fPLp9WZT{f{yiN_uEZ_jJmWXHVeR1{tP!yKP#_jq`(mBoVo>`3
z_RjsQ#w?8E^G}#HewiOeos&-IR4!r0goIo|D5KnkQPzr3Zk?o=lrB=lC>5GYqPv4s
zQY162X~<oeu}qi@i*YNnzVkl2US5@Mi*}v%UhA{EoNK%DeBbA`_onBi<e)t6)I4of
z0Md(ZzP;`KKhNRWC^U8TZ@7Pu1s_=eh@?{$4Titf1gZcFgy!#u;jc>WhR96-R<+Lq
z2smhu(-o;GDL;&oGnt5u*@R)kwQv|W1PfgqkQ}{MGMkzfa{x3bR^JeJj(y)WF-L>k
zZ>0e2Ye4`ge5jU;n_PVQof5gm?;{yFiH$rc#&1mk=zS>#z~ij|{Kx%+EcgThKqMN@
zv!vhZ=x7vF-^7$eS7r<&_S&<Zf3(|m+zqp<F!yac2VlLhFKowIAXx8-{G(Yoo_7>`
z!`2~v`+DTY_%q5f<Iz$Mpzif+6icBOx$RUAq(R2&9$NUWR42vTi^GcAB>;3~_KqoK
zB}C<rLjno~5)AJiOP+)ffZj#BIswxg7prW{{0U>?9oeFv*h?9`?kI1wHmU%YOFzd@
zI}N5yvBkb%@3#iu6r})o=sv@SabIGs-4|FkV-j=MsT+`noT)!pbOS3ScRf7qH|D<k
zCzQ8K0BBHVpOSY}S%{Qkcrxl^<$ti-sMJU$M|w?SSJp)#0KJS3wE~w`*RrZW(7Bji
zQ~OuK767$U;<FjAhQ0kDB!~Na(D;c{DbY*->g!(O$=~-F&mKQ~ug*`UJaWn9QS<0I
zYsMkNrlgzPEJS&N7q9By-j77%Nn`0w77!}eQ7(bRK$#GfZ==Q@GHA*hP~uVPDafV1
z7m_C;hYmE9_Z3ONo=b-WApgQWL{=Q=v;p<o+K=TD)S>3wjk&XERyPj=bRK;$L^6Kc
zkyhBD_h{AlWo}<AlMM6?n#TWRbX1$C4nCT5@&=UcxytcMQST>Xyeh@>WSBHaC@$Qp
z#l6P5zj8c(S&yn)kMQTiXDvQ28NF=yBqAg-@_6+0CF?en#idTV-#O6-&|~TFVxVou
zvZ0CSc-&8kL<@I23~+LS!x9e+UhIgGA&x!nG~lM)fY$T-VyJz8X8h6mW$iM48N;4H
z<R@-rP#0j<nU?3A+<a=gE&lx;Yu`1L-$8C!!#V-_nVNr;_a*VjRy<c;*&X&+qG?Y*
zl?6{rzo!yl?%9UN()*zP0s3BEk3g@Hr+A$l#eI2yhy|UeQ#%4h9Xbh{MN^@19|4WW
zaP;>Y3iaxNP_MUw%1;N?21}^dSwZb<&Gx)ATV(_7+%Xt1Z92BZH|&0sA;puCDfw8F
z7T%*ofI=T?2(nz(2ZNlx!q>K1xHyeOV(`ii8NZU8eKE+C=7aZ#LD2i?^p;>5CDquO
zUW~xlbofRlz%wWc3pNJ9dF47xS?-PLUOsT~UJq9vJ=^nc$)-?5rJii@xz-yZxEpqd
zynuB&3~?BM5u>c3U*U$F7=7oBe{TdbPl;o|1$_AA$Ah<*$<cG)yULmbt6&;v4wE1?
zOuC7OKw*q#sVysuIxk;|q^Q778$L7sJt4>}sN_EPg5FEF5rB-+YRn4^fTi<9SUF9B
z)zqmN`rRzp&3DJQv*%#c#u;1}95tNWGn$1lelf`n@4NUKvJa*rch{y48-I3kqIBi2
z;y&+!-c7d=0D{7b{e}u89k0ZZlAFzL+n5v!$De0(x$%=XqMb9Ao!k?abhO#~&N^{k
zisN^*@2a1$4OvHvxzDvgKy)hsXp6#2H8@p!y=#p>#1uL=2j-3JNGojpJr-6WE6afF
zq&Vd4-}#OMamdch6YjpC+tH&0fJ#pBm4>cy`9u4`bh8E)^XxI$*#)~ZO1c020>Q_o
zM+pFNr1S>HMo(uYM>B65sQk1nQE0Y$Ff>a?z+&zg=w?ok;&prU_ZkLufUeE1MP}@Q
z=1}_#U}a4zSz1naWO;}&i@wLUloQ<lZh_!az+C`n<B@`@8Wdf=&rTUWR&lq@$54L2
z&DWom9G3)yVY25+eB(MBi}b<p-<5)>v;rjN{fh7;1H6KFVuI&#Sh|ge#X>vQyFg#*
zKu$W5m)v{V*heo|j5%vJv$E#))RRany2AY*BoKT`xC=n>wFkKL`WX)2DMiZ70>od=
zMe@1wkN!Gz`c7=-8HDW1VZ95%iP`KxPCAj7+<Rf{g5C&s0Vu!wm>nmkbjfv5R@i>>
zF!#w32#g)>0#J120rVx|&Ej%eY8-ehmiq(=1jY<^0mwdk8~d-doY|-3+^iidxKENm
zV61Q#fQp)@xL*IN*@?oYVJZyt8wvFWEBHhvaGxlFz!>2w08{~>4MtYv`!&1ztHM>-
zQnnkr3UiQtzJhrQyeCT_FgCaez}ef6aP>tU+j_jU8h!t5=I|~05pGGINGler<^+O|
z2^RsN14rq~ANosNhqf7a(XYXwqO05|O&~B9xCp?RTeZl4P}O!j?p70+{$K``zZMpY
z8;&H~lXaH+qzMGZLYE2v#qpK3|FWxpL`C8UjJ_Xh>(#kTVBLAN{ML5Pd`w#Ah0U?)
z+$T&RFebWG0BAMe<yS8-_lSpLsjVr@J%>Z<>cAG>=w>;veFNS7L)g+_-V-Dc7&BcS
z0tDx#LKC5d<(45Z^OmmkGbh5v*#*9l@vK#s7T&}PH(wy=68;Ce_g5u`!{ZYG0000<
KMNUMnLSTZ1zCoA(

diff --git a/test/python_tests/images/style-image-filter/sharpen.png b/test/python_tests/images/style-image-filter/sharpen.png
index ecae501ab77f0311d2e7b429b5b6fd01b7b8a2e2..592b9f650f9bab6392db4fb1a88e21e5bdb84b55 100644
GIT binary patch
literal 22744
zcmXt9WmsHI&)&tI;_k)0IK`n*+}(>7Dekbi6?Y00E$&WncZcFy+}&aK+dl90{b9Mz
zoXKR8Gs)ym5~-pjgN{Os0ssKeWj{-)0RTYgzd!&I0`$kgxx^9x(8-aN64&s|I`u=;
z!5vv?e0Tx-bgj3I@Ek~`mIRqd475v+n@+Uu2MFX=eO06!3Gte!O0biX$}fTAqV8ca
ziDmEvgKX1HKZySlFW(oKa#i-wesFydxLeS7&`c2|PDH}M=p9*l(ZR1J4~~tM&OGbN
z+sHuRaOVu|tf#{Fxp?>X%#T7**xw0={To_o8pz>X8YNhMJZvIViA8*S7-^v&_Z{R%
z8j8vWAZ5~V|Lbrlcr*%^do^G6XqK0BxHzEtxCPUlhtK7!H3HY|{1Y9#)>95JrfC5<
zTK6CN?+;7m2FgfQ+zHY?^ElzM{d+t>@nSh5)$OkM@l=qU_1|N1=;Ph*oG%BXQn`Jj
zKz`@*ro+X4RemVt1bT(bj43#=MOjRmpJ_~XsO`@xw<kLcg#V@>Z{*1m`dX9X1d4nN
zH=CPzckiR{Y-^z47irPy^QlWZ_B9w4Ad|iAvCX@3aSA2A9(LYxc_@$wM7tvn&kLvf
z;(tl|C`}gy`bp}ANC1fS-QL<`Amk_Ez;cY+2(1NjE!E{kVGWXHM%wfFVkLmzVR>Ya
z#9pD`L0Sdo|IzMzN17A%yN4N%8a^ejUJlW|*`xndz1)$F3a^<<l<ItdB&*{GO7)jZ
z3V!Eq_y8JX{<Qco^fXLsJb;(VT{n#-=J?vgjGMB9=OFpuvVPnTW${x;Zx8fMip!5V
zL5~j<@Ddl3^?(w|q?n0qXH$BN@ct-pPN$nAaBG;0O~^M=zFK`|seaiCIRMvk@~)Qe
zvhEOaqK^RGj8NZ47UZ3`16-7+!cLggo?s__e)0s59I8u{IC=(~e-tQs9rD-jCqwCA
zVtp2<!0R#wkV^!Ysj49LZr~MUhYt>_^{2rF^*j!@S`~Tg^%QSHN9*?_3h&urrtdG5
z()}lYJi%M9uT_eqo^MgBXh0RFO6mEtD^Ngu3~$)(IgK{fC{E%w(>49~4}vA88p9=c
zA7$rFG1UO5>;h{!M`ff}!m1RVgm+k#gj&(sD$hiw1P;Fe!_lkqAzcnY0|37WsxU7`
z_y&_OT+w=W-SFMC#{xU<X25TK;R=yM=4Z&u3RGG<^|iv+xV%Qf2G+6SjKl)Xz3z}G
zD1~aGe-ubWwq*%jJr(j$0WR2+WGv808PG`uDvs~}BIwzlsT{(ncu1JBZ0^%ShxGmp
zP1n$KW2c@}pvJrkDz$Q4{J~Ps68Z#jFlL5+ceqSK!LT}uTfNx8@=|UL(`cx~ZQ-F3
zml&#3U)4!>5SOiPlc4ZseqV{)I(El75v&g|MuBqDiA3s4K%fK2sBnnI??dP*^T$lT
zcR)M=`PCdqWgS9}Y~i3(*kP(`-lGYrT&4!@ldOChii}$7dU=oGO(rq@8xRuiMZ@GP
z3d@><`Z2b<#^q9gl<675S_+l?)xZ{Bb^yl5R>pU$y#<}_LpdsL99i11!CKnE;zO<c
z?cPl7!lc_B?&QJByuVHwCWibF=wfoBrl)r<MTn`MA#Ae$sC=pwWg+IxR<zhPB5jv;
zDZS7|#XBAAb=4pujAMk2a@ymtld^rR(vL@s=iu*MT*p!`X6cPA(V2nx$O8VcAIo~6
z)YtzfIl(t#jx?o6!Yplt@JtJ@l_ugb2oOCXPJ-xXXUHoMM@<RTMUwexMfKs80Vcm6
z0vY(Ht?zK<un%=a;h7aSuzYzK?6m$Lr!uC0s$fV<l(H-PdfmFzgiW<RJz)cTYwuzs
zMBB*oB89SaaQ^9q$P%8PbN0b08|kGoczUKDVSFeh^vZf-mp(m)H5|Eq<v<@WNud|W
z&;@_Up^m8($n^=jD%QVM(KhlT36FT-_s{QYHdfI)z}6vQJLMyvH@+lSsa&vEYr!2W
zS46<yyzI&YB<@)T>h9Kc8++}1brseY<Zpdc)}W`m;PbWzBeEH0v&>E@Pp$jFXO^Fw
zgq7jMJzq57xxan;{v+0K+D;C=k$Sp6PtX7#b1Ds~!kuV1mKLjoS%>6iVe;J@IW9f)
zTr#LVhSF~xk|U-gg*5zBLnZf*>BaJpiKbX5`q{QZDKZVO?~XR7LuP%Xf|#kTFrJ1q
zp7DpQOOfvjwTYcENn7kykp$yEfiPO~3vP!T_(tnmjv*O3m|MJd*f7x?Q^hT}fGqJ=
zP~6<@MFIzdPqqTaSacNtRD4*Mk1pI9Xmf#H)x?KaFP~>FB%OdzrBVlPy8A!2OqqtP
zZJ!4qm@yS>OphMUmLj*;cf7vvDp-I4Zv9q@A!ei9bx|0D7+`eJ$v(1UNY23*Su`=W
zFOL0vSTqQ(-7P&omm4GeM8CuSV-I;4*wXiv4Rt92+xf*AvBB0VhTPB|FQRq8jODcG
zPwKmz0r=#=5ek?qnY6IwtsK+E3KV?w#=y;9woCnaqRv=hteP)K?LUiAzHA{;V1A;y
ze0Wu-wT`G7$W+!Fg%6O#6ET%VYInt?XJ1oY-p}kf3(2rwc}Gb6{+&y#T<Ph>Zve8D
z0aoh+d)CT!$kv;!llv6Y>H5d8Pq2v(8($p1&O_c1b#5V8sjwiaBx%i>ug)amfL7U>
zk|-%OeD@GYj_~#Yx1J>)+?hepFB3kvGs9nwMh-pL0%Y!5w?3@AEr4Xl$4~ERj<!*S
zeD27VjoSP6`fsO3FAUaTeIL`|zk1)^#@I=3#*blMa&lR%2H!4vP4Y3><w)PWUM>(3
zl9@2>dS>lqrldqJ4Nq8eJZq;vyhJ8+b&B~)6a;qVhAO(9{(RDp1u#&qGU-ffmtgZ#
zn=ew63UFYd(`yZ$(i-CB!yjezgFs(`QN@sl-WnEFlnB0wusMP-bJ|r$;-mtbghBUO
z7WyjVZw5EF$npWznFZ27{-*~fX)q}5&Jhpw{oiYICWRN&e#n~)(Nkf~nE^1I?4#{F
zK&d9BUC!!HO=N?$m-^$7y?(j$ooN|5z-dN^EzS$kcVspIE#c5)@o)sc>%dnu9I>OL
zF%P5&g`SDFsrc(h+HV_PbQSbmrk_E#iMnWc+T<V9Md_%}A3_s_&YnKf(N%By#qY^z
z0_3hFL?SVbD0d`_>_~KplfSL|#D0u3rn-C5r+e4Hu8FB6wQjmPESHP@HWCc?Yh6*S
zx3Hd{_FeX8!iFhW*)*E?t9!hZ7f%?>WF}3N^6Unw>YsS?i8&_A2UZFfb7E}(^C+?I
z{EbUPQGy%8k6c)X-1ThkmDzNq2%h78KjP<%&!3Q{D6gMsq>Oy}&%2f`q68g*3_UHW
zuOSKXpXGm%X0QU1joK$w7%TVYij{LN*>(yB&yp9{=e3EOzkW=eeTh~mH2y$1f=sc|
z)iZHZY;hv+I1Fd9b~Q@q_$y2AdhzIyOo2tdz-(^i@~OUD`kMaJcwcxkNy3wp@J1JZ
zfX`y@G^j`<gI{y7Xw@&_#}gWbXnXHmaoiSx(c`X=-%*u>+fm<;LZb*?Z4Z1d+|HlX
ztXaKhGF%ts(2CI$AEkATCq<Ma`EnM(HB15Y&rmUwCeE*+=nrh6oJEBipZ&L&jPBda
zS3iz(GleSF-f=vtz{CH|ynh4Y9s7nKBW(8M{;ejowni}?inSS``0es5evwze4%-ox
zKFBiPp@F>IM#{A4l(@QBi1pS=Qj4H4<Ymg@;mT$fXJ(Vg0xGS%T<_l>Muyw9Wjy!p
zWNjxID-ee^tj3DjHU<zbnCmt-$9}wCKMkXHuM{}xxV%?7c>=rFTJ3^w8P&z%z8MNJ
zH)jWOB0vU9AO&t#@WA*)QM$7a*_~ctR_w-qBUSd&zs#sqBK3PKoA*CtFCy=Nn{n|o
zHLw>7;GNoHjcT!hl=8s<*X};6sr33J7RKi(W#i5vyub>LnASJ3za}Ykb#~T1r)RDq
z#(oh)y-vy@Oa$vbt^OJv`FDI5qGf9z1!Lh7%d9mlsQt&r_=qZOK5e?Pl?fW+z%d$@
zB&s$>R|RKdp2<HYrjy1o3CRaRPaFK7Ge*`;7uC?L-^ksgere`oJL{7YhKcNFLlqcm
z%SELqV((S_g%g<oSVlHrW<9tD;ZQ7m{s6bU{SUwr(>JmVObC(krpTx3j`Ghf<YS+4
zI=lexZuP2I0WEgG7FS1>G3CSqUSQh{J8$?aHjpC}(RUu4=E3xba6sx$$r|<>WSbe*
zWnDSrLw%j|dU$^@YBwL+=H+{M^*8CJ-;9Pi^#TT_hEJi%1Odg%g(N?UHCBcX%30oB
zD~Ty;0^AlP?q}i?!Q<q7B?JNW%jRz+)yC*a$YMM_rw>BB-;u?38_8N+Ul=z0#=Cba
zWDdV*kwC`l#HPQKGr_!TH;q>S7zsIIfo{z40a(U1@PNS}^l4yWS(=*9+ciXd{hmb}
zZvIR;HPBVp2#{Q^wlZ0IB=|wZ(i!-eisi?w$o%A7kMxV~BddC(qU>)eZIEnAv+RTR
zhBPbkZ)CAwQ=2My0Uj`uBXTDX)rO|RmsXKG)pH&U#wU<?Fx}6{?zaZ(cE}?+DxVJZ
z)~non?UN{fbY-BKt-oZn6-7Tq4uTgjch3n@biu`7_Ud0^{U%Hd*5%X(jL*nDzUn}%
zmU-GJzH2^Vj-Jr`oV4y3Qln>JRo;A8#+&oBO8sZU#s1+Z_P|$1;A5CLP&C5`+l@W(
znzu|+&6_P5Ji1!C!MJ{5A7&%0)ylSMP?F{U4d$J<XOf*RHB2IYl+!%S<%J#4vk_Qc
z%o`lzN2GKAg51aoi7HF+mwGK&?ft!(d)H0D`F9Fs$#DsvB=%nV?s=25wuVFtfAxVI
z|5}Fusk@sLXtG&bH=7d@kV;WNjstj(et78b?DlMYh(F$(mAZRu*J`u=k)gsP%q-`l
zbdZ(g3!JssD}yBfU_8paFZY|7g;(`tU1Z9w;#Reynnq=Zyog$T8;MOo33blCCG+@b
zXb;BCjL!tv{g@$`P0U#+4K-2gxNy3-UL!@_`r~am>F{#}U)}qU<mzDKbZ<U3@q9&a
zlvPkIB&SrTMin!vd0t{^ud&4P_GiWDv?b^(+CzCnl{%BDbtx%u>EjZ%=npx#Er0ME
zI~`!A=F2X-rs`iD4vH4Ep+B#PjGT<BH?~IbCRecxDL!m>WW$@yZZhok4mLdT-$-`y
zkA3p`;kQV_96am37epNI;}$3z9sSKLfz$l<kQQF^RzUDx(S7yuHkJz~fFsSQrM4au
zgFQ6_e15iq^c9B47@4#+!5i7iOo(Hqkl2P-6E9$J2b7xrq^qyfi2*aR!)B-X4j`%{
zKg^zcvhEZ=Yw%<1S}~tf0*^%$AHcJSAiX))nse=C?RDJxuJOeM_&6wz<#($#6D6jo
zk(Wj>++-*Z8qLUMxD07holA12?#ZR2|BjHXMgJ@E-XHud?84oFcbzw@bZq__|6?F4
z1a3t-0W^9BPA&;4aOv`T2s9kJv8oR7?xI(_=-=skS@e8(7Wig}^raFw%ODmRD&_~|
z-Cp)1$hslzN1~|tTmz%E)O-DqQ)3@UrsjS(sK%^bA+Q2Zg5lP8Az|2=vEfm32!Ulm
z_-t~ZLk#OX+NbasgWSF6CDCaMZ(y-Vzlp}brHG^PLoXCrY$zHO5#)_3w=pB9Sd#%~
zGFjvp<M!0$ZanR|_Prx*sr445_N%bS7kY==Ma8|A*F;oY?fB|rURN=vES}5i-#Z_f
z@dA^z)Jh6EA?Wu1Ll}5l#tEjX5}y7h<#kJ_j_0G@9HQGrp%ZDme*JOY=8BA_^@rGN
z7%V7AbCY6b@`_&JfeE$zd{Z8dazZ?J!Uz~g6o_EJ8;>kTvQ1MClbphfUY7dzI#&Dp
z_1x}DE{6JOCE)r+PSH<p*CFAX#|p(n=ZKohq<ZJ^r^sd)$7KGH5c2T2@Pd6+pU<Rg
z2cHG67?8!fseLM5$~n0%R^!Hz-zBC#YQ2G^`Zge;7I7CQf0Di+bPkoQcMUt<)Zww^
zd<}C`Lg$=V$E7K-G22pvg)?7-?1>gk+DU@cjJ^P`Go8nhhJetO;G~TD@>0rnfWsbB
zcdK={o&NXuQer&qe2yu?D;VtTG@>bw3vd2Gx;Yf4>&lcM-lxJtjyuHHb1)7<)f16$
z>MK$v7-BJ`f>_WbFW)y<DO4m>BOZK-z#(cHOXrc9yO)`I=%kBHtuT>=>*v9KhF4CP
z@D&7pHq&~`w|G9ge>>nOamnHFn+5AS_ZP;hYUI!#uzb2x&HCiH=BN9f@=eLB-HV<y
zEyab@zROY4ncT)Je$YrIp9yczD@X>$Iaw+T^JDM+^&AUKFE2e}qZXjYOpB|5SW8O+
z41#%rSK~X*lLJ}k%z60N5!MYzmPl|v7jWCeF$53V+A@!;nR9oMTmE(+cr(Jo`!6W-
z?W^vaG7FV94j4z#;eYRwOz{aAp*KfD(Bu|+7m#Bru;rt(YD?dl{A%e39xFq^KG{YT
z=Ldxi{QAH_u8GhnllDpYffQ?6zcBn821fp7c|Od)h$IwJRB-8@Q@D(BnJX?*s0sWe
zzcu?T;%Kx6K!=w&&^nekUDkj19Vj{i7eE?z_w^T5c%Ai|2T#MYHadPbkICQCF}Uve
zMckxbg9OJ5M(QeIrUr=Lm1S8)hFFo%0ABo&GKMg5Gu8WZpzXxS#1Fltf9S?;x`1tH
z|JtG&-sLI>CRjcUX+do0^a|Wc<@j58UqCO{H147??YX0F0u=Z<|G^|x5rj&tXSc;(
zlcj@U80@CwLYb#sf#JSZjmYKCwU3k)a8&2b$CCm&hZJh1k5{w{pq55nDBN~X`{4hJ
zOG&xW(&D1_%L2wJYCxPMTS+m;_3?vGClLV_tTQ#mmO#quOpiAV{5Oy}ZCCQ^?km?3
z1gC;7CHN@0?!$Hc^p=h=cUuW;+hdUe09?EP$@PU?=Ne(}9u~}I{sl0cQ}I&8eEK*G
z$@K*26=P?K6;K&|SGK@PzWsRSPpkU(HK}Nu884Hd(6E-VP}rZ@7M?OHKpHDQmuB=}
zkgSLLHy8=4*Udo5C+3%xgOf~mFu{eR@?&SpS^W4#Jyc#)D8Hz;DmCHi=)pQ%ij?4Y
zkL+i`bEui!rgm;A-Xd5zsigwbdR37sD_<ySyJikQl!z9z=L4qeOyF5$Ii@0!AGH}>
z{rCvWXx__VqZgzuzTd2nF+&?h74vqdOzq2XVXB2c&Vb#twD{|1iNHpK{+?`f(Sz?y
zvorgjo0}1%cC;H)OL2PDG=r-vhi6mA+FAnAr>*A6Zc-2~+r#PHzOj${AfI%}%lX2<
zBWd!zVWgb+BKB25EG)ZJ?^*hf;R0HbMFX<{OKFJ-#|t|L>AOUuNM%CS$N6Ncr#>ss
z@8Dt7zbc$G*PFc*evN|gzynpz32OM-9Kw82JW~SabQ5EBlR}P>4GaFzGA|V^k5)Z|
zTZ-nEU*@%pK3aX{cM*1g?Q;fhy~D%xBgAeZ>CE=uCueBT!)Elflhq#2u<y;d`=#h(
z{#Rc9&E|Qt=RD4M+RTP1WL+qzY{Fms3|Q!5NxVP_h$jF5J1BKXBR)MfF6fZdlZ>!u
zo9s_Aw2(z>QgWIOWJlSJi|TDK#T%?-s;!WyfFSKCVy~;1{NO7xwN0U(F5=fH!z6B#
z($j#tx|0S!8)p3?`w0p@nML7_EA8$og9}mUsrv$iM4UKgv1%Y2Se5>~h+BZw+6_UW
zFrLAy3}?n5m3sr)G`(UpX1<Y}Bc4z_>3+b@c~5;GDE4<D16~ZMNh?*xUzRVIOc{!v
zBgKt?;K>lre>`Z0Cmv5n?4Y9l+U3h<c8pzNaP1)97CGRU`qMajSFlPDC5UoeY15tJ
z%zPpvR=;70`yWQ4b-C(As+#xWX#K|kicE}sV@;>81*Bq{v%-Lb03mJnP{`z??uc@a
zaB8r>gvA`iyBo?dEQrJ`C!FE>Wa@-W@~28rA&(v)L~C1+FnAwDDv3T@$h|iz!L@eE
z0)7@dvhWX#9QT5W5uDhHy^cuAao*?4BFxOus`B1p6k_-Q<d8OuTe1n0jYj6C7vp))
zuHR5dL*6r-wvO|KJ%mi$V2Li8Xd3`24Bl?b<*Kqf4&Ht1sPXzr!cC@zpDHQW_vN*^
zCQAihGb9o0`RXL?P3^BR%DILsH;dAHAzi@z0zjI0bAu}|Rs}GjEh;srvC1>Xr+yY1
zq0wnls)Y5z0_+)u%-?-}YG2T<xbZdgW<%h(n8R8hRQ}_g1LY-|u)?60h@N*`LT(8K
zP0zZo{h8aJvd?<tw8ssOvt<67AY>ESirSIp4j}{iMbja(4O7fYiN|t(3>Dy~UZ0z+
zgEyq1QHyct^ULJpGz+>q4W`LrW0n)qH4~sbZqU@qJx;Prg#kye73^1Vaq}KPhojeB
zq%2xlC>jWbcO!d#)XZJFdq|Z$<k&5k@EW#ceC@ZzWSd|K{0_r}T(VKs(CdB&lN-F$
z-^%1>4~;mU>|>IMna^zvQM9RkH0+)3nA;_glvq5Lkpc;id=X|wlr2u!81oo-G+uuH
zd4f%b&xJizt=7imui8@*i>*cinKp0j2oMlpvP&NPmbMvThmVB)@j6>1>Xoj{6a{kf
z{(wd48a3OqqC*2OG2(yAcWk?sx;g~p!ivcXpm1YEzR=;yZrxGrP`q*LJfE4H`7-QC
ziqe^KBD@E+{P~U|cI;IY9$^JOGL<m#BzpGcsWdR0-ZiUgL|Xdj)32Xgh!RS?Vn`iq
zzNXS%HOViIpya+4o=m7^=8gQMt8;6^6nI&&Sjn3T2N5!9kP4#YNF&EgGjt|MfE&8(
zTPsJsSlM;*kKVFuZNTjUEK~Y*C#E^dmD68Fkj9<I^y8$VU_32~DW7^gX$$H4!4FU>
zfJ5HIS%5oTle`FL)FfISPj>EyI@zJmvE-Dx@<Ot7Vb_)DAjgV5+<If{^yaUrjP2u!
zs=idW#lz9q!kt^*UDEPqr8qL<q2Cy;!pX6CpyF5a^@LErL!FiIrg|6Du|dQbRS#ps
z!<M7nUHKQ}McIR2ZYzUT1DXW*_l7n1-9LoZmH%;t06tK6d@;lC#fBt$-HH<I3RQ^K
zlClWn4#6{&PV1XTKi}W;6S{IKKP3P6W&9zyz`8r8BCe{Jn5f;GU%0q|cYYtsj@rh<
z^NIeOX^*2fYy**q;MD(K@4h<p$tA*K=ua_n<>C{bC;l|y4^IHZj<3@1B)`Tvj<pRE
zcfmh+>V%q62CRtBUf<_R7jcc;T|CG%PU+{jWzuGr-j{TS=Azl4;!C}t8xuSs)6txA
ztXs%uUob<h8g}4GHCGMCyy9NyqHZCqdU)A11vSxM`J{J*aj9@<f1Y-<qxB5&2HA{d
zei{=M!LFDtFBEunR{wL*!oyE8`~ELvhTNTx2$Klbjb(z;EgGMmCM`_XYa7t^R^Gld
zl53h=7#Nzqc2#5T3x70w+jjBlZ2oWZ<c8;XmcJJ*P#4}U%QcTVpmW)qlky-f?A+OJ
z;mK<A$oBu=q`nXyx+ekU<5aZtnP~Yf-JYdY`;0+B=cS$N`esL=HZ|8EJdbn?yC@(R
z!S2b%KUv&=evFUYfS_UjG#MZYQ?E>a>e|og_FdP9>TH16$W(S5X#IOq&ovQGn^3XI
za+gBH|5N7$`#(D$6M*XB#LTsm>9o6t*eZ`^`k?`j2C_t31>f5Bk8>U+V^BoAm27@e
zC4Y}~9lAnTL)dRW0&WU!T&1>GRA2vp#?V%(xN~qjS!G66+aUL$n3MTx2(pKfwm#%^
zXm{=hZv1B^YT?icK;R7*EeOTYM_t#ycm#xs)*<&aL-;Fx`_N-|y5%7Pubtf``L~#5
z97B&z@aP&AMWn2)La_BCvSVs)rY(9p{{jQ9XxQ?_*;b9SU*5VcbbI-I^g_si+T?%N
zD!H|eHz!|1qN*thhQPpl9KmYq-<@=W0@~tUFUGn#aC5cJgo=_$DW9H{EH1-sHJ3c+
znJ&E;<~`1O>O<Y37_lR+z;HW#uX@PlAMJ~T_vufIqU}9_zf3BkR^xtKX?M?0D7dN}
zz|WUPNaK8%AkUSut?uVcRFak68T&Fl%Txi8=&Xpcc*4A!K>sJYf2oFw<gTZ48m<dW
zx*Rhs&`)=_@Xq?qL-R>?J-c^u*H?SjqI5lkBRX)>G^4$vtQQLbGuSTN=c`>RIml4$
zuwz`*ybqxh>8XrXSQ~u~XsmrPX&X^;h4IIzSey^i6(6qVc6PGQ`)<-XONbD=&ylVf
zC+?rkc$>DMc|}CnmXUwAlo$GJ2fd#As>Vyk$-R<LZ1ghPpjIsMP4X>UXD|~d&ppPA
zC7%gc)^Bfyo$?hJO6PpCyxG~W`TY&{q<n$n>cfbeKNo=^p>kq0z0MX;Rz@?xVoJ|?
zX$9bxnUQx_V_K8LPxe+cC9`>SGwpS1&P^c*XBoVj_t1nTpw->}ymao7H=T|7Z#Umj
zF^#uoPc)XkvFSuA7i>0pu1lC&pN4Uwn-YC3y(CF!rhLkL$}C0eP%MDhe6-AvFNBGc
z(Q){U$9?)Me6Xp=dUXMXYw&h3^%D*jd8_u>+egQJ1fe(tvwkeZ$V0_OiMSCi)Uzk(
zt>H00cXo4o_Z22>@@{fI32W}}uTT`-uS@nvAJC^1CCy0AID@v8B<GzH>Z#XUbDNFg
z&?gk}gSRmxd2e|mk;z`VS|L#v#Gs+n6Zk)7Lxgrb0W(H4BOL3?PfHc$@JWmk$Rf2Y
zEC<QqcYnXvI5MO$Urh|AO7=~*TF=kp`gu2m%vE4r8u1zP-dxS_L~Y>|36xkp{IH%k
z-hhLe20Vs+<A0efUsaV3h|BTIo#Y9Z8pz>BIP<yeIJyi4hEh~mYpj`7lkUR$-He#D
z^PcjU2dinOCG*$;;wr^b-Gm}ZgJ+?&8@Ie|n77plm0&?<Z?puOlSE`^U84InqzH2r
zA74krCB3)dpzdf&c%SP1yv#|*n#=Wva^h3GPSlhCNvY-X(jxHqZ4^cY^w}%9tinq~
zD0JCnQorn#4pQ4{Ug*~LS`7N^x9rT`AT_2Fcv&m3>rk6lW^Pm4Er{}~SXQpQF}1rw
z9-X_9CwTRB2I`9&VX8vxS+5WJpxN4}psWC#xQRDA;G;tl<O5c&n%??p`>cgx($`s6
zz2A!0rL5J1j4_;K6U*=Ox$_P^EFfuqV{`<<)yy>hiZ8PzOV<RX5v!qw2Ti%Hogzi(
zClv{=YNW0|3mb_qX`z|8ohUPpOZa)0=2tsld`_KyCOl<V<>)RG@q^~%L2;94t;LPm
zzRiPSoOB&gXkmX^{@B$@^lKwxvh*MPuC0|FTRZRTUqg&7Ka!)5f`|H6EyA>bm-p$R
zW_eDZ{yR3f$U<*HGySFZdB_2RoVio}<KO}nXUOW~CNcb$zYQc#LPQM;FG5P6M5mo*
zdg3ZUQXN~~r_E3F=<szX4Dnq)j%2PFC7}rQV_ZPWB!A^`OKEU!`KlA!UjTWb=)hCd
z$dZsvz7{aoM$F{1N`eRh)TVtxa5i$w5`_tyV=-+JdboF2grQWnw72yAy*c)^5g&AZ
zSuYKIoV@<1;Z)L_6}QRvOpX_(-JO7$S^;Kf2cYjKYnQwv0qjtWvS<L?hza+n@If%j
zrZ4<wFk5Hm5p$+gpPm)|h3o=aXO{ytUSrdq<`nZ}tGIOX$I#3v$mS+##k;L;*{Ce>
z{%kKiMVlFLT!v4s0Uxn2!vxrUEq^}`F(dEiz-ob<Qk@IQ_03b^zy(b~$BZQKwsj6u
zsQv!Mv{D0>)sDPreyg&5rl-?{cWV{%C;@_MHZHq+`-fxYI5i{dbS&QjQi~IDF7w@i
zCZGUtp=zGy*H^DxoT5{^kgDL-tzG=HJO5sAsQNaUR>MQiKR?ogpYu7|csp>C<mCVk
z=4T2VjB3QUlv2%H115;WPlzTn3hub%Nu&0HmcG3TeiE_&f=VRHFPi{Y<D@>i8Um0l
zc`gIs&Z-0j(BrsUUBae;Sk}xuk&kc^R~~ZY?>@r<ka!bivr|vlbou8#F~X;4b6*5y
zU)y?kVVC?G#`5-xwG?pmI<?WBRgq!TZd9!n)B`a07~husY9y0BDst~*Au}(b{sAo9
z`?tDx_6B6Sf9MSwft_E3EKc?;*X(=(RsZuf`e^Py(dYi)b1Z!UM5*J~AT<QcD9L7Z
zf~Eb^bGWT&g;Um`ArXg&bu@x0x(S|rXqXeau2?+xVew3*GzyG~R}VIwjH1d=DF!NP
zQTq|;b0)267p{_m7f*D`?Z@0Aag>kW&a9%fPRjEmZSm3-$7Lu2Hp^={OyZu*=8?LE
zJS&~d*9)Vb$z7l~hy|V29SR)<TVP+PB|NcORER`ph}D<)>5}e1*%0K(lw}4{FWRo<
zrR$p7@+i}{Ra<LFPH_D6&-^vxe?lUk_vQE6^L8cV!{3J$>^8TyO`otsfjww<gDsl<
z`Q_#8!|C*`xVojPZ!BQGuyjBMid&?&M+R8LtyEBSf1}rw$(_=ZvGXt*ke0>X`R`7n
zx<uiLo*5g~>!l5lX44(4faT(gnxb|U7n_S-Bv;26{2dYSG>l?xZW|=9^IS#?iKUJD
zzIMZo3FU{D*hks0N23}2@$BOK6B`V#t&O;qwXUq2Sf5USmZ95BXGf#TP)_l?tAl!X
z3|}h<{HCMR1qIYcRm1oMn@u~*w^0)SiI-fq>X_{2jcv}8C~)V$NPXhH9Gd+a>=JRo
zi7B%<*{ho)nZL>P52UI__!vCZH(38QAqtR}XM&FAUiuyWJVoUo&e)W@4DHyXEco7@
z1f>vSM{2koaai*c30Z*2yYxS1jq%)#(Sq~F4q~u$2*H8(W49)oZDb4I)+5xZR4>un
z*q%F75uuwh#%q_rsb%Pw)BsNF=Aq7sSI*cRekMg$diR!X4Fy4Bt1)_-$@4}A_w(b8
zJwin?e=nBFD7TyoQ$2SK|GSWM3PNj?zVp=jL}k5tN1gOm_#<+k{t2I0W4`wrM*ZiF
z+*%$FX`2jgnDpxX3o*u@-Ayb-?;LSo$anGnn?J3xixWG=rUv9l{}u_o>Q~4VEI~v?
zq4-Z8Aft4VUP$-$gn_~O-K=?TH%<a>$wrqN!M>m1m&5ihDG1~Vo*=-1be9LS<7X`N
z9v+{5hs?JD65HL;$oj4vXl(xda52poZm77fbRcT-b}@8B<s<ju2JGq^`*$$p23nZ5
z$)PkL+#SP5;rOCXXTbIrqeb$u*U`;zsp4zweYP+sXiDu=&_(w4WE}Hvc4y#0O7JK3
z>+0#?k*$TA(`6iH$bv|zjMG0Z-ict1v?M=&|1rAZF;#Hagi)8a;%>vf9eO^HrOS=D
zuCQ3S<d<(9UY3gJmW+%d5Pn%x(DKfmuy%XZk#-G-bK3_CuN5=T6vR&k`hHhL6GeN4
z!?AT4!LAJ6^X4F1LeT2)?z2!HxqK{#g)WB%y`a_|wX${j#Lj@!HI3|U&JAmPGt&+i
zy;!L6v0#2<vgV8-%>5$tJ{G1w`pkvdxjeSfd(p7&f1~jJmki~(VynpjA;_!VnBj>8
zW%pspU+>oEPGAe>GNv0^`=yF$RHFtlxfb9ys1{@h%T5x(0c0fH%NxKpP95+bqua;f
z%DEF$>&rc^A<VspyU>eH&izAJ{|lKow#p#4NAema35#_mS7r*^@LIkHnrsR1u*P<|
z9`N^#`&vw3Ln||+3F}08XqlHS`lv<x%?k8IY4AygZ)aNI?&(FwV2EuoRN`y3-=m$y
zqYpSTgsW<)%Yo%2MuyCZ>7EtSjJTyBeni=YINjsyd!c?@1lRx-)&S56lv?+XeH=$~
zU7F!}AXpnfBFV?35jsLv8r-m|gv)XH1}XVCe!S%P1W;HT|B>W$RTRwc%WGuXg_GcP
zd6$fqm_Tujli#8JcjZTlHD_gN1#{IE6j$VFWjRS#x4r|@hK)<)3!wLdibCPp0LB7J
zsBR$Yt!OU!>$|$<rCH*!DWAWGXEzd&WX4-J;cH4VkM(T=`!~0A<0A}RaqKY>^&n8-
zFh#o$qngATr=OdCN)P`qamhw8>Fv)u)QMXMPU}O0a_UGRlsM<`sxn5G<Oo%cCjGa%
zDq0K#0tGmw{<WcTnr{*#4sd;?S{xV4L}vKasrK|2Z?SG;a32nGUg?|JB-Cn1?$60!
z>!IOs?64&DG}H!8(RG0h>Z?a@(}GaDwb7XTMpmmQx6_Qdoe#rk4!#|nyqbe^lx1bM
zCL}L!^wAzbiZy1c+F6&`5zKk|j-0-TN~DG;Ie((+<RR@*fIlxgu!c^P4&=m26<J)b
z_qW$I8QS8e!{2TgEoN?V$w>qap8aom4|^Qjs9e{$kqYF=coq23DK;*nSu;LH55D^Q
zV);K1O&a@0lQ1eLP-;}N4HSRp&9yQO_{ZHb?hbiJxyrcln*e^rd3M@O;wI(sq}eYJ
zid6a{8o$rI6h(Mg%}*7Q3Hn9xkc*s%8)LfU4U%_VjTF9GjS`2cqFXyn$uTKu1XGYd
z04oDbgGhI-J98<A=ISuJ!R*c%Z|i+MqAs%1NTXVBPk0yJBg6?R6PG?ZE9&?-cMgGk
zLDkYbJlm!YGC{L$DomD-1n`QHQhAh9L&i1J=S7{p<;@hAuWkr`;d<DPJwl)?N0(P`
zn9WB14y6Woqbf}M9A_C!$<je4eu=%8hMu!$@)FU!py=F6nfZZ|p0n+jDO?@Jl4!Od
zLT(a0VrT{@BEjr->qE1^>soQI{~Wfbk989Q8<}C`?mIp-!!Jqd*UHTFG+lyAGDjv%
zxK^0d;<*mQOa?=S;S*Gpjo5na->Bld$TAV^T9pAb&%I{{(4&<a{kUT=Rd-?4>z4}l
z@47T6C19a&o18N{P~W2XF*o)1KA3>%i!<GGwq2Wp4z?1K*HajMX~&|-^6F7r?gbJ-
zKsDj~>B3j-?da6<=6)oyA%%HQHWcPqS^pR}M2xNZnWIDQ)z5_@8|J=>`!yeTgh`s_
zY`cA@*<qgiO<+uxFX&l*nuNOT*l#y`lfJ@XsaPS$59M5^pRE`<J)VsO0s3W!*+e}k
z@@#G>mK+FXD6KMT<OFVDXMKUAIN=Sxi`e(FNlQ+%+|UXj1i45|<Kfglg>gT0$3Nt@
zgpEZWd8Q?lIvI~zT^xBXdp}2ceD(orndUScT)YF_QDq~o&KJIXt#+ya`0=#>aMh>#
zgxs#!P`4O|uYd&S)W|s|t&`D;A$e`me4D?DpKEV*)-_wLIn7H(y&@hLjXJGZ(TDCU
z2M#S1O*oa_LVo!B#P$?*h1XFvC=Mo%P(cE6YMje>&QD*+Zs>WtCj}}U*VY3k(rJ{z
zggKfKMqCt<AcrtLKl$?A%{M!;AAs~2c4i!a9(}T{KCyjBoNKn2TT+aiDA_a~tcOqj
zJf<Lu)XyWLqJ-h&S!j*O@ACr1&)05M%|uU42rYn!fb<aVqDyGqi5aD47d^vc<1T&l
zqX&6cqVPPXge<o6lX&Np(>c_Tb}EG$S}Gk$yR7e}yjp@RnTGUU!6X>)n_r$@P>NVm
z9;JM9d{omt8`P_k%nbx;VY=As%(I^m3dXu6-UUd*`u7Z4C^}ilI7H`|55t+xP%JEQ
z70|?1x+F&e68u+RpVH4)U~Vv6C1c#Xa&2rsVOh5o3(~wk;DK|3@F)$7E+(z3KB!th
zQSIRs;W&iH5^n8;{T`aiT@0c@kxD@U{8`_NlpkAE%O0(Ovrrp@fSzX!m))N>Q{s{!
zF)S!go5CH{CBk%Cp3P9DnPuU~DcH+`#pQ7#KY^xPbouu!25nOk6$=*iktd9~wFR0w
zWE@Ci+9zAr=zNDI##iYH_l3#5mAp$zEu7JMVd5qugqq&Pke12PjT7o(-0c6@?p-+7
zVT_QV(IR`qT7Q`js<hxa{ke<}9790X4E)63?8EsAf9+$q5!g>3i8i9F&M{cYY2!MK
z6-cL)qWQU+1%P2)L<vwl=T&_d>@G2){GurQmxd-&5UA3u==CP10;6wq;ihZ4`dXR5
z^uk2%29tke(6_rFoBnS<@x^J_KWs9RbJULOo9i}>kSxtr#{JehA*6BHojtI5yB&#-
zaGl#D5iQRVZ`o|~SR<JVs~5<t>Y+RLzPIX(XLfV;rbHG$xI{OO1?~3rGf#M}v*yz$
z%H-=$M~_ESTw?9LCNN4Ja{h)=vUnJYguJC>kC%(Ejw0E|&VM0)C}K;|99E9)-nd~k
z5vj_mu-~we`q~5Yn2?Y?EhaXHfk*g6=HDE)+57GC$0l$Ho_VW3Y?)BF0kNvsNXD}l
z3!43irFY1t29MZlB-X>QkZQaEx(?qEAs1bc#JBxux)Q<4veWEokHXrNrMiJuOYC~%
zrHhd$z9)RZ6Zghhg#@Gj$%ad1NNmgf=cdjB*LFQ%dKar&lP}Lv<jU)C#x9IXG*%h|
zRzM|q5trOKk+?X~Rd^@Z8*vtqXCcV<IR20LC%~@gKK;1qOTU(xFh4s*nL3HR`fZEH
zZB=0-lUQodGKXxW!}0_DQUiN9T~o@;TAkoNMtr<+(B$QtEn$0Bv6(YuGa(B^kXO6G
zPvA~iz0uLrI8TBClY5E?HBl|%YJatV7<_VfkbBdU+oz{oni2_UhL&;B+8Du$8O<MM
z_Uo?Kr?9Ep1#(Yp5N6wgG+2}A>WB+hclF;xbu9TA-ejsY(}tq%B~K@YJ!Rfi1MGK&
zAxm;MYe=xv^yZOM>!!=droDnyl5C~FTQrec4LgQo0D3d#0T<R>_$z>eF@j_(=icav
zyndP2yH)37Cul2D+78%hI9%hfv_W82!!&2|ob1PstwLjx^v4p6VK$%0oa|P=uuuqM
zMLx`3F}yMMjd@&fIylg4OyL7=IQL9NnzF_*FC|kTi0d0&3<l~u=$a~;{Kc>S`Db`&
zZk$K)1oKaesPX`3uA{;r$w;B+<9kuB?O3}Xr2VtEY&$dr0f{iB08*jM+`B@RheT`d
z?O&@4KE{?O^MZz>oyjP_|0L+O8nKrcRlUeH|M1S-uh3>IR9TTr`}ne`M(J-6Si;;M
z_JIowg+~q#G|+jNQ>7tI()=H)>rt*OU}|#f`-xiI$%~Mv-(iEuWihk+YzK61&zBKc
z5lQk)ePFr2S$@Z_WT`QIab%IVEp`?TF{%}0xa-&zb$#Ur_$gI&ceCn;_<=FG7JrVX
zEL~4+^$m>+p$546Z7d*J9@{$K51{<%TRLUR=LP2NkqtQvFYJ*e8UVfv{DPKN?d5&P
zq-1!`)&j;WYkaY0Hg%?HZ`V}0P!NtO?7Y5);xjb*&EK0ON{<V5e*LWLtF$VKRRGwy
zGfrge4SNxQPLT4kJK|qih|tTD2d>GBh)3APWgc6{Q`~S@glwqS;Hj2)+^F?)M85)x
z;?5)Qq6Sf4#$~3@Qyy=RD3%)=HjG#^U%jE-GcjrqrqHs9Xu_+-f%hfx@mnpl5@&we
z7;v-qzPz5sfkWH;DF=*@@!h0(@609<sWTqN0~$P(J&(W_=vJJ|VM=^TzpZ%{QR9!Y
z&#hG^)a{URsFwp?%U8NI%HT(HEk)g6RLnr=%dI_Hu*qeN?~Gyqx4(0te#xflrek{y
zTI}E{uH8(1^c7nu4s*y6NB9heQU?G!Pr4T3K%%0ZG47!kH|_b^bVN;S!+_whijej>
zvQTQG7B@(L{_E0cmQ``p9~pJ;%3T?iw30X&f`Bh*_ArjZZDhI`zs4>^&C5=ibEJP~
z4Qz)e*38~5l{VsPTLG<It{D&1O{L(M1sf^j;Z1U)0Q09>#0ZigOPF^q2hjnPO$LAd
zA`&*dVyzZ8&Kba`Z(;#StUuSZd*GrhHNbIsG{}Un^UPSvD{_;t%|kN(3~WVWM6{4j
z30<28!AnmCOSrSIc}6G8u<N3t{Fu8X4f=9ktClMGs`3I3&5T=is^FTA$(j_KKUYcs
z*>&yGLko>9F<KverU*s+p5ObV9?Q9o9@w4w8OVC~UZ)x9@7~GO*~)pnVypHF9C;sQ
z-v4GakjXXS%x-l|!+VGP@SZH``bESU_)Zq!p52mQg(}uc>cXsO3OPJ=%b|C0+#2xn
zG|{iJY_9_>tu?4FZ(Q5U$2=vI7$`Lv`DohH0p8e-p<O;OPk@pQiW^FV8O(gskBve$
zjcnnH^?F~vu)DB|1jJq%KUf70q7VwUux2!I2mdtmb3I%^M4ZC+H3$x()@1ypEu!l8
z=JNOPUug85aF!pC7R*Vk=q>j!_s1s)xeuP-4teOuZt>}ZEJ1Ug2G_)fk3Ec7PKLZq
znFg>y09be;+VBW01S?be{wjl?)|Uk!?bcQ&#}J>%7rdbfqx~?A=A3h_@i+B}!4H7k
z)7q&_zoGz4H;;As-*<aNH8V_Q3PMz5**243q)X~Iapmld6GoJ`U{v}el2IRrZAa(T
zloccpP8y3Qq9KVC-(fj6>~pt}%sVb7=V!=K<JSdM9DD`R(VvMHU_m_@jI0{R5TH`Q
z5+DzrN;J?LkIi70>e+=}Wr&hENA>h19@>P3B_=LPA!13zb&>=J(_`F~Bz2`KhV%z<
z)5;uWwJ!a~XSe<#C`!OMPp?daU%(NY(COrC#{GLS<j#^tg*)fT$)&+_Iq1&C0h&Zb
zJu0+#j`{SuUNf?6tW#7XIx3kxKaaOSw}H^4Y)?DXX%lE!I-&EhoO+?3Z)zv0V_5e^
zc>l0DTNdBCt`o&O?1Up+|6xn8#z==#8yFuUMl?@g!n0-7@KqJI&C*qc;muFjilF7T
z*d}<fwab|-@)6p36@U$J)}TcS;=G%eIILU@KG!pxcY1zh>qHTT7`Wvgl=9ms8Reb)
zibC<Trkq?ut{%azInsi)udw|BA(hqa_Q*4NW+&<$L>N{^4G?<5tTYM<7`Dw9?fQ!b
zt*8fBh1f_+EXd3oo9UMPVpnJ|GDfA_8RhtJpba3ttwPQ$qSN81!t^D02;0n$<!>rs
z_Z7ZAcuPw#t|5eJVh=TLd7P?h`PU5~wl>$i<aZKs_<jmKb*H>$yX8jCmw0$?wv(5b
zhbOd;Vx2Y{d>6I-v6|i2pt$Y{cy07N70jpj{;weHHddzmEx+F<XpR2>X)&9qiQoAP
z1u>goj|*&!kil0S+L0E(ZygvZQ2AslOUR<r7l>WGA!Y52Ylu|V;7B}@ROm%;TxLHa
z<qzWMBDhTY)wIvbC+4)C)vi)fORA(%uijy&Y$(vW@%@&2CRig6YAJdTkW}u*ZdnOW
zdzLg6<uxBP^;0x4QR_RXGUDs6vC_uYQ(8h83Q@N7{d}mJg((_zSaa4w+)3nLogTrw
zt?$I>N>2?xn}aTlo>K!ilcOmM2Q_WcJ2MYDN1LWr=UmUYeCaI<gG&~gDz=}A2xHi2
zNLYt`U6n?<Y>LD{ak@)qyhK=3MqYHBd>5#g(9_6C&A7&O7j|e4CMEnmFW!d7!!cUO
z1UAq?mG^guNO^<COeqTP>{%$tI}@(d(28)*!A9*1&Wo(1!}n|~go4~sX-?`jC!W!V
z52=zcP(k8y6FVlFfFVuwnTP$XEa}lTeTM^V`J4K&q)<r|A+=r+@`-jbH$<`yzzHCn
z#M+MTFX%Vjl|bjyAVL{p9Ddz&Uzc&c2C=!Oo%EUOFwfUF4?!`j{7r3)PydmKRc5~0
z?>eWZNxwS*oNV~jI)_&uJ|s&*alG$DCCxgX*XjmdV2qO;4Bv%@jW4|>vGAEF?SH1R
zmQKm2p8fVzpfKtHTCMU1r3e@781+KIODCAaz@9<y#|>%$<3df%MVJvreeDJJMYMVr
zv=xDH`*q#QPNXYP2K?@4KYZvmn*9DLNryF0Y*riVv+&+D29zG0l|xZoiRjRlW`0sj
z?zEw0_c*x6B{c#hDsYVe9S6{VIj1?AqqqCLPb(NHia1!1QQ*`CT=F^o4&|N3VGD+m
z+P61pNh*^&>EcSpiNlo>``=<<UoIWjldva}`$&+nz%_I!>cC<DyFH(OU5;b0kipiL
zxBphuEkvCIpG|vZ1s^`7(D*~?!4N(fe;(e1HfBoaL)$fR1)RPzu)7@S)wq=f-os?H
z&WFt8>pgw*=60=-emh^Uz54v07NApA`Y*d25f?Yj8RBzlu3w9&sXFrNF;2C$hYTJ@
zt?eMpHkfaC(iP?3hzP+{Cb!iLi|5+o?&Z;wW97Zw%VM@5Z)mc8ql0UZWt$UB3++w&
z{%#1`Bykp}i{uYNv~PkGiTzS)YxP(CoB8|rOaJjGM|Sd@sPXEfUqejT!z|e&b67<c
z3bg0048Q+_U(c-r=4zm%<JP#_%mup)7>eSd(p(-(LKE}7Pd-z+A;y<Ua5|pz>}u*=
zp;oMiF^rkaM?5Hjjs|Bl7Bimqu}Ft(i@`_T?$-0oqP*Urk)Rv_6sS&&0i9SQcH9)#
zm+B@{;C?Q`JwA9YCH4VhtdsB2j~Z#sgoZ?x%R3hY=EL8-s5mH$5%zJ)#2iYg6c8Jw
z`;0nj@5SN|A2JKJpaP4a#1Z9v<4F_&)<T1x$6#h1g37}++xD5JVYu$=IJxm?_F<Lv
zW0Ma>q~kss!G=*q*1RT^1`pX#fZN3v+B=MkZ4HR4=Of?o9OXf~B4&2U=FzbY#n)fK
z^(xNR%H}bB9Xd#PR+}eLBTBs&w4U!JRLs;j>7_8-a^r;prju7sP%e;=6cuFD7U+2c
zh6efB;V(J~OAd@kp3O%6+((SN92A$9{#fkXKQuW6iqb=3{SDstxl*h&Ac>eZOLaYv
z=0K779AHKrGs_Wj)V8so)5mCo;}0+^_V)B;00r0baiKSOT9M3}0v|HzSLD9dFN<YI
zb}Zm-L$($yFBD9iYU;BM#b3qi;?NcpUd5-?2Z}4`2hTfXdYBTfcR_*<<IR4DCt_(?
z`-Dj$;#J^Ow5ARPKoo}A8TPXmgudc$%v(7u8$>0uPjo#NX8YJl5O4SoOQl}=8+VQj
z->rP-f=cOK@n3REaZluL{-gb6B@+Who1LLPWa-gNo*kRM=I}brd?tPFQ)AgR!HzdV
zikjK9;b_2%`AHpxIb+*4kF>w)nz4Dvswod`S?N_ZQymT3#5d7h4+^wX5#@0xZ@-hK
z<EKZ8>Df0T!6Nv$1^|?RxikuDRfeza=hD5-KN}B!r43!MY2NS%r{Nah^Gart<6F<K
z!JVz@o1NvDS?tEep(JC8_WFDrOixYhZb^p03ajF0)u)q?UiTcAd)ZO-NKX-a-{p28
zFl*eNbSC;mGuJ%BC9j{(w8iUzNHSVwR1Rm4MsYDQhnn&Od@=j_K#G(sNINNq^6W`p
zH+%Mk(l+2;z-b%fW=2Is!#mtCMTbGddCu#w-75b=wu<xPl;<{aRk4u8(5#cI;_WK>
zHeVw|dkNp^Of@pIJ^)orL`>0#^QijAh(A9quA5=ZC;E0FhK6R}#h@Qx{GHK)J1M^k
zBYqf}UAkSgwKFD~uH?s~hi~<F9~Y<0iuIWrL*k40BvJwtoZXJ>2W8qlfA*xN$ZIP0
zQd2cOzy5mpcGXpM{c_SwfxED2;j6)4+;nqr*UBL5_e2iH8p-b}hl-SlTaumU;-^wa
zY@X2$;c`D+`v<hNKe!4I<C{;u>)T!VawoGT?{jTVjAu%VY47=`pcV7bW;n{aoQKts
z;c6Xp$~85r5MM?X#l>Vfr7}tN{6yo7h^1LGVT_^LO=#FLxPY0{HqnW*cfWb)@@dat
z)}kzP?s_2e`yceu0jeCtGx<n4P^r#L?e1p$RGOngjfnG0*TbAq6c}23#UQ03rrfSl
zy`JePxVYrWIn&#S5G}p84nujZZLdzQ4W}ya<wU_p{ywiM0gHE>f)*!$zSm)P*8eSJ
z((cJ=6g`A&J*a<4#oVGpm1;z`$1b~`(I61_ruoxoQ}sh@g#_t`iLV0NU>CTdjkGtV
zqQ-VWJcSr|X*Zl5?>d1E#|XJl#P34HO+B>X`lL-su8DosPu#tt_yI4}4+C*C)v(|i
z(m|&op8To1Iz$KBT;33H>{47U)DOQ+yXty}l=01uN^qnxFUsZ4R{+9<S_ta@`T4!5
ze9xVX>Sy1?h?|ia9TC@jXkU}4d<wGIb;{=^QV*yHemezeSMCZzp-FwZL`H|4{|n$2
zAL-y8tU%mAp^Bw0DIX^#s-}I_U5B=7q*ew>QjyViZf)D-*Ut(fCieTw1)zZN6U@Be
zTWPrY?jsUEW#LeA2qvF!6rJF?VSsZrP_Mqcke`|f$?T6$i$}<f-3Yq69Z^aCxc2xO
zTG_Ug5&T8^14sqn+`$cO`C8a<w(Z2W6-d4uqLmP9jz~=TrMq%SOLc!r@&X`F-rPti
zUuu&@K&JbLk2$70mA;ye*Cqfi2Vyjyo2n<|Fns#*oys=(^_zDjtr6r96#G5q0+0^`
z3NOK>)K|>Zr`IR?O*-qNZ@bw}bYkZfJzT5js|A1r;KIENtmG#FpzqM+Q2f@dF;4%z
z7=G&);K6M&g>xK$w4CwoH6A5h!^aOq2JM8{n(dHVxc$6r`?FW?*|)L)NYi+?v$>LX
zwLn%%&xO3CjzsCU?Z>XGC9$Twq^%4q_g&H`0OTZmkp5c10jX}^yQz{Y3KxJ90P3_8
zp7aFq?<Ax@n0yYS{idSH#^$1vxgcomR5QD8f8GS3R?pI?-s)$>J&a@Izj*&5s@eVm
zqXFfycwIO69GrstSB}YEaCJ_=lUo<z&ci1f39&UG{{kRAcJJwUwfPbewH+rtr#hml
zyGCgfqPze|TLq+bd`;(4UgrW(0^oN(1yT23u<%{#w6pxYCz@?)DLR2a7gjDcQD;Q{
zngMI}D9wBU6<bTbYxOCuu-$5MCAi<~ii?;jyw)dkVgRx+pmr&(gc#`*C|gz*08P$2
z<!S)62uOdEl3UaM^5>*P&5-hWO<5PBa@^m?Z>U@kMKsF)4|Uh2?*AS?pTY&8I3q%+
zqtOVwmtLo0M&M#u`0m#LYN4pzSJDh<JGmB`_1A~h#LDX1{YO+n;{m$pGTS)2&wp8s
z4n(VY70~;<E=FB$ATTNll4ikOplHBbvFb}lZHYp5H6=}sKuzgPKKGZV6H#}xZl~r(
zsjq_4Q$e&SfGDpiIF363iyf%sCsTi6sB4KHfma(wyH}C<0ea7<j~Nqsp#2m>Me+}?
zgx<YuvCCs3wz`c)vx&8GwG`^lD36XuYhsz(NaR!j-XSY1lZC=cP3A1Ys-h@B>Kh<U
z@_|59vQiY^^VjcXzeyc<%8By1bSssW;_`{w?K86D2;|cTx${u8;hk)AT)OS{gBKcu
zh~%$<u8{<SO7llg->B^SUhdrV-zZ8@{(A1G^EiNF1ApN`MhXvzrre_V{h+%k#U^h5
zOTcVy4d}}`0((!g!d{md`0Wofn2#;TezUZ%jV_&<z|(0gMmRRd_<8MM*VhCMJL;oR
zdqcDuuczK>5QL*yOLGMNvj&mAe<S#yD*_@Uv;X*pC$si{X{R1)LM0L%6G%ks^iAvX
z&xQzgJo`5v;W!G-rBXI1=Dv`hV&@=Qr~IY)QAaG=KRkPXI$rsl?D<DZu8ZbeWcdjD
zofF;z>aaxTrchrB?$LCO(%)(SkjoEb+bP<Q^7WDaU*UQvuYkyue7&Dy<Es?_AK`_h
zVYm{7f+_OFeat`S%%<G(zH=Ufj*JqWs9y>sZWVgubOolKeSeH@3-5LFF=0#>G;M3b
zdignKcl6ozmjlKQ>4Mqg`e4b_!EkXLg$;`*pwqwxtUGYMfmKm&KsD6wT@yB~>N4T*
z5%Tg`>xc_shedzR9G{00F962{bCSl|ixSK`no|3uP#RGGd>VZ7>id_N9kfhkg3aO<
z!(Z5-F#u^8F!LdmVAW9%O>E7uQ6M!Dey`IE{JmnTtesyIeAdp#@)^Teci@4&+hD|i
z4wyW`9y?b}6SmKT_u3^m77;7@^XK?Hlt=;akCJ%trET_S(r&V`_NJX)$lC6YJ&c9(
z#cim!rh({WENbX2tP4YjhG^2-3f4_c(4(s@oac<pmGJq2w}&JAH+zZx9&mg<N}K>h
zq&#KKcjsR|U|#&99AmGzLT9BOBfVMQ4s2%LHp53@?Bdm!Fv$@<9&-wr{By8i>3Y%M
z1CGK$i4g#rO@|zLG|KLh@HJmm^IgG-uLFab4Pe%%BP@IN!sx{=*yeja=bnWnz;A&Q
zd_Cp~CjGq6BfoIGx9c3tU*y3YUShuw9EF1tApqpbzy9U}n@xutd14b!4CpQ~gz?y>
zFdfpG4asdfs13|}cS3!8dkmVr2s;BVX}o_Se!Jo8xrjOL3PgUv<o90Zh-03IM1L1J
z3Kzv*08U+|p|`S_C%^Uf4x$rLEYuy}1T6*)#Z1?2aNd244ax1c?-X_&&zmFeWaLFS
zOkMylmpSkzYakbkfGh?dBEI`{Oq;q0$0M$a{w{D7K8m#fP<@}Ad`Ituv*ESHCZSj`
zm}Ac7-<!UA^Jm{v|NTKYAGROfo(tjYK8Jbqeb;7_UZ^UNgU`of7JS|2A~O64d=G_)
z{vL3AITT9)piVlMpS@+|r~1C0lb+}#ENakyHkxAz^PZiVW3R{LnT0z4o=<2zj)z^s
znUHe`3G+il=n<R?3qW942#$xuF#mzr?*Ye`N3j!tfQxro^B#55>3eXf=tL9~y36&^
zf7U$gJI&2+jxU2^B>)tvdpk1==bqf=&3gh2r&+<ePhT878!!5^;rKdHYy=?a#$y(?
z>vJy(<{tG#Ctq=Z>A<!av0#Ph&xYgcMX?b8YUBU=roT$q?zalP#dTTTf6YIEqCXps
zuNR^V06F|<(gy0d^R2e=tAo)*8?+iaQuG&u<LicK0^miYzx#~Muyg5EI?g3N#LUxw
ziB7!Y0+Zo(n7Dk6=r0Jz*9}nwfClEc_Ub)uWoE!JcomFYO<28uahOMm9gnZDVb-q$
zmT%)7ZaBUyic|n-z=pu94{<9a6Bl1U#&0{jsl52#Vw=A@nD^+6&E65BzaSi6H;POE
zg04SC!pAH&&i+4%L1?(Xk?15VuAtt1<N(|scun*dgyZYR7Z(6B_o;n9HvKhr#veod
zHI||ithhsez6tByC-%$1@%7`23P9-XbllGTgwWKx*bs6IL%ha{POg%Gx?`H6<Cuw}
zzZ@K2KfZ_n&@|fQ<fFd(E|>m>nVUK6Hg~{*q_d)vtGGjFl`hPBcEoJ=?V`UN9A7^Q
zT>wtR+!Kf|nMS+gE_;QSdu+fA(Fs;u;ds^wW89a(tXC)0@7^7IPQ;1+a&Ub8C{zKU
zp_geiUcWmr(0A4som3?a22Mtpyn7XPpXB7{C>j)+0Gz)15D6bL5q38XC*zaR$g`Q~
zgeqwu^S}PkPFS#hpXe_J$G3q(5dfN5m-_Bg9p7@DH5;9mM&+ddAF)YQQb0|ACPVF*
z`M>r+kmxT4$G3sc5&-YeM1&-y;p~maY-ZiBdB&YDO8#YfFdf*2HT|vH;Vb$}!SU_j
zvjl+J_HSi<fTPbkctjo$ok%4SB$_nPC-wXH*ne8|7lPy4!e<Epjo#C5|48;Ck8^iM
zmvsZ7?`$ACsY((IW;8%OdwVv}r`Rt8$G3+93qbI#G#1nUPxJ*eUEB#KBU-{M>KdZo
zq_c7Sns06;I=PAxhO2ea+NlOcI#<CGmx@@urUF)bRAArBR#(IrmnvxQQUi5eYAYOP
zJgg-K%~>q^i@@=1qQC;+e?A3kF70D6{eK=?hbgXW;dam;3qo8(Cu329OnA$QRZw$S
z85oVpnU$9&=aho|CVU(IQ3mFt%A&t(W#~KULuZ99%)58NvTa92e-SvoP2^huXy6X=
z_!FXDJ%sIMJ4OWCO?J%lzxBE|3|)*wCuUK=(xWyi_9_RXQDxLlr>zc56h@at!<l8#
z;?H`p>d_Mif^LfbB5-`0$d>@nlu${Zz-HY2);<1~9<>BA(=^<9C%-&Q1QDp;$`Dgm
z&K3P7;P`ftF9D$8yP}`Ig26ZL=reV#joPEj3ub-6$WN%(uR0nxGsV{BbKoCQc;o$l
zE-0E)-7?45iF{W9_5{VC<K{kS;%<jF+dE;<kx^*6v4!ZQEGp<a>7sm(axfcHFya%;
zMwN$Mmj>9oem3sKU%>tNtGJu`61VR^NA#^U96O&<<S#<p?R0$1%mStN8JT#O@sTal
zZ`YEai2kB-d>P~_0MxUO>it(=y+@Srg3_oy(P=Mn<^2oh?YCavSaebrY3aYP+Gmyg
zghuxIn73evK(90bM7j(pr=*83;1gCfC9q$3GCqC!q;d`N>9`1@#PQ{!RRG8Yyz%A(
zjz7ABIYG<OX;*g)+cN`E51ym{!4aa9v8X|QkBU9Y<#_fBV)_rLhPJ<115eH|@{chs
zg;B<(U|y;ehOat}Ybj4<q)UDN7BLBFxSI3?k=GxwXA*Mx0j>z^vBK}?;vOI_F&*)D
zpCRS(OC$=SLCfdj?#rHGKx7Il-4h?YU>3%O8;@B8CnLU4rHd7|r3vSerlBiN%a%v3
z3Pk#gcWjxCy(JU`DUT%Qxq0Uqf@1E8{sMD+K>;8f48DnG>sl)W_>5Y-3IlgchVcq>
z7&_JcW*mZMv#Y~!biqr1^Ks?TsD%j}9r|aN{1O46@2erc@IJ7E5m26l@=0o<=OqzQ
zFU6;--S+z32VA)M7#SZjRkq2W`}u2C%S1VmD2V+Mb9_Mo@DoaqfQ!j!J8q;<cWnjZ
z5iQtwb#c#MvlfBtAKtJ*KfVRW-~hL3Fv^1f)E-b8m0FiZh1QbqT0Kik>i%QPVbpXx
z1RY!lWdV?{1}KYwvLMXd7>1W`B>R&^AT{4<zp*YsDkOdN_Jc~E@+QChHu-&)?Y<ye
zK78)BjPSJ2vOO1N+aj+$68%NyC}aWf2~T2?e$?Ji(S0W#UB;$pFHGFA6hk&n#|WQ^
zu-n>>ImN^#W>I0hTNT!ZpBwqBH2(!rccYMyo`Bc~v8d7VXPF3?k1K~+PF>Urz>~+f
z)RJCV0BAk%(p|PZXLGm;f#vsKeIQ1*9&z=N+Pv<jzGBWtZNeknrtUlsp1c<QMdm1E
z0XPwJAJ;y-=A-w@VXj-{T-*IC3nhMVQZN#qBqI3w-|YM1{fo>JknYoLMlHO%<)<J3
zAKt&fyqU}LEC4r!x;~{fN8;3O*L1A>Z}d&R0cm>j@}0(Ghp!COcpkDa#D0-E3RwVX
zG~eTo;uHu#b$u%J#U`Ry_{*gN3+dG+02KwI$32Y0h2&!hy1Jc-09gW6S_)NwepO)A
zSr=`3Si)=XQY8U+gODvw`4)g#LUkZF0Z@nB#6jIMSsUv1{qQkU^cR_<kOhFSE9jzx
z_$zgxzt9A$PVPX!gBa0?C>CaURLZpqP(=`c(+NV!nwpI3NtclH@GhdR2tsOLfcEXI
zF|2=k?D3c-(B>gD`2hYob1PQ?NPhT|Ezk7KT>vzt{0hK`Re>4=AWQTYnd1ux0AYK;
zdFJ$+=HY?Uw-eBHdw)iT=382`k$+6x%tR+<QDL-uRY3r>R{@L%Rz!7U9R!^}k6S7C
z5T9}%!@Bmvz9nPfyKVtP_|dJ<<OHPle{F=8u4iUt6^a0;vlcYvL)8E-0ACmK6bX1R
zyR(YpQBSnl+L?9w*>v^DH#e1cU#Du?oB2jnfQ_9oI(M|eoW8@cVCY2rCE)0ai8Au5
z698!}fSdCuwVwL<TO(CWcnT6yM_NsSp{@#`yp2lu+?;@10KP8dD-<~7b~<Yn_$y-F
zH`Den59$D<ufYPKCccIp4A8o@CH6SaP$0ZAg7$jI1Rw|R6v#zw^b~9(pOPQFM1GQT
zbl?5-*J}66OMAbz#GQa87x@x^lX3UqdU0og38b@9hxrl=R@D`q%mu|{mnteP0cK;%
z!&)G}Z3_#mnLk!5`K3s@94-))0&yhfe@c?Xq^I_Ma_~_EAKi0mo}&_0U3xDU$U`K)
zp7In~SrXD`W@fP{L3N~m^X?<ABtF5N)K_ZrrGTRk*+EAnBGflPny96Kq7AdM#fA2Z
z;Bf#Y7WwWB<Z{d##;fyR?<Ys1$p|~tx3@?8KgPmpWM{Nk(YeIU2CN(nSZ_#W*t9lc
z<oB3ACQsy-B4FcUoZP+=$G0p;NJIeZZmsT~Q%E+2-JXrT&%$>DB9q}8F6k#g>;3}d
z_a*U=&x>OH=~#ktOuxU7SFrFq#TEF5WgnZpjh3bT5$GI#a_8|0Q#}ty$wPrg1ad!c
z3Jr&MgYk&wFdo|!Mw4t{Fs%U$=2$>~o*DG#n!{kW1q^1^V`JVKPHhO&L2XdKdk-wz
zDjEIeNN@sN_nyS`f1FE{2vF6h%D@UR9$gNW_I1$M))c+%TVVTghkTJ=3ZJ!(*uHML
zjC33vMTr6r33lY%ZLB?b7K=9>#7x(1826VuhC2R*UJkR-b^H|cm^1^ur_4eB8S~kg
zcYpl33hw((sm*Inz-rNnogdV7Y=9>1P0>s!_2*9>0H1a93rzl_n^y>>=`GP;1deYL
zUwnG-yrPT8Acay^cey_F7T1ODUk1=ECKdu!V~j`HvS!i#)2G3C*>v~{B=%W5uK)rd
zkbm_u_=WM|z&ON1u@QhHA-6Gj@j{sQ>Ie(_uCVCV4K{uI!EVS1H2eMkw|A~DO@~n&
z|6^=(={BX%h@zVsX4xBUk!yCb`+`}N202A7nx%PJrL|aAD`ly9D>W}ubo18AK&O>h
z&<hicpdz}w__pV<LRe*i?a`m-#fRUEG4|Vm^L@_qoO7O|!`ifXp$$h<lY1igHpY1A
zHh*W<R_kmpN8M$w2$=s)1ejRVnbXkMQSIGx&z+lqh=s|V5da3;R@`WC!`3u_s?JfL
z&(drb#NLYcyYsVXM5SBLC->yq?)$uVW6v-icUw_YWcVHp7`Y()ghdHnr>`|1$CK`x
zXzA}4Zfk;I%qanwiMF9}v`;?suk+`~pw>q7Xyk&u?T_zQ?;1n9vkCo9J0A7i#3Qe>
zv*$x+B|2O!6z&sqj(H^jEahY!Xz)+Se=Y#BtY9d2L?Ud91|@g9g#Uknm~G~j05Gb$
zo@2c^j;9<IN5dgEs`x>n;#e4h_pgRBF$(IfG2Z=pBo-T%BQR4vW7Q&e_Us@8rYzxU
zO_s6@iHqgu5K&17kYDyd`2Qw||ABA;U>A?H4vxd&dCjK`H@aWV_#JjWpiRx-DaU=8
zx!9~ff)xqdk(6#iMsXR6?5!xh_Yiru1{h2i5u-nh5bXvicdz5M3+%}Ta<YlMEWH2W
z>=C>6LU$sIr!@=9TVQw4Asr!YgbP5&(+LcHevitRT__uEh1FA!+daLr{yS{?j-}d(
zoa=SGcEMCy%Lj6@iM%YlCub)XBEkir_tjfIPHcKet}Y5iVN0cO;}C?@5iS6Z;R&R7
z=K1W)S*vk&qeZxZ2tvvT7l2yV3*316>yv$UIJfOWvT!32gj5kO0PgX3c=q*^&qQHa
zt{h8^YY=!c6e$JQgd2(=q=--fU>N{*!ANqm(P#CS=gD!Vy9C8;b*Sib^GHFou?RwH
z2onI;i#Hhg_=R6R{-+%M;`|__I!;4t)5G535pFPokP<=!fDIgFEC0FvtN(P(xF-EL
z?l?w-8;u~Of)D|4j!mL@VsPei+_Q@yJEed;Lj~pDsgYz?YFxsNMi5fLuL8jK@dJ||
z`09V&UHTiR58!3JYE2BU&SUMjt8_cD>7W5wmI~npBM2$sR{>z%e4bAqkyv$TTC1%L
zLHd<YB}DVa8}+tmesAEOj2zw?EZRT>A!Yo&1u)f@Blx@uA!n9Ban!rgZ{3LSEgGa2
lSb3=~YrL^gm`@OX;Tr=HW@p9nv&aAd002ovPDHLkV1hk1GtvM6

literal 22760
zcmX6^Wmufe4qe>cDOS8V#ogWAtw^yJhvHJ)DehL>t++#RcPQ@ezU<!RyMKU(cPyFA
zBsn<~p{gu{hD?kM007YBWF^%B04T_xPyj@D$S*_ZQY!#Jw?<A<O!G(9nJ<Da?#OD>
z<15I!d%b;x>rfJtx|||SmAwYbMYo}v&lEktP9H~B9rrfFh-xJ~T#_BYz)%pN*F%Ci
z_xxIA7CHi(0AH1HC^#pyZnQqPemHO7(5a<$;<(K0=!h9RwBA2k+C=E{19kQL8``}N
zPjEs7(wz}%?XXAY(bACG6FtoXoFgu)eJo;VzMas#o}LVR;c?7N?N?T&bsyck(_MN)
zN2o2;-dS^hi6uQ9T7XiqTR%BUmQ*)OY##yv0KF;gxLKVRfN#9`<no~g+9zfUx+fpY
z9F)$86BwEkQ~UQY_-JWBt>yjSc>ZVU%s5b)3+HvaM^ZC25rtPhZ~;_0(dz;#w9uqF
zr~~;NJW}1Xv3*bkfLKAZf;b!;fYDc>XlK2GTIQ!wn3<ZmLQ}{{33N}Pbmqf>*NU(&
z-^l~f!uppl>xgO`h0ozqUM}(9i1}_XSO6rR(mk!2N41?FZ~`Ary|(`Kf0cz|8~-X8
zN}3kjnNP4qo=y4U=DbI02;jX5c}xAGx>Ur10~Hq~z{X-tYryTuHSk2$P`jTYQt+9K
z;^aYNg<W`i$Al-$3!;)?0&$!<c2?IA@!xr$UA0g0))$r2T)xmuQWtF>gsFu4gNRFN
zN_tBOfe5iA|FwsFF<&q8)rS)$(-gXjUWe1b;BZ}AK-h3XaC-Smb)bRy+U@w>5&?R$
znDYAEJ8)XymI-h&?dprtlCu{3(=4I@T;lNGYNK5+jJNtKI61GsgY=*&Ldq0i&d|H4
zU%)RZy%3E~UB$@$4en_T5%(*r>9HEdBtcb@yvr^@>>A%iiX?uQH*EOSy1PjsKO&%?
zg_YW>YiPlvhW+wRo)_U92Q1<z@vdbDdtoee937XY;6<bSus{Uqx?af}O29ej0=0yL
zWt>&?)anAQ*5U&}U;#8_!=QT)&$!0X^om8T61$lkpKMWCx+Vk4+Vujfpfll&>Rx#t
z(Qx5f0FJnXr{+M5-{1BYQFR(NwwC)9YS;gPZnJ)p9n_i}(!PLS@ga7x+c53&hImvp
zFX8yY#S~+V;!E%*evOvax-?Y&1}Xq|*SxDj_=7>Ais@VO&yWMcq=GsHJ9{)iR>%k$
z5IyWRY!jqM_aY48w*lDbwmUw)cOrsxLWT<~sLsDXhz(%@+|zRR)-wygf5LnJgx20y
zXtr&sWxcoLv>2jyshoCl#{A;{st*~kP<5M>c%TiQAO%rZxzGvGTncPr!uT!`e@f1B
zU!M<(yx02v%d`QDjncGHaolmvKj<fQh$^q8OfS1jd!VOXzo9ge2ot8jc=cI`dh6a_
zMi~w5NP$&Ms34>GU_D7vn@@KIHKR7_E}^f*W)E#-57liR0>md_KYs2bU{CNSvVK+^
zP=l4p3f$~<oB=z?!9g_73ZFYn?fP%gC~)~82dz;66kPr@&>RibSPRWfV4=TPYi{fG
z7_i9|i|V%$Up>by5|^GPXhzo8AJ_Njm~;egrw&8`3=s@&gh$mre5a*)ESO%%Q1HFf
zFE!P{r!5@ov9>2li(?JjrdsRSwDThq?b`zQV<0GIwqXu^*^vZa(m+8}*Tu`7&4*;p
zgCl*DKk1^CfgEFKXCCdXbregzg96RQg7EG9zRvSFNiZ@1*5V_HdwR^#a6e)s78p$M
z6=L`F*p<i|6ILYO+v=JBh46PI0na<_#67<75h53L3108dY;GX?87n_yL-i#zq00((
z;%_(q;H{&5@A`Qh-P!8*<>_Z6_e_MsL=UvI7*>=*_KXn~Hc}mQoUb0k&44VSS`v1s
z+Zm@6vaFw9BS7G&cb(%B`Sd%OB~59jdCm{%n|R!T3fYO3N@=M)$7b5ZJG(pdv8>t3
zC=UegCsF~y=lVfKcHXtNA;-b>X^lnAM~`_e5Y@>fP;QBT{!4lmKs#sqW#UFn_p=M)
zDk?|t^AWQ3Y#(d`Nn645Jh81*UYW033kz`qE0*p)e>kZErK(CTH_6gC?i(2{-Mb*_
zu#&XfS1jIyD8Y^C`Y1X6F@HZo6iqk>XVj)g#lDP}`3G%Dm(<$Q1mQ!f%4jO$c+NUZ
z_XL{-rKyF^2Z7kDV)0M!Qhl=G=iN<f#`(+AWENa4QvMla%ol@oA8<%wDAa^~9?aj)
zohzF7(XDpM?GF=eKzt_R4-g-`QrKxvr3cy_&^PJmF~23?U9yj+b`(ItgU{mMZ);`x
z>yp*{buC@b|KWD67=wgPi`o4H_;(s;`|2!BXS5J@LxG_HRv9RC#4BU!2&iExRCG^%
z)4iTpLXqDn?f7+<GEM-9y;4H)0h;-y%%KF-#lIU_#XX!?O*dr5K&$b1#{N9NTgBdK
zXbJet29lrvrOmRD-f-Aw>h$)REh6ep<3XXc_iW}91f^hv)QoY8p^|JJmeIooZupnO
zqRlit-N-4l0vt>GSSg8m2`+Y?TGtrXfDO&08VyPxg8C(3zf5X<N`~n?q&iOe(B}aT
z!CA|~YV$x-zSNIcZy&0+7QNZX#P}2g-wg)bLW%T!*^0AXZ9(Q%v|&UP^+3XRPY&-5
zQbq(e5I|=Q4Oa%mpGPH-oW#bjqu@=RGU`&&Q7K3H)eOQD1YpMol;Tp0{D>`K-Q2mp
zRWxi%zSeurj_8i_xD*l3AQSdv&Ya-^&iZzM;~UQX{#FPce!!`dDfIMnyj6@ws>gH|
z9KCsax`x>);3?QnGcj8P(@BHip|6o*5Z;1P78mNg7ajPZ^8)NEO#MXi<+lQANl~1v
zH>o)@G>KgBJv74cf7@ZdK1ZOj0BA@aXHCTTvfDwWJ<mcvfci8d*l?>U4|g%6f8v+D
zTMv#25@7v35MrPmcP^8ofp4tG+sFqB1N+yUX{eat;Mcg%HwtERMbPN{t}_$>^$O8t
z;TnVr>=rLn(*>j`xn#Dbt{O$aG8fVk?E?ocjv+vvEjCLj8Ov$;CXtXOU^bB;9WhdQ
z@LoVA;pGUfdee`gvSbT*&-q)>r<W=8Y78T-j65?b)>~XI2gH;ZF;X$^Q4cId7X73)
ze7N{_IPCQ(_9uo3O`hjMxc^*+HR0h5jSLA|>{b1KOLzR+pO{Kmh8glr74esBYHB0i
z2}BiY)Ro<cJq5L4uiIavzJj52^2rP#$#Dkxj}OSUBPz8=uN+o)-%5=D^->hpX5>#b
z*$8yaEQ+xFQ{`c#6~zkWP&u)@c<wi2Lgd>-k|w_4N5Nrdps2U5QW(hAMh7PiMF&gj
zQ|{N=L*?B8wNm75m~(}FUxLRgABmeaj6G(JZT}UY>&iPc3{uirvj4)_==6;_{i-s$
z=yH{V)bmuB%zmZH*R)qNcPv0?kR)AV)wKQil_zFTCDwVMo#*s=`%S;Yw+q7qhjQ91
zML2_B=Wl4{+tqfzMu-0+wn~nmq^QMq;_Y6D0P;c+#Gp#=%fjC`nvivKFKKc1GJd(8
z!9vS;(`~11)InX=MBfrBo`4YYL&Uf>gF?uvQSDPS*QX-!7Z(}#hE1Ba&+KEhxZDE^
zL-8<pxZw`7mk64rx1{AuZ|H7}phz)z+AEKv-zmVEH5nw&ZwdYIP&|%I7WglNCw1l0
zs8%D@*S05#;{MzgZff#vkBaW(HPj;bZ`o?^=K#4pl`%1T+}kZ!$2hm+CA!bc`k&Ar
zpB*4+<!vX^>swXU2y1R!2cVLVByJ&Wrzz*sK}SIPLM2z2KD;O9wq$>?f$h&lH~S0N
zdR<Bk@Ov*#sXLgiCU@sJir@#6CSP#|k2)i?Q&%G4wJ)iFIS`!EN4YEC_aY_sue!h^
zOA;_VO93Fg-a6JeIHOjG1l=YQI5_E1FlrT+o=Bi;+jwQttdMzdz$EC9Z6!GVGtVED
zdd#^X*Q&98yI*@`c#Msu3jEDL%x6z7>=#2&)1bQ$+2w$ISWvDJL?KHgo*Z3n=}LO%
zGt49L{40$l=98d85Q-=g+`{=M<~29tkgQguo=71Ai!q#kDiTJ&SkH&5k=0g;%aBE>
zRsDs2F#xcPZ9$Csu#G~=Soq5bHI5wVfce@NbY^K_G@U~Z#r_2zwNZ@u@75M43U}9L
zZLEMNd#ILLf08kkUx)Zm0y82kVL)sswm>@IJScUXY2P;bOM$KCcZh=v$Lnpqpi_dZ
zd)$rurr8ndDRi4Wz0$PYWQ?1q=+uQrnxT@hJN^dxin`sE>NbhO7pjORwL^4R0E$Zs
zYF-azMMgsYMWg*+zA-@gYvR2_hZmnAEnoq*Ve@s^niepFwC1>dU}n)Z)mIpYF|*Lf
z4NCtO8^1541xw+&Zki4d?7n0G9!xL+D7)s70nxA@@~GssSc@KB_Q5~f&dK4hRGUTg
z;Abs8p;W8oZ3Ie+Plvt0fhaxA(NR3JO}|)qqC{=$=RPMdCnYJk?x$*cX1e<Cf1Cdm
zp9zqBeM8fN8pd^$*4FR#-G{Fb6Hy@X&+e9Z)(3}0FA*uiUKE)OtUWr^nP$TUO;(GN
zo`QeAwGi{xAMgx#JxcA&9LEy?^vS>uFTx?8rNLp5+M9(lxp)n5J*ZV7Q*mg1DMk%L
zfxOA!ybj^f=cGk%AUC57)7MHAoy@qo6zir(!!_R$Nhe4!-DRfwrZ%Tga3Q6>A?+qB
zKNUP{;wi8oQ1se4qFyy5zqFr;l6*U*1n9%~9?z^GDLVUwJx3n^%4P<zE}1Pf9@PF}
zgoy%)<o_A;S8KY7llA$b!TV^}NOVUf4bp=;MPD^t-xe<2*b<<{|I<JA<+PesoD2mP
ziZF=^a3-Lv{gQ||eM2?>6<RbGDR5&MC#&><O#RIuqm(Rn$(DdQkz8!9p`h{9Vv=u!
zfWk<-njaEqn8to`W7Q9(K(5)-hnr8PJz;|N+TQmEAI_t#u&d{*P9}EkI#`uX<bJ_%
z#tBg3cooyXnd5K5RICOIT^MJinnQIMj*UN0%&nT)UcOi_{l?eN&=K#?aB~D{(m#MW
z&~BGb&1Q=A!&@5R7f`zswTM>vlmCVXL>_TBVTUG<Vg;;AFkK}^NCH5Io8T|dj#w$t
zz#;~DA84zeDLbVZU<w*q8e6}K3INk8exdVJQ5Vef>w()7_G_^=%<-SP>hdlE`Tta(
zc|Q~vIZ0QZsSz#gSrp|^fUViOZbH`g@F*P5x$><yag9Y0Kxyc`yZX?@+aino(%x=h
z{u{-@=hMF+I~xK={zaTb!-{+>4lO9_&!Ddn>0l?Eu_a>)Phjf=GBhTD5$PGuwVi`Z
zJ%bU)uuG0pyEJHj2s-azbt}rF>7vAkOh4xUuh`w61+d9GNmtB{lVuERTTnpgd;BLj
ziLMeU5?Y0x@F>C%CxtV?G+s}BCSdj?m{Uz-fn%H3nX?n?CLj1)`L74L@Xk+wv*;{$
z<edfqnIa8|(bB2nh?}7Ii+bs!H`Td2CB%b-jO$D}?iwQ6p~Xu>$uq&8pwvQ5U9|2*
zKblHE<%I;{)&7IW?*<1m-+oJIE5u0A%`m;+uGaO)6YwKAxmmdD`uQ9{ZYrz_Z4fp~
zc%(yC+~=SOVBtf4uEuf<G0OGf*y>qQQnS>@qXlHwzfi%SFw=X=Fmm<UVh6N-pyXQI
z2d{c6?>dcnn3$f<zRD$}WZY~+@<dkEVF%Ns18W|WRkCc#(>o1J>#<z6Z@&(@07KlY
z5<RQWh=zRH6rHxw{%Hm(jpTY{LPOev7g|-Ot6&7}9i8SU^d^13q44hvnB6lyxuz?Z
zGL0TjNE|++ef2|+*if>~1lA1(Jyg<pfvG2>uz6Ki30hF2@|o~j3QnFwj8e}wH@?9}
zZ8fvV6x}uR^CglX{A2gSPJ$I4J>*f(QJqfuYi&R*c3ACI;nl6{w4g0U#Lpo^IXW^L
zC`5g0gqrRQw%e}$(k#G7n+S&$ungzPt%>d(5Iv=n-fGJ`dgD0?b%|APXSVF%%K3Zn
zaSkmZp2mlt)k{*U?r$a_j+c4-J-U4we2VT*&4QjJ0GS90Raa>AN>x$}(Jt@rJ;gLv
z;D$H~=<@B(UdHq3?~<NG&t(J6#8)_quOP$<5cGA!2&>f4vB;K3TrQjS{nSzGlZ-CL
z6RSWdKVj2r1!v{@nE8pX9cQ#HVuQJrwO7d}{m$<pIjPhi`{u{xW;{IROzLd0(+|GZ
z2!9b`wn_IZ9PXT}d(@qyI|r-9w#>6fp4{$b6_pA{)*;4p(?!AlF30!P;F8-Ykyx8D
zO3Vt=C#&Ck(d@u4_f0xvCqo)m!*=4{!OR>}X+T6=%Q|1shk~72nV9kVp@;PRin2!_
zyWUd5@SJQWwFxu)Wf&hLA9>~}ZnjjY9yOz~tcpz`Az#CH{9&2lrIUf-zx3=$##k!g
z&^e|Hkd9YtYW+Yj5($mj(1tPj?HIlyP^ACM)?;n`oU+fSXQfwAsumvgVn0TZBM|j=
z#L|?r4b?X8Q`8F?A7x&%I>!3>xm34~6dVNKk&5g=3)?<rH)z1ylKbf+UjZGN(i76;
zyIo)Ukr*j>vT8oHuON;B7sme=5`Yi&!?di#gXPS@rLA>)3GsNRUC**XDpEj1HxjK(
z%g5sj97!5Mrbe)mIlF8HlEtWoAyhhOZ@SRwL*LG2!(!IItg;YDh(#h5tJjdKFz(B&
z6&T<ai)bjQSqsl^8TYtE+B<f(bz~YVE!4eaeDXNS{R(%ZF&1FM{XAh~T_@Jv^F^J{
z6=lI}A~1NviGSI>MpzL>DV@rZ(rWl*eO~jW6`ZPXChRkw*$|)cq-@k-U@;Z+o`L-g
z-M(>IFvN?0hFN6!0^?J!=8Heg>z|F;*oa4bKg$G=^lSLO+1mk*tK3Wdm7C@N7sfAW
zf6tjMU0++;51*K%B<$eO%`|g48mR|7|3aQbu1YqquyfG)weqf*7ZB+kt|0$)CiYH*
zo-AOo43=)%T9yENP8XKuP5ITNi^d5gHy4f<IT1Bmy___g+nLY=9WNzXh^RJ=weNEN
z$27svH=KT(pQWf<{AP})g?S5ftN0JE%K>r8lOLnM;nPnPKp1^|WI&BJ)^N^~`Mqo4
zlLS`FZ&qa%Yvfm_1+9~3Ngw^<15w6ST5+4Gz$9R(`DkA6_)R3V=osWi;~in5qunwo
znr3!E)Rd7;q9&GRu954~Q{hVzpc23w^SdWXUWRs?2y_tk>siClYYBFZccnMk%)U!~
z_Ckli5|S_xJqbz*nt!i#Vz7p*@mrK7;w5BAOst}c-~3E1n(<9HF1y)InJd98pRSQ`
zDKyvj1T?E}Nm1M0Qq$i;R~j%YZ~!N?Ktg9|QyqEf@(*!2X7wJtRHZk0Whl*qwU@_s
z{kVvVMeJ3Z<FV(d#Y%xl$k2KJSWP|LH&LH)?>?i@iOBO?DdCsXxyGarFqtKOr)u9I
z&j1H}?+e>uz{xG%onPocLmh()kkC}UGt(VVe)0yVd*@9v$o<|*7+h!bj%Bx7OyoXK
zh+t*DuQ>KcSQGIRo3gRQbb7-q|MLXbgpe|sZln7XAZiSNy$dyUqCnqY(lt{$Q~oXJ
zAFa1$zSSk795@iX-#*#E4z~7e5Oub3khgIVeSW)T07N)!Y#+TU{_gaP_U8f;wA0%3
zsILTCS}xh#4oLq|T+<h{4gB8zvQ?8u+PVR8b0mY%foeM2Y%-<TEfd-To8(mp%u`5s
z!fhQNR-;u(c#~dW=I!rEZF#^vf)7hFqjR|bynIlc9^tT?XP5xUr3@d{2WRlK3Sd9k
zKk>4BQH?KwjxetlQpbX|DY%B`8U&Ada1^ujj?#cr?oM@K309u><*Ij!3n>t1&+opy
zZfGx79@olwE5bm4gfAfh=Q3D0T?h!;lRtCA%-!t*3kRTexx<?fVIj`@c=1D+puHuH
z2;8GC>N8TZlAq|=o31p_Wkd$k*^<$K`-2{S(@W~2H58`4%!w(JK0T&V&X1dAbaLrg
zDZf-)Sq178Z4~+$-JhOV0GnpBXU*~w%HB*NYuff|<U$5(TmUU58UM5gTZmrs_hsTA
z#=CC^&^>BQ+aH{wVpjZFb})CSxJ}Pwy<u61pux{Zj-C=Gzt7HNViZ;jR;KG~3H6B&
zaQs3B2kJ{HlkQ}2;y%yfJezC8ZMCWX(#G`TA*otH5VgiCr6PQbgjO{Rb}vY_)shcv
zl-wD~$**^_B^{0e&_7cCu9g`+Y-+PlK0KXusX}S!%AWS^<E(m2huj_!y^;GLob1=_
ze@inBZNV*$SE$?~e2z{SCo`16{3&1MC$@JkOAEa;Tb<upYjW@2`U-G8&^EW~>Htjh
zaG}UYXgS$S;hhF_$sqlKnV4l`_9Azu-iscK*MZV?<0V^b@Fr0Y5l^3<y}$h6pGybD
zma~k#==*BN{DuTMd-ABtQdz+@VK9BZV2cL$hU2~kMJi)&SsN=PO<Ywu(ffxYygwBL
z0Mdc=@)Gr>MNPQ)%|+_gh@CF&B1gDiat6vG^1ZaJf%?*w<5&S|EG3TY`w{l*TwEkY
zp*AAT{Qd#;0M}sBlgA6BFs^?{!`FBpDR$t29f#Y%-lC(=Q>x6*MHEgHi6*OebQldI
zmNO#8kV-@F1v~#$B!?zN5>Up!v+M7-R^Kyr6oLett3nnUszk2cGJ%bOC2EtyQzs{Q
zeRR@5n0y}R&XRX|a3`hD{w@@<I9?t7)&e+7oH8#sOHycK{K;hKcUCZJ{IMY}O>JvT
zHI%8J;hXeht?1MOZW=Uue_%7AM__*3cHW-l`%PrI;IbV=NUKT0kCgjYE@p<eu1*}(
z*sT;AGwR7ash79XnPpdS+Qe(uTOH;r+$23VNX5P;<RC;0fwq$9B@I=i<gY&8IdVQT
zL7ArXBsp92whJoKru6DAG5jj#IOLyxTnx);&Z+zqBky16A8pz)huLQ5n%^y!%hkW2
zrxnJ0TD_P|sxWk1HO8ksr4UDIGE{`_DwG_H=T`!>SWgJ?J<?q*iM4xZ4Y4eIlP+y8
zA#?rb=6qB17JT~KWtRV&`O;1`ic5R7Zo{Q!&IKLhBx3*UX((%X22oLdf1|lQ@@E<L
zTsBqb)BV8^i=wKY-#m?oc6L@Pvgeg^@#(+jj8mJG2m3IbH}#SePW$tVm$z`v)XMZI
zYYSXbbl=T-O{FCoN!e+q9+Td!xMwEHBLTV=Q^#vYY5iW+j*|<FX9z1R+V<_mYgna}
zr|T2^lu^>*>nH@Im!x30M^Y}Pq3<}eBI7SzHYx3o`&3vbr|OF$Ml_Gl6pnt{#d3oa
zEwlP1^t4!TQwMUV(Ln2%Sel8ow2z|HG^iucK4|5OXnr0@rTxf8Ooc>Pemhh{*jdgH
zZP*>l-~Cw;{?E|tMA)s531mZXz2k4=#=+=oZMHtwr)~36r^yTKvrP=69-m+;l#49s
zmq0p-_m$8BsVB(0VBZ+F(*-y?jGU3%&V9&Tapv^0N_7AnV?-KeDBZ0@F@n0ASd4<=
z>*jP#J#Ls3@m8kYd){z{K*JB=U9YGHHE`j|wL7tG4Ig^iOu#<t2JaU#S!zyKVE-{*
z0ZwI0zlEv*Y8ID>$zuvcadk4Y?HEV5Q>HUW+F5376Ti~I6=0;vrT^xx+{Q^5Ckene
z)-Fh_Z0U21#G?Wumh3-wbwf-&k}GI(y*CC!Z!?;TRb<-89<XaxMf5zx?9Mp-_P+8;
zr<+-rU?C;^Z2Li^P>o76!A7+4v$lf4Ei=arEZwbFh(jyX-Tku4NTP^FknK7M=jBga
zhwa~ILgu*ciHo3oxN&Im;T^12n0DO$dMRvv4^{(dNYWWQ1#S=gJz}#p%wPZdE*?76
zR}H6UJ=*WSFX4P26{P5l{6u?Y?o+g7Fup>uV7q!$K$(XThwKcoy>$wm=~OZ|dQU){
zsq2#zE!EQvOjc{cr2JbZx$riyLguK|Bkw49l2N~^D&m?&OLgNyXOXVgB8%kj^t6Sg
zT9*qEa9bO1F{cUHhYb1Nr~&MnzwQlLgcSPc%ZMx7ZIAtZ18Nj25TsmI$I6FmeC-XX
znmMPnWJW5VbOi9@%~*@muD~Q&pC|Kb&wd(l6xTyFRu8#18BTSp;{@k-wf<Kw=;Z<8
zGw#=X?fQD~21?>!>Z`epC7bq`A;=zomKt*tmlMu61PxIWG7?4gI9llGwjHh$vl-fl
z(!Rmto^U{NuIs_=4++s%260YQr!e1re8RY#yiFT=wOyh8(JQr=f^5WwYdD>qzU4=n
z{^>(>BOO=uaQB7xmBBe;Ei2jKU~}dW%XI2TzF&ca=T8L`VPwfqOB<bmF5|SiRo{L&
z)X#A0aMG8|Kn2npIFDQX>_%I52o*pTi5j;W8aMS_AlBBYG(9uVIt3M1x3Og~5vkPn
z!2F7>21FS*O_wSe&D&W;a`%Vzf1gFY%iRw4;~<%_{D<2}$c<Ypv06BllE9}OU=CxC
z#;apJ74~20sTE<$X<Lifo*Tb%pk&6upv$(5jq}gGl!C6L0X<N9k69K}99YaC;V^g9
zy&9W-p<mXsi?v9u4;RCKnjaB^wA$1#Fka_dYqL!)8G5Ph4SvXOgTL(0C-fXPru3R)
znsFJe6!#W}7<LzZ>0PtPh33|5E2!+{^Op>A9-WVjXzk2K#oMhm*7p5Ip=`_FDL&|D
z>S0~*Pa9MWg&xpG^_pfveaL86v!`-D1D}9cyX@{r4XVl2b4fKkT#N`WxRX%lva{ow
zbeIWM@Z_)LEX~-P1uOBjf?IuC4I>=*t4WC6W~6qlXphz!@Up(f1=pk|+8^xpR}l2E
zio2*zO==L#nCfYy-JcldrTHuUS2Gm52The-@*q0&$Ub-8KiZ#Elyg)tAO-;MbgMQR
z)zdo)%`_!ABkg{>JI86KSD8Wr%dta*O!DRWdpEmApE7GVP8Ek(_<S_X%mq<1>5rj5
z@+D2w<OH7m=fac}T$nPs49!+uR_+dSVi8du=e$@wNV^Bh;oCzl`@H_IsY#(9YI$DW
z^?)RDeX=43yBrJ^vxlq(e1`5%njcwoZP!`AHkgZ|fBt=_nr2X@@G(SxHmI&(NY`g-
ziG@D4`88|%jhgLTA7;W{ar=T(8sd$$d-lU8q(DCJ<xaJD9LL!N&s=5z_}hyKEwrY5
zMP{~6Tcyosr3_`pW;x-e{RQeKB&$5QOvxl#+_&m8aJ|FIUcpy4%e@*K9b!C#w;<nZ
zf!f`1TFs@Up}TD(&R-^xZ{Hi5v|+kn-)C?-Llp{pA;X7EaiigG*8tdS)=F2G+U**B
z2F_p5{jql+P(1Ilo6+SitWA1ScNH+sOz3{-nJrztA)pqNH=Rp_#O{Old${9-pP{;{
zIhv3IY7Xs5km6WpzxG3}H`y&x%*f)&b7UpJd<2v)$oz#o<k#z_G<cC70M>Z*$Gu5F
z1~7wFCcuHQ73hBUZ&W8?i(k9>NO>@as|!UzWM5D6PG?qY({uun0O`Q?FFc=b!VFg;
zIn-XS*mjX7b5wf&&LlP>1GHd*`o$yfTK~(Y<8R9o=VS>Ln*)05|E;ZYAq5DgH>F?i
z`>~cR=s&gYP7%Xx2}E704t62C2>We5d214?L4|GT)xLCh064P@jPoy4pld(6s>K2%
zFJxZk4iS-r1FLqMPy!&4nzD2--tqetqqe8pIziq~np!YY+EvO^O%zSQ11X~d=O5^r
z?%gdLIyGs|*TyhdYqSCLTFioF$c}0<6@d8LnqR8mxK8ph$*qk!gqAlp(z#G&Tts1=
z3cwShRxs6eYSf(`L<~&455ANuh7aeoaRCXwIP)IOnv8%G*|Ld*)XYNG8s(m1kBs^j
zDE%C1<(}JBxPWIU_$29&#iHxOuF15vPWCo5o2cE)#w9S4H-X|$2g#ZL=O*x(zyfx&
zR=T!I@^~CXSAA?m$&YPX#ae;RWx#GXkWLl7DjP=ClChe>w<a+?MO&br1Pw!cIn=Cg
z3<hz(@>7*md;x$nt&9Nx`%|sEpiPyubfb$iirAj53)>2~qSXLEyazvpqe=Nqz59Lv
z62Zh^GUH!Q9+7X&z7ClZV=7hY^o?E>gm;D5u)hxqCo8`Oism{me%o9rI6f~Xz6}qh
zISaN0*u9GA37DAmOz?mB0!j)zIR)Dt?6?lhP<Ai9J74C|mWjX-1{eHac7C%Y2fYXN
zu_7<0_h#<@qLc45oljeid#t;$h^09#eBp=(dA>l2&F1C)<soK73>f4?AtdLPCOzb5
zVoJN=7BNGAi}_V+f=pN3K_40aLaI7P5rW-}#3_E-q%|{Ng{(-oUx?9jxu8o}TQaB1
z1-*rsyMSKV?y9zF{_cE<75==z+#WNV)%G-sO4uf-4yRrzqW&T#;AM+on<@JIVV|yM
zkB3x;Z1K-Mn~x|0+Bw(-3%|=K=|BI!{4)ciq*6C3c6X@P-c*JV!wzOnZ$fp6#$i36
zOag20Va;l#V8wU4Md|rNgbdNWwe9uHzUgOf2TIeK2JTaY+Bv-itfS_?PzFZY^=iKc
zTAKfh!XM!2O#8PTTh0*sN(U9v-Aqp)JeXh>MC**}Rr9f4dIBuA4_Z($-=f()d_<b|
zHvjxEOYjEmzf(9Q%^xGi(hj=NyWiFehoySF+?bD085zsatqD=4>oZySU2CyVo??-)
z{Qc|>`urzNuHtYXK~4}i$xti6iC@Lt#OjQd7bt|lT-7K2R&*fzEG9M~qiq4>&y+4q
z9rgsN8+KT6E5DLrzU5%O-$7i<WM24-8xxU+u!u3RcBbKWTH}wU!TkO}<o+4U={y%w
zSL-EN`nSWaD`y15=;hej+Wvynmz#GNpk;RWj7Zqxw?P;fvQ2(etBK+6yJ|jhaL<c{
z4+9RbDA@eq_FubRIv_rNsAnVtfPc)*>~jm6KE{U-iF~<&O`LD<4HiD${gvP}+7!pV
zIb~V;%JHcGa0b`BJ|x*q@E(y2>4eQK&DHXM_ee-IaZnRVLq7_a?tHCJ_a5xR@O)=u
z)u11ecl8v*<`!_h>Kyenn#fo^Xkf_HU5XjMGi@qh(4>T~kFqH70@^s3rh6u1@2zoP
z!G{Qt?ZOr1xPOr<4)-I4gF_R~fX4kn`3rghGD=^i10AXhP~i@oYXT`w{S`C5y~-qN
zd0{|l7WV6F;<?0pqer8|*1*EdW_Y>ZC&-VmvA4Z0;COR06CB4!^S&Ec?71xfgMmRP
zJv`Ak*N;x;_X7WbcTm*?AnDWlY}49uvPzw1QG`q5v|2kP_pCOG7q<h1YZc@E*Bem5
zr{~nu-XF3bbni|=@civ^=L=ij2SV&F#Wj@m9#OR16!<!0r69AS@QtIY`AYoJYLY4A
z=l7H~t206EMhUI4pZuf2!P#OK17=xKyx}dw%q=9xG0Vg2;Ygc5ufhRY(Sp5Ra|wga
zr#Ng^Tf?j>AWJVcNCJ}5`P$>AGjjD*0jVWBp!TMc*B-aASPJ*21=ujK{?Uu8*8MXm
zb9X9;jTc5A_zxjv!u+R=I;zlpPNM5?r(pkw`kE_&Zy5i0QRIl!!u_*9>axR|Y@89u
zgQTIKg&uQo-;90HTL3;(5Ehv9_}gLS{AR8*e9U4wdSw1#<rHjy)$cd#CDHTS))+5|
zwZf2J*`dQJ*uu@doJjcs_#e3}@cy!VkCZlNAh5oQ@96ts!N_^GQX!cNREKO5{MLt@
z@hqQ+%grw@BXIg7GdBAaXDF@4rH2@u39*nMo1Lz3Zaaq8QQ8*-fr;w+zXhtU+K~$z
z5J4y!ln~Oz!v)ch*RGmOR^;1ge>nUFy~WL37QEGZo7u>LM1jas9{{2h0Q+Ok$7>0E
z{_m$LuP7I`;cf&Nl%Jp3A%sTrD%f0?i=MQ#@e^GS8}jJ&iL^wgnb0@hAN*=&-R3jb
zSC1*EzY@rAa9CcdMf=L|tob@qDjBP1(mt1R6*HZtX;|Nb2I0rW3;56m{E9;$K(Yy+
zGP0W=<<_`H)a`wJ^S^ocu}QDptBD5jh-}@h+pzU<(Y-kVzJuH7;_(ss?l_T{@P@@Q
z(LIdyR@gE#vb4JL>`_w^3pCA31N0Y`mk_I$W)i`(D6ND6h%7aPd*^gvn}JESQ{^~3
z_qHK#`EWRa=5>#3r}6EoHy`>;Gib)W+<KR#DlFDUyt^mt%0v%<iQuP$5LtA$p^J5M
zGydwVRV+_g*cU!+p#9D16vtb+qCbS@<1?5yo7(YqLgM!<W&V1>>v~|-HK}p{UYSRQ
zH4zC22#~ru+QePMckgH4lxrdBLOP^s-d^6OxiV;CYrmUnM^x<;VP8i33QaO&t!_!Q
zZBu}*FocXO;hw3)9A*4^zdXG?3odL{#(+0K%iGNtBQ!d#HS4o^x{@xjpYHQR%>rG^
z>|~eldf#JJ7YU2~Qf+FBPorH8$O(ahD3!fbBYJ3%G~^5DWQyyn+ha#oDiEH%nf&9q
z1{<Z1Ro`Gc!OJR7(8R#1HG2_y0T3+dv!$MYXB;*#@wVMu&(+8C1|{-HV_(_P@dH!?
z+qz|Yh1{51L`UTn=5IS}b$0BbhB2|uu-h!bH6x&m!D{xG_AQSOwz5X=P!aZKL;JHx
zz$_SoiVgm0mLWhD+=?jr`X%pE0zK~DGb}RxYIbAlkLLr@oX%144vJ-|w^)dAM>;{W
zJ4Ipc8dX?Phc5OP#mvl8zLCA|9Fk~*nQGmxKXk;3l@wIgnF;r7Ua|;JU=F+#9LB;5
z3iyezWa*!QB46fpg<2-<0s(P0i2rH{yK*wB0#U+rC}_q>`|%A96+74qJEDOnrUZpQ
zZB(;_!eIluGDYksnV>QxL~UsreHPRy{Jpu+mQlMYr0?JiroNaAqY+&XwP#yxs)W2U
zy@8<;KJhZ>3ZG<^$UsP<Z2Tp;gA=b)S_6CYgYEU_AgmEy+P!^9jsL;;)zYElGN_9R
zQY8JN+F)=<8p5Gpz41lDl~_P-x0Sw<mwOkl<KetNqMu{hGd5q|x8pcCW8BPR)C1k#
zYCd3P%LMiY+ymQF09MicJcDhFV~<&DD+mpXrTP^qekk`QZFf=3>FL|6^AS1g$9CX9
z-{5j)Khy4Pnf@%BK8F2q4B1;adKHpch6cQ|Uvv$-zil8~Ak?JqLO)mxv{N_ypN5%W
zBJEmS8DY}($T=?*p3j8S=?$iS<V4(kb-;a)^G}HwX2iJCT`p!>SMU#^f;(#Oh099|
zB0Gq<_0R>Vh{a;?dmxNF!Q!xLaASpD*sl8|8V?!CxL01t8#R*fEA9(Q0)q)0^c4CN
zgzVU?Y&6p1bVSS!HaE=cwlB@>5x?!$Svn7kT+vmgS%s{5`-RQ@4qX;*=8E-NZXj~m
z8zDb!#wO4aFgv=OP^&PpNd|gnRa4;r=8!Bcp+!%FozLY9A%)0EoYL?0YR4s1ZD!NT
z4oNR!GJ&NH9aNmydPZK?{ESP!jYx7`llQcYn~M<U8y042(j+cuBuWup{k}aYi0-$b
z)j;>#QPEj`7moa|T7}13-&hWwS*JHhDlD>>^qq6b$aqA>&2ry-!XJ!=Ans5Le1p?S
zk@unO+FU18<p0OFB=?zx+#q(7K%Z^Or=Q)@lm$_ASFGFgZPu!#qY8sok=rz=_6mdX
zEMo;prh~+SQgm-~XD^uOJM(r+jeu<<7*1=AK2o&ZXn|<EyXFdvTM0P+?CT+hk{lsE
zhQVCJmi@!qwNF&UV_d)sx$}@*ouXV5P<p|lVyLey>r2^yog~K$ejP#auvpvo*AZ3*
z@zm4r`9D5%Rz47VHMan8&4ZC>ivLi9^NJz{D7z0^sYz}rPm|?Gq>H?aVe<xW@fn8P
zug-q<&*<o-uKo5P$9g?r4}Db*$Y~(6wM{4a$+p>mQV_=^YW`~b3yDKI`DbC_r^#;@
zfp|gmoK_2g<THg1%*(o({TF)Yn2oNrs(8BL90CL%RVlisioUhnKjBM^CTd2zIRp`t
zx=7}gxme=OGNJ?sWk3jha{@|u19_dQH*<b-=+7g=#ma#BZyLs%1iuDSmR=0imk%2G
z^es*He=Cb}X4|#=<43|F2>60}bEi(Jp_F)|A@BVn{jlcJ8;u&#8J78&v%Q_T)WVw7
zk(x-(5vDPp9Cr4Injb5>VX^9`vz$Xq(tPS0AaC<E(F`VvFe>Z$T6@8aV^iOxNjh<l
z)?V8v!%|0Er#j2Uz5>?Zcc*92VNmTqziWVdsyDlWnOF43RkHFy!HWq)#)|k{l0e_A
zaWn3&tjcd2&K5Sk&`${oIn%154Y7EH&!m3M;ypnZS1u>vg+X|Z_Uk0kM2k2&bJdie
zk1@ro?FV<4RN|kWXc<QIpbl(-fbOF=1n^}y_}AM(P;n`LXZcyqv`3Ls@^XEvj!VP}
z>)GSe^QjL?fKSGjpMHK)x6@;~wzv$9U{cj3e|o7lAnT9hSV|4zl!=j_g_1KA{on9z
z8mxc`NFfY^PcKG8t}W+Yxf4b%yNM!~-|wuH5^zHfDP-4r+85T5Wu;;)l%X}#d;Jr5
zUYym(qfqE|ZTUR_q1NJ53M5HrWR6;!sgd5o%MY`P5j=spNQ7B9*erW4Wk*_mUh$e_
zMev5Frq?9IyDNzSlHLF(Oi&)O@<0ZS^5F}mG82UnAS`S<-|N-Exp$K!gibOX#qXQQ
zTjBj@)-sYgzL@Wn%4H(1Jmlsw&^6O13Kp`xh-H8?ekY@Ii3eWHlIx;h8L^|?tgEy(
zg~s)}Bx`>jCpG@CFb?j^3qU8|*hl?qT)A;G^$Z%T0ayI(#(j8;yY`<}V=Hs>0#Z}O
zCE0V6X=zg4lp|SGrNx{m`3FhGnV8O%GVpVk#jLzB*ZIkR;JZ=Sx|~On`NPy#Z<gqI
zY79?iC1~~|;Tb=+U7*nG4<Idu8Kc2z-@-3|yc{TU^zbaTosm&l5mesCw-3hoR%4nM
zHG<%iH`#5h3mu;+$BIWHzc-`P48C@0wjA4|NGXPp5+RIC<loS>VAo%Zsp9Jj1;-(Y
z-wjT^BdRn`T|c#}Gwf;0*dBYm#lN&(Fs@te*!^lSZcP%mVKlnH)>Q}uCc_o5JQDpK
ze+rgCI=VDO<6=zt8{i(wySFSA^7I)hZBuFo)o?ewEC?}JDo5((?dz4EFuJc-lT^jW
zQ0w`8mJCiFv9ZMi-DWq~l;UQcRx<HRUecr&;~R4RPV(@sp;YtfVx>M|aG0L)kPFQp
zAjgkKkVFogXxl{#Uu61AMwYLW_&pm-dt|ASsI}+Xj9tB(XBahPv(U=`!6trrJ1~f?
zKOhLhFdYMXV=`MSmhlEdsegIbUv(4DXOUuXLY0AWqh#4hk?!y8`u-}NmRLoAtvmBX
z#{RG;f#)vfm+#LM`!>kL+Ml8<g_IyDQjqeMM>gFleWTMI^$$exTJu%vKNp;y6jss4
zAx$WBh_AdKEe?@=Uhd+~^jGbxQk49J2-_B=%lwnY7Y;(BpN#9|7^tav?IYE_H<Muk
z8-;S+x>C12*^Ku+M@2ZEshc*6YtS^jl}4XsL&TqrwuA$|#QrM>oEVqeHRqOxhun;D
zI=D2R@p_NXG62Bk53I?yfuBoPRI&l{j^!T>YT8>_<QH%eYoq}$IdjQK0IsEHlUoP_
z480?sF*5;3O|&5+V;WqS;|_(%6aa`D@gyS*j`w0z?WGel>&<RHqU5q747Fc@Ub2oT
z!p%&Y6nBi`M>9#dJ#)U@9WK$4_k(qdc%gTM9OY?RfKJ0&LXlh>@L?Sx*>``=dTEaL
zNfcYV4S%gEW#@zm@J(5G--jW(lER<_AGRKF=8P4Pv93^fF`b(Z7}yY|p$KNy;Q~Xs
z8N7v8&8^v0L-V?cPxBLFGhLE~1aUL{t^7th?etZtaa|K<LIwh_9Ne>6{1Pf)q4^x=
z6KondbDI~x?y^Mo@qQa+F-ZJ?Qz#5VZ><~*<p-+1f}T%p&Uhm)qOcyi-3?}m!dKTn
z&BmRl-oT2@d>R)^{qgu|4Lnz(QvbEAT9U3WC$@b^-_6?J{hJOM#mkAr3RjV^SMQ|U
zlEP-=l-o8xz5UZbt3YLdY#ZZoTGHlY0!n}^bnV-6lb``$c7OT9G4iX)xbdSmkoYxc
z^C#V(J=?z!X99s+lg}ZL>};A!>&JbI(<YroE9hx(N31p!MLb5p$y?o{xzjaBYFUvn
zPXF7eS^t@K+WeYg6h<BnbSH>uS{JH6v{9l#ySTRLTR`mk%NOu*P@J8rDt*}9C|!At
zzcPuxSpbSCmIN`vR-1@+p`6OGaj2IHn^`d6RVjg&CW$wRHg_{feS*vTvIz;`Ys*qy
zrVclK0Gm_|p1wgydJze{nkmN@C8vR`XQ)e^+t!sn2A$)c&9xZoukupw1{^7;J|NJ5
zpg~ORmJtvvRAIFn001j>6$m<<03~QzeKc4WR%%d+{w(i7o+;3OiML7Jyc1IpVkgq8
zT*~0)04ey<qxV>UHG-3&IQ8`?kA2V$I9m*S!5Qs!y_%{eenQb!`BtV5#&9N^fJbCT
zd`6nDaO@RVnaLFh<cFVmivD5}CfEW94@g2_y}Edl@p*cZgAUxP;n>_xP~9x#CtE-$
z+W>Fx%2?5=lU~nMF!^AfB+_Ap%@9t>Zc-N^Wo&#K^=iPP&zL$ZCDQM*A9-nQ{;?Po
zayRQdM!-yi<-b(v@<1@|ANf)!xF@G%WLAY!Wd@-)I9JA-+%_ImzS>tbS54DbV==Mn
z)|0v18Pr&~a2grFbr!m&^;gMQlj<^;rd0rBCG${;5o<}FI9C5u29k0JFeHIM8!pI(
zFB(m~L#H){GL#_51FSsQ01_>^AX7zwI)InmeO|jXfm@bHcT|n|ln4*$ktbtpMxxFU
z|7n4^32``wN1t6iY-RhBs6j=>vVe{{-jxYO8Yn8Pz7FbU4w^y*1XF=eNzX5Kcc_!~
zKK7Pop9Hn9PaJ#&Gjj4>NCdZ?UGEPcBIyGlvS`0Bm)ZI_;qB042)IBPQFj?h2LIt_
z_g7E{`11`4zQpt*4PrPhcm>Y`vWrmR{x|Rf4kS3)d#$}+#PPUEJd7h$U_AAg7o;JD
zidt}C*uY%3I~I`iwRh?paV9y%Wl=Ykj}0YOb9#96s&2v1F{3<WoC98`W8qU5k*yxY
z8Kj&K)_dFX{fu&d;f4pXDQ*nhXDmN<peMpxWS&Du7+Fy;olwVyNqwYs#sL1K5eAIR
zn{v{m722Cn3RNX0Z?*S9sbPgVQNNrL)wk34KmvZMZA*Ng?=lg}7r=1Qw@+GXc9MKC
z;-Y&F^LiK)`e|k><7U5}L8Xlz2GKa|b;#h{@u%9We%=qBhy+xBcI5Y@ft^0sEHdB!
zhFqP8<IDQ<1F3<Oza;&&X|N0dk?gU?9b@v~*fp2jnUa>?<tpyK%vC}95@S7%ibN~c
zVpitP@}T4f*c<Q3zsirF!jW%BI3ij-O@3@at43q_9)1d%tBz1Um<r6dBW*M>hAA|v
z*qMTBs@;2()@AR3hsqqWc<ha+Mch!NqkNBrsXKg7hBzh*5?g9bO*avZhExV)3+oCt
z4bYJwpEahfdq#qu!D|l}1vt&Mrh>Eh=J>6Vehz%j@2a5OTctAe&(*WWF^EKRMqT`{
z89h<e?0Rc9bIB|NL40sE;-9<s%X5$R-VBde=EAP87E2wzhUtCJl<KY_iG(a!5i29j
zcxS?YJtUOvd=pFC_r+|G+kfWrQy2rJJBO-6-Eb0J3y=xNZuil5v2o)|!G)m<H{Op^
zGpf279{Ic1(R?z9)`)h<x}|r*n3!VpqsYABdrXr9k1QrxQA_lD|5XcktxfgjBzABp
zJ3;9GUxFJva_XOf@T4yiuGj>)@Epu(4G!adS`f6N_~<c7LI5%`PF7dW-vSVcxK5<<
zPLQ~Vjgi#@MtZyM-RnpK55&UYdGWn5MskJCG=k!es6ixzG2a7e-w?h)klcbzjo6Mr
zlz{N7C`BurZ?lSBGUR{zdlppRCwoyYX1m-VRX%+P_cP(UL1zI_1`hl04;mQyJ`#@w
zfkSnG#xrt;sz;UcAtM0~N1r#0AtEM-I6`4UMFXd3_AdWaU{KApDZEBzwQwe-rYkTn
z^Dc=ZKus9h^*NeV`S1u4FB{~G#gXay(;MD-kG*%L{{oxS9#c`%fIF<B>*Owx5WmqQ
zh2UOMZk{7!$yxV`*A(`KEU~E7jEV}vWINDFvI8?7wCG5uT572+6;&?+@9;nLRLT%U
z8;zR-72d7pV{BIU&&*2^%A1vMjq5L&&<XsPN7qsj4kyJ?2^9?e*3QacpKrU5Gu*@*
z3Leungl+Fk1-lA;Ooe;6xo#MHc(lPT4IQcOZjxsNf&kX&Ek+DS_H&xa4d1_%Kyh-q
z-hT~Z2^lZUopxdl_A7>RHEM{#yYHk+T03V+QIB*oMffI}T|b!G4Lb3=*KsvA2v!1p
z6(?_2_#7XW3+?@|!5=aMrNMr?hYiHr*RmKWY3q1S8)cgy^Y5mRa34bnTnYZnmZ=Np
zrGRP*0jG)YFMe{pic5BHlE6V0Bo3SY<U~{x4@3(0zJ-;!Gzndjk~%a_yyupJye#(D
z{9@%J7J8zMuv@opy4XN$Z@?{a8~AhU&uiMzW7h61<Y>f;!u-hUdO(!Xz+s#Jnl<jZ
z=omwz|J~MLFWXDsdntH^JXhyLLCxRVQg`_{&q;xb)6Oh5!rwJy>Nu)k(<OH5eHEfl
zRjAbdzybIxUGmGqt#tyJdm&p1fBV)cmgf(56-ah#UiSY$!tTu1he?~)aTOM67cd|2
z`&f5Ej~;X0m$Ahms^Kn0En>wEteA8Nfjp>|7G0Y-m%<B>yGTwi>CPMYisOD)+8-|B
z^n>S2m+xoHAbCeW-co_eR&N!fY_~Tl(Qz}D2ggq(4P}lEzn43tn$Mdbfj2N!k1_C2
zotY2Vmm)qEx8%Y<fW#nTt5G4R3v|k0p!k<d+lfT0Z6)uQ(1|A5XIhaTpurq(Lv{Yl
z_Upncf0K^M(fid%4u~aT((PPQ$^Ah3?)MUq%>E%tsoU2jj-QRp=*p{mr4+gLL^Ty{
z?L1A$3}O34FQXh-NKy}LQJ!7*)I<Tlda)idz?p1rEv~u$#<D)Dx_tQkMIpwMcEh*)
z*H=ig8v^<#XDxfQH@AD3UeFx}2S*S9y|q__&_a{MDeO@Ic~ncof4qO)Znxm0G(|Ib
z1UE7Br-YBVnN2zjU0e6|keBEg$2`b#Ans;8vW~WhnvJ1IG}vrRWi%xso^y^p`9a3~
zI|pN+tl#bhhlSu&(z%GUWvxYqOa1_@S&QG{Cy7ecQF)wwDkY>(Dww$0k%<HsTQ|&d
zemd%8RBtOE^m1lTDeM9s_}nkJZ)a46HN9jE6Lje{o##A{I!ahJk`2w>b0Ye<43&KQ
zVvBZ<GLD+<`W$S*HMPtP+h!4&4Uh;-SX9Xy^3XhO#Gj3e<o;i@BwdFfePgpvb5J_y
zV0Wx=g4(xIpA9=~k9H4r<CvDJJL!qY!=e6uO=s#$ySH6aa6E0sLzbem+p*H3x1fLW
zU`n!rmQo+($3HK?->=`16;+?J%V}>uah!Jc@ik?O)GSFIk3=;iM$2Qp8SO)>4(Abh
zm3dxTtZJd&5={-$a&IS_)ixHJzJN1WcTQuU@U&Kwq-mhE)_{?dolLc3mc@#IUo2Vh
z32*j2?$UmPwt($W<d1s_W;XJw418tiN)hsYHk4l!;_d|rr~KO8Uq2a${5YU}?V@Q0
zdv%X79R6a_SkFqCGSR90F3XJmENE>auX&>|7#T|g4)y5@rV6@GSOa&ag5>WWlTk!J
z20?pahj^V|{7!8B`!^~g<vW)tFaISzAfelK?WTn(T>s?OyTx6Es0j_NZqlYv5kQ90
zEvEo(!fCJFZ=633=j}jh-k}WsbsK{$7mH$b`wuMv`M2XLHuGB7;^8l3r(w>L{omeG
zn8Y3`4+80nH_)Pf00?1{tV4BJrcLo3&wbtS+-XC$*<bP?Nwqg=yUjY&b=Vw3ekDQe
z{M0VJ56+~}6ibq#$P3nmJXvlGIB}t473tyIrde~`$IPg5_{2ZblwYB6@52XXKq>N@
zKezrZs5H0`#{Lc@O%@vtKvHxI=&KW(3`KxCi%i45LW!^C+W!Lf776Lk?DN!0t`q0)
zuw^2d^7e@yp$fze7OGh4lJap<qH5Y#-F0ZYMrviCBo!HL=hn7Oe*Lr{Vq(9)TmTA)
z0Kv=)y^)UVneTDy(?=Xg3B#0Q4x$r0Hw<*C2I|$97xGgxA({P&>4^xtwi6*&wjw4u
z5DAYG(AuVzjNs2R?n5d7XZEjS%Lx%j*|uX_mLv5_gjPbVJ|r>am+Z(PE!F)g$qRry
zd2=J7e5p+q0h#Xa<V<%eeKj4gO#oc?#cDh^RZqxa_~hkVt$AI)EoqG)hoIQ+F&BV*
zAXs<_E~LF=rarws7hh+vKKeErZAB+`UeVL7dcIl!NC3{=J;zFZ5&-%RPYK6w-J9U#
z--{5ic0TUkBvUxY0Z7YPnXm9LIRWqAkvBh6D<L*#JLDE@JuBP(G@C@q0w7Hj+)w99
z+EoHsDLoVNdY)Z}mu}m7<f>W{YsyR7%CKV31&sngPQv>cuUN~1w!H47NvbGZ07?L;
z(@tdaV<cuuNWVYj48{aZL(}ywL??4W(8jrDcHjQI2|%r0rBS{0&xn5z&&YrN-g#8B
z`2~gp%VUvOclhm}ihGxj$X;-DPQc@v7vlDV#~KN-IVk@EAU$^X$wamJ5)ri>Cq1V+
zqN=+_X%nKn07zQ}q;-5v=Tcth0#E`Fa5fb&_nx!xUFx*6?5sDMZ)hbtfj<|Pt~F6-
zWd51~YxXS7d;t~PNWN?JEv>NKa!Mt5-0g<*m?gZ{$8%x;vN5oBDXoMU<s2+qRu%wF
z&O7C50JR86f0L41)Bf`3q(se-@_9}53R5}m@1xgLu1CJvP}6m(`@cuerg8x&&WIA~
zXfy)vg;!~q8N5gqzWX(RS}1DwlQaX`OsR$D1N31zsj~WZ|B;o@WS}m(&N0gF^Iuk@
z1JTm40{WcQ#pp{71xCd{(k!?G6b*PIPJQX9Em6p>rliRcs41Pw=l;@kEatY>?bO^T
z^;J-!x<3UF<u!%Ib0=W21C{(_>Msa)E72qHYQq?hDl$JnpP3CXb7D_)m};O%{t=bX
zr?(AucuvA*_i<=GsaCF*LW7y*(dlqaEOj4+oGL&jK7RbbLSdyQGsVY~Q;zxuNRxaZ
z5S6UK7w+KMs~l(AyZ7n?dnlUl!i_XmipwWzx6jIsBalz>=b>mrsX5NhA#A&O|GCB>
zBKd2e^N~PMY5wrZYn6T9%AK3eNl}9G*K;p}#{m=@1PTu_T6jP-<rc;7huldmHgWr3
z0;cn7Kwr)g*k`gOcDv5RZ-1D=Y+O0^n}uC%bnV;}-p=DN(xC+=IJSpvKVvlNq>siO
z4A6Rlo_ec65RT@p%n<y~YDD}0jnMsW2#S)-{^K8+!rK3(oqDJVl}L0%AQ7z-nP^@9
z*&K~YWnsd!>?a&Yp}ADbhQ!_z@>A>_MC+8lG(YNyMf*o)?@z}opOZcRXvuZ?W?vUw
z-x=XOpbkrPZVL6K;2zp`B>Nhb!+Gg<+CS{lec6AYXg|u=FFRifd8WLAqEqwzj&cF`
z0`L=FNE(LgmQXN7Kfed3GcIh(E#KQ`G5FAE(TVz{K;l-RXHHjO>e=_ln0D~>a>B&1
zUD2$aG3({$kloQ|%U|{wH?%9}jPHxZ(}uv+VKmk)nuyMW8nW)d^#@f&{ejicpifO$
zx30&8!%xV|Z;b=aMI03UIdgm-O1uCZ70gK*YcEDH?`TTx<3edb{qt$?%`0zTU{1(V
zl?gVBTMU0;gT?@)VZh9WR)S?GJv6m3#d?9%MEKp#Gx7KGX|i^HP4HXegk>{_v+lry
z`n1K!fgLerq#d@eoGxs4gzuWgI1&{n`t#@bJd{WQ2#k?<@uh9{r_!&pvG%5)T)^7y
zk35Kj%lR#+zq+C5WGrgvEvN?r`$lNm#u8S|jM1~34P54q%9Zf>fv=|n0yp}I{vL3A
zK1!SbM5R7q&39*C+-F|=q8wwdxI$-z9wWVJzm9BX-nJt~W89)um^j%1ex7p+nf!Ax
zf5}?W-vf@qL5UFnnoWlsc{IxI;>gusRr6iJiLZmYvl_y*Zzovv>WwjrT(QOfY|cH4
zNJ7ATXZU+M3MRed=aFAH-q&p|oECaA2b|dN14rSYL<j(R@~^&r$7a(ZN1oWk69c-7
z4PZ2`8BB(@VMB783~mdvKAq9P&JKg;EX4Mp3mWfVSinyBdoN^;y8@A4F!_DG9B{<@
zfavc6N8zH_3&4p>H1yU-=E-lfwWH`n6btnxG)2q7!!XNj3tV;{VMB7e?>T`TNAu>0
zJ05)=_EYA=$8|1z$r{MTA|Q*wkBILv1JkE1#L=iLqQ46qg^yw_094;6C*R@Qk!*Nv
zu}LTv>drM|^Y6`Awehp>Y2e-voQ>EEU+)F*_n6B(`u=OONiS3t$ie65IUD}&^AH_*
z2>u7cM1K!Bz8s3B08l5LOHbc0@>6|Z&sk4&5*9V+KO4@qfLX6D%(2&V%B(`2f6p&G
z5l15~;8fTdghd1(D*O=6L<Au?A`C~vVwwLy?Dv4<%cIx{K+yR+ta*<*>Gaz_OmrfO
z3EgG-7%<xrdrormo8!x%SP1}y>fZeD5oaFX<js2m45nMcs&7B+Kb<K0v*GwUQEUVt
z<k}+^w(EB{24<f1MJHczfXSeC7&(8r=+B1Z>qW5<0BYm^`+A^C*zUIqy+!p{-GB8z
z!J<DKj;|M@3jjI%sHYZn-1%19_|?I1k~LZn8zuS+!tr%OGy(7-(%*T?X4tv#G6QFB
zJ;1D!e~C`K;sWClwwSbRwdgMh$JY%}1b_zSNO<`cH$G&+A#^2-+>BYhe^G>Ii5-ux
zuwmN2BbII99d0<jEQ(YBXrP7QD-UoZ>jTcedW7G$cUO7wzr{9xbujDM1si>%M1Mgz
zzHStm0EAq9grxT$**N?E+zLUXwT(q5S#bsR?jr}_-rxk$Ul5M38(&-i$lRy){kV)*
z*q(R<4OUx-PO#z*eJ5kqyHD(wgX8PR7Zrf;n;E$I;S<8s?qFTm5e)SiCpx)G0_u%z
zhE8KAiT-kMeEs+$0zlJflar77?z>+28>a4Nu-(`Z`;t$KPOjn(ot3&U?bQi$JhqDd
za&Ub8D0Bfh7JFA9zGNEhPCM)rUhZ*0Gesv@afQQaXN>h&4Ab77(V#~U>^c@N`pd!b
z^`lS)z&AXZjm8^rI~Mvb`l6Gnq@k{}A*SqHiJiwe`8kRPg(d(euRK7~yAO!ClaAww
zDQN87Ty#Q}G?4k<U|46&U%N;27lY&5K%oc#&8$m(_o<F=;bp}}=cQ43DZoc;Qk4`?
z)1UD$TW0>R*%u=Ei^1`2;IjmPW<v=}O2_GIkJ!w*U-OJRUzGey^<XlnEo=H)xy@hn
zmxANl!Dk5owe8>d_zn(!Uhs_GCpwWzB1kl8pik=e@45G+=r07vw}sCV02;lg|K3sT
zMIP_rg05bJpzl&wbW)Wh)ScN7_3iA~K%Zj23>@Dc3M>GjH_};5|34Scq1mF&Fdo?o
zJ~0Wn_&S4)<JV$iYthM7lrUJOi#E<RFv_J07Q0r&s?`;+%CiFdUb?Cx#=2HP2iF>?
z=UQ9gIHTdMFnI1F(O(3PZxaO;fWWh<Sbbp+i|POKh!>{1t%3XgK+F$w6`hPl2{Pd=
zCRIVr;bmYrHfL5|nw(P#_M7l+@JAV#jV_A;Zk3_$tPh>#x-jd}6-&1q7X3xw_%@Mm
z0ic09$m36ldHDb~8*Ld8Y&O_3&;RDDzA$h#6rGqw0SnLCsMxz43`dtyJDs*VFi{v&
z7L8_=Maw_y!?I^D><hUr`isEvZ6aR+KvO~`e*&9v_gnY)TX@zI$V}64=bilWFcw6h
zL2Cm{TQN`cmw@BjMZN@phVQ!g<R$8U<BmQPx7w&Zro3R*7mWOb`u(e;NpllyUN#qj
zQH3|&|L20DIn^z5e4WU56<}9LEIMuMi>4m7XuGvD1|J%YX6svuPRgQ!uCp%6_bdm~
zu>~VO!E|(a*miA*-D~IIZsIxIOT2<RX)kc|-ZNahk&Yv0Q;YmXh`*VE_a8oj(%Y;L
z$jo}rmg%>Il*gjKs2pDgxe5UF?4x@Bm6vZ3BfOwAs?Wvr7r6ZPIrH{gt!*MYDT}o9
zUr_C{N`69PJAF9LA1cr*T>z0T3(6_^!E^XU6io>nAXs*vK7CTT2KjVU1X1Gn^3W;(
zWCC7${SHSTUdG&zW$3)42ZryOiJ1G(Fkt^k(aBiUAiqb&p5<~p`vo!m2UbJ7->iVg
zXBhd%nv}w5qf#&{RSF|ko<u_G6B+5!p1nbAQaY|AKSuP`hwPbzUAm9U!g`$W`<eLr
zxO6K6iFckN_0bF55=4WR&&1!8J;R{rR93p*y8oP680W4%ViBBD;>QWw(uMO#)3D_y
zWy_;h1|#EnCR?UsZwLiJ>O;wSuHSx&kl4GTzrY+{Pyh(~L$9N`R~v-@pV5m}V$ilJ
zFj{T~1Lu0*j6=|LPIVZJDR}8`HoiO>w={->{ebL}Um^hXeI?8vzWcT@0?Lz6K7GhG
z(esjss238`)NXr~`3~o=ry=Xz2bFE|=YIA|)iO~|Bno1`#2jBx00M*(B<Oq!+KnG2
z)LmP{Xk<$^US0gNSFA<g>buu$(2sAyF*wk@8VvIw0JR5}Mx{2TQK60GyH>B#lDhx6
zau_|s79sn+pez9L)c|D?P!@z)>m%^uwPb&?2&Cpa?KjRfM1`a;-@H@FQ{Lp4-zLA$
z(w*mI%LmWglo6ixS-R`IY+H1~L(yMkjzSgyzsO`3=|}DT6y101;U#Ri=z~eymSE`m
z85rp|3AUTtGpCr?#4IXIaIeDJ@N*-7l@`As=1vTfGLjH?KMplo{VWp!v+?CH+qtV+
z0eJlAhFa1q3jnPLU%11T=WdKtA+Y@ZtM<jp)}yXGRGZhGw3p2Js7-jJ+ti)s{^M7o
zzsMYgEC9!1?;+vcD?WO!9Ok)K&b8gYvQXlOCWqqI<68*5`ZxPNfA2iA1f=^kpIHl;
zHv$v{;N9EjaGbR?&jN5=sOwW&eJEb-c1_31|3=^B8<3{QFETYAJ7Pt!#`BPcA@+;R
zQOE*7qxl|v7_UG8s_Rp!FE$ay!e6cxSV*rn0jMYtJ^n#F&ZQhd$d#>31jrJo(n_cT
z^sfTTF1l#j(*i!bmnaFqYlLlb&bI)}7ODfe34l7}CJySB$=Xo2@4NROM1PSv3RwUM
zJ3`J&h`&M?`U{M)^7u9c-H#QWh+<*3XQf=L096D5IGH4rtZ6B@ntTDt5AGo5vLK{&
z>!L$@D-0jd0lPeB3$%FvO+J8sPTj~=08$>jV9T?-a~A+jDZc_Ra%Hdv0r)8Ti_Gx_
z1c0zL=qz*kP51P~$(u>&wsim_LyJvq*vLO7?xvy>v#2n}qpBbP+N%IYgDRrBkq$!6
zp2dySyGTsEhvD7&W6$Do@b{X}5P5hrG&upO{a+iQrRyI)ek>FLP-iV@%7>}}TmZf<
z<S7zxe|BdThr`}zySWSN^t0j0p>J*~?|#nJv^VpOt^jLWBXsFxjk*0sVE(X4_)Eay
z<&$LOS0@0{SO9mI(P};QPMf1uOn3?sQb$@%f}ySopuCMr_}rX;TmZf<<SP_7>}CdQ
z75FR4>zir&mj`tK($`=CP!nIHj&;$djRkhO%v2z}GD3EH$^;+>nF{2hHhK!SkxwZP
zUm!n8IlAv&#w)e^<)yt}TjEZ@l8bx^!14Hda67-fzy#7+p~HL$bywCCoy-Nr6xS*$
zEdi$E%EL+^zfDVXtaciwmHbj9Uy2k6N`W{M^FK9NV$xIlJ~{X(f{*SwHP2BAt1i8j
z3*>n&koa2a6MXzAAw5+Q;%{ZBCH?En_qcrPF>a^5RGTlw|4aJ?kcd#<0BNF@0*W@2
zipx7;zbGCDP-2nq&Ook5d||XI|Mh-yBpQ#jMFTrKbogT&EJt-g%jI24+-$(g(SY@b
zR)%#OLq>j2r?Gh=zZ6017vcEU6*#(S8N#B1Sa)l6_nbnqDeU%i+&vb)8x)-a|42zc
z0a_0fAipn(hp${-0g)-}Sb}m)f1r?8sPH?*75GO;j-~6MJ|DC!?T<j`2#`CEpWMD;
zzr-8`M}bBJ^4NC*jYf2b(a07s8rKYlldVyAdPCHmYYu%!Q|Qk#L)|&%s5`4Z8}rU!
zS|gYYZi@yzdSdBj$>=wSLX+UO`#5I&<5HqTfT})K233I3m~ybNtAi#sCg@|=5?hzq
z=ZpMO_^olkR<C7@aALm<9N!)aJS5nmGdHnj|7k4RuphJBwqX2U9vJ5E7kb;zLAME0
z(R1=l^qD#r17<q0G4KBPb0s|XoKTzB+@MvW6FWbs=g<&MJD8xkQ0hBP83;cwrvj7z
z@W$mrX?jES7lGs3#223)Jg?~LIar~T)m^3!y+!q)`&V7)7847Bsxd~RZCJDDfEm-_
zvUCRg1rqzMaV&rU2;^V26af)@I4}<JP;3O?P}ofjS+oFVy*t6&t{cp|cZYSq{;(Z7
z63u@fgjNo{MD1`SnYpJmtHwBb?fU=io!Lv&Q547j7@KjOQ3{PHDoVvHdodL?Z86&n
zG)WC|6tz%uUqWlbOsAAdO&v?kWfYxp8OIFV6AgSY!3ZkE>fzhm+k!Bq1vXcIo`(;=
zhhdoC95~;5?mg$+!{3?hvkhI<(A~9&K+)fc022#cQ6dJr>n(fk&2tkFu|3%|0>EI~
zii&14G_513>zT3oEK#F|-=h;YcYYR)D8jt?<eqHJbF24m>7T&MzA`ivM*oNgR9p~#
z!J-6<(>E5y;Z<KH+D#_mwk8P1rV@bl=p0)>*V43Yoj+3sWvCC2MvAqaYrbETaTZ;M
zR+tQ04EI-J*y8N$Ib^6sx3QhVePYwGr38SboXSR;Z4>fm*+G`-43|@$a1RJX>C;}}
z|DPZ>nk^*&jJn>}@GkP_DMyD`56D#teo*Le%^l7c4!|Yc3(6p0%YNMxj?sHypQ2p1
zYLPp8niK5fck;9*OIf=5`|)!KuZWAtt9l{)e-p(2K)3*~i$^*}7oZ=1%cl&tnCI91
z4m%$RO-SY`$MY%KI39HsdqYklA}IsOB~>WYcA)&(5OOrlh|ahJ->55a4Lt&vvxj)?
z0(-K7oNOX53-5nA`{6T@2)mxj)0zd<?a=D!kdBZx!UdpvY7t|fKce<cFRErbP&VF#
z$Nd8v{yS{?j=J7}%!fK&yO2@d$Om$=iM%YlCub+NBf<q>VE#QHC$>5yR~EXVpuJYO
zaR@@{2p0hT#3GV<a;)~{tkpQJMJ?Pw1R-UF3qYfB4i!_sKiOx8bHT+i!i_`_Qbo7`
zm=``^`s<3-L}6LB9J^EpVSmF7@%ayg8;T&Lh)@Aw831;{NKBi`YW0`r$dTSxijqzp
zY6i_bQV?w{f{+@*1i(1=4wK7Y_|@ZU<>(#roRFZug-}ftwB6&v4Mq@BLWlscfun5Y
z&obTrr)$Oolj871KPlX31R)iK2!LUB32lp`>zCu+-T~Q72gs8ZaEbgrlI&iCQMl0v
zLMqr)0N6f$Wa$%M{d3Lbe{gy`Ue>D&^ySrgto?R>*l8TQ6pd7Mjc|hzgp{zU0I+Vp
z@s(wS*Ii!KYAb_N)IKOee0bxHGT4XT8+a}`leY$oHV{Eb8JlkbGMcL4oU4Fq`ffPH
wT2}g?qwoj_L_&TUFV$s@H);y=3Bo3P14DOb76EXk4FCWD07*qoM6N<$g75E5E&u=k

diff --git a/test/python_tests/images/style-image-filter/sobel.png b/test/python_tests/images/style-image-filter/sobel.png
index ba2e564fc3c564d423a338cfc2c490f648d5eb7c..f7061b378d88c67e6f0065372fc2c98c7d3bbd81 100644
GIT binary patch
literal 23931
zcmXt9by!s2(_gx!yBp~SLAs<%y1PTVmkuQa>248_ZiJ<g?(XiCUSNOA_kG^K;JJJ6
zIg{ti%x5M>O+^j^l>`+40AR>}lGXqKV4(lP0FV)(e+=EqtN{QcNqK3B&pz3wfk?Wz
zdiSsQVBp5N{=6hE9==++M>nd5mh`DEmSb6E2hCkw)p@x?f1B6BIzE28F4lWyD&1Ou
zSJyfioaZiO4hsWE1Lvojd!Iq4$(@mL-*J$=@>>6I7sJ&R>s?NJ*n9PFlU6n^y!vx^
zP5;hJMOSbJc$B&97VM`c5{fpjC~H-Ni)_vMe{rUdRfX8kR1BGlR#Ke)Sur2}np2oZ
zDc2o}29V=d`tZPkZbLK-pC4qZ_{{$$^6;Qv{c;nws{pUpTQv<O_@$@qA&?Ifrc=%p
zX7ew0hd@GVOz_&DWnC;c-5d99Cf&Ek_#h{;_qZ@WA1QSGsZ`z`3ql`1&^$Sk(Bi^O
zfL>~7pW6-(`qVk!R>naLkF|j{73@WZ;emYCCG^_LJv<mp6oY=EhSE-xH05a^#sEt`
zf73Oc!?<*Rg=xI$_{5{MR4;MkzWZ0W1>jm1JIS*!WvQ&l080UB=*|GEeuwQ6E2eyI
z#^@`>tzE>;p?UIkD|^QdAoJ~+@0;Pwu<MaFbzarKSrf?a5Xf<g3<ArU?(K<0`?+GO
z3s8>Sp~PT8{(MLdgUTe=mF7L1h062qNexbxa@Feifr>wz$Cn=ACW?c%n0enXZ|LJq
z<mEnLKVXvObt44Rsv?6@Lx4EVyUc*={7X~gXFuJsM%j_uv)YGMFEUW(fE%hggz!IN
z#BG(Blh*$bB6p}*!Kfid(T}GGT4OZjDdD_`y&S#?hkJb0KXQ@qs0`H7t%DMbr_JMF
zE~Q&|2sx2MBm}%msXh73{d7TYM75i?kDA@))qjU8AKiINWOm@|AKC+bCH@cfHR?xg
zJ`PT7qV^!_BxBHEi8lw={)5NpVzbOM<N+?^jmg?=S9n&N6(;(Itqs}B6@o5ATy+@$
z31kI*r`M+L4<NAVT~&;jjypCJ>zjrNCC%9_Zfbv_S~fk8PzZD6$gYkc)u1+wH|uQj
z)*|qeZMTN>0HC`ESPUJlaZk_Z?nEoPm~3snNVojHd}!O<G$ciTw2422T*$q>Rvmhu
zM8TQq99|PUl8)1XJirr&MkioO?)Xj5;6C~l(&_zXK=zeiMPum+n+SEy)xP@itkv3I
z=uJU3?$M!&HHlkG96GG)P=&Iih!cOr`~(5#Le)_uUPF7#y{h9w&;pnxQlr$=iF{j6
z2f7{;XJtZk<V%kbg6!)t54zdfIGU6VE5QpWuo^0Q^?cm`bIKDELp2&TmhS`9v4k(c
z|NCJx-OY#IVL!`cnpA}+a*9{pDRk?z1$x$?NU#e6l#~s4sXL|NW`H28TcqMWd)eLz
zhN21P?9n332_{4IYu<mp^T2@oAtiR);M#;|^I6rRQq+e)INqdhp4R^h>nk1&NBGXo
z9w(w7WiD1+&0_r`<qs%BY*kRYuEwx%d@*t>4Blg{SR0S6;sPZP)ojejJ(d;`g5*-o
zfo_Ox_oPwI9dJ`63s?_Uq3bi=4d<@Mv}A2p0PL9i8jj3w62@H!!8=*zGrt69jZT?p
z?~8H&xwGG<2^QTId~uCKj?DZiG)wBx)zgnn{)`j^6Sg@cf+gA!x$~V05nN@pxp|aT
z2)W+|yfI5Q(wop_9#2o}+e}<kuZ5pE!7qNn*LF!!2;<4YSH`C;^%%KFT+YiCtb+u^
zmllW3I}e*|bis<RCW$(H=vegDe}<SOziCR1lf@A(>&v2<A1%C`b5i1lMTBT3#!Rp^
znrE4B07K_TB@w5|&J{q4OfZVX1ofeS$48BweHxkwRhv{?=rMptB72_I{b|E&U%bJ1
z3c<MIW>Z))tQCA+5~N+m_gQLef7}-bAUQ!zi_K|<j`(61PRuv}HHL3A|9$KwvnnqB
zS50@KvA-}7jmzy*psl~Q<t}5Aj@wL_AFXEzP5zWFZv5|#YdU}t7@?<84tHPAgX~vG
z$Vs3y2vG*Z5Fm((Ur;-A*xvrW4N`?vt&+2~x=NaogHdo^3gg6sJ8QQW|1~!y`D?Js
zkFU0iO@X=6T^*V%F<r<slPZ_|18n5<Pkc-YZ^l=K9H$_md&pUa<_x5-9=2WWq+Rwp
zipo59=B%lg08LqJ&9ytlZv|J`;Pc)dWin!yt^DD-$wH&q`4y=xI#+WCxG-l$fO?js
z%wdYh4T&IjlV~G-Rfhut@5N#m_FTII<qa_pj#k#u0TW;^LQP^&9`mdXBiv<z8WxtA
z37nUO%<H^^MxIt)Ms*4Xzv32}L>0n9^&JsevuIE`rGgYv$=3EDHPZn*o71Q^Hm{Pp
z=d#v;G=gMFFXFzF^(o)V1YaA&aO-Tt04wg*mV+!oI$tW73LZwv4KJ+82;4n9g^wFA
zQ{#>e_QOMX^F};1SXW4$FRVnEWw_)1PC~i%JZD2iiTLO0s-Vf+^3dzgJl|v7ocAsr
za!k~R>+lqGW`jc#=_{ScOq~`0{9fa(uK%Qqw8<w`u;4cUGSyu_{ZpAGx5(}|@&?D{
zPfuw0p=!45J=YwPMDZn!8n<*&Zf0~}lb}CwlhQr?fKK@#s&QG9$|51;P|TXF?Upjq
z`9*f8xd3-d%#>~!{V-XNuPk!92~-%aE}vXxj6;v`TwVf0%R`#JG8@_IWTd<Jp{u6}
zrqVITOmhaiN_hpfn39zWIR}i<+x2B<suf}yks4+(FxsD}yWSm*CeDRKKbLeN(!X=y
za(Q{=K)3F5sWphE+Vai&Ld<-sO8Wa6@J55b=whg^-3PKo`?}<r`@0>y88JL4LJq<W
z>VQjW-v_-!lJv51ojoYD_%uk4p2-oly9o^orOL?v&|otAw965KGpCUMxluz2pu}pg
z05ATIfZx-~SmO6n96V+b(lb(=1i1Tk^13Xz?TlnNs9tk}%1gz3L#(zNAwPXbWdQB(
z$}hBg*L?;3&IIp^EyakP#IEm5lWh%y)p+wxB0(5~+ZO>>>FugUQV(?-2nzwx*H2HK
zv|M|W3Wv&5QVHKBTD~UO^8Bn&TTWA>0^yagq=jXq1oFdtm$*b7ea~CtEvuN9Yr9&{
zhDOUv>QIpTvzQGg2Q3FTCu{LuP01C8X&~RZM%DO_jJE&HDc=dc_ujlkaj8geN>)O|
z#Cs(ojdL*z3aP$F|IxVw=(Q^>DW7|_%ZK}euzJHv*f_~Go76jR`>Y)kbwdnz`%cG2
ztb45C;1lrrD+;`m;uehOK!N8jeZcbr_Q`hA<wU7P`bS`q_=9?EI7}FDu%UmY=2bj&
z^Ddz~_<Iazx)Wf<u2GlfyJ3*;_DH@7PRdQi0V^Pb#*{4_p{dbuvQ&|h_wcw|5;e>^
z()MWK#~xA}I_0;bFB??~t{_*;LXI`Ln||==)3=vDOmKw3=CR-2W7a38#2Vh3eWM|g
z7|KPZ!RFjy!bSh}dliT>!=J6y2GlO9k<18uevm)9-zAPUCW#Sn3$5i~$6tvzv08LJ
z{Kzn_7ZyR<Yq^0fN#k5Fbfc~2P=&}R(0ED@>~LdRFh<IZZ<^#S4<VUvbi)I9S2x+N
z{GwDuydx8Ysh__H4;rzbyq=Tn)ic(0=cH)2s6sJ+#41QcP#veOZPsm(9_h7lK{1;{
zD*1r_W)nnG3a(cC9$WGe6L9;vYB8sJXLBp}AF71ueX#4!)|s4}_cyH~CJMfI<NZ}}
z20b4*4OUyo?UF0$bt29gkQ8JqejvV5BuSI*Hx+YiBaWzVo}hW1rl(s4M#ua-?`iW2
zbKI>yTf{PUYR@-X2(mp8L(YK<-4wHgZyO^)ei?dVoxNO{Mr#iL=XZCE&0ZqPeCaP`
ztfSrj{aNkChJmF8fTyWu7{vO@?_X2aFkx?zCRa<}x@8%n2QOitd^u8m7N;<DXCz(9
zq$a7cE;(UsN&N>t{(NlFP40o*5f$_f1cN(OU?PS9qjsW;Z3g@JgOYw{YGlyo`80zn
z$mNSFvT(pa^#}vtowG9i?nHPV5G%BFw0D9&$eJ1v1<-wKg1I%Szq7tG$hsuIh3U(d
zklWGi8&ZiUYXoAEuTeM~GZ=buU!bJA?hz?Q0gK>CvZMYkEB<-;RTLEP!${B$<Uy@e
zh!rQvFx>pn|1mW}yP<faaPp{->Jw)8_t+k8p#<E6^BSk4mgeca9dVd=&n~E=hMN0Z
zHSH~GH5IqyR&HePI1=9^6n@I?%uaPOanpQ1KQVL|k}RMgXx*5Qhu0f=k}<eKo&&x4
zCiZs}B22w4NlL5HC2Sxuhg_!c%mPzsDB>x%|Gv9&z$AoEw>e*6*W8j1fBGkRslspQ
z|Bj^{u@zN3swxDTh!dl6rR6Vta1UD85n@lqTu<J;4$BJ&RQ<JkEs7(#iZ-j0OZzVO
z4;REv?(&lgYu$3Au&U*S`*mgNMF&$fn0(0wl~fjGEBQ~Nk1NbWNG&6GMt@ql?!=Lq
z;|KegZK>qO-JemuPo=s`ca~xM?;|lftSPh}SUCtjE4=3s(&6S)K65PI@YpSMY&CF&
z$SGySjT;RXgh2qa_wGMXf?wA;4OKv~JfVQ+LM>FQ3VZ774mD`>UB5S^jQ+s~QN=h1
z>JyR&!Rm+g+{lPL^ss7H0r(jJAJl4EpBN{`sx6;)5UC9HBUTqWK>6}1+m)j{y-=d4
zfI*_wi-AO0E8w{+x;>NHpD4LCbC`m{jct$30rtx_h>NI$HHpo=j`ZH`?wuR=(Z%b5
z7(`wFT5%Ql6*4o)a;O^eyhCJW;B_ZAWM7gF`25gIZsVNS9hQc<`R^H<nJq6S|K6o$
zZ;S^$C^wSddwWyV8;|vPR(j0uovYKdhHQYGH%G(eQOLVcfRe6gLZb1{gm=ssm3@C;
z^53mS=pa2DJc8uUdgWr$_hkUr<^>rA+NX0KO>|fLu$OSO4gooHb!}VM44xt-XGo#V
zxh&B(ymFc{057?X?(=AaLlRExGuTj~F9zTj#6WkR<nkw$px;^)V=jGE>>pr$-Mi3U
z-73O&1i|J+NK9s~6G$O&h`S7WF%W=AQY9J@2QH6g#zMh07Oj3w5}vrivFV}+jRVm0
z5P-f<OvR=NIOMw;?hJU5`-NP=48Xf!sgQ_ia}`@~U@~%pnn3~Ul`OyG)Q}<1%V)xz
ztoMp^`~6JXV`Fuw!Lu)nv3Z?1y$l?9@ZwA_aIjXe;^%)7TltueiN!}|QEzR?WCO01
zvjbiTFkaJR@+y*hs@Xg_Hy;Cab7P+jjckob_Etv<3ZvNdz0c|8;l0QsoO=h%&38j5
zV6hCzzmzfJ27B2I?w)`YcV4sMsVYoW^#k?qa{I*XdHDOS!0}3c7sZO~05Q%x>C(T3
zD!<evW0wy#we>|?(>#TJg-N`#_%t4qtbULGXzrLA?vG}5fTPC=_5|-(72lt)%2C5F
zlIMP<kQx~J2&ir{$^hstlp}!=-*MLeLP0Y?I{ovA>K#7)uSP8xv9GWDbe0W0&=tQ;
zanKqU5bDfEduKrYENAw&F9TUwQF?DGg&vl31-Zc0bhlZ=`CDr96SaSRIR|NuSO)La
z(|bZprS-bhhuNUeQ=foyUt}oNf@Lz4Ryju!`OM|feeHFggqjpwY02DA4e{l<btEW=
zRtLX^RrH0_pH*d7#C)$J=`+im^V|^9cupEN0w4Y+CBW;;X~iC8jD?lV#cRM$x_|;+
z;&YJrq!m5^<7G&DYqm^j=Fh+N7W<y)Sy0&{l$8{XECbLpIe%a`>a{zU=`HA`&hpe%
zbVoZ`I>nfgPMCss2GgH*2@pj)V~mM))XrS-h8rt`ljgXE(Ux9N`BeE3&-@TCZHa^5
zN&0Y^-+=^KlB;5$XD~Qb1sABcWMI`i&9!_w&Z1`?{6>^{_t+}L6HKtjQt8GmvwEtS
z*Am`xTXE%}_a1-kUfA_HlJ}`iu1H(S^IRXE;2!QY)``p9FSZVeIAP-{*vzbUGJhLy
zv}qe9^D(3G;d-Xe{f@c*-KhR$+@-88=z~XTgEX<K^1Mrau>>>%)DP9VO5tZ2%XiYj
z9<MTHGHOFF*A@s5i9so!;5EO3;Dso~g{SetUrM{Pc6={S_OP7Q-c*!dc-9>j>1SR8
z>pfXm@)@Ibsh_%DuNvJD32`5o{Xtj&WvB}1E}_DjW_8%P@EPFlBS5KPT=>{hTnXx$
zSQgs>+CzSbgMknIr-aG8EHNfZK_R7y{N<TM1^R57pS{vz`7Im9k-_0<bD}J~pIoSL
zLyYBgn7=D`l6Mt;mu5wKF{GD^0~R~Ca|>rBv-_)lz_IK7&9UURC2%hKxAg_a1qn)0
z4aXBsJbM-(FLzk(<O&5@8cY$UKKSeX=-CO>78Totm}q@qxUX@qFc3mdUPJSuZ%AN=
zfdi`eK|K>~VmoQWpv{A?Vmu*C8Lg@r%T{W>;qM~XD=^wW3F}feME0^FwRCz!cyA-i
z)-AYf)X#f2^W@fZ#z^L*E84L>7vA5j-3qJf{!!s$Zs-U&L-UL+6naJK@tQ49$b`xJ
z)I#fk@@Zp+%eXVBT8&oxWWq4@`Ca4lkBeX#YJBo~DjSh)XbNQ;9kYR!Cow#DQFIZ|
zh8bdW!d{b~8rZZXlb=~aJWP~oCC&aGE929vSYsaDu8t;NaAp2vup4}(ONhLDvV$6;
zGEzm+D@|a8-q+EA74zLytwNKE9@w{>syFv9UH0=m$HOg2Zm*+gsNf9|D$)XhV{%?)
zL9lYpQ`y<(=wC?v_yjX{p7=`YUpg^Tt-lR)!vgG>jn>DPsGp<GKEh=Hh?E5+E2yQU
zLD~^-b%O}huVE!{Va&I%euxD*HI*w}VR5GxW|}4pfF@7U{I)n^cd!-%Xp{bv!t3bt
zMj74k{Cl`t?c=gV5KVb}<yQiTc0|9q6aygDpOx!ymdvpI1zDZ&f^ZQc>Q8S(!0?@g
z!wFp)MTDez%d*EvJL_MGrM<*kiK}2oTtg@zY+#QBwc$hvtMNo2vN4W@bpKl<xUPH&
z;72e=#|2a=PTPkI-&55WtIdRA0DM-YN`5W*tx%sBar-(OwoWJSnZHFMRjJY(F=xy&
zt6G%+gPhd2>at#6K3)9+`i%CEI;s};FMl|Ft%_j-o7R;&pQ+gz+8f*NX!@oQB$=>y
z`Q@-L@jt@kQG{(RH;}VB%!f7phO0ay?fTopd!J-NC58e|57BK8R=Tb)m-sjB_+6d(
zMKL2KsS$Y=S6W;dV)J~gt*=cwNyfJ11CxAMG@Z39sn#ClzQDcM#e5@HrpO;yijyr~
zMBR_NExYD<<iGs-j3Ixmy8L+HC3|<;8NeaIZ7(N50TV}q2h?)Q9uYuD*qsiPMmb1i
zBBOo0Vp+v=y+3kTB}mob!A<h*AcSW8(%t8p@=EYRd(5y&TOGgjTmzf;YwEnk`<b5}
zw0_23YnTA6z*dd$(@7?-U_}GuU2l#F1z;Qj3DZhGD=lyjJ0%04W-QTegOUO8kQQqQ
zSi=XskY~r$><(yFh`H_jN~Nl>a-we4V_GX23rNYR<03vJVOw*T*lHi76y2Wu#>=}t
zi{g&Euz7v*^ScYz_Zup5Xm~s{5(q6LP?Ok-kN+^Z%Qxr}dVojQ5G|0q52-w!6re&@
z?r85Cou-In*nf}#6H<3VGPcqbK>5=6G2cuysDK#^nPq}MS;%k;Cl3|ym^moW<KE%Z
z;eMNhryZliP52Its36}Q1A^;lAuPDTe2Y1>W<$wwKfh=F77L(PT{*A}3%~5UYAQPY
zxM#u^vCxa@l6WHsC&%%NpOY0@w^YZ*`2xpiQRM12M)&ZJC}XEm^t06FdLdh-6G_*=
zJhm1q#;)OWQbrL{nzSCK@@#B;Pf9FH%gZi5=_kuCH|DzJ=&8yQ>>Pl)cnO|g4mFLi
z1<M6+@#3}3yHkDb%-CAX<G|PW@M@apoP;DV0323X^38PG3X;H*{{gQ}gW(1R@XP?*
ze=-3rJADeS+dztVc>Hus>v2rp7kQRS2!{iR8c;T~qCKKDHPc~H?9Im+ja$GJ`HP4t
z4@`_t9(*r&d5Ji_CK9z7ZEEW^J){nJ{rM`E%nXKvbI;=M=_hL{aNF|-Ab)7TE+=|f
z;K&H*&6iKlIQv+6Z@?lVX8*UZZ?hw-Qs4dbdUb{Ot@@#n|K(O?@T_aAA7s%*iJN|M
zF(aae6--^WH~k3<Fm!1$?@7`%T0oG+RaUJ2KAD%j9}zRh)t6)YV!$FpJYY<Hp2^IZ
zL?HZL(L6O@GH>_;Dxh0v6+LjXGTHF9YCcTgfv**dy0{CTO1o-^bLmJpDMY7|aiw-+
z`mij~;mBmZh}Gcr=QeP$PN|o>Ote`jc2K{&%}TLyIqTo#0o2gH(s|{yeJ%P@E9g#-
zj<P_x`DvJzY{Cbo-LI<bWcoV>*h+hYz-nxyu))bL*^}wpwPfsu5z`SS9eI~w$W2Mk
zteRc_CxUmQap`Ek&++R~0KS;hWL>~gQdAXSlp}lvcauW=ZdN>k2^)a1J{-RRA@1=;
zGcIq@MNOU^lEuzpgeMA_cmO&+R;*Mz>UDbh5{>bPcp`B$98;#Bc<w_Fe8-xL9ubd2
zQ9y_6yC`1+(&T%!Fp`28q1nvx`g4#UOO(0#ERFPftR=lz1l-BaLa!<oqJCZxfGAbG
zMCKOH4{4dKX{d2G1&Dy$8FsBl(#Z;_z-02GEWI&z23g_Tmly(8>0!llzxD$NXU`_N
z7N+x{Wz?d@V3NNNx8!l>MX*+y5sJ9}8fE?t-LC$e-yVO>GGaY?Mjj0{QNuhm-c_TX
zLpZd8Lbg8llF1)D_hqD1e)wJO{`zmy+#>w%OQ?byRjq*=EuwmSNW3~rQ|hUYEQF}r
zJW3`W^s-?O(Rwg!3i4fS`ZutM@Db(j6*)EUF=~%MoLpZ16sN6SnRtM2O}QwCXIb-P
zu%Ejp10L#%k7W$xC+Q|=4}$b#3dD@{{^v2j7023En-bkFLddqOpBOwXy#B$*;fW`Q
zsKnTXN)pwSjl%VB*LjfYYsmWmXIw(~G-r{Tv%WbFV@>E`-H*zJB8+_l=AFIR&MX3y
z!RBmu5Ix$B0y>Bh(>sf}?Oz<=4}OlTIj|sqBIOelaSPoMk!z~V(apkE1q(RYKG^5S
z$`L1fv5z&;PpjjaFUQ+s4fAmf4iLGvyeD>!jn`_EuuFE*NTt6S=4B3Z%iU9(0^$4#
z*XeM$RpXH7<}XkIk{{m8gscb)2#UCdt{4a`$}D!frO_L>00$`Iz3F;BcWU`E2;Fhr
zxk3)d$46d%2pclo_x&}U^W$}cI-0g%N^-1!+CkUk%5DXGurKN?b4>~2tp2Z}2_Yl-
zxusZpPGd*(qJG)Ba^4;K0nQD_clDmuoQ9^zJ0$~UqCbVo$I1uRNyi0}&lJIlBkU(e
zEtAn_CQjCTMB^iM)t4gVs`KP}i;;IFPPQUor>%}hZTHzlUAVch3ZN*v6Js{x3qxS3
z=c(a7QBSES8tbCl=aQ45H#;(QQDUwFL83LA38mU|w3{BpCTv;dX}l<^P{5Cfs5`KD
zIz%sK@tMC3EKX`!n2r9^2O?o^XZO*;y_$akc`Ty6RDJ(K3}6oRA#O5wg*$L6#z2h|
zqfV-bqC=~*^v#PA-u0~^de#;&RNdqoAdu#3o3PpXIP6Qo&k_YhRTS-!h)l^Fd@q}t
zfH9I))p%@s6B$9YLSQ)U5g|T>*GcPq%_0wcRfgwtIWmk>(N@X3YV1tgx@++J$C8@E
zqsaWF5v|Uu|8`>U@c9-4J5?`wIrmdXZbnOasuJ{$*UxqYB_y-5!6q)^;~c`aL*X7L
z#*Kav+P|d@xzRlQ)F6uVI`f~y3n|dRBoT=o^7qB1u1zK$vvWuZt_7_&VB)uk86iJ$
zBYf?oDA8!@-4+j*$Anq~!D`^+6{J&6x7jIPW~EoFv+0e7kMSld7DHlM^5VuJTj)|S
zbBjr$-;_stf}w!T{G-iI;x}d!1E^WcP)s%Fna)9t4Mls_jJuBE_{n2*rg0B?s_Z5{
zJm3#dKny%W@jZ3DoY6tpxYr&|tx&wd*U<kS=1jmFJI7RpxHP0O9V`ZP*UhbBgT{z7
zao;tESYd2IHSvdZEajY}hEa*2!3R6v&dxW&c<*vrBPuA@UpZs`{ONM7d(Zm3M*Ij?
z$^B7%GV*pQ?R?r6$qvY76<Yd=Gm5wnA=4aL<GcntZuHD$akd^{V)8~c$(JLJ8WBE8
zk7;~-q8I0Jh38k`SpTUfQq9>z8u<AD@$DrXYFKk;F|#XRS8jJ9Zgp9gqqqn!%AtYj
zLdKhjrJxw(xR`GoX`ZP0Z0-BPAM70Y19BJy3o==ae%uZEMNw^NCj_4;ddq(xMLu_w
zbye{}FYu{aVQylxgA3|sdqkGoYT!e7J;(HB$B?RrWCiL%$<tx;G~PLFTaU<Jggp^H
zwax;eVSn42Amlij&@HbUj_0N`0SWZ$4V0M7C-z0ZKV4NKZ*etJ>%Fv({g(IEBPku4
z^D7jntfha1Ctz^wN#B_<C3d72`lSWq$$VVj#NCEy_eqGHZ@fUqeCIkNCuw$*M-taa
z`?J*x;q|VO(vZLA2FDw+SzxBqhoL=e;`@@@dT*fFqlX5vc3A21DXl%U9A`01J?yn8
zW8lrKsGo|s=0;7l7I5Mvt_;&h`%DN^KQv!<v15>bAC3kX6d0`19Exta!qV9Y>Y7Wq
zsM%bV6=d_o&FL};6AC50z%3h!B$}8gleW*0ob>TQ(1kd`{-~YjB(@td{Wy*@0G$7u
z%EOsw5fd5sf_Ah124|M$hf}0Hq-}Kc#LkSU+o->M{1F$qP%80ZtU06CG9~8Je+H<$
z<ZbOR*7<dG9;s6OUc+d%RSk)Nn!sc=SC;mgq6&ep`Z+NVB{&O_*Fh)JSs88CqdY8f
z?Pbc(6iWy(E=qM$koQ8EX#91}bZ!prOy}<T6d|@EMytRE_4M^W8U)=h-kX~g_uA>b
zDg=<c%<n~@(ORE9EIXDt>MzT!)XQ_q6WKDk(6|J}yEHC*jfsASr{aBbaR#HW6r*`g
zJfq8KQyi<{=UY`^I%(p5ZfuauksX_C-tdtgp!n?f(nQt~+b^t|e-KZNGlf=(aM4Zs
z|2yYT1OFCWJ+kLGB`kA?j;IExgAJXYO|<%lI1god-Df5jtxv{G+XnFFtVevYyXVXr
z{zhYrDN}?U*=zFO@W-H>om`J1R8`a0pDa_<TY=LnIYX8Zd4@RGG6sKv6GYpTr!9v*
z-Vz*7+E!3!xv?(bfC@+&?2jc@q+RbF<{}LK-Pvw90kR&`ttH<XydZhy4Y#UKv=x0R
z`!EMH@07JyF$Pq516-9QzCafGz<jj!%sJ!-gjptdqB<0M8OognVlsJSM{>I*L)@o@
zr<QaaD-Em-{&w}Ac-oWF<YF0+<g>*Rl4SETp#o+!p2K!TVhmINRe~=Ur%Sx%yg#X|
z?(FudJ3u%2M@1RJk51@nQ={nYW6MLOAJdcr*8{PFP6WspaSPo#Qcp1H>n2UZYFNv_
zy>H0v_GpLA<5w_<4uCODQe&0!B`L$dB6i3ZaYI3hWv?aP`bJ&Q*$-~^Yek8N!3lk&
zZl-llDb9#cqtBjtidg&Ox_((*4Ns;Fe6Lh+cUOFwrCE&Z@4)&*69!mlO#9sL84(18
zqGbV^YB;W&uUydVbUN)bfEhvIlgbbKBqZ?<aKv9QnZ`?gF3D?_WB~0_DPKT0X29j#
zz;~fMu>?dz@WG{cX{h3JF<Qire8TqivSPeaS5@EIvD}<7Qytf1)xqP1nj2Fe(1JG+
z$c(c5i7wgxgQP9iVt8tD9864MFCpl!CSEW^&#lQne>K?34}E;3-^1NaC=!+wSgAcR
z{xy=S1+30=TBG3&?!Gx*QUG>{Az+$@_raC5{lO%V;~3~~_@)cFM0{6TvaR5T%Dxd0
zE-zfQ&jbh$f_v?HP5&3+=kf;pq7p>q2KUAeAe_V4dd?&zU+Y<qmJrgv;;n*5YYMiz
zzM^g@?gaR$_oyyi%yt+O7P$Up0B8+phd6&{A3^vIXuwl|tfhHbM2Nqdl&6Tlhf`h!
zULp_O=b9^S_ZlMP`)|}De`9H37S(!-7AM7rSgNl?%!EcMN;N@-8@XA4PZmMtG|x#a
z9D(u<xC)DDY7fRX!SSaZdlVyN_Z!NvSdM_-D*Ca{4aJ#&$8gI27h#UmzIPG;1>Iy>
z;(F%4KF@g2(oKJ)JEj|caBx?QAP%Wc+1sHdS77mUEOIF7jCzdZAs*KmUz2Xgvq2$l
zY<yd_0N&=GzAUhA+4UabV~IkA!PliQqlf@}i_KqB`GEppt49@2@jcUfrUVL52*6{v
z{Cl8qUZ3dNo0TJ~-*>En#k#pyqJVXM*3~7z8QQON`B;WD8Z{f`<ocTfRa`~yiKC-<
z=+AQ}>=t@Gtu^c;y}Y=c0U#n$6l!|DOho@w#(GP`l^3&Xh~+eCYlUxN0{jv7GU3q;
zgz(#aaK7)z^<S?|9f~<oWO7`+tYRIuIPufGTBdfKi#DeXDd090YX_Mur|J{#H&itS
zi*aOhnU+ce6!cQf17Ygszyg|bB{AAH=opbpRi>ZGoB(4C`ekbaB62X7XT;IreS8r?
zV{bS32S-d$BtIJc*+$GC>EUIRM)ix#%^skuP2uL#fR?OM7AI+Pxye^880&uo<MT-=
z&$mf<QUD?23|T8RyHE5@9KNK^7pt4DGcaD*UQ6*M0_vC&E4OO5E`he*GumZf9R#7K
zNLR;cjTivBWV7*%>$Bk&0|4bM0$^<$Cq@|2<LA_K?m0e-Ika}5JG+TXBkFzn&gami
zc=lK^@oRkByIs?ZRhp{1CZX1*uQUj5sV9Wzu4d6L#Ga?T*1Frn@d;zcD#;o&o1Gpn
zGZt?LJb9Vt)VB?f^dIB$4P$S3Y1C5`*BYwc%J0pD5pX{HS&XfQ74MQAX@tFi`a<Fk
zjqau&+;6QH(cMFSZE76Yd}6~vy;nV7Qh0slSE51JEkbK-Do=pPpI0NtAH^_J-;lRE
z6?1!#&yE#g9KQW8K$4h?3WFHKPXq;;ogJW{K_Y8Nwvc~hlzYOJPOt5?qOGpCbzfD{
z{$uKt1=x@Bi~o?wRC6h(7QpZwpR6=Oz#p^EFS&48GK9eFFq*Hd{&P&G<N7a#GLKL;
zBdqnXfw!(&iwYjnO!qd$cl@UnK8|Ud`DJ1&v(Bu`jrGNdFW<>N)-Nv8>H>hrOI*MM
zzW_=0S@;39|Js4b-UDo+XUxpkmC{L>V8nYzK{X_jwT28VCNz|W)0=!7t1vGk@JO^O
z7w{hFvb{Jhyome${B{R=>>HW(#`v_b-!pk&=ZA<0b5z4_h-1t%1TQ0g5`pz3ROY{o
za-ZRkedrX4&;UM2lNs@04_au*fUM!6QP&2>e0H?NT7P^5J8bwe+Rc=wqL$L41~yxi
zop^l;gU2yxPmQ+7112d)@*R+h-HcR)p%1wvDCuxP0rl;3{P`RagqbB10a;UtU8GD_
zZi$mu<yzB!3S^?BQ6dqmJ*rx7*LM{bw2lJI&SoqJe9p5*9%0AWI;RXKXG8@#i*dZ&
zU29u?b6{89ZC2DrjGx5y8U7Bw&HdRJ!$?o8Z+#}v-yc#uM#Y*7CWl;je<4-|h^V(4
zA@RFcFD^*nzwL1DdiTo13L?^IafWQnneFWitp*)$G2QX0;X|#sQ+QHs7w%mw^Jf@N
zlsdVw`QLg8vb7N4TYr%h46o+J`Cq)L30hFT#3#+*09EOv>K2HLl&<$>D5M1>4T1O~
z5C&6{CG#b;yaLjU|MbTt<hef12}}Ph*>TlimMr=vYmxG2Q(8kPOaITMAy7*9p}o5*
zPC)xigyjh`0fl>?y9Bdc3DZnEdv8@KIfd^`S~#vkk19#Zgg1zl37Tafw?Ol=Dcz|F
z9*$2wH#pxWT-dUcfSK5=ZT#VZD@_mJjWuW|({nId7iRRD`uk{Q;JD$QQM37^Yst^k
z0xwiY#*dR{y4>IP^GUgE5a!91u+9waqAM+~Y_NT)$!ypuyIUQ=uA(3Ct`_dzI<};<
z#bRh{b<!E7C`RH`gE#JSH*%jf<4l)YvF#fj5|&QB$qkqgL+Lg}76v9LFQhy?q4-51
zTKm`hUTNr>O`$H#J9s@*jQ+azt@j(F*(T+Wsges<k7GWvAlLwehnjnd!(|u2w)?f%
zvhPMMcY=s092Y3Yu}96`;D{tpllZG|R(y2O?@mNRKoHicP)h8KcV3+a&_O}ao?}>)
zDRK(kf&suwd)6$7RGznie--f$Z(eSYT=L;5CU%ooo5Hhr$cfj8zj!`)ib&L(x^(=D
z>|h-EKR%!6a%gskDtyt@-?p0;3Kdtd5%v)4P}<EaMkIMgI?IPYrQQRn7CNXm_o{|t
zUC_=*-J~zi<5r6VRnHIpMeJsfIvFC-fOlCe9NyC`cfT*7JvM)kydw2+`S>aGv<}tM
zC-^yBuV=Cm=h+OlC-8-(LDdK_P|OOTvf&$AjOnt~+P0TQdAVf$!00SY^Mi7GvQ?P1
z={0j>-T#T<pU|uPD(p8?hg8e#1`n1dN}W?|@5>wCY+YfP&KKD_93!o3MTS|T7*Pw^
zLJiF!s+?H?lcEeE5_tQX_zwsK_p1C>6gXpcRCgk5Oi(C#{EKw-V@z;wg39<z?|I!H
z>e2z$f$<YA$(S6-c?Dy&nE39FLEhQ{6;i5Y@<t?LzhILcst^LYPWPIQbXsQ!5pU2(
zd+-Nq;#euHkWvy(<k^U;(NOmnqqYZNJ(fH=bc=Y2r67d|C&dqsT3ofgk~)qeiDKA-
zL_j23FL*S15U~=RLwB2#`%MO~VpHxw51NrTOpf1c%0be`MRPZipz}xl+xxK0q}oSY
z(|BmmS9ow-ZlWBt!==5Ea>4<1s|%vfPZ~`odOaM~Wdg<cUg0JaGZ#O=l<xmTdo=E8
zZ$=GAjb@N5?mY*(!#BQ&`f`ltCJfX%rEv!63I@P3Ey?j5lo5b`{G4>T(e=PM#$-!C
z&6B?<L4*Phb=2+h@IhcHG$(J8+JfE^$lxI*ZF&{A6>c>1%S3%etyz!V!{xGE&gREr
zfdQBGuwsJ*Z1?wZ%D0}%$iK~hOv{i?)>CyMYziZKe$60lZW3QL*_q;J_0rk%e(&P?
zq)jp{mLqLGN_ly_fL+RVsy?KNnUV#q#f~E1kchm4gJh#OYp>UoAHXhHJ53r>@oD{g
zL<sosZ^Qq=mf&6oKc0~u*#C;Z6f0tNoNT7)HM5(;>(tWi2zO(k7oz+m;f_411mgYZ
z(=UO)R7^`CT&Mb3{~&;z{~#DCvuH0A#r15O{9+y0^=;vz=KK<W>qYK+BGz}N-GkRt
z{ErO=M-x}ibHX2euLw{=O$qOKdZ3I9L>#zq9&V<?Vgrg$2y7_@pT2?Q*@43q%`HDZ
zV#dKOOU_7X%1#cmL$mlz^gIa>^=?hlwyG5M<p&*TGZ`%Y*p2$w0AgH+a8I)imC!Bf
zusS?!WPF!6^?9?c&A--Nm-13hCxI=(7n5`*A|-*Ycz;<(XVCTU;Ucd9rwCtI+p^1J
z_lo)t@WsZkV?w9Yf1dBgq$ke<zc<G+Rxe)fo!mP<>b8teLnuiyLg7LWidcQy#2E1X
zi^T5hTY~Q2Q;7Pr3A4uxPqnPn-TJH0@8r8yiX;vxRNtPD-ZqS0{KqAtRy&`80VlLd
zq|6_tlNa*gm4J^W9(Wl_Pu81YEZL|nyA(MxZ}&Nd{<JNg1m3CoE0dM60u>O7mTJS&
zSENYuDWaw8&4>E$G=(x!MF(%9FpWISa2<PjX~*7YSrP))sEn4t$7r#x+CFotzw(??
z^C8+`4h7*f+1C9%OWdfIPA{30T?u5}`ggvKzfLB$U!oF5dGft5Vgx8QZ&xrM+|P(p
z?tqs!jY^iU!>f!tLk`l$Em2XbCM=G^fflR=>q9;vFOP@q&|aqKQ0M)v`et3Y+~-r!
z#V8xy4lXO9er*gV`T^;F#tj~&;yqusGjf{q>rzluH1KMPRQ6euIF0N0+PF+Wdm{Ba
zE$_v7RB1;CvEE2)T3R9~Tmt1VgR~(22X6T+XK15QAg}Wjj8Pf2+Wo|bkoUqWTiKVw
z5;1aWRt1#2!Y52BV<Jro{Mg?^8E&$fPFFtp{NgUKO$qWl{Nr3JzU=e?C*^!1jrA}O
zIpE<zoqk*Ktct35I94)JHBWS}WrL^t-*AOM7lJr^pUH?RD&&(Z1iARQ836&5e*GOA
zV!iC{C3WB!Hz-^{_aVbaU;>04#0RHiT-<vWM%wV)xG1IUzV=HYs6ws65xneS|J8|+
zF3jK@+fdIg1_ZvdLq~Ul1F5%8B+vNoBBwVtTHfAR<qUJdFlqh9D_`J^$gv2t%{t<i
z;N<)T<B)}DJ5|t51)Egf&DU(QSxaSW_MUMmc}3A8)!bE@(<AaIa2)2QBE24fY}UoQ
zW!Mox_(G`w7{<-*3C&{*vc3@6L;$UI6S;4eZ6^KPkNLBrYH0JNV^-rr>_-PE`3ae{
zC+XVb54NJpUdwr*>qo!T-Lve=3^Z|U*%mc(jcG<kgVqZgZOWF)OY#^QV<4mY;=$4i
z;gUiVS^c`+<})w&^Rn`O<KXzAV&%wLqc<fs<e0kc;uy1tcurkR&4l}d?7Lm>)8oi<
zT12V#n0Pu~*UxfVEA};>WpE-{$4pusc(g#@K(^%h$?(SCw8wMzrmexj1r`zsk4M5^
zTCUWv)L`BxXw+UDOYlO0NPd*4>Uo=K)mNog<{i3R3Hg6XM6g4Ua`)Q!Q=lEBl+FJl
zB=wL;2scF7tKLC%J8RCk(-$JMtzj&_UMw%Ab@mlY^zTaUU%Zq%+N&*CwQz}y^~%(_
z-$m)_>$#l)-z=`YU0=p=SAjQ4t<eWAA1yIuW+T9-U?j=dPd$<+E@&q+5ij!~Of9OK
zb5|p1mE3&BYGi*fODk?Hz~HThq*^s$Jy)XVRRXs4O!EO`=J0O$O<^2WQ*8aBVim|+
zlREk5q^BLY*h;~f;qXnNmsw&&l?6Q7631t{x{PigH*3ju8}$43<N%8bx5RS<Wp_b*
z&tA5s4u8DAlUm>FQtp7-0?YH?NA?nv(0yB$XTu|#=b$}?Bno4>nry&iF`348+AkA^
zEJ8KA@9frv-8KRy$i%zVs{aOGN6+pvK5BWL{bK=Ww12s`;}1=W=wH*egIE<1etu=+
zzGi3z;F;0=O$4i_YDn5=B^YZxtlHdhm0)hKo*mTeE%KEN`n+zD2Q?+NH1P4y{ngGC
zUUv__m2eOg@fdE3FP(j@o&s7CyJ;)j&5t*ccVwRnnE}>&sTRdGmQjnR$;-3Aj;+eO
z@Zu)Oa2_N1$zHy)K}I3Z`}~c>l}<+L)e^WKB%A~`RcIxzVFr_q7I7xC3TBUENG<6>
zdJ=%nWTdjrzsTL8fR;`-tq07wO_U4wqDkLJx6@Dl6|Ur3_<-Td5f1ldpoKN^CAgfZ
z<esg<69SG_SdmxmlnsTNv~*A0DMeQ#ZBmr^{Jvn*DGQeIx-m$rqc2flA+1V5o+a=I
zeR9aNgSmRV$07F8z)urh^v9X1$mc_v1wlF2N6()^=4ImZn@Z?{%`nS>r)v6|<W`N$
z;tO3^b7Pg3yJ`8Nr)N1+wS$~}C|Bok!kDg*Zdx*&%hOv@vOj+CPCN+WV@5fRh@)(n
zYJs^Zq4`A14N7R@2g=_#Z4HpmKL$k#hu%wL1QwT;1139COcdBYZmHy+>uHpp<lTCg
zG{Ty2vjb$vhM~<<>NH1+1Oyf7Au7uLrI)@Kl5TXr*XcweCU`x)R95zz;*EFUC5e>;
z)b$Y<@q<y}DmbU34AIS;pP`i-!S5ab2loCVg)v0V`nn0p=ZP|>3&abR4o>haTdK5T
z=Y4YP6yBX92n%KgCU>%~9MK6E_cM2O$Uw((;d&wB(zskltI#W6l_JuX%)#01I_BBk
z>yW~W)I=hq{|#&V0RzU)b>{Am%yR1Pv{<Ozqy7M%JE*mfl#3af%k{O>H0{fi*OT`k
z)BMSdf1O@5x=Tu#n<~RAxI4cp0b;!oEId!`Q@du!9MEz;kSAUXA`oi)nDpN{A{$aI
zvs=I#TY2o}Fclp59oL&%k>L6nE0pbk((Le0hwG(n%<_4z?Q|2*vNtIJ0z-QVu3cIh
zKLA-lM&P@?(QQ7^$p#o%%zR8#wAVY?-gCN}fA~nQ*f~H|EqjJg$g!^T5PtypD(LnP
zV7!-PDD*{TTLEzt*<wyiL)e{O*{mJfV!#DYYufqfPBTH%Cu#ORFvEpM=iwQs^~x~;
zTSNMe^>xAV=TJ0*k#^2!Ee3#c#58bXPehjixl1)uY>P1`@B1?oF(JIF>Eu?iAwt(c
zCpAg4^I#@&#j^Zi^>5f#I57cO<`Xpn&|zxVb&>Ft=bpl7yo&U8qd_HVT;?WoMM?pI
z@4*ksx_i3>WA5r$?#JoUE=+EjU}T@ieTyY8sr@L6vF;Hc`fw+g^&r!geQUUb9P!Tt
zI4&Q&Qut021+Ik#SQC0el)8WZE4AMqa!?r=kLW?P&m2X_N0!O}DCq|ZEkuQ%j<sW&
ztVUL@jjP0_&sJ*5ZWGVprB0{4nmi%wz_4-#`|)_jROGZK69(I_gw`IPGVjBD*5^WO
zJK3+f$HV!YGfgN<z~_z!Xcvl`stgqHI2O^cg1N*XLItm@l+FIcVMaWZTv-B)3Apst
z$S7i`q=#2D=WWhD`kw}={aE8ko6!vvnafv;Q7RayeOM9net|i;lnPapR0P+Ki>HZs
zBNqC3mp7WNlzi;#Jj9djD_%(;-gWRn92KFi)VWza6dXkO!dP3dqd39#G#$9~LEXn&
z|3O*EM1Pw9v+^gi-YuTybbwJi+fjP*!a*X`MzH|DtbV_a{GLnW&WcK@Oe4jfv8`3-
z$I-MPvZ9+mFZ$S9{S^>fNY*ucTuDfQZPEs19ks)gOa2nJ3`X^N&8KfIt~b)1l#|<!
zi|qNiK=Zd>73^f4`^87-Xc++pS%GFRUJ6?!=hfyHM-k(P8MmJYNq>rbUL2OM2;rf<
z)!fOAaM0FPjV<^2HVcF#7u7Dx3iCQ&cwDX=?7HD}<_}4Y)87?7R24N{SbZGc1kFLf
zGS%X*^wJ0ERL?<rgLSA}&3^zj+I~eCn=CqLn`~X?b+|X#<q|99%t}smjIeBuCq<<l
zETj~%14yG40IX$?qp+7DVnM&{CZ_u=A&8p%tM+-2I$IBZ!R$IM_an5DhDwabLor6b
z;}6+VWL-`vyIhM^{_??@@`X3zR-cwzqvN&u9JK#wep;o(%zsw<u62JXvu4pbk)^wY
zV^BE0?!FX~S-0+fle;{BALyCIH=alsJY2+buuLGXFQRKK{)?nUt!=rw%(z!W0#JFD
zqrS29<M!RnQATsOWU&RJ$B78OKSxPS&<4sZSM-1l9{A&KH#90!(;}cx77ci&>qe4y
zi`f<_4=eTgj`L|YCVW-;EA|Yu)`3J#$C+ap^L34xYg%)HKWgQjtN+P>`0vL`Ox@nS
z478Jjb7+eI-%-i^4Y|XWckB7VS;YP9aYDR=rM5%SK<X@hld}f&dUs1Y1+OAtOq15U
z-c-35zM&}dy3v0SpPZG-G5wsbBVH{7=MjTRcAz+K86BYVvBtnRnU^)fZF!lqw&q9j
zEB~#T<{&;>KwEFMx2OUz<XHqUp>K<i=NsA4R~)F;;nWI`GpUF|q8NK@6S2_=iR!|Q
zB|QG6+&*V%=ImkY%8jYxNA|SxA|E63sopvo1#98Mc%FP^swly5AMt~IBsaC%`6{GB
zafz(}JSNFrNCM3S#~>T<Qh*CNVuB!Fx!?96!|#c7pxh|h4*<i`2TBxfxv_W<RgGsp
zLK~QoGd(>EEbJroohfRnPu{Tz+vqL}7ibLv9uRgva(+^w2R7%Dy1E@ugv%P^zpUeX
zLgz*hq2(UblPU_loL!U9dwrLd`qI|&7y#eeTtjt_{?(kD3r*jnge@c1Vyzh(@9jD4
zMlLVcU#t`c#H%xkXqCXht=&wN=vYk1@zy9154zyCV75=%ZR`Eoyp%^M5QX=;W=b2#
z0L$7mK~F|??JzfMv0J^-(%R>A!AHjUO8)If?V#(S60AzzO3bC!&XnDy;KS{^aE>_q
zzt*TU>VE?^SdfEy88`dtP@=!CguQUB?oFUU1@Xl&;FW+{ph%k0+gQ5GA%)No$zF0q
z&gd5w=k>}lnltFVVOFz69|I1h$rIAMJdvN55GmT~O-o5Ub9Qp6>`ert7FWPeZ}R>}
zG$d^QTdYD3^1&<jpS9pwzNrhXFYtuHG_i1Bn)Qw@TK7kIp78i|N4dl|_S$S`O|W3a
zlqHavB$&F4q?jHtplB2shJknQW&WdJ4J(m)Ej9BG!Cg8=e~FN{$eWk%UJ1l1lmSAt
zuE*G{mBj4u`rLid9(Q@b&G_6g3RkdIkLAf_$aIC<DQLzt*bE(bp^5!Av0-ZXfIcN}
zsK!aILCW@o(Z39LRcK=H4h71)`lM~wP$+oALz(5RapA3<VEu>nw;-nvqG8Z2`)fz+
zTCQLDVr@visjOBb&?7qBxLdlPDC^Z~-Z+e05gP)&GW~rq@wIC{+<nm}QsIk~@%CP9
za*o4x*NzS{`hfSA^=(UQ$kuv8Fd&>^T5_thb{AnFoeS)jOgBp;D20f}EjSt1$On0U
z1`5O3O!$5`r*jfJ^_IeV-(SR7wHHc*s>p`lmf2eEP5bn8NuXIsP%tKIl0MFjpEK$k
zu{0@EW4DHS78%<!KuahCDkb~yM!Mwa??FdV(713AZcg80#F49i>gmbLAS-{%uf>IA
zTIh5u6OCXHeNN*OslR#KA>B9!`p<OEX3)vuP@#$HyE*8T2lA%rGdUgbDSVGmN}BO%
zq3cf?&$0JSFSNq_woQ2mT5$9tdB!Nia&blg=BjG&kt5HPe6|TuLUX8cg*FjnLUyW}
zCF*z+mI^2OnGiac@-_#|cWT0_v`8lu^Y7d742Id!Nyz?7<eRLnp}hk%!HJMx;m>Rf
z%{FvTj9(NBaML2M>vA0se)d1v)@fkI_e?V{GEZnFlu8}vTW9g>*3n8r6_F?aWykVV
z#2q)yxKoQtZ0jPuBtp_}Mi0@pLl)Cwp19zC@pbaK1A(`LuVDQ%90^;)BCDu!kB#~4
zy1MOawWyLc$*$kWqM_0n=NYm<hJXC8{n*fh9veKd-gA3TiT$|CK=RwZT)Y^H<OgVO
zzqPR(kQn(SOoq1oOtl0|FxV>~UL^<o-2a7$0d(R$s}6G>Vd)L<@}lO<HfL>lRo<L!
zC2b<xqrJj|j<G)sAh)|>emR=Jb_b(4Y<X{Q@hy&4=#^D<j^G3~Amb?bs*aI;$^%Dt
zkc`bv397-}5*`5=AfIV<z3#+CC{0*VKF~jT?*FB10R+IE#weH-J*q|Kk=!}9eZlLH
zj52>n6uZ)y?UAGv?Y|Z!4cHVmgtJ$k`%F>EBMeV{sS$O->Diz^gDMNm?5R_fnsr{F
zKx-nyeerYOrGzq#wY#0?e+fI37witr&$`zB=@R`+U#$T3{hEZ&pD9&If)OIEFg`vw
z#^9Y2uYXaTva_TjdGH*_#z2w*?UR`xu>%m`NxF6(_ISxYbwoQ;2byuugeOiqOR%-D
zx_my&@mozh>UBwvv{W0frV^D{`vuE;Rw21Eirhv(kS>&uAlWnVHE8TZCk2!k0JZ=H
z)#DB$fAC;ZI99}ICs9p~O)x=7CTrq7U*AHR4hj?_TAExNxbxgxET;d{ej~H6Ui8KG
zO!`!`pK+b(d=vH(KYxf(g<j0k>A@z)2%&z7j|gT>+b5bC0JoqWD$5fW(Ej4s6R)3y
zB5W@tAUzTf;|Lpn4mV)Feae>(x}%c3%j*x5^Zs)F1lMOY)>R>JvE;GOJ7@+S0c<rE
zAc4Q}dUF2*xl9}b`dn;{kl7521nd*2pbQEV<bh8+dC^>+c61!8WQ5qqKo7sq!L1I&
zj$Zo-J&?e=>odZM-%L<%75yT(#a@Mi+5HA7yxi2$%(!e=|1XXkapbN6It<px*A!ih
z{H_|PU}eC_@8HowHv7)RIcqUbApW-FR~e|MpVXFxUQn2^n5MtZ?b^jAr8Cix+MSFS
zY(mtm+a=zROr?J4%uTF6d<C~Np67VXq}z}2^u=4*F^|OFLez!(1%BU2Xh`Vf?cvkc
zqCb!M1s8yP;7H;<+z?8dkXzBPUsy+U(#xaMKL${1shQ`}-`cwts?@3hZBt|DS=qp&
zO(z-o{|H_O=f*8%<d+IS;`<zDEoX#0eL0Pl_6JViWP~S@U%mYV4+O$Ujb=tBqY|5h
z;mWPY4Dr`8lpgnD$|LNHPGtl?e?xM-3n>qg@#IyuZOI#;Z4L?oLOB{bA1b|1U66Pv
zRC3er(C^Ze?d%*gkC`N#!==<mY+u@s&WXOeEPO}5o$db$>!L2+M@SKPKDhvVBT&^|
z{DT+F<=>tfff{qnMJK#GsA;cTpntv+f9j3YQMs`J+`ZeQZP$J>@^>FN4zpJ7Q6Rre
z1R~QENHA^vS%uH!CewGbHpe0MYB~!Oq;_9$`{ixrzDwCiMN_3`wYv{r;IFl3a8M8x
zdApb8c=ERW#C42Zate_G@o784>$mTj_z<y);EO^MnGndIBiX<Ev!B=As1&xO<H;LM
z@BZl78@68TXO#;;0fT1frRu#S>6hRi(oZ0pq3DFqikkDR&}e8QmFxS}1y4cm-=UZo
z5sY8~!%xnI(;u_YuE$WB08F00QAYR)v;NKI1;`u4!^-T<+YdRCv#^XxdwKJpc0}Pb
zg%_$?>iuVINrYEs6w-+OymA33Kv098B%x&3aP5e!dao#gTKuUu(@?q8*WWM^|3ojw
zc|p`tpWeacyUAF(WecY4KQ9x2e>NY_R`SnZcL@DQPQ{c(Tk!nlM=T4C$|D`Y!hx)|
zKPFY-GnLZW$d~pkPrtKx*LkJiXB7a-Gi0@;dnCDylZkf~zL$nDuaumh)Iy7i7r+G|
z7f?KR<orFHx%Ui9FYJKh5*N`)o*P=M)`MD8b=8u6P1IPaA9XVte?Lw|#ifI==HU&*
zq{Janh;yX^uxj_|YyvQP>Jr)dK@%2Y&A}r|N$@^1zQ1wzX^uo8qnZS=1DS3;U3;>}
z&)+B<ryxukI%E}qWuX_9ZcnuoS&eEX$g+A3QW3c$go($`-4Xry<pPjTghr?0#MKO3
zdHo(YK7GWtl#>{IaIEMA{}TK*Rb`WKsw4oOYM2`_7fBgODBDIGKWY91jS(ien0666
zkDibbe8tYlYyvQT<|?+XOYaewv*HvshV5ey{^T{M*)n+RIR#?O-Wsp)x$o>_ITG|q
zCh6r(S^{S+iOI$;kHVj8&fvEhM{_);yzP&cco|<3fGx+avgIHD#;_&j2<8a?W9Y(@
zED=bSkSSavmYmA=JCqO<`#I(UkOzbbsvevEoVogx;)#3tfc4RLTIMD?u~milT0sCj
zRSN;69>AH~XJ8w91EuPegID?uM5IJuSNtJ#>OBNL0?C6{@5?3t3pa+bD#1-hE@I5g
z5TUe7U=O{N_&ukGDUe~ps%VAJgXf2<L{_O$a!!6JZ=;t*V#tDU1k4D_w(ezSLhq$q
zVlQ}`<Q)H6cSd2`tO7vQj%2-N9c4?ZB_Oe(&lgi9;fquVvWf{A7l2{_>a-In#G*;B
zC8Xb)5{}-XfpA#jEIOI<gNDoXpwUY896-Gj!B}}_B@*r>;D+G-pS^PyOJkP8{=h;w
zb!&w7gSun(y7f4l_7sN_?_k!7-Py$8bn@qie(v^jN(nJxW!?o~dzJ*F)E;KW-<!g&
ze(@N}1mN9!#e}3ZyvQm5<5wu2v%FD*BQh=k#T212sW^S-DQmt<opz?iEJlN+uA&q8
zYf)=~0V?#?QMndCE1(iwGHU>&sB<(Jnw@oI+h{h?g7e&l=)9#DChm~b0t^{H8*BE)
z!QHE!Qi5b9#PvH*6h3DafJ>P~BGM2+vsMx2WYL%IvnoCLb_McAReZ`!T4$fzw*7;T
zD}25n6cjhpl-Cq+0Vqa@y7`!mz#ID_9mB&W$(rwe51`R|nhnxn?Eoq^(M84j2GH`T
zpu7suMHAW%dZ^aYNHRu%r&^9<1*o@DN7dh}!eoj${#?F8t{O0VJ-sqQP~EuHJ_@2c
zeDNujv-$B?vo{EO_)IzB<?XBxE@Um$uVoP;dApUaNbZS3?7v`Vf=cI@_5V`x_(TFv
z0v0(?$xp8S#E3b?dIa9w(0gSisAtv$7&kLVoyH!}^Q^8&XlG3r*Qte;UAw}ovmYup
zuKeYkK{GW}8d3@MI(J~zf9v+eW8(BpjL_tkQ}fu_TjJSgY6VCQYNlj143fIp6n9f!
z0cuJ2<i#7-pohLAL71^Ajy3&#`|g9xwWi}x1EQD0K4i=HN(fEu4QM+$PTHfFtQLXx
zr^Y_g-z2Z#W+thpZ;Zt|;T*2teaf=>bWCdPx8>M1)<}u$-FwM7(*AUgR9kRBcwVG+
z{j@LD@6-RH22N!3o9{Cl6Vdrh+YrmXr&<89pLH$(nb<4b$Y|jP(Ue=%e*f65)FRVv
z|69P}9|tzBpR^=5_OL>$PQO9l)s%JeVQ#&B6;!jegQu?_EL+t<%~lPdThAC;HU`kP
zs*cKy^p$%Jf^g{6FhjtQ-!bg>`8d1(AMA_1!mjh4$P`u$ChgQir67@r>h|d~E$OrT
zy&-}f$oy`%upc$np=P?r;_nE@Q|uf>pXvD0<55Q}+CDOKd)hziZ?gLzEjcfmbCDfK
z*e+an4yeNt{WdlArJ8}9&Qbb3ZBMlj()HBZkB+-r`hSJ<p=0ffPR-NvDK@@a0oW}(
zkTeX}jZZ?X`1B6OhtFhFZtc1mgDyLIiB8mS1rj%x1EZnll{vPbKzb|p258@H0BX9s
zL&wsXb@Zv<xH+rJYu4T$wodM-+sF$}P1~ShtBz>WwhIg#Em(J84M%NgIOss5uB2-)
z2}k>GgU~4;2xk&PM8D4*Ux#8Z00#s&kjC0OEx2ejrS>7AG@$<ZH2CI)H_tHY*pzG&
zY!<aP`~?k{B`$0jFb(GlLaD9~9aB?y3Zy2&xAOfB&3$^v>iKg535H9vwyZmFjk=Do
zbZ~~fOJlU?*b~0phv3Afzl4&L4+L7=Q7i>u?`cUEUs`8>G~)^zYj4<*iLCB^|GjgV
zd3Ggi=i7-+#=?ft#2PRiQXBr0hM~oV4KT8+1Gg3(zDRgg;Ukd$h!CSwy|~!V0ms*)
z*a<+C@bFRfUCgt)EQ?>5W9$`GRR7zEk>1M3lg-TAs7EjKoiq!pPhW;_&;)eoKB!>G
z-*XUpO<RgR#iWXh<I5;E0zk9rP$G{;*_|9Y|GTQb%Rlj}!(@aVtU7qXzHK}7o-`XP
z_r!d@W|Z(+c^f^}rZV#S<W~rU{rq|bv66q!r8I;@Toe6y;3yar3jv@^{-u}i*laqK
z$P=4*V!&{+Da`u{v3R$JY)Ed)E{$N_z8Pw^ZjCOZ{=k}ju{mD9ld-pOa?>RE_6*9q
zHz2tDJ^^D9zJ4r@#}|*fZ4T8@<OSexA`QLuk!A85uJRO}h+?5ee+Rg9@yCccD=~B3
zel{d`@W#Vfd*GZ(*O98M4qtzOFrgIh)-Om9gCRMJ0eK3(y#mp-?^ssqAHJ5ss_evm
z7B~tXMOpwT-lrtr&YO{Jcx|ysC>BgcTeJE1f@UrI>T62%*fHmJ<K*T);M037e0mL+
zga-kG(4}`Ex(VNP8U7c-m;8a~xLpc$>Kxx6ilhKgC!NH{uNe6$-Zz?IBsvKT8}y&e
zM%%->ZF82`^Bz2+K<D4veJTkDPAB4M+*zDVIEAPSClH<xiLltSLTR5Utmkq5kANa4
z0Q=6~V%2-pNylfazvx616NXcb;X861HXgYk`hDT}K2f9ufST%F|L_sv53lp;Jprb}
zYN1XCA8b9IB>KJK_&!l&1mM`^G}df)_wCcLo@XmM`HBK8J2ytp3DZQsHyqzDii`kI
z9sj>q_GW9g`=i2WQVkaS&)*y-`n}=!ej&O5P{NNUZJ>@jKWZJnGMEjl3wQqj(H{_w
z?;D~CKnRik)?+rqPVDms2)}U;BaZwfI`N7MEPA+M;MDn|KOh|6H$)Kt8kpna^EbHq
z;Vs6Vm=5zf7A)?cbZTC)9gnY|Vb#$SQ&;ltwjAFUg(?6vU_;o2d${`c1J1rkL(?^_
zvOV}eVx7M-SbI0evRzT4KOh|6HwsMvj$KN_wf7&{IQyG#97F9z^+YFGQ3dtxqXgil
zu#2KUARON}zPSL9yHEA|=N`Pknxy@xIp1D%f)#ZbkGEjG`^0`YIKF>;Qvry${s7lM
zd_qL}E&OwGKe~nV6`fqg0X6zK!mH0f(H{<u?;qbp0B9O*O7c<P{n@eq!YbGrZp%Ee
zCHc7M<SOc@KHU&jZM`sR?kdqA4vz011ug&w<8KSZmrSGWwYIgw!`*k^aM1}?R5AAW
z4D^{h8CLC@p=O&lSbs1<^oN7v`$vHa01drNqw$8`jEC_|W6?=f++Z@p41?EA$GStD
z{2YaY0uz8E7w+NOyAL>ZD+7m;Qc!Pk1JMap+(7PsP5)+?uxO*`4+h7NfdUZ#npv0n
z?o*6!zpxG)otH-Cr3OA?ld8CYs{Sne-I)8oV9PPl9}JEk179ToyCQDj<h2YOznsQq
z*8QGm-1(;DpJD{d&W%{r-}KdcM1LqaejI$208rij)sOEmcK1Tei{2tSk%}WoG-;qu
z>i0iy(-F}h2#y~MUnKxEdQZnq0qjBUH+LplEbI*9nI@u>syM-9xE*X;w`K!<iv2Kf
z{CLQ>0Gzm*!P@k1jynU#NzGu<(-k47FCy;c12&GI^D=kQ$yJyzomCADm+K>7dlgI$
z)5WZlpE2c_F8b`Of+j2VP-C`%!hYu6UD0LqB+(xPjvo{G7J$7mshA(Tk+tdneg8rX
zowESJTlZqZ$=RZlu`od{e9JX0QGZ|sXnR+HT4Qy|q?}CzcxEm=1bC@Ky@LjP2Wi50
zWmUmb684>D2<tX2FlFUV(H{hk9}{^N02;W1GX8|q&+ox$nHwX5(^5B<`CoBq7fffH
ziB8PIfc<=XIPDt&51Nj<i8{(>PQRTKq{5)?Q4!sK*M-Ypwy5RZ7F&*85&c2n_%V?u
z0iZe1lRtsYxcj4L{O#xK!#hxemFz_9+=#DK2s|{<rKu?br;io=A>jCNktYG5;k)7<
zJ%`B;p6IijV+@bMT7rw8ck)Z2QNJQ|EzGfFeh~H+p=q|MHK(%o9N#DM90IIA77wpw
z9pEt64UJYcLzf-B;JCy^bW#=;3}*<XfB&{n_g2d{`PJOiQOV8%&ARu+vdyQEcH=y5
zr9Z><J5LaIHA9rycoMEZ!21s$LH6eD2fTj!p1r5<E~Y#b{XymUHu$0dP|rS!`!76y
zgVVwTN~8M3Wjw?AH&0o%zs{oiqLZ>P(PWlAT!uR3oBV_dwe(@{?TwYYPh&^;bsWlg
z4S9P^Jt^-!WwZMh#zPPqnSxKBJ|Q>ba|3>#$W;Ky1-$(79S+<-kI~1bqS@Lu=)Qh9
zPTze3->p4GCu3oQ@*b`SMt>FgH5_zM*~SK~y7tAk<5w9%Bkw3BUHX$(h`*MB3&{@=
zed#{CCnpo{;=J(robY{k!d)cXcz~o^kCB@83^xSPp!eYkpJ(yi7oEyV_ZxSgG7sa-
z<uulUlM!DC>COr3GKAlu&smMOCnF)E_g962AoafFcdp!gjAQY)MSp-fzM%jRww}0x
z1`8W1H1O#)X*xQu9t`to)-at><A+HIIxTiW6UzAK*Y$6t4sA1I)b(tEmAj%D`JFvl
zF)tt|Bl13f^$te`Pps$kFm_MUAHTxI)JIsc_o9rX@<!r7M2$^K&$f<S`WLU?;mnmZ
zynXi}+j<H?vf8xuXPHNm)kqKsVn4(j-%tQTg%V`n*_8j^-kC;4b);d~KYH?G=7+e=
z7<I-YG+VPo14$-Ejp7nFG%9MN;DX?Q5d{IGEI}fIiV9+cbOsrMf&@ht0c8_p5fE7d
zD2ppWL}B76ZYcB4t%4@qK(ig>LQ{3lb8h#&eV49tzqh`s`l<@^thPYgVh%LTX3_cT
zik>#m9)X*UFX*HnL!n{N`0OMoEmrE($VZFDK`YK1-Wh)|i(`!0c#Jd{37tis!Q6IV
zYw5rL#96wHmg5CTr;VOTGT(_1$V;RS-;ps(QfP8{m-myTXD{B!J(kP~Q+DYi-d|)!
z9}7Tq)?FIuNBa9obl>Gize1cJiS0rAvEfHMm_={L?11@DKCH~UVfGi>A}2y=QRf06
zi13Dgwm)*Ka#2}ViNc442)G`A>1p0AUcgA`iws%?K*F$L!)TSOv(#1qZd9}{;omhi
zwc95x1jI9tPNc!HH>p7Cnh)z6cz=-@eJlW%3#w7t*uZA*m16JZ2{gK|GXWqae%jqM
zi0bd)PqRltn12U()p>Nk<lJ$KC&1QAEF%EJhmSyPc`bGK+ZwIJm2WEmq&?t$rYBEd
zb^RkQk!R-nMP~G|0Fc>yFFh)fF#uB6C#62$hR7H0DIa!A0E%jgFvdk6!$%LtpBIm!
zp1|?66BzyFc#N6)H+-lkgrSvfI{_dKbRDJKmi=7`fH<avZhg)dwliYqfNW%y)O64C
z+ng)!d2((xZyVpf<NZZu^sxXCg0JK?8~#CM2wa6Yln{ithXuSFB46x|=RAOgoeO{)
zCjd#6NeFs;4-;*^!QPrG<Q5m<WJn19{?RlD|1krGCR-tn%#sm+5hFf8WyQq~4eoSe
z8Qpq?<##Foq_K`9m%!}SeUiTY-XwVfa5?vZ%(n4u6YnoF<2?ufAuuk7Hu~*4ejG`+
zD`6NYqQ)@uUj}sMA1!Zf-VL+A*m_}NmjW=^XFL4QpTU)!98}!@4dwT%kz0BfX9^x;
z^~UX#ZM!{N4L|%!c}pYUAEiIZcj@%>`D>Z))lVAeR;~b?%0^!#CIE_0w;}<<TL!B*
zUhv1<fF*R$kGLda$Svi)CS+2}pdWb=exvXg9d*od^vBg(Rk(ToKPcu1EvmyNJ5Lz_
zIQ&zjj0d2jKLfGZ=VS~mJhig*^Ml&wGzd#N)&E!4KwSfK<Qg;W^RIkDAxW|&DWkXs
zZb7+S=|O91+k?OaVDQqTP~i02b+lK&{n`&hrte>xk9{X&rG3Zo|D=m=jLu|C5NctW
zv3aYpcZAsv7ujBb4&ne_zIjW7Z91#BOFRLRNLSqs->WjmeIttGo_nqIQ8&#UsFM;J
z5)aT;ELbDp;H5_bkWf^OV|hRK+JL4UoI=|YR1azJZp^)9N62`LoUhcz_?0l0GycD-
zt7G1B<4%oVf`{KZ>i+9bH^9vK%i)(-)oRFPRlm~+K9c98H-MC|BosHbpc;Nr#c*zM
z@n1^?@;q&LLp_eBrvK44fOlNopF{~(*ENd-i4G)Dh2;2)S8q{#rydU;Kc~kMxqA~2
z!87Cry|#mYChYw(;1qC;h6t0f0g_bz>=lhRY~uEl-!^jhxyIrE1}!}v40JR;3YtfH
zUhgLji9)m4n7Vv97MNQ?Z_5(Q@?0|LRs(Ju4X89@EXE3_aK^9EZR3|9GP8lH<!-or
zmxc8F-{^4bj`Ezu2avGa)WT|NsBzi%5R=tBPJn!m<&gd@5fABWkyw9nE}?Bqe=K*c
zG;V+LjVi=sww&8?jC_`iM<DmOD0QFc%=Y(T3_f}_BaqK8iO}D?44P&$p=miC>ein^
zb=Neg?$L$7NgIN_I#B&q7pe{)(K+wbZ1tgKG8a?7UV#Gv&9mP`q*dZrNCND_yatsB
zkgCtTNK1^GKLKO(CSjbKDg+;Yg2k&h^~m@MYc^TKoD+bkz@k>8V=(%YUQY=|;@3}v
zr@~Df4u@l>VCC+EjgIbEwewpTZnMD(YkL^k?19MMna+7<{@o$?geG=)tvzu^csJ~x
zpy4zPqNQJ8lC};$|7sbGHhj}#<6phen)3jhkQln3D^2--5g0?0_r5%McUgMeM5dHg
z_7FhDO#{mAs!$#v9s;SxXj;sm-J&A9T?jhr4m(>ft|Z?{OY@!>zp0HKQck&XZZ(?@
zjKLoRMgStxZ^P8h6*{XHL3g<!beAo|r)$<?_69S2v2H!SbX>{nfTQM>d*;w;jMEQi
z=rfaHwVC;saP_P+OfB|wDFWoU$ifyGA+E?Nh~?_s6};y=V`wvA1b{%Q6+v-%2)<N+
z^H(d|9dis8W69~2{cilk8_`-nkFMNvI5@W5bI0eDBLCOZNISC+CR@JeT>G6c-ntX(
zEIGE?!q~zd>nxm*e%1+vC80>X&KCb<3=9U80CYuiNe!;lmG`gld#XU&cmefBe8ZAE
zeZH8iGF-{Of!tduxKWYN%Js5jq!#8dcb_rf7*qm4x|{+E;`+zsKQsj@`!pdmHGtkK
zBltz6^Zx%CjJ{@22>{`IdIjbkUqQPZ)ok=3aMGd;g=)L>plLA^LX)}BUcHd3uNy$!
z`ZK7yYIhm6NR8c11FH5@X}2cnvea3zgtkM>-Mke?LoW0FzZs180q+7pCLT#Du0cxa
zBf83Pd|p+T=aBXRV+R-7<!J7D7)z~o;&ahDY<Bj5%gGS<ge4*H;&pfh$HCg;1QuFt
zgO2f65N?`HV;9JlEXYY#<R$LC#MtL-+=BJH_t9=m@6beqr3{?ux*3f30q+8kT2_ma
zH_vhIUOGZ5lMqlEgEQB%`}{s+^&Rnr40!%Kn#L}81V+&XImwE=#Jy+6&KQdDE&$n8
zztiQ!q+N1tA6<ASp5r}p7z{;+cL7MbSqtZ@UhV4TWT>%QyqNb4VlWgL-UT2k^DctQ
zI&Rq~jdN>#ckrG`42Gh@y8z_XJVW{0*X>pmRyi!dG^bfm-Kz`xW2bn}C<a3j;Z*=g
z4*;29WJiKiyV76aCBT6!Kb%aCMtDvh^%VHdECxf-;7tHB@7Cki%SJl&cxQd|>PI!;
zkg^}f!Bz-ME#*DK7z{;%7Xcs(j*^o9Q0`AXnr7U{*$%&?+~Pgc7z{;$7Xiq)Q-_4w
z;;zGS4=O|Ddo>7Lv>@Elyd>F=k(s<_8iS!I^s4}ndVE1$11<fJ<ORwx`YAN5SKDYI
zjm{&(Z)dFEfW`l`#y)X4?-|BmC=&fD0Aw^@>Fbv;Id3U7)K&!=R@0#+T0jThXs=yB
z=M6M-@uWk8`OY8)Ly_tCDu72!C^U~~LFd3HP_yAm`qhh|zsd*>#{y`mE*W?uW^O)%
b(J%ZTB?#bP23!DZ00000NkvXXu0mjfBI1Gg

literal 23955
zcmX_oWmud|toGvW?p`SFZbe(%-MzTGyHlVP_u^iPySo*NyBBxg-Lt&sJKrz3uHl)<
zB$-T-`yOIclw{G6iID*S0NR(&QfdGI6y#SZ03tl(hk<Lk6#!tU_eJWHhIh_c0D=zg
zm!<nx;AKZgB+oZkX*gPWbeWXk*yz|;sJ`&=EEwv;`r3<1yTMkgr5rrG#&Sw*4RIA!
z)MzBAp`3x|*G2X{R8)4#KLv)jIc3(R1MZJ^0v?w&`kLSsze9XjL`u>QZwjuW^unV}
zD4T{_o@)HHUW;xb)I(y^)$aSw{QTgQk)S70C@4!5yXnY2@4$eCY(r(}R8>Wjy}w9Y
zi)RPGH`wpYuuz!a5V#USC|v@+*ibga$1z)_(>uUU*zdxSAxeVc$C)39!RLR5p8~qJ
zq5YFEVa3I}3F`worC{yxc?MIy?RDm-2B$<&0-%uxo%BcKq<UQ%NO;L(j(|C^-$@~J
zs4&1gW>aE8J@y1N(C>b@JfbbIphOG?M6h#PaN+>E1YWN4U&|)j>nHxbOTGIE699#5
zYHY#idrmwlRd5>Ft<(01`YO6JCvPz7pGbtzd=;1o9gF@60Lu_Rd&@Ux8%B=<)e<DQ
z`!-P4iq^|!!T#onHqd;<Pa54e_3DGHLK+G{WWe_PkQ=sRAo&3rWslEnws7vOYtG*s
zRa6+>u8v&%uGn2_%ZGY}o;C%1i%&`M-xvMrzu2kXoH7;q)@O5T;(nY8vtK;fORbL%
zP9^0hKb_$z8Ba)kCTfL;GKOp@n3`%=1|RfgRkZ-{Icz;l8Y$bfdlot`yTjypXoEjM
zBy0%xsT&{aeQIb4^Z9Q#4=}RFipVIz!pk+z{cpD<^{)!ZmrHlWlJ6SW^M7$0?3$FC
zKR`F81DIvZG!6f#r`@bOm5qex8h5z6v4YUm*+1r+F)5St*<X~70d-8bN2GpMq-WR?
zG>CF=(NveVn`<3nVtNOs<dbg>VN$kw`orfNIgV!0L3P&%p^$lE<9SACOnJA|SPSn#
zi&2-XLA)8!)X=jxTf7;h9O*-F$BokUJRk$MXz{P_h8dFhe5M&M#-koNX%)0$=5!-4
z*y9U(YZ7Os50|LEW;($^#j8U6?j#KjyX%2SUrAW&Wp6r`_+QwOSnbxkS@~OMv7x}s
z+rXDVSVU;b?W*mjBDOp0QyS(|Myo;Qus(w@>=-m1SbfvYX_!vqt;cse`|~Ugk&eVp
zbjUNaGsvX2)#`X%L0>LCio9#eI02|yaopx-5`zLj!B#pRdc6;rd6yu@MEOp$wbq5r
z1*%-^_eZN*v>o6}w>D(eg28$LPWWbdk~G3+kE7$hqDBOnY2E49rhvNtJ~Z=rqFUr>
z{V7%Oi84VlqxaS0{|%TAUpFyNwY2_R%C-amb&D2ZyE5Skn?BbAy73^cex-=%Y@*iy
z*Xx*xlXd?u242*N{nkaY*wL`z*@hZoS`i6|z+13X*6MTSve)|XIiRmG_p)pzGyj;D
zeRe68=yIeN4iIxXh=;{5X|T;P@x7p;%;&v(HgAyM)xZ@lwGsUK^1wORY+zyNyq)Am
zM$F<6o~Q5E|2QZ|sx&2$-<LY;Cr;`6fD!D3ek>9odzx5gxwl*+8?7KWQb_m-H5U4P
zB6WKqlBD5@bGrRJ{BC}*UQh%MF?lxZ(WnVS8<S*P39>@=N^#Xzy#zbyW&rfgMi6(R
zi<$GW41Qu>$G~e-I>Ni@vdujPkuq4>&1o-1to`#!B~qUS3F|-M7(p?rJg9`K$<t{#
z8RZr#F_C$@->ZwmN?l!Wk#@nu?cBA0iT=VLEqV0R1Nwyuk>@+|VT6Mz7y8<iW5{;7
z1NKcv&74fODx-=+87f^1+hBTRatB@e9eHIvB0JSFL2w@pJq=4B6}1z}eC7ed`vk<p
z<XHosw>&P`-F4=1$WMQ7bIC+xzW!+nbY$Ss4)xG4qecQ08u#ivDQ5=n1f7^GJ;83)
z^)SENqa-pQxn-Mz6B{3;rv7YJEgsDV+2b)Q{!Qvek5x~_v5;9CRzt6{zdKAe8Ma_)
zTb%#VVTd`-(Oi?=zLD?pv7q|>WR%3twrZfRZV?9rE``cIk~`a;Myx9Ns(7k~v^P)@
zH+e}bKI*wjix+Dua$hc#e5T%B?dtk$!jE-4sY{ZomAD5a|4#Srn;KZe0VJk{#RZd@
zz$RhaV#{>L;{`YNYD2>UbMu(KJ^Frg@iPAnD8)xXoAZsT&(yQ64)QiF2U5d^NatOr
zrh8b0aSep;QARV|XhI5Xs&0C)p<=Nrv?RXf7(k@j<%>4hi)60alHl15t&;18$4%Na
z+xE!*bceEyIVwH}4wWjfl%=rYu8JdG@9v>MKLUz=$9tD-0pgG8bm#5|qpP)L6dHzh
z;wxX!?yK!-RYB+hFTcFS9sh7~b*CZPHhY*}Y@@REK;_t=ej>Q=riC^H3Q%2PjB29_
z-V>v``B^In;Ehd3T)wK}zei3rC^!H{o!%f8_h*Sw-p#;rJ4YyyY<Nzo`{M%?#U#OU
zB^DTg@<TPW9^Mzcv`NN7S4F(z<LtivKj`?p==Hx{LUZGU^nPE)PUlcQJx%DrZ3ejV
zV7VSSd*4%gD*0~_bW=fA5nc}BO{=21+*y9^TyaNmT_j6utfdSeG8{Z^K+##uLnV4e
zANYm@IY6TfcjUt4JqbC;J%#3TE;f%jrJv|DnqTnn?wE=~9i=t)ud1?;?-E!{%~mi!
zXeF51nj@$)A!O(a^!-^SpRN&d`AN}7g(w1_)L;K4b<TVgF>|sH2?u{yDrdIuGiI<W
zI&x)6sn|d&fz$QV3JL9o@15pI+-LvbM+#BXm2O%UpA4WJXR(vT9~l3qCnWG$$Kaxf
z_nq3#UY`6i$`(|}jpFTApd@h4D#OE<C9ADT_N>cZ!9a*a^Sr94$dpcFmgYuVJi-@G
zrNW5r10b?=ks9h-XoaPDjOJ{?SCr}gW0am9oLS3oiiLIC0+*x1l&v#ShUi?JEilCv
zCTu~@Uf`nq=k&((c^8nLOhZyS=qYXT`m@PrTpPo~)FsYS&%Evsb)-iWkwZ`;A7;ae
z*EBcAw=E+v8&WG$eUus^y<-wi(xq!8GJ?BZ+gD`HeS%`wb6a-amMIzlwzF0UQX71;
z($(EX)DNH_2cJY!32|0yoGa3?!Ew&<`V$D_Ih+!3K)8VR@NdFv)bLk+k7?I#?M6W8
z@A#uu&m*MAXI@r=iNW)znam+fpO3kjFGzg9ob#*38uPkM&2Da{UWG^GcM{!B`?xy&
zz^aF@1a(_`FI{D=sn^h%%EmNdIEbr1)?rTKB~M4?p6>qP@D7!2=R1_K2V85(cvBaG
zqqjKho>}chQ${m^IFLMr(f#nW*H#M#ACWfIIO_@9Mq7%-VdD*sQWln(zoobG6PNp$
z0493ZdWL-AybMNOH&DmF;OIDpp9p-O1&iSZ{-kgtIcVTBdLgzo6DN!at&-?+@USOr
zQQ{iO^;ecfXaG^}fQTL&<fg>ghne0KmC9i^0oV3=#JaCF%9Jk}@Z(iP7k*DmW~b)6
z32ChIK<)ezQ8Q^rcm)ct$-hPRF|Y7%qa8Lp9U|XX89$9le{`DK`bk{rF&A9fg{N_U
zTHGxi<`38Vw-`szgJLo?1Q@B<*E!`^c&>|KD{5;aIs-$J_`xLT3{8odf`+?tf6Rya
zg4HeE#^<fyaJuG&fv>cm4;G4H1QW-=h^Xx@e)6agWdM)b@8afVBg%g%_n;ba%+txT
zWzG4na`I^Q>6O#slE<cc^2o5v$xL}6U{a?Gsy*+ee6cz!{0R?@vB;{Pt$8D6IKq$M
z+qazf!KfsT`!g6FZue11P~^kZ&Rhk(;3IMTbl||;fEZ#Rl=-aRCc6!|V#)w*iwx+J
zE>w3^*O;91!*Cajrfb+Xaj-DbDaO@Cg(xln_k2)>ebInmxA1FJ7-Mbl@0|S?EB>@z
zgHTFV+$$zW0m1;G8Lwo4B5|lM|FC_jm<V>H>%ANXe)v&enClNJKB4Ev)`lTWAO@?o
zWFhX2=4a)`o@pyz?LWIIy=_wEx(RjCJB`x-JXvd`_h&-tj4?y4nEPk&0<Bo#kpO+q
z#(Wo(f|S599Q-rd$EfNbXGcyhF*HnVs{1c0!I}n}-8eNp-nUpqtYtJ|YnL2HuE}=N
zJR)t{ch7&<I{Ux8s**++aJP$LQ1tZQYF}p9Nl#?2J0+jGN8tRF&5@UJB+8Y28hT~s
zl^p5HeukEnbFPN@1Q`D~+LEsAnbSV~V}D7VsB@cJA09}<gnd+NwZD=+so}eQ%XB9$
zM}W+K$eJ%Y(GJJwme?ZpAq)$ce_nQg+y^R0oiri|B@a}e^ExJ6a4ccL3Kq;JpyCk0
zS}}0g@a`qld5*XE=`*HFukY9y+?F620zKQLP5BlzEisTdMGGx{5ixB~b}>o3Jri|$
zV03wTYIePSE#G!pKDkLu@1wk!u~m&T`U5*|{a_eamh$+lt5t<zv@;0o-sfsV+gJKR
z5Zi(XeFd{8uEBWAhW8O@71eOiiuVgc^&%^u+$z-Dk8yxttQ`$_l=uCanFU`%evHYz
zR^z+I-`j72YcWhI2Z7UX6kO(_zIR#SwSkgz3ro_}fK`M6XP#TeX*cMrI6XRznySch
z41=k$n5o1vFHGk<VN#LyBPKvNIcSgF*#Xo2Fc!98dS4J5%K6BM{tCIH-)Y-jbcw1?
z<(%2@GXR(6){C~D?(ebGOXzr(!ReNZ1Pfv>M*P#MZc5aryo!&PJ5=*(?fdAIN<cpR
zJ#Fa*%fJIIU(n*GK<T#*@bgU2{^A?;ZT=e=^$z1Dl?F^JqccMuSguotjT1~9)VllD
zb?be1g4JnkQM`E4hWK)YFSIE-5=}sK>@7xKi!##pJDI0Cd%3SItt|ZMp_bg{XoJ8|
z04n2`FBVPLusGTRu~wWej5tlJYhCRX(@j&%#E3FA2TLpfw<P?qRnKLKYb9k+A2XPO
zunl;+PS--jYB*S0#verKeKeHfEpy8fi`WawcwMIOA?SK5D{2hFq;W*p+A44`i<k2V
z8mdF9EIzN%87%uieZC_?+vO8cz^7c;z>R3zC}c`&4QF${GBvoX-NjgbWCBP6ea9F6
zMmDk1MdOa<z;5+`%AK(;g$*;S`!g(_6sllp!7eJ+Bf$(yO9L>vmA({;9q?=#@~F~@
z3%iW~4_CU6XZyg!@JHEU4i3*JWUvVLMiYgx4Nlx1g!5s>C{A@g-4(j`F9;NZ4Mpi@
zv^5CL)8t-YWsz9wmPkW&k3QY$gAgTlxO*g+c2!jdAKC4V*vK_!oQ1-|Se#|Yv*122
z6-5q|4(T=8oAq0eQb^Fdkp_f%U?qLPhC22)m1w9nJbOH%2eiTYt-iRWJkrANa$4*A
z=UtXZgN3fu-gUTOmD}-95KMS*tgfLa*h<f<c#xKQ{iu^7XG-Vgmgg=&nA(CTZs1DK
zkPNUF%%P;}(oPEDWbFk-bKjw5&^7>s1@FzEP38)a?8(kd?7yO^GYOq_-4Z{xor+Cw
zK!caP3G=(+l9OsB-3|tYp~YwI3uXeVs<!xH6>{Td<7pSjjrC~(xA$1cLNb9>^IBJ(
zLWDl^mB?)FAdSJ0r5QLKlRtD`3Chnn8cOuIq*0g<#g0ULS6H-=#(?HgRZZ;n-bh<p
znWQa=7NrA>#mS|br~s0(&IX%sp1~UB6|tl8As=kl%JvMWzRm}NuW>|O3jnk=#UEr`
zeCu0RR22Y%b=pqdIkIMlD9mfV*!qbdO!o@C74&~+(!r?W7i2|#n1CV_wPdBSU1RMs
z-B|vDy)fTWF%w<mWE!ceKV$xwN}ut3#~LZp76#H?Qn~czuJl<HAMzE*jj#`lNa?^1
z^Ti=+^?4~~Ix>pS1hcU^H!;zG?a7#Tr+K3Nk^u|3dIaQ`?K`C1-MF+_f9P7om5p!)
ze$Y;9G)EYwcjUiUx3F^0CA_b1i<ias1`gymcs;7K*GMByqM^z`&$%JKsDufQAaj$;
zLnJr(BjNKGd^F<X%0Nv9BF2H%2A)bU71=4cp2F$Fzq1)TF^m_L)m!4yxv}LcEzowm
zRrUs%pEgQA<m8B`w7KFf{QVo2SV-l5bixG=f|o7DUzb0FZY^ffGWv08rdnta(jQto
z^s!~$GTWWv@FXd@1F;4GJx(@l;2+#gGjb>v&u9J8a(#j3#-s$OzA1fJY~-}i64wOU
zs{QN3qXWVPYJrKs>M!|-#NYw8;husb7wI>%ClrnQzp6_r6!*l0h0RsyBo<OZsiNpE
zY`2n!&ZF+%qQ$|fc9x?bauMp8X_2ZVdbr0_Z<3bn)3ry{a0p_Pqj6f0nX1~hyssF*
zZ!lCC;^J)sg&7t(20U<^!2P7fy>p6a)&SXpWOKWWW!`BTfE90oN<<?x?LPhPsSE7V
z8=M%{KTUoOaA>~mTX;TC&@fw5P~QwskQKBlhjl(9T2;XVAzHkG6JoXvi4JK~@P?rf
ze~)XV_8&r-UwoIM^=BP^x@?)*QngC<uJET{zg+$kl5?dF%GJ}b@%y((a6%~U@Rrni
z&QO)~CwKtoQl1lP>~9fW+m}BaWO_lM%408vTjh3`MW*TVV)GyS)w1tZ56|ES((p&;
z=e@@{FG%say;(@F@Ud}*u?}&8i%SNtt1^BRPk<U{3|w}X8vQ2s3;G+$KCw!C@I4EA
zb+j$I=B#fxXBO-HkIa%$?_YSstOg^mU5qUM)j!UZjBwT<AWAn-_J}JRgC0FVwtu>f
zjO2j6g~?>4{3G$I0LKlu`npkKkbbrq&vkT029L8c`h=xQvLb;~7&^_g>9Z^~;HB|?
zPLwkE(N9zFz1>g|`et(7Ti{v~9Qf&Yl7&R5wIMk`fhAiGwzskY#+@Z0bES^`S%B%2
z#_iDp=mk%;NfnQwMO$WyibvJU-thNp3#&r<DF+n0kV)i@HNp09m%Ws+kB-@rqB%$O
z1}x{n(3m*xY_SW;G_9yfjX(sPx;*i_qC7~yjD;)D{)9FRneK`#G@buZU+-=;;6LYV
ze7J}{%UMHz^L$Iw#ZTVL5~TJT(}c<nRiFi3`%q_Zl$pR>eP4$EyEG;X=AQT1G@ul3
z5+keltF1b!^taKYz}FC-w7~OwHKxfC|6!$qUv$h79=k;j6){O!Q1Yie|Lr;q(Zv<%
z2pLv!QXAHvU%t2F5|O{<0+s9ZLw)_Pu!tI%JH-U#+Gl~ARB@H7qyxD9Z}~iESsGSh
z@oMMBW34H)G%9g8P;}?{*H!YCU+l#7y?<RpJ8lMz+d7R$6m&+#@%>uvWppQ7pvx9j
zM^h@8`?kyPQhd>VC*lzF?+3#Z{l%Lb8<Uf}aeF!?-gq%(T(At5Tq~>K^k1PI>6ACj
zxpf~}myyo_H^g52!rl+?kF5tD7ldVagn2BGTo|(#<so0ulzO&H919ceQt@k_qTy=)
z`XV~dsm-2t0^^Nc06Ok@`fu!LyTIwQI{WeDttP=Lpyp~tL8YXo3~1HdmJ6z&HPp8U
z8FJ-B_FehUqx1mDa-!-jhSe7-GOr(h8SU%l3rV^PX?MiU`yb%>m~+mG==p5_n)Ff@
z4eW17C$ed)5yJoA(EFEfhBBAq+YJMbSKIB!aqxS0byFP1HE+cQ&;{h{TMKG^LlSvG
zHCK!h1%0wP|BEwh)jZ3^-N$y);|v1Mp!O`hz~P-lE4;;$K3Dx#lb(X>GRY@Qz+Wm-
z^?ODvcdwz!(h2`S_?0HhI~;bK;M|yY4@QIR)i?%V-wX0bl9%4}Mutn98mYtk`uaBR
zJT21DW6dU@{4bsU(f93|OfAo1$Ksb6%m6YpWw3U*)MkHXt4+=dJDRBE$e~abMiXXh
z^C>KfJc5qiN^xRl;`bP14(q$^*z%K7<kJirgNgP?Kjq7Y5UC#{%u&yCCS$n!f1oM<
z5pt)u!|RV?R&urP!dm#r=PCFWV5$!JfZ`r$1Mzk)gRl>vP^AkD{=^xxQW(-+=5pq2
zx3!^w1b;WozOq3Y0-R8>ffNUCM>t<sjzuY>(bia4;AsJ#EcyfMY74Tx3#FfG2MdrV
z<CoAy#^Eu>{4-<LlpXg*_w-wzwy8sD!U|UnX^f$s@^8Q@6(``m6BTO>J8ebQF$RYx
z!W+H=ypQfR5qSRw3%+J#9|<#~>yL_v$yu10UG+)-sTOeY=o3JDKZfcBF89+zmwnd<
zJ?6(0>KXqoH|W3N1OvEj7DI6Wb63Xr38W_WOTklw8mc|mjKmsdVNptLzL-cD*!8hA
z-6#Ag8tfJE`s=TF4NNNLCg=We!6sOy@gdGB^0gn9vc)UHQohGws+mD!(x-7M9IOY-
z^)lhlJ1jd@xT}Axf2cdrN@D@5--_AmmiXWuvo1vRNxA8G`<iX^y+w%<K;l#8V0Yt^
z3#TahQC$Sp^&w48Yi`24E}QB6AW=d#kM%$x5nq#pW@=@*y(W?7d1aB{(ca^Z?F-FE
z+4^rZ0hY3K3wm5X+F(#<2qbEhry!}!Vi-UCRsM=^&fFFcM&F4-bt>DlmHC)9N^hot
zBb>u0b5WoMnEru8BUK)3)u=sXAqt+^4zho)ny9na?UM93p5Y6Z*2efvfvvM0fDe(d
zt*>z6-|?z7!%GqwTB_2I@{3YfIteCAh9)hmji9E*#KB+3meK7vL$-mg2)y+6k!<v+
zzeSCqW~+krCbCBF(0>a%>Y7Y30dJ1%5uO{laajSUNu!<=rB`O3dMwFpS&ab(($L~R
zV*kxr*{nC|hct=3xBL#^zf<lB*$BVHqkLDuV?{rUDLgBI@7m~_JSx-67vEnZETLP8
zgxy|>>>1Ah_bfca`EuRg(B;mn(`z*zwsg;xut~-#ZVNw7AdiKVucr}nM4O?y$HTjz
z(T>c6WhqMi6mEg%;KkRv$)ifes)5Qzf)A`%p~2AIG~qJFl7r1-goNDWf_c82gX!>g
zC$}n*u0oKTLDNctsxd*I6&%!z4$=n(u@i!;P?K-$98(|vkk*VzN$6pYVw62X5f01=
zf>i@~xA+q^I!&j%W8d)ajlP54f||g}hi)TJl-#Eq1Rec#1is2}5E!QxGrN`GQ_qaV
zeBSgkaxnGmlVVtM{xIrnR&m&hpKWnp&x^C~A#90KPO!U1sChHZ+5Gv+FH<#18R7e_
zg~Hw9P)3%jf?w*E%`C}@YSCYXY(JGRHWQPW2e%V)rRE4}Sw@YQuU0am9BY16h5M_g
zDXG|_ceQP#=*ayk6?bkqoLG{(fI|m{_0n+rX%vg~(!d1gD@<d6m3`N_kN)x&0h0Rt
z!{3$X)#26t`&1?&wxyX`8{RI8VR)v+V%2wZAzQ1fB?o#y-F2e&$N@4+#C1dR7;|Q-
z<3qB!r4_B+PWnvRpzhL7<+J{vY7zEYbRfm^5lK45kfUl5i+hEzo=jDZY@V_#rk=^a
zCXccHGi=q!KR0%A6gg%YZ(@5CAyfWCmbn)BP~vbhHS_Fn(KV)ov#_N{(caf?oG8EM
za`dI=Oa50fp>z`w9Z#DmIw2)Scd>WXIy$rSqVb9O_pkU(6mIIWB!P`Be&fPn`NeBR
zoSTtlx<HLH-GSLdJfhH-eNM6@9yR{+zV!UAp*DhlHmwWrF9QpOs~4wI!Fq81Bjvr8
zX}p(%EFTHsRtluIppduJ-+SaJq%l1RCuWi#YwrrO5l##GD0#}gEAS;@zZ3e)Fb%kc
z;a~n_`LaM^AC<RP_R-(?T{2e8+#d-znc5cQo^cWQ>>`+eqa5Bq>G0rY)oYc=5kk%1
zdauBRH?xcfw@<Tgf04Je|67T+$3Loqbk0res=d);&ezcHH&GE(TK9>XL;-EZx$duT
z9h|cMn%;?OpTKBY?3v(zr?)oK!_!D2y9dVqUHI@*pBN`tzs4#3GR%oz8=*FbZOh48
zY&l#}7DkDAAql>*#9`1NUYH%5jNi@J_pRp=3qN<&Y~=zm;<5&k`i~1M8Bdw?iAjGE
z*9zGr6+ypWP7%FToct5KsQ|P1Y<(KTguJEyF09Ysx?ik^wxkcej&9VBjve>Ih1O3$
zruX|H=_h?1$MxM-Cr)+sK((y=Q(~st{|%8`iWN;f<Uxj*2N>$1xWEKX7)*b<@ZJNa
z%;<^+KH#_EYP45MnkHeA&EV*k*G)C`mht<7Ur7an2$saUUrnKXq(e5{X)<2gIBzhr
zx(jq3wIPPJB&JXK<8t_g@zR1xo}GM-u(T_Cph!}P|Nd?uCjlWYAn4sPrC9mT*d6oK
zKJ<pVA)w0-)x#7wOA?b??ywz71e-@al<yg<0(H3LSy$O4_)&~K)N3~lj}XHlR0|X)
zcP5Gg8J?u#=0!`->+Y+W$!EV<K;8VJjjM8#Ja997+^Q-c`atq~*8A%oc8qz3mzQMk
z)`Z-d5#+OAud^gM>E#l4DT5iaCJ+P*b=k3m?`(d)QL>TV=~N>LTO#iBP+)6?=aKaA
z!qaf7jX!Z@tfr8N8#QUoc|++re@Vaz+x3zt(%7OCQchp)dcS2V!Y2Kwg)N^91F!Kb
zax(MZKzN=%BhA0=@+$C)pjh=CcBblKsgxCkkk}P#e~T@jSDo<prE9LvoB#L)Y13R|
z&P~y9F{tqK;!u21*$Y1WyQYaBq&Ll)-kSI*GJJY&Jz*!V>>3+rAQ1VL(qU223bI3M
zf<}a#z9nzFimD8i+IdZ)77h2TNz5*_iSP!rVpo9NofsCZcrV`w1Z|D(yeC}R3K+bH
zq$2yfTKu){JGs5aVKO;Hmt^JRk%Vm1<x+A260@%EXgY5WhyyYB?4))>ChTLV@Ii|+
zI9%+yCXt6>Z*q4%|4j)8cUL~#^8(^I%+XJfnaIM=wCC>RMH~P6YXUaX4vlV$1ZX$d
z&9!OsrfE?+7f3?SCsRC;U_xxBcl^LjoV;Yi!{CFP^riqX&?s1~=jE<ZG(BHNoO*pK
z9H^&sN6A9HEcjw0WCNS?<~z`tPSRd|{y2o3VUgfbcqD%Y{!fIV=R50Yzf7bN&7rF6
zuXk%!Y}p)Uyb3m>k>ie-TYzScW_xS}Y<Obg>{0!ky=)3@Yieo{D8vMi{;X(m^H+(L
zE`G^m&8T1IXyv+JB{xPfJ*Fn-%B4wAiG_(&U1Se7d&ubP%$_%$@78cAvAcTVuZTHH
z2SF4N)A*~aoKra4yEfQaSEXvjZ~wtD=I&g^1Z!)1a-#aqU9EF-H(y(s6FRV`pw>)P
zN1GTPv&~yex}^@8{N9X4n^G*2c;)rmM4fh$YCP4;{blw_Sj!Q9jc-23z9BI3^(~3l
zS6SV%Px!!dT;<<S>P*+_UgDlM?1k#40>{zJS2W^*5(fhJe<I(f{1v#UqH4e}uQP}F
z3yuFQgsZJr`-;@F%^->4JGAJp{%s4)1M2qp*|fgm64>x2edu=H(6q8ovdZ;)B_~kI
zD2sXE!)hcFd^Ts5hi3Vsw)N>~O+k!cAm{VPnFb~S4YP8g5>_{^W1%Q!1f3{-nw>6|
zY?=5&+@GVOQ^G&*)A2RBG*LeEl%U%ZlN9S_Pp5pGp;OO)Bud<ZPa4h~JchnJI5ht<
z$+O(gB7gG#Eq63@^NNB4h(bkZuIBo}?dFt=^gOezZ)Z{Czcd#w$~iLSZo(S5{;^H#
z*wiwTDqD{EabdS<<S)qV(66F!`VYAc4iPFJy5K;2;g1R;J@>0I$-o%IJCxoMrffOj
z|1JXu2Ngw@r?Lx885jdspj8mP&t36B7l6z44f8Sj%)qyDLlZCSIo;}c4kS;~d}P0J
zM9KdtD5hHqU?b<!@ZO<GPd0AK7L<P}B#M1BT#5P?hfr_!>KQNO4z+=hFk=khXWHH$
z4&4ZLf_hiAn?14^MpZ;J1hWDwAAt|>g0YNkeX``@e&9}~8mS3?dg0G9=e{NFxNaJ@
z*L{3!_gQ2KgK@VyJ*)sWffmeI5s}0<{=zf}TM5)!81x;Ev^aCqpe?C6?VaS>E3CPR
z7(-E_lD{CJj~Frj1<OEUZAs`s;ZA+_{I5Y4K+~pek)G&MeA``7Z+^T_{vPiFsh0Yo
zUqik!8}ifGYwoZ%2@S5N4{R`O`9sF4%7ca#^!C_a&}-_WIhriU_(W5jj!aY7|9is1
zo%M3^U8^|MF_#T>|E_#(j55}L4FvH%rlc{T3HLa@3>S)%6WeFNpr{xR7QWSZobm2r
zIC3+dMfVb6C6$kpXD{;>@G%ttdn#VjK};jYQb8v!xGft9-kk7jh{6d*E=^M%YDNE*
zCp=JtFjIf9TMP}?E9T6oG&q!g5=8wDs*ar9Bg|U=LFK-`jC~0^GZoxuU&a?#g(OtG
zAKghBUQNiTUN&qUDhnfn(C}q-q*!}71Ij(METP3G)}d9bRS6Ek^unKeS(IQe#J-H=
zM(MU@{YXF}VZ~(td<vSuGXOw|;cG=mHME`SqhF$=2A9?&JF1ie_6bVZ&gjq&@gDII
z=?U}M4@cRMp<~^kEU*JQ7fb?}3FD?&`<n+Hmh)Q4=;w>-#m=$(Ul8yJVNvx3a9+bH
z3xX-|svbv7MysW5I{J^~sb{}d2}`|=@jI;rd}5QMD5bM}#%pG=BsgrTg^3bNMJwde
zrUgJy;f8L2&nj?@p?FclEh7Scz}uMJHgPG$mWhY^>^Q3q00FqA%>G2G^&GvIU2e-{
zE-+;2u{T>Wol@hGF=%u9@Yel7?v_Q{Z;QGT3KQ(|8n${dJWz)X_^jOD7Ty%qEDQmH
zMrntdDoh3VYw6W!>5r`S9p(txpR<KW{$y1~6l~~~zqar$_*G5(1~NgTF^Md<+<d12
z49s<anRB{z+M&eXIXC0XzAS_YjXp)yq7yhj;*WO|#o(DxO<X2JOU~6qdoG|24|~>f
znoL=tks=+cS!j6gNk;e3b6O()8L2O1t0$Gf%{P4H>orMZI8Xl*^H1ly^ygQ7(q@y2
z!6}R^lNWr&^4E$+1##)II<vCAKf(H*S81uRxZ(5q)~3e$32Hqf@7te$asztmB-+B$
zO#ft^{-#HZTbplqyYM!os6dUnQGisU6q^K9uwX#Mqi|=kx}aKnDdu@cloQi2IsyDI
z$3ftsNPO}mT1UVLji?h+0A>yN$BUpIF)pHIU<YS)*}$iJvDOFmp0})CRlyd3{K<Y3
z*CHP*GOEpgJHq%I>7g>;Dk>ZhIAQ*Rkt>YXfp271OndF(^k1b>&vJ&Wb&)W*o)EPy
z769LfJ{iW+6FWNurO0(5s;9|`s?*)n(}=u~fI9nAI=hoBIJA_;9o_mR|KKtZ(qkwv
zFrT=VM??i7)PT=*PN>Dh{CFu!q0%-_6cG2@U~PHzW;t7=j*KK}2kG;BW_rAwZ4UxS
zqjw)cNDx{}NAHg-SpGUsCJ(HF5D~xXT9|xsydOB?ZBS-$;%%9XBu@hs9<nn2`GE#C
zV!n(@wb`-r4PQIAxZZ8sO=6FjB)xa=P{Ilw9x4BO&Q8`)VMP@uuNZPm8{rWv-WMzt
zAic>b9@@T&Vdl4@SYw;F>4`-=`q919y1JR{+nw=cZhIW#dsCt@e(PC9qf6?Uk3BT;
z2U3wE$O#N6t3m?Fc8A30eU>*DE37)`0wH+}E0OGhzcUnm{qj8yJq(cUTCZ2s)hUK)
zOMeW(&FK`U3D+a<)k!#<{yxT??vHoI#U*-Kou%3J5KD<tAn@zG>BU}RWNyc=Ouy%D
zj976<VB8{O74}d3t1Th7bOzQZINZFLJS!tl^xuM!e&<qLqI2Uu&(iG4X#!Bg>`gZc
zVNT~pAMXj^AinhtYHFcF?1cC7NY!AL@@GqknX;4`a}U@_M92L;c<X16cMqsY0)nBC
z;_@VQJ|m8?ZS5?U&9uI}h?sG5x(L&u6>?b8=$0@bDvw#H$ED}}t3yy1BUpC7>u(Pu
z_`i<{M{p>%PpTeUpPy+CM}R0xc;xI^+7t-{LWO^Cln8%4E87bbjlBBc!^N!B)xZ6j
z{!{U6{cqs6w%fAjNq7%<W9GGq03j6c7Q9RmK;n|gmQm4p>ByW_=aDYFkQkENhS1K1
zVl_wVZjN8wS6Up?nahNh?7_GLUBoK8{q`59)q4+<wIq^yXV?_N*NPmKw|1t!Aa1l6
zHEX*ky4u*dTuTiq6`l0`Egm*)$R6bO9Q`yAMhOrj>}M@${MVkcDLfQB+bfLGEIs0x
z(Z(D8cq>er8h_jx#^3Ev90}wg6G2Fjc?1>jO!P&C@%d4N8->Xh&lH?Tqpw7fD4Qie
zG3GX!#dmkD%=~>r6S!ep^$dOVyXSd_dHNvPD*xj)QPsWIW}^6jr4Pc;Y`%FfY_Qc&
zApVi~`Ryw;ih#0XfWjMxlzrYfqLTT6s%%!M%)F(fEgD(U97?*`AvC@F+G>qXSQG>D
zeBgBb^@&EUT_6W6)Du)a8)q8avzln<P&tk|3T@QL8TqoyiCzpS@adj;{p~3ej)?x!
zFv1Y)CMk$rkSI!<W#D)YW!b<7F4d^n2?!zBZ1YqjeAoNf@cc9>Dcf(+{Us(f|B$=>
z>TWRK?%@j5^8@yM9p?*>`cHp<gva~52(j(kglpwDN2wCg;fA=!OeY{uPr%hWnU%*|
z>Tj6RK78g;euo34Gf|c`nv3H$dBiP#IMJ|?U&My0H*p^p2;)L<hKsc9<|uO)_>4;u
zI7y*3bw+ZqZ(qwuI8b5^xwl`%SUy7V=iEKmqgxy(+58-%pHW>aCx;nC9i)Cv!>&A@
z*By0vZO@3R$`^qg`C(@|-&B1`h;jE8nu(4t#Pp!tjPXSf;LM)($83)6^6l8sm0<O%
z#OYOV;N9e>@0=FrFSFY|`-@`+UlQV;mj!Rtu32}F(>Lp%#OLk|;e-?;J#ttnvuody
zycd(qf=xrcUvFtozcP2uDyGkMZ5d0~J_iJmgqWs&C<bC0GmH^sC&3?<^ZfeoQd9T(
zcb_lA1Z0>AGK1`aEX>w8_F)3$2@g*ZdevNcaEclznh9?3BBy3PXP1~^8|+78sRyZG
zkSe~BrK@4=_LmUmtfs}!6;p4YEBA?J3CMD6<ugY>m}W)VvzX;=f4^mYmqZ#rPotCc
zOhtTqh$0p||7$H76;~$<rU)Rc;R?Oz_YZdo6oFJ~XcU`QKWTEH;Y}dy*3WIPunl8G
z_LX%cId*vIDPwEFd32COuiIRuEF<EYM1Js%htO%v-%C0$eHZ@d!iw_tmWXx;1eMgc
zVX`od-?ZMO(viUXMj!tPe4WaEHuKN<>m}UnhpFxLQkr(>pQTo!#^8P$FpNx+bzqR;
zg}2$w5~*J5)UtYsDju&TpW^11`N-4BrM~SZp5>nu+);q3JNbdIB~qhQMZx|<gi(*K
z1Xdn1H}uv*7U6V-5VsjoZ}1L{QMXT$;z*s#rC10u5>$+Y3n)J<C&H8O7S5<MFsY1f
ziz*rC>`$N!#7Prfo`>{N#RLnbV8w%CKeodrvfc5G?e_p*$S%rQCFH?MDjw=-n7=)_
zM0EK1`~1Ac7M!)CO5GeZcp>I-XDTRd;62gRD=N|Ed%DArdIWuXjtvHnau5zb150yR
zdKTWu<v8a(aRTQ+a6C~9;Si3+*_S12w^vOkV=^=x;_*qG?W@@kU1;v8;AOc2-KdS$
z^vl9F#ML0gKXj-6?3(@W4`K90cP<*AULZ8oJw)s0QItILM8$!=3^pLMqo{Y}$jsK~
zMEN3DPEei&Fa#1f#>q~_H7eKry2PwSSmIve|8uFVja7T*%sJQlGLixF?Rx*9xIeKt
z<Xsj}Bhjg2<x56lGtMi-EVd27hIK9jg%_$gX$p)k`*qRC_lyN*U9siXR><a!@Xih^
zF^#bNSli4{K3GA5GJE7ozd(UiozMkDKR^1^bx2VVv}(_<Dc(+E-);GVr7g?GAuYlz
zi(SkkzUkv{f}|i4-okRr!$Xv(t81J_RE9dLe~UDoK95*Ij>2`bprpL6<mgFbfmaKW
zfUxq3f8K9r36sr@EyE25!0L2<gZOTeP{4Q9+5C52(~n;D93Vz+Pn?E-<cgXbFIMEH
zSr>Jx5uc9suewcp5$@CT^dqn6C+)l*%R#Yh54^ov@^DxA17Roui8aw~8<F0)<fbe;
z52R<NV~yY+F`~o*f<;OJ0Xoav(i5JBbE()NFa9w|lgn=S1Z`VLa)Kd(@&Sdbl9Hab
z7cm|;(ZPh=g-05WTM(o;8A<vSbx|ToaYEqF#dv!89T-<D6cjT!qMVOQ-Q6m@9j;+S
zmA-R(H1mA%nA6x9Ym0^m-3!CIIckQSKb08-t9I{~6KdQB%)kOG4Wm3nu`Xu@KN={y
ze)#t(If!Q07r(Y^GJHaop!~U_Au8*zUH$vpKGV_W(l0-|Gh_lZN1tFW%OM^R$nS`q
z`8SRK2%fO|bZ~>Y$@*A))4aAv^)PIKT9@2x6K`ljfO<KJ9p|T6j%o}DV)OfSH3|nx
zb$&b2kL@}f=Xd>@_44;MCUb2wDGPRPnXdscP^h(;JpgCNUgisfu2up=3^+gulCopp
zOsQDoqvKWZCCEg9-!+A6Y(7?Mb7O}u)0mC*D@MNjCViQuxx9{Caw4DA(2D<(;Z9<D
zuZaAgh&&bu--&(NndbvszzvffhGE|ejkaYsO#{QpC9TV=aL^;C@{~+dJ2mw79rLBe
zY7M?e-)4rz;=#l4tMX@WAYs4*S_p{LkQ;3QUokNm<N4gLtzaetOU0>#$`$P_O?9b~
zy!wpz(}Ws9nmZH6jrNk3q$QrFj?PN)7j-^-lq(7Wth<c-4vHlGBqyqnf%7wN()K`H
z2Y#$?3jI694-t3sJ>Pn!X_GBg=6+H`Q?}R2XcK>_l?U>9jQR0-7wI1xz+SA(T!_Rt
zUEG|UM@huUyFmS;Mki*}t97{ua~Ht$&@Tjj_J{E81`0kqU8Jm4)8wnR3;W%pLx^pA
zhrlxL3}9?#bh;WvW3c+&LDbo+Y);bWeu>jdms74bAa4+28dd$FjUvCOtHr#f{NYHp
zcG8sp8h;x{Rw=J#<H;Z9j@^KTmuP0d--}A;?%mMIr4{dCq>0?4f5*-hIE}b6hG!@P
z5nAOumG}$(e{ZJa*VN$P$>IwaB)+6nJlcgB_p|~8%Byt~XnK%sm*%6|@Vr=?r*>BU
zVu(P0pnRF8qqY7Z>Cq_=SbNVE*yD-tG0BNqM-E`4hR$(a#a)v!f?UpHfaA7vH8go-
z0RQiG{vn2f>$R(F=KK2VE^=_|y6+V;#;1z#p)GYAux4R89*Bj}LJ=8SB{G>o`r^!>
zDZJHQ%*XKXw)eSgUo;xU%XlzRoo}CfZ)oK4X~n?e&*GMrn6iUoz9U9lF}}0^S%x*4
zVg=9`2##&`GhwTwLnuF5Ni<5tAmzZND8Q+vsdNxf`<l4G?A^Ssr3PIv)drQNsq&>u
zkf!H@Y#`1=Br3kvw9W1;@<x=>;B&S?4fvQ<Lr8C%phQk5;0UYM!YB<ZxPKSWK5>UN
zi4=TmXPs$h1LfsyNE$_6rERV}ER^|LUJg(RH}=ik0_nRM1aB=3jRUt_(?x^wRcwS@
zk{y#FtXov-Yb_%blL@3bNe(AJVSV&nL^i|CPW8^=WY+1roP!jtw?BlHs@uNOMk1|C
zuoo@At&aVv*7Ehr=hPVmqPU)UtXIuxWf!+eQM+2<PGB5VbRmG;Ut4i?S&a7KL+qQl
zS={DkrQ<~}++Bg7$3>v5_Y(uj2)}U9Exv4BzIYial!~jS)k-kj5R^Ls5jEnk+63!J
zF<*QA$ej)eXYiQY`cXB#+#MEyG+Z!9|6fU~6zwM4pP(Np<}XJeLzgOXQ)$d#PIMpW
zZyhR>74_Ko^duol6W*-1J}?qDbTy0IESWRh9-e_~_`eg4Qu!tRP4a$UgQdq0CLTCp
z{}W|^WNP)67SF_=;tETWf}=9B3N?J#+!hUnLvt|P{@W#XnBO%KYE$uVCWA=Papqzo
znVt9qo#)n9g^yc`CH2K-r3WXA*=^KKblf5Bn%>K}-IYzyDG8(d*#Amd>y*MTggWi)
z$cKfmfkb<OGQXAK1RGZia?19;;RpA$42}VDJ|1YzrL67a5=h%R#oiD!qYWV;>-D5?
zRaC^V@a>!^)Y4!9!UFnqC|dI1t~BWNKAC^wTMu+4NuO6^H#u$dA5*Sx{+igF8?bXK
zMx4q!yw`hgpR*rsGE!n6Z{UvU>6mA8e3Gb@>sugyS$IVv2;Y;Rm4D<9(!cLf00@7E
zR#G+}T;gVD#BLj;^V08h&+OqU{5+E4$iZM+=pT~7gkjl@V+OD!h0_Jpp&+tG7~^K9
zfZY0ZZj)MbdVWwf8lJprBlZ$z*n_c0xzIS$bYqP_bSOaJQ{!AP(=WhT6xl6UQ>cow
zC??&b>~9*PxLxgonDaeA%LV!>^+fsU%O3qtt1<}H4GC2&Pptr;v&t(wfu5@yTVIqL
z4q6>c7P^whR?+OJe3EX2*2-UxGqPJU3sk^Paa^}lwD}&&RHqrqdBZR(M@RFD*Er6Q
z!lncl_?-q?s<+B3?{hPX4rvIQY~3!;QFB+oW3q$33Q;oy>0I0A&b<YXAImg`qbC{l
zg2b|}u=&&3Sutf!{PY3@t|SaRx)8TQ^?_!00JcF>U^6;x1u?smFy=mbS`YsGt%VeG
zw2%tf>T1x}^mw>>DTHx{@6x57(`tHvlXK+Zc9hc$I2F4oSQ|&Z-py2b6|Z5+<7_<$
z@sl?}uShX{^H|iRx*vLbPYk;mhE&zggk|AwDZD)uebsR*R&_#)TJR&>(xu4Iiu}Jb
zaKZPDTWu~KKar*al>~*_;fip->Y+%%w{P1<tv|*dXefZBEx^A*MbqL77fLm}_8n_0
z{J3t}SR4nNIL%$|C^NGWJL|r>aS4ciSvX$UB&&J3YX|Owv|`_LaN4}?vfaCX|8ywN
z{3dns^xUBk?6{8Op}=@@%YZ0Ogb8pN+j!GfSxoQzg=nYC#z$QWas>+0mRb<{&}vaI
zi1pV+1LBJbd-V*zuy%WYWC8HN+n5ns!>K?k_lLm_ibaq7h|_21wGue<2NtL*w}?Ys
zopBU=hNg_H2ovExAt`LG5GW-VNysge57N5`4fWcu3sNKx`T{9h)FL~DgRiTKEJTkS
zg?>;yUr4<*u<|BJv*R@qQJpH3r?TnV!7Yq?ksWkvyHtgOPe3gyRpKv0K1Uh-z(CE{
zN>0(1-++4Nu4}=oWLvnaT@%3#EWO100!JePnIAqdA*EW1rVgi*kqE`tP;rca@I(=W
zU1wW-rO2(l190iIm_}+(>Pye)-;UwGtNy9^l!)RV!xTDF;iUX2L<1u%UsEi)vm04N
zx6aM;Hmtf9qvIE9!BwYq&nZp6%q?|tf2a62i<+a&Z<NAe8@&DMabojvx~nUv5a}vg
zfB94g0dz>eLY0ejdxo?Db`SebNE!dug^%9{MmPp=5kb}0dq}9$do2phb{NmWqhKWw
z&HD8!kSa`X1B2*QMktB%lP_<-LHaks+nz6O_$n_?{~8e~#CHB>KQc#4iIP8uX$+{-
zV{_t+$xeDdqf-c^_u6C;**??`eO4A(JG)rvJIF<WvAoqKZ7@;vTA11RSAiq{ujFwm
zj}OQ4&Cub^^3^UucaefDY_xhoHHM{v$$szqu=AuR?)e1S4Ap$deVJF_X?!FB$uA44
zU&O~9NMARPd!`Up=bLoV0d#v1l$U`Pz#On#BFK26DZ%66L724~Z5uRET5rD}@3|SU
zEmT0*Bqj^$rWxLSifpq?bhku;B+4)<1t;+Igdrnk5<!`wcR!9Bf{nho-=^KY=@(4w
z!v85gWIz_VFdz+W|1@SOpiE#QEiJxM^r5n{VqmZuNj6X@Ltn5sxtOH0Z8g6go}lUQ
zQq-NX|A*o*gk!h~?s<RuH4dd@<P%MjFWT$d;1HA2O*`k`B+#CyW%adN8Ve9=Yp!TR
zNK_mWM`BOX(Z4>7WYwH#vo%H04SL2vO);L@>e#~1S@8oDsxJ9}FUJKT(H!CPWMG2g
zQqqmmP5*Y&97-)Sk2VKZ!GfXYnjmvrU5Fji^bCfCbz<+s)LLPaw(`?mam*)Z+$_Su
zGG)qkjI3}jl2S@Ws@<w6F0d-Z&xl5@e<D=Rbj{Rucj9!i&yEhf2mvz?*|)j@UcsYv
zRy9MTTfZ&!lUFu_xckAm(OfQN&S(DA(}wGD(H^OD0fV$p=!oGM33#Jc$keK%K3igl
z-Nj{;{(o_$MksoBbo%z$kl!z%)|*{2i3_P)rHi8I;1NL#ehl@9td?H}R3`f^e-0-D
zY4}^tC!-Z<MZ0b=NPC=B4<Q9z?T&&Ow^^z(RbFE#tFdUP+pE&<pM&D)jzCn7u`-vJ
zU4b((zpzJer7)!3#u-lop(meTb{Ad|1&k9b5FDG#+A97g>_-ZzW2A@0rQF}H?Em{F
zSpL;M^pMQg+<n%JR2L7@k;07lLh33*>G$Q+`y?41%9uZV(!4l>(Bh9ydmR$+UoI=c
zwjNLSW;7uU;WQEnnnS7=IauvIdVE3C@?a+jh&Ik%+vy$m1<TEw-sMXlLjlz)8hK2D
zEVg$~3$zp@^NA0Yfl)e`1TT`T-YTu9gnktxK+WLIfAnM8MuF(2nBRj3W=XU&q|X3m
zGv>9apw|T0_h9eX1)&Sv1UkX_hfo46aV<b~ikmY+K0WxpTxce%BY0Y5f+mxpJe^zG
zP`}<6p%$jATF(ai1`!T)W(yH}Tn}%ZVq66(!|g*}FI%E6xX_(=^0GoIN6Q$YZd*Mk
zQB(fS6h*j;lO>F*2kF~DW4O_%_dg_{=#dy7@yfvJLM3Z?>9xtjy0l<rjF;sNwTyZ=
zCS^z0S2oxI<{^(lUJ-w%8r%%%KfFC{IO5y<Vqid+&}`Y)4HYzL9+rI*pbUrmeg+UB
z?}#mQgK!3{Z<Tg;C7dFuxL*Ad@~2;cxCMle{loBQIa5^Ri<#f2VQzkT<6-}I8D6^K
z-*E6mw|Q9s7@|Z3BrQ{<jel7EndzS-tPl=)*!<sO3cOL4uMZh-Gg_OMRe&KXM1V5o
zjd36df9%rO)M~j$C#yBV3!8wTz46}Ua4)hs492^s4muWsoqGdlz+70*B79z^v@i5u
zWh-#fBX54`*r1ObtlBhbp**br5nk>bRZNnBN-)`IpwT*u*#~YSGY~_>wIme|LKv&t
z9Q&4k<#jf$M%6VZOy<5^5P_6^$6>OISq|DnuQaMuajbz(^R%_c&)33o<G9%7{|(e8
ziFETo7S02?)9AR{$A!#Ckb-XzKLO;hqS)4lrZDm`@9)s{s_j@LfAW$D1*-49(^$6P
z6}=Nw!+v#S*#Ks=<XqveaRbWsYhm%kJbsfGg=|*Y4Oj#kQO#zX_GW@=wwH_fJacem
zc0WR%vTu{noVg0_av4)TY^wj*ApkwWGZW~hS5|D<NARw~xiocl*oyvS^By!x;~lpl
zDi1B4_}%mEzqW2`VN45#R(Q?<P!xrM9MTGc=f@1lPB@gr3Y0rr@jRt{iAo$i#tGW3
zJ1!}a@xM9fYVjVh{*C-ykLjbZj<u1q#C9QSzUsJ5Poc;im^)N==Fn!j4durf|IjNC
zU&SBtL@bmN2fSOH{uzjB;Gdg7gTZS0wbS0Y?jQ1q8cy)VT6-M)v3-Sijd20btQ?#J
zdY#l`Lx}U$c?g_-;!WTToIe@F7F4qU^0GRs?a!-tcj!d018tG<;k@$11uG}`C7Tr^
z9%;P(vK7(r2XDx`IN!<a#Q!$4E+pI+ezlFwlw6~t-G#n<H0WKD#0<t3->;GV47|%k
z+isxdkowR*gHVnCufVW?5oJFB?OHQyK>`g&gx9?##DNBadWCDxd^+Ya5l(c-i3M6m
z#PE#^L3D&XyN_e7PSHpT@*!A!|Ca<Z;^{n&oyfiQ2~7omWJ;E;#Ioy)Lu~rd?aB_X
z&JJfjY#(#EQ<qL}1rL!VQSV>D36BQ`$MI26fqe0^uYZ(s1w9{%P_vZ~cyHNY&iZAt
zUG41A^MXxZ_O$uG%_y`%np;D<7v5#q$ax#-Ry$MvH(66npGOoGgC3?pkM9iO^@RM^
z(*V$kVd0V156Js54j18TC`V_EzNr}sj@R`{&UvT*37i{a<ll0k4!Vv|Db^HSjQq|j
zs9~<d$ZzM?PBQz>)CC){h$H^4)7KfOr=Pg23cV~dWAQ6a3<|n;aVeQhG{oh8)=M@a
zYVPflZi%K+KX(2OHXpx+ds#2?J!Z<iCwTVqo#dD&;_f2)^1~AU-$`gl=%mZzXK#3a
z9*YY>0E&SVN$I%7)ifb@V_>_q5$~jzM)!Yopya7q<l5iDs{!gXs1J1`18A9B!mVR>
z3HkpB-UO$Xo)Yql1t94|zO$AyLefmfRNEgpcZU(4NPhj^Q#|4bBQ7*EG8L+^Nf@r(
zeZr7%BTMdauiVbYp_nvA@JqKu$Gd#{F|wY%&a*991GLRiPCzI|L+3-a_u0!L3x#TK
z`W^aRnzEgpW6m*CxN}HO%Vzu1esoUs-Bs>8`t3Z|%dLyP@(>|q;Q15;;2VLO_7Wbw
zWG4Uav`ExnV8T1$r9r8^E`ff<3j8UzP)6;RI&k&sf=;~#OUU16*d)wbdq9T#5)p{X
zkRidW%@<@olbKB4&D$Q2xa*nBO%RudoY^m3)*edEL#o*1j6B~xc>EH7Z9I>ooTx~b
z^jyc2F1y2TV$6!Oh~kJ(+Y#Qp`@qD9h)o1v7Lvq-K>8f1{Cha>c^!<t&6adL>GCl9
z6|$edW$XEVRs{hlVbBb{)Vy~hGZ}s%gE_M4@lN>MuwG=279(3I+}^LuSqfVJj>Oc+
zU<7j*eP$sX|Coo)eMd?JVEW>%62ecJ_ir96K)R4WEU&zM_c32`mR6zKUb^_rIwA9!
z+zUlZ+Qa8;NrabI$fe=?c@+ep1VITsDO}C4<;Dp~^Ilm5W&A0(QBk<o*WNM}|HLfE
zB~H}Rp54dQ2dP-OV+Up&z9bQVf3}~_Q}Zv`d>li@&cuvmJMi-LXRHd1E+QSl+=1NX
zaBP~)XR4+1kT2tTk$z|SzDshy&n*BHXUJVv9uUPg&LlmM`Cjb8yq0r*;u2a;tN=j(
z3IO?YCoZMqeEM^&yu1hYE1L06@`BKAy%v;OD=QZ4Yo)|${pdR}`1?s3YOWlP4Ucaj
z_I5myI6qe`0PFUj%Oe2eXReT}516_f8;+ikOM(wM{{5{7&+;V-6>3SKawNyBr+ZK3
z$&0r#$0>;-b{%pHz^c$Ia<`{eirj@-C8*@K8pI-UpK}vWU%b!z^D78IF%cS*hVbiI
zxc24)ZhiiQUANC*#L<bo6TC3^ZmY{C;Z#Tf+?B8}av@T(Qc$&{I(}092`Xa@aV6sl
z_MQxv5PZ$vs5}BNdG0#4uIGR;2woSBtzn1QgFk)4IkpVmc~OQK^LHl5d>%CaRK5g#
znnQZ&BCdgR*ThsNu8zi^8_vUjPFTLjlrD#3L{>&&0<h!Mb+-KD-&nS!7{LPWIs%qN
zus|S{#2n$G_(JYN0YSc>V?h9lfG|$g<1$|`Q=dXS@vk1SKKhQUTzDt8qVU?t34ps|
zE`ZnqIDhXvtm1B=Qlo0{$h?Kf+mYCpa17lC1i+gkdGPu}c?4kT)-cv2xb4IhOqd(O
z)pm*Op%)Xs-)vbjPFWWt^LfPL2!+ThE)<-TUP_notD+bw<q5#6oPgddslZ<FF3~yu
zwduUfwz&m>njNY1pLdcisg;1lrvKcNxN=+MzKDe&x0p~71fU#%I_*SpzG%uD5$Si{
zj=+G>K-jHt;+@RJLG#sGP-(At44_GPFxH-5i^TLq+~Umt3->QzW$a4W9$5;<-Yw8&
zcpuE)v>6vNp5a*1eau_4KaUukOa1cDFWh}mE+M9@ExG{g&J|!3m&ZB&_qMR>g&sqm
z0KESo8;}&c7r6ys@*3H5mM)ZVL`4vQa*EK{G@QHtjHT~Vr=6Lx%i*xnnRfzzEgCG*
zL5%?#3bz8N`PV|ToE88v8l4P=Y7Y&`Hma@E;IyzgdhF<rse44N00EQdW5dCCxO#M!
zOOV`zxOxAn%;($!keov#A`KBVcN1ZLB_{bHYtoa>E08YK#3!$a+w2S4c1ZAPna`KG
zisDX&{FVYi0Ll@f?>u26@W#E&#OSbTlJwp00W^9~o8cNP51?i%P1J0v12wlA@|ysg
zsY2aO3-vtpMPmfGE9E;@fO30f)cw6K3}=|&&((XRngR2+)5{|SwT+9*Cr)%nFF&hr
zG(X{b-h`mX&*c+dx?JGgh1|9Jja)(`UG8Sel6xxW`!Cs>sL(m)zFrC*hbIa_z%mD_
z`N`Cu8o8ickHA|H2CS_G<(!rPgEl5;)Y1)F?z*ysc2b2wqXzKo)e9ayd{MJy?ZRUQ
zZIn<epcb0+=*pV^HXTa9)Y;n@p~)<#^w{}35?FpbWztbX&5WGHAhDTEemC_M2#dRm
zr!U{KgdX~i1Yyp$c$WJ6?)^uJX-(OLltA=~+lR{PgCasxz5#7V8F?AmuUIPr?LT(K
zS;=pbRUjty?5%Nl&z-}~2hUhkpN>iAxZ~6fmZU`G{Rh!G(*E>&)LL+adtStC{j@K&
z@6&Zrf)f?`%?~-rM07s0w#2dTsTF|lXI&709315S$QbSqqA9m1fB)3ov@(;o|1Dtm
zj~yG=Ph685xS6AU_uruHY{WYGFtgsa4(eIiz}?3eX6+lny1fH5n;1aNQU~hhx~Sbk
zTfWu635P~~WB3RBj#0la#)ZTG;84spcApPK-Db^T;!ZtO3lfQ_ZJ$09ndr0he{<wq
z8f*Ha_xrj1C|QTnbWbJR=Z+`aIfy>f@x{lZj##vPRL=Iaf9~I8|9_0=y!Pds7oA@O
z_Z(1%CHiej^`({pT6Z|-9CN4h()YAIwL*xmfwKMRxchUCODWHEtV1zrMSeyF0r&>k
z&pnVd4A-sCoUi!oJ|;)ZWm9hLyAz9^d;0TE)Nch6w`NDiL&+m&Y(I|l=B^It(t9YZ
zU0tDJX23f7G;P_IHRZMG;s+~7S2S+n0ms%I(Y$>(wCdCoI`*clJFtqqI#ld5pwd{>
zHJF5>OYh<6?jMBni6OlI&jP*<<z4`eaAqKlwRes)(P&ETV_a=O{qt$?&C73}W8A43
zc_!E_YdQQSjb<yFv0=beoN92jx;8Y7jNs0Znh4+C=Qp(V?kj2M&krOR&DwNg-GS>j
zwuhOW6KtEcM7wVN;L|4n;oJV=YEEGw(DIIQDF6r0iK6)8Hv5xV*VtHlqfSg^ZTE-M
zFJkV6wXj-j!#f#E8~Ri0!ziF3{HBdUyDeLwZ_@}a?Yb69ctzpOk^cneqf@&$-_L=7
zuSdBPfN1XFqvpHV=MPvEzck0#E344`Tc45M+}oYa%-f=Ge+-&759`leg-_5FbnP>|
zWXRudIQq|8i38=NiAzA?C^rH?v*}PEk4D*@9<}(pYQ8Hz@pWN1#s=nHJz(3ZGX_kX
zkF^J4zuYqlc&)vMz8ljRdA*A(1l)eU{exJ|e;_#nA(1zDe;x#s49bN7P$WP3)q6IZ
z4h8b~CLSNqn{EV?L7Xq%yEz+@+pK2`SafLv>kb{zbKD=;a40U{`*$YpF3xP52A_UG
zMYjexli%BaA|f_V#OZ|c(Y7r>ag=!hIG#j9Z+&8s{O0T2c_$)Ys6WIG&3gJ_%!0L;
zyXi0+k~?_oacn$tQK9=tO;*QmK0+8*i}xNJ#EC&bzG6U@f=~ZI^cpmg)%wS8WU*#E
zzMlmFC66*K0OapekZ<puC^oz{-z4M<hT|>R{Ch$3R(<t7rFQJti~DhA`ycQgFcIGU
zM~mD8|KaF4AP~K|?|P2@3lS^+Kur8TnKpF+-yh1P08l5Lq$jT#`N`kcpQFz^2}>Jv
z&Bo(xVbQ5A3+#D~7*nG2@9jUEf+OdWa5DY^&Lo~i^yP3wBt{`D?gCfaCvocqKmSKS
znG=9R7w)p=J?f<6z0;3(BJv5nnFjC~I|*A)T;~0M5%7JYObGy`>fZeL2@#KP3e9^Q
zj7Bv;qpsfAc{+vn|3<*~i83Pqr><tOwB7yp&cR}l74PIL3oz@^68)yk;{Cr7@cp99
z2mrP5|9kCVp0wQ`75dZaGv9yl_AuW68v)-hcozT)_)$+S>bUcxw(-k@@vz2l_4DWb
z0TJ+hgEs*PA=2M{!e-csd+`Vnx6(1@#9zD<udKkduM39FT+I6eBH;T5F9JXVb6k1x
z7S}(%!^H5}Fj-*A{QhZY7nR%b_(~e)-P|#At<c?8z_&%I3IGkX5Oz5o*WZ1_g_jv<
zy`g=c2meQG^Opw;ueMmVFPirUM8NlrQWJnv$r-ru;S(EYfBUUdXt=Bi?<6a$px%8H
z0NfUKh4%+U!1s-BE&yciQ~UnKM=!A<<uI%l+wxAZvJQjErmS}#-w%g??;qb(03vTb
z!p)DL5t(@x|C~9D-XVi{Cs%nu{ekxI7&wggheN>kk8dIXG>tX|`Ka&y{J4K%9&7=Z
zRqoi4dYX4~m38RO)`NK`4~$#5j`xQ{!1s?57l5M)_c-E<rqTA;*g@vu9&~6l?*uEW
zn0R^)1}>Zq^UiHx-LWG!A5G-_;SlisqeKN@Ut}s9jW_g80u1IF@J_1o2E#eV7_n(K
zHXRelFQ9Z#VghjDayo9j|A@19vv4fsHkvGV;GIzA4P^dX`?bN8Wm|cFFa-P<C=mgm
znRTh}KKb~zOB=D#d1+K$O7P*EROJQK^k?el!p#3AJ5KTbU<mjz@Kpjpv!R^1k%iM&
zGuX_!-}8(+-<13_^kLSc1#9}7z5W324~2jq2VW%s)V6>9(|b(ZzZ8pNcJNN5@(2=5
z8t9Yy{V&>fg7*hPz>kHm5&#;#r`tAv_8<>lI2Y}f_JF}$L*7YMo?tlI238$9uz^1L
zei#J&cqq02gkR5MIsMz?&%=IN8<_TUM##A<h=28njpOIE%9VF=l_rel)kE{u+VJ09
z2h+neG4IS5%s8cqfqUzq)mkmopRXgcpGhBQ^c+8p_Xk11kBMRnz`@uwERNgCa{7Ni
zyc8oBEJ5(jgP3w=KJR2KO^^xixxo`nht+_(R}Cn&R2EIj*@}aE&eDy8hccAAs=#Ns
zDty+~<t!y`-&uOF=-3W3*6!u~K@jj`qR0Y319wowpK$I)IviKIFd{gvbYYSIHOc#6
zG~bwaVwMJM7u&+|&=|PUblk0!Q9Wn+?ff7X24%OJ=>5AUn*C*k240=8<J2|Y9|QqE
zCW<5gG$(uNXRsM}fAomI?P6_s1*))`orql!@#PAEn+kfiHbUU+iM&4q0)AW+NdRd0
zuK4U1F#N#-eP#;`;5I^yGx3W~elb*<)`X_13HB@w!oe~$%{FCo%6l*1`$UmlfX$~8
z;IXPJ>=wG9#kw}=xu-wuS2W|Dl%)l|Ib7{Oq!X0Al!{G$B^PDXvN1)QK7+7o`&ne%
zx`ex#&vEnqQ^a4-;$=3T#G8-s;o~PzdHe1o-n{$3-qUwiZa?PzK^5?AP^bV<&pz_|
zFTZ$;bKC<;qx!^WJ;$ZD&sem-(Xytzld?3?YMw2cjdUzF`3W@|Xv5aa3v2hE!=8wn
zIF|JW(&Y*Dq)dOtX7??Phai-*>^^_~jDm_VH{kb)0tJ9fz^kv`<H*BH7=LOe+HCBI
zKAT75+=Hj^+1ZbGGL|+d?%{l7{8y1*#ZCjYEiKW$*C6aVeVrjR>b_jkWj=k4gd177
zocb6s$q(6oawh2kE^(hPa^FWJK0wl~M@YH*1Zf%1af=fTdLNPaWftE<F=?!JzxCi5
zvoOwI&0ravV&Y%q)@5<OL!WaO+MWst5xu|8RRn1dMZa_H&J&zUxX1egEZ`do0AXkN
zH8?D7E|cKXf7)#HSU&<Lvn*gVr~VHU5OiGbh*lKwFRtm|LK*7D259Ww4r}+tF!DRO
zwP#j9euc>U;`Mu+<Sem%v%}bblKJE{uB2sS&A}@Yl1dj62O?@*N@kvQWYWKU^Bxzj
zW#ZlYk9pRU3zECc+I)doB)JO-0)g*`Sim<FfKaXm`Ty;mX;f547RUXfXFkk)5Vskl
z&Ul1oYnEsv$;7BpT;lGisEy)=;D8YY0iyyzB0>}u)ClPeG7Jh56j=n7O^`*vmL-6)
zxDvz#CPr~Xng6^hXwuCN2PtT(&iS23zwX!lsPpc>Zq>b26)U@onbsSjZ#f;h=2Pi<
zb@@+gXhh&f?F+i-M}HU?G(9~AYV*|EH1eU65zveEhIiWUOcfYrJ`#hC2g6|Qr?9Zw
z)7bj&J$9NNqgwF-6w5l#1f|zR2wE$o58sk8%S%XNNxQ!%FV9}QY4yECL6|a&9x{KB
zIo&J(Q5kn=rXPv-lkC1r4}XR<Cjwgn_hRi2_Armyf@%J<pngD|xncGcn<GX;ZEo8F
zAPV<}U#1_j%d=5dRffC=dGNpHk4Y)s4PL-t7)gv91whV#0Rw24tF6*h0IrudZ{gq7
z)ipb(C<MeaP%LD?u`4B4;X5Bx*D!yOIo&J(mvSpmR9nMW?^R&erBO7yuPp%}Eq=<K
z6iBLX<B!t@L!5IPvI-eJFTZxgyiu_8k}3(nz=4AhQ}T$q`%R5j?#ee605Tr%KFgD*
zuiF2RP{=*AevmocEC6IR--{3Pl?;IN^+~JG+7Macp7cS71R%dMAH!UXFmUKV{Au10
z>Ioc4IfkKMjKr|<f5itA#aL)<*GvG&09{KZyWxC$0w9epq(`5#dCiR2**_B*g_Rw%
z{3h47c0XA+>W{T=-!XrXIo&J(grLi^dc*%t9U@mT_QwSx_CYRlLuAE{3xWqQr)>dn
z69gckECGR!?_#v=SJ+iqj_iVb91jl0-#(lG@!uz7q1h%#BQlf(V9=mHpse(Kiw1Wx
zzL*}pLUY;_05Vudic3Id<2iY3zbmCR0l1WXU+Gx;wvPFO%y|z2KnRG<qJw_hj~qe5
ztuibOkWgco@-Jh$@{gXkK6AtDDK?!O-L3$P_1OZyv!`%5D+{IfenH8-3S<}E!KvKG
zSiWuxW%CZtM#B%gT+%QI_<QS5>Rquseg0bMb;Xk!dTdnyPGq7x3Ksy?r$d>5VGWa2
zcAxXZ4FCCb(vP$-yx(o*y&`x_!=#_qGW>?%&j#9<y4w#|ZkFT5z5k*>ASAyE>+L<2
z1mM7r5lS9_fzf2dWS&tnw6Nr|#=q}BdQOwD6ifAQ$_DBhkkzU&)0ltR6ACHvBPnSG
zm2eBpZch&yOVbDf7l6J?r&57aZ&lH#fcw?&`%Ua$k&lj!#Zrfs^Z!YRZ<xVYj1uc%
zk*P(avA2ZzRu|<cKnr;QFW<bS$u@2E+vT1BDI`?4_2?C)_m76>w|ec>qK6$ccc4l^
zXh=RlQ?cNKfPI%v2|!$a1rE#p(`5r1_uV);mY}&`hq*C#m94=eF?g0*6XRFIaKZTh
zqOFaYi%r`!emNe#XQ=ycG|3oKW-W%Vth~{Xi_3qd8GNM9Ni=}8up|{XIky77kp*yW
zaPeO&B=Y=L^9DBsZ=<g6e{>9hgah+$SD~V+UL;6%Ajv8u@4tBU76rGfasTmi`d+;7
z+r&fg48Bgk+tDu__P%Lw^1n(`gvs0hd8vN(ie?*<^W?L&@9L<Suzrv^Js<#tLl+{U
zd$9BUeln0KHlK#^ix*?Ig%u`loR6uV^ZVRxz)iCO)g}+eaPc_7_;osL{Bk7bwpe4e
z18(1BAT{R~I^DXZIw$!7B<(giuYwwCZ021=XVlLVAg^Nt6hBMEBU0hJ&S%`E*AklM
z^v4L_l_H!^yk3sz^!jVbeUR=3`CC38f&9jKh2M!%_$=#(nA3H-v?7qtPw_C?un4;5
zQ=n@#3EDQFKy&*9XznzG$VnffT?Wwn+7OzKAJR4NwCs$aXEp=l|FH!7{Oec02~R1*
z;ovyfhkErX5g=WknGsePGHVouO&o&}TAC1j^fBfwU*9R?C#+a+0}DX_A_MZN!LfcA
zIQ@?<F9}BS*N=rI!%Z3n$HOOJ?e2qhyWO#D+t*mQ*%nJ|9AIL*6A}k!y5^n5H~Zle
z65rx??TkIh+^{=?j?)B47JQB|`Ud#y%SA9*`&FlnfB8Ba!2@tYe8^s*HD&)GaQY|j
zeS7eZvfzlBQY)+OA%cdR4%FQ>q25b81k#PswVX`Dq7wV<2t4Etdpj?oCErF{^UfIm
z8e4lLop2M}YQ7v8haJ5}0K!vmVU3$B43^D>;o^lbT(k(EtXPR@Yt8Zbs@3>n_fn=4
zj_P;rnNGVgPT!xR_e}cP={Xm1<+L-_Snh0B1jzdmOFN_myCN$$M(A^wGOu?||EAXn
z0D*KX0%K(ex|oZzSIU~bw>wCR`6rk5xbYKjL~r#>x^vHgpqOU&eIcs|IX|C7%Bejt
z+xV^E+HZsDrfpbdC9ug3rj`y^W$A>}(@w}M3_<)gzWFDochIW@pgj@`D{;B1q-Txa
zQv>>@v#B?7G&Hfz`-{#f#^s#r$iA6`>!opxTq{mQa$Xj9_c^_eJ|zGo<m8_l+cPfz
z{&CRQqYLpGV@zCT0^jgd=Knv3)7|tb0U(@BEyc_uOK8YZ%hm`YCp|h)sI`3}bS<Yq
zY&HY>%jXFFbz^ATd<soh{dTh!sj<81K+|D74QrB+rNNT<bR1&FhD|sWe2Mx0&EdQc
zm<s?|cqE~q5=li5=`O<;WaaH%L&gV89bIV1(Zclr7Fch?XOdOe;OqgH<H7I=O+di;
zYw!w+g^kBC%(31K1Jf@dUO$cIE|4SHkdy4lOWb?8u}@#O5vzCXp<zw$ka&b9^`7Or
zIh^+aa{)*$euTm|&vE8%DuT-r;9nGtQ&%&){ddUjJJNG$@cefa&0X*ah@=~Gk{x-8
zd(VxX(;s0j0GZ{#((S|)U2=UNLwLuZVO}{Lj;h040FrJzg7X!xX8m$9)!6NVlz9bl
zII0YD0f<b$gTUgJNA}6!+{&X{nO72rqpC0$09oZTl)Qc2Y)4^@10qatnhMQbhHyB1
zf_X)8II0L!0U!|ovcSmJIHzW<zsO63eHp$uo*0F&EE)9_SXUN@qiQe{fb=`nxcRb{
zE<N5>j9&YY4jhyA!ZgSlp~*$eD~!WYC71{R*>IG!{QI+i?9?*jCeHTwDd{HjO5<=;
z1ttQJcDo93j|$pP$Nf$n8sBO`<e~@h#`-PEeuzkCUTGYTs?ehXK>G2yRW-ErKPU@m
z#puV;v|fFaIW#+uOuwDHdM)Pt(*}E_VazLx!%-!AQ~=0qzM|JJVRqI^VXCbLbgU;q
zPcoZMywP7do30yZ?&3+O2D7dp4o8*g@h*TzbO>}0>cL>&$I!ABTKeU4VYJKyj)(ne
ksxFy$Bjs*BhtnhcA5`<;<K+mi9{>OV07*qoM6N<$f~FyVd;kCd

diff --git a/test/python_tests/images/style-image-filter/x-gradient.png b/test/python_tests/images/style-image-filter/x-gradient.png
index 6548571be065254d7e7ba46a6c89e113193e501f..125bb016945cbc98a7fa839013496bc17072d8cb 100644
GIT binary patch
literal 27039
zcmXV1Wmp_dvt2fey99S9xCM823+@iVEkKaP-4cQYhakb-T@&10gS*3`d*S`=FL+?O
zr@E%9y3eW8k*dlvs7QoJ00010PF7MK0DyV@6$XF+_xi)Ywb%*(u(gtt6#L|racl@{
zkTn0e?sQ{(<ZjBSp)QZv>cgMu*5a(3neKSFQZ|~kN)HD|+Yk|ImJ<-d^#y}+VRdyK
zdM}(3om2M**6-r#+2G7)UGU7iLnUJ`W3S#r;9ri|yK09sh8V=O$lIfqoLmKsAD$%u
z1sS_kWv;=9n`jh&FkuZ@CBXw6*EY)t`ek6Kx$ciFResE5=qIUAt#Wp&7yjV&?6Bid
zX#inXcWODZ>9I+MEMWGbuIsFq7{%ZCbvPl6jVz`gkD@F!;E_O+&HdXhuq|c+K~$n-
zzsA*s67f^27UJ}3JBq&wVGZ8f!`Pjb``NO<`V2zz$UVp4^~A8_;Me)5q_pS7BB>`V
zeD%vvdCks!rV@nSrU^SwdBmUqn8RbcXYqbmbP|Ri$A5a^vOs;E>kq~p{6K#1p-3pm
zU+0Nvw``eW`Ocs%GIOueJZ8`}cs)OCM1l%{N-!`GK?QMjL8b^CsO^yITP)>8%E^Ds
z-fwzvYI-;elG#@aUM~uZd3!dkr{sB)E!~Een$6=5%YAu8`^D+hCQzjDx;Ka(J;XpT
zIAKd0E8Yd2>&eefmf+0_oF{V@lLRQlA}vTIe<Xy%X8ZCzoR^ZQ=&?7kHw6E&Vl~M4
z+Pi5l$a>-&^xpuW8LP>he<K$nIm14w;&Ls@M-7Kbv&B2-wN^O)@NqfC?uqd{u{UeF
z2CB>>njb|GucuJ3MdgcyTR#$0;hK-e;RlOMm!ic2xGeB7tt-suN3V)^4X&CIMA6eD
zzv!ISu5XOreE8quA9B3h*SXmALyXB7i)VA+%|QmqulwFZh$k))T?yX|A`Z%*Tqy8v
z_|~;y$%)~%2Sa(b-b3Dr=)7=j1+n%G&A|)^Q#9|;CNCoyE})+n*ixGK;$f|;NKFNr
zurcLCK}@B0f$?w5Gz(XY=EC~JU<1mbP;f?%?h#$D{u{FRwN7YGD$M+@Ji02)EZwp+
zXRfNU+BY4S=nvxClf$Vb9TaLdj7k-Oe|#FNZ;t(E($^vPLBSfsx$|Xz;lLf*Ft1j6
zvDE#1CQ_tL?b;K^83-8*Igp&Tk3?NiW{8(76-0UQWfkB8PMoheBi{5J2iw&!vlYwC
zM&4}J*cNqXpIL^z1u+p((AK2C(!4z#01*rA(Byp2CoT7NarWIy3G_4B>(tALImgDc
zY+nLf-^RQJehum{P{LFs-?ae|OaO1b;D7i2s{k+2)1r~qoALUa$DO)`aMpN;pN@My
z5bp4wn*aBYW%dEPz+d-Pn)|VXX+0Jhj$GYdWehKAg}MM%q_^cz?C-Es4ue$vtQ=<U
z>xDkN%plE)a7*ue6fs$x^MeByreOZ}m@|5mj6h>qJjzVgEW#M+X6j}Kd|U;LP8~Pl
zaGUw&?(hxb)&?d{cq~#nP6OzugXkgcit^19JsYIN(X`PWa<mIOg^L9Ykb(jHTnHN#
z4vBq;yhOUmZ*7Z~`NbRrQ#)DWhVTLN^oQ$-Wb$FQx3S`zgmpxk8Fu@557<K{A)Ojg
zLB_5>Fr!eIXo8GC$2g`(1|#|tu8C;O=bt}*pgc#9#yjeo7|&jQ^Cn)LH_TeqPkUzZ
z=jh%p3yDzaE&2Qf3@V&cV<Z}BLLmth?!wt{w;rtRG?>*OlFf_rWe=1iH!-5^|6D4=
z_Sd@k6LE!bE=3`z^|0<mHgf|{6C_G0JIZWxFvG4e8}TumY;aNl9fQ;plpc(_4%htV
zsz2=4>&N84=ia`~NiS)AoI`E-I&cf3*pLUr?{q@ZI9?$!+(;nuR)Mg``;oUA31t<o
z`M)y4&h~YEv7LvBcH!UN-&(cWGuA4XIt83ddGpWF>)BX{Y|S=Z-$!=dL8LN!tGfQW
zKBY{LvRRnY#e%YeUL(X6C;AI<Si6LVPE2_K11Tv!zYjqPssk{QeV2Z|1okTnVK~w>
zW1%c?r%1EQtC2gcWo@B68atj2k#_{Y{F^A&TO18;91=yFR=~4=^}*;+C0zIa`d(4*
z2&VBwZC~&U3gOcQW8T?{O6{qrWf5U&b2pF1{0a9wrblLamktT^D(CCMKWqw#@G!^t
z6~Jpz*v6-=i2ek^h)fEUxj1U+l*}2G)-zulP`zKBy#t`FwFdrlJ1iu?rsrv*)$$@6
znW?8^UJtpHu*-8@|B!lAgWqAQXNo2MT7me2VD-(}ByFJ#M0wkfPbYy@_|~Y?xmq@m
zWilOX494XYP-r1ve3xwZzq_9{B3^aJXIY?w)!=j|F8@;=oL*vLOdQP0X5d?HCcM)*
zAq)TJ2+zL4jOF;E(lD+|7NK|IFE%aGLbnV~uB0m&Dam5e&e^u1lEeLHy_ijCnlSyZ
z@7Z?DNnRG&O8$J>q6=2xyT7#&zzr0k-L94U>i+Mh^<XAkZ|UyYJvQGj*?kQWTalgR
zmkJPv$J)+<(4u;<x;;W<@1_rW^~r=TUt>7dT+Y6mbL`C&Vh7g4zus&Mc*1y|uu*iS
z&AKVNemfU`z;qA~4MyNyH)n*;HU1hq-S?9{Y{E)inAb)8nRYf;9i>5m^23{6%+X8I
zcQ?B~qumY~j!fO}I`D^#VK;7N>jqLDi^+SDiulLWrZ}0N4oK{8R~c6HuZ#cax;(os
zNI%G$pA?cuF!`o!AJuv1<~eA$V=VDF3uOTEMk#onZcT2<u<1H5{1ul=3>i|c5x+m{
z3>+Sa_*5y=U1Z|JLBzHzxbp9r8oT<g<RbDhfm{}lA!4$BXCrF^N(g7SF+$*vyBa{b
zqqE!3<^@ZD5-k!IuWqujnfCN+nDsy|zqPr>3|eURh&p{!o*GsJr0clu_`o|2PrHqK
zpGx+A-H-o)$~OL>yD2-5{C4#-#sRkW-U?!A=y}}cjlJxGn#B4^g&oc0(TTb2T=>W7
zRRV~Y&qh7Kk-n-dpXPygRQ@TGMbxCP^aSqJ9+_Oc43Q#8<XpV4KWw}8F$PCdsp28Y
zql)>pdS<eq@8yTKFIipqH+~&cmz!#P7(Rz32oUg<1iRm=FlNxsVTRxfq?rgoldxla
zgv51aZ2>v8<tr<(_DMINCF%snKA#X^tyS5?`r4aG(HYtIE<^Gu&2Az8cCUj9FFgNl
zh3%=<hD-~VRHCax!}T;3Tf6ToK?l7-8R}^(%{4yd*_z}xVW|tp&^t9$57j%Zp?sKu
z{E-QVALcC%eb$$X<bh(#gTvJ~dt9N>)=f{RnHz9k9RQvHmKnv_WaN)BLvFP~Jf+rL
z?w#JRd+D}XjB)PtpX+p|m5z9G>&pBhjeyhx{a%j_zSW=~aqqGDaye`Ag`Xb_>^!j$
zO?Dr)-+!%GX-by`)bbF^UOYX-DXTkQPNYHIgggqmc*2OKW~zt90b9vJx|ho`-w-29
zlg*LaG@l%3UQpF(0HtxLs<jRRmWF~pXQ0SE&z&Jf-FiGC;1;Ia6V|DSZ-|xMO!Mfv
z_~aLwjT#R!O0>-Gb{}--%^~LI%Hyv*_MRQ#owJWQt$l9mpBzV@;n6vXdH%j`-w864
zekGk4UEikXB_&$n2TYZ^FfS&H=pEXPJf6(=Duz2Ga6^VHey)bIMx0-IBC*y#PIAs;
z7L8R?&>MmFMCzR~rv7~eIvasSK_8heGZ2mgAqtV8Dn(t4l@z_~5Ds12OBlCccJoz#
z3YeGOe<b0ENBPxP=Tei`?wq?``vd2mB*Lt?QX7GsuE!0TMQjTWbZbtRxmZwZ#GIM)
z?+~+8%#wP$a9hT94ST$-^ph#=`e1*e=Vv!<C-a9fSV&cOI2)l|$gN!q#Y;C;20z$v
zB~|t&X7R>xp!mx_p{iIp`?`ev?-yqqlL~NW0&=;SqNJc;k7E<Abu!_vA>1!AZ1$$9
zkRxTgyGTY+kxVd-@9D6gECP-RR#5F>#$6I%LUZF~xUW&<!}0+~0^nf`4Qq-wZzU8)
z-kHF;&G$JHR`f*LGiWJ;x3psXF<)QY)$1C<9+c0T*GERgZhHe0NuWy4&j%sb$qd%}
z_IS}&9Tj4xVl0y{wtQZ+-ev(Z;Tl5-UG@)B`P>=*ousqN^EupX{^Do>(_@nWnpuIA
zol-GIB@Imie978)7r#1KO*@C3?3i2(tr9NN(%-y!sLa3J;3z@8jiA}Cp}|TQkN=nR
znW}+ii{$weQ9=`L$-3-kcQ-VK8gkPFVgjNI6aiXX{4>i4g<?S}B`}=%!Ow3x*1!E0
z=N=xnJ-n1o2hZ$f;Pkywzq3U$ZExsGGI~ay`OJJr@D`zCT}j}LxAwZ#!Fo*qG1Y*@
zzl#^jhHVU|0D;kWmb<P*qbdUkQ<Q+uU_Er44$SDD#LR4#E>apu9pwUrkJ35?NoJ?e
z32@>vM|aq?+fRnYOnbzeZ~a$N>&`=P%1N(X`AU_6$CvN$0v@bVymcQI4!lVR$b-<b
zdQV!>+3YVIN7QJq5EK=u1F)dD65WJnTUW_s<|U0pVWY+&Ra7Z1*AGGv8Cvu&%5vlZ
zu<|ByY;9=eG}a!^-afdwf4}`K_WS)&K9)YTakwLtLu5~;Q@7J(?q`6-p4{QUuWK|8
zEM97tLqwC2nrlYlNu({hb<NL@36c;`F<q|3$&}YU!8~WK0IndxShGjgVH9n^l>cW6
z3h$(QQCFc907nvuG1!^<9o+7~Z*zR!UxkGp8@oO_VX(iSd1xSio|IGo?tG366av30
z6qKY<rNnarI5+;dU8gn@LGQLcm#Ga-tyoVaB*Xp<|0QOe=@NrVF&F}{Dvy_h!cw@N
zeFf6bl_y|`Zf1*!mGj+9_#5Ii4W9Kh55{lQdA?sk1DP)yt-gX!V1kbHwk~heDXt<)
zdKelHVb|C=T4*bt^h@Psu43y`st<&*$(XNT>9lSIdD&@W1*00UzgCqg>x#3R6ony6
zAG{YXTNX-~Hs~xFHgBDfs0Bn!v+B$O4154?v{F*UYAt2-x!&vwd0UUPZwTblNRO%v
z2Z9u_EQy1EjeW6BNS@y$+d?FSX$zY0bpH8(!}bLiNd%k^x0ygZI_H@9+y~nGc&hS`
zx4aA%3-IiIIyg3n#_bU6*l*}3nh+#0ojq8S$k|jpZz9JW@CU@ql8-)gX1!M^)uYqB
z4+280Cygiqk~;n(1`MjFtEKKb3Pvyss35`cHj{~>dkDR7cg~9MJ;u{VsvP<Ts1W&w
zs8cD(G39JVDMPFW1?!Av-><j4M0Kp?S8aNM1ZO!>4O@*73*rEf6`Y2})5lG3d$Nvo
zO_BlS0k$lwn4tA-JmCJ0F5(>8mwjQ!Z*}OSVBvRXiF-|jpd=RDzuzyuw+~HiLcP~f
zx~5h)+^YQOXJTy63Hm~`L82VL7{xhEeKZ#2KE|Y<6F;4dwZmgE?sNRrHi-F^{O)hK
z!(TO`4s8+`!J*`rU$2GfU1%&&3AKCd&ls0rcSw=$SA7p^BpYoR<H;Hv)rajE#c8Px
zr#kZet95mtjM86asm-EAg>q#IE0i4QvB^a^!$KR2fQ33RLOt`x(l-|1Doj@V{Pz7d
zh|T7A93c7YAT3qEiTopHWW-X!((Qh8`j7>fe7k@yAl>t<%Pb*t1`d)}$u7^u9EvqN
zlrvd{R@~Zz%2fD6B9uUL(n`tGx4Eg_F)3F>VY9x|s26fx(ByT}fI$Omqv0$_8D}Ut
z$X%{ltU&Q&-H0^1{z1nez$t@S^^26QuZTyEj>PreZ*Oq=M*di?Te!`8XQFp0ZB7G(
zHk!X=061U2Gc&_CY%ctwA}c|~H?Yh}=;*Ku^5}*{yrDT5C08V{_ADa(J`N=kKWuhp
z2+22+A0(-I;Sye4?+>EYTSwM?Wd{lg1l`@2sc^eiAJKR4TaZw=Jk<8Kc!dQhLchV#
z|ID6|k14C=)Ns>yH?^{NF~UF|m;mx3`C{-{6|3h@(&M+vReq)gLdHIE@w~3-8Ow>I
zhjO2Vl8}n|3<O@MsARNpx2t$Pmt8%PCw5=rlBWf@8-bTFE0KDMl(lyg;AZS0<%W<Q
z96O4DWJZ5XAf#@!$g6z9j((|?ekuDj@6<dzb)ReWj+igLG8xRg3*LE`q_+JSZ#sLA
z9n-u7dhe+vS^d=tztyHxkTEpfL1{{!pL*!g+K0`t+gdRmz+3mXOzuUQ@--8l_xaht
z!D6a#M&3q9ymuEGr!oJzNdUbb>)F*WC!&LoTR?z!3pleR7w@975Duja{N--+a+)=8
zW-B&ERw4i$!U0-w@*G?OtQ_LxF1+Hj*cNzuspKj2gtUpDk^txNyN#VSY-nrkaqqiZ
z$hU)LiK@Fi5PRatdczVoZQ9O>C<64ZI()+bpEJq=r*4K#_k&CfzgTSBqAc;D({d_>
z0Oac!0<6px@*g)_AiqZGAb;urg%u0*k5f>Ucz{j&gagIFw;$eMYGy1z<fk*>#2{Vn
zR8f&YzjYztiqJPjFb+ncy<R#x;FtU+9b%PGlL(>#Re&}zm+fyQn_JF(>2mqnjLf(|
zkuM36CHZQ_zxfvU_}U6YvX;|$x^k&sq|3+R`qztBZIjif6HxGtb0Wv%c;$3aND*rf
zQy0V;19v&N3;YeT$tfTuZqBJuOQWN#Xs!P$yKJXTU9|V3&UJpya{c}-B}aTEWX@)%
zfzogy$k07Hj8x~`6tghWUTP^esq3$gakr0I=$Ibel7G}KZwr-1*3Vr!rn?8KV2ghH
zYH4z14z@=YfXha>Ic{Xh6IX?$03@QpPIxt8`tus&g}%^-+{w4cTef;=O@k4sm~Alu
z<_y%va7Iwo4uR#kpuZHo#)FU4Sb)&f5GA|tig(P!a4L<|F$?Fb7lJ647rYJmI=F}J
z*J%V1`9pbIo__W+Z!{QOJ$h&wOuG_;MQgRWI>2^JBhi|M)u{4bL%{#~FeFseS3@}Y
zbP%bNDz$cpE!heDg>1doTGc}fmCMx@Eu}d2cjbGwF$CCUdLaEdp|A$f&{l<J0i`4$
z%Pqw`<+9q`X-#Uo{iy1$MrKr0;M1Wd!knS7#Ljb)+TK?Z9oCwDypKD5Q~&TqWH|SQ
z*-Zw?$yX_m7`KS2h0r{|W6)>JENILhC*_cWsRC8q=wf#{y<`<)0}WbG1>;WP{)Tu1
z1(W;6a#*$m>R4o1^0A~*o3cM5<xq@^oxzPL_oI?)Jq$#_vVo6kIpGc{6_Jdo#f==k
zlw0E>m~!W;=X=z`Mc*=f!0m!Az8L=#HosLIEPrgQwtynFU2O?Kj*sFe+*=6vN9rXF
z>1r+ZYN0#nC?Y8ow3xQu0K!Y+WT*J|K>SA96At4H)-IhueWc`|y%+Oh4$k}IE_HJc
z<d7eP=_^=}y5}OV`4>YMc;4PBe*^Bi1&#L&(@JVN9x!dj_as~-Mp$v_rT-LEd~gob
zK==CFDJs)(N!9j8j_m8d?`?%>Ji=3JMn*)>Kq8rl+9QcMaMt8M=1|H(yMT$7Jl)Fi
z{d`MNhp}(C&)bYG$T6_aM4{;w1eLwy%!cs0+UF0%aRv2a-Fw3N^@^gX-iV3Vb0B9q
zOC>;%q!?ot4J>0oYLz$5agnxs8HJ9k`x30wbyb=LihzuHD*t|mzA{tngK{CnuY+c3
ztU4t2L8-H{KjCs;WVV0fBuV3qkBtk^^J_|<3Mi$rj18E%-8vMj0~%;Vz=9aTeAi11
zzU&R|VWI2dhytPOu6fFTnmL?fe-{>WkD??e%5V8tBiE%lq(NH$g0Ow3OH;a+8H?Vy
zMdEi#zIrgqq`wD&bJWK?0<hZTPcz&osHw?$i`iHsKL%KfLe{@dVWS$G*07hvJOZ=p
zU+~GmSL{qA3g#=PdiX81xKYoV_+;D<2=BqRzeb>29O>W8A>)rLBX!$V8>%U6hy$+f
zVHNM*`HTo!gwc+I(V&xlvJ5(pdH=mXRHA2UV+2LfflLp<4F_>VjXGgQZ=vmx`elVf
z5rJH2lSc`|Kb^Wq#V%)zOQTKWf*BDf8DB@dfyc9cU?o+$nC%y}aM>Njhw+j)#B{Ac
z8065PAF5V2-URR_r*PG@nGa#ab2}LH;SgTXPwcZdUX~9Di7PnJfYN^Pc1A8Bxy!6l
zry6u^(cMECeJ9mrV}CdtcI4-a)Y;!h*W*;!Fst5UY<i97RsP4$Yx&UO)0#Gcw0TTI
z<z_g<(@n|+b|mvh|Au3%cqi__Mt!XX@I7qeV#vs<HCuu=&Pb98TSB1FXSX#nZUJ!q
z1ZTvc$}R?*X~bd*$J`kS)$avGS2I_PE99m&!g`VE+BCXuQ8MhPrc7^KK@nyU9M)Y{
zN0@^QtNHS`==1p25P*jW#Zc5jLB;U>dt2u5WUM!CXX_6=B8L0BU8h*g#(=-#j)5|h
zwi5B5l>9&Y{(KscYotQ}bMHK+JXD6*fa9>7M`4s%{@u-$I!u_x(dd2E674^a`s1X5
z0s8?QCRUq`ir^YXA!6NfHh#`IeZ5ZLX5@;pk42qHsI*Bpsi;$}@V%f3JVhb>0&Z>D
zy?8`-*+1oes<s61dtXbERp#Pvi;z+UXR@)I!Q5u>F+?|!D(R$?Q{5F{2EYZAb5e^s
zld-VUHiIVNlT_1b;BM$QxXy0WUW(+zSf2(Cp)_zsiU2M1P7EMEiH0#kj#s?;e)|{U
zk0BuxFFhV1l9`E-8X4x@)D&yj;XAy<GRT2HvzOABvV;YTUO2#k>&;`7we)E?l0Xyn
zge(9rYY-=E+N7LaQ1ZL(nDMT6MJ`W64#XNkoqLlKC`g&80)tU(p6uZ}@(Mp(n5eRG
z6_}{AF1%aEH{ApkSCUgX=Q*!QUtMg%HZihSweCFs=hGh2z8FuyBa2ox(T{+e1rA<K
zyc|jBKl-I|Hu+n|FtlO)oKhdp1;uGi3jd#g7-^zN1(PyiIe<n!QMd36DcQ_DAiMq^
z<w~V2a1fL1`kW*<7;n7mEXOeq9naMCGppYh<<P<ew_R%MPwHN_9n*b#@^Tq;U3Eq+
zfMG0yfNO*<pLw~JS8|LU{Vcz9>bkrKEZY4M_F@3fDI!{ZPoCt5p%E@@CoBDQI$!!l
zCeoQ~mIT#})8&pge!I6^%bDnF0>FirPMxBl#Th1kb)K*+b*u;w)?6@GLHRIR_E2_?
zP9G;Of-AXshLmG*MoG_8PF#4h8k8Hz!hi+PhJP?y!MoI7Uc`l1X3+@SJt7)0J`rB}
zC9y6xkM5<LKbMo}cunBt&z)ccO%ylIY+pE_LE<CzAo>}D$AsUVMJy{gfrT^)STMh~
zfnM~Ufp&b7YaKy6haG`tP@F_BsRF|!3nd9SRy*S|=8*H`etkBNk4cte5c|p$UlLSO
z9?@s`o1HB9aRq^*w>C{P9M0umqCAia9m)Y6vWqax^D>}-+tA!E5gtmLB>n9+`_G|R
z{|i$_lb^*OGm1c0<@XvMFp$O1$*{X5jxo}hnti}O>w=w%*tBxasNJlzzA)2#g*7$j
z(2i%aik0@rb~={)J@?f-+L84=Ld221y*BXJjkRd}9Lzk@2tCZPh^GWX&SZua#JC#z
zmvh0fK`M5O``k8MMQ#61yckOt7WVz5pX%egA6lpA*##rp9G6TU6|>*YcBzKC8>En%
z?B)IVINo?;el}szKx+o}hbOMb1Im$=UkVsYMNj{l2IJZ6vKc?9G)gqf4HWY(e&TpQ
z@`Rw=Gq%U~kciBqJ}Wg0%m|UDR%!6$vvC922rWa%GMU-#oT+9ais?bB2F+O9$}?To
zo&L1D+(npIsaV18d&M5Pxc&=Mq_OiieGOFBE>BOWx`Lq~HkNOI(|rUJu>k~=oxob&
zzXnj5c-0^ng`KPfuOSD<@WYGQi^v*fB*weKp<EEKI57lJNR81o%Rhu@gVdU>zmb0G
zH)U`4wjM-94GT8sMX`}9;UF);f$>uRZ#iqzECAStX<V{=(O7gE+=*o$$^oe|@m1JS
zb$1x7;DBMK3CB2CxQ9=P<m9l?zq)LDVLO<~?_s_O9B<?M&tn7p&R&@U)agL0b76wO
z1-rd!;afpm_`%@`18IZ+yO&JOU%PIHg!ny=o{zGV|E_P=xxBHnJs%9}MCLiDF<o@8
zt`Tx>P6LZy+#b2=Mcz6lf`Rvlx*^koc^J+wUM-QL8H7yvAo(NgNcNyl2sxKX$cVt(
z^OD!zYlh;dvoAsm;S0k|y{rRZis7hE<Ev+Dgq%OdQhhR&7&<Ug{tRJJ)1~Iik*Wsm
zp76p3OZr0ZQk?fd<U%mcye>h56rkdDGC??&)y`1qtBwKa;!}3&g8@#`&(7_t?=@kY
z0$<Ml_$@ouD<uL5jcns?qw!3(SCS4IN?)<WB`6gn3EWr$ZWdMK1u7)E%aKc&sp@5l
zUw-{P-=AINZRjd1SGQ(_DKcIY;8B@}rCBuLa^U=uE$+lIESZdD{tqMGlss;k7iVzm
zcamkbTBv%j!r$uazXu;b{WN-iGXJIjdvPp66LEO(-PzWDung~zIK`cl`N5{cezOBx
z*{;st7eTU7D2K){LU-!eN2za}(K$NnX08s7JZX-U<2{c*Mh2S;>C2fYNtZtxi=bRw
z4*m?d*7lluJ-TECb__XpH4E&Qj%=4<0J_=TzIP2WizJ`TKolxI2K&YLc$FUOQ~Ki2
zNB84W?$5mZ9n0lnfz8H+fz1YWKO;kRb#8f#O;~~y0t+_2BZT<kc>l=yq}QR(uh;#>
zmG6hKKB?AGnMJNT++7nHc#q5KbeuQjrDex&sMqXwsLe}WR5AWD>zO_&O?dK;P0{b~
zvUiG@(R8-RvT{GpzS##8jxgv`0?lp-r;XOPNCR9~1JjVZBy&S?_v<DIV~f(GqD2Gq
zoH3u2M^%)DLByZECXeMG-H7Vhm=PW6T=wH<p<@BL{sgWs%D@TefX_zt%q}%{`|jS$
z%GenS<RSxi*qsqi<8j#kutU)*HNrzQZ(`hzE!!Ne^{k`cz43(Lv&LJ}5ZEILgrU-%
znsnVN(er(HMie7};Y8GDoX$Q1>d>a~{?In%Si$<jtZ$a&<Q}&4>9qoS!@*asN}bnp
zvJt4Eg+4Nh_>5d3D_#*;*%XCjPluo~w=Ke4ff;i)oeViv3g4P_*yk&L>Ooe_$$qQ~
zf!_c~==4dsQex^75_B4oPi|QOxv)H~s<-2ZHX^Tt)3WB<JAf2}EWM9UxqWfUSoHi&
zI8pRif64^95XB8}eoTWIRlL1Jva1e1p+ot{hMikKzjoDB$iLs*1B(QwHx*)Lbl>%d
zS=dKbm1x8yZRl?(NCB)EsIhiDbQ&FE*sta-n+&;M&oM{c8?OPziszSUR#dbxjYR)Z
z(X<#-KE|uY0zcT-06QT%;G;W7;thbAu7mi+U%tv=m6$X8gGUzb+bQU16VC%}lV=Ry
zpvhH0M=~i9{Mud{a$bHjW}fPLdzOn4Xgkqe)|rW;Hmdl)Kbu37mhq2y);562%ciRp
zm`k@rKYus8MMQ<n@pCxD-_j=-S;sNVJ3GqkMWFop@2CI9Y4-}z8vz4uIX@5?{BdPu
z`l^My33d3>q}W*bnyIebA7wJSHpA~!t;ClU0z0GFNNv$d<8GuNt+5#y1-JiAA9nY`
zx!^*xw$YQEZZcVmROW9BSWY(1|MD2;tW(1<d{X*an+#%C_ngc|t3`v64IKmjswzxE
zR%KK|x71b2ZWX{|V7)h3PyxbwK@srQe1eXV3Zb%iHN)b9HTzRCTP^hk?B3RHYQDfu
z-1Joj_l0;vU|>T$MGaqRLX$aJv5#G4m##{YfR1?4qSxI#J)0<h9+I{=H}@JOY`h;q
zgS~rQ1iFXmdeA?;gA3kQ#CpvQ+)b+1AVmoleo6Q-C0Sc#;2w!Hsd(*cv~jI64O?`5
zT0ba#swqEt`<`1l-YS9CVe8#Qo|u&*Pk$a8H*nA52_6mD|2Pqs6)oT!R87x9<R|zL
zBNM;TLkNW83Wjt-esv`3Mlli<!ELdpsoW@`|JPnFL!Wtn9no<mI`XI~^NzZ=a`C&9
zDL=cD(s03C(FPt#MzwB)N^m_&GuGtY7_RyVm&9O9om4#;cxcWu@4vqIjo1Z3OlwH*
z9qGUG{KwP|PuS0+zpb4q#y;$?<DF_FNx>y!b&8bkQ6N^~%ca{kR1v6?T0MKPJ&zL>
z<_`%cKAP|?5~8+vjLdoFzfFh)cU^puf4Uwf0TKL^rOT`#-Xq1+OmF>-RLbH)v6Ne@
zhS$0p9Q{|mrR-?Xp)4W&J;l@Yo=QO*uJ)NF1zJVp`1q$#k#sF84pN7>8nCw1&TZ^u
zvzwj!$%TO49R$zeg(Qd!`iwr>dLwxf*V$DlVeZ?RGmSk38AoFwqN+K0e(havhEo0;
z;XZEhCavGKGTL&x(bwwrn}&?`-JI#-1S^<oI5*>bY+UqOkTpd?a<UqOF0y9-z1%2!
z$Y0mmvOwj-)814%NX-kD&rO(miMh3wI#+_$2F^Nps8v`Z&)6@M3Jr{QsmGIpr22Xp
zxn9z4-IhsV_dH(q>l#vs$1|W>LXVcqkCO<Zy~wcj;7SLH8fqq3Fg-m`-n1y04pH@p
zhz5bI(Z$c-vDB?S?#IY3|AT>Jy4?fzlOd7~3iG|i!AUobNymi2*kflNG|{q6*OwC<
z{ZvCLf*7z@INMDKVCo(9fGWhXgsQZ@m)PuR+3B(k-B)nC;w-mj;9SGk$~=<AsFb=}
z!xwU5o&)V8<#5oqP#HAKMS<purs5PD&%#z04qpoelL8;~_uGMy73cb~_VDZo+3OsN
zBacMYsiAtaQ`I!k(a}_tx=$s45a&scDgYK(aIBUJoP(8INKD(9j*(iB!%eP8HoFB+
z?P4=jbRP<4d%hURO4OYK-5Ahsz2pCRb;=9l5UF4OZRTym)6kT6t?iN->M@pfy*<%y
z960AIRkts4pl~sRJ?E@%Flcb-Y=Rq}wf@ph_FDGaR3$T-vury>Xn@5Y9m$^tyc?%l
zz1p{rDEH+MMUCl$3k9OBaZYq``r)ZR&6={uh5RE@KR0h+h`MF@ASG~Z(be*m`dzz6
z_p@$j_+S;1N~9_Obm#t`De+fW^a<@1_#OB9{Pu3JiW)baZ2ws{o2@k_%>C-)WKrdg
z{~5rB0J%#R8&?8o=9NTj)SQy~-TEqB(og|@9zU36QqBxfLq(RMiJx1jVO!vtR&?8p
zT_|8$u*=#WO@q<Zyp1iZaUozm<X6h{$8$3oY$nS9QU6+(j1p4b%8nkE-NgK<IfV-8
zppPlLO0_u7H=O%+jHqWr5c8hLfXch@+_N9B2MzB-Md(p^Hl*Gl3M;X~GnJ};$+H_a
zfN@u^yaB5=y<dpo*H<7pyR%4s2+qo9m)X8baOIGX8A$~4W{w+$&QU!3JFIu_Vz{6;
zAkpp$@4~_+05t{{B5Z3@4X+XS%wr+5oCVZ<lo;a0{2gt49BZv0EJZSKi3|w>J?!lm
z;DBZ>_#A&&c{lAy*U3f#V~;Y_{9m#Y2VO~oKY7|*8-TjbW>#jp?mLF)CZWGTqIkJe
zr}C5u#JCpiZH-K8;<*)}k`cN+>G?>4WD4HP;Y(Zj17wj2M~DG0{`Cu=u>cl^!jUwP
z#a!ocGcT(3^r}T;wJ{~2$x63t0Zj=>McAQCX|H`2L6kd7$WzjqOm0I<s>C7-_vXLm
zcWTy-X3G_cwhiA@isJwcpuH8J*UXcM3+yhf408{<7rA94OLy&J5(56YvlO0b)mIsD
z`?>MTQ;}))m;2__d>ShtP&qMn)aUbEIG6BUJ8+w6){{ZlP@3l1@x3*@Ep95MyyO{X
zrGotm%+XZkZYlZnu=DcZb6@wocX$V^5>V3&3a17jzWfG1RjgOq;E}-izHHH5uGY9Y
zl%cNBfvP<ABDt2|_|8fYEz@OJB{Wv7eoQ3CzLBts&^E;s2+5g)|2M21U&)gF$`{Gr
zngWzrQ;A>qzP1*dd(V^g_duKT;y`=wE7M{oHN&eWfe^$Fypr0D1a%E{QUi>Ro(a$B
z){xzv2|#t7x{OM|9H?=XsW49Q1%><v<n8#R;3}#I>MsL^$(tQ@OHyY*FB_JCFl|`3
z)!<2R6f)rr1U0$6B=_k@)BzTNTSV!r9`Jg)8C?mCbXs&G{N6LiOj0UxjB`Q;SnSzK
zdJH@cVUq=ML9f7>#{NYrm2?3rOa7GAuzEO8nfZt@n7(rtoNeZ}r1r|6R1yK#F0bm+
zXs8B?QcB&xjG;mm^M~h#33!-ks;J|Tw_^e7t^<P9oy+uu@2v`@EY}XhN=y&ukc#Ox
zw7*WPgNGBymqAAmcs=X6@YhQy97<p1j_!prc*`f=MbXg%exL02-bRz0z0l;qiosuK
z)ITd;OO&tD^&joTtjP!0j>=0a@bLI~Xeo`n0KrybwlHRCFsN%X@_L29ExZQebHDH@
z+fO3L5uZ(z2yW)QB$&W;eQZC(%r9E5aBVr+NnxxLaw_jO{f36YW|#58$gJ#$`wVRK
zvcMb_=$FODY=j-4+x@l&wdr7W%&{HUoa`=~pdYF7a{-a4X8<37;}%T2Qw{xLGXEP9
zPSHc|BCQ<@E3l#P8^Sf^8`EbHjg|=CWl_~^vCmGa!aOS5=@JCDtD0$Jw=>M?Qq<)M
ztGXXA{=Iv!kMu?QC;+G|W@(YlBH?{@Y1T2VloQ6fP?)2GL~QnJw@6d;D8LO?R`B7-
zpS_vulKT-9`ZXni4-tjylAi$6f9%qn@cdVSewMeg-v_pDiM#&+J%d=aXsx^z5f2mL
z5!z{mV7I4imJs1fm5HaK-Cb2<t1B$(ArT#GSc^hx@3afrs{339|3d-le(RN=sc;#!
z|33*j8rdze2)5G8G2C*4lF4i}jQzuGz+&HZ5x`C7JeI>LLfU!^@O=BT$ZjarPYWSH
zBOn@uo<<|+=6%Gp#A0VjZ^w<NPLuaM=Xe7Hy)rG#eb`RhE#2DzwrJzf4Z&>=*6iQ+
z(S1SJ7#;YJ8bg+HskKPYKLJu4RkVO;Pv_?sVYJ$8Z`^p%%!4y0^3DH^tX??+JSe7x
z79w|!>SE!WQ-iuR1E*?0OweNHet|5b&g`D?2$8`To?nTSPn2)4Hw8HSe3x_DHozwj
zoO$UFKPU@))nmmXrp8nygo=cX8Dx27&s-bj@{gXS1rvb(w{@c8K8EK;xy2IGz_fF#
z+S~NhY?L7;m|*I>7!lp@KhgI7oPlH<jk_EB6RIE4y-7HYJ}|8kfZPVl%F$DqE!gG|
zXqqJ<7;Zlv3t_`XjTmYlKf)hqNquyG6hwX72S086Sl$#UB!~e-aBRhxu6Dp2dLGBr
zzf{9HCDy$KQ3~2i_;}vK@e&-S|CURkdUK;$>0D}?Z)x{3rO?}fs37=N@XLE*n6=g8
z#F58j@BcYSe*Kv|$p>{6jUe#NBK~7RACfDy=Do5-kq#7le|t(R5o=z;7E}(THxt}9
z)VIOjXn)jzY>)FsxG&o=(h?$ItGAb1m=vs`cFUmplj*|ZQ3xSf{Kk+=etx+asCwRH
zbboTH>&_Oboj}-l51+pqD8oW|xhvEs^fjh<`402zsbHH~oT>Rfd+@rk)h3ynk$m)C
z#(@*cD=tvoT-I`4tef5#&(^g8og?+yt=mejw!~A#ll8dFi_c^~zaODXl6qgX1et2)
zZeb+~rCH9-?E0QweRj#rOQw^=`4gOhSjNwl5Ja|x=g0=BwT69b_Ag+#;<S#fV`z9k
zN3wD0Oi)*A%pYE5ju@D;MRV^zC}qVL=-&}+3u`|PnpRk&SUE;@Q&#FQ-NyBEz!pw(
zG+Swi2cdEvH6`rQT2}W7!7WuBT>lFNmm!udb4&K0b%bx#v|(PTya@};&iS0BhdfR?
z-QF91y!9?LU-p0G9$<0i*%xA2CXKcw%4734q<$r+`+vIMT2r8o{f=+;#SV8g3_01Z
zVO=}c{@M8*>&3QW4Gvs1{w@|^gjx0~y@edu<=tqLpo$ixX=WcR(4rNJ1IlC{DNh5p
zu51f>)wfjCf<#{RjK~dEEWwVCxwV(}&mW<&U)-2f2N|9{9%_(El|9sQHID?#?{D6|
zOV>k}7vg2VU{f@>Exe$)W=tD<se6=%U%&DU3<1Uo`Z9?PP#o==d34q8d1~r`kAKQ`
zU!J51h{!P8%rXhJX=ZhgP2xLP>F3-lBB%0MRG!xs!lc|1a)Zme*X_QDzIH<auk;M%
z?xqlz?hNHK+N*qBw{@PJ_XVrrL@3FTuk^Z#;i<`HSNCz%gu7oWD28gctcS2Owa;&V
z8QoI|A>2dl;O8SlV5A8AsiBJ1td1g6>{%xBd4AANU!8)d^}^ZSKhhy_Go^PDozus!
z3RqUYwxn?tnB!JIi$Z>%Om9@Sk0S&}aUl$`B#ApmXS}YM-P+26?Ag#+=J*1rUx5>o
zbPGve@$5I}tMRA%MwzU{y~ky@4bE{B&cFB$Ni-9$yl6~qH&)JpagpC3-Yz8p@b&Zd
znbc($UL58NaJ1)Gsej5=!z+ENl?LkHWr%myYy8-440r{|Z)n_5M)CW4@d?2`(Jo<R
z!CG22ccbMzq6;JLpuOD9eTfpcR5)L<&GwIaZomy2iN%$A+RNA1kjDyMN|}850rXFk
znl)NCap?M{Xb6tI9GyQEiD#e)-0yUUJ??Ob)q3~Ue81$LBc_ppo^<$Ke9tTo%e39U
z$usMr%Cmla9i@h3A11zE)KSm+C<D_mrmwgn`FOYCuvb3!iqdYz$SSibRw1;uBcM6@
zo>Rf6mIaVPX>CcK{801L4!#uEIM09Cc%uj*mObe{9lcwlnI~MusK26j54E9i{YsoF
zAO-(Aw&>L8JM&BBL6_^lR_pB+#%D8jkz+1{__gjiw?TGV3)+sfMa<j8lKdJCC6FP1
z+^Tj(@7X^;h(S}N2YfFkv76SwCFcj(N7nU$?$&uVJ7u9}5x>|j74XX^B;P7k`V;`P
zYAu|8u>iwA(<!ui@&>!H+Cb+(uAo3z^f~<VV+&os{Jp?<e+ytBf7C+m46gGf?)@5k
zc5{62MM_uatHzS!#&N|LeXH|6cVEaH9@i<h$4F{U+i9&=_$DpUPx5UU@J=gI@#Voa
zp#a4&z0F7Achha8N)J*ngH;<7-1e=`@KixXjMM8+k$l2=4E!jhQ64T7Y@St;v$m+F
zn>o{KC%AWA5L9FfL6P=<shCBT6r}N!R<o7-qat;`9G}6pJW^M+sqoA&FNKY8Kb5$p
zuUraDw``b}b;jeDGMBQs;dFhfuKT9cccb?<?>~5H2CO=bs;x{Rr3dF@cx|9qHJuG|
zoZ<InHis1$O{Ug-t;FckoSk#*sMe|Q&$pB~BDV#2G^@lQv|BH*+an1@z3SQ~T{3ux
zS8u6L-J~*u!5ytCW=Y0n2I0$%C2rn=+#=?&&~Fx<S3h+RsNUi^2fSi0cUzWh$1w#o
z_IMVUwPP>$vfQ?0;&X)`jz1QYNGTl8$bagS$Evy#CPR$A*s-8cdahX-Fjr!?=qDc0
zY1ZX<{8%6kto!U0w`L@PJ+2^D*yZ{R{_KXtUJAfF(>C~kP>T^EcPH*uerZ?CJ|){w
z%@%<}RQ?<|c1%{TKa+?HL=56aNIyFYIy?c3g`$~Pi=0xTk+jB`BKNZS^ulDccww{X
zQ?ffd{^5L8G!U~Uceg*HSMy!tw<zEC7SmululhsM{NgiP;}RsS*)7EAt;$6L0{n__
zl+9lXB~pvJ{2<TA1^WMjZn8;YVAH7*GpV>PnNC-H$nWZC60dk(#dD#~H+(TP%X!u8
z+w`wW;6GTcPI0_}R9>L1T-rQLT?7eZ30A5c(W*a%FFG1@8Z-9=Tb%Q`8)Pm1cpWLH
zrd}ohJ?0}MZ1_Z+aXwZrWUFI0B?F}tWSgk-c%Ff(`dX<fsP1NjWe0^gkSLon&~VTF
zV3<LdyX;;DtGKPPrsBA9RX|-h#<C}pvJ)I9zTO7^NE*81bAPf^;O^B;h7`5SlV(dP
zC26a)k1$T`fTui2zSj@&o4U0CvH5!sT~X0Pa6~^lbx3pwIPSHs{92<CV+@!eb9)(b
zIF1pH2WJLv)ZNMraU13`oAR3)ZC=>}lILK{QC_mO24A)6UgzhSjw>D6zhCk&MbXSJ
zON1cSTI7Z0i*#1R#$3i0=iQvVu7@S=$t-alQv?gS3t|v6&ts9y-$!L@9zg7Weive^
z=&x{(FXd;IxN4|-Xm*l^?vJYj^G^5u$k~^cv7_9P1tIw@RdU0;V70&1p*Z7;M{SQ4
z#!^Q~BEvmt;sAM~luVn@->u1}XD7q^`%4<PM7-9d292j!Smy}7lus0cW*5D64OOZ3
zk<!t6-DAI9|22zzE{ldyO(>PtlzPFvzYxnr{}sbq3aweNE*FcM@E;1VB%Mj=$$>K7
zis)3-NUo-P(7?S`t2(4LrVHAb!-f3LL9K%BctHuk%-FosYVS&H`1u_d*jr?ht|B5w
zJ@xlNtICZ`cACKUnu=jlq`v1VGR1lO13mV7w+D|j3)*0LD|(+^PV`3c16+K*oy*;t
z#NybC7|&+BTt{k)RizH_V(2-iYnmg+j?Ki8t))b`mghF83FB!7fgCT0mgHF&OH{s-
z&eHM0qx9K4lo;Z<d6=naXg7N?TxGN*4>X%`p4q)|oW~Zkx)xv-^P863dne*|3}OnE
zk*rf}j%|k`_&6H(upYGzw?N8LQnZpXU^>h(d~bN|i;_|->tbb+q_pEH5SqUNdx1qc
zW%(=!^Uj}$2psiWq+|eD6p9qW;q_}oYPr>jNDSqUAOE6k0rAY`>O>A%Y-k7Bi;K{K
z>ifD=kFQuW|EsS@Bs|*^^oC0Vzy5D{_UXs(W;tYYP>lMq+3$Y3feY?&41{YoaMP7`
z|H?hrHO2k4Lq1Z0Fgza!`T6Yeay!a=?-4x4+Y8SyVA{)=ele8Z=FP{D@Frkz{h~B6
z=Jno`=0FZOOW(^sn)ur-^8?g*m3b*3L*msTb|t>;J2_YxLDYRTcEL-(C+za_dXK6Z
zGjYY8HB&;?H}d$?iZZri1_$H4`aRa~lN*wl<tEm~Sp5c#+a2ir)FR(tiNg%-wSpXZ
zhmW!ut3c@?LjTt!9Mc??r_O&+>_Dre<<H@z2OqXdPO=-IpYYy8m9%YBI^C9iG}k1a
z;rYQof7Tpd*3dVW2@Xgybsc(%l*M031((OFsoReF8iS+6g`&F$dZmMGpO`YKFTw)5
zb`|t{7sU30s;X$21HR{H>!1)1HlFG#gmg9r*VYa1nye~{uv(6CJyx>_S3LQfA)fP@
z9#vmJgs(5s%A(()%=g2{8a?oe209^keJ)S()oaz?dfb^S7AOYk$$Uz5aChU?J728K
zmMbvTI(OhV1C%_UW0ydM5sO$?N7!H>#Xi3RIP%C!nfUZTIP#x;K3hDT&Ya`ezg*m_
zQwA7D8L%3)QZ03iD`w{L=GO_!z(0&5CW}(bplth=h_L%RA3TsmlCh0-bt=qrR4~2P
zM>(KQv%V33Xey@h7xFLko$W>21>f-f(>JI(@;ZVK%0qwoQ;FRLWMA`ScZ|g?L@)Rq
z<w5?%IKR?8v#vKl?N^P~#R;FUG-~$uxdt733JFW8N1XTC<OO~@gwac#Gx)2XNCv@!
zs38{eMc@5WegI-*(tG}$eW?1pj<M5m57$mRBJUfAirCN90P5d7aw6=h`^u2|WD8$v
zd}QuZc3EpKF)@Dj7i&Xh5QaBP<pk>3?->g4zblO)Ej?DXY)P}vzc*&CAdI?EJ-N)R
z@V$$NzJymtzhnPu8-idajTnGSgc$J68x2ui<BFKt0*QB>3O0j!RK&kf63~Vg8SZD<
zMZCHcMEywb;Q)u^E&LsX7(k8r%RuIq<^y1j2nsQz3NVOxrNI)j)^C9RC%Zxi2w(x&
z2$9sf;7Rmfa5=08=^G+7oJ<Q?kyU@(5H$4y3b#&s@u;2ac8<Ay8-L@){K%Q@G$ymu
z{_!4lyi5CAXVgaf;aTKd{zL-thm(?!C;>)!uIFGqvIsK!UnB00<{NCriN2HzIQSaY
z8b9t>SO+`wHw}H43h<e}XomD-Ax9ES;5DMx;%WEJO@EXE(sS#{016)UyBjp!J~>@+
zzK|Y;{ASF~)EhPx``%UTGJUSuyJWN0@UA7+T@o@`t3yZ<!iv{82a7eBMrpj|8|ebT
zN;uKdZ!^B~Yco3Z&?#@|fk3{ddN#2mL3LCSCco4&A9~gI(OJfvdmnJ%AJ<VY))VxD
zjet2h(?a+aaYS$TU3gw5)nBvSUl}t1Yu~>%n3@I0^_<CZtr^{#W&*5yp>Ry(&alAK
zlRst)O3?oH1F%mwwL*57R|~*DPH(-)asP<qHiah5ET;Hra9pR6tcZ2(hbU%n=!m#^
zSH!Pwir=e4gKfq9-Ft@75%CJZVwajQgfHD^$azD#AL#kYej&h$(8%t7j=U@BpbKPw
zRQ191`YcOY+DLjFe4=(IZHQQ?HZlB|9G+Ckd<lLe5H3q2D|Azm+Bon`G<dyq9Ipj7
zV|Y?Sfc@+r@hUkOjJNa2D}}1h5YAwaLXT<QgEj1GU)!L7^1!rcK{m%B!N0)kWiVXt
z$1$m$ZY8X;a9nzgawMbDd$gfz4ot?rv30b{_x?(G&(t+H@tyq-cI$tx+Frnw`730j
z6LX6My;@CMcNat!I`Kehm_1&hckbf~fa_;DYF`!iO-O|tg0J>5GJL$zchAlVPWjut
zM;eBGxnTBy*GoUcPShZ@n^!N&yn1oLw)leJ#(Gb;n4gTQxfct8!WL!YB{-b&yi;W*
zjvGeCS=QqxRY~ycy&<AFO1_D8;zIrtm)S)}p{C%x_UOYWQ<}bHM&^QP&IPHfRJCVx
zB7gdy-+?MT<lw6(vl@**3?sxEm9Mlq2e7!9ONi>|zGH+Aq<UfC;j6P}-ln<F?1Fb_
zP)c>$Bk+C=6Ikq4ABO;r^zTpToO*<84?nd~NQbUBjt_WsnkX8dq+6vQYyn7rkH{a3
z^wUg!b-sy{uJrb&7cMR7<AtnH*NR8^#>{e)e3|Q`UuV70ZDv(%GvK2j+pG7dEK@wr
zy^$1qP|?*!nVLK<92b^GWT85h!w$sH-4n>=mJTdhmZm5um1b66U(vnaxgI5`-V>l|
zKKJ>>&&mvF@u|bWr`o9Jb(a;%iV9!{{d^%lHP6N`Z>U`H*C`V$q~e5$#3e_J+V1o3
zdjdql7|fdinz4R214fvOa3lErrF_M{hzr4}+6nqz%km=#kgmdf`6(rD?w)>3ml^hL
zqk7oWv~>!N{mwCGupO*sW`fveba`W;m%$D|@_m(`QJ(Kck4SC&COKe90Q7BZ17E@>
ziOi(wXaH~sasb#QL?s6&B27dxKV6J7y>_}^-Cpl175-7coVVJ5cl;9oNY78Uc~TQY
zet@u(>z=+FQrm{b!VsFytT9AcRK-e%Q~nQ={iYj<cY2m}u%ACNM4$234ZOBUO+ByG
z5GT}zYnY9<edu7$6VKv<{7x^KW7I5iRVd{d;t~(}+SH9p1N(YJZj)lx(xm}>5p`w&
z9RKft{0Bv@N$h~sydk=6=#8+cI-4iCv@IJ_=Xg0XWUbvWkGxO@urk&J82us_;XR}c
zUV`=d2^f+&Lf9a=szc1_3;4&6oTJv!=XQr|5FwmPWb(0vC1buokV$@j{z+jJ=tYP_
z`&nj7Ihmfj31`TmEMRH4L+0v?FyBl{|C&?;Ud#Yjsh;531#Yd_^j_{LY7US4Lt<4^
z>_Pj(jKOCIxJ}uvnT9&F{fbGfjRfXVZ_-M#q}<^F=#}AArpZP!b=MQ1!&5I{W^P4!
zIOzUe9fucM3(yx$82c`tNc6IZMzqIlC7=QjpI<K?ln^P$o|c~adL@E|9PrcSnED#~
zK!dg(z?(cW)=Q4TEi3>lfMU!mVEOCo0bbJLnctP*&^5afZNvd4VDyGx`!Gi~p7J|%
zjEQ#uhWB=S(N#_c<8@C)Vn+m-eE$f8(f`5{6oh&uhmw=&<Ak!pPV|2@eRWtH&-Zl#
z!QI`hP`psw3$(?HyB2qs;MU@W7S|72ENF2E4#gcxan}TQc+>CidH>$onLG2$?#?~;
zoU=L}hGvWYLXU4fwaT4#GuDx;itC)Sx{=LqjFo1cmQmki+gJt+)&FefAp|#p*T9Jl
z=eFZ1R_W79p9(%J21``<JuU&`0q*$s;sE<N#Y9>xOAoOzU(9RMkGBUSnj<xqyl!QC
zmjK7Ls)zA)Ix)gX^ZSx;*QEf;ICi?uAXJvt)SiC~6)RHI>yOwRp+cR$a)iF*EjE*o
zzF-z+qDjd<6UL|PQ~Ny|wufcMhHpbsGv;e`zF01XT~)DY%+w=~ckU)T%r!$l>*Dft
z<0@moDpK8I)-aYf?nE-AW=)=c4S+<sDkQe#B6#5Db<p4@&BX33(Y;1UrD~J$W(!%a
z*njxM1U$h0Z1CFUQgm~~M{hc0Z+?nbMr3&O-7{V@czcuxHTyQbb@dt#2s%3!M_agn
zYc%WeQf&A|^N(bL?8`pGBR8$WMAZum>!LUwIldJmeifi_%C7XXBpVIBO>VvN4Pc)G
z`LSDzjp{B5U_;4>uaD}@yc*7vfDb3H={tF};)i~`4V1-sZ9DrIkpRUB;Q6Q5!wr9C
zExh}%hs1k7`sz*L@THQ7$*3NnG{L0V-w@oh^IParBeQd?e9cU%gRoN9pw}WJ^4)`7
zwFfDcN<iiX_U14s?SPekR<UZlHs~}D@{_-}jU@Ha*ZSnl2N%dMsPjddrnlX<1j|Fp
z07U>s!CZu5Uf-=yiDEq-_-8}&yH3{+on^^~`gA=K@#_29!?M8IUq(C<NZ-E7!~j0x
z@`T&d1S{(p@*Los>HNtYJV8%X43RZ4uGx~8V+s)m+$YrH(QYKh2Qu%>Sw($Cx3|ym
z&OnLG?&10>^LsnkKQjBW!S@>wLkGH8X`DANm$6pfQzHMG^LlnHanIm|pNu~CPaYDC
zjFbnIGzHkKK#vEU1DbaOj|<UiJnAM$LnoYh8`D7Qo~{GN(M2`;+7$C+T?4SfY`(QO
zI)}*n4Z+~l1}T(WgFH}@_R)qm0+#jzJaDh68eK>>{nzJ8gF#G{>PEN@%CB1~SHcZy
z(n$HCL>zr*Xo*m&zXm0djH$$iN_Od%Szp^ATrIZUeNUvgJWhiRp0c_l#U+TT%9(&q
zvUGM>U3{Ek3#k~=fi!z8l00KUrY!B8xcmtDvprJDf&!tUMi`8$1nauEsVF^)Z4#Y6
zZEG?<z*UOY!gXW3hJ|<f{XE+GCjHMUJaua@h2E16nfF>y>_)xrZ;$D{QuwsZTK4))
zy*0E_g)cp~L3rPrhJl$2_oEZ+j#@4f!jCvW_y1!WH3X;hALw2VtMF19Qp%G6iD}h8
zqB9)0RF*p|wcs8b{Oa5HYZbiy*};ChO2NB)^&?!se1aCCgpDQe-^2uuD^eKc*DHgz
zJV}9DNYsa~C7^`A)&g0yy#~h&iw%$EFeDnAStp|qtJp#w?fkbt7>J8XwtXDt2l;q=
zKe4K}*)q89R3U?gcpI>%-wifeW^z9dtcPV8|066JD+p7zI|+*ayPLQZp@Du{$5m$Q
zY!<x{L7_N(sE@+FiO=X7M|7}(ftXNn{#_Tndw6%`jbC>dol!3YJd(OE<k#7~tS#q`
z2w4dM?K4bdy$tknnaz}7a0I_F4e)#n*uca2Uwqiv?4;mJeq5uD@QjDQxfPX74CZfZ
zvcDri)@q4%tJVC<A*j8GJ!%xyk><>RfRTTeJ)FekC6g?SzOLCfrr0qE3WxdQKrvyn
zWRJ6EzW){p-+MDgtHY`3+9w>#O~-t7!6YouI7%(~hYR*f3FY*^q!AP}wa0SgQu6}(
zUlZ{G<<VzcWJSt$2|+7t#0ElgT=Bp>OQf@0Wk7Utb^$$4{8Khx!j&38!|R)6KSVBo
z#7mFh11S}Zh4hlG`+3ui(#)93ur>8~eu*DFrs8*q{I>uDh{95+^oEr06ZbzC6TQ61
z^xBEJb=hofS9{2nT72<jQ~{#dE~1tKr0)q<VSD^XL6a45=rT;ea{gJ{ij;GYA~7OD
ziN(ok?fgyS!sN$id)RT~PY4Xc;DZ2QsRv5FY<+3>;>my$ZT0T9yN0GM`7y<*d#bbR
zx67GM39;+Rj#wx2QHo|1^eey7%CX1X5}2nIps>STcF8I{de1c|#q+P9zSJBx*X?d5
zkf}sM6t_wW#;1CgwN7;vwa~rI9A-cvHmyxLs4I#w1OdLQn-YXAX}&WPAJEEpHvLbh
z&2;^j#Ps?}1;YiRrhwABw@z^^8H{Ys2KgA3_fo9)J<B@H(pr-2cpFo~sOC*0iT`wX
zf8Vt2&&p6b5`snH!@tPf#|W|+U-|Pbk#!pyMSG6mKTn-@fNuo#k2x^;hK)s{!(Z>m
z+FGG||HPjCBnlDM$9^KxL(bf<k)kuQ2%26)mSrd<ZfcG5nl$Nk`e~}SmnlvQ6(!J$
z$#xUg;Y)Ou7~0Xq(|d6V99_&2Z`O74{xj!Zr*a$3g8l+OCJ6d()Rzb>QpVBh=@37k
zBW8AfUWMx7fir=4M(Qw(puIeY)Z&RWJv^r?W^bpIBT9NMW6It@%o9`({Z_s1^P&#$
z9loFF5dEsk>PD0^$%Xtdf1%O-b{%%cX+by*Ss^2BaWg(oS?WVAuO)A+rk=7<k%KPp
zDBvUI6Od@XypM?D>d)<KA=o?-aw&ITozuf-6w|=rs;id#CqXM3N}xEJUft_g&&k_x
zwLb?)Sc7$p!dJUOZ^?n`N16{am_vsm$<^x@50e<KOXQ)SO{T~ZZVFmF)-4V?CtqVE
zqF27ztgp9H^^!&nYwaRzAU5W69?(TyS^M8whK?eTl_JT_$}6-Y(oKXc(QS9S%7$Zy
zdx<n&gchwBTXbTue3(5aMcenq3s-hwI7qLCg;30Le5<=xQP_Xi|5umCpmqR!klEBO
zTBShI4FMYbyv+L3vEz++80CFW#Nzel+!DouzF=&4c=Wdi+6QAwH3sWUn2S#vA%T^T
z<{;~DR52tgC=(5Ty*ayUiQ%aVp&=MfJGZ`bcwT9Jpzrt2YW0U?JCrHuZN5$Yu(t-3
zFS&Oj(mhRmQsDZU1l#!CvAH&kC6p_&XWNK(!$NS-^iBPi%pLCdtHXm(W$<iO7I5$M
z9H2Jr#ckYX375<uK}3e)3zG^L{(Rn+haUM9_ZyWAERo9wUoh{_E1P-}TSS!W?3-Ze
z<m-i#n#}`{#Yp3i^|`{q$OKb+Me|R88{2BER6sg@iW_HJgLUypvNF3t|G=q`8p889
zuLt=;%_B|qpLahCK5%3Gn3wdv7JVB@{UcD1#4oIM)%CNst5oXyytXrXT-uI^wi{Z;
z%SnCVsueaX+1RkbM2(x42RO=cd`HO3ZuD;#W>WjT4n^*m&rm1YZpF`Z_ORiPSv;$h
zC|wez+xmVuCV64w4yPJ>7k~VaG-utgBntaBw>mB;-n+)m{&N0(C|s6%gYfw{Z)Z4M
zJ)b7rL+nQ+>OadKXC>*64hbm#9a|}dV|CCfpBBK>kcMJlE}Ldy_6b*f-u(tFLsRGN
zN<Ws=Heix-rpf`BL@4@@jxANwNL^_GYfh~0xvU#c%1<W{7f97_%6xjRi-d0bmu;3#
zu(n~{u}Gv(_wH=Ums2TUX4ysk7HneG+{9&lgQtT)I~w)H0}J6+34MRCVV~Pw5moO5
zSHa-+%-o)9>V3Dj7pw^;f&Xd$@V1XKA3>+sJ&$jb<&8Rp{3}^g1RlgJiL~zpN)pnn
zyhPN>?Vj(L3e@#J@*oIs@ehwt@`j!zm;1${Gk?Z}bVRQ&y&n1=i`B;0SWxROUiEm>
z5#?nq50qJ6vomBLbkbS=&?%Yxw0M;%zQ0bv5KeLEbN@IydhwQqkWT8pk7Oy)AY*UC
z3t`2;Oqppd*(iyU6{hUK{L#*+gSFIp_ly~kn^lbtOB_7wM2O}X;Hy8U{2-oq@43f6
z7GA6p!ZcQ}xUeLpZp4Z>6A_rtIcGbMNghZ#HhRxu6v3ynWDdgM?*54-gtKZRh&05?
zTfnA}0UojJAd0?mr>f(>v=K09!IC1A>8)<$6SZQUKfzP<iT;`1$SR%NHZdyA5He($
z)}MWPM9nPIf~5=lvd#<t<=AV&0C=7{wsDOsar-VBWi1{aNGy(u%1%wJ)k>1}gLK#X
zIS=Hzbsb3X=~)$#3rlNe^(B7?yt19WY@bJ%9Yjj|Lc|loMlL1^Gm5^1S@lA<^E4md
z4cVzomKO+iTaL3=SR-6cE^}y@b$~EFv$cc1fbAFs8x~<dEhFqaV>Vu|F_RYViT<|)
zvg)L`E4dr7J^d`rg+rmio_5$PK7vTTxRYrYIyoG&cjX?q)$;L6UfA6GKSM>HKjjA4
z4q&X;yI|$JHYS>%L7Z2*Q>(k6SL(uHh2tX^GnZ^Yb@Y9q3$e(M;DA}5OsHI`(_s4!
zLtQ+p)QyjZ>~KCgvQMD(DLzs5DKg3t#O~SMneg4;0|!Q1fjxF*?Av%%^!tOe2CN#X
z)Bm!wWQRQ1R?_-hkN<kP0i!t4e;k==Jxn8!ZxUv51Czwb!P_3w{_D>IM=dXpV`}qn
zi?E<l3!pTcNVT{=5IKw<xF4R$EG~Crj`&oB#FxLheSJb4xCh*%mFhthh$lUc%)+t!
z42B#5leXCelGXP>1k@`TcR3T9!(p-8>7=&-iM@U~A*QFv{*xNY9aO5bMW^D5dJr{w
z-XG<JW<{mq9f&Rc=q67{tdMy>II)5sEA68523o=f$efzZ#0Gu3cqxrYdzd0YB-5|f
znei}%gV`7+ISSSX@>*C=(I6kN=*`yH8FKG__v}lt2^%A=dn6a3PT+lWn0{IpwCnHt
z>GANYd+*JRL~{y0@_sTtGCeyV;Qc3y<stOGf@7-C|9#XI?e2}sktb(u$kq^;?&uUm
zuqn4YQcR9iT6Q(KR(bm=c$!)2T-TqD<(@PJ7EjvP*U(|eD`v&?i(}(X4Fd^9R4-$i
zTE`Ne7^b+EAuC<)Z|F+hbG>gAQX~T{0*VkqHCX;K0}=`^d@!SP0k)!=Thou$%sD{C
z%s)BQVAs3*6)TXmOq@oiB+9qU98wIFZ&q+m{3MWcl`2wx(o9Z%%j&R<BEa+Wd%(*m
zCNUCyOA_EVE{?&~D*VsW!kOeWswdmO#PH_g-(C2b(f~0cbb2kOkiR&pe=u}1xpos&
z_y2J#(&7Wv1HGNXu{^E6{UDbf4rNiVc~*S2$V)d$&Be=a#fOS2T$t%W!~Rip2kOr$
z<%PTa9V+puM;hmL8ANy1zZ7)YB6pJuefwg2mRJ7~U`cq6b=lqjTIe(eewj@h!c<xv
z!>%%uS%^~b&8Giv$^711+Cn<-LR7VQfd8wb$cY-3<8*WZjJOCWl<q4l1rVVL+bg`1
zR*K~A{;nNB1d*GbLZ`>GEIb4us1+aXx!F$Qa6A;oM7(gg`zDa9519%9$n}z#aDh(p
z8<bV<o3|z|x1!J2lo3=u&PqkbQjUXX_e&$P%&5{S!WAIskXZEiU!wO=LyX0cmhOGQ
z!07Z_aiQU;un)jO6j|Wx9*+8hW~?T!CKCXYFYsbHM!ak#?e*CBA_x}!F6BEQJqsFO
zm7o0J(Gbc97!dY74fT*iBnB1e8ayel;is)X!BTkyUk}>+Xs939fV^ZOBEW0Siu|6g
zD|3-0(f%hDh41n$L5)+c&$@QGO^aRqa0JxlyL|7I9^cUSUp(+X!2{UDiYvfG%z~Lo
zU248lz`Qc2r*~fj`SauWhA6Gv>##MEXUMX*9u!I$nOzNa^fF1~QgcW4%`LLLW5&Sb
zyJ5qaq|E1K?O?rOsCAV>rAR}_M+PrMLl1=|+>$)g@t{ZNzN<`C*an!?Cfh!!H@1;*
za#pOfzs$%61S5pwBTs%3t=Mr~@I;W+{&O{fG@<&%%q$(Lu!tH2npIwdJEad~Q8@e?
zvRfbgF7bn=dVv3V3kGZN@699Hm5t3KG#eK+E!WD-T|Xsk?$8^D_Cz6-wFvzj%C9E}
zB$SCy-%4u*g;fQZBfs>T&z8&<&DPyN24Uhv-u@X2sEY^6<C1+cyXs;K)D_38LQOb$
zbDd8nV1P#KkID0O3*&=$3oc6HQq1h5r|vBkax(RN;XttH*H;G;>NN-Bypm91<UO*a
zq|1jxBJkx>*r@6@TNTwR-mu&`fZN^=(1MgTi-q$!Y^c~UxeFGssaHL;989o|l(&hB
z?N5kiD_NXFn7UFXR?ZSPc$A#>+q)tms_O|@I+lCur-A2bB2KP-FObI3`RjzL@UYLH
z-PAIKBF<sHZ}tZRA^tL%7wQ8suo))Ih!CZIm#v<7F0?L|K9hipH5NUK4V(M*yv3aB
ziHM+oW~KC*_-PgPbKy~3N>GpsWFPdb8XGaJ(4PC8Db5r5eei$_oe%(#A&Yu&rOIQP
zYJKmX=pUR%nX^!Ey%*F@iV?ZD<Ka&AHF50&;Qrx_XIJnJhFQ4(fl<`!)7ta?>YSdW
zkguQI9iGm38%!UfyCbjU5!*F6B&gUl+4!M0{Cf*!?Al;_<jREU2xnJk!bMR|b27{Y
zk-{~Fzlj>vW7P(iw%p}EL-VXed1JwuSM}kDbh_rQ_9s3Xik+r9br|F31{I~t<W1$q
zUD6%~R5K&O$bskaQjq;;hl(BU_{83378=ZC5U|EKLA*GsBJ#N8jKWNT!%Jh2GGco4
zA0lr~KP{oUH)!`GL-1l%nv56j2Q6+Lg)(qQ8S|uWsA8&_Sk1c!T&EI(%+JuZK<fmy
zx03k`M?)!~8g?VH{)NOPmo9uRhm)r*3FU#)rtGEIuVQ5R?V2dzSXQdx&rf8=$L6!`
zlB1oDQ6<5igXt(ob&XFQKjurXZ?NBjO()^tArBC~`*9uiTBNZQm&RkZfhCVnxWm<f
z@+GUq>Ws3>6-@Y1q8BT+-J-tnsp(Zg>F&*x@=F?$Ulc%3B|22Rx=xIL@t~NZGeEMN
zr||Itv*vE&wSEO;1YMC6KB+QijIiAMdc?>#%|#g7Q6CLLa2-j31@OIM5g6qs#aw!T
z!a0-6N}9bW_BMq992;0YYq?Z~S{ZCd|N2_5$pw8Gmes9#cXNV<O|~Xk{41-G9kthp
ziO<1f)T09#f}gW{gUtsHo=gfHx&o~?<|(;IB)<<rPGdzSdnZ@mcym}b)5&zNViNLI
zsc9%iLQ}`r{OjJT=W>!WbaC!m`aUg+?%HUhR5%#>mf#Nul!wk;5IDJJljO2;W~Ohl
zJSl7YDjlcc$9=$yYUYE{NsAsq_co4(EQtG{4|V_OA?jc>Pz7#kvi%WhojK=8*EtqG
zv$p519YxxcjheS)kuTwBD3k^@smOh*t9s7O3Z_Qb-5^f&x6tVbav(~eCem&2*hKK%
zw<C13i*X|U_Q4OLQq_mHt}+75af6wgrOz+skvB5oU1T^sZ0;mLUhSKqUPbg~&v#U-
zn!GQij2tg;CY?J8Q-E4{)NGOiI#lQ|yXeGOm;!g%ZU=`O+yb0Gp)8o0bVCgmqBJqt
zrbJpNf9cs*nJ7BxEMNCDzJFGI9f<wxEYRN0D-7gaAMDA@ZoVi_I4cFkc2(pD4UVJ2
z=qXK{$>RWj*)Q3u-$&*c3vn~jpJLzpCBAK5-yuanVtB!cUi`jjQ*ifQdJr^H1b3x5
zwigd(j=);<RDTh61;3kY5O1Mfiw#l9VkK{buB_9%>m5NbXaNbYAE?E{5qczxy)h5l
z*4r!_(dP=`-8@1^L&3qnR}B9*_%=E4Rv}mJI9#!A{Q0-Asa9sjHNO^wU$`w1D6N|(
zCvuL6ztwjGB<+#6^$@_b+P9g`g+L*NnnQNH({XE)mja_ssVPl@+SQTJ#oY-MX(bib
z?}*YHEwO^!VAcpfI;>aAji{Z6_f6em(NSr1JP`mrg)AA#@fDxHjreah9W`8>iJJQ#
zDE`Unek=1vsT@Ig&B|l{ul15D0Ko#(3WK~Ze40y69TxRz8VkhXHftdXf1;lBI()wf
zUcml`8h%DlP1`+eeeb?ifuJm@EtIf<tpGF8so8be9}8x?W}&%CY-R^<Rc-~hvFqXi
z?RdE|2mv0ts2gzEBH_Ps50!8%EfeIi;I@P@Ue8_3a35?O2r7cWrl+6gadWV>JW<A3
zapA6Q!g@<?P<D<fd}%XRo16YJvjWCh<r8S9^yNm<qa%-|sU=${^HSwF>Z~O3F=>V;
z@`ZY}Me$z>nSYD!7K@D1MVpWZP%le8?n|P&q=(uSIHQskwWBAqlHG5&zx*Sp!tg0g
zxWvhTu2;Elt8<E(UPQbYJ9DRSONhp>xwZT-tOH-a-=XEcwA&xg-<Xq2#elxRQHBpp
zTf~qA6$HYyOIuy>q#{<DxPOZVHSRqJ2Q1JK&oxHpv<p3_WC;1CjAp$f3MV2^&*YI5
z<Ws;&C6DiLaI8%O2@Zsze?cLTiLvOTCv^ORqa`gm9a|kk43w!{v?S|?<-jT(1Q^l7
z14vHC!S!uTu$70vF883lZ0?v8CDZlUzuC!0mT16-65Gv1VwIeRqc|f;IWZqO&oh1n
zp-}Hr1@{bRQ`Hs0KLZ+PXfpCo@8VI`rT^IZ(yX#N+@JK$TU;Lsy5flf9za6<7(dmL
zj_JmPlKM*VwHgC$)R^Kf?Lx;*6l^<t@KcfRXYXf?Ikeh2%DDj4%?S25<I_Bf=U+1x
zy5j^%9sUbg77;d46KM?5g;#hz?5%+<z0KB6!{5231<yH~eV9|6`AAp9Tut{PL00K)
zc>aGu{}~`b{U&2+<;I&0^WHo&OI1k@zi{YuF}fN+3N-zDm-;{8_Euf~|E3#l2}W%w
zTmISmmX2$-p+HGOUf1$Fx469qg)HC`0pT}>z2yL+lBHFzGWE{-|1Op$4j%ztWOKN{
zUw!tI4!!E&9rH-%pf$_O)8YM^&ic*1S*$x0+bgMT8~TorOxiumBUay+dRAMfIkdJd
ztfX{}xbI9X!k)*}s>H_q-yTQMmBgx=qM=^Vs6<8<HQR}v5zHhEoL2(B2Dh1BRRjE3
z7S7-rB6YD4j^~>4vOq0%!12;x^GjdV!+V6CfI&D@nhWF6a~}Wl+IU+BVsx@hPCJg_
zwZ-b)Z6Q625Fg5Cq8Hmm{7#00b6UlsY}ro=-@to5@%Vt`>iwR)<Rr)iaFM_;#BE$7
zy@5j^%GXHYNNoi20N#6+gOgM%YJ4i7)8YVt(cNL+86GW29W8R;fl$C>^Jnhqi8bh#
ze2f^PPitj3M{8CQ1e5}{A>NjbuGi;W+u5B_9br~eA5hQ}gb`;V3ca=);myR{UUmk+
z2YoVp4o-fF@WA1I*QFp3kihTDOm?qx?b>}3rz7UXkNM10F(wEx+k{ctYTxxf*ltDF
zQ6i4(o1eRWC%%Vsy{0d%v&Bjn&amsHTH3PYs{rOiiD5z18(Q&q+09Yx&b8-8`kRm9
z(c+2tVZC>0MLzfyA{DoCm79VX00QE?Xvl(hU^UdHZtG**c^<|LNh+_Kojwm?*yyFw
zQCAIO;XLgUtZBN4k>Cl;ELD%s-z^sJiW%?r^}lDgC2XOj@%jW32A#(Z{@U-d22J}R
zF*|F&EN!Huse{j0#l2}FJ52w095M2LRR83!MCdm)ptS+q9@+VpVUtS~vQ0$hDs8mv
zB5UTk{75sXX8bJ|C@+72rY}FHUJN)U(_s;)CtoR5i|F6x=FOSZPtf%_9&lP>Ow#mL
z#J$&8APUbDwnbS_=@%peVD2<s%T4-pd$R*R<Bims2ft;-yveFR<Hv3ex}Y65?u<8W
zC)%iC$5F(B(5v@tHOxOs*>-%;fvgNN%N#IFzIi{~`Nfu?nhR$r$)u;+*NKqlYj_Q2
z*z|oHOgv`Cke_9^CBZ}?6#a-WAur7YZDNNilM6-qf*Egv)>A7t@j<h4+Cyo_eHUxr
zcrte5wRX1YLA1U+7pC-k_ivS#mH|=~54a}cxOq$gXZ0_i;*4Kjvqn5(zg}~R)PAFt
zoqaEDX;=lQ*@V=cU{g!>qjjwIKIpuJb$>!$WUY)2{Ez34ug@gyU@ISGgDpG^U>l*N
z0{o)N-B)<-{z#e~sqaAOs@uF7Og-99tm}l=JtB0<z*S1@G0*bRf?u*!o2?eFB<;P-
zx~PFq6xo9F%AobebHJ%6Yh=h?7RO)z<lD}g+rJARjsqIj>pTyFuSJ<r)~`GGDUg(X
z5>tx0m^$CQ^g2-x_F>j;T%GxXbGrNu&;B<(sLUCgP1=f%A}lZr!H@gh^e_RvIWt-I
zK^R&y-F0+K2*JfEQL}tqPTYd*nLPleI88wufEk^^jfrJE{5%8nHK@RcR|DJ3Oli8T
zfCcB(=z9DVeFq|ZuiH3r)~37-0-nf-hd5ITt`78pGi;oFhNN3&iNr0^qEH2}HF}K!
zxcWVS+oXf3>iO|%xQ9xZXW=D?p6cRVbI(Fm+vgamQ4V_zfN-YEZNKG&#9vQyyQ?3p
zg@k4scqsYhJ#+>^n9x#hm2ID1?I`%<ad^Nkut9H<QYAqDBaqi_;aLRus>2)2jXiR)
zR*eZ`hb)x|CFEU&G9ZTM?{}nidW*o;eK23=o<F8^b<LqTY1K{WtVM=!k+7>NE8N$p
zx>UXt;7FMFnlPmO%|bDNb1j>pzwmg2=|JCA!t}BFvbXX-Qj`$%FJrTWYfJbFxYl|U
z8;O$_l>NhHAd^Ov^<DzH^);te`IPRlN%zBr{YEp6c}3P9YdL^uJY_U@uR@`DR(Fl}
z+Jg}~es=yC@OySwLY5Eh`?OVSxfstGih8vmMu6u5JHWH+gT-5tkHE#tcEBW)8Ef7{
zGQ9QWI})^{i>jyI>{t!yf|7ho69C4u(&YrOsDY%7(sTg7ivjBG4M^(Mw}?PfQ9|HY
zDk&ejL~?V#aBxbSb`hM*z%B!HMa~mj+9Ef%XVD~o&Flj7u+*2lqkeHsHgr%(3cl&a
z^EkmLh7hC*sU>miuBs(F{f#Lja|aX*%fEWn85eCqfuY=#qXOPZq*EGsD)eY@Oy%MU
zj<el3^a%Wn1igw|&Y;fbc;D(h;pP`a8w+dLzocFKC=CnEV+TA|VoE=Czt%=Vl{l!h
zXxkI=yg1<!d%DeDG=`L%TVI?0LK1E_0$`_6^;*2=0SoyJD3xCM>i}*=jr}zT9{4Cq
z33Af$CdTY;`^9A5cDV)oI+#g*)2r4~%NnwDlffunrVQ}KWj%U@B#zpPK92!^WWLIj
z7%VF7=9J93`=yZgebDeWAcg~Qg+9lDqWY?x(GVrIxU!1O>186US_&nkKwAEYf;A)l
zB<8wTu}A87ND0R9^}TyCl$kl}d_R>=nNu44k>Q$+^!I1Z4i>(gCYsbf<_!H&xoN)K
zJyD(0T8yMdAY!{uSf1w;w}bcIUXqi;JeCF~sWb3rtG3SJm&v95?^**7*j*)>KI8OA
zZWQcehWb8Fvh7WMO~?d+#Wc8pU+~>F4@af!l^L%?EV;XVKP&ZP7!wKn5-h7>PeS(3
zOgxBr!Jz~-jcsVJ4)#AEd;+Bh?%m+aG`u5tv7wfVB?`Mut6uxTec!syNkKc=dNlMi
zeEbKS%mGc!aN?Py1Qy}<lZQ%R{@nFyz~ey>b6YjHnZ9&XC7bVcvuK^B)|W{eP$Vtz
zHDQK;l@e0Z=L<Tl%ulnTAx(sHr`X%1q}T|3)!@^#tZGfq-qS<jV3D2en_3}J$o`Yg
z7^;zmVE(rp5zeR^M5wJgmU=wNvDH#vX>xQT1me+w)3JH;TSrg>Fk!-yU+XHUiGi;X
zqXTRgc_8R&NSlHrtroJ(x1m^}=4Q4m^`Wxjpwzbp9{r&H&R01(bF;^blXa87^Fml0
zZK5AW3|jGee9F{rmnfV1B26pCIOPqNN>|+n&DhaQ_S|DFb<8c6ki?PdLv0IK;>a4p
z&e~so^TCvZ?65ATR^WFbp?aqkG*3|->pCv+P)KOSDhGk>BQu3<O*4f-%-U*su+(Ml
zTO!GT6#GlGW3_36mu7*+<togl!U4IksryQdnD9b1{N1Y6F9##yyyM;!s1pVuoo}oy
z^RJAsGn~Q+JWjULeNv8fdn^sDA_wa*ytK0yA(-A6&)aNo1WuNWlY;Sg18#={G*SZI
zFXUMQsR_}8kZDm#uJ9m%{%~D+x``>Z4+EgWf)s*Gv0o7z{FX~!73?-gjtI@;4z?3`
zk5<TX2F82D*WNiMRxQC;Ha>tcrN11?R;Z)9!~u>~U-gkIqUqtDvT!<>HXJVCnPOAn
zR@4%~ukZ@t@h9~1V$^mvrw5F^>GBRuU&x<{+pl*l&Jw6^Bl0TeT|N)eB}<7mzE`dO
z@3KQzBlv6p9U!CoM@oPQxIuX=ss-;6T?Wuyu8O~hZI=pJNS3!LU$%g#eNS88Dw06`
zbaAt9wk?#DcZ|L44lF?jTPSyPZUF6e4BtXfKF7Pf=8(nLY*$LpBxB}$b<vj!?MQ{D
z{!XE_D2w#sKu93l#_LrdaSR+Q1rxo;_cD+0@0#Upkj?lWLl%Ie^Z8uF;oy$x680Eb
zR*$2yZUcol=*XMx)$@aPS(#J2Hj?!5$00?ZiO{;?DJyS7axVU~ud*p3PG+JlM578m
z;r)}jj3%%c(s|RK#qR%pm&<?f9!%xUeQ0r<w@NAAfv)o7O*uUhH#<p`-NJMVHoc_X
zfa_2u4aDIuB~W9WpE}jA<ab~?9l6Ma$y*UscUPIbgL?Sf7dqb6ag6I#!wmv*l&&WV
zJraCOhf=|Pkw8>V#UQkLx+<#^q%{!+Hk<9@00>h+ni~<H{j<eV<v}MGVJM$S%!>>n
zolt$n4RG@-7Cu`i^(JLAbC4kh*WZ{ceYCI2i>`;=9)IYIQDLa_?jGjRQym(n@H<$o
zu+r6_D`*B3<+gB_5(Uh&G{J3AZiaGV)~HE14n>K{LejH8Ez%fV$r_DU4<wjN#;nmJ
zF7P8RtQRrf?rCQ)*|<A5FDUoBBx90zk;Gt0??z?`-@%`;-e3y(@W~#@=a{$GknC2k
zmfgmGD)^6ERs(2;1&B^br>NaWIdW<EjXsjH&@CnklCjH})>OZ@{;969ke?1<CNY*j
zUEvqG^!@B~$@SO3!esPQ9CmsFwAr!WB^@yqMhrTDjk<WpG^4Y?pf?V$_JKsq!kwhc
zjzepf<P{^}YiTw8e*zVU?nX9p0;U#7OaUJ0DzmB|esxA6yOgOHY|8Iz1IPy*s{f|W
zuL;h;Sc+U&NBp^>F2B$D9S1GD&FX=r<|tzW!-%`g5nZw%S}$htJUko6tqPuGRR0>A
za`#6|Puyn^TXh9XBv1)=2SpxJR$k)#o249#A!Mf0iPuXodgt7mH-n4wY0|`2%olyP
r>iS1<>#?uq%-NMznYxC=BVESWeKV@=4>!b*mjEB+Ro_+1nuYy84MA>3

literal 27060
zcmX_{byQT}_xFbpknRrYQo6fK8j<dhknZko1nC$;LM5fUOJZn{8X5$oW2oU7KHq2k
z{$dvE-gEYeeeT}x{W`H4Y6_TWWM}{Y0Q0?~><0h<0sa#KfPxJFW8_w04FK5rzn7Kz
z=#zJB{5l|U@!_=Q2vYhL>n92~10L<odg;e>EJsZ?wjc71UXEcnbT@Hq7Lg>e^xRf)
zY}~RIr=7RA!Cl~q#0ZBkxo1QB53MKu5a0F70FY~ed%@zuX-qgW=0H<mIVZmrqj2SE
z+|cBN=Ja<wR?4w{k76NtCq0L=huM@TpNT1fLK<&#sT6Ehim{^c2=3V0$8zDfjdt;M
z=nLeJFkUMTUf|Rj#*iO-SY5a)EyCQv3R*X|HzzdEZY0PSv5-dYYDJLd3*gxLV}I>n
z4*D6lG#vo*d-2f^saSdqI|D)$?@Ml|nB9oU%fqUVU2c-JsB^BL<4WK7V+5&_{lX?g
zuvH{pGeTxcm8?IPFgNbO4Tq#f9f!&T$hafASEJAnNJO#<#|EZHgDztQEnn>BdudB%
z35O&($sR_42Mro^&T0>ec7XVwGkWEBC)J(2!w5<y<Hk+|@LG}N_9bt`GgL(&=1krr
zZ`#ysF^8x*1sBie6u6v2FmI<ykh|3}Nuyu-i=2P$)#p&0ozgQWraT>}EOFP}T7m>y
zU8X`WS;cib$B<4keJ?u1Hg$GeMf2&!3azu`){tJ<cG@R2@x)*Fzl&opGf58k5D@D2
zU3WGukGs9lgQoX4Gtdj9`tkpJ0VSq0ME|wXEPcqgLVr%jQ#U>JMya2>5c8X^#xs!s
zH4C(;AR<iotc)P?M^eg+uf0|(%>0xE_#izY<he=Gg=p_RK=PPv;`!2AKZ=AqWxI2M
zLgJrBP(0wOw!k)?Q2aFp%&3MNzHlk#4k&R7$rItf<e=AeVZxLm7FEF*(&|Q`U@0~b
zb$JnPNYpruAem~up*1-whQ9bKF7G$g7ce%An_NINTXj_MkS@xLDZE5JNW~qNkpxJ~
zJ{_n*2D5TR_@gKYy!vxMnOBTTMj;T#vL%Zvi$p{>w3p}cR{M%MM;67iIWws&qp!b+
z)a@_G>8aO^{?gX4f$Hkjsm5dOAih}mY5Y$sm!|DcmFmb5|K?5K8vq%r?R`LR?{~r}
zn+2<I3CK?Xd>KWFm&flg8Szy%+-cA(Wo-I9itU;PkR8fC4t$$GK@RT9q=fhD<0KgE
zXRbD|?0}AOs2OM>Bj~*T>1^LW`(>c}Lqi)r9(pTmE2xrT5#b_ak9Q{4FOz6k%TAAm
zNz6Ou1!TU}#a!a>;DKItR!*Tv$~2k#nlZ!o_5}YX$B`LEu5<SQ1gjns=D_jp#rUeM
zf8BCr$Tq~NA5X?SQEtf|TTOIcnq1*purK;{XRUpZIGo*QmFL9UyR=U5tTM|QLW~3-
zP6y7FD^>O<V1-aU`{C0vLVB=6_=N<&+`JdWvUNWwTw-<%<-f;TkOoUS?H3e~4<|o|
z{W%fg>UZRzFb38x@sN#mT5cYWU88Pqydj8IMav~@LO$vuzt6s;eR0{o4I+wo>-cUp
z#wEhCKV>Y?(jl_V%T0M^{s9#2D87E~nh}qhdQIFg8%2ty=poD8dymBo>M_ojccnM+
z8eY#^FV4taGkqOY3@#@?>fW)XBcS}KgxEc&x5khE8vjwyLb9w{Ve?j7c7uwDV<EH%
zB+)Db_k9kE%U2!de61ZQ*Bn^kshEUhiSNR<WD+&3Bw4<ae7eHmn#)<hsmITt24fr$
z9WRk$cdrfC(hxUDIYq*K&<!yyKu2+KGY6l{QmHmx?I?K$HHb?NKp!@@8n&R8|LbF-
z?bzhDpx-`%*AQiIhFO2JlvBjZix{t(1Y;zFCF+=RCZVX251DxXKu*#rZj?bF0oK{Y
z?U|jTMYZDonW3!Cz&t&qD5vmMWcVEKkdSnqZrup5GA?cGkGgBLLpW-^8dM1`-dY~T
zK|pw@oUOJSGvm9jpmO>BXFa2CkHoVRoF1AsiHHSZFZ~k4ds9T^%ed<;>GlzLdt>C*
zQ}9Lcg^%jFf3%%N>m*K=DgB$SMIRbB`_{bUXj#P=yzc&f>zp1Tn$(gPPZ9W^4MqW$
zT&oN~%cj>w4Kq-$*`MY!!rm=T$<o9Rb+%W-H8EZ85)*B&wDUik@5w_{jGMut3Ui<}
zjG;p)=(RwP4#<U6nAgL92l-|94Rg8%exnUhtV9!yGhKXU06Oyj5Z!Y|ONST-VAF1`
zW6l*AN=#%)M$$Ca&4|!yEfzFb@Vv$PnfT-Bhk3yz9yH1>^8L&H+d(1n8#1eyfobu}
zkKQ7!yfWvi7FCJXFFJP)HglA$bTB0&$k`JG(jmn|>`VGnxPEmT;(hbRuI`$Kwmx%W
zc)Q4I_;l={9l!VzmRVvjg?y{LS%f{k(G$o4)J}urx%?cq7ks7I^vr6C{V`XYN55Kf
zluJI9bpY%p!QX3E&Jg=Bn+M5DAsYX>Q9c@io<aXK*#X!?!Kv}9l7?GI-%s|e$9fYJ
z77sRu9t*`fZVuxI8~)2YTe-0bRz_F1fBv>af*0L?`^I9WsNT)Vo1s!_dVd4&s1!ed
z;R=-OlS*kTx=ykH5s03B3nHi)yhBhyU(b_7T*tM+xjo?OuvDX80W<NM)C0Y25mU-H
ze;4Mslfd#RBNz%aQFO!H|K3wl#I$FXUQR#)P>dO!h9&BOa!cV~&qRYBNo+VEeI2UN
zQ-91w?!VigH{&qWK8ghXwQk$@^oYj;>Kzm2Zk;}@t)3YSE>4+G1jhlAwr27le6FCl
zDhql_zcgm(i`>#GHO|{>Hal2E=Z`ecSeD+5BPR%9FZxJ~%0BvELk9vCap(b)RGe4-
zy!5=lk$w_U3B>#%U(2YKG`=hKyl$GX_uM1LcgW+I8JBEpL~LO#<L}69*w<1o6HV(3
zgA6w*=?ron^19s&gDzM6-_E<wJlgC8f3^Re=BIN%FygCvywc+kN*bgOdDZT;KHy~}
zGmp-vmGElm(eU-VPVCYLQF;V5tQ>+uax~U`+t@C(dc5FrbQ}`c=XL}#gdNQTq<t_;
zQ1Nw1vS}}b#|wpYRh#iT=~X$Gb+(%F8*yJklXf+;%KI*}F`DB9;pinTUAdlTL!7w3
zN4N1fl^Xjy=fmJN$%>h?K%0}4?VCZ9o;kjUjTS$SNf!H%45`z<2xseo!1iLWrDmAn
zM*A)O7TBoYq*3CQveAkORzMsTOmsSY*kg&Z6s$B!>An@G$3aJQN?;%U;Djj_HPSAi
z+2G98VfZ(2PEu^HJN?2o<lL6WgX&+F6Zv_zD4wF(+0D6|Lx1bU=5d`?(5;%wD^ZgW
za!KOPWuM0)4QY2<{}dR`@sPDaL@^Tq7tBL7b9Pqu69P_<;kx?8=@k~qagXGDVMv~n
zl+tiqY~B><A59SKX{J#m7Ln6k<^oMj*J)LiK17HdyUYhRQKYczo=%Iz<eh&f0hZB4
z3(y+Tl%;HEMdWn4OJnE`B*;!_ITUQ_GX!;44RmY%Ks1~Gj{Es}&P1OWye=ZOb!Xhl
zt)+9?Kh)zhK+zrXfK632XyEB|*{o3+h$`rRq5v)8Y4JWqU^i-IxJ@@cjruovJEhf$
z-KH#htGc_e8hpmt@0ykeKiPZ<#LDi`5h#QLRe2i>%_tU-DZcph5R_I4R3rr-uX_IR
zKIqfPR;k}VL&7zIscn{eN%-vvZ_NquBM-)JJeJ=iY8e=*1L_4R2tqOAMVWy9oUjkH
z2&}q9h_|H+Ohqa>IRP6TX5)Ink`0u>?l(#O5t!3Up3q`jzcy0$HBU=uJ2r?op7v~m
zRLE<kT8m_>4gFMLtbE{EAIQvCOs|A3Af0&gkIOOLJMLefd%ZEq&nf4U?%<O{N5M!A
z*)I7z4L>70_y?cz9Q)1Y+}+XEkn9he@oH}#okslAP)8Mul1SOigkW3+4$_WOdicl3
z7YAdZE_^y57<z!aa8K2HCTG4?BT}`(Q4M(VfN7q!a@^9;XoS2+sn_1`s6h;=2Hu*o
zcRgwTQOgWPoN`u6Ng2Z3Wykm!HWsqId!)_^_$<(dKesoa?-{sGwT744UoxDGOA(06
z09%T9Z;z!k9wI&cr}uU5A;nzWYVv-fHa&s=y>Jf3dX&V|9upm)#8sa8Vs;qXa`M3Z
z=R0o~B_~FEvgvSA1v(gd>Y)woK>tWCW^rYTYL<yA?gDYAu(uR5`};XI3Y)y|b0VRM
zGgSBxi{<CCS&g3bq#@m)U#y1XK$BJOm9C@Ymch3my6@8yLf=NhBBb1`90ur)v-He5
zGK(gQq@{VENE1r!<t_3{Z$24bz7d-FrLT|VP#<aNS%=$17hctY{61?RB~~!rc9;D;
zFxiBR{d9jPk{oY;+Rzt_4tE1;=APr7W1n*Nbpr2@{Jl_a_twNcCQC#+TtK5l)oV1!
z$e>7CK8U@?gaO(>yF~M#0->SI?-u(9oVqB~A2aWLQee069`_Z3eAD*dxtGZ}9kzEg
zs*^?~84b^GOQxkTAUwVj#kRze!rgayIC+I(`s=lOx=X^qfGm*t+}V}j$F;b){S$7P
zU%Le~Y!F4njZ~oq5*}=IVYdGj5m;#U#mtA&K)HVYdjHfo!CK*S$w_G&Gv6<Qb@p4L
z-!LP<lg(3@zWuAze1+2*o~AD|A|r|$DFfe`Lh8n5Yg}aCC4d5SzyFiL+k_x}nzm9f
zok5{a4mHRm`zjrzjY`+ZCqfea*Vcr4Lv}VFm`jA9fx}XX(f0+T!p?S!M?+Cn^{8k5
zwiW~Z!-KQh*_XTA0>FXW>IZ2rMdM7eWU{yjNrZi0pCpsZ+l}WSz3|3Ey_^ROvYB7h
zcPYFFKY5bsxOTE|dMYu$kkoR@o*1hG2HS~=fXo+{!xcQu2=I&#tr@x|cnihNyQzvg
z>NRs%DJPFrR080Q#fYN6&J+uaHJ_b2m#160|5L1(Ov`-sDd?-CDc}+-7`6Fb`Nx&~
z41e<n%p77`x;GxqOKS8&Xgu3w^j~Svr8mAeaPn~{Z^mHMfT@|P5b?Mtg2WJ(em3p4
z)6yhrF6RxnUGItc+BBd*)of!mFK6AT5z=HyhpE5UuaSP+^@I-lz|WQ%>MP2;GI6AY
z{K!5qq(VxNUZKA6!AgRww>9x0O;GKfeJG-&ME*nFWu1(w;ZH+XT`HV!8&g;Nb;mmx
z?1y}MAJD0}rQ*j9!Y>~FwAy`1Q5>Sj>5+)PMMbE*P*nqnW-KT4@j7cEHk}BwAa3k<
z;dIVjLl-Y}-sPW4{Gu1HzC{qXd!$iHe9KT5GW1Sl8$@|I?d2&Duzm6F-Zyz@XnXTa
z1I+8NhQRPu7`WlCwY1kl88Te=1a<OOB@rR*_sQWx3pAEQDNI%%{OVmRm+Tr}8fXi<
zB=rG_4)ZZoc+@FoBxD|IWnevnAFKfxC&-}ie=<eZD&b&i#tvFQDvdF2D(XsZpV}|;
z)rkEKXYUiS6g{cM_gz~S^o<mX;ttA5%V(X3C>xqhS4?n+B4KtQu>FkUCGS;+i^?cE
zF|+c6PE)d7=sqr^G-QU!#wv#$7+iuR^?Z|oC-_;(>n)nZgvn=5G%icPt3AYc36<VG
z&p$M2c#>Zazs)6i;2vO|1#~ci%b7xY$2<^g$3^%_5gc@vLGNYfqUM?uz-u2FA70UL
zh#{<Y_`fC!cP!<X{2MgHJl#Q{G{+pz*e_BHOZBSF`hbvb{ZXO4QS59mwW&=z3dS0_
z2=l|-_Ga%Nv~P}NW|7Pd-^L9(rWLMo4DT~WFWI_@gEmYkYyktrR)D)Y8U5Z`uVeXS
zg9~zQn^DCNDTKXabP$@kTt*+PD?@eU{17FJnEuSTnUOCuQQm1d_H4X;71_{Zgjb0^
zr0|lfU@S>pSw0hZpy49rhk@1ll18w8W2sd2(}?E8UCDhn&U)2TXNQbUX?z=p<Z=s>
z5sIn?zEU-wzY|OXt0|gW0pj+U8u93kj>qR#=R$aIeMQ~T6shSEOrj~_&K$w{c^+ZM
zx%&;em}R7%q9TD$P8)`waknRSfzrYKIOg#2#PrOjuM<r3-K5cew1j+uOe58Dk$E{}
zYHRrB;Qm$;LvJ&}Esf1wsI&t|@+iF<1tDMthTowB<s*1#ClSs&`Eg<yopr!Far;In
znL{^#VJ~<-TwC+1J=tu2*D|4V86(|WTmBr`y4LiV1+27bZJ5@OiWPeS`|~Ej@Qiep
z4uIvzZJ*kG**Q(S8RS8k)!j?Y{HjKj11awT%Hk~#&&a?bn%kzs4>6ERQ@Z3XAwCfi
z!ENB&^7~|0<s}90fZqsgu#=3TQ#+|ikk#t*Ux<y<!Y;!2GG5x&IYpIOt!tG3S83jb
z`{7<wRKT-s(8D`)x~&t>N{j_08sh3d5s~c5xL%JW`~|DAW$|4^zzUw{cpH?$g;4|M
z*;-%}8^*#X1^I%Z4dY95?paxsLfQ5(TXR!nF|5Vm;eX;o(Pc<np1X{HGGW2+#XgF3
zLVsVAi>I<q^*$a^l6JlwaCQE^;_B~TwexJ2o(^P7R?#E`<<3U=_>gZ(n@p&+Vl5J=
zMsy*%6jzIX-Y;=wnMqeE)#v3Wg-Up(#QrGZqE?uYnuYitrSTe}iCiLAgf6*$pZ`+_
zC2tg&`0$x56=55l_uQ^Y?E_J`xYC6Clu}`<it2Z&MJ7d*1{IQ);@mm|)T<NdJD24E
zy;Z_>?Br5?)wCRguLE^GbjbDm!xjGGEWN7Y_~8Ce1J);obm(!D7b|fs3dx+FE248$
zvj82X2Lb&#WWGJoQDUDQKpa0a`VkefS#BE@$mRODnZ5Xf1_KQsEeUDbBLcTe!jvlV
znK|KBsWW-k-$Q3M7?q9<{?W8#p*KY~dDiF>SxE{TrIEpFEC4{ONg_%cWfnt;u)@m?
z@#P($Cq8eG?|dj$G+EKFP3|W#1~flSpSO!QmB8f>jPT{?K9$Y2Jn1HK5k{nxJyAYi
zor|sO9Ery5;mY@VC<6k!mUa`BS0Z7phS-*aH#WEDVgbnWHuKW>`x!1t%U|ye5VjLE
zD)MPV!fH0P7^bvubV9E;ln%t4k-XkfiQMcN%dWR$iExO_VKvC5i$`j99hF!36}~+*
zu8F>gchp#J3(NXTvAu7LyvBrlOoI4LMArOMUii1+O*K4VWEz?O;c_6}+_p14&gYYF
z(*elXcHg;Dl$%3`r`M>nIn_gkxeNLW*|$X+*cI7J@Z~XEK>TQhG+?Py<ni}|nAAEf
zw^2krK(LJs#*AE6gL@r{Z=#TAfj)J_e1uZs^aL5}LUWcL;MwLfIQAi7O@y-f1TvKR
z^zLjD`*dTrMqKvtul0c-81FiNJT)JDl3By^XcUzt`)wDlXSwUuiRqx2tu8l=1-Nzr
zERm{N^w8eCPAXa+->HA4{O5=Wh2;}y6%YEYpUG$O#Q1Ipqd&@(Z|bwD=aPzmTrWS;
zdC<J~RDkSzL8tFY9HPe>4Z4~Hw%U^7sv_EhZeX#kdaZ{UKczz~u20$7q3ftY!r`Ft
zv_j<lXS)gbmi#1n6ldKjUXq-F(AX-DqgbUTkWdFm>e6V*-W@*TR8(FJy(8=pkGAwx
zLleI}pW{a0+hI^q)5Gr(O6NmB!9%J7>=RT1Ec!CEYjaH)>Y~g>x$KAuru+R;xg01H
z%?}G7oP_Ey$b_@EZjmyecGV1(^Un8yY*9J`A>SvFooika0=PCacSvWHj%<X_VvqQ(
ziAoo{m~bOinw47bZVaxi6g329W1x3O;(4KU@5<(<xPRI(&{Ea3$suKBO7HcqXPa_L
z`m}Wl7xB(KLE`_{C<fg9kOW)H-=OQ|)<W_Kj6(CvtIhR#8VDv}U(L#RgOC^=cbUYd
z&(aymOO{(^pbh^Npa)0EW`FgNw{PZpYmGfM9&2c!wWHA$kIML;U{slZ5-9qE*Z22E
zFr$&8g`(ecW|Z*c{gfgO$&MbM`gRB2lxV|dL9#a`coFeRTom=l^0GtW(Hy#YHEn2X
z9Ac^gy5UXU0LU;J9pM|(V;O3nbG|Ip4s$NoI?nrTH$!M2Ubxc8O$Pfemp~ipTTHgt
z0L;sx!^)hjTHjI(gbNNu)K5B~Ojm$40iONrcju8JL#$A@m}Hqkp>y&7`Ye>>AsJ!l
z%WziDN3=y{J&z+)mQ*KVW&LFpESPYtWy)`Kx~&CeV-&{?;%Tf(!h<PUDs49w*K9ie
zY}WJ))+R~hlZFl5ot<X<-a^X~VTtdp5=DD9K$KaSNJaffpkj^B?G5Uc+|%UL4eOOe
zzNwh-4W2uGOq2#wzmdq6>4~7RHvO&F?Va$=f@d@~RDO@x#h34M@SZBCdRVA9BY~^P
zC96-60SX5FiAW&kN|MP?6CLp;l{YHFVUYA!!a76a%*%H(1_f*k{|QcCH1VhpkXg?X
zaGOI$rK>{~rhP4IKB@+N4#;^Ndf&{15{$X~ka=GdVH=!;=Q4qy#=dpiWM4V$TFqeK
z|5183KV7q@4F^r<i6DGmlpJRVLndg_LnLL>rtEL`yS<JCz!Za`FkeoedU1BGTQj|~
z>+?66gjA!_YTrkg3`LtiX0QWg%;ZVu^rAfp@<Z})g&C6yhG|TvjoNS8Y6biS#*vXg
zJH*0X>Jbc7oYm;D`1kBm9uat->jw(oAm#0KivND*WjTn1=sk50q<lr~`Q6ok)034I
zB@F=GzK!f&Wa}A9;T$k+NlK}3=XQ;AXU(D?@ZYMXh~BoP(YVy|*IJp4-k&qw<2Vyp
z)VI3lNDEU0sG!Z@1NP-y_854C?Nq1Ss0CwL&Nl2Qy4}c!ziylcUg3nx?Ds6xagXOu
zn797M`$ReRyL|8idaO;r0*nVrfsNnHus42<(fJy#bCF>1UJ4xx^f7SHw*vj9FgLoC
z=l10p%sQK}-p?a3b8Wa29GM_8JP<1k6IM-4RK2b&|N8?+LKPrynJ~b>sRN=9`97^`
zM*KM%`!Fy>eI+msiD{wlDF)l`E=g`+kmoFZO7&`!mR03nDR}bx6oK1h-cEuN8pnip
z4m7X3*B7XAREl0J+KZ%^4CwF%4Rk6b<6fSLx3Q=~toLu3=c;kmnV+Isn6InnWLgP#
zH4fUPxjVD#Ng>~_u+W;=Vi*r0J7bqz)?+gskeAX91{QJY8YxACX|A8k)E_MYT}jZ}
z<1PVYZEKxi9q8+zq&^7(=`YUc#XAr=O>+Yzm6c|~eqg>9J)jzEfDd@LqVCRmHWr{9
za6dcjQ#E2g^85*Awa;&AmW0{tWu_UyAzuUGK<vqq1lz&5pTnfb8xfi3j2=?HcbBuT
z5`>m9q~IZZ+X1$`^A5Eal3ni#6FBS+-Fha-^pQ(n)3#ETLFPCzseBi4mN96^neX^^
zEbsh}3CEo<nV3^V6gJs!G3;!Rms<GCp@_-6lO`aKTA)TUqfWFH0K9KTP_l0uxM#$M
zslE*_rWDVZ5087+r+0m*NMVo$66U=vKLnoDPq3noORN&8_Wg`S(kT3dkj<!)x<M9J
z%JenruaTC%J~SBeh^>3FKG21qIql!(q=~<G>Yj+Wcj*o!+`s23R5%K;N3#A3z{+c<
zL7cL3LVv7*KJSn^G%Xb_oEt#DZ8I@H`kQ}@uZ)t8I}opUK={pk8x8*8<)-hO;kS4=
z>V5fz&}{YxVV*#F7e)5VKqyJ53VZ6mk^~0jJbB<+J1sDv{L>9`UENm5YJ?zZm#-A}
z(OZ5jaCl1^C?^~g2h?6y_@V~-8wF#`9G>eu$*NTrDB<J-a*{blP+1$At#2|`5Sr+t
zY`E_#%?WFwgJAdHvljE@$1RmG7V=9bBZZ+s_OE%3A>=Dbd4uPd0#@e)cs(t$z?Kra
zkVsOx5bf9CEqeDSDlutPWY%<l>8<azRlv_fivz>Ig;|PMb3aGpp%j|n0kcvi0lG&l
zOoc)Y!A_Ai{#UB?RebP+orzQROK;&WZq{ia;<--(NcWjms<Ye}fOf@HB`)1-a7Ryc
z)_g0QfNq+2k8b$w07#FFkZD->WQ2}!@tsCW5{>A6=xh{vkQUAz*-rRBEJL9v$TgxQ
z<l&#2bH7IlX@`0g-OaMELyTB5L+?2^Zze8qWA1N#++2W~@hcghXD2EKgS;+SE~E2S
z{Uj*%X5S!+o|ewP!~?bPUx8G`oqIHIqr^*PN;DJ+RX<{OwFJin=F=7{nMcN2f~a(a
zAIlZ?5vA}@2^|%9bMYfb5nyCk*!vH;7QHS_KdN*%Gvm`Bq~;06gQ#&;Q@mB8i&hy?
z+)bdc`<JiopDc6rdiyIX_J36cp~@}pZYc!-!92m<Cmi71DfXLJnI{nGv^&$y=gMbw
zl|c45r3q6vpZEIxXOt`6J6(>Vjx+QjL%IgV{i%^8e9qc!|9-sKiNJ{P1<=yeGpVIJ
zJ<_V*MxR2<#ayLE<J&oRv<05+U>9njU%vl11g>Y*=u+p3{h@Wx;vx8~UL=tHiB>t5
z%Qa@06KB|wB5wP9?)R^y3hD2-r8|1}J09deRBDp2j@r!a<`@x;l4J&+9t7_<aFc#%
zj6ALAdHIn0Ig<l_w(9(n04rQ}AJ6@g<}7np(QL5MBskSIs-F1AIIFs&?*mG`69f}{
z`YJbIxpI7(Tx0^%BTs>$slSvYd8Twpu>`$eKYh*4BLq?lTC3p|vVc$LpvpB3A;vYd
zJ}Vb&xZ-GE2l3ExJw88M?Q4X|_m*>hI1?fQKfT9Ug#;9}VoYnA2@Ph+Qty<El#GAl
zzF3=?M&nO=SGd&{S8L$RfS%6XGW-M;Dd%zz9-_HgtUA!bB^qOuy(HF>9XyaA7GM*q
zq(=)hRXm9XUu^5VuDph17xB--iz5XH(I~_I70;lyXlrGIPuYO0I$$<>k8F_~(LqOr
zXpWiyA#td|*FL#35v1Il3{=6nv*JJLH~ajb%?<EY)wT*bF9e@XF-Q(GY4%U)0Z+~y
zuiq#;s@+Q0+_g$HUy8g65-lHeTl+mY2m1wT<47ZAw4h93hO*KFE?f6%pKi!iyw?i;
zzbU<YwU$dhTUf|Wkc8BdSrE=wT+X!GD(<IN_K;7hu`<4djC8E#D{Xu_5Arq@sxPi)
zgX8*-J**}_baVubnOpMik0r>|%wUpJ#-HIakI}()a{?>t*$_1`_$X)df8z}qE=a@U
zwQqbB(ML-_)UY!9j=_eON=7D<t+WHWM8sfg`4j0DydWDbMaQ#R{jz}gC_-MO>-*RY
zULL8Ebu^_KAHPUiuOX=6Y!w&g!3;frkI_9wXzwFK7hQv*R<z-XuP^XRC74)nHyg{;
z;_D<CvpBD%a)dU>q7o4TG-U>ID${&nt|@s`SLO2Ry~k+&`Em$~kvx{%Jr8cxd^o-$
z2rxhxjDCl~BOUuiJp;osCD|V6hC4N+X8r3;;qE|YKSUjs-_g)wPpfot_P+pG?6G*#
zd_R!~nYelti%4^K2b8`Z&Ar<6V*fRYm@nT%oFthCC%M@>xsN=v|NFO~%PxNuG*O@>
zWY_DfGXzoMnkwUa)61r)Rycl&hB|4#4oBB>it>g0wt$ILU5tKQ`3x`e>GrcRn*c++
zcz%!>jkvvI_0uKXe0Dr&QE9Gu83$ie1gK{-`c}hBdRaNNJC5_sC#;`pm~zne<ea?H
zoBx`Rx((%7a%EWG=*!48n{Fqo46;MaT`(<jidJ*cYZDs#_Y>~)Mu}qk&KCdbB*W2-
zokB-Bm8YR%Ln@Km+}M@p%E6Pt1~0X}YD8ifhKR5B<1_n7Cnmd3D-uz#_As$=n~kA}
zJ>1wubFC#ViVi;oA{fPi$ijwnrY4E%lr~$2%0Qj^9#gFfDHDahO}~fb5h%A949)(t
zumGPjPC<U;;r{&%QvJhRgXfX{;U&*YishC^E0>~4l&mNthYGB`+?1I-#7U72(Fh`*
z@hPh|{fyC&?_IOH51$NIUV0vux-0;KF}h>Oy>V;CA4eXVH^@$tNgs?kmz*hntJm?j
zn3exLPcL-G!(*b;Jmc}BP)@Hyc`w6MPoT@MhB;)(13Juo^AfXLF5y(XJHQRx56!y$
znT)I$Wg1@!>G7~w&&g1(Qt##9r?;%f0U_Iyx-k@=S{o{I&0<jU{6^*rf^r!`V&Q9I
zBFK+8NXL1ChXwJE=}$hfyzfef%eA4sk%B)9gH68$v%FN;A7PaR(eynQ^#98K^!VAz
zWnoVBUUgq^QW~FRuf84|-JP!RFLwwOfX|Olk(p#NnZzN?QSdk~`3H}^m6Br10VDD5
z&S9Go;_T<D^vX8FN66N%RQ98LSMql|)^aEkcX#+KHG`M+IIkC1_HBOjfmDCuk|uL0
zv=+>3Hp*yu{GB0M^Lt8a>V(O)2S;y32S3Y<opfq8&vMkBED=E1jvpg<VfB%hWoHil
z68{+iXHYO-7?gb9>_w>2Q^vdtgg1!C^~s;;cg2CBrjk`1H+!>wyP>i<2AXqOME5q+
zFHxVas5`vod0~C!$w6%&E#b1IjStL~4H6|!`nUnJ&z0uahJhb#*U%b+4?|40t<AFi
zal-nxHwnp}RUTTMlKYOYVFw-6$rRwcXa3Fyo0W%Y6v=*cq{d*7qf9+LtI<&bP>D^I
zO&zarK|l#d+-dv%aaHHkPmCpd!t<(im4ESy3EECDMWS;tI<q39)D!TfHSacf5XLm-
zQxCNc)j_fn3&I0{Rey$Pd$$ZpEIx4vl@W;lHKCBZ|C{luoUoW<VglSyP<rfRspt8f
zNvcCf3^tT?cT~$SsS8M#nx+&<&;6!oCiC`Ri^Id4rRBv4)fFQB-*@USWRFi#Aq1oy
zY--vQ{#>r{f#fbf><35mAm7dPpxB@+mA;a9hYab`{YszpPfU35%>1b<HG5+=L2l_i
zQ3iX4#ZB<)iKV_FXx>-+=ps8M%GP+-Z3$^*v%X;PJm~t7S-fE<&E3_9qpa=gj&*4A
z*U0Y5o#T~8$9P<K-SQ>173r-3v<;ijj;#SJ2(Fkq72spP|6540*`Q!0M2-Cb%I^u6
zPU+s~exr+WQ)zf1T^h)$-b7&Lg?18gsw@rd=s`ieIA_J)WT7(V8*eU_<szn63-ffO
z2UX}N;J2cpQQAIA7>n7kLHTsti%p?Yx2a$TE2?$nfAx)80a)>G_^hg64Q@Bz@7@C%
z5Zx}G;A!M$WSCS>f#GWj0fdk7KN!Qt+Waf$a=Z0mR)~^m#-^285eC^iFY?U?)y!{_
zw;_=t5~t6tDS$Opo%M-DW~v`2HE$Py&+7I?7uCOiN!*qc&JOyNK*^!C`ZOO~j1(*|
z@0SBvcSg5;I9T^sbYf^zi@S;C&kN+H{ep-e1#JcIRrRx+3^k$QGcK=8Ug)H=zPfP<
z3c~VbF#!ZlTbsrqrEw>s+ixj{s38MAPYHM*T<iztak^ohpHE{wso5jKCnL?OB!(~)
zF)%o19vATeNbNV-%Ui${Nkw{sV{rQ5`MrNl|BZtx4T=efo}SDkKYHH=P&XHo%B&{<
z3VE&(dVI%v3yBOIuI^*w{O5InK8xE^R+#7i;_V~2<Lf)gIasO%@c?LkPA-|?bLJhx
zJ?JaofcE1bExAen7WyxfbweWOBA4bq+5y(h2~DJe<kF6R(*MrPXR+l*;K6Hfx4Z);
zD&QA8XaMigLGzopYsZ&oRXwT-)_q0<joC|s`I4U{@chBeVVXTsv+(x=^J5zOo<_C3
zqoDt><Xm>{QqzM~j^hsg54w=5UZGo)|4v4;v%|5Xd~;Yb<@i4>tgKQ6z+Lx9GO{;$
zjISDgULD}1|3`~9wodx*R^ILJPeN8%HLl_T3wJzo?FQ;78>+Jcy8&M2UKJhf+-MEV
z)O1LGz(W3VN#eWunB$u6Om*RavLFtW75sSyA4Oow2IzkH^!_Q%a~`+HMk0U}!qz@F
z*w*tT4Jc?=`}Rlt#laXj&Fe&ho}5`fd)&R*ZCebRXI{a;?|JPhj$_(o9iV#m2v>`K
zVZU<m>)p{Xo7m=)8|${et;UfoQAo6Uu$ME%e^<N^Yaor2fSbj^uTBrpfiWPQ8JsTq
zNt~Nx9f7F}*CvGR@Bmd|(utQPW>o>q-&s>6bTEgK4$_tgz4fCWW<C>lqHk2U!jFBz
zad-5g5SB^XnIi$coA04<T5rph0dtSMf9+7G)c3`CpIBNbPD(^HggSo7?vozSA@H`W
z0h$n+q)F(3InPL4Z>hUy%i+5TKY_%sP_7pul+#1fTb?gIC}MrudoMe|iz-PKZ3Z~I
z42~<gn`z2w^Ji(2D}@l<Q=9q8e#!su1Ks<WSaiVUL}oB~r->L_CK{Qm=_7x~lJMA_
zweXXbfi9)rHx*aWG%%X&So+usnhaFF4H<TE0MQ{*Y`weC#TC+pi<tP9Xc^TRTZ^;D
z`**fTAJ2YJI{}R`%V_tXe*w@MU<9ScteQikBvjAPIz38yK$6<G{mCqmuQFi5oA2Te
zLy~KpW+D6-6`R_xd3L(8r%4AN2s2eWo7o^4dBNvv>3d}_nQ-X94pktLi3Q%2mRVsE
zq9h0g&$pPI7VVv|FqQg}EcO2^j;y1|`4a{1iRRra3xu2i+yPd{&nmwypILgF+<7qa
z4)eBn{2AzhzGYufu4oHiqL}!kwAX!BF+ymK@91%TKikRQXMdBy94``{Uih79gQw98
z*BZ{KA{oMyW5pg57Z742!hVm48%M>h6AlKH=SpINFK0h&;L!0&Q~?cMgJ2imagvR6
zDYcgCFfN)O5hEWmLK4dp5y^b>6Hp{<?zk|0W`0$HMa#trvqs)ug8o~Bp@YGn8k-<L
zPAaGTzoorGFm+;SsyilIn3lVH1xLLvD&8(taXpY*E4Aa;2VXB3LLqTOp0mZ{$5@82
zUwNngBDF1s_eXaQgJtU_+WYs)t!oeGP!^u-dmSw9wL*l74idSYW8}-5${{8X9*$WP
z0%LdxE@&>(p`}(zwOv40KRDp1y43hY6yJ0lwD*Vq_24KyHKaCg5%z-6T@V-rV40uX
zOR5;PAsNdj5+3#VDMhlPy6Y5~;uqQ?FCdzoV^u>Si{_I&;H@_mJWo%U^pF3&$*bc-
zDGOn#p9+{35K;zOCPn~S-f9?RgzQpzmii3O9^Gm|NzeC}o`*a>M3}-krKz(IW|7Y(
zb07$>!uycr=gUoD`;ALn@DQSkyunBxRljw$Vu$)?zZ#AFz1xxAgzmYQWz0lYe(cw9
z^s1s@K<MPt2+-^MwNZ(hVuq^+Ga<$lhB5Z%%t7;xz#gVSWFL;0UVuWAx2!9Ki0;Fc
zRoGc<R%Xr-sYbK`6+&+V*3kO*D^vdj8islNq$O_)EQtE=X_w#sVkl=Z<N>mOT!)w;
zMYv>Mhhd(uI%MaxhW|{!f<=Ri_ww41af7y9%RaO=yX7`zb@a_{IDUDF6VGOPIqpT_
zb@vh1O#xDUtOW^vnRMsw%-@|+PSFXHFN7qeSAJ*GUG%Ek!ZDR8(Sigoem#hX0&@+S
z^gn}zU05!<MUnTI5wf1_nb3pX<V)aiCC|$i;;#L0I<x^NmXj;P;#1xr{rVU~KNj@t
zW4RRY%pm+EFth;%>DwZn#f58L_RtaI`d+@-dLt%3_wNBk%=?WA*KjS%RaWmQNBvo{
z5J%~t`{b2Cly*6C#g!`g|4>;lD=*L|a<lQ7x7cZI_{%W%W{W>A+2kGGUfS=X94+Gj
zu68y*R;t9(6;OUpYHr>01>3lIi?9vvvmm~nrvp8b#1O}_?U@Z24c-nC98+NS0(H}r
zT}0uV+cwndTa;JN-Wq1N4w(_zPhEpL0Ar%J<U8Vv&|&ie1q^Gaq+W{}J=XK2K{uqb
zS?*SAcj+)po}-qOJ?l?(17gTQ1}k@i=-r*Dznh&CenWy@5AXWYZGrIMeGP87pCx=f
z5_Z{t+varmpfcQaxA*P^<vkE%hrEfmBQN0$3Zy6U8M1H`eyC4D-k%#b>WY<VX796h
zYbAERc{gDyhx*J*>>S=byAM|=Yf#|9y5;^~`{HX|Don}r?0L}NB}S|=X+Wjo1MNxZ
z_N85E|A%dL%`k~RK0I_Wo=mCcrzw5kCYYgLF<e5Lb5{z^@2c$k;U4($^DMu*eURA8
zjMUO_nuG;#VV`VKoo?DyS6=Q$+_+pPPA(ihP<4gSVN)rmxE|d5>fxUq-x+^hXf`Eh
zftQ}#_xCH1s&YO>i|vxa%Qe$ZNk|5h4I$YwH)s;}WG;3!)94GNkDb=9|Lfv%PJ2MK
zBicINuoTiu$;N39Hb5LU?So$jm|?R?f5U$&%AVu9fS{|VTK9!|d!+Se-2w-rE7koC
zoe}Lut@vAGcL@g0^Zkv^qtQyT_}EWpYYym-g=Rur|7O-mZys7(qJO36&Gt;4^0pV^
z_9$aH?_O#F9vrFCzfYPt2hlA>PYm7DnJZZiTixA@BpJz`rQ@rQ?+1I1S^f<+-6fCL
zti~njWW=k6WlKEYjJRI}h>0PKU1BVxC7h@ILR=pI72?XT2jqP^@;tceGoqJ~qzlO;
zNw}HiHF5V)C?lRziOb<Rv}_DsQ0#F(Ww|mHkh2Ry&$_L`$ZcYqcHE)AOI$7p?b>Aj
zqPLfSr|)j)4Z>-*ct5`I5mYnuQOhIGK9*5U-|&?N_H6G0NBZ9yIQq}QRS`(~Pn~5W
zQ~%@XCEo%P#pvAi;#)|-TIgjK9$pN>m`>kKZj&v~nKOoAr)1PQoN=?1+t6%*4t?@d
z6}^8_xx4NpdG&L2clS*zn#*}`ymCI^Qf}{;mG@{-<&+_sF;S+%+U_oXv+H*k7-aR2
z(IEzXpw0pkv}JAh18GcYSLNQHz8~|%w$NFQGp&fBtlwd5(Hljpx&2Hv7Pp(1$cD40
zzD4la#<(BSx@DapdS3L<KssOJaa+?4s?)>qB4bxL?YUfaO~A~Kt+DY6Tl<z%arlv3
zDl^FvoPKoH?n5O`>|_x*poTb{mtOanfHo64){N_VD||TaNPRo}%ftxyn1%&X48<lw
z+r`^}E1oi=)sg2%z;{au0xGLRZsx1Wy8~q6w#>WTSKxc8C+r=gN_H#JA(f0Pr>mn=
zy}y*_<AJgRrod+lHKWnFcGqjM1UN5rcAG${w?!Hm7*|=d-VyzD$iwsy^D^PIPOEYp
z;NCyd0LK2xGh>L9ok=p|(^iP3p3ebUlW|M<m)_a*zs|4$3aUR8l+hUd_boVCB6`L5
z4MVjqQ>Z2n44s@o+tQ?9^%_BI=wJJoVao=?r=JwciR?$uxt%OIpg~bv)H8u?J7N36
z!H<>=6uQU@NkhL9wL>e`^hG21kl!PIV$Ar$Z7PZl)*bzc=MZck3uddTWe`LQeGN8?
zT0vmFO_Ey8w%6MuOk}aYK}9gqcKmlp9#42EV8Gvim5QvP3mu4=@{geG-<v8SY4u?e
zPP~jNIa(hGtgdiB1ABwtSKh>@AGx%b3uiuPUGl)0!uK~KHQDLn#s973Fk6N-_;V{`
z3G3OX=7R4g@pgkhX*n$aei6}gwc;QX5eVL+AY{_{5|V#=r>K`uLyc~Cm^shiBrrIY
z?#^X7Pc(YGl81&m^<z^Ac0-ooV-gs9CXfh`?T^Nki_u5QV(8YB%8Ha!@go?r*EW@@
z(v<&|7%BB_$#xCf!}^(It+=28M-it|YRN5FckcKM{jF!iaA-@spvN(H6bD*=UgB%l
z!!1=o=fr_RUmEagiN8yS9`fyp#6ZTB<pKX6?2^o={!b5^HaB8kC&JQL`GZrDMOlrT
z)W93i2f;+7Tx|0$;O*vZeWp_^I=`73Cy`UEidWLqNPUa@Y3S<gg32Uh3Wb`uZ*ZS8
z!zq5KET!aZ*^^fJxQpQtF=+!gAv!xo-iihz5VJEO1lUWPdvB?lucCRHsRlNR4hufG
zH-?(DMdOAd*w%NDt5B$X5Z!;=sLHB?Fu3v=vlp`TNvxCfFHYe0!fZ<EG9IE(P#yf@
z5WPUNr5xo}^R;_a?+XvRezg69G@UBmab}=0#lc{tXu(f!j{OL~oDw$cex2E5rI4O*
zhGQ#nF~2IalFr7@XN&)mi29=jff~d}5fV(lTs)$ni6f;f=bomVCav7D3;gtcKZQnp
zH4F!;$>C7)Hsp_#i@`1ZZcg>o0%tyF&6O`dK=~+42l-k3r==m(Rn!NH0*8gcAA_e+
zsG~RGTr(`2FviaQHlB2tc!HRe!WCIT%{YB>W`0^%_>~BO2#V=3oSx?K%;#%YH<RwD
zf$JC+I+LZ0l>{GIj5lpmMTvF;?w2?y{45i@t1sK$@p#qD2ofmnADDe~bzm6enH4^T
z9qCSc&4Yirl;MQT4DB)+m>-_(E_pw23%6cnJRwiyV-thdq=6@)>Jbt<daPZb8+=wq
z!{X5`{#wr;IX)-Yxk1c`l2X-gv?-Ac2zy>%i>GjJRl>$BK%U6&q#w8>x;~0`-$}c_
zl%&jBm+`Kh7oz9=-mx&L{oI(qbMC7sphRx*e~THkLkcYP>Iyn~v*#!rQ84?s`y>l$
zp$$_qFDpCcnx}dpzWpUUHyNGQS~((mZVyXT0^sx_2^{QpS_`CJ02(9SV7^gU+&bxu
z{+0g}?$k$>7Qp5CPrMFsEB!$#wEUCgq8Xeq_RtEnHa$jirGb9Om1IX0!FUqKlT_+v
z`s8%)Y5!;$NdfiVJj_=yw!c0fWA3g@L~N_rte7BQb)pV?^q70F>#!@n3<ZgM0W*5V
zL=DPTht`85I-5B*Gcm=ii~|<Nlz%EsN<!*Ty8I~kXW#zjULGnLE6RP)h%gch-3-;z
zn4DI+u@`O2$7p7QV|##PoH86xzwoJQ#oQcXWV(((u2qz4sB$guGSxM4Q_42UTpBez
zkc*kB|91P(xUMh(&B4PqYk2-?SH}4{lS*RUk#<n>l5ad(c>i#ut5VWIc#$B{xgq4Q
zZsYkv`{`Sn?sw9;xWE{A<vyRXDPF@=rz@bPZC`xWJ0`?LhiK;O{KJ&Z5Eg|B3YnTt
z-(;7|MPH&75db0pR#+^m4^L)B4cZsk^-dB#3kctj9=R({HpLYPTg*RtL$fdL3WLYV
zt+;7Mo*elyiUG05A6M1zo$|Qf-F>*j`~L5mGGV2KqdC#AOZjH^Ihn;YD}UC+v4p?K
zR0(*#=8yNVq_3^Oyk7nd<yGL;b0ACt*H&k-%C#k`n!9>=vZ7UXFnCsb`4gd$lYh;<
zKOSYKWqKKFb1}tR)|!~QP4qg(b!_sjfa#HX7NxgU+0Q@KHCnt~_1X<f3_kMRv8K_V
zM}_uej4k&qN$rQ#)-tk%q*@l}VNeWnK-!Z~p5d3bN{yQkkF4)~S?tROv9HfH=Wp?q
zL%^6TA*#c-B{g6xV+u1_X^Nhm_Y{R20!ZeKlS<;GyU$K?zH?MYK*xUj5&kwI3O4A~
zqI&5J=Q}7rl@JbJ*E23(FeqX+)5$su5HKh9L6USjSv!M*4T#3jD8|Pf=>6FTjsF=M
zz=GT3Bv(ybvxe&k@h(%-%+oXgmArbjhpbGUN{8$wJ`W<1Xz_ST8o(y8*?^SVlj;(|
zuTan<R4&tT<V%moaERcDe1&vrUCbzAbgQ1>nrcFNuNI^~bbl%I?@_<cRX4R!IF>tZ
z_0$Y-m2bI5>~VGL?9u*XC>QX6og2VRCeBdhST_Lt#F#Es*EKjmsAxx(F;slR!KZVZ
z4_rKOrK8E_{%!?fU;u1$mDL{TW9m?nmGmu|mVhJlW5IP?MOi}&g@OUso|ah)tVn4R
zj^@|)G7ibwL0%3h_YY$Fz{kIWfZ@yUPmrp|YMh?aAnj@UMz$ZS0%?xC&v30w^4#Qy
zao2qMDQpw+Y}QSWW0?^dPYthP+tz&nkYw+tQ1kJDrKHP3F2z3dyq|g8woyXtIZE+a
z(nX$}uVPcgq$;hRkfZ@Cq*5cK(1(3J8tIZn>ha&E>b6HrLH`18XXdiqq^D-BgNd@J
zTq^_`{$7OSN%Aw`KD7%KMkmtWSM>!YUNl;x6v<ZjL?}QCs9*>->2J<`=ut#9=zqY}
zbowMTeTET0`1F%`{pVeQtr!~SXwmPJw-p^fe__N2YV5x{4^RA>J?V%+vFDs&ikJ)R
zM{94u^Eqx$Ums*Lj_<ed{-np+m~!rZzXjK{wmvWUEPYc1lnx!B6pjPlEj8H1=KKqi
zSNCU9F}^;YGr&SmMU+p@jp86*lp6yH7e6p79E<u9jTMLgN7PDg32N;)=SXm2NdkYJ
zH}pO<LWYk@O`_+?-X$bEhulTy7LQ;@M&LNY%l-wr_5nr<D4=wfcp5e3G~-;&$9)C>
zn($gU?qLgVym#F7kc0u+G5Ro=1*idB3sy@Rh?J(C+}g{3$f`oThhNf(4Gd>TdKj9l
zaEI?YZF&a4eJt;7w9pYN0Qq6hF)n3N-dt_Dw}K%i_7F;XguQV!n2X13QJbP~i$U^*
zSCGC@;Vz3<n+aNJsCn-C9?+<^fY-}@WlZx?<Rd0SbS6R3MmgfB5$oWNjoCQ+oEl;Q
zS?cg%)$4XMk-2V7(=a=NtGF&g^IiLJAS56zpb@>tqu@J==#x__I%?tGbdEY}qy$=t
z*}nkhnZG=bwbcS`cN{YLy`9q+VDS&<0*(ADIUC4RWLd3Cl-p(FnXHoCuWUF2W<@_z
z&an3S*+%~2`?1-$d|K#0g<mJ_@Z@-I@MV#HS)F#}3`*|Ma?>aZK6<_te)~8Ll$a<;
z+<doo_5e-fu2euM331OWKxl){<~@uauZyY8C18;rvFqJUWK2os&Kk!>OzP8J(0eq$
z88eKKlQ+S1G%gkDbRnW~-w=D$WD>y@5+Y#Q`8$$P$^uE0_m+TLDp7*a=fEwmN=(5p
znIE$hnv_<LN^33zqoJ@pmwCJ7pOaoky_9f5IBSwhN7|wF_XlCIaAV$N(s}TrAjnn;
zO>`{;$c7#>szy`J*{yklIVWx?LW=NFC#T@c^`q$yF|Z<_n(<=(0mYdxNO?694t&J6
zpQ)94M*t3utC;#si-TPWDlWvuVZ|X%F`ApV|J*s(IY?#~p=E!p?*&8r-`3;3R&iBp
zcw^L2GHugEB@WUywx9@bO4T=)6CXOv!D|0(*>Fk>ZIHGLFewU40Uvt?(N?M)7hTIr
z-K*>CV$4h*mx0A~P}%8D-s6Xo6zz)?@yUmlugKGs{*-4^g9J2PjQ!2!u>gC^yKUYo
zdYTvjJZ^1iIOTinT@O-%L<tcrQFxz(R)@v8<Q+{LpKA4dRTQj&cx;k*1f#J}F?R@f
zuUe`H0d5Q*+!3-2)!1-6ALF25#}RPtc)<sH@WlhiOSJ9PF>ieO(1G|Lbzw}p-kWz`
zmhCfGT(?ezi=Dxm78<A>CKuOM26<cnv;a7RCbuy`oEzVxB{E}7jSw?hgZPM9A~2Ak
zrUbyCP6eQ`;O8u_GyXsme=NpXZ}d}F3_nLU$sCXYZg@|_em_wo5Ww!zWaA4HS0phY
zyOFWvtFsRE6R65TV)^(fWH9)ZwhTD8YD|GF?prfIq*v%w?*?tMGz^$76}ge6N(WFj
zvaVdnb$R0fB<^6$OZ)7QK0P_2d-~$9TY}#U`rlnQk}0x2TAGd?blM@Nge$&7mV^V)
zoIk*__+kh#EI$IIVWy|}j7aXUExsa`oIR|zg`BP~Goe}dA@=-BK%a8RjL0evxGpyi
zDMu}|Xh;IAbE)S7lrSERY!G-yK|Uw2(D*3<54!Q8x#8n$7VLPud%oun^?(B8$k^rS
zmU;#yOqNKr+_yz17pGGfD`gc%e~^QdLGje=@ny>iFu_;ObG47(Jmrq!$<p8JtqxuO
z)pGydco&Sv-^h^`l(np^93s=iyYJf(^f8K^{2A>1-a9PRFcon53c7BG@WIesgbjTU
z`>enRs|^@{C60evLf-Q{i$`tlN^TsQeJE(~jvggDiy*Bv_C5S~0s;$3ht;GdzKDPN
zfF5EwdMt_o)ZDJus_j3Etk;tNkr||!{j@FsE^#oOwF=96gD_=O<6ZhD?&j^=yVLP7
zONtQ7=RCGd4@4RUU<E;%B!JNlAE4O*CrUo&nOXq;t-*#0Dc#NZY6zp8T?U=|<;$0?
z-=MNf>byN_BIibFf;7oLftJmOj)j)qT>QV1&N{5A_x<Bzj2=izccT&t(p}Q{QKUm!
zknR{84N?-)DN=%T=V*{_B}aG1M*rsb_s9O(^<4L!bDp#3ocq4t@7MXva})(yd9fnA
z!m1LyC7}|=-Nr_0;CV4ulir_0k4|!M^2RW8`@Ao9s`y_wOhp%&Jr;!Iv`d8hq7~}|
z%YMFq`r`?R%}E@6WEVfg4U~z@!nXJwUXddk=~!^`c0Z0SEi|x=G*}H0GwJjO_=FV+
zzWIi#2(bjthyGFdkuzoNaR1o~y00-ydTk?ifbIdU9-cYvuVLWzzl632>0;qMcm4UC
zb>|yvDJ%3m?lktV-(dOBdMMyX@Qn+(Ox)hoe*Se(&gs(cl`6~r8qv#;0CJ|%DTfr_
zgW&#HE>LK{nv4MFiZJ8~Z4XOW>W5_oyd+-7VDoNv3?mPaV};RyMugCh)MRh|3vLf~
zemjPl;>fJ|=~e{)K0h2?e4uKRd{k4f^kLv<8c<*|z)-T7)ZEn&eS#Pi7;a|8m=-nV
z9I>DVZ}<Z=@n6#FG7#Advq7)moN56!btAiSAf8nuo={ot+jBB8pzuN4KeL`F_$DKI
zD{3r_pAy#2mOmWLF@^JEWlRqcj>%`#_CjhEf3x9+OJl|H(g`hj#@f{V7T)Vh5P3Ca
zwEg^b`W0QF#fBkAqq=Z>o|K)3(n%BaVe2>e*hJxMJ*}>PMHDnJt;Y=X0H3clp>y7R
z9hviNSvdpZS=wLhQ*mi-Iqr8Lt7#{z>3XdeO0v?RPklmhGYU&l9-F?qBoXT1|3KQV
z3i{JK7xLBfzAE8>n#oxS$No`o5ZA^Gmbi%^+Ng_}drWnUAbI#Rt^1#ehIML0ZejAL
z6n*Uh?!^SEAL;@4(6G1y3V!}h{K~QU%TJO?_rJu-4C^{cpDf*ZmtXR^VN@62bDso!
zJe31b6Ed}bL0@K1VD`)XQoaB~&X&(4r~~YGeky?8Fv~@cH~3LfI&a%Iby1Lu&(BXH
zzTE)C4jFUU548e|W;rn|XMDYNa!F(u;15F$WOJ=!zqkbCl!3kBHklw1jAA2XdP49D
z<ic{3wD)764H)fK4+T_zZ~7!KzKz768Gb<5wP8j?6_`a<qxW(40k0ar7KN{MyR+q*
z?yx$n3Wr&xG{3|s&RM_f*)I5dTpE(nE6dTWsG<SCn18dzrFsJCcJFMzNG6{;0iple
zu5`^VPaON@!Muyq^&lnc!5e@P9b4Tc#_w1@g3^_}?yC$Ze)CZtAI+OPa+8|_L(;o|
zS#WBdDE3t1Q=Fx8){q~)vL%O-*%rkoI{&g2Dh5BzFIP_WZ1-QJn(&mathCihWa0x0
zLWmO{`hGSi8}D`2d)P;(RTx_2%x450XJOPBn~J_6yZVPAX`;&GEQfFVCv{?p4Jq(z
z+K}+`!t>f+V!rrzewgx~j@RPdOmnYP()hb5d!Pdq+9e+4veRdLM~N_VmL26yMV16r
zJlxT$NnX*kItcBc&oVF8tH(x9^>cPpS|jHgf)81=x%+RFgByN@aiZ5SrAv5^?mOdR
z;BF74?zU7BQ#S-Uo3PsckH~@!An|WX<bscsN{)h!CsKTRC&Bh8ozF`&_ndtE-Ys@-
zh++V)+;<kd8$RbN-XU0J3qtZU#{qCu?<c;yyiWdqzYzGUHz>}eud~#P->qZc?c3#R
zwqb0Yum2$k#Xb6338{1Li<xcm&=c)$S8E_XKgoVSeQ&)PH~7VVi$d?tn1aFp8sl^e
z?omCSro5Xr^Zs|t#GY$k-nTh)9C-y3xP17yJf;~0F;-Sj_~ry&Dx{hGw+tXO3Wa^&
zDdG|IzabK{>cbDQ!AjJvl0uf?e_Oiukz^>UKThEBYer`%%E#<l*?8I(Nrvt%33_MP
z4NwUJ`I*p?Aho;^ST`lY#Z!8ie#%sqv!TnqxNi7>R?NPjb3sSG53Q*Tlv#~y44{lh
zI(07FkXRph2{aPhP-M;<KJ*v<XWKn~_><Xf92X8CUhOC(d-yQaLB^c!0T=4WYDj7;
zmnjO69m9|914c!r8Cp)aYU!lSi`y9Q?cdrDpu4F|;Z>q{A}mfzY8-bxsLCcjBZQUb
z@*7riS|in`$K$#e8u-cM)!CNOXrY*`&=h#4D7{N0rVd9#DXn`eBYEew>d@&}6gm!0
zmB$<&ozDqwr*2$+mD{;x(6srkFyH&BcL;Pb5f9E4+@HqNSy6zCX!-lpwivhbfSZM%
z!TzWEBcFEBJ)iRu!>5z0nXf+RhELEcnG3ex=!(pr!P11)Z7BCsH1%UEHEj$_yh-i}
z<$=0GX!eDfKo!{FnLPqW5i}bshJ+FLq4j3uGf)(X+hP!Sd6cFa4a6`3EXv3Jwv&oJ
zc~#ZV?kN87=R)|OB{KCZwJ6734(IdfYafoMd+G!+S?Uu3<ydy2df)xSm8vWI-REjc
zZ|w$_&__lqO9ox(&4_@44_YA93`I}O`?5DW+i2V-%aaowx}+s!QOcHaCuCOr8HlLP
znTa|-!`j11l0;o^n${5^2}bnx$l;9fqyt?>74gLFX!HpGtMG~>U3KbN{_<U)s94Fi
z&)hDQrciz;-v~Kh`Dp>@>Cn;JIQXto@<cmK&C`CM?cXejsk}%|;~0j33~pB~>`_PC
zf>bB@V`DJW50C)K;ajwQ2|2>v&|!sKrV{iZNp=!vdWPClb95NMI;>#cAIC+A!V`>T
zPgB^!p_9BedLqeWou4XmOFD63208ONA7nm^#k*tWtb}X8&I_HNBfs>aC|U}91%`}k
z?6lq=h#o{rVE!vtwR5Q#zRYR!CulfYR37hq#a&NLU`dqC$Z|<y;~>ISM|`{tjd+#f
zsPgyx$1U&D)0n0slK-%?wk>8hl12x4S|3M=<QfJ8^csaoTg*q-JG+%de7Ah-JKXwb
z{7(DXOh1LAu>me<5=F^H#(dl6KTw6D_n~x*-i%9}L_h?d`1a-(pWEpN@&LQXvg~f}
zq$Usw-Ss!^w8<p({~*NB;IF%O?nYs1fFa(M$hSEXRCw3oft3An_}XJcN_38YyRygO
zdE#hC@E7&V1&;E0*4r4g<9o%62l)lc$+zgem1!|8wV0ytV?{}B)$~oz-_L&AZ0VZo
zZJ~gRg*#+c!oE?nXFme+@)>$j2u`G&v0Z*|c!`tXw@~X4@}hhtv=9~Rzop-n_BT|b
zyLQuu<J<yp<-8*27}F-&mT%UQE)UpU`C}@-ZhiJWEq3Rf%dTR(*8AhEXt6?qhVTEC
zr!dm$J*BP7q?u^4403{0N3;kvT=jp{UZD{TRiYck2kRuBV6y2;C9cw-+bV^dRt=H}
z5nnv7V@ZXbyqf=v(=6qpg8JihkWFZs!9i3T?D1*HZzr~=cH0nT-Y-^ghoeqqD@MEH
zLDdYt)99d;<#%Ugt=JV>vfDz)pXWY@Vu9RyjfxC!%}-C4ufc4My>^CPRvrq)+mevo
zLJ6mc=7!eVo+c$g8X)}Y%A}Q><8j_1kW2XQBtotNC(&=`HW5(0cAFuRnj2;z|EI#J
z2qbEd?UnZOmirD3VTk&q_3=B?ex29iZs`erL|^nKbEEHhwx;~g`^&@4k}?eZN!Mel
zvQsUSwISU)_Mz-|-jt3il94+P!OAQl#z{jms~gviSp_pW%PF%Mp;^4>CPiXFe?ur^
zidM70ou#N}Kr@PN^gro8<wy5dZ8&oHOLRGUnC_T6qeks6y10Gg_d=}brOW3t77!0d
zwvH)(Ph801_Z%>4zl&1xOntQKr_KMgvQp_?I-0~#qi$o+a?_{UpWPnNk=k)Fc-_(?
z<4LdhC);Ap&22%?V>p04<kb=p+~kuL{)<rKiosx(QC#X_ZFJ+c$U3{@`YQ@G!C5{K
zF#TKNNyY8S1nb1O;Caa<_aAag1J<{y>w7|?La*XDF-{iU6}_Pnu}F;(ErLL#X3VHx
zfuD?P+Al$|;}@q4Gi~G5h;z3N`QK;gk`L!t*X`ORT5RU+&D%$3Ys{~-mVzM7Y<8YP
zKt8a-J_E^o&65TjSZ2l1%DD#SXYx=bi=>tlx3_{vA1E#4tj+HOvvyYbDQaf12i%ZZ
z)LbB9pM&buse5Z2744(08F3bo$6@@QvzXfu07|(gr&A!k@9iE{`YHJ8?Fkjt4`*%d
z-4CDN8l*0u6C!xb0#fnKwK!I`Bc_G}soH<Q+}yWl@m1o7LlWR>+nESH@0h%rWdaL+
z0wHE1RP&UKxkyO1G;9_WCt6gNZalF)fu>F9VYT+d?u*Ed<Db!FeM4-#brJCQ%z;nW
z-EK5XP%bFo%Ib@_`zbwN=H~6BS0uX2SF_k@FC~Gy!P+w$_TI1l*3F`=BC6Y(e$|*;
zguR7Q^EvuR%?Z=$;ErGsk_zhWX!gJ{Y`Fub$cvNEd6;D96iVa4<YYS1R=7cT3#IMv
zP+=Miu~^UKEon6Zj*iRfUvc%pjaSmddq73EGMzW}=^dFFAQG>ebX=MdAAB;*01MKf
z0AGniAexxNwOvSjwy1(+7oZdOGB$$c5y)@eP|md10>Z??3)KK@Pp}!UGiw<drAK^^
zI?RR=>j-y&Cu8iLoBF$CtO6K);%@*qxg2<7;}AVo*mJYQJ@A97xZ;Wrtg%0?a%+d^
z;)>4PnOTb<jSxT+^QudEMjEcHvl1R3AXfR#YIw1O@Y%h`#6z|w#$;!S1NF|Dmz~hV
z1c>p7E-bIcfAxrhdBL`N-vY1}_befoe{xzn;3!NF<Xe-D@mdmNJi2h!lId&uqcnT#
zVq7_V3M7NU>7xz57RUQI+84~y2<AD`ioh5L{$tKW*aTMdqv<=EDF9R^TM4=+x{>ZK
z?X6)T;9^sbcP+rLGKA2S1LxYyfnh&-08A>84y>%i;nhwcbY4XXW-QqCDkYM6mt*Wd
z_ABb8a>r;ZHa6uESRa7r^Vs_;9{K1}1LV@)ge2|g8np}SFVak1IrL_J)i`<Ib)G{C
z!gsHHSs+^0hhW5tYkvi?OrKc@S|_g8-3GD|0yzi=;sLQds~i~4bXgtmL@q!wQ)x6Q
zTf(fnV3En`qXR_n(A+TxD*)d-`s|WBV)|fNm5V!qEx0Hc#s;wSAO(bG9)U(KM~TFM
zxzFVP_hCXyGEvdd%+8j<^Y?S7Qj^&3oYsyaOvrP0;;$g$bQwSkDK67{R@fq;<~-hq
z^cP#PnmhkA7IPYqw{Duo!36Hs@!zOq24&f`i&w+BrbVQO>0a>jSmI%04J*a`z5Kzo
zn-ol2i6+f_eg{Op!3&Oi34vxHSldMw;-tKG+R6TGF}`?k`+#TmSuP+@s?mG1&zK~8
zc?#2cV_HX`;FEz{EtB9`S?WTxqBCvW#FLh{!9_}dwxr80n?E$3>Y#LxlAIYLP9ZTG
zkkkS{pYY8skV`T9y$6Y$%VYnSB=vF3;CW^@bL_Tc)><&Wrmfqa6>cP!e$x0eE*c2_
zeZvKx;*u;ETrNL(ZQ^t%=Icw?7bD)lK3UFKzwUjXxyhW`!J?qPRz?b7J*E?LQ)9xg
zy9_)Jny|Sc5;*m7Od!Nc1S%1P0E@?HbFYe?7MT?)0m#j7wi+mWv|B2))3d7ZmY+m&
zaAWWb2O<Y#*pb_|m==I&my^Zdtx)vMUzg;&35PCX3G(hbK#G-Y%IjQA<Vp)@#tU!*
z9u$6%FM!f^xw>AHBme1>C~oEy*Rf0seU{fApZ3!#IU&%MgYM5s>`$HWiGQg;q1k6`
zZJs@ElyU>gAo^W;;-TRaZrHz3S=}BIVIM#pZg-{)hn28EA$(C|jGK#5!<-H56A6|6
zGZj*D^CPqXTS(@ky06BOy!mPX_+`0vp>*7~2XMy4ca3S6pAj~<dD^OMKwV2N(mHSq
zKAON^6;OY=)}(@6%aY8QnR0vX>rPE&h+xDU7{51Wg|X#s6_rR!IJ;(>1PbeXr2kn1
zRE?f&!g#TL2Qx`5%ssl;a3fO>OX=2a^M(JNds5RTsXbWbo4)-*;0I{A;!<i^5JF~s
zX~$k)q-!fdq>vqE<D6;x2A?dvyI7+{rNrv;`ktHy|FkXxX-SLug^u?Jd=IL1Q|`@R
zKu9-bb0EuSTT8@sL2g3YPnO{AN{`P_Ls4?QTYe&p%|_jt-v<?o<l2?guG}4UzJR%4
zkMc1w?;>Y7Q9CtQX;}kW2Ewh33E>+UM$=~iSFG2ilr+CV@oEih&=q7)l~H`dBMTf$
zs+W-Jj*V#CRn?FExt})F-JU9Lj-Bt@z6n_j^cGXoP~zl#&19$A68Gn&1GkR9gP5S=
zWhCK$?R{uZ@mzUKNvRwgQ@!*a`05$ZdBH_N@ZYXoKK77rT_AHRc_Lo-<3U{LrL1s}
zTpbrPb3{jE-;y6sn%SO^^q7{020>tYPRA6>$7+&_q7IG<MdnQxHUNV%5FxbF<;>`~
z?#5<7+1jtYB)NAFv2!;GpU=5HHIQH&8`|D@eKdr&9tF(V&}?C~)`BYEdNA;IQy}%O
z&F3^f+QJpMo9b4*sl>`|yAfSC-{DjM6`77nzQOX~do!!@zBQ!FRptHlv$V~*F_-pQ
zGTpO#haHi-Lw;I$o98J!?NdgOap&>4m-MNMQX^<>e5)3P-s8AYL~u~8C>N3J>gfq#
zjPQ=%?1}%tIS7%bE>~XHaDE}gUDBrUiD-0edo6>+tHL7p_>T?#=dD7zhtCbbglOzk
zqMD%1ip#fE9`@>9GlY;Af2(QFg~JLL%J=Uq1k7Vg)p4xj$8v6;$T!3%Ryt2<PI#jW
zF1YVO2nJh}R4()WKq9Epr-=7U1!K)h0JFjD{B6HqWAu`fWX%&YuNMl6MXK181DV+O
zx0A+)X4BQo!|k?#XyP6GPw0M4-F@4)*`g~X?rVS3arC_1K*X*G)!>y-W9b)f?=lT6
z_=JP)FL%{1tj(9F)Sb?cMJ_T|LwilC{?0!bej9&xersF!s1_(84=5|_mSNESOOJ*k
zO@db>a}X&y4?gUA(8q$ZnK_RitWTTw3-`)T<GOn;<Eb`jBH5S!$^+5D$0(RK>U=WO
zi?D=Mix|Lq9p7-ICPa^Y27cik2GHHBIxr#FgnnXsc9nEIPW5`F4)*KpSR72p+zwH7
z5Vm&%hqWk}&nBmC`{I}|i;WzUn4=zYnQy=D<H7d<Da*cW@pnq2BVgW$Fu5iMp|=(C
zoEJH*#AGQB-zfYF%PzY9i-YXeGcN&dh2m3po?=n14A)5q`-4#=^E_}qMpq$>@fDk|
zPWPu~`X&qGa<*Klgw^pkevg{zNTb6h1(ME<n74AE(cK>Go&DRe-C>BviK)qkDiFbz
zg{kWpbuzWG?Wz;@v?~)k=dbx!`p@(ANpO>l<@=gn580(qx@4bz^rJlrUL8V(fdz2`
zqM##V(ChepT(hBavX`y>Dq_-QN0!dAf^5-;8mH^9$I40ZF2u27_fVvfB0zmc^6Z2J
z$V)#Fh9n<;EQ$WP@(7y=7^8$w<uVIx&;U<j#5g~-&}topjMRR?rfgq?ogHT6o>#hH
zLxpKfOwc0`RFB_xM#g>|w*N%98{a%=mimJq90glj`9(1J5&d21nT_W^V^51fQQ0%&
zmG3Bny@(0<gwfJeNAepo-5*_}N3@hA#9r9<ZT(b6C$0o#0rs%$D^2WUCK?k*DzpNZ
zzdw)G%LTP62|mpM3=Mu*L&kyAlR4+s{YWYu=fGD4OW<W$!Pdorw?IT=wN?)`T|1Jv
z#W7nRU7C`fIyLPTcuX>zDrDbsz!mVunK*G}?Z<@+pV65!N+ft(>GocK|2<rrlIQ!a
z^DhJpK<5y@<Gu1%XL<=Z0qM7ND=S{79LYVOLw_Y^bz(hl=yosuHhlETeS7@mY(11z
z1`!`6a&{sB9Ls^1(Hovd8KNskx+XGBj&=X!P}s+GG$sM9#6UA@2kdJRuN4<03z{G+
z8|*WJc5vA^ul_#d67Qs%b?E4UqY)MV8*M3$fi5AHfJ}9jZifnfC3+kk8QxGE!Cjw)
zp+s{Rrr%aR)MI__xW*omMAEjp*?M2c{{q3;lbdLc3)lTVicL%-<i5?BZJ7lw4{@0N
zeXW5K+5lI_09si`nXVq>L0OG32La``5Ko6-g7+qvBhUrS7yO^MRD-?1gcaD;p#VMo
z6gTAV`oc&tPwBa<jtK{f%AoiRU*y7OrX(=+ampA%xGW&pO5@E7MB|IY>8mIalpdNq
z`|V{EUM7tvaYC}!S20#QPF?0+!Cv@;6+~#She$mXH30$t6~Ua6GbZGH<3qxx!Fw_2
z^EhSHO1R7{*lK`|hS-xlG-`gM{NT2y;4hRfsm_^BZB%?lI((y(@LSSoXKFl4w!1X^
zIT`G6l^|iN!%j=YF6J{v>7&!}@BE)XuPRHC$&a<OhHX0gzb0QAMZ#Y0lolnY(by%5
zZfe`5b669FrhoblO!yMP68xWBNZ2b;*vp8QgAzMB@v<_+ZcP1||3$YqbTFDsDG)zh
z&UZdCSZPLPf6Q?klUza4UL7ACo^aILY?(jK)Vz!}jf0z{Cl0+wOfP08?EC0qrOeuH
z&eHr^DxKB$ZV%yI-rCu;iIl=OZhc{y=3=V3Bs4#$aZW3%Jf+Zv#l*5sb$8|PH9a7u
z_*-hbKUS+eD<WZ|K$KYnFX6t)X*dK$9yDKnylWpAk8wCYH3oE`%*gM?xu^Bt<E0m4
zAoq9*AX@B<mX7ziCU3@>ABtI$gqys4l=b;od1hB6D!}+!<km4t)cPeYU(sgyQ2VT!
zX%`bz&A)a>=nqtoJOj-O>L76!)R<NQ)N?W_4(5EN_R4VW%h@QJ;k;(-+0(_*+`nAi
zzDKO?@^(AhLs)lg(~A=U&ZzSHZNBbmJkA@cg@#mzux;|;#r>7o&1l{6-C$YVxWR<$
zD~8Zd^$iCvlD$5-FJJ5DFy@|qA7zF&dt=^U2Sm(44kkEJkmzMGjHM5k)0wFp%pJgA
z4>dKzJp{#0;$!0VT~mB@UC*xWtAwg>2lWfyESQG1;b<Y82SpF~B!Y{hEjU{6k{w>d
zJ6{p4JS0V)B#|l<Fn0Gf%7t){=j9#%(HyJD#YwmHl`=6JhB|ye&Vj`u6m{ldncc`W
zYxbC?Hqi8tVR_qv@|wv^EtD&DG9<V*6r0PrvtCJGjof<dkxmy@*7hzmT2HObe>2Dv
z?-d}-g~7C|s(H^5;-4xE-$JoOU;YUmOYT*P=(nnUsJ-hO)2&zmnNDz!v(p#K#sJ|N
zOpkV0-?g^k+{^UG;r=kKxe<k}!6+({y<GGX$Ancr{8G}()vvMMIg2C<5Ot&W=^wRd
zVbTArO44Oc)D3ZX`oU2;qz9AJ`8}SD>L|AYPn7zYnX(<Xgz%B_8+8m)FlR_+X_s52
zn3!pq&<n2*vZAqc9ZbtTeShStj-uv{yPKD=s>`$^MH{a5eHcvamJZ<W8-EQZIXJz)
zV|I844(M<p!`q{iLViiH*eqT@r*frZ2i@XBDUO+zPolPjt760101CF|7|VKpZ_9x>
zc#dlPb|dfg_>KV2#;!D2m<QB5^d3boIXjwc3~P5E(n(>QAxX7o;!~=tbeXZ!m>szX
zJy>)+Hx#dQ3lIb=3ZEnH?Uk7FIV;(#8fT?FR^m<H`reTG*VDn&ocoOTJ*|@S%I>O(
zeU{^Pe`9hbZMM|Jt*`@1!nK&?vKEl4X3-0G^x?7D6l1XO-!Egz@&k%>0G>Rhq-n-q
z8aU#@mqJV`J$Ja*XXsnK(Y&=Yp7P(hj4_e|s37}qfL8vF2cS%z|AG}2_V6+nP}`-3
zG*H}4AmCHxaNiI=qN`xVWo?+ke=`R>H$yF=?f*36y@aOy$YbzqhUMjguQsmglfZ0Q
zgQHJ9Kb;+9-z0nEDdoLcWh(oUTl=sq%?SVQ@mJ2ZJU`{_kFMq)@|?Z<h^inKH$?!r
z;f#1W4`;)BF~|H{nkny48eguLEMHiKyNCZTCu@2_F2HID`+vLr4*?&Lhhh+1jN69w
zAt3^O>zO%c+(*(YS*K^E*5#t28iC1fr63puRLH?*>xLzJ_m(`n{*iL{Y3fJENuEYF
zoV-M6!%t5-!|(bn)<|5KY|}J3?9a6M-CO<0<8D`e2Sw6yZr!^g<7<?^{tQ`=4evv2
zbgSzyidR2k5GBD;sve=SuPKWVGw=$d+~zawH`shY!<4w>;OiRi9VJ!#jrIMH_RFs%
zwcVABZusu6z5tA_+vMb6gUfhwH>G>x=hBPG%(AVdwAqXc>-!r`&(c?h#b~qvo+Z+v
z4QpSde2-t;Q9RDIE<v%SV~WJ2Ba`153?R!foVt)Q<e8-RrSsR{LpJ~>j7Q#v0FD=0
za3@_yCV@68*^HMV+R=k5O1u>+fKk(Cq9^PeQy(}!j<v5(ax~<uC34AiLHb@qQt$=2
zNXTRQ;<8DpjCr=o5%L$0fiaRx$7b;0yKcI@d(avl9Un|itNSM;O{oQ46z#mGrQ>(j
zvlB2Ne8N9pi?MZotB^pgv_gow4nP3q0@P7FjGw&&n7BK#uZ*OmclTFfF8?L56~3jY
zJz9_j!GEgFwSaQ(?sV9GP*|K31rzg#@MwWx3Z*IlRV`z*V@an<%GkY~YQ;?wi^){q
zqh4{JKHlWZFTW^7x<)=S@6RdwpC-5gr8C=mpj-qBiv*@<U!x$w<M_awjWu`Pdu;Ik
zXE5R`>VRj>FSWaC23yU1mg($=tlLYwK%7GiZ_l1rD6b;U2|HWb+8h-2&1iOnPD|n{
zIaLrte&6>w<@|}(DQyv7r;cYJT(zISF_N-cVQRWg5o*WesT_`C7FT!;AQ-PC7VJn^
zWw>091UBPE0FVS)pEdE}Io)Y-0}gIliX{m89@zND0tKY7n7CLPd@;CM*a3U3KS8<w
zfnaMo?0|3oTWUQ(1Y!WJax-#r*_*w_0>))v7WR!}^c@<Iu3z>{Pn;t6UT)&Sfg8Zm
z>tE$85dCVIM<~)h^Ou;S&Wpsh@*yDKJ=^q6_-sLW+{B4PoMsU8eezXfNpd{gec^Af
z?)7$#d6V>I#5c#kzkf@Ulo~<G(HBHxwu^XTFd2o4uA?|xzm1`Pkzx@NZUXdua;J`g
zurUUt6EPH%@?Xq$^SCuY;-qBnH}Y~|-G&*{@0W)k)c9cg_gHAxH2Xo=Wp4{v;i8v8
zg*X<h!eTRpZ8>g8EbPyQ9IAW-uKS=edEa;Vw@6EE6fBL`pAN8IDf)Sm%YlIqNG;39
ztt1R1DI-Iis_aoL5Pd1?d@j{;J=@O^f3<b@wU9uDOfE|`F!9TnY6ZNj_M67{<44W$
z%OU_jd9kBpH(Q24+k^+|O<CkTbjAJ+OF||aKi*)uMDu1#Le$sP57AkJz17hL4Qz$|
zVGud>gtT4>Hu`m+a*Iud7J&Y={A3NJe$XrV>?~_x+`_DN%t~5mOGR$HF?J~b)sQ14
z88xz?2!6SkEQBkb6mI?;w06qsMBmRP=1Y2Vs*nX@QtFKys)7C#jzodz-0+gs=Iu3i
zZgMw`YV2BoqPazfoNcEa%<_o3*Uhv0B2bOO2tdv89Yc9Ua@pErnS2MLlI5X-vOF^C
z!B{Ug1gG{$$(81#`=*LEX{K>NG;&w}Ywp2{jlh#%^^aHb4M^6%F&-EM^3^}G5u=_l
zmPN(H@m{$2lE4paFFy@rgB*vBq@M~F?0Nv=*!S-Ezv{lHDodG>JfbAnHH%BZA?y;*
z(U2=Ty&rdT>FBq6joAB%@gmdVqwpO)^|+fpeb^;S)6PxepDJqh0sdlQrkV>+$##<G
zNcPp#tfGAlXIj!4o;+Qy52+@Y4OSV8aoGSjY<1Mc-aEQKNG(!Y`x|bC=Xa}8V1Yjz
zDjF^yTRz7P>AmkcCh1!*J|+jP``q1UdPqnW&qc^cWq9SEHwL0_IT-sYOXH)bIzFv4
zlO?RrxBhmTYvSmQ9^nq@KYkN9E^FTdFHAsA&TxXOxQgvAXr-_k{2}1><=TrX(!k_~
zgh1=_h1|BALwX!Sg$|W>B$bi{CQ$fj63>3l*F0&@((a35<X5v=sb_Lzh^NF~^oO85
z8=+EE;$F;Qni(+|?+Ps{*VVxpM<FDyvaE(%#*C8THr+>d3$9;`3Pr0J$^F?-p?sgm
zZ`vBjufq|vIc7~yFPp;L??s=&O+qV`5!T}q7boLII8f~iBt0a<Qk_4&#W44mp<gOr
zZBn>xEk}E13cf`dr+c_Y2gZ(oHH|eEyM=}SeE=Vx*4jHjmj|UmxRSRe$jtsf0Vx+Z
z#qd1HH!FHrEGEv{Ok7xZKs4qu%A0&SQ(R#RC-$fH(JuSP;nr{a@4-;=0P!;cs2c<D
zd))MH!&xU|g7oV)1rFVboB4g)W^_nc?z1+Im$b|i*q{Fzx{ozCF=OmBct#8kYB}|I
zP8%ldoP#49_giO=xP$tWCA>cm^*1+ur-3rQfMl{jzO!^l5#`1zW5gu^ro;Yp7ZF3R
zB0ddvG`=`cYG+-JSSkE-o4rtoVgd1>Z#MlTpc3RrgB&KumF=n5vo+-+`k5sNeH=N%
zGYm7YcVC$&1$iG6UfYVV(7evMP%6snK3SS&8-aEZ(G$k>s{$fksDyeCc~!cL8fYAY
zqkQTUxN6fU@Mg(;;nwbqe;}yrFLQqRS?l(d?scVgc5ercW*L%SnI=1Gc<OsnEoz++
zL;4^@6_+i7k4s|i5@1_i0G+p`)+l$+W_GfESblZfT=SE2OjetwH!15j<=H#ZJ~Sqb
zrviPVE#19PN&nY}vL~a@pA$xg<lo}A3j5%TMf+2}&Y4#`1g?lObJ}ba_&KrpRaC7D
z>}6a}{@QK(DEzv2^V0*)?)WKxUK4<gJZb$TW(d_Jh_@eg#l+=>Gh0v~jB*jV)r8ku
zJ~yG~ts^+<{P^<!LscXiE58fb0)7p+3sUFwEK+mao+4RpfzIBo?Tk<SLC5Ra{MPMr
zJn6UQDrI-@lp^;UYceliK;8`lSB<+fJ!tRMt@<b-GUMm9BKrF(IX8>}DGxklN0Sa4
zrPccEr`}d3T6&|q5otrv={vdI@d>KD5<n#mtXoArCe17EvO&)-P_bmCQ~EVs9`)Zf
zZd*u|`;P7Badp6ds-w)02BBa{lXr{|@rtWdiUt6yJcq?Qx$-Sa_3+p}kOl}w7CU*y
zHwZ49;$QF1?C9HS^dI3%C!&wRO2?Hso2ZH49xG|1o9m`?=%@<{je7C9Pgg^w{%1C(
z)6RI_x=HGL098Njs0qn_$8&L%)DI_Ct2WQ><-|P+selE@G*zqg1j#w3oKT0En7bec
zdNfMV^yt!_s?BPWK5o8V@pf>@Oni;r=Ok=>-(^t-C#CnywsMy84SI6m#Bjio_-nXt
z+6%Ggd%)7&-;>Zklv&|K-DR7y|NR`oaoQ7a&nBW5+Y5WdwD^9L`ya<SJNj)*02M_|
Kg>pHwp#K9?v7@vA

diff --git a/test/python_tests/images/style-image-filter/y-gradient.png b/test/python_tests/images/style-image-filter/y-gradient.png
index 683d64277b4f65c6225136b899c5ef7d415d7ed1..88b0be87765c1286b97f0cc4600f081dab9863d9 100644
GIT binary patch
literal 27260
zcmXV1Wmp_dv&G$lLkO<H-Q9z`1P#F*g2Uo&!QF#|;O_1oAUG`Uu(&R8m-oBBcAx2K
znXc-pQ&p!URh4DYQHW8XprFv@<)qZ1pr9dtp`nlvAU_5!Wfo9SHj?sE;+me>r-q2S
zxH_v!UAyD=rJ00gc514>XK~w?+G%NP2L=eaWnyJwX@)i!KTDtHQ{Dv?>O#Xq7b6#z
zA${xJ@BtlkAF$LjX^DLoN6fuGJ)g)CycKrL@c}Nk98hbPk-HCM4<}!E9d^_bWO_D8
z6)&flZrQ=($Z{$!HE4o{ODXR!<GL`#q+f%4te_@x81vU|T=aFpUvW}aoBDC@W4%R1
z@LEw*pfrE=;&#)pxv<S*i&ct?ZcaO6c#E>&wPL<EMN?#z+9KzVtq~KpYq~*iNR`3m
zQ%c_G3rZ-!q*!Y8lYnx(MQQ&x&i5!$9n85zvGwK2nl+E^jd*$Kb8#9dJk~*DTNxYq
z{K1B}rJCoE|DKCMp6m4iH_WJ^3Hb?&!gqe*p1^!#J$`x6+(r8gT{eQv6G~k;{v?tJ
z2QXSdN98$B7{@ed5BJkKHyKOS@)niBTMqvM^|>ylQjKoLcNsGgE_2c`xJ;qh2}Mi?
zBy!l+MYaGZYo;*3&`DMrRUrwPZ@I5cGJ(yFD}|cP_08pGLqrO|>&hcbmRF!l(ha}0
z$U+I8P&(t;pm-8>z&rY{hlEp~Rt#EhYN0wC_m~Q6d<iM=+r!k+k{=jFS;!|axEVxs
zc!=kD5bUa&fCkyG@2KtZ#)DwV+zjjhmP67Bfg0=uPWy}gu{)>OONp7<agLIFkgHk&
zc0iP!$;rl?oac=u(oGZ-j+l3i>mS5}GV_a-r2KnV@74ELn5d4oKS=@GgY>K1j3S|M
zbp=<xY4uQa<}I%NHyKfu1kPWN)d+(R02*!8W(5LIcsla!QzbYO?GxlH;`ePN?TahS
zko{vo6{yB|K)JQ0F(BL;pCCTBRkN<~cJP4zE}!MF=P4{*ejP=f{MZtrqMavF7q)~7
zEU`Hnpy`BzED^z`<41z8iu&b=Vn*-p^9S8;c*Y<#s8CF3C;c%oGoZc$b|cslWRZM@
zcN_ML*Akpx5;J<2Fn`$BU5m;Y?JTvA&hcbDpjis8AC7l6y}cQD>`t#}oq51jD9EmL
zV6U{f1z-L!gENR7PLA+mbLJXNSqg|%py8`rExf<>nS0+2oiNz}<(5J3J$(~Zaiw9I
zi=`$N(7`?JyP&FLCQTy`Pj7Xqa01Y<<4)f@CB1ht=ncE@<Z^LLIDu2$0_oQnpH@Pe
zH2!PqANz@<nekP4F{HaA_=6qb3IC0+<@jZ7L-Sq9b+(8*47-T4zf!BZVGUCV<=<a>
z|F7S0a!#~)hNE)mhE+LoOsP#BvdkUrgGZ_jbO#Hh=XRsXW-2m2EmXVLt?FC+RN0g5
z*Ysw`peXy*-epGO`lf;Y<*%@Syl!FWa{#jLk-q`x;H&EUiWXr&Gg3dUCiE<NOrj{t
z`FQ#+_6i8ws9|3AAI;{=g9+<tc_bC}$-?<pw`*<Ez91|ILXLpZ$BzEEqQO}*4J402
zy(S_QK!$u6J$oP2V3>^wcMCtQ&rpxKtI)o^LXQLxj%nS?APCqRb5dd-Gu*=Mtj|$%
zAJt!%^ZCPfc!<JyR_fxkk#QT?+7>>|jhjhaoN@&@@->otiDjQh5s}}_x(uV|{YTgx
zN0wUrQh_dn%)5oHh}T#B6MD3lQ}=C=T=YM2e2R8|?so}G!My{1lKCZvmzrS}vE9!V
zWbBe$!1kt*D0!wAyP3%a=cQe1vnbE!J*<G8UPnPn3OF8-Bzo5|FPPE*EtetF_9LZD
z>?Ro$kE2N9N)?#R`xt}Zh5Gh=E1tqV@zNTmSC*0ovcz5qKjUC95=51DiNfqXe!{%e
zn~8E|t*RB>h90R9kk18?ZwY`~o$Q+KhYLm}9dadUhTE(<of^Kt9KGwQSC|q7-QWIa
zvUHW^UPsO~Rm%}jjeFBS6t6~xTa#0hY!>927ORJ=(|@pVgT_NGKZ#s?h6u}J&+`+-
zKEErAN-Y3{tm$lp?D{<Bv|I;owys^cu!PT+`z<WW-oGcHSVPTA`QH!u{Mm}J^!=lh
z%9rJ5<~auyY^$qjqzYtBPB;`z7}bPQr!_*vv>B)0mwzUHLzkj|-E3tf6+SJ^cb*n?
zy4gxnJor>5($2GQk1??zg2?hi23BV>`ipt{{6IQQ`z_$p73%vamby$6pwW|^8t!AX
z*QJMMT)DYOZQTZLi7I0pPr}-GP~lV%LdFnWh3voHs86-JWWMTsjHu7<`i<x*LkoeU
zqW>;Vmf){+Z~TO>VBZI%%g?XVchpl~u6nM*N>^zN8r4<cI$FRnYUdtL3zzxzObQJf
zYEJvH@CHtj(5+T7%b(WdwFwUW$Csc*%f$P8G@&S9Se$fe!rX4{_k}zAcdeZ@@w;$l
zx{Vzk%aNU{_)3s`*)|~-JKjgKZjQ<mn(t5w{99*f{OF@47If;fKUG=A4rI~0pd;GO
zavo)~1|s>Dc$oxZ`3Av@>2qM2;N@3o^*}4AlVQe7H^OMb&|h4j3B@^+`mmeaIe<Am
zFi95A{fl4m?FEBK<JxE3%DV?tn^n)+Lcf~*U8nF`zkoN@JLfGb@0i@8b3VP~Yyrv7
z-wA&A!lgaG{t1Gsq5LVKGO2=^e~L?``?iK%zliYbFgzuI>4VYc9|~wd72e{I=pCi9
zh(GjONIgUK*NaiEkQ*KengE!%gy_D;pdypIuwedk$8@aYa|~$0S~e2c{nON!1l$&f
z2-`AhsPp<ayUDge5ogvj*B6Blduu7Ujo&vIOcu@kEi^t`fD4#c6vL9g4?7y#h}uqd
zQpI<oeP*_rVK0?fRRIksaPB0naMJ_idXW#)ZPpAcm+2esykd~qWB&Dhf7P%$(KAAH
zzUs4=8ZhjmE)YgUQ81aTGE1+cL@~pcH5nW8yW)*Bt*F7L|Bl);(8u@yXHg+Y9{K`&
zq)@L}&b4^GUB&!B5i)FlZMr=DP@Lc*ytv-+j8q^|KLz}ud+yk<6t<c~P8;3y15^8n
zZp5tt+XizZ%(xW6)M?h6lsDc#!?@$Lxm1H3V8~8v5j~0ZK#zfV4h(&48LLy|>!hT}
z>UFDKd6O$y3=29tFQo`#2vp$S-LeZ5uRpL|rDw(Kta`4e-6Y)iBJ1l=3g5k5yuVH)
zg-E$4y-9%Bbr80R_nhNg#51ULI@c`v!b7%QHs3fgYzk`*{CAw6ZPG=DV*d2`W>0X*
z^)LvmytOZoh~S^s=|a%Uez50}sO0@}@ABn*bstp8u#nJDQWdrE`Z}(cwD7Ur7T+ej
zPEz_npPsw?#}I6oB8N0cek#K#D{`E24{(frDcQdzQseq2?qJK`f!#&cNVr~tD5p^R
zFGTD}X78?(qV=dvK`8ZfNa+gZGc>M=D%+#i)|2q>b&oUA@R#ALFZJ0lBc4#9OQw^6
z$E?iEGackJMSCR*r#m6?MlbNuM<fDbe+2<(&bxZyZ7zw~jE<xbaSlGprg(mUmd&dO
zi#WDWiE8cSLZ{`2EYDBj%0~UzKu?AX+$cbOP%)l_1O>Qgy70EHDx-_Qgsls0LSSAz
zCoU%>RmJ#EVi|7l3AL)<j5Zp!l(oP-2`JT@0JPK@+_bYWeybGr{Doue%t!K1G@PK)
zjc^KZ@HVeY;Qs!)TopM#APB%u#*x=qTHI7ZOUkPFJkEPQemgIQYw>E2p@eVKB+L|&
z0BjD+>q{z~F5Xms=!5$JM`P^{zjil!`^@KdiP0fBONtmO%JEvamJ8?nwuQrR!{y~6
zmD77oz&aoT8UqyJRLL=#YseMiqP%v|t$^@FL?ff9Yp5USiM@Y)GF);hr-<@k3aYm8
z4^rP#DAdX8hWGka-D+7CADBeWgH1dQ+KjX%JoyxleQmR~BS6+azm6-Sa<{X8O_09h
zs)-<goQS{v!AK#Ib~=zH3L908DJ#(RPHy`L-uYjw+E2mNKPpo}e4p1DUrG1zY1fN!
z4ji`*GqPsK2=_=?*2(Wwt}L>;;gMgD8WaF7#?-2bL-}45b?EW^e$OA4Q(tD=r~(fb
zTz_GULBspq;`RL!ayf2OT;)eK&V9XezU(<$D~<HjFu6yjxL#OxxbMA2idd*9RVBmf
zn`VL`<IzW=#wccPd_~^^xsu^7wSJtNS{x1s1bI3wBa#{1O?$#E+9M0nJm)n(MhNjB
z5blJsg$x@do)9VI!;4WAI#r<0!d>v>M#xD*6(gqgr8SDm)Os8D^>mQ5HQEM-GB%g`
z*yBPMa7zVwT|6)}4H}6PbX&7E@JdzgG^&EUg>M8F$ncf%{<?LYD6FT)td+$qC@IX|
zb-Yr`0W6tl=3e2fQaUSQzdi0DK+a)6zD0q|=KY^$(h)II?uzYk+U(AZVgNSlMrs$w
zXfWnyZuaYoF>ig;`LQ(u_-vS*HcT7W^Z3j-V!z6nOk5#z;nCl3YfelXq~RGx>`nx!
z(c5201U(cG$gL;Y2A9mV%O-%~s2+uZK6AKms^yN(kr}VKga=)?^@eGtgHLW3ks?`J
zj|ou1A%aqUf<In)hC-P_E=kNZqpQLwyYa>OWw+Fq(j+HemA1%;;u(3#HdD!I+8F0A
zsG*FqV7Gle9mc%dIB+eD2oRngva}H!TgKZ6t<@5QG$0No^c)}AX={P%B3dZeRR^?v
z*E!7RcN9mhp-*uaWCt56C`*~wA@oHT)@Rp`!fUqj+Zb<iE=>v)3c0~R|Immid@3d*
zx6lq0t~Ls>eBgLT;zmK~&(EvJDC~w%G?bvEDOd&7h#!U#^DO|`BxaKU+eptIVc7WM
z!|3mgENsg<bn?#KW3`7e!@^)L@w&>sN}^^<nX!U_{rQl{B>rO-tBAPV^{qM|{w5G=
zKZwQO<Y*&jDPhb_O$?f5)DX*I;%20{3|AMqST<FrRy5igCJJUKZiukc`uC3v&q_kf
z0>)yJkDQda>e!<^&Zjz#!cy5*{ca7OgaQB7519Y*xOIdqUi3BkBx>U6MA>^*dR8C8
z2z!GSeJb%5#g}u>ao33e#)+Zxw%P>{WrtI;u+bJ#MDt`{A2J~k2RZ})GS23eUi>Zn
z#X50zSjuUZe<R5}9KNn&MOkuC=Jg{u;0GrX3O||LbWejguZ@4^E86EPzFDe7=A!`&
zBz?FwQTPCf4?dqC1C7bNuq>2EuTi-SmyuzE*8hI@Le!n8ifbDeD0l_$({J3``p#8T
zBRs?o?Q^Ov(N&GIILBrExa0RVP5<Emp86ELZY}7mxkHtlqpf{y6qu9%1{dC?SuOZv
zc3^arv`I{!$b8Fxn}VWUOtRZ+MaDL}(7Nw{8E`Z#T*r6*VkDW%$SqJ^@A7iw&Y-;{
zZ<@d`Ab!&0;ds?Z%??M(mv-*vi&qAx+9O8si+>6+2$LdM=cby7sSrvXi$S+EL|z^>
z0Q2odR>j;YE)_a57{L4d%_uJ~K36D7|E%C51+R|WOVwv~?fXsUe)YD#Qx1m&Ce`81
zBWTT^sgartd@In)-?UEb%`xaW$YJUf3oU=1*7Z~cd$8wSe71}J$5doidkWn|xRO=|
z-fj>s59-EnFDj2GKInHn9vUri{ydPTL8@0L@@?ggbq&*TFie>EB&-(I=32pnw7_hJ
zjDEgOwa$FYj(R<)JmH%lh@T^?*Pd`>zR{PyAtwIfX>PCZHszm>Oj^XEWlVUOYKpDw
zVvu&PnzP|i-(_2InzdKXyJrZ5siPiMIp`l4VV_i&StP1FaIs;KDSONjp@~*ol1a+K
z`1!rpt%BlEm`V;|vWX^RFKSt#I|-hNYnjNeBvm~wFz6(8UX*J4hiuuN9N}p^KzNZ|
zZnW;3Ax!>lq2}k$p%S=U`q2G@0#EA(vPo%q*F10q2M@o?E)@{LGazHWs?|Web_|n=
zC+RY_ehHM?&}g?dhW_&U(;9c3iZG->fR%(l=pSrxSn?NfC_E2ssn{iAHaqiJan8=~
zib2D_6rkFwP~f%nN}mnIZQk;nKMe65K3@ws6LAa0hu??X2QG#zinU_?epX^F`T6m`
zPsT*z7M=6|LYlMkn0cY`TbhWzFs!g=mP@M~ULKBP7DO7z{}FRc46k{oe`;O_n9<AO
zs6<hMJYFUQt8ybrv|DH{u93$AQ}l?Y%Wx#+Fbzc*9p7SX)7C>>pH9<Xz<%&OCP+VJ
z0TniIf~m$hvu6zi+<qX@K1&)F*SJ?#7vSXELit9v-h0fZr0JJdqlyg@?ad$v0EQAa
z7~J9LSHBAPw*~6Id^Pi%Vb7q<sdW&QA<@lnc~QjC_0;ciN~92J{v0(VJUnteef+Y?
zz1?Zz6c00=9^+r$Lv6;>@!GN907pLoha5O8eG+u9wzz9~9KQ^Er__8brEWpf{C@6X
zl};_E^Ca&<wQO4q={L`F&qZ!xc|1j;cf*L+kJki5O{1srtpJC&ZRx3|QlCDv`4_Xz
z*aHP)fYF3EfBqquoGcsrq$wwIU?iXDu)`Tj!1GpmU3yYu9+hzEqm2<Yu@*6c=&A{r
z(s6<SUxDm^`~ldSFV7gq5_<)6YnhQRH%!SPytHlMbK2pegz)?W=&Y*fzsJknmdH}f
zEu#>&n07RzD{dF_fxZgOjLmmEf&1f+Qu=vI7GR3hxMzT(1`0u}15{;sqkJlYe4sO8
zo9vHD!qQ7Q0a}oOZ|=L3ix4Phcqv96HE62>%8{jtyg{(d_pvB1@Vq}Y+SA!uTu{lg
zhvdU(%r{pbk@WfbhR+YO6k0uQiaUR!<X&VcH=WgLmZ#5r;%nXxX^8aFUZTP?Q{kzO
zVnlzv?y#RAEWpGYN=-gC{+%zv6WVV6!jV72Yq)~nxJKOL)Mmj$(Zwv6Z2X;46t$T(
zXqwnB@DWfD(dmnMKX5B>fAL{#Ic@l$Qe=2h)R)#Ups<@@5K)^ff6bGs;qWyrCW{SN
zg;cwZ!7wa|8U-y5DE&Q^XpF+z$hZDSv;^L2yu|v0l03>&El+^<$Iv_$c-L2ItRcAM
zvnAfuS>}9hDb%<#qLTtanrc}drsOnnnt)~~E+sr5NB?af@8oZb1PDxM0^%h&e@<9c
zU$sXS&Y<+J4mioC<Yv8@clnc5$F(G)cY)l+Z`Hbvp!KbMJS{Q`e1}I%k{&FpLblUH
zp60BJ7QLRLT45}&Nvw_1)NZfF-S)Zb7>p-U^8iH#c>Rq=%wf?pPr}U;TrL!Ltpl<y
zdYg?Ea8|;m^`Gnf1`dYSXyaCNODy}{XwA$P@P#)PNOW0>buHLj<dfgwG}zUGY2iso
zaG18M@9h60&r^u{Zq1wLzvy=9LvF-bK}Pd3Q;5Hh?$e1cW{ym(mpenKsQk%CMdinZ
z{6`K~F6CPwWeKg~0b##O7P?JQmlShg8%*2T${@yg>T{w-^MTfD`s8Tkb0H*=BLr;=
z?Ji5(H9vNNJclLjeNy6R9R1m~ycieod=u=?Bf?W7XcjJTaFXBqYEzS8mYDqsscEqK
z;JE)uQ;87SwzqE>rEz*eCioeBX8)0FRy`l&clqR}_j{N`#PHLCs_LKX_KH|62hEwl
zYd-(8T)Q`eaI~ec%xwKU6Q`fjk_O6u0;>p~^V>^4`fPch2RD)!yy*^07b*;jWQdRa
z{~9F&oM7E$zHfv{Z4u;lF=DwtAy7Kx$u9r8gf`|Wh#>hfFP?PF=`3fY?G^Unv-0O?
z37~&myq!odoqMRNw<1w%)e_mDiHSK)(e-tbQS1~to7R{e;)`!4cp~#ckduq+O^<k@
zMcjK(yBg;`70Ibuc8|npa-v`Wtq<L`WnHwMaNuYrv6Rh(+AW`W@s*F5rX4YEPt_w8
z`PKH-xI^RgQ-_AsW{$^&_z~uJHdPj!Zhzu-ia|o8Y8V8>`m03DUNImxu;XL7;(H1Q
z1;~bu{9Th&(UY#Rh$deFzw3Fr;4RLXDD$PQ#%Ug@J4K`JB8wKedl?S4!|_I>>-Yw5
zLMMGEn#Xusl&m{E-Ubk(a_k>ub8TY^9-`sE8le|y<ehU-yk`$6?GWuHMtLnkpwpF^
zNDI={9o(~HH9o*Q(`^_OqvYgOM6Zhr>JnmvBI5gg7D6&GV4dbW{u3XX6W+H~j)6=&
zsybbJ7m$3cQe`P^p&e$afc~DU;)l7Xwa9>T53v<VY3UgYRy)G@SY><l6}7h+uSQw+
z!FGx(fg7q=HaRRZD-sP%G|ADo*!g919K(3Di92py?5wQq!Lqoh!az|)qke^*kvPZX
zmgdg~y+6IpEGe$vnZ&%fGjCyIz?`>yVnmY+|4xR4Lr-dc-a>`5_PGJ|CXfZu3I2k9
zycHdS%842ycd)-77`-R6rp31~#wd~5xaF|PAJ*xP(YzgwSm6z!C%tW+qU3|7Ra`&S
z=h@SPE1o#9fhh!mW9`Xly?rjqnOnoC&CKOQf=+JmnqOz2EQ&rCTE7)=Fw@T^Z<YSS
z*OuY>h7ynGqxiS>d*+d%jYSFUkwDE#ynY6&)urzt@FZ398lFCv>d(tV9iFl7H=Bgt
zB6pK@RtvCp=z=t|ycn%-aJCM4g9n^UYO9SOR;tcIrndF@q*?lYIq9IS*CP8z`~7_y
zIqp<N77I1X|0yP?S%`Z+vBKfr(*lJYz!C_&)YWulPwT5f9o#)&>?#iT3r_5eF51mA
zE~*O-)P9(2Bxy1DIih3Om6~U;U~yZmOG<>aSlQL$`wWeNiawd<txG+)P2XkQYi0&d
zeSO8$v+aT}&o0<gi?91M9>icShJ`&a`s0hYJk$^PhgVVL06i!c(QHq2%siof^DUk=
z?@JiWJQ0aKqJJiQ%UCHep9@|mpUS)%Xg{BqMXXrb6m9(tvto!_W$<qHrQ%?`f6s(^
z2TQ;d1i=N}cM0*0)V}ea{Y9EJ>He#}gpBa`qX=9a?jQWE+c&Z>R&-G3R&;0)h&QJD
z0H6M9dsFejM)Xg(_x7B3{r(;$YJs(&<7udopiI$ODj*&2Q;bqVsrj)oKP`%|tl9oE
z!Oh?!0Cp~Xf?QGATR0P5%1!|_h>E9Jgmnm)FAjDG##cHWUTl?$yZ<+hkWWxk)>EM(
zE378+A4)_{wTk5O=kmf`Q5thCvs$CUnF}?^*7Ive(P2!+RkN$RJ=RV{hzXcsl!Ix2
zvO>mE#Iw+3YoKL&d`^W$F5{`TSlP^DJ5X?E3EHj{l^tb~R;~N0hFf*dFc!m{L;;<g
zW2D^%k8o$MW>F^|<>o7!KheTbgI*`Smp^vc*2=nFl_x1?=kmx6>+Gu*RosO}I2(Vk
z6fh;vYJL>=GnrH!r^i4XYWQ5JZ;<Z((sVrj;-8~&!Ax`Lul(yu>AfX-Fxld(ZrAvQ
z=|4=<#!-|#%T(Fly~VrZN_Lz!39=>6+Q?$kT~NWkf$|Gby$=EYAtgedu5x3^<lP{A
ziN<};{CRN9181{}X!olf4j~3(B*$AaR!N;qIy!A~0xPn)6ci}M4-=H?s}n~EK3@bC
zS~V9kphW3XYi{V_crpn#GASA;g+$LlkH?)#{bXBAd!msA>NQsje#7*)yw@@+5mf2+
zjLQ=eR4`pY0p};O>7^UYXdVOA6FVL{(M|~AAhEBUJ~dR5+Ct6a7NV!!YT8!UyKk%R
zQ8(%0#llWeL@1D7fL@2UfZKKu?jfQeA2$=egaCc@LvA){Hv$}Rt2Gp{SHr9>9LvJP
zFz^GOrH-HV@r-w8u@i$jOFep1ieAvY5^&gm@|DpRe(b0PM@hJAFsOecg3seqS4ND=
z1II|9Mo6^S*1^a4^=7nyUQgIc!9KqgyJqprjX@1v7NQ&lFCVidFqj!|Do8)~QVy{+
z#u75ap*4so945%la*0}4gnq=9moP6KZ(=WcC1t{MQYgY2{!w{A>m8_xnB}kx#3m%W
z{u{r{#YkfrDDF<C?`^6cdXcX*yKLKv=qofU1z$W<el+jNNlAJr1%X<1rHs3%hS`@=
zV-we<0hfHv&lC^m7Bj_?E^87Ph6|exu=9##k!@)wUvTnh-^QmThmgD%#AEXWzn8xt
zLo75dAw5l>PgV9PR~cR7tFr7w)Mf8{nVVJ3Lp$zCti?y`Nedgd%yF*E6V@v7v^gNl
zT2&3$s71+?KZFnwo&B0ka;qtHkLQaquKLsV7>E@BhS_`iSQJ043MpfmUbn(|e(L^g
zn2KIdx@+}i>@nspqUWj85^Hd4IS*EWMXD$bM1J&5wY}RB+%^Az_TaqIfceL_Ot`AL
z&1xG)-_}H5@2oX_Nk^>M-JZ=Rju=k!5+M*D8a4#tR|}j4lEQx>Gy=Rc^Weo&BtMS_
zk*B_@Tk+9u&ZG;dKj@;%Z54J;>Ic3Nf@N(sF#q_|)8TLNC=w)ciIiPHe*qgxV8gBY
zFPw79!{F+ooG-3-4_N~7B#gz8G>X=?eiBBQspM_%&K)4(t%y8b3d0%4^zPOydv^Cd
zKjhuM?Y@pr)3YK+T_T@n?cn`{vIE<Fzuivj_GMVT^yHsqpH|>cLtqpraE>=3n#%t5
zUWLXbWFs8m>q%&jXaBx9z?9K<^fb&lK8_+*@@A7$5gLa1u@E$8ap+gWLfmZ?BS3I0
zm-N+3x@D?ZKz*eAtU3(go@<rMdrhtc<8jFJWmUc!w|l0c(uc<D>;5s3lpWZhUbJ1q
z-RkDo2LYjzh`R%S>H4pe4fe}qK%?(@;HuLsBBT<qXZDxXHl35Pon4W=rftt;*P|MH
zfv{=)%wpSe2(E((9SKq3qvEoRHW%GZhx#?m!UQFqo{369OlpI8B5g6+$Mkx#UKTDu
zaPo`jtJo`Qpu<f=!X57ptX(x@KGW1+l>4OJCR~SgVD|3_K$pXtfiXy5_}7Nxzq0Z~
z>IOKfxaP5q&sUxgz#C}|E+Qc;S0NAcBX7u2DeN&>g_MhNORlTt0<8;g`Js!RxmLfj
za>-uvm#kO`8p35Rw6O#a>Z4kFyCOLca+|D7eh-Y~DIsshTP2$2U2w1!TGVYS7$?7{
z>zeD(X)^a;F~hcRskF=c0a!~L6hJ*vo^knmH}1aOk{kmUA8xNys^8n>W?O+ev7$Ht
zG2ZlS5uGnc2_CH51oy-bgZ~T`9=bmxb7j~E#i25pY~5TjiHip;Z;n~bR_dfy|Av%!
zP~aXuvt92nIh$XqtUm5rvC0L&i}8QJO_WtAxD`a+nzkl;{DAkgRB#=Etk+fbJ_puj
zNWrU4oE6!RuCx2-tX3?O*hhy%bld!r=nn!B_U%Yp2MQ8T_$zB6=J#QQryca;i&_vL
z2@m6ZPikfmp%4|GLp@_tCG%4dCGgdu>Nl>{wdSCZui#Hd)Y-Mte?51f)|kFSCv?H{
zG@JgbB`RrgoVaq+dbjR~!TwxtS*$N2>*2XUih(62I1MQ3l6tZ;-$r5|!~r2n?b_)F
zDYr-cS`f1e`he@Nhw#SXbD>8hXWVsUr$IzMkLUUHSh=4uUT3;~2@T|O!q(~n*F&lr
zsnwN`&A1Y#oLW!hggN@!b0w%4zC0$cS?_B9-(b#%`>-)6nI#_3<Di=3dE8Ioagz&;
z|E+5Hl5TniU~k!pstX8P&M%(@=XLUse_hmueDovnMnNP8l&-mhTPLa>AoMZdSpA_r
zHY4-w<PStwePhqmES*o6cND{6{J)xV{Y6VP{3yQ#5_Xn}tEzrq5jPmqa3D7;(wm?O
z40jF9ZSn}Q&ke7nw*nra{a5z<U0v_6eR0WukF-NM{Lt|53N>a}UoIBtaiz#teKGiy
zual*q`o0ou5^OtA>(|*gP_22u20ZH@w(P2mmWG><<W0Mw*20&!s>pp|?}HV${~T%m
zLT9P-!-8bC?<Gk;Z0Vt4S$z;k5}KMz3`G<sr&w*lQSix^STAmln%7Dq1m&zW+eQ6%
zAT+#RBLzp&ML#@Qv><wU3V*lW9@AtiaBNs(Tz*-anj}%lct|5lTsXg!OwUe9LzGOM
z)<_hm5nSBmx&Xho(x?NGb8hgyFnlf^pw@$oLM{E#S>?Q+lbz5Nv#NI_|96c`?Lxbg
zrSu6SarZ90>9NX$L0M~@JuU}5`x^Pzg@C`wr)f`J|It%8ourIy9*Z#ZzFY&=f3Mf|
zf!g=%O}2GwHYSQT@l`lZ80MGPU$ZWWujrMrYo=H3_Hpc0PtuHCZ*%{n2$*SDQA#Kq
z4c87&JDon_OhoF%wxJSR=;`v!+Fy1J?twju!>Ff|`}JH~6g_m$vja37{nSA?{A1^f
z!d-yYi&fi@G<{Jz3ttz}y<gm_$Hr!a@il=*HD9o4iz-bxeoJJoAVw2uTdlR*R&9KQ
znAZ+%wtU%GvbSAm5=w%Crw;vPY;1EYI}ESN&H9qOt!t2oN^MME77oR(qG;O-77gNe
zWqQbF%Jp*l!q2j2+J&LK*cA3nPpVd3HkVy#&^4U%5`IF6?_~{^Ez$x(mo46U=z3U(
z-9@+4eT6Qv->T*Qym%fDQ8OdPLY57gn@+~EcD55@V*=w>FwLvRzNkxwpUv@G{flU2
zzDtEK%Z}$G*q*IdY^tn(*_SUqw;;}1i7^N#qz;`KfxmiVzAjM_DQ;&vkdGhXE$ys(
zKK-b_E5R>?R81h`C+)|4E1)_()dZlm%NUtIR7ZPy_<I94Q#-fV;DTtr^6=E5s2ht#
z6?(7KG@mCzX(u4JeS52oop7BOEqS$mzxynppw-<U0+=rK#m_{YhSRgN4syB^>#sle
zd%8y1p>*P^54*S!$qq9=$*S=O%A(jCfj{}az8t9cXxMrMo#B~Qx71TsbW}F{x;A=D
z)*eR0CmYf8+IZPC?6_VQw7%0go&J`QEBk0IQ*)|jjBp7!e8!|@U4g1zA8uT<E^vg|
zcT^a;5U5&eBx|~Jud%*2jI(*=4Ek^T4(~08fhy?zqr}V(orC%)q6cGh7{zC*%5lG|
z!6jmE#(Qr`b5?USn|9q%Kf5d+a<kpS^FlKT5;?(6GA4<UlsDOf;Xu55i94FEx9aUT
zt{2=757UAVd6RFuU3|=h_r*6kwHIk=+|ODojr|YsC$pW(Mlg3q&KXAIDS{aCizX=#
z6P3?J?*tW;DW5dMZc!@V^)p+3Qb6OO%~2Jdypu#+rmXGQve&8ds(f$BPges!eue3b
zl|(MS0)$f7XNyB#;<=T6MZsGh*ud=A@H2i>*%!fE)2=lGUF=X*8$}{6-x*b9{4qVB
zC4z&?qLcz3CIlRGRS8{q8Xvr1>*`~dir2J%r_;dPpH&|(1ped7pddg$KgLYp!Q@XX
zX=Dd6&`rx#TJz`SIuQ^KJX<{Qx|B01|7H%hWSrQWH=u?Yf;w#0sNp|CSafyIi4y#5
z6Y;&iG5bS=gn^5RJU=3NGk12uGNydkZf`4mtI=|^_QP<R_?CCx_O%UJkyG)s>R1B_
zg0hF-QDfmn^@Zr`3Mi80U13&gDfv)REJ{Qx-Q6#(`&EjEiV>7?SP!pKLbh-vlS#Go
zr^Y0k#nZ^G7W_3&sQ9m0f&;WDXGsa3X?xj3R6A6hkDgc0YePqET<x<cKSjya=dnOp
zqHlx!$J(%kqY9kPRMbuvDe3=BK+)pUrZ@jkNUi!en**`Tp0HbO+=T8JO2!#bWo|%T
zFJt8m`FcYS!`uFUG!r_Rkb<XX3D#sPZ8HS}?pu2cZ4=ulmUKH_=$`j@Lsdu(R14YE
z!1!kVo{WO;-zQW;0Xo}9%1_ZFD(0^uZTMqt>aYr57z2QeH|4=o!7`==rT(c^b1OX^
zoviO}fs@Vi_ALFJ?YS9c;&cwhNL#H;nj$0fj~k`AT_C^@g847ygH<jP)@3=)bc|%J
z_`~zg4SW?})Mn;>PK?ab3szR(x*!*f$_to3rOq@_1YRVu!%RKcwvA}ESM5dJl?fP2
zBH;@k_geqcK3(!)QCN)NBtO^_R(m(%W^HWYZ-m0|jo#oGlup}zmqPm{q=47wXBp5q
zk(b6W6cUOT&D)oniw3z?fQ1)Bg?3hjDtB8s_!n|sn?H8MGBzjjdGsw@%%>%!Gz!My
z`~G7Vr>Kn>fM7|F^|byezc(r1dCKBw#SV3H)d!+(D4pL5JP5;DJ@c*K9BK%4QBw@c
zOK?}H(UpxmtQHGb_Kd*~p*MdsO3a)w(_R)&yE)Q~?fto9o!&0IqQFA1!4s6K4|+O1
zn)%<xIQ#Qk5KptH#jf*+5D}1$5H#J{6YJ5Og@a?;hD%XV32bAKorfz3$tHvk5vy?u
zmOi{)*@~ZaOGA91BO|_joEY$T{mj^zP9@vuHc2UULB$`2do37`iEd6&6=3eZ@by*2
zt{HK>H9x|Wu6Wsvbiqr_O1S!x9%|36OO$=>`P@+6m<bttW^E`WqDvcJN*$D=jz-ZK
z8}owKgYAh4dE~gpE$L=a%vSvS!`hbX$_kzekt&^EQ><I-E+hAC%4sqy(aUS{KkU+j
z(#qq?eG6*pZQ__2>d77?MxAd}l|@)T29~ona!mT!+{ma97szDOa`q5}K{7>)2(Ya&
z8L$?Jx-g1cmQnGk5<3L3<|27VVkeagWge0^^F=<UT;p<GPEx!*v*Xy4p!x8fQCbek
z9xjuj;n)VaM7$+;$G|O4;aOoz6u`{JfKd0syFxY}a+vXzGgSu4OcTo&Xuj(Gn!8Zz
z#~s(rp5x2$$A%BB9str@h=*eCdZ5(T<?{Qj-^J$gBz}0gdD`x#>XLQjN(1UK{?yt!
z_zGZxb=TiYI&Xanwf(ucsQVw-N=mJgzGYxmbM=8;LRcD$60-h=Iyv5#^Cd9Fq;paq
z;jL_tF<d(}v-7F<c-EuTO_jU6Jm&Pen8LvrQcu@h*U{3)VxqGsuTdAHIl5;27tlbu
zq;s2oJiAwOS)1Sn&&{)J;+y{Ibih%cNbkez)m)6}i>m@y;Jaem!AK7<cVs|__w79@
z-SuJf<1<+iYB-$x$n)uIPo1rqE@maVhU|433Rxs&BfjOMgL@su@4qfpzq2ib{&1q{
zJgj19t-OTLtQO5>ucl(fUVxCMeXjE$c{1t1zRUnB-5Pedxbfzq;Q@xS2S-2McFhS*
zsNd_4*dP4dhp;$M*39u}B`#KxVXOp!B=~U|&3n6_NV@%h27k?TEw}*T_mQ>eh_3u^
zyrJ@(aP|>%5q%cx>n{>HhEAE67!LS{hZb>d^&A**`ZpDHbfB3}-FbaooZHkAh1ee|
zWVh(vO{t8D)&(?|?mUx<e9y|LTpNrbzOI~Y{+(hHE`H!8oGbsu@RHY`U3T>y5YnR6
ziz)>;=IOv~&)DW2QN{MwZFZJz=?g+S%eBCwTVxd`kq5HKlQT4An?)@I6Bj)L{rg0>
zL$nVgg<-l(pSq1gAntX8zG8_0h4UZ{5z+Odb|0}7bws{lqV$Yg6Z7lwGU>QZ^&*N0
zw+J(opRJ$afAa)2V^v-HSnTmbANIMlAs^pbg*A10fBQP(Y=`*|EwTz^n*^aIsa_6I
zJS@>Hwf>unzWAuboxpjoZNG}asr`8LqTlfjAw74ne%zo~3|EY~Zt>=-LN9bTi8bZ{
zQaSIBp9TKM#oVa@&3<AM*v={Kn+_DM^tTR_G4vVXCAsxOuS0pqbk3WqyZ+A@(;6^r
zpA4iiz@xmxw|=kxu|m}YIBy*=1dH!?Mi}^zju^;?aT0b%KzSB$S$W;ki+_`D0k6xU
zU!WZM3Ar)(ozWoy)XwfTL4^MW+=sMk6U#npyI8);`<-!?Ae^d^--FjvH@rdSi(zGJ
zCCoxiXLHYwmIR-nI|i4$E?~AH<;F;Y=}nSOxY)I>&<qXu`E*0fNyF6w(3re#7vmW!
zlUL+zZ>FBBg=1uRkq61?;;?C<B~yv_VDGXZsq4ViAOP9r8+wzd=Z=U0X7%{TNzs3V
zsfNVk$f708%N6&}88~Hd7x>>?9~h*JTN#!1lq~NHFSqem!rRXC^LDdr(JY)X+6p+=
zYWqMYxnw(IhQsW(u0lhVk%Q?>0l#W`K!n@5Lb9^e=hem!XR)ULej}H^&XZ0tqRI@2
z3PXlYrP#cX<~Lj{2ydRTJ;~?7Y*NYsnRYLIbsUzB1yRC@>ecLo+^PK3h8mtQ#woL|
zhp<*XBY>y_E(G$p&gleh@UED7;>(eGWW{vD7Tq)8e<2ss`bmvjUDu47FrErE3|t=)
z2pkkDyU*txG_!O#Cxh)zO(>BAIA^=!%uE0x^-(R{5+|+zAruiMUytq`{kd233qfCG
z9|sZXacN;SyRyLSzE!8=6AGyDb9B{K`*xVhM+n>C0^bBekwUwo5%LT1e;F<S-^9q)
zJ-U0-c_NTb{(C_rYmdU2HX0${NsmRX1$eByrah7kdr~~?gbo>>rgbhmr#I$n)o-Wg
z357cjef)w=FR})OAfOR)fWTJ@9e$U&+a(UV=jP4F?)e%pa^3v%;*?#V>1AsVv!$MY
zA9OFFyX|%w!OvO`S6v6PPq6&;kNxc@9h0Hm_n*#vL2ef)Uvg1=>^Gf{`Zb>C8m7-h
zbRS$FE^~0Tl`=-d=tU-=Xk>PCX~+@pvGB1ExMuE!Cz&DN6xMJ20LJa1Xs5L}F|F<{
zV?Vub`?eF=DPd+Q<oGgPb1=XivM!WmCxW?v7GGRZ8YyaTMnb|fWVyVyI9Sy(eg%Gd
zjFWT4K)Bn3U`XiVq5U{KvAJ%*K~?pn^eiGoAi=#>qDnirrFY+L?z++3T|b%_I!(!$
zXw2)~=x@OVv(wVAS7MKGJH~0lo)r&S5>Eq!CtsIHl%mgY{IuKf#<6`H4u&70_>-Hr
zzQ@jdRAiU>yHTv#;fQ?3Vc$+stj;tCZwb2%mmjK+FR{fFss;|9rPuEgBEHWJY265C
zbK4V9G{BF{I5E2c<QYSF*B!n2cjgVEodL$~YOb5{kZTfBsrQ{S>9;Ja*lbh}Br<1c
zGWU<;rn80Ir`~tc!~EA=YOjs5GydizB)m2*k0-(P=g)H>%TdS8MmXK6n#AFeQ87L>
zq)Uh29%?uDg)S2D9<M4)K6L*$iVa6SG$u%Y1=M3P+HX9H)eHZ1EB7Z>H2RQI^t?ml
ziB_~uHREBy_B6eLPB#tf^%?__2tshz<;2Ul>mZn$NKNhOoOP9M(vvq2Zeq<3Lm{r7
z{(ukRVL~Q4!%%g!7emW(LHyz$XG9wSvAs&Tx8(YsO_U3Uv47h1waK&MW||n8r0o)_
zHvT;SJSdDfR-`EgSDU{`rAXz{;mD&A1{^qu_%O1M)A5yhk7J5!!2PZMF)#Zxi4)EF
z3hQooRE$3`Vl)PYUhg+dR0?O%^8&2yHcmK%X3Or=FMhh_fo~>!_iZy<cxC4bcc6Jp
zl)|vi0Pkl&V|(H-LUs)o2YN=0zxhjB{?4{H^~m&(YPSpIRuRF049I<nj^2pQXQY=G
znSB&!!uUq1XK^Z{w&_RcNL|kdT5Y<G!H6C`HrFq?x$O%fsfQdkOgy=0Y5J=U4mi3~
z4GAZJ%fonRMtl@(lP*zL531und+Kd?fr@9UWni9FK(&A$%>kknxT7|^Gh82ha&A2C
z1$9y=GRF6@Sa)cvcU+m7@c??>#wRe|#xLZXaP%ng8%9=1fphi7#S(GoKy<V7?hU#Z
zS|H-o7P!&ps=Yt+#Tu@)y`ROJ$P<~;$)KIAGaF{E;c?D7jT-yzh`>vx4c9=#$_VK-
zhb*y>*}vUEB*uULTz(OS2tq)%g^4qNCQ?Ht&kN#peT*wg+;d$)eA(G21&+(J^LJ{w
zhvvT4)>U3gx%xiqbfeu5)@>^dJD5C1hU?-I#LAE|&)w*Z)@GtDJsL*_H%2p$DSo-@
zjy+Xkv$%y(G^oS7Zl*JlMo5LKB)+?xo~mU)w#lu{Mu>r#L>A_^j#%)MFJquXWZ$q#
z`IfQgJ&C(VgP4+h{qh2dX6N)VvSnv{#n8FPxCo<pLPz{S{6C<@5vRsMjP9g^4>Ue|
z_cUFQP#tV5^AmR#!e1Bx`cI=QRAlY5PWom(fBAYqo%A*~iMZr(69pDAnQ}OLg0Q}+
ziNFjZb2#2rbnG{B`qN$Yw&)OtjyR#~A-2&HxGheBFu6)KIcEK*sCYBph$KNGiD`{E
z>&(wCULac1GtMJ6aneY+CIbQx6+3R?Q|wXSbO~?$L75h!xL_&|Qi|<!4Mn8o;Jn3~
zu-ahfHa`}W9lKUrF5=a$Y#w1*B|(SaEZkFn9YM1y#}?{9t#);hiN9$e%IzEEAK7!#
z>EL3Gn@KM){SDU^zbzYghrxlSGE1p;Gg?*Ia;fgn(O~jP@9%++YqsR2Pv!olB4f&o
z(Jn<XrgKerPl_(`_fHPU3dt-1SI<ZF2YlXlwC{Xq#Q5CptJvq+QV@?Yl!o?szr1Oq
zkS`dw`CNFY*0s5(+x|nT)5QSyX>5B;QeWF<Qv<?U^QS<S0c#;|Fj{j6-u>Yy=V^pM
zu&INoZig^NS`{#DVI=1{o`y66koGuOl;%pFy=cxFmyaz*YL?K_dQ|IG*JH~iOO{5C
z=7ySri8V^u{=DpW`q?6TgPEI{?Dc-k+G3VFJGn8L&~i$tvr_AsR-)f(VuE>lOPE~I
z1f}x6Rc=1}vWTf?v|>8g!=Ye(1=s-BGmR3LnoiV-&5r4if07C9vK#>)%{DBEg4#sa
z4ucC|ePb?Ln;^{7c_uWT2g3ou8XVGZQ8OAfDIh#;ouAshvhHNPv`hF18eHQOsp(te
z#$Czvn63b^HjEf5CyPy5kFWXP4nV5SbD%!Uc!m3?S>pVQBW$S9Y~pmlD>_BXUu2zM
zc(N4T6mp3tgbzhO8R32!0lWG>nfM1jPn)`l1yK{fY9oci^}OnC4tl~O??K4sF2*}T
zcNQo7kRui^UMV)`+-~v!ArZ@8AgH7MBpKPhK}|u7fhK<ni}u^zrIR;(=wmzbaLG9-
z>E}q7(nz2sU*xRoI5;*0clg!#KJdG;l#YB8IO*PhOZm;5d54Qtb#SwoH~$Prrv0X>
z9BJ6$;e13eZl6c%__f2?8tn%V<KWZf(#s}8)0#lAfa}Mtxu?(ze;Kl|L+`($QDYgN
z8mMm<Jq$=VXZ99aiQSVSo0!-Zz7Li4gaq3`C{x6)9izW6>Si65@2or@KBZ}k&8QVn
z<cZ40E@;!wHef|Hv7jYcAk-XL<+4EII(#Ke{m4|TAf}`u&bsg?Jq9(|gEMtJ>Yka!
z5@kQ8FB|h>jy7*Qdcinf^^A4KcVCR_WL0#P>iMGUl5_@r^Ce0lihxbK#_7-g#w_|~
z=bRsD**`kg_{3G^uXxOnRQnHFM7)ILEBCm0ADq*u6X;jfcIG<CAB1wSs}fuwaC+Bl
z#(4LjAZgJ_!z$7+Xm9ieaRA+)#n(O4+d#$my3oXX&!W_k`4{NpT}I<aafyE4=7vh#
zi1*qbSqAV8l8@A{fBggON({;W2&JLw-7qx3B3j>(EvDgM3ntUNKMm6E>R0npLhLY0
zn9pUXqZAP5DzJBx4+!khW?bnV>80oI`dKaz@8$ak+O7EFZD;fIG^Co)@=Vji`^1zT
zq*LgbR=9Gf;m#!Sr?yi4M%-SxpwuaiR82qgl^Q;gfH|+a-49*CnDLB*lxkJ=diA_X
z+8*erR_(8nzVhz_T(Ypz7y6({G^q8a0IS%cI6fEo%>6Gy;o`j$PX#rsOW3IKzha<3
zqPCcnJFK>=GqIX=unt+6w)fJE<buN$*a5j>Wbv3G4rl?X0oZ7>@MKU3sShs!Y-f*R
zmw_f1mP<iwM7;U@L;$HG8jS4DP$gcKf(}2I%lODYkrqR15uZ8A=-|6sXfcgi3{5q4
zwZu6Et7h)zcgNhRk?m_^iY^*0KlXY<GHQ<T^?MvC+P*b1OIG@vZbJZ~gz1S-Z1R+N
zMWeKAARXA$oUHuqc+qd0H;)WcIobhf<S>h$pa~DT(Jf&A^j^iwERlM^!Fv3vaM-Oq
z8iFnl(Mos~?p7EVL-Jd{_*{doeD~(XJf{3PewO)jPmQ<Ryu&)_r(yeKfTug?w?kXp
zU;oTQurlYmr~toF{<ER=A3<S4LnO#m1r4U6ulZRL6IRAX%Vqz_HDP8r%b0O5N=nkM
zi-DfX={Io9ur^2t$>{>y-fbVy2>+HZ`CSN|3;BgnEykD5^g$>$Kh+$SBiAoXCHY^t
zQ7s8CY@E8G?R@Qbxt6neR?i!9+y&b?-PLDOMEFK&SJjvJC*4z${;8=U;UR}4+#ZMj
z8OJ4FkDQk<mSAEvIM8?}ICMR>^C=GLj*Dd(h687&0X!B}O3yZDD`J!FFursYR|Dou
zcj&z&tfC}*9(bIELP??ikUNJZAB!Vkoot-+S!ocH=dpY4pKW`5Gg^P3wp9GwODnsy
zl-0C<#sLt2XH~kLEFcC7G@rA-T<vU=vdhWMy{adgmj-BWiJ0EWBI|@Nkk`XDz!4qp
zyzDkX?!&PAxt(K9K}c+*y;(}U0iNL9j2rj^2chJWPuvJpy<E?SZ}EC0fj|2RoVWYz
zTXQiHCnYmeIR{`#7$@FZdDDt<#R@u)fOA5nH7n<}DR63#G#JB79`~~%0+^of)?t2b
zDu3K<&yXuM1d=O~r?iuVE-k49w5C>6J(umvK9rB^%&x0~oz`E{NcF!UfN*iE9@!^W
zR|~ZA0$qlH6ID3K0eL=g1~TA5AALn&EA~IxM!7mtfLNn3ps(&l+(jAcJTFvO$a09o
z6K(K~38AO}xOuIeSEPtZrR!!NMrl6YSK^>SBHux2SXHlc{>4M_Z&$}YwF#h9ubXd_
z$x<!8s{5?MED@)H9G^z-!_D8EflhvxV}Wn*Wuw1;rvR*9*#C&3{@k5v!I%q_on9LV
zJ-Oe#>a8kRd6^_QvBvxS{Ehu*opLSQdx(C6BopdIm4<@OHhz*1{uP<m_K7U&Vo4zp
zN!hrKiVRIe%r`%ohvmd<lkzFT>j9VQjyd(UrV5IqOy{)vTit1jMQ2^tQ^D~pO1``?
zRTBc!g8qmcU#PI~+{<`gck;epWVeFc+*8)2`NgA0UXj!r_Ei#o*hFP%)Jz)It4A${
zv<al9lD=-Ps%W)IoI~8>96GH~jZ+D=_Z)ZViX`ykgNXdXG#deC<!z0)!SoAVb<gt>
z1`%RD<CSR&rrJhp2X)=pwh-_UB=|6m2<m@&2C?_Kq8jkRjRuh*0N0wy5?;B2%cIy_
zbGCKjae^k?!O98+zzUNyXLg@@^<f*64>P~^GO<k;&}#IZqI6{n$^Xs`(?P3V5J8b7
zQg2qk{o)?!Y8Ays4(^^nc|89Y^LOOOregK32bSjqH5vdjx--4f5>jIn4&u$?joS=v
zlCcU?;5{$39*%)lP;`3{TtK@J*8)`Iuhw0~R}X4C|7N+~X5hMr*zMpCRn>D88rH?{
zq(8C3>(F@>wofJJ{t`cbWLYSl3H;Ix&g~QRP~`s-pCD$oC_vaW!mLxxU`C;mE1Xn?
z#tc<IXfgZQ`mqo_JNPy5p9iqOyt+HV^EFDbQrQ1e!bTUHy;1nj8DU;4;Gm$PrmWIT
z*`PmT+@qLmDxcYqJ@cf4O!4KflqE?R3!x!9{vDgSEPW~*h;cN>&pE3*X(TuUrpXd`
z8tm|Cm7`o`+gXo*Dn8a>1J$`=jaNQck8%OG#yx<D`c8V!>E*89&X6?)>I&I&$B%<B
zG!0F~#bm6^SpB#Zc)DKK6LRwSZ6bks>&?L{OEK8-x7shW57v}(zuxlu5IOkdD)kDD
zBbn?SPwbM5-Oq&Iq=282)Z75}nt8?qZx4cn(Ut`1@qgeJV>1@{zk6^fWnQAze3~5e
z*JzMhErOk~e$ovgSw&nI&3wWwTzr%j-(#=D)rOjM#fD)Hq;M#hh5u!n_OIIqGq0mT
z$yfcD{SPFssFI&SK<(>M@|r8`ANRby@9-f=@mkrs$jUb}>*j@s(L}KLDS84#_Y^_U
zjVam@n>r4dw{e!tNpM2bh>em=GS+U71iiDeh7bvnzKbiqtln}1Iy6@7<#ET{zlf$}
zCvu|yzW)=QS#`_KI7A0e%v^!l+=G6|<E~zX4aL0+D6s$Jj=0@^`F|aqg<n%|8^%X>
zx5Olrlun5;8c6{G=}=Nakdl-}DFJC1Az@I0z($9FbayurqkG$X-rpav`?GV-p8Gt{
zb=}u@oMY8H*441X=oWQB4L6+x@Ox8xKCwm(H{C<cA+6H_V}}aJZ;6Fk&zLzT_YBX=
z()b4b(Z)omyi3TOZsV)EX`b^pTB95`R<M`3%VOcLo`Cq}=LnuqUUu!QdanB%N)~p;
zmo1dB(0mG-&EM?MtG87YQKTfSi1%Nk_QEVC`AJr$J_EfE^GHGV7bLq!frsQ>{I;gX
zClwxp*=}#Rh|Gx1i-#W?$r1kS_D)<07Y$CqOWjsDL-iy5+5!L<r{4p=gE-h6h+Vno
zdW?!N44Yx$-(Tl9bL=7(LJTl8Zs)l+0tNaJNw$Zt(j3~fxl12^DAii9(~fOwR}wc{
zBqpPmP+Cc_9P?2Y5?G+gFFbDRA4CiU+gI~S>*@|wB;5sHOygAembTOMgNgE(2!a)o
zfc=z6`HS*A#$#JHSOG>)wBVawJ$F|sr72iZ>@%9D7|jfL*Sdv=%740OuJ3v8tGeyy
zt)!Sv96S?mZvKf(m6SU03VCC2gWtP2PGgz6{Zd+k5f8XA68`ilO4m+p0bI%;)%1li
zR+~B)otKw66#u*=Yhy<in-s|T4!^T5d<-i}^?UTvy5Jz=kMw~Qe<gH_Nv&LB0(X0&
zVs-U5@6g35k!+S*MJWk&Uw)s;T#~|(ls)z2W|EIK>Mkk2Us3Q0T`=Uo3o-3ZU4kG8
z@9im_Hu7xV!EXt&As&f6@avV`x15tQ*6OXasY`AdYk_r|zkeQmLA>Mu;p1q6rW^>z
zcW<>m!Y?EbWp18@YpoY-Q^bz875qIT(j4^7KJrn16efoc?l)vWuKu0a8OO{dV2!R6
zTkC};w{m7oXp<`Vvo)wR8R~&cC`IWHCKXJ~iG?~4zAldR`_<7fv>bce$~OvTF!N+=
zRiT@;nAO=cfxFSej1v(3MKxR4!Y@b<!L=^5OP#FbONWX3Oa1QGZ7}Cpw5`PNy9&RG
zd;#%(mxtq%&_;rY{UX(}OVhQCdr9UfNE5m({E1!DlF}JXl^wKs4@jthY%;1JB$A}A
z`0CQ_m5KS3P44W_UrVwq;g#%i%NEdkAYBsGYP}`dV{Y32l}}Yl9PA*vge*AE7nJon
zrDEn`3sEYMo=t=f@F%+5mjc&~9Tp+Q=G5CfQdR!63pbBGv-ooGXDY}V^nG+ew-q!Q
zI8MrY-MaQ*ZHYNA^9goAdf6YvREW`=k&#?83J)41?7p4ZfZg!;a}1(2XF2Nrb-BEj
zGWO6;ri=CEU(@RZo3Y~jAS|cYGme1D^BbI~HntWFEk}_=xHe6QdSeeqfuzY`01$@y
zPIa5NmaPb0ppoS?s)YcZ=OJvPZ>jfKfu_=LZI~~6P*ODmkN#S<5qHXRT!@+vQXvP7
z1%$cfNHQYpjq|zjUQ(^IuEothjtn$W`K7<l!4>hE^wN!J3M0?20aOEb`C(+fq09vW
zZ{ihhh$JkvM>~d;sG$T>-gUI}P#q|~vF?_Q{1W4fz$x`Zn3?_bc!EJ6UB}MOrI7<<
z$lnY^>z;jqaQi|C0fG-3JO3S3RI2CqpEWPzJ>?em5dgN;6WC-_l%dils#OYZ$9}Mt
zYP;Vi#D|A4vRX^J%f*Oipc}@YNN~#n6xn&t2P}3(H6f5>5U!Mrj%UGMDPY7!P7%rn
z2fiq{AOKzxywZ7oMZ%abw`eJ>^d;t^8C=H}Yje84|GzgJ!f4S%g<wLO-rTL}Gn!Y3
zDm}NXqn!2D=g1jjRZ-x%loi~xNxRoBM_s+>Ac9CoTbE2%h`ft#TCV!>G3~z+(rYds
zq%a9RIb8^45+e@`N$HcNqAS<$98Z9cJFX6J*p|7k9#_O<`i-7_DZQBH)>b$A|M-;C
z<ZoGe_h*<F)^xW3y5)vcWCqE(HfOI*1dEaU5vn5scYuDlflNKGxk$QpUiJKWIf6c(
z=Q||_x)JAre4yd*`vvDN*n5Wc+|D-|bW8{P63e_xyuV&-3YFs~>j7@c$Dg;%baIwR
zrCdWs9g!~%p&3*(7a{U5UXcMMaIRUUle!s%s&``>mZPp;*o@V(x%lkHzL2HZM`eHS
zdjK2=I3;5qaY(Oy%>6raH4e>`aSWzRxW^wp?UK6d8MLmr+W*e6|KH2)xOX`qvXT4B
z7F>-B3=fTcT759fTr~JfIW52ZM!e6)Xl1b7B(NgH?Xly{*p<(V&w$BLK%lYKRzZaZ
z8`ozjiDQx-D~Wy8R)02^a5ENl6XMV^XNxrE9~z9T=dcap8)sBqBHa3df<ozTDE{A$
z>s9lhi>O}SNLXgQUx(|=c}dTMB7YYs*gY(TlMI-hD!dm^klVUl?;_pwWup3Uq9Qh1
z=N#4c_`3uej|!;39(0-aC$4OS%6Fd>;00;3Ys}@1am(_E{naP_RjJ6V{kQwsLtAZ4
z4${}MP*VI<Lj-}Ep?2in3X6{{ihRWK?fbS?zFz<o$Vv<V_1Iy)G|dJcrT;u8X$@ha
zbDZ0bgX;x}E$j2QkAEF094Mf~YSUV4kcxg$=1_h!P~~|>K6U3~{8<bTlOI$+x=&*n
zilGXjzx*i!Cy{SJN3f$)g=K==mx(aa3C9^MUnHy*ycvpEp2bg|n>c)>L=PuCKP<b<
z++Zrd+OOc)0e*-KP#VbgygXMc$c}9>3>npx*#vp*S(R=+{dlmCtQOY!jJmHvVL(qT
z+IEDGXQ2+y<$jUsKmRTJhra~yi_uyIu|ZFOzJE&?a&-jwr-r=ZUv`XCQK~wp=Ot|T
z_fEei?ne^P!11h53HcNl%3=LpcSqDlnv*CpP`t+U6SH5rJ_RUWf)6)0CAbtq*$Iw4
zWq0#95LFbTo7`5v!L`sS8^FVTxv=v63Un{=mRzk7&*nN@*a+=M(3(dHavZ_&8Xs@V
z#ToO-hTJyd+IFPRYF9Bh%Co_FSe96^N8R3oqT|rhc&vI2Pj)n3g|aDR5irdhJ&gvA
z8^79)$eV<R?UAlcE5rNb1pr<Fok{<Y+cS8sX3G({&BUvd<ArfEugTgb6eu!fO_IYW
zMq9F$BVqHfZ!IP#H$LjeH{J*D{NE&WPQDo1eL7|R3C4Z1QJcs-`Zgu>;}))?=<oqz
zh&J-`d*&Dkz`pUeXo9FRr>Lm~>sqmWDb<_Nfm^3&7qO4+9mS+J{=0iQ$P07;c3-yU
zunoQZweC-jnQU<3mF5OL7z`b%+aQ(g^cW{dVE={MaTdZ07BqS{Oxp7dgL@$R9#37@
zvbVmkmJu#s=3-v8O5>HUTnS#M=fm?F?ujs1sG=TldZgb6&lO`IS@PEy{@@QBK6%Si
zyHA0<IKZ)ZW*0sBt6u@m+OURn4v(ECWVhI65X$gw0@U0`GJuZD@3_8{;i-C*G!0t#
zxfo!?22P5Z&#4tYYc7Yw!AE{^*Oh_sxutnKLvC=^B+ZwSA<kSum-#&{F?ySCNpow}
zD|0Xp2-P2j1rcJD8QvPm9V|O?>i;)-*@9hq{VZO*Z>-+Z_zHU13h5{vx+<T6|B!5N
zP$CTD@Xu{NKZ@Xv-M%9s7~wRa>?p~hpsL2?=HlmsE=FTlIjJLX#V>p$wr9D{at&bw
ze{wTccon}%NJr)DOMm`19PIeW*;58jmXl<CajMCS*f*riwJ?wcaTqxEIxBnneE^fw
zZ7tGreHJVi!q?X10V%QsHf&!Ckd8)=!e&6Fm*f^r+&Upu6YT%b!y=WcNU||9WcN(6
zjK%5RoU>KSppo|CdGB;HJwnU}dy^A=x#P2D3QadzmFtC#^n*XKuSJUT9Qs|!kvbf)
zbkiN_)hck-s4s#Y@mxbqrcU$6oEcw_&#n&02)614_wBxhc>rL78vmxAD)OY3$WJrK
z0R`UKH!E6%YhiOuC6`NVZ_QYcZ#AFxi%<eu9%blu>Er=z2pd6?-!~7rXkrpoDr2^;
zceYT{%vy6-R?n4%PQ8v7K|A%t@Hcb=je1-2qj={DauJOaQkxpOb)>s&ueQH$N&yR6
z)ic_v^a|LE7XI)9Gs=909DY&g$O!ngf5)sV**?Siv7oO3R($PYU3?O@QZvat2L^9Y
zu|tGN4oAXRbiA@x)uTM0YrL06cF5%wfEQS4!`~k)J}HF5{;n?Hu5K8F$>7}rhkZ)#
z`|pzlT;b)#8C$-&^m)^NLZISfy_KtJ!dtw3Tp(hGh0j39r5aTcnDiE!EK>2=bnV%(
zp$vY#EU(2U96N~k1Vvu+W1Sn;=Z;?`IwS!j#yKfN5Ll*<)<jY~{o}d5p)|Ywq@BTK
zLMvlOF<gFI+c<OShOH~1=SI||6}Thq;kJ0d_2N|*a6=atU-Y7W@3q{=il)|9p|sFO
zq%X2_3at2<C*2H)wtmdn9o^a-!VNdhQk7IN8Q8(6>ux-uQb!8mG1lSrEwItp$@0sh
zC#aJ?|Aep@wpN~~@!$ojJ$pm3m_JsNmE5)mGVh?wIQjxOz)4Jf)x&{BLrE?jAU$ZT
z<k5dTKSQM^u^+d~1T3beTEx0Gfcy2#xEGU-T1t-bSw|b$+2z#Uy4Qhbg`%<|Yh=Wq
z_b~Ze^j|z=Bv>t1uY0%4VaaeuL@zjGF{V~yb1Dn858O#b^m<_|^+D@HUmTaFshOta
zoyS;=x)LgXqg8F@M;KQ~1*51#gUANx9e680q~sTWYkB;)p`-xtJD~X3-`GvAxyz27
ztYnFxCC4JcWrWgD>nz^xfE;q$IFF!@DE(^ZTSHgF0ojTvQ}#V7#Ue_BOA!DNP$$R}
zi3r#9i`bTi^a>;<A88pQWh`lX$al$wJ^LO$GR$3+iVF|sbAx*zl->*|?tTx$jU+Zm
z-9c2?#7C7=D?Xj&W4p9D8D$B+rscMl>%BD$6mIuOTgJQJ!p=jvk@jS0o-Dj8VnQTl
zeQlw~8gu+jQFrR8M>U_P)VazQ{8lK>wJe9GOfgwHZG{UIGJdZYJj8Td9Q~+<E4KxB
zZ|A!Xp(a<omRi&7gXTn%c?|TF)ebA~%=a>msTSU%*1w`TA_s~VfSJr34G-&&pFXbu
zv21GW$kL=%FO%$B($mAXP@UFdYd>4%77|}$+rzY$M%)d?u85t&)5YvlKb;1A#%5Q1
zgb*usTf|NjvO)wE5Ukdu{t$gmwkO0-6^OsFYko(v@|1sOmfty9-_k%|ktY9h05$O)
z#QUa_R=Tp7t`n3yp1vn}yHUr;DE+EMQ7uXZQ4nSjwpV&ArQ`1)HZH41jaNa2&)^Il
zeZbiE%HxCJttN$s1lDm$UUm1rhJQKLtxuV6@ys+7z~Pno*$xxE$*TotvapF0h}qXW
zk9qXcnhsW{rKY$`(?#d#<*)Z8+-1Vj1{@XR6(n$cW{`5-LrqDm;4I^UT9O`;S@2y6
z#fVc=ktHu6H}Ba`5Enia1@($syfJvvK?T(nS|HGjo{J_3-yE@S;lAn(8Fw8BV~>KV
zDv*+j&Z_%u52JeDhq`;ycs#;-LpKNxK-UYbY-!0}23kIMgyOW2c)C-DJ(q0w_Owm1
zC;GjOaXf|Efp65|L7ETQ@B0Jc%UkjLy6+?khc^|Ije|>ul+GW8s6$%ID2>!wve-vk
zhG{ZXT_OU`^PJbu?&`VRhE1_>KHck*>3Zj*Qb3vM#jp_{ZO#-*o-|t1+dB)jA7LG;
zmKjQZFkA^q)Vq)}U&kB4Cj|KSnF^aC{CDgfydRWZf)OB#5j5kX{XxWnmwXbp58gun
zO~53MlXx34`~q8pV9n9JpUS@&Y1xq+Ml^rAB!y+%iC2D9RD=C}@aKpA2xcNT_b=||
z8$@*aZ=K}D-(n=sLh}0mODcx`P!M2o(?`6vehFYQEJAH7^}JRh@|1*uz#~Z}vt$3D
zNwNT5c!wDA6EPeCP!Z)sv*Ss!!3*_5JH+RJ0Q^JKi4i0zp(v{~AcwxA;PD)sxFdnV
zUgG2LsKH|f_@HWQaPVuG_+i%5R|nxrgFZm2F61QRAw~V2;}M&tIISlePA$<Q#1hvf
z$c&hash&H|lX)6XzmchX6TN33{72JZ<K(lpX#{2dX6vS3^9x+XAw9!Ti@tbld2A0g
zVK1H-@b;rJUUN7q9IY!@F2%joMAWmvw|a*TUZY~fH3_vg@~zBrZgbEY99<2;5vRxC
z1h>56OMv@scfUjrK(_B+^7gH=Vyp;LO5$`<vqBq?^69+Ff@Pj3N$~p|&4ET%@4aW_
zusx|I2=T_&*Jmndd4`42c*h~ETI@xI3xzL-y9zwLe|@=!S5hi*7RD;{Z_|4H)xG7k
z3C91df@j3gQ0UIdX;LNS$j02+&iqE9Yc~Q1U6S}@)1>(Xw_2w<pnERItN+O~k|19`
z&*R^vH9_`>hz=F$o2_xp%pZ4SHU_SYIuim_qYLCZh>Pxn!`5pz=g@OgNn#27-zl}%
z^Y7fFvlGcC&Ry3X!V&7(>sPO}3<w|NeNy_0dV>1_7usQnrZrdv<3&CXByKy+Fq{1X
zx$MepM{yMzpm`dTU~*a$R(=rL9zZ-VHC4BJjw^WqI}-5>t;2TulRRmFksqIvx|8S2
z7h2ko0kY}Ku)BtQkR(ZJVwYzgZ8!Msom|g>Z<?XI+tXTxJgM`^rh-;Mqj!=@Kj43j
zL4PZ2Q5tI)wqBUwq3zwm)#;Nq_Tf*PKI<B-OFi0uAmo*dVtysLfBe!NK@SqHU$l}B
zYAWc&%y+)Akub%KQ$Io9n%{P<b($n4wuDt^LdCO3KPC;Y#1|RHGCJ>g5YvS2m##Gq
zN;xy>INze<u>dT>^*nJJ`U`s3r8?NuAkZE59%g{0;#6-hQCJF7$#Qu`8g`c+toAA>
z9{0{Zum_Yzimemk{^KiNfZTnaRWv80xSb}fYV<LStB^spY}w>8I~#s0Y@|cV9sqIx
z2CMVq*+CD9dw4?q+0d9xJ&|^gS?78Ze)%LqV%z^HWyTdSSOw-;PR92U?AOvgO#%Hg
zA7uXScqsR-R}tx&HcJ>(UL{dtGk*@jwN&kZe&7mo`<%_wno_&sb5YLXinPYO74<`U
zi{K~T(HD;&^uK55X~sw0{Zn>X9r;k9Uxi9?nyVEm6<E&vF|)#bz;&te*iI`J4a1|W
zipEw4t(AH7oi8oRGQ6UNRQ1dbjI5dlKcH!e5=ZW>B;_mM<OC^IKN0t<!d&Vn9N$In
zVP5K={NoYEZJ&F`*tfycMAPNa_I$4?mn0-$4Q3L3F|yKMbNgP$vuFLuUuD}d6^giL
z-HFGGZ~|FX$bpce1ZstmmJr*93vz^}k;x&)3Am+~3l8JFFg>p%`?112Ko$7&sniFZ
zJERT&{oQa^uhxpfg^#^3zo!R>Qn5JtcAF*pK>Q*i<+kv+j6CHVPh;N|ZuJ>u%<_9d
z&YJ{zvt3KdizwpYL;W^y6VkjI#zg+0%~*NCAAWXlk3p>}_9q}>4-IOnHzP&niq^1j
za7tZ;hu}+UzEg@*2|&JcO!nBw5|(MMZ;jHo7G|~O+*x5hs1xp;NvR22)kvV{-tC=u
zTA;=a9WC484mI4p+O69{R=`=b^glzAg^0q0_E-=%io_69Fu6&I2m7Gwaqf`1(FZ{O
z5Url^Z6CGB3Qba}=I529%qF6>wx+w6V!lZP)gxv3Cjx^scQSk|F9c(6BR{tgg|JFK
z_<<4wJ3_c;xfItfHOKGKn(3fWZ}`8RHr759+;)Q{8i03qbwT6uUa$RN<$F2$OvscW
zt>7xKczsBvl|8Kedf?X^zcaYT?BMsWerp31|4)}K_3BRDwLCxB=2)QwdEaX#x@#HM
z-_?g#?T=pp;W9<!mD-;ik`@{ePDrk4s?bq$g$(-KX1NOgfzM&#6@kj19I_UwFsUf?
zfsRa<?)j4IZ15>Z^sU}>)9Mz3sjq8n$Yt#XI;`BkwvYjPwVg%%NTIXFF-e5aAHfol
z7=no$eTnBQ*SZ+(6GQ(Wj`jZ~6XYI&O49*dVSRSPan=thY9@FmG8BQ4+`gZP&{;4x
zZTz;XEmBfs!!bhmQ20nR5fUueJ7*mzN;$RtT7h(GfwXn07qprk7A^vh{22aeMi(T0
zm9>%t_oV=4^=xFDJ}%=4v~|6TF9~YWTcL>gC<U(i0#X7Tn>a@yO0O+}ZRAM@a=GO~
z&;k#O4*fmB1M{!!Dn|KFPST7LC|4~9s?gem1m;_(1tpyttMTM$BF+UZZdkX<m^%<l
z4U7sC%E<q!!gWC*1j9rfGup+d!_#SAwxi_*AUfB6%CCkevs#r!V~d*bt9F~f=SPum
z{|kOz$RWSUhvm8XBC)6GVh}4+Iva??5kJso9Tc(o^X}(tA#vNsW@sf<Sm=Q&OXw+S
zp<|VudMEGXyNY7J4}4AqHy#TYvhjHhW=M+Yj}16*;LE<uKpsu>R*5zsSn@K8Pk*(m
zuPD9HZ=Zw#)4M=^@c$ADf%2b)4<;NSU2x0J^$P%Lnl85A`d93z*?0|RNBToo=hZ)t
z+wmvwLwSsv<^3OF+qh$9&$t<X2M9W-`v0>`Cg#w{X4y?eqDIU%s;&r>{wzcR)e@H{
zY;`DZ9$sbb#Ugin!{ds-S>Zji7S1&zfBl%LXwp=f7Er6~lvAGvWnuw9S(UxG=wEq9
zzNJ7qIV(_lw5%13Pv-&l(gt<(qT5>d6TYu&6nk$E-uKI-4rPJ=a(#{?<Oz48PW@Zd
zQ@+t1yb{juQk3{$gI@J{Q5a9o$2cAi_JY{#uwO`yAB21bJj5=vv5ZolGqOG;-~epf
zPp!t~3Oo5TC<NlWbqo5a;f0B1n*A+KE&00gUC6G@nMg=~pR%!PR&H<A!nU3`!!zYI
zpFmFD&08gF1}k&H*wwY)76{ixyTBnZZd7{QV;V)LTc)3oI?Kep29m38iv}`J3gRfs
zlpovJ&OCL#!kzqDArq%n^A9vdoq(Os(}K$~x&qFRCXru8Z*!!^-u8v{w!X^<S5h8x
z!d~rWjlZU0n)x*5<4tjs?04~xofEU%8*aNjuj{=g9(lYUndK1bGtny8T;ExKir_V_
zejto1yKyEFN=a+>_<<_O0vmpewfV8>iOjkOm$;n7HUB5`jf59!IzPG!$>vFS6Y{NR
zIUZIjo)JJ}mhSYX5LKgcV?5Za=aw(qtYVx=$j&u8=n7V862@+)#^&cqE8^ovmmT<*
zttcZ@t(>p7??@YwPvZ}3qG5QmuN@`dOn2KB8Imga#r5t~o_MV|=m;2lRKX82mCh84
zEkT&;H|I-o)L{Q}MIl%SV}s)Zg~drr?+$U=-2t(F>!lG7+PK-4I0)uK=z0Q%j;`Ui
zKTf$|dzam!N1RJO&`@G;Qe-O-k#~ZZ+4xk=u7AGqdth>8HNp#`h+|;je_Eaax^@7g
z(2M&G$#2mgbEmlX*CjR=5q!lcq<fIHccD0!)k`}r6b53@+jeWd24}Di{}jqGe)`Pw
zVHvJ$$}orAp+NKHwq0~!I4vSzg)PinUvm1Oud@f1*pIP4YqbbC;A>r>&L+rc7x;O*
z_AuQ|r;8Z+VDX9^<;L-uwT8RIcSpvIasP_to9H3$b>%wC!WumGT&yv8ht0P;FAX51
z1~b&GWBiUs(soR4;(UYn7S{X})<T0yIHJljLDya*Cm&^FdH!~+`>UUyF^6lSNs`~L
z5%=KEISIx`<D*a}87Pr8Da%==$4gE2aXY?TtSw<pS4UdZv4e=P^ZQSY#&6Bnn^swz
zL-x(_rjqut@urj;X@2K%b|e#)B8*(_zA5dWVG@VsVwjb7eK430xptAn4M}&_jgKbH
zW}ZQb%^=;xda<C`g6^Q8&AGGBSPByddA5hL1lzi-w)LgKpNI%WLow=gZ713FUKMRM
zBnPinqD%6iUhX34Z#4e|Rf)&H(@o1pXADSrw*Itmx|5S8*3mi(JlQtl^*n3SiuUL}
z;Tt;S?f0PRot&SX{^{3I3N*VCp*CJFg69My{g=iBES;}*X8Ag<?oW6O@UU2A&s@J$
z@2_^(+w<vQkeo^OKSr;iM0megLqdLwXinFPT$gWC{OY9P2n${>BpMJ<LNXcJ$Q;sS
zF1*V)n_`6<2#R6%9vSs%Ld=wGl4a1*X|65zWOe`Uu&siSGR=!;0nIg=J~#4lUiW@y
zl$3dffNvcsql;Dau#!S1`sF_L+QY%?(;UB7(~mAkWfl>^dg)Vta0RX4ap(3WUJyM(
z_dgX)(uQ7SSvPI5-cp|R=TGH)!O?ko2-*Yds5@WbHrg1yFPdcF6pPrB&eyRF;XzuN
z_j7m*kA|%ULO0tWk1Q0ZW8B-67AL-un7o$#S*sY-VBGl7I<UkE{g7YI0h>^hH;ogO
ziQL(3?Mo>>?!P6f4KlIoEWN2F%8FuJ#!#6Jnf`wnNl!MgZ=prbUpJ3#!TIX`ohePp
zT+ZxX)ViKuEvIo<&@25x(X}#Z$QpA<_%?!~EZW{&{{57~*r+G9-YBj2L~kXxvTG>D
zA;`&$>S(Dg$xX?7!l-N|KifQ<14=Ka_p3m%EELHlfRl$;sI0s8Nad9gHK=NUuD4Eq
zmb`)-!6(<-7%>ez3;V}meFtZKO@@^Y$SLkH{Ox<pGE%i!5(5+V5>J_Ldx6}s-8^6T
zU0Tmt)9$v<iPFKAei-@2&kn#Knq`Y*M&HMgvW)MPSz|7?X}=XR{d^>|NoSb?ZR=9%
znjkLN3qf3eZ%$0_EYjf>9n}y{HZ_rD4w1tST<KRVs_^3@&%0I)X?tWeWOe^@-H#}&
z_C_s@C1A6olt`<h>i0tzybb(xF~0`?^VuQn9{wR4L^;i1*}I6Xay=3M>3j9toNyUO
zR0tgQw%O=*@qB-e!^rx3&SpWVw%gBz9Y*XFqNNy(!j_jp`?K8lf#DmZ<tH!G=kpGC
zE2mbf$fgzwqdJ0@%Ygf!G@<WE+AgF}YjAAB+y#&+rPXgZ4wUM*!^`QOHc1XHy-cse
zE0!GU=+#oU%|w}ak|e5>K_f<o-gEQ_m`2m(VAuFq_izU5KrL$|RI{%hwHf!dKMW4R
zWYUOAGu({QI(}7HJHEk3!Ogo8HP>D}NXBY{=WAx}edfXWD5vN5;c%~CjJ)6i=bMe`
zBs1<gkyZw@Ent6|ecK2N|2F<JML@$7`K>_+{ZV>0NonD6x;YBh#%=~nY#QFd&xhB+
z)Jv5Si2pf;xLUr{S1fBj8!C5uc!h+tm;8`=U6<FP=n~Ra9>g@dabo}_eZ4OCJ5U*I
zG2I1P`m*1k9|Yvh@8iXGBhfz+2)@d;OU8A51evis5T_R2T^r!5hlIpfEu*%yAXe}|
zvqght%b6+pv2QgIyaMXys%?9<R3XQ-zdi|a9;&<~OU>($4|yN6rI|3O2%9|pR#p->
zEY1p`9Yf1r3p@M#j3?lF1&axN*Q$N^Jg}BrhEhX_VdPX!uNKw{IlCGZ6?W1X_}~z@
zs+^kl5*z<~y*4y`EaV8IN10SvDHQdm`f$w#T*{eu5sf<`y4JFfVT*F4NO(Y;`|i88
z1D<io`})kqHU$I;_O(2Jn7cs?k^BjIx8|5^<a-l1$trn1y+dq!tc-*`Z;Op$f$YRo
zFfyg{SpsIY1BaHFY-mwFD*Gnb#jS@p6H_L9#u7s&7Cw>&Uc#T&<p1FOG=+o!eT-1;
ze6XreC4X~97XYU9M-bpHk&}~i*dFTeroDDn)o*8#vZ4RL)%gZsR&_<cJks8i7y`e-
z!=Y51{Cws)aNqhDd(y#&nMq67$Gr+JEQLoe*u&UZv+YlyyX!2{%Dv1cNm>a}nOsN`
zQEG=T!2|WOcU1l)$cnx$Taf0G!W_JY>&>h#3eA)#ig}EjGeh7@lt(ycXNUx!>ejn(
zxp&M1^mNv#N_q^6p&N~$?Q5a5FQ4w<Nk6t49-UCWiCKAT&-_NK;Vmxbz^}ah_2u6o
z$#kTOph#DL;X%s>$SW-}=LwuV0tz+Qw~3SCH1zJ#Bqqz8tPxhmyX=D*A{Kt>fHg1{
zycwA<n2<TWe;)Ot+^u+Y3)UncAvG{&Jws%Bp`(tySV?HR=?_YYN+e9o7fj_O{^1cX
zBiyTJ@Xf8*lV(u^mnHV=f}mwn9L+lV9d4Hwi)Q&n#LrQ2ac8xMNqJ+tq5+hHZitSc
z+ZZQ6jmR7hBq{w=Ve@N}`mxs2&U07(Ou+-Loo2DS?<4{}7fL(q%4@5ZGIv94w%-wW
zDz+i3^Nt^JGl{A%U1Ek^b;hjjeSdUBjE3H__@mMmcSF8@W6cV|cb)^N+t1INI^=IL
z=M&B$Vqer#b4#U0PE11yg$7dO&iCz@thA1!z$nC?8rMhUo^Q48^w272N3i8R$GPo;
z=a}WL@4t(W4+{SphKuyovGZVET0u>B>*>Ud18j;8`AC7}FKMm}gR-Mgdo29Z>-kUK
z%R0ZkqkAuR&GyY$wu|64Qurv=<({uu5yxYFRHmD2oOeaM!HfdckYY-ry(kGU6ftph
zJB>A4b0K53yTz9<k#?s8r||mAL)+$lqgIvT-=hO})b8;&b(Oo~o)75-E#qTnwN<`~
zA6`Y584*LM?rG24lm@yDl|g|iy0*<IuXilVCYe(>wh~U1%ghoF<R8zj7LWWqsW}wZ
zv6lXB0pFq7>k+s(&rr(YiIlprDZyV^P&AZQN&BSrqghbX0$il+ghzHVNeO})&Pxf<
zgiy`RwzL)W$e2Tf&M~%`9Z|69*eD+lrd{(51~VT$@r7bAu^7~ijWe+;MNdm<l--C$
zz0BAp$Z~GBP6_@iWjeTW^w)_Im11!0&=a+wIifD&HbZmM#6!-C&lewRelO1`u&>r(
zzw5MQaFR%-tUJ=e!&}ed0IB7+)OL~DpUO5s7wEQkg@J{`q=3D0r1|{{?KCX*Sdj)6
zS)kl3ov0ySF&G?GMm|D|McI_9TXcme6y0)?Y#`B2H|tX@oNM;8QK(>k8o!S>@EJxN
z+QL0QgqG6IFrSunc~0CE9GEG%D=?9*{nD3Z-nxhVy$+hC66<p|#vLz;8*7Ltj3%jj
zla^DkN~KbiB|o5Y*_9E@*fgqJ%2Fn19f2j*+D%}u(6#wGv3h|Kl+@06eIOhAJH$5g
zun`M3oEevBkNHHN`o6D*<bE?e*Wz==c8l&TBug4^`jc^AUFqGW6K>BpO(D8$DRJ(w
z$a{m$<<>+?RZT*k*bjcoR@Y_I@*=8+?NffuA#$KHH+HXs@M67ci{w=P)A44L&dO2h
zLK&>Dc})TtG!s&PpUD4QWoywo8-A|ubTpa^T2K69H;4W$aqrdY@&<fV5<tMqBkt&=
z3+nhAbv#rh|7&D*areSo9La?jwM{%k^sx5&f$n0<3wzbIdROh^>G30BOS>2L*gAN4
zQN1`iL}5%IU13pf7iY3Vk6+Wc<h(0(_HPKo$HhuY3Va-a+EPwxpubTWp7%YhG8g`q
zGPk~!hc&|Pk9uy06m7z@L(HISZ<T1USHp`Z?}wRkm?eg;V_%=uh*cha`$0!b`+!`B
zaJ79;ROQR|B!tE9x5#{mJwA;r$-7JgIM*Bi_iQdKDA1QBeFi$;s2%7px%B&ce#2Vm
z!5MR5mUwNHIJ~jnU|GRku)<JV)5))KMsBF@q$|vWb?nyKY%V42e)X=!#BHGn6;EL+
zQkoQW5`DJ+c3F{Gmixw~dYbiX!Dz0nCqw&Nq;F=EX+d#UlW-2dII6F8S2PHh9uY85
nhzL3<<vrWy<>3)$!w^Wa<Aa|k2%P}`Dh1M1)m5ofvI+km?qkE&

literal 27268
zcmX6^V|b*^5{+#q8{4*R+qP{x*<d%eZDZqPH`zGZ*tV@nawp&YHS@eP-CbQ>Rb6%J
zyfMm(QiyPPa3CNch%(aRsvsbsz^|YnFi^k`eb)+05D;5A8F3MH@0@c3Xl+cXHHF^&
z@z2sM9F8{X3XGqYPRm`Cl#RcC<8VmE4?D*7XsO38i%6V9N;HDWYGe_|#u8(l_dErD
z@VKpvm%>Hs&qN&YKW%QTtZb|VOm{n2ZmxAdVW?LSdrBDfw=_T=H+6Dl{c060?bI;7
zw1!20yUl2^=-jMVl9<{P2rvqc?S@=J5z64v6kf@+Xl4Fv$Es?vOSGxWeh3Vpb;Y6u
zt&one5ga!*w<@6sUKI=cZG?V)A80`9O8E5?`cT`{Jeu&r3kOSJr!81_yfUn?#INI?
zz?3wIs)@=3pS-SzK!yL$^A{zkmY|R##Mdp`tn>-A$0#{ACrlQE)-a}TDSk0YcpNvk
z!Dd?Kzvm&q=d2MQd3)rbI4iit<?kuxZva!qllND3b7bJce=*u1s0z-8dy^mnb!G{^
zb6%ycAshB3zH42XuC{Ub_DN#uM19Q>fAN!Q*7Q$e5=0i0{rA7)?Jju2T+_YBZ7v{-
zkP;?(&o(_q<*^fD6d;&7gONk1%&lCh<jimVviB=I@_|fO){(u2Lyhc?-v;Z9M3-0e
zR?Yas9)dP#|3w04ZwfDXw!<M{C(|i2mQBglL7H6e9s0Y$)_C+=Bgg*(E$WhAc)PLs
zdIJ2ZfE4yiY_!Lmj>w3p4K{KRgBkt|H)oC-OTE331%hq-i;(_3tr8`Xt*0W<FKPN8
z1FTR!pEFU8H8LrKTa5Qqi4uO&Z8vfmUOnB{eF>Z?xnJ59{VNEwHTSF+3zWK{sXmS)
zFzO-D=!#VxO!=pcJ*<pyA3?FJ_%o)FNKc)?4k||CwOjkPm-r;rUxx~a0#Z8|fyhJ0
zTDLfe;hMa}XQ^qFw|h`Y=&A4xMX&d*JwAw35Os6hx~?#j6KxiS5Y8-<IK^*%W254%
zVjz=g0f{bt=cPu$eYLr?W@E0Y5U%iFo5bRO`eULV?7(W$mZOWAZARw2J>a3uqhqB<
zSHZOdU9(d93grs^^-oTH(l*<Ow$~co=zv=k!F1%}pLTakZb(yg(F5>SC+{DdkU%MS
zTW6+9`QohbhOTt+%OaS9V|ru~o}p@TX$MS(ID59X){uZ=c5|)|dJRzwla1hq!P%~G
zMXn{h`}Xy<;{q4*cCbfO5XMgIbISoKNp^PE`Wl1)9JCL^8S$sE(QX`{Dj4qFZpgE;
zeDmtcAp&@~t_am(Ln<DD@%ZQ;uAY(&A1{0Wv!j|PKR>-fwBT6$2)7wU9(L|>>4H_1
zDKT&5tEY#yuY==Bu<1%4W8XT5>zQ>&$5C1mM~|~txW2;I0QXh{y2qby1KSSCO$s2K
z@TbKC`3A}t?VikMGZ>g_tx?5N7>D-X!-~tH0KLvu{Q3dAjjK=Ln^#<YUo$&F<dMK0
zpXc@b4IW?@Q*U*O`$;Fp?61QOMSuM#gCmOB(LnxJMiUFxo#$_p_&!-Eoi8`q#NiiH
zDmb{!PlEOO!;?CP3HYampyHnb8jG~l?`jP%?~xcex5!PujGFjo^G3V(EgYiH?c3Aj
zGJX{7nQ5!J@fqrO%q|VmzX(8^x{+*T+y}AcU7GcNuu2;$Dd?<(*mCyONx`?O!1Pb*
zZ%0Q|@%+USn9WV9cBDh(497S~p1~MyL;{`^=J(@cjhN}naGmhw9-jwI(@HTOh0Y}@
z;4#zk?4wP|*h7s>;|i5Olas}AdE$3+xFLNk8;3tJ&IR_!Vdd8_pt*=V4h!!KfZEp&
z3ERT!+-;bgD07B0po-|4H&>`v0^5GNmk;A~>$0%pC`t_}ZzR1WEPEkLn-UFZ7cmU~
zI#fh5&sCX_k3WGRS<_b~Cl3*)O6bHx;lw7qfL3q+wCRz`(J-f6DT+5=>t^p7Suh)6
zpuC-t3<Kpeb9Y1;lP$wn&HBn-%R~*XH8q&Gr*o%6%TwG6XvVIye^YhFp<&{>LSYA*
z_iyf5)QQ$qC_*s4B4VBCUT<=R?Gl`2o5psF!?)qC8p(?r1{3~Te%iJ-)UY%qsZ^hZ
zf8-&uZdJyST~cXNR%gwke*7{8Cql&yjKc9K)c;L080bcyBRXiFXyjq2z-_+@<@L#Z
z-;x_i+4J$cQA&wT->YDFomabogIMkezk3-KF_!~8b<Djs!e#vNxQE~t?kg<VY17VM
zRem#T6u71TSYJ1SD>*TjqhBFpe5!}%4$Yu?Qub0ALI?oUG&?n2sKc>G;HB948RN!R
zvl1e^cQ&}6fBNhIAoXE*bxiCA`SKw+>WYa)y`LFvXQxC6%_nKhxK1Hu8-4?3iI#6;
zKd#wFP-j%MeXB@h6<EVnw7#{xTcKfHMlT6dQFxm{xdc50n>`0Sd%F_~h#AUBT5Mr{
z1tv^RsN8<nEAE=j0Q!Yq#E_G#ahP+L%#7kLhuJja`7;2t?!zfnQ2ovKbdTxH9s&;R
zRdU!53^9K`5?D$Cyy7baE_$?3C1y}*IVi9Ru=xczZWEcYvz^uo-C$Xe7s5+WD&_$P
zBB;rYu%N@Mi1%0UdX23l0;$=#O`?smH(3NP*x5_H76vGR^Q6akeT=LV-?{OzH9Swa
zk$nEBvrPzxo*_+1)7wBU9?D?c5Dec(z&yy9JX`1jQ!TSsk5Q9v2JByq9f?gmwCy9`
zS<YUTbm!AQa?iv0a+{7K<*KOvx?oa4Zh0h`VCUcxLOZjOEV_D8MJxQ4UrgqAnGv$u
zr52@Bw|h;dNRmLjr$XE~-qL*k^fpb!*Q2x@?Cf~g|MO$cUn4|My9hfg{Qk^m9#J-u
zpTW=95E=$a>+uZhxJEWt>y*k2S)xhYaCU6bK?N};|2v3tLRvFn>Ao%-looW~tOk?z
z&Zww8Z_fp$oN-gc``khvwdcsV5Vqz{D8Z(hl*Q48yR3GTDJU6d7~Ua7ba-=}?3mor
zftxzweJf%>wLvG(_9LDz5rr{)#NrH9XZrU6s;kh`#;+$Fk|HaEj)Q3aEo~QsL@E(^
zObZ*rn#cI`w+f1R++W~*3dp}_e!q7+8h*m%bL%)UMS%d?Z0X0C7!rd=8o8gh2`4Dk
zf7%S%P{8US*G9GWO0n60gKMi!jD#tJq+j|GRm>APVNk(Pj6mzFHf@!=<wAeW9|x(2
zH2%2s^p=FB4)%8>qmdKt?hkw$(<9uafPbvjw2^UkgV)HfNHbwm<XlF}=c0Bq;i`)%
z(F&cXOggW|r)!Cq+`-8Ja>NfouLr`=BBsAr<k>B!<;rwhwQo*JZHXlu0SYOPPg@CD
z4V&JdJQY5xP?!XE#rqkmCrUW1e=q{dxGk4CleNVE-pvyohDnn381KCn^Dmm3QvjGP
zX?{)LCub?1$$<Wg8#}QQbDiTz_h!&}$lizg61Twk_HH-+t;y?2$e9p2!6@0*$B88P
z9$Gp2Vv*oS--=o@0B@GBxxEa9`xjA4kI#B$HVnGJM;kl7WsQ~9GcH7Vqc;_7n7Ok$
zK2gAK*7?gDFQn{smgsMmwWnM$`9VZ{K@WoQ?!A(JHEO5{*d$#T*of<R-Y8DGUl!bq
z{l=y?DOcLq9(*2HJ^rgbv@x=%-BVy3k@h1fA}M7<lh=VUPd9m!e%4$j#p_${CGF(J
zIf0z>zoZ-3#5d+%3|c-XT6u!<mVkHX3r5TMOOnq8ADN%s<8Sl`+n|F(@XmYzl!(kA
zJ+Y+lEQ>@Kll`X)lk%JU6?mEsj9z6Ch>#e8E-*sBmtpXnUU%%gfy(-@K_XNy2|}e%
z@9X1AjMoRzgAGg{EGENVjH7O<v-sFP+SU|?0a#V)=eJ(!KB;8@Ic-vZQ-PWFewweR
z$<Rq8^<pIo+|mmI#dxalRqs2bPsxVc^d=4>w1_=9`{q_*@)FA?8`2-_`QdU8p@_<A
zn(jQp{#tA%mg%z$cXu>$23tmZxg^R3&n)U#rtkt{<h*t*wDM-=#K@SvWB*c{R@Wt#
zlOG3HsEmdG^m%=DI1_SvC|cuK>P-G2n7+$qeuP4Nx?ZQ}^JBxNl(3kKG?056Mx9L+
zH_;~+dP;#!S3XHo1pC9So>qs;`rO|m;<mYAwDDhDpzlVk^%(8ll=WX?iyl_Gt>=kh
zZ)2CPC>07)hvzdf7;)OdkRz4S`@LrmZXWSaH{5ZR8`dW>y_4VUHX-$P)Z~A_T&`jH
z>Mr&fpQ-pbxHAvKn!tSTq<@-A7e)*g72nY&s&LtM5X8-k1(8K$h^asGk1cxWiwx1x
zad+B6`>u5*-|T<^TF5CL>hrvh>-k$>LMtDanym-HHoqeNmFu+l=_Z8Pt0LMFK6j4Y
z%$Ki(^QUT-%E?9c&*in|cbOjmMI+hB2Uuk~KMh=oyK&eGh#$xUc@Y9&eMVjH%DlJB
zL$q!7fKI*4Dyp4-1U7WZ{Le+I-jzjkZ<P!UT8Ev~+Ze|w9t~VaFUxa{QdZMS18R@S
zIZ#u`L;rFcGcHgOwF*0_%YNV7wU>e?txoJ-upIMHi4R{5h4akLwCb>eQLofz{I)mp
zl6N*p=$xW!u-$|5mdKTR`j8HG9K<KxA?S66Mi0dv^3G$alG2bW+=45t>0zd^A1_+$
zx4e#z9$L^tcG3HRHi`LoO%BpFDdHm3&1E5^fD6aA7Lg$MQMNc>xGv+bT1@Iw)=g*#
zKgobbycUM{@5S!P`RD^Zr_*06iKZ1rPoxcWFo*1?k^wGFOGpo^Q0Tr)b1cbLj&C~9
z<)gOcB&UTmta@wCcTS)S8gBoP(l}>J?c(^tRl3&Hq0B)j^WPfUbT>dmNH2v;$9(hR
zm<8kQNQ=Q<7ufc0`X#OT4J^stBMD==TK{{U*ZQQ?9{C#ML>8={6-B<Ry&*#ecShl6
zk>v6ICb*)Xrs>g#GGOPPD(z}5-hf6P8xlh~X<fo(cp^?aK^8Ps+18x~<Gs3KxRBb|
z-YKq8FHJ5v#z7(oMuFyF6$iEON0PK>v|XR)8>*=U?j@PcKhSEwskI_|*&x`p>)nU9
zBy~)+Sc_#%e@*rfLLr|z2fIJ+$_Z3DGdVj?7MU<TmcU|iUrgD;a(XO128k(h?KqCi
zn(tD`Q)BfGLvS^vCBg^)!d(&}#dmr9#^Nb~n{LQW{muh6)DlXB<Ou$R@W<-O@MeCM
zP;P8@LQAx{9$qhaC?4pv5@><)?;J(n9WF_HQJ<)i2gt12%Qz8{I_qCeWD`e=!abO|
zv&JUy7-x@&y#&f&VgAFWXDia@*bci)moDF@c%&GSQV$cRU-lY!%)*px14CKa#;k`i
zxp79P>regT4+AX!dKzb+!f~v{{}z7BMUuayS{d_0zmPbpz6^MY+4^<SK?Z2C7u%%s
zbAP;+eVaR1ZD~*wB~yzYlHy0d3XpM-F@@pw7M%3-CjdIabiZNDDYp?!Z@9bRY;Rd}
zG?=tViE%C#Ed>WiF94ZPD0zy<7K$8cb))9HOF*Dt;H&<lZDM$B%@4@YupX)f1>gG0
z585)wCmOc<nJ~rd&&x2Xru6;qeJUe7BTZ{!iWG0P)|Bpbvm~Q;|1_V3yhSdx#uPVN
zuq=z|##=#aEawMt`Ytl|526C?a&GPxS(rUq!UxR3Q_hX_<uLGN0Z$1*JHF<8oEHn$
zT=xbI8;n~4af%^9MZ(o!GFcJDKiT1{B%=5Dk4CMb5(~-HwC)OL{t1bqm5fSU&^1rT
zQKGI{<zz=Hr?wT_h}3RpSZifD+qbunGB}|D4S-EK!c$Hi^o4cSO};f{)5G_yGq(pr
zU>=~Dois{KUmT<GCeySnc!+YJiAkMn$%nS!DsfS|F$#f|m$+&5s5-`>>}-H`RxXuu
z2;;|t26a|!Fdg8o%37<P4pPxWof#`zgaR3_+b`Xi=*jh@a&T}Ist|I_;lgYCv5G2$
z^o;%Z&C?|HQzUM!0|L`BQ;vkwt4Ws4T-zZ5aq(@$I$Aj=iuN9vP(a01d(<34*~Lp@
zKCTjWXi*b~bxrJ*+*{!nM1ftEvT|y`uPw}ymd_LH!o;vPp|zN`<)J&@XZdIRWlDSS
z1D=u^E{1$jMPXoohw6n<f3LKqb8&y1T8hXWGfYV!eN@KKUagUBBaRXFeKi<57?+g7
zOxzovn$hZ85n**yASr{Bs|PfRkD%x3&(l|&-j$Yc<s;Ei<ow+`0WrHpogU9qRQaCC
zijNjx_)5LprQ%me_Twkyq8w(%(FIf8wBux;4}p8Ifg*wx)E^^>iM=lEZ&f!{Z}5l|
zI|FJt0kF^dagx=TLdBD-LjNYeRR}a7azYWNll;^9hGaZHurT^G%^A|!#e-0evnw}F
zYW>eHr~7k45SjM~C$`ir(LpRf&IxXWJb=?asEvmMR8TB5y#K7obKt0=`j+i}<QVkq
zuvst@M`zUL%i@Kh@yyPC1u2EYDM4dhe6)O25X_V*TwT3<$G-jJf3s`x%YyZF@8SA6
zovGQ2e-hoW_>zdgsoQAv7QTpU3|0ag%6F$_xqZ(b0*FnBrcZ{=%oY=!GT8j2H|p<S
zRA&2OEl-03FpZCq<8M^9rVk(h-|>4YqO9R=!x)2Q&oB!W&4n9K#-F>@gg)=}H9#xB
z#DSK0&<bpp(i$u!m$7BFH;Vjb2GKYxRgl4YKj54~=EiBQs8TU)*hv+W_5p%hhCzup
z31X{phR%VQ1on=^o@lK*t5j?qn8))hSow9i{UC^lq$M{y`Q=IGpuGxE$`?pyLfU(#
z`IN?KS@Xe%RCu~7Ye+u%b9m!ls6*5W@}VLvg9X@^8)qhLjZO(72a6m}s@r2h!tbIV
zr+xT0q@cw6j!g6Et@JCQHFz&w+0KN3-OUcMz2hPYf%<+jtzFC^J(4-6Qb!@W7&6B7
zd;Edb08+%Y#9n>F3>5^6*5zKWb-i06VR4NEkN?W6od4Y(_CE;fTPak3^B2@HMRw6~
z!XUXm*u9Hb6uQG7t^#+QL`g^@f#p?GDMoNielA&BK~vXrWeRF!S!u`jW{x1OoNz)4
zaKiu@;(J)?kw(X~QXOH3XgvJ!xg{|-*)}OG_7p7<ieN7gbp^~d){XZ;&Pm5<Qimli
z{41ioK<b|(P3>!_uC$p?hM-S8;?_|2^PZLI{2a@iGS{#P_$|ve@l~@N`^H70eb~dl
z!SAl0SJ2l{_gO*ZR7fh&Vv(prWXWWUT$L@<zgI;L8o=$5-6dY%r02_(lLSB^OtRRD
zmeUqvVApLd`F_$=%u?0M4emQ-Y263Sn8-FqX5snyJ+97U9SfIc4qx3r&rKA(^zT^{
zQiIoNV^52)C6=uQi_gU#6~FxEm8s)-aQrGlwHoN?LHWd38Jjg=R;FfJo_vS|!?NJ*
zli-6)>z$Z6UMfVIF)gi=cKa;c88W8WBL5)S&5MA?tb#p2xR19c;{K$#qv*1nJ_E31
zC96$Kd_f6dhhXP1(%z+MJD61@p)HS->z#xeM;c0ufHoVx&zhbZ6SqYu52ksEp|AxL
zfoXCY-iC74K)x*y&2qZ|?G(1BCh=T1kC|%`v6g_F@_7tvKennt!+aM1ET(xV(nN!w
zTNaMt%*9~HhW!y|PZmA~TL|L~R95v$GdzDwNF2)-3xX|^>aHT*e2@-Zukn@K<;k-G
zYLZdIb9@=UAUTd_ST<uX?_mpR3_%l{Y_LKrM^eBPWQt4<(X|GA>|YtF3-&@m^sW*I
z4NKg@-4s^p>!I}L->+=`mTDlS!>MU+u^&1ZP-$uZ`1+V#tlbrZ3soigtdG<VtmebF
za0?4x`@G*&PPnA$R!$YZP_0fVxCg^RNc*4&8exWhKKj;nzTH6rdAQtkn;kA0j6gTP
zV)DEGUi#BXmVuzjkMB>hy-`nau-#9Dg0v5)a9#{GE0lqs{DEpsJSc|H?nsuFKafSF
z@-MyPxDdb43EFNk4)Py{zRWwB+6h^~j5^*#+=(GwlqJ=VXM^j8WPmgznL(#4YQO;%
z?zUJlvPy@WNk%Q}kd{N=aFF0TNdEjQMn1<g!UC{N_&qsZLiWSZ|8WyxoMl}KI*&Cl
zlm`PaNtk1d#{vz>(ipp@V~BKwd63Z}VMR&Cg@DMK7~00q26Dn}ei@$g`}crR0&9t6
zzjVl4q_x9qLz4fW2GZ$b^B`9tHdZz^0X^9-vs*%KU?Q0#Z=jREt9*vkB#M=HTXi-_
z-I9d~v;eJU5AR#FN6!RTwpFLe=*W;B$)Ck1^PlVDhI`i(PpkE5p*$5|91^O&usAf;
z72s$lV4EvOpXfE`Bz5D!8PvG^DF|X=&3*@c{9<+N@`E*7Ep}(PC;X%#;{`;Dalq%3
zX98XToJ!?Ne#;E!xF)kT<_^vLK<7WXM0SuS$YGh;rO}9=H|TEZeI340LmGfC_&(la
zqC@8ATk_fpjVnKAK3I|W(t(GJ@uVhC4K^WVos7V@&7lZKv|=g;sEDNysi96nA*Gv$
z;FclqG5DESNRmZfXEctW5U7>mPMJ?nI1?*CTfQ}F9fB}yB47Azq}WDc`6Ny}?ite|
zX`5RAEEHUvY_UEBw?`IWu;M}ryv8`Y%o$2=rdJ;6WLd4fieoHdz$Z;Jmd#*`yjl(Y
z*wvpGWPPItf?tK$)Z{4mnZyx%#ZC7FGfcu@1v1-iq)-dF6D192qAD*uzuV`dom7gH
zSW=$PzNt5|&A<g^Wr4TDqtUECe0v#na9H|?OhpBC-n@*b^CH}hJ}%^`h>}s2H#>ZW
zGyKLzjGJyXh|$g_6FUn!)!ILAL@7^$9{Ph=vGnIZIj{nn{+my75J}LEcj-Y7e&1Jo
zt?(7+w*xtT-$xt`OO2=<busnZ>Tsxbyn@9>-HMKC($k#UFv$_T!qg7Os0smBadXSO
zucpa8R0M=51T4gbU#r^>w@;^)YSfZKL9@~Zbobj6-xs-f0G341JDx<Af5IT5;2*9n
zY-yusNSqHlKsU=Ne|_TX?woD4rSs3uW1BAf%lOT%;i8Q;&<u3Ua0XN>^JB$MN;m;4
z;GW=Dck#EJPlmy9MKZFu`Lhbe(@LQRaI;l6u>;_8MnVEXkx(tcW~N{!-ED8C^NTjp
z0;xCFKs3av$42Eb7)n<^Y^iUQU^5rATf9`*eb=Qg-)_5@ZuU-*GJd%o(B*$2)c0^n
zARHjJU=U&vClm;^@Y1in7smWmOcklCFI4j{Xa;bF+SyDhMRp`9$A%D)XF&=7_T<Xt
zKrAfNep-fvIN+w_+5WI68i7g4Q^rdLrz@5<#&lm>MQ-Gp8e*cPdCyAVMoKZQVj_ra
z+2eWmWwu*Dzk!?dPgE8xg9&E)d1IvG{vK4&@c|a@(+~%;myQ@Rw-_tcuJ}4g_ehN=
zZD-GxXvp<D#n>ccRFat7*nk2(n`Mk%<dG&2+06sV^#_ev1rhlScIu!M@V0Zl{XyJ!
zg(}*5DIR?Oa&lv3pYItM)=9~XuL4&3NyDga5zqWho|XX`wp0p)DCI?X3JVY@6XLWf
z_4869i2{Q~rXr_!_~tJUq(Y8Dc+3ncUBabgf$~!N8@bO`W_vxK8FG-72Q|}Bu9abL
z|MaCn39}t!pfqd-y`ro&?TeF)j3K}<%LgG8APqv!fEGN8L#O@uOt$WMuJok;72ws3
zX_-e5A*3jOibxlE3cH1%hAgikyJ*7v9mDbR@2kkd@I{nY85)HMa=;BAcC6*V3rWWO
zxM`L8)45=X%iFSQO(Gw=zs9W@tP+Z>AoM$E{8I}FpSIdek=^YL>3f1VDFA@zZN)6K
zQ%y{zxbqB30>HmnHd`ack!PRDBI7TAP_)B1Q=`v3Oxo;8Y37K0VA|R#4-{kNuLs(~
zEqRHTK8#;5F?bmYG?gtRsEU;{5)(`Rof0sOi{))rD4AiqFJFGi<w71jKPJcsaL(>W
znpm&LRRqw2RUDWw4n_Q0i$$hqEJwAno}nCo(io~L^P#sQ#k&-O+&nTv@i?f<88Mc^
zQuPGhT08r>QrpXu{o_#w-4QvzYIb@eD=>}VAL{0lX$3Vtv^JvdQSYn1XZ5*HG(1s#
zf#*&IB`{Y#zMNv^dFKyaYi5cq*kw|V!b7E7RBKM`OVZVx&06KZ<T3jO{=vEOU0j4-
zz>i%)u3@F9MZ5g_aqD=X(qJIs6Q_zDk<!+2`&OObE4mUge0;`%&&Wc!>?=q}NL443
zY@znoh9^78Rmf~(u+e2pN8Hu-5xc+XyUOu}fOr<p`Gyethw|gI`?JeROJa3kO%J0b
z!!2*?YJVK-svk>ZZLsXcn&|}p0&K-D0~iMwFAN#ux@0mt7P1WN<EzaBKpv#3yS+&s
z#`KgaBGL^EDY1?&B5@@cgK>3j0`oa>Ajo|B%_TnZV33qQl9oqiuNaP~(ED?j*~p1;
zJZKgGF9U|L3};8XolUs4{rw8QAfGt=<Y!%j98CX>)wJ{J3Ve9<rr_yl0E9v8@cc~Y
zbHiZNvrzSC@(~kPbq+c8E0wq7l$J19!((IG%6FsB*H-$Gv)X+lnay-pCPXa{$>hAA
zIRhRU>@R!eDq#B&7+n06XPoi5FJC!mvpUi|K8he5`DvS96)%~HSGd)Dc<k0enAL3`
z`V0H4=<?v#D#;*V>g0DdQAI-J6UPX9;6Lq1B%a-df!yCDf0#Hd&J1eH1=1RQc~P^w
zXL6<wTM+St9O4qD`3i?3wq^jHZVoz&BeUOYns1tiSKZja27VCLtI_CP=?eJd@|W{#
z>L<D~5qM4f{>wAYwovvZrB-xwUtDw1k$vaxh&_66%ZgZ)bwp(ZO3_ae&IVo6H1dhv
zzK_Y*3O||{n56gbW*8&~LXg=99+2vAy`<|($z!TB9zkxUq^mE#9^8W7&mMl>b}x`t
z%OuU9#dR3kGLhqaaQUquC`2I*^Lu^Dx0ZkT3ZmyZUl>Fo?^`~s^g-=3((y+5>ZWBQ
zuI>ceg72CQsdDQg2X4i#+QT8nZmdmzL-r^sdaaTOAzcESp>>VGqIYj2{SbnfkKj%2
zX^$)Y*_>fA^^loG=I;iwX^Y+g{a4V6PU|xZ9v1^y@zABArm{H(l}?3k_Ar0fWq<#7
zHqo7TIH*sIJ6cOw&kHN^htGYCu<W^Zp^D!pOfIiasYL>XUkWv5TKul$+bh3BhUCV`
zxN#}#V0|gy5M^^mA@7GMIER57Elxdt;Dg_pb|mmY#e7{Y7_X4YbkzFF-{74Gl((v-
zTA6sI-ri45DIv6rd$Y|&zEvEUhbQbV*NHy!NK0>tW+yis&%%fiq?`XT&;U9r6N=v_
zEF}aVh2M${SnZJ=L}xO}@zqhbYzU{^&xxVg5PSw{k9=M5aW8k4bXf6MtmT|Yi}J&a
z!(Tje7gfL(BR?|lXT?Xm_J>#&lK^BUn8E;M1!hTjQ)0pJ5A=_)ZkV&j+QxpeyYZ-M
zV9qv8#(Wv;{$X*y%f|Mj&A+*`?4L*l-F3^I9usr2&Cstq@Lq>)(kgsF^Wu|r*_tLW
z@%16xIdU4u47q18_8}-EqaBw}Z~oWzrPe!c|1*+dh^d*b-~$hBPsd2bp%JS}hp%lN
zx$K^}xodApT!E#fs{~4ORDMhwT&0(`X?$Hqkyg^7?jV}EMq*c@X<8<n6_FSpmwRPa
zodI8C%NyBl@e_oCl6KU$uV~{a)1xHXhgF~7<nvN%AOAo8YDaF_k51%jFfHAfvx1WT
z!y4?2Q>Y*?-LXNhlWgsx`b#nK;96Hhd-4sN5sdZy-rb$&H*X5Lh$9-C%Q(-zcCb}I
zbtr|Zg<kLl>8*YWv?KoO+P1)oWaEHOPs>Wd*PrB;^8Ng1ohh=)$G5ZkI$|FCEiWi3
zN1?&WbS7q2<E+gHUN&lhKPVK#xJAn_;1~pXoE`Q19ZO{3)mzzS*Kv?Mi;F-#&G5BF
zQubf{rQmTQ^m|X9HZuKur?YOaOWuThOBMLIZ&I!Bfb98gEtZ0xkN-!Cf+{Qtowa??
zMV5KNYcsMR-_GxAao&newe8FuY_}^GwD2q<Apc<<J(T%#hBpo=2T6{Kt_R-B(l?-V
zgo#D6;x(BK%l6U?Hv%Cxk^OHHr!hOjS!Hj1DA2N95p!nKdjO46(<Q!rJNJZ{J5TRp
zZOo0+Mr3!?9e>akeBnGa6F)tRBKc!~LfEr;b+4G)&3`<!;|EXz_u{>`jFuF<t;XdH
z7<I!By1}?BS}FoUx0zU2Q|@{-Ml78l2BRi2bO+80_>ObAX?%R!|Mc<~KINyH-V~;t
z3>g4zcsmyL`2-w-m3d97->6^eS>mL0hTO#|V3Qlum@`#LG%mwl=;hc?<`|^%<AD-y
zQXkKlB@#W|lbn;L6%2>2>Y$-n*xD=l)NX&bG}<1&>XUDaAIxUhxzgp<5fG0N!9|yi
znT1kyMl=d@k1I=)iU4g@-bp{CUfbtWfA3^lMZk$o5F6Q9Dm0t@HBCH!^$1<_i&HA9
zR3ND(xG{C7O@MVIFY&*HNtrf8=7CUiJNKPHFJte=fgPayK4{<n?Y#0+>m^86<Us#r
zefZ_}Wz9G#L|-MU`o)<*K#X7^OBVtg#sb$C!PTJW#DY8%C1)fb-NO~>qn^*dR%K4g
zpYDv7qe>l(M1e#2XCQ@&ZpFLnXYj5oZ2iP$;;1&Aw!2ewtV5vqhN1zp^Q-@aAyM4u
zWur5)>_*__hl}$jemG$^)c9WJ-In9bHNKzV*TEDUUkQ0Hb(~ip8NiJ%_*6sKmE9bo
zt>`0a!Bqz6bjCODVZAg*>-UrCI2oP`_`d+F;qH^8N?)JQ15A_pjxJJq0fyF+JCV+P
z-4UrnqEU^I&Clb2?x#O~l~Zc>^+mXwQk}Sx4aY0Oyf=a8PsnAAD-ekSR4o@R%Y20J
zUcbxN5~=~n1x>YxHETinwK<>v5g@qWR^N3RpVS7OtIDw3S1l<b^6d_6%Kx>|(H+fe
z1*#Q%Y8?c*;yPqO=wE1|{zFC(`cZv(-7Nea%r%0j4n`hP6xFwGcjzkChvW=x>$86M
z)8>?h{5t>XI%x5eYWk1GfH!05<$Xk7&csUnYOeq#<LVDfJ|CE6-`|$YY1Li?X=MX=
zH<@bFQou;&grWb$SnV0)`&{<M<thj`Raux@S4!Fr#cxemNUFYD&T0G^Y5=UOdFp%h
zOONacWbnp9@wSjYHH&q-QkNKe6r_l?_Dp;jmuI&f!82;v#X=4tm0k61*nO9!8L`GR
z{Is!`Zi;aW{TQH<5ta3=At`*ZBW$klT<box4$hg@ar4V?uPMK1Ib3kOpwQm&Q>b7C
zlL{I+p)}ZQ(kpYW0s<zCGcivWf1M6gb@WyBc&9ZpM@u`UA?`tE9LtT}W)Uyzf7R2{
zURG6*B-LuVN)W@j#0*gElM?VRI;S1-lj9~qFJbKm`UK`i$RbdtNe;Z`?~R}47a5l_
zDgSGshnjW|w9r#|)_TeF-kTQxN?g46v@tPaWSi#<HTkNayJwG@Ml6tX#*AiK8^U+k
z#ZvIpWb4MnnnluyD;9%P-_Sd68FPa*hSZF(&nO3Ggp_NXSUO3Wu+cem?8+F_D$GbK
zALqo0E0x!jA2F|VFd)zT6N>sUMMn>zm|3_6LJ!th7c|GcfOpX@L-^ez@$xc<p97e2
z{afK^RE1Y*p8A@{(*n1u*r0tYuDpSQ1xzF0wuF^D!u0*SjXyk)5me%bs%_sQ?H~(-
z7<{xN+wG2|Yv0zd<<J{iXr`*4mmnQTd-k-zV<gp8zrT&93cvjX*K<}h{)0vP{4%@J
zQ<vyR*Z&bNDBk+sZ%g0@pS7{KZIzHr&D1kZ!3dKJf|={>!d<=E`KHe`J66xX57BWS
z>B`Ak^oNwZ7z86fsE;e9E!}BSGF2quI>V1gWq3>9FqhIuLav)1Z&v@+6Awklyy@1S
z2HV1Ogd1-*3*s-@kJP;%u`NjIgYt0Y$9zR$0=5WVz|pcz#l{`B`mq``Rx+Jc42X4K
zko7%@J(_)zLwT%{@?W|a&Ct#+pWAm}CaK}i(5_vitIqKv!xT97Dnopbo|?YhnV}@i
zv89`VklEQwwB#8fHm`}W%z=pHw`6wJ2!Fj2#Hi-bOh)dN|3wwMkNuNZh_kaFX$jsn
z<nQdD?pl?mZ;kHfyt*s#3v<@-^R&FaBwq1b&Zxlp<JRqGY9rtjy2>v6ZG<WL&(R5v
zIY!9fbT?Qe7^X%ZD%2l-;|+4qs?Rv?84+o=g4pDr`WDe|C-(C_f(99UIwtxJbcf=8
zCLbh3-Z=;Zbsbvmkba*IUlym;Xl}>-s*oSH$k=BSAwzk@O%7)vpzy1Hx5EsOd*ieE
zsD1^+Cn$-Ayb;D{XGai3OBvxVMizw92B-8vF4N`gzX#-Vz3B74QP12n_*=ggt`9fK
zOOooSXJ|^+(f!2-ktCnc%ouQwvB}a6jtQg5VsHurmWU?iR^hjvn9RoU4v|lNeDZ9n
ztXymQUnvgK#1A_@qvTIRo{A>-mPRQqBdY{pjxJlS7q*6IUN7&_2LuSL0WB=H!?vX0
z_{{24l{t&Je;wlRnR)v$jNydD{O2)%i9PAw3j(yRL%ZmEHeNa5Bz!TCq-#IwBnUh*
zd`rg~h-Z1$7!2r8aC|=dBAT?Na;KDBT+T(>p@7;o_!Gsxuik$tTG3g}&x&8&lz2i;
z^bx8rR!NG*Bk@TNX0D3K>>n~17`?mi-@i(o(JKr~3n8=DUkBfW?C5iSZ5I9n`2m6j
ztx5XWw1}Grr&R*w!9BGPQV)Ax!)<=7In?}@714|@6%V&)RvawAq`uRR$MIL1e$Pvf
z;Y$Uh9W^K7{apU81zSn#_lOr|E4`Nc*ekz^t09Yow|n#8G@q^u&H+<~&Ze$CTA$SN
zl4>t(i(FGJ>5gdQs_myU<Q>9d>(Dy<Tlw2^^wvBpD;eOx5@+Z%UGv#txr6=cXF^{O
zDr{%n2RhIS{@xisJI};HTCcPt*YLH5OSDrq;2A=fJzCad2%<@h8RndH>BR7sh*!Uq
zxn|x>)G_N9_90faed3OLN|yd=cNoCi*}_bFI~Dqhr~VNhfl`guZp`Oem*Uf-bILbc
zPz|nC8HFI4xAozXPv2y-a|Ofi@x3x5Vo(5&p&+Xa>|vb&!xo+1&_`E9rbkJqhSUJR
z@N4MvIi)M5FBs9tZ1R!}XSW5VHmx;)p>T?}W5Qbs+s)mTMXZPCgb!@eZz27=*YVVr
zlF1f9Al$%DSeSps*I!%nrfZ-)CdOm5$*U$eJ}@R%2&wx%QOc=o)h5Fl-|wB2ne%K0
z2<5oNTiLsUo4bD{5q&;+n7)|kOZnnm>V;v7yeZFhD%K?h|73>7o8pkL5&<(n7g4q5
zn8t93WEV;N2pZr5lxQBu^nh&^zB)1e$GXJSyg(N58PVc{cEd{({bo%cT@X+tIpg4H
z0obSp*R0zBG9MqG=Rxi_&d&ZnfIq@nVV#d^304>zi%mhf&&sXkYy+MzRLR&X+EUg%
zpj|=tKY^kO_R>xERE?Mho!B?T>(=#Z4g4l__llp|yfJ}b!_6Ye^|Ho9ykYX$pc8*3
zSWTc^%&E{Psn+F!7oR!QmqN}OK5q@^c}_E{2d86%Y6Bf&hBti2P!nDq!zTWdg@7B=
zC+O;Drz}Vr5R!`#;we(uddmNgVu#zIdbKz+=i8TX9-90k52~pLMW*fi1DK0^9Pqh+
z<I}i$%GaoXxK0Q&yxUG*LIu`Siap*j9Z^cCfd{mnBl!c5*KEFhy)~rNA65Fg{7>pZ
zWZLd_;j|8G0}dmBJzGJVg=qbJaT`&Lq?f>+qyGzjg39>J@&R9pS4D7^+gWjho8P^j
z03_YJ8nW@If<3~&nk+UiJ^XV4Gm|bBtmF+d<_$8eggloFsy3#Fm~?o%20&pp^0vRZ
z*yTN7F5YCeHAes1Y`Ce`Hz*HCP6W9kZi~#7oL}%$)!1}(B+8<9s0^q)LwwOm&@X2D
zZa0INe-Nu780Gqor}dWKpHu6S(ZC3`#|oM>NSePF9q<a4%kSImv(wHIX>n9m@#qH4
zT{lHU_}Nkb+y+!1S^B=KK@`!3<kf|kYR~ebLs0OAs#1>uk)J;m$+Ju-0iExscO|6r
z6u<*Ci`5RGG@t-5ByZ!BDT@9R`nNhGXrF#eehNS@u%h`UF>Pc3^O@t3nSIGuFA8j$
zLFkF1p}5>6oIh~oY=)h}+m`w^#$U*jgE~vBa=9SJO<Sd)wkzJh>Jue~Dq(Id9EEGP
z24VUq=nrq|P0!fMFkuil5~p8t=6qPf^cP8qsoN|G8a)Akgimki1`2Kw-k05cf#JSh
zbY(}&SGE;@u4cA%@Pvcom#_q*q0u9z(qxzQ!#~R%R37hi{z}G0D1exv5u?-O)&&=w
z)&kAu(~iXMC?_gBSu|?Se;`o2a^Xi19c7^9k6F9FWUi(;sJ?U*91Y)&`U!y5W&FHZ
zVCpEw#Ui{GwjM-0kL@KchNySDBtW$)U2ME=;G@r}0j~J32=N+5UKh?UpdZ#|sQIbf
zHh;m5`R3?va@S}});~2w75i||*u*g&1!2WY5_a-Bn}RE=EFg(`n<1*c;e{r62tZ|Z
zV&T+K0&D-oV|F(hP&A?#wDGECay5De)8oM?6F^v%Nhr6Xgc&q^sJ-lvFy8X39{zKg
z?)C%9J5kmH8LG`fMc*2fV&o_eOL(DAB;C<zLi`^zP;1{soP;#?;>({bD<1pcIPboh
ziYY%z8_VtU+#4Q%gt<^sFZ7^|wONNOhB;UyPBZ6SNLIbGtmtB`(Vgb7(`o+pv$;yN
zgK(yG8mh!A<jSy&CJm4+((c<`bx;+<(b82Us-wS2Mbk%&h7ZQF)&K!wgyM}va)r{J
zuGaso;12x=hwm5OSbQWPES=&O-`oO$)RAkfupXwKcN-o+Q><=S&|sMW6<ffihiI+W
zDr%yR$PtUB7m6>vK5TNDgYjH75$~j4!Od;GP;5xGnMt1x`uG-3iqBfUr;u78c-_bl
zkbm7R$+$ldAsYQ8*PBQhgz*#JxBE$`@uCM~&3(*;<Y&s$cxp%r>s3GrPu?--1{Y>o
zUF^i-oeMH|0+8c&%*6)-esmcU_BNm&B=w)l*1R7>QhAC#vf`?!9iFsulWn`dYw=rN
z@g!PMWu&-)g>@em9h}!ym|KO}HlL9muj+_zcEEq0DK#Dp2GAqGj+{2!X?KtzRR^$1
zfkin9iUWBI73~#2+oZ}HK9<h=p1W_3y!+<gbU{D<0?7PL-*GpYQvAPZ;k_!IeEzlQ
zt%Ozf+ukLqN&Ft-3W}PngQ;Ak3W>pB2eEVk-8eyqRh%Afa#<#}-1CV)+;uUu?c>+F
zbif$x6z}ApW!^c=M0oa|d<d1(!cU5s*$`;)8QG6sB(Qs6mE}O-u6j8Q=TZhFkvp-N
zUJ48g=g;zpf(-95%$WSG(8_ZwGy=mS>WpZGePX6HMjGQIug%i)Q>Ak!U?a>{iWoIq
zvkX+zo@h&Z3-tIFEmDmIk7nF0WadV8yGua6O~LE<%r?52Zw_?f-B%C=L-wE5PyU<7
zZvJz7-#U?u1=xjcq>9bgxCOX10vzWaAHnkHKOiLhuv2+H2-+uvlQ#pl+XT>H(=WG=
zGqZ2;z>xArfZg8%uPzU0RajSKzMx86Zy3@BqactT0x;Fom+=9juYSMBt9VW-C1g9Y
z4oX}QHWU@z_|}wO;&%Rv-`u>YBm>eAZ{MCyAn<Je7H<#fcb;XKznm|MymdsZA-k%`
zGdiVe6qZlc;M?)9AZ)!05O27#)OwHKWNZ7}qNe?pENs-PR)5fFs%Iqd?A0<eIZ($f
z^*DDT(?gHb>w-y6cNiJWz0pohpcJl+^Z+#b`MZYdTGOY4(y{f#>CYs8kF=glf7Y$Q
z(m@=~W=M8uUart7${CMv>FN8_c*)mv+vW|m46`lz^P^C^i9$Qi?`r2e48ONXpi%1^
z4khCnRUgw`!W`W0Rx?=Xj}M+9rH@M?D(PmY$a?j=%1b&60(6a!>UKiY&&KN8w*nu(
zmN&oEH#yd4IsY<>`*kJL<IIkH4=astz^fYBdEHrAuw!6Xf+UiDnQmbW*RHr^JJA3y
zuZBveTYz%>Xc^ZBDe4C7>KjF6kG?Tm^PrO6%R8FP2o|7{7!NSZu;4@eEOjL)`P^fb
zfzgfKS91n##<$0QrjItZ;JRevYrodC3Pc=MVYBs1j6b^;QSW+&$YE=4ls;Ic3_7E(
z*{Ei147E}Sjc9c?^zl<fl`!+Fp_-%8-|)xAF3uMiLTPQMXxdzSSV{#tQn;58w^fZ0
zFFA!XaV?ZR<5+6eS|zt=6m8nB+GZeZz^ME31%g7%jvRM3hswR5pK<Hf{fQl3FWKIi
z9UcO6&~(R(sivLZKG5-ng1!OPPy_Lz6b(mum+81ETHp!g9Qr**RJ<ed2ll9@UG%J7
z67vN|>i#z4?4ZS#@|n2+8N8M8>jBr|yM+~A5lZ;Jd{BSA=;*G1^;u`!pS8rY(L))q
z`V*d4UP#jpxoH0oX)GOq>Abxq=CcXHmExO&&w?6DijDj3O`3sJH#I`LmBPwn6L#A}
z&YN383|i)h#XElp+sRiM%58J?qr$HC*}(TJU9fE{NI&?A1l{=KD6UzD4dPCR`67yp
zBitAXzGQh&xW1?>PIVi{IHu~L*m~Q5NT*MlpEZFJ$27}hPjGg0(zV;@*-FL)>bOvI
z>}z98bcyvr@49t@6Az#^yg;?<)*-Cl8_KDl-wK?1e26WdH`=r@wSvOsGlDArT>+n)
z>Z5_+qW!3v-=*H?f|PM3A_&58jR5&qwWgN=Uc<EA?^E;eJzacg3vTBJh&B;=_puXk
zVNR#3R-RqxS}%PM6_6Uox=bgpPZ*LLx}#*+!7u>**U&h|IIxMEKz<Bf5*o!}sMN6W
zHo1h^)up0^@5I@4(^Z@|xq?;|a{r^TZfDu=f-rD{N4^)J&yy}^&XOZRg)63~enCUL
zuC(^j{F=YBhesr*<U8B<UA9Y`@Qwat*;GN+q~T1F`!aSYFKW8s;!$TlcMB(<i#qrd
zH-Nt9OyYx{RBKm(20#X0Mxvh5o~I`B!N>#=6s^2B<d{DcZcL@_JYTV=Q0|_R=}G4)
zIWTz?J`V<#7(;mb2Y%k(EJkz^u0T3Fl-b4+<V?}h22FUt6Vjw{R5T0X{DkJX<>UmL
z`pA^N9rH{}zUo6?CF2Y<aP!{Hf8mf0qv8%zcY-kP@Eyw1$C5~pOAtH@)Zef%<^${%
zP8#6f#t!~`?!E>6c&er)Ic8>66O;5C707zO|Av5e;1@G}y*!>IowB#QH`h&U9h-wy
z_R|#+sA7{D!~LTjwIvt1d$f<xgVB5FKj1+m_MTO~>q>feNyfehCgrsZB@W*nbDN<<
zilSZuefVflzWRaidbfN%o3Xk^&rgF%DDDKtaI*0W70U;f>B;ccV`lN6VR)AYv#WmO
zRW)bPPZQ|lY~q^IBQcb|dIo3(WDO5hkIYSMvbRhnf2Yjww_KG4XaJwfJmYVN1w>l;
z-riEVVPZ437-zcTdV#BT6xIU09!<Q<*=ol$>-q>ORYEc$`x28!*_T`WgKMf?@k@VM
z&tK@SD&u&8H1>~vL*~{>Iv8p@0h&S>PBIYoH9!%&famk<xGIMhfX5xqQXM%WV73jX
zgF+JG8Ib9R0_4@}S*BGe#UORq3ls@pw+7efH_L+ff;sT_qWlsBHsfR2q_O=$kF|H7
z!bDq-;9G^eQQVQ@wJ~Vlq135{5^Q~A!j2rx#%t%Ot+G=9X1n%9IxJk>Rqm%U15A&3
zEqB1zE~0@gLTk+t%pL(h*8}dPaL$lnLo+))ht{O(6TE4zw89osF^)mWg{(rhMZFHU
z9fV2HWN}rNEL*T<P!5yXQX1NidvvI2{fzU?N=V@K<-B<iH9*Lw9O&$!4Oqe9GfOnR
zuG?RUr+NS48_2%pZIxOQhxZz4Yp5g1Hhr#OS(K%SRi<GYYZpVEwwwejqI1ge@mEi)
zbLmT632C?omS<glOWkLhd9O=ZFd&Sh3}5PH8*Q7VpFt!k^I}Y--?v4f1wF<+XTZ2F
zEW^Aj-S9T7xQE~Xe?)PoW^w=h&Q5mBT%_4}Gy}OF@Q5$vlq0<ezr?Sr=G)Ur?pZ7q
zzkj=A#QrAA+l?n^4P)nI*D24LKH0`&RxB`eSQC%oUJC3^vRlxc>sxl6R^nAqhsQ#Q
zPW#4_aVWQFsn{r%V7%^{`VIWbFE)OkzH#_8WyZClAaLL$2pR!d>&)m8e3)5%0L^Ly
z!%s$WxrIyfg*MBJLPpB#i`4mfDKjXv0U^m2pY#IS!Oq>9jus|s4Z9r$&SBCvD4zwn
zuGzn9HxH;ruWEh66+&)It$JNViFe3Vo6hijfxU@4CNHrK;!$Z<6RvgcQ+^|hs1$Sf
zF$-!N>VALYbGuw{44=`-c|>KU0xO)jJyeD(%<uE6zZ!bSMWm>aAOIyWp#En4nW%@C
zuuYck49syl^O>L*#H!Mof5YRG&40eMYm#FN`ze&+FSx<k9rUD9h^PxG8^GOTPxk#l
z5`t5F&wgm7J9ahVp^B$8>7CL~f*DutUzuC%P}P$}5Ud1pHM|(;ClUW3EeQlw?ogE8
zDT)l}<`33{A?iL6&}#uED{`el0PBADaJ!5fOQwgH3l%J77DbQOWL2N9Y?}BmDRyAj
z0QvJBfw}YnJL*R*6&%D*ETgs$v{FC3fhIjS3|cj)#fPjN>p=}0*W4~&r7Sbqt8q>$
z&^x|`*U}hUo@8J53kNBJ)SLpSMsk(!1@V`}d6TnqTqtDyc{u{Ds!Xjyl9&~sN$V#|
zCfwJ+SBE>i_j=a_=Xu2adLvAQT15}^<)Ks`X|jYZfj|qPNIf&rzUwUb#0@vOP~~np
z{YW|~{b3V%C|ml~7<L#FiV<~b+}yA=cMNY4k-$*JyIiS24PCIjL#bPR1qxWz!`KI2
zl$|s~Fm1qOM%GuSUSJ2~u|@r<KIlca>gmrLc6!xAJG$H+u&*P26Y}SPiUT2y?&qMG
zk^b_Q1RqusEFaWvMo|%T-AX6Pxt32)Q*H$$^_G_ekRh=ncP%>~D9PPv(;B5vB!Har
z3vPO^tAr@H?C*$%kR;EDYtrAU=r{kXzN;M}q5zm`qQHLYCkN+E3~F@OV}G{|ANAEa
z_bS@KiGWxG0TCG1@f$vl2vE1smZd+(lePr4Au_^hnzpLpnQZ;`12(4LVnW50zU4y*
z50ryDYZnExq5oJVK0ADoCU^f}rQPpQVv`~p3TYNd8YaHZlEDEG;<?etT@?W17X%R}
z5&i(SL+&vy<Cg!ADtt1i`{%P&uL<1k?^OUpx&(_uqNqQb9#x<~1aZ`FTSdmj4X&_h
z%R8@8-dE*Oh3>gv9eR~oL^cJlR&ClmOuaAF_eCHxz%k!HjgTyaa>|3nG)69=jV6FZ
zDPJhP41pu~R&HFbwq#+v%^3jzowgN}sM+&Iwlk=KtLt}jTY7FH^ZWcF(?RNUBEBoJ
z#OBW?@9VxtPLHe7>W=%Ws$9YFpQC{pqQr8dNJ<<97RpCvb1CX9h<v)yT#uWKkC^=d
zY0&Xz$3>Cm1dEdesvB;H=(MF_J0F_5)FVn8X4&8Ppod7zp}&7E^Q?E=QOjMFq6rg%
z5_N0wHeV<0$RHu$B1$8?BV=?*QD!&`K@a0AV0>I@wN1{vq@hLdVkXhDYP=@W`jh8|
zopXFgrp~L}qvOM~sM3di>YH&|Qdig0hUUNm(g}MXk54x-EzxNQeB6e8kaP^>lSP|g
z_+~``Tw-)Be4H@3RtZwqH}5m=#Z}Y4bGTllL=HG=v2;Ne+|a-{LQEJ*{y~)3q_6b7
zCFb=u$?KaQvor$}Yo&rLY-)S2$d9}}?-1zS9Y^#~`3FUs;`?WHE}OSGt$tV8N9@ck
zsd-eYKq4P^=vqxc$;BT;56eLoc@{b(jlj$c%HA)U)(KGo*$-G2#7p*><r}2RL<$w^
z5t;{eSLs;x68?HdTOO|d9P4^>>+TLveK5|#w`Uq2S&(xQ<mk;sM<tNnd~UpW-*?2d
zPR3=g`=bA~bk+e)e*fDa-3`($B~k*?-3<Z~l2XzQqq`d<q(cd%lm^ETl#m!D4Wk<d
zj2?_<pYQMa|J-NioIB6;zOL8&YQGN=qm;7T1B=h_G!R#aRW?qD!|uIsW&eftimhM#
z(4Vp%j*usD+jwv0lHlXJT%XxF?#q{2`s_9qWd_BvE$9yX0AU$398psIm(Un?Jh9fH
zSX|Lk$1)!s?F-wWY#ceWcw!Y7_Ssh-T{nWHTPAf;FB-J9q;}pC#ctYgqnm{uUL`HV
zrGn6)4|_S!YkAx<q*F-G*#s#dLLT&*H#+3nUlFM{ykO|lbyyuSFZckH_skOQuH^eU
z%9Hi+yVoxM<i?QqMRNHO6T&P8(z@mw-5ZHcBo~((WAGLJs<;3JMBwvG@cz|^o-ze=
zb``Ohrg?lFsMMhY`u^V2w7dUFlJ}_bGJP<w+_X!iL$>s$ZJDGEB#c$6k5u1J72k)4
z8R4<yE6`_xC>UiKek)8OO;kg&u13zDWA5VU>wK2cY<j9T6l;EWdCj`Hg9kh(>^0dE
zv@1)w1kOkd-G*Mp{BsZ(GqM^);w@cL?$b?)eug)#L$G#)9;^`d?zEhUzB3F7<-DOO
zhVqUwTAvHkDfmpDV=7p^gKfHE5GXYehE*7zK2e%$A0Fjn#ktkIHdcWBpC|d+jRKX^
zjx8C=GdkI!3VtyPD&$vZ31KI<m$?V7U22?tlASWRl6V`LZV^U+61nC1W4>Cxefq$5
zmZ4id9vCxuwN&=uyb`N$dp%-{E6w0W(Ncn&^V?8kAIXQJ_wPX8u3o7C{IIhDUm@h5
zr%vYWU60%sLk`<8^MC&;g$h_aMRUTq#92peyZ<vF`_P8+=vjBC)IhA%5!UlKePs5n
z=O0L>C4Qe6QN$2i_PHCJUbYO4#HQj&`A^Je^=k<>tu76ja~=sMlwC{zf@z}bHFTOU
zU9_b;$N&C8yc&E!V)KRsj<)^%Mihyb&hz22Gi&y__;wzi%F6Z7qACrIxmL*9{ru6W
za@Ck5o6bpWkYFp5dBAC;v8+bbBKLz?+Y^-=#n1_vjNG{--S7Y42^VM&8CHXM6&EI@
zCdNw#gsVJvcM@3X@l{>r&mZlvj{iuB7ge0E9P<s^zV5_!>F~r@zH2<go56jY$TU2g
zaD+j&qS+}vAA(OrokYWzQEMvOhf-?WeAo7jjfxziCsM}rodR|>A~7OgTz=2Oh`iVS
z#DN8s(q{jOs3iZP3^?AY6Vl%yAsd1V_bd(cps*7c;sMOP+%k_~_v6Mu)(EP@v8hb?
zl%VRRU$O@TV6w50xqOVscnSWj8_gm)`Gq3`99?#4P4;1<jlei(5%lZbWJw4r3?-t7
zsz+_@+XcN3?EHG|^j`$cn*nr#S?V-!$-nYRWu~iozk8SgjGt2;Z@8qPxa0USM&%~H
zcBP$<v%5b3MnmCkEYQRhJpgy(nnaJ>#S*ioC2gYDo%KG#@eYOb*tSL4$pu25@_4O4
zm3mf+d|VWMC_|C*<kTO+hFDd7t<0z|N@k|xBC2g`MEZMsuM1j2TPS^0&hEN|<CgS9
zOX&b{MJ^x@vp)lREea>+EjXyD3-&`+qoM!AK?HsQHZIn0@x%92=-610e)aKdVat^f
zQ0RA;2DKk+%VGpBJui+W{&!3PR4yQ+WG(K_U*1}tsDf-#VA5NWk&s@7a4l*Icd3Rf
zc<K79{1J+tvTfic0mH07^4>jqV!R9%QG{uv2YbGw($L3a$zWqS#ZQ+B!K6SO|CvKs
zzdM^e8EH?8cDv1B?%)1{m~0#9KU&lE7{mGz-RsfJ#RE-mieA&mjvB*GzOqUDCl%o)
zgY#hjBC3)cn-3SrMI|4SX-7K_Ksv^sQP7kiLWY;*!S|f$E8($N2`kpFW}adFenu*$
z9iC~Z+J((|UTebr*GV~4M|O$5=Kz$c*v5PTz10%&?#CZdIKddQE(&Gg=!e9py>IZG
ztC@eB6@nT!i7mA2ozK7Ji6Z2552+LNPJ(gnMDH2}<Fp0aJC!w*LnjC`YN+vVJy=LV
z_=^AcV%(I7Vcm5gqo^6|q>jz^zb^Xr*0G-d3{B!tlR>p;!hl;{8T8n3)h~uA!`#3A
z*G4{LfvzyJ{Pvp<hc#?8L4QpMp7UW_)GL=c{g}SPt6^=~SY;RWHCHOXk<o>q`L4&@
zH|I&a%WPgl{Y$i2RQaGTo?Fxm?wmPM-%A^%6v7wb%5QQv71;B2n9c}&665n3bPD$=
z<C~N^t2uB%Mh#0!#>;r^P0s)4b?7m#Kzw*i&UFZOaON|WLM&f9NQ1%2KT+r3hgOOW
z!gl>D$G%^0Y@uU6?dFnWh`!QPQ-RqzlDvw@;C*q$!^_vN?vU@<3Aeou$fC}-FPc4;
z=_2&r`aZzfQOm6YJdsPtfmpFzUYm*dyXI<V{^+jMd#fLuTtR7X8TGm#FDg&IzaUSY
z=C5}&4PiB>7)fgNC)|HvER-UGaf<vN>}mZ!>W(K(IEr?#ekgN{a)3GBVy%itCHubE
zOYYVSm73D$?R)bDQaw^miU!vDzf#L??bVT|*E!)-h}5@XCX|qjvG6Rwd}3FLM2;e4
zuH-_k>Ey|#07j`zR8$tyFQ>r%z%gh)kq23b<xbhG61~c0;)?}qQ5ZdSVeEF{?1MnY
z_ROg3l%;l4%^I8$n=gMkP;}M{#DtSP4?O)BFtQR&D^YQ6XsUrOVeHgJJ1BT;OyyA6
zraW#fX*);94C?4go=17?B`|f@$!G$x)|}EeNg%TSk%1Hq9jrt}Os7RmaIPjd)N)G>
zBXnn-UQLiw-OtAPBVYz?kC0pc-`c6~Xt8cs9y@yeuOpPNYd-62^Gk8xz)q&qD_F0r
zd~O*KRj4DWBmQP>KC*(G3&Y-kjlc!}{vlzfj;s6&?m1h1F85!~KP3-&LKEpB96B}6
zLz>e5$9}=e;tF_~EqK`sSGxHWPQ!Y*ObTQh|6#$Nb=4K*aBOb@i(pVHQL+z{IerlO
z<qo9}SxcuUuFO{gAd5G+sJ+7ewe2{diV1Y<)6=YYV)n$~fp9St04g(jX1J|uEw&6K
zrxem;2S1uvhtJ=B@>*s}I&iI=bnk9@2G&0RLtXN^VuliGzl_&tUu@7b{wy}@g62P+
zIk&|+g2jwBTQ%5U*OK<rSKU26iLz|%O4g}^(u9=GLxklRKk72$3}Eg~q|htd+8*62
zp#3fmNnNfP*F(tl4AJZG3owRi9~nEIed-MchfX2JiThokz+<@pDm6W5UwWc14Tw$i
zx}8aZYezC+MQ)5k8Grldc!IqrSk<j6Po8xzpfOfD0&d%dy*ZK+__<sc6-5nEwp;qD
zo@7>;Z#*%w1tg4skSe$8;%=a@6I~@k<EHc+Bev()G+pE{<n6bM&{=F#$E#Dji+iBV
zG03vrB{51y3^D-cr-1r5WsSDNdxKtPY>DzLbMj|IqU3_kr~SI0>A&FDf5Ql%fDKgG
z5oaUhmRvU}e-&;a{&k|MBCx`wkJS2n3VTtq{b;GTb_V8T+VO~X)#EoKdHWU*O&=3>
zF^<!DbH-CC9=<V&rHsqg8G1zaKwO+ZY6H(0(qGSA%i=^c4qIjN4Xq5G_yWPGLV+nL
z%RkD9#}y$uGY?N6_ntd@NueGVM4Jz7AwGBk;Wf?`A&lKSAv5-$O3g!psA}(9JR-bL
zNXn#hpq7D5|4zAR^|dB%q`s2((F2r1aGId`FTg{eY>WyV8UrilvHm?BOCnQGQVo{B
z3%SjEM2GYVoyd$@>ES;8+L}L8|9M6rO)|O`P|)1L^>R7EfVWabVmy1kc&$j8l)W{^
zy#nt-9G_Pw+AK*1_GW4(o)Ppit_-~AA^AMRe~FY2EA-vIbJ7<n(ExwbF$at8bNM-q
zUygTcinuuAtL!1rk`1TdSEZSst1K{nIV@~VtYync#g)zfI<h=vOxRFVGKkHc7c~4p
z8nb&c<$@!9liobz^$Z$RugJgr=XI%}Gksy?8krMW$ZmD<NKzr%cucBx?oaGoz$?7Q
z$<eb?*gsQ0_%Q){PisDCnoGQZ>svc`!w4gE<~u2V*bPVWBa*0)@E&6nlzn{e?Xhu@
zqm@6ys+Jpyf{ZXw^s7YeZ!}XA_!Wo03{=NGL?H-NAdeQ3Hz;6DCi)o1q`+Ed#y-Wo
zJ&7h;qI7@?Q-{EH@+?0wZe@~WI8{yD3q1u+H2qG~bWC}j$Q@5;M084YYF*lIT*K(H
zzoN}6JhtWxlzSD0;kUE?b$?;W(!6bWc^fj^^IAFaQ0MG3It}rks@bzq%9~Qzz;t1g
zQx}L*c2Dq8#mi9+D6@1pCtkdHbcj515*>A~VHQkM2r!)%QuHpJSy`c8KW4B;tp^KA
z<97w+;jXT;uI6|<Urh!d(iE0LoH8JK_+%&6_?LBBf#naYop4+a+4H3f*-AD03>V(N
z(@YtOGq}LvEUh=(mVpepuV07kP8Mh_Jw8tbB?!2L0g@f%p8$`z595g#8j15hC)Y~O
zJ%&nI0ll8nqL>WQ0!<+<m3ZEk7VL6$C1=vzki33+puSx^CY<gM$N<9zMCnLAIG2fe
z;I!_~bD}Uw(r1=YdoZc|{v9S>j$<!()d#^K#usSzfNS~Q%`b_R$GzN+6o;K6lRcSx
zC`z2Jm~xV8oQ-534V0KKX)_`mBPDMqr!9)SwCXE}f2#dU`Kg4Tfh79kyQT{r{0#$8
z0BN-5hTW|$nOAiCE2Tt&c80-Muul8E3LC>Kr>1eMHCvD>fkp~|JT~)3dRB_kmjDIU
z;wJV25wY5IxbMoemvgWE^`{x-3RvVWfH46TLH|ACo5Ouu_i?Ao8UOoB#tPSmO)@rh
zowcL%2O;W8O@Oma4{$N&x0dhmlyGtI9Xh=p><>$sP%!nG34z~ShERd2<f7-y$j+4e
z3Z?tITa}WT-pRkCGCG&1l;n~(*bpcINlE)mT9P4)I>TR2a)4YNvc}C<@?l{h+jJAM
z+TXG#(0UlI>DA+5*=sN|`X!L)dGg26%<qBoj}5b0z@)9t2<P`<8)~Avi9aG5YKzp5
zERvJ5=22hkY!AwM%>GxUMpp;hQfKSk3{}>i-s~WP07u)MOi?iABMp1Zv+}<W<`;o{
z`SCP|as)DYBr%W*f=!3{TBKVUs{D{B<!iV!nmklGAub6GjdL&g^!i%8__<L&C8d5`
zjZ^7_%v{9vUl|^+6*azCB=(n=1MaOubwZQg!=Y%`gH4ihSRc`KgyX<<{lbM=bE4VY
zweDxgS_OUjf=)N<7vmh@trAWE@e-a+XVk44D)ZqLOcLzLj830_A56V_T>isujxmQF
zW6w6=l9&(sxDXp|_RPm%TBk<I`{+QJ0dxl-ps>61OPs2%K8)BpWnV!dih9ZFuq3~g
zgCnoLTP>Ykw)28`v5H^Ixx2ZrQYuTX)5ND}jB$v+7(OuGV;K=#I@8a5h;zN!xii%>
zcQ_FId?q}Skggz!_%QKbu?t0w)7>n29(fXdhYH(d9rQ4?+Vwza{i#J~djNZwXfzJz
z1ug_fHld01|GD>OnVgJDi=>+>+B1j-p#@Q8^L~H!K)pFK{B}2#%3n9NVoPBBn7LM-
zs<?j3K^Mum4Z<1M;>Mxj(5!``858*-HgHRRjU*&k1AwyfP3+0WlWE{mYU00S^j=YI
zh@4Qd%u&24#vDgmI(V2^D>>+yW!OKnyUm=hFHXR$5hq?en!#KTpHtgo3S*YeLj=k2
z2m@%5hSTK-Ub8nLjpXulxKbfn6MgjlPcP!{bf&9ey+qBFobp6mY0vci19XgNmrO5r
z^PKZUOO4Q|66Vzm=V7lJ=PO>)t++&DchL8(tkHcjzsk9T`SlS|9^O;VgBJKOb1>yw
zBENgbkNw0NdBd_VQZ@PNRUak`zL1i$Hq)CQhulVlVz2o1Y8ZX*?@EXj;xYDs4B5MA
zSn1xuOAo29CMCoMMYSFArU@W$?!C`0kV)1sYRdPgRYPUS6fjm$^NJk&MzgXa5>7{>
zvwr8y);v^GEuW3jTW~XMtxy}SY5+tpCz@3^o31ItzMmnsSsBjJv{k|exPCCY;=+Xd
zofkf<#$oUIaqF${rr<~0XcNu;dh9(sJ3~jXR3A-_@EE5fQeGSpT$OCsKzPIlu9rqh
z`-z;J5zQS5gkOZ_bQK)$1)gZ&PSq?Wfe#@(>Ul3-8#^LbyPhz`;=1}yDEX1A&%mA>
z9$Vh2UwDN=<Dq^}+^Hty!en<hiVRAkr4l%)_-D5t_l(l3?#>?Ks%7(}f;QSk7){e1
z<KEQ#9PBAPvK7zd#D3~5Lz3W2Hswc%!~vN#L2fvOs$){?)|ya7t3U7b08*Gm2`G&!
zf8{+gyst|*h|}{)r~HrfjQvF4oNh^6cQAmcrZsAcaQqrS%ng;#5g1!NNQ35+C_||1
z^nKM`yONvy^LJ|<pxnkFPJYhXz*btM>GzkPY%c!PkUB>YY_KZmpM8{zqr6o^v$c;(
zlKyM0X={QsB?&_(A&=9%t6G;0x|cQ%T7~P=KrBJ|Zp=w4WD6f7y65}g1_b5Ll-_9F
z-I(sJ)ZY{U!G2A9{a1+K2pBX7ec^?Xr0#&frl0;sAivEDQ%KkLTwV)e(!o#wL~vN7
zsG`Q+T3YrQEAzN}A^q7k4DUg7^;vGjlS29h{cfjnJB8E5iL8et^1JU~=iRrR7rnkK
zkCVVzPaknX>N^oeE7~0#lZ1aw4U-oz<TMj8MSHN(n2MX8U!_6ZTQ@&sHFb%ivYu3g
zVZrS?F~T7cbJ%Zpqc12a5~mN?^WK$L|Ip;Hs_xfCMbb`C=wIKz#4HxR#pI`3S3<Mu
z%m4`A5ux4_9p2o~#U&ay8RplA?yFbQweL*A6?(Y<o>N6$jUe1#rxtHQ@`1GCvSm4*
zgVMbzS!gqF_?kb>``r4{ojfb7*s!1|NbQKcD<d+f)1e>py~#gmd+$V<=SCFa(BpwG
z8I{C;`oHNsps;xlG9zeO9csgmy&H-)12fm<--hLe^D&#*6}SGFyuU`yr;l`9Bd<zW
z>~5^`D{a9MJTJx@Dg$lD+$VdRgz7nwbSrdMQV+3jLHD*x)8i6LNUMsPW-&Ij<>;#?
z{#u~SwiG%p>e(I-yIuuxgKoP-hpeoy_YP-j_xZjA>mkCA$IKQssZtqPC6<v=N+SI*
z#;;F-3V)8+p`-wlnF{udmSbJw62#j$*bjl*o!BrdtheA$uD!z}nGrIr4i23-6)G9=
zHw)Fa5^%zRlwi}cvak1G(P3&#dA;!Cm>M5ZM#+myKHxpT=}-t}h?5r~k|lg?8sLn7
zL=3I^(G2TJE#`Jdd^}NgdfV5F8LRAaeATdMv{-kD!#St4p?C1yFe@T!56|YtRu^=o
z7<^IG**4q5a!5dRzgUj)d(p_c@}SBcBeWsKbEkuvuzizuR#5=HrxzR9@z`fG`FCX~
zjRRO8NbF4h;)3`>1Z{GyCdU)Ls4oF(?~T*97G!kbn}^aLHj6L2Ygo(c$5vBweHb#7
zvdPemF4uwRA*&~0|9D2B%f1Ww<!qiTdgK6{1BTu!eSEo-FkO=`o~&c;XQkt+#;E<{
z-1PVP|AHrG5gE$sW&8BFBY@<FCVb>_nzR}~>ZUAbLxy<z&R<CkL{KSfYwsEjRZab4
z4o%%#gb=sm>UV<3L&BlTI+5Tm%QiTaXqyM!=IbfS+}FG}s3H23OCJe!sXZTUS|Fuq
zx^b%7JW(!Xjg0K%edQi_bcbsSsrwwbF-p*Uyh125s5g&jF*v_wgOCF39!Aqo)N|Vr
zjnM=C&InZ8tmc15$F1Q-63g+|k3>nqTvFxu3W#d|bDthQVi}wVD0yP8YgEVuYBe@f
z_`@Wxi@RetdJV7mfk9Z$R_SdcPb@%SmKSRt`*8qqp`ode4DW|Kid4Kpp1ty_RXHAe
z-QJQ6fg0O?-#Og!|9_Y4CU}t*9N+>iapbndH545EmN#7UY7?9y^wesz+9>+Wb3{%{
zyKcB_SQH&M5fn`Uu^JA#o-f0fzrv!`Q@Y}hsY2`nEcWu{p5^OjMVt@fMIOp-A*SYG
zb}B!qUqBkZ2BM7~p=zwGYBvXn9sTp`tu%7^vymh5y9bWwrqY3akk#!#OU7CpuUvUQ
z)c<T1igAhbsRbg=RdFLnKg^5_eMg`it~NXNX{ssj`ej)4Vg0%D1|HR9^-B>6SuLyo
z*E(wpbKUpsCu!*Tt0icITh8&$X^U^c8rI9E_uA!*$Wj^Fw{j5~f8Cegw?Qfx!uVep
zeU4+`08FI*T?BTN$>36iP=E-G!(-}7Xt5g#lZ<<eHcYalhK112(z;?%8*BFM7185l
zxis?$|0{m|J0hbe-arJ?7IpnUL`ucxs(d=?zMR`x2wS=}-kZ;Cf&09*;=J8|S9?J~
zbKkN*r~dT`zJi+A`&yvbnK@?P4k~)v8Q<5*>*KK65%i}-?8U=Os_kM|9pU4+MXwG_
zATBu&r%45ndcur~t=Y9t3>A9?f(YJ(V`}73g!!zXT&}&r5v)c(-vRm1*N<fw=dV5r
z_&^u0Z*9Y!3KohEjms~w1`Zqyf|EC%Is#V>j2VN(ogk;y5>8_7H*Vc-%1p^Dg}?0$
zXKDObP3_X?L^x}c9RJb$i7!`1Gbl_>;$~xYA*JWm=~kywz@k)9NJA&H`_l-W5Q8M>
zv9|8_;QK=Eh&#qgLOzLsVe`8a>l{wP(sC_WNQp=O(y}RZ0f|o=xv(*Ni7kX5anopS
zi1<{^T!})(UBwh;X6S7z!whqF3q7psQuQ5zq*?SEKq8mQhY38vD>rMwtrKTrG4?r=
zo*>K}7}UrTEp_8_(3sU?Ap*n2AE!v;j7%J}GwpT)G0eaib`p5jM%O9m(Do<=#<8Z2
zK5V$eQ#(TcT?j}PYP|Ze@pe_R{JMt9h9#LgHg|HfXMWN{9*WcJmmjSdHf4jp{+luN
zmcoo$Ys%TdWN}35E-*LiDH6lB`O>AK%d1fFmZ)F5<tcoo_w`R{h;{^&=H0?IV<b^h
zTwx$)+-?#!86e-Dzn7?M)5ACYwg`_%j|kac{|x9KWwv$b<(`xm7E-=!l5U!>|2ara
z&}L?WUG$V!L`NhMARcBi;YnTLS{)_J(}_+QTFGku6yDn0^4r(Z@q-<h&QtuiZF~fF
zFG7ewmj32_*v|tewCj~j0)z@4%?VS2fDFa?7n91B4r|JcxT9|ZQq_|plQz^g?(g}7
z8yJ!U!+I)1Y&=s}q={h-`;}cbh4_~{v^!uZ#FI2h92_tAxB~%hCV}7oeh`<o>!3a1
za?eM1>RS>0v{2wiH)^Bwo=jCBHHW4}yyB4YIqS<=Skp}8M@lBy!{>nTMK!S8)26X~
zi8Pnf)rdqGT9653^uyD;QRo!v+$B*v7HK>^Wz3#8$+iP8P&?1A*R-@)4hy*^@nweT
z>@T*&A3ApIqV=*VyX&B^=)e#B&mN0ocHZ5LLhW|0LxYYvCYqADBc0TVpFOnF>wXg!
z)XT)a!C*VpeSYElU|Y8ul=f_JdK~dpI|RQszjJW!%-nBR$f75lLXL|e@5Zt#0ONe~
zCeX5ouSo#+83b=uE@2P73VExkf}bIXcD7X-lRHmlnU`Re<gw2v4Jd2!m!GTirD1Yu
z>JluZyS%aXySM9aDq2H(X4!4i4h{Z%EEh*F=BYuRI3f`@)<4s!AEdLH&@Am7PX7+e
z8n_Z-LC;;=+h0<9K!+EvEI4P_bTWkB0D(%qMqu(2RERwwdoDD|SXX3EBX&xR>@49}
zJReq*sF=vnNGnF-fY7F88H~`uE?^)3hgbD0%fEaKiX16O?UBfg4-s&chHdi*c7|ey
zWmQK8C6{m>$0p4oktagJEA_lW<a|rM_m9o&$!jbxio(3zoBG^?H|y1pnaSn*F~)_<
zdLOOX)9c#m8qAsol4oC_eGve&Ns~wgFy}+wb$aMgW$B+iwjZl?vy@{Dg?}Rtz*xCE
z76%<X*^MdGKckZqsZ*CthyYubvK^T*wOhl}>(4TAZF=@avKBe^g=`7k2E%Z95&S;A
z-C=wDBdL8+N4Y-J8M~x3_UT~R9rLj;D#%qZz8?7TdFjcu*iT6WRZyw2#9>06DRq&_
zzuuxa30<^G7JeeR$Rw@ojTd9LS|*L7^;!?56rI5*)h~N^%sjixWCO82;r!hRk0M?9
z`%TQN{uuoSK?K!2{}%90<<?_~V6RV`X90|N;~r=$am`ehNhd4aM&lbhn#qlM_f_!D
zH$_*gSUT*W6pBprx>IL}f7CqJRnslWhuD^=Y_7cDh#tGtoB7GkD{X_0tH+zi{#XFp
z+wU#-@puMVOiogOpD!jmH<OelHljU|nU7oe{t}@QpY4#{K?<FjN&h<^c_BRyulwri
z)?};2W$X%bcjgf1jZH?tqkm+2mutHmbEDyRc`vRE)NlxSm3jPD@Gdbg?Uk@h;0+wR
zO-v<U`RPyK8oOIvrwf*m0TXgWzXX=pE4b@Ety!94V-xg8{@fH!oS3Enz(%QuTJ>)k
z%o+WRfoa}24N^b)F*qX&R&uyI!!^d&T(tpLV|P!Wn;Brxl9r&aaL&?G7gI#cC&X%q
zfBMP#I_SRiniK7qT(O<UjJdcf&ylcNR*nrL;qvZa9%Au{Q&c3T?Ri3Uw(zU{4wDZ+
zb2O3FjJ(qPo2fSi-`RAq>F}`0T|*{*@FCX8Ka)I{#Qtmtsj%L;GbVGn-W;L=YXOSK
z#k$>~GK@u>FWY+OqHC$fj?5<h4&ATWdAb%rI$}LkLrl{S2#fS&`-doMR%g~I$40aQ
z|322o>`d=fTkBD8Ais2L5DyN`4#tP2v$A}e3`-<iD!TfSe$o%-5}$~qD|4t@y<->v
z4I)H0kb9H;>#|V8qxAYo@mV?yT-~ub0;Hm^>6kk~2BSivbndq<7MD0;t1I8Y;x}(M
za;S37e--Nq4)44JCj2Q6dqVEJiO~%(77Kc+;J)>Qbk{WS)WYA^Xux}qJ2Yu&w#6gc
zyc6ub_;=HJCe*{G*K)4zy-n1ZGW$nFSTF(%AKsj`dHx{ezK~qSl7;A(dIK7yK1Vwn
zIFSkpzB0sqtmZe1?qpZlrxv#exS06XJ@P4{KFm#oTHA2LAJ&c6*Wbm*`SLveDP1Ji
zfl*lzDfIi8r~kgQaNOR-75jX@1KRCR?=)eZH5Gu3QFj*;NclICsVSe}eJ$yH-Rcp1
z>jx9|{)FYv<Z0pD>20UtUo4kUekjK(nrzO(H{9~Y3M+OrC0J<vX6Fu$AIUzu-2FKO
zx^kR%aoYO%I!Slj(!ZH@ngBGUr#O4cKFlYPlBz`YPdfnn=2nd5hrEkD_WkEPJ-HV;
ze$@x!>j_9Hz8DDg;3!c3&8bFx8sEn{85hqvRvdKNolUdSdFShy8z*F`88$YNv&5tu
zNtfLZVXeMMtM{h@ua+Q>Pk5U`vsY=&G;=Go#{+(!6Q(k4%sE2?x1Q8C&Xr=~(Q6p$
zGR>l}4#LMdZ#+}^qXFR%{PLpN>lP27(*iE0%FgUsIzmsweRQ1`zP}Zhse7pryY)kP
zj7m|%_RAnR4DmWSF5dC9RB`-4w(YeY*4UF_K~UO2d=QCYxF5YKR|97CfjU3K?Eu0N
z*EJIH^X5!oZ#zVP{eX$oPfA=oF}97b!8Gp+l>(a6N~9TPHf{^ra{w{DW0&0ywFqn&
zpOYn$5uw{Jg&0yL&>xNCb9kw+H>K)p>p@sAGd|@RbahT#jLLi&iTxD%K>9O0xv_<D
zE4JCECw!|~1d{Z3bl&0bM6<WL$HsY!Pg&!yBx?c9D95$Z12N=IfLSNW7=-@y+^>6J
zhOOOV_B6qp{R4CwPX_8fhNrq@t<5lxjfXF;og9e?+XH)N3}Uh|jmfrKxT;EvDVwWp
zr~i!((9ipV@NFs44dP3DD=e9qIU=>xZfI*<C~Wc%2x8Yk=jAEKxOUOyie)NpHsENg
zCs9%3gi(DZ8GI=1vc&Bd$2FljKJIflPoxNZa%4gCpj1uA5yX{EvU!@qm#92LrbUl2
z$Z343PV3k4Vkh%r$+ng9-M}YKy4ea+GE09x+s)1^LY!7eHXNw*QZjss`R#Rytte8a
zwe<3}pP_YvM;_nH-G#pQ0aE*pONwG3P%(VsVmZB;X_1i;n=sZjGW@z|yx-``ssm$2
z@tNG)=Y86dB@wQEru9nn=iue=73Q!(z4)iOS?msWos)twyWwG(^xOJuDADQEQ%#vJ
zyr@pPa9acvlr}V|1T@Rrwv~>LbN~wcA_-4Ds;19+IWZGwQ&L|9`vrJ@Lv)^!h$tO^
z$Nw-7d>=PhHDwqrG~D`91dktCQE&>Pqj+}vzI6+o5b4NyA0~r^!6jic{L$>y$sY;W
zpkzp2V3=E)|9JA{tVJ_@v}~j2I=l(7^;n@KI3T9qu41<&sBPo)Rw(;b%D0_+DoX9B
zgkEW2*i_)i@C!7%$f=ca^ahKizR)P$aOJAD$<Z5fkJNvix*woT%+-)jar?J!$~B^=
zPidMn1af58xUFDC_-}S4K#^g(&BsxTR{9mKf`5-T%V4=Rq&-b{xMRkRT-yLndW^{9
zx;oegk}#e2X{+NczWWc-wb|8RqTYtmYOhZ2{LBilfXWJUqxJ_ZqVr)=fP$eU_bd8e
zQ(X(KEwxLcLpBkYcg~q3ab<IfZI&do`|l_j46bxVmhE7;!V2z8T<PqF8JdcMEQ$<6
z)kmVe6>g!b-!05Ej$WI5SOb2>E$9Eem(TWnGt)T^3ZimTz5F;gJe_$<2X*Zs^)g4p
z-e@FhrBlZ>@Awjper`$zV4pzi%BmK+lQFOSC(YZ+_>ahwm?;`2Rx^7SF0w~UQJ$oS
z`Y{6rwHjvQ-QIrogrQ_Wq7F~Ol--E@C!f~hX|iX&^$z8eK8Hokbn~?CY5@u3lNqt#
zHKGQtNBZur*Z%3|ANx<Iu_Y6TUp0(;bm)l+vuCJ8P+RxATBhzkbwu|MMDAktC8=#*
zXlCi_bDGem|CKe^lSw5>EjWE?m~OYnuL#A1uCH#CZ4z*ai3?ccKr_WLJ)miSeq|MG
zw-Yk!+|r$>K2W>M!CnmUp9xTJZzum0ff4m1H}-{^i-h#5MZ@NX*q$rs1lLWrR!E>d
zr^;i0T2gU)sqw43QXG@gZD8qgiL3epVds7NQ=X-lH3k0=e<xP_2$lp2P%s|Cag0As
zR!AW~nAGAUA!L`cGC2QC_B*|(Cj(YoHSste%Z9u}aR7hgZa&=5E}uJMoL*g_f=9_0
z9aoD_Ro`|zD-3%tp0A`nh@FR9#Q1|QVDSsJ*Z$x?7he1hbNi_IJ-;ZAcK0?s5h_Yb
zCPEPofFnTs*YGx@?^oxDlt0hBbP!CVTLWZ;pZNH&8tAnYD(V!3(bf56V`B1~M(c)L
zN2fZjU1ARK;6iLbbj9r1%Ncxp67oV)05!vx-J4<a#d7Dt1aX~#_}HbI#<%+VwQ?e?
zk(O$_%~jG(ryHFF<5P!HTBhRfs!nJgv+a55gwErmqZP*mdC(>^APt?*+rUl%>oD9f
zEs6Sh$6+-eKPEZwiTw?2aD*rx{6R_7QxLTdm^tJC@Gfs>FfF@Sn%MnpJJpglkYsKk
z<S&V*IGAaVs5LMkzYN=TRURK-hn6!CZKb^-A-6_!sjC-jlt*!f<RmUVCc&mVFp}Zx
lD2XSXFt`*oh=KD6CtPfjdb#iAsDGCNXsGBaH!9jh|340DeJlU~

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-0.1.png b/test/python_tests/images/support/marker-text-line-scale-factor-0.1.png
index c3a06ac4c37b453250d3a92b83cdc576ff85adac..286fa9caa989edb0ba48933ce2b36efdb6d0cb43 100644
GIT binary patch
delta 3757
zcmV;e4pQ-j9>N`vB!7uXL_t(|obBCPY#ikkz;SbFk*c<@<$(%`B2|KiHcf0NvAw&q
z_O5qLp?w5;r75UIZ9-6mND(BYg@8&*B?=+XG-)D4FwND_%3j~rc0v*!N*Xmtm0AQ+
z)xcvFiM(y+%<Photi7}AnfY%2pR~d_UVCPC&UgRLbiI;UJAX2h-F$5q0B7u6dEaMt
z_V)F6N$^)Pr4{lG)dvM2c@pd6*}~U9iTNwO0l->QULkWutjjklgM+zRSM4fA#|0ok
z65~_e$l67JK!SfJTUt#^0I*BsRzBSUz%HX*qt{Gi%c~;CbkH5hl)5)}ZN56;V*`+&
zpxIyW@=^%2^?ybQ{+YqS94!IBO!bO<MaR?pbO!)4#TL7bU&LY|zzngs-X-{Fi+PVR
z0YGnwjo-;HY-=PDK&le&vNI+C=qa@|JmHGL;Wdf=5de`XS;afvY&|i6R4Hqf(;WcR
zQofUS*$WK-bVOpVTJZA9V^5m{0URL}?_URozoAXc$$x>2d&QM>2Y_VN2mJI);KP^z
zki5#!P`|b@CI>c|A0AMB9Dr?tnm=3WSA86jNY)W;ODVuG#<i}EJ77RlGQK7Qe#XU;
z9I)&iXgd)BfPe)5l*uz}68uJ=0HBC9Yit@PVq6mjP{g_}v~?#0Bt$m!Ob-oZt&0^o
zA<0rgQhyPkIf;?!+(@sr&*qTemuw~0m2SW?InzpZ=0t&rq+*=R7kiwEiJ&`>Ev>e;
zsRKk5uAX%;-=+lrM9#v&4j>}uTf@#@062^3@j7c3JOB|HzrrtWav|nQxj`-nY}Z&K
z&%J&bV>dkj5z*ysLECI6Kn$jH<v#B17V6U?B!3lwHG)TUdxebZ<1mV3KcTdQ>1g(M
zhzkePF|M^t+ND1RB4Vm9CR|9EhP5p*Q~n4fAR@Z13E{#*ckFLTSdcJbXei4rLg*%J
z_7AV&-b`4KGATFGODPLo&^k>S7aY2fef%@o@+$7dl!Yq>i#^UIQh+vs6@CRT&poI}
zn14zs?@{_9ZL~r)L1G1@jeAZrEWAKkXmx6;(I2A_KvKeFw&hjy`86fMKf#DB5<s8d
z5PVRGo2)&l3=Xg1o-#z3fMH~<>f?a<>RGCCtnf3Cl@D1&YG_RwjvRyNl#C}$=1JyZ
zJd%o_UF4v!3?C?>qQbBgNkz~KeSXXF0e@pDexHAUd&6?UqnUCf6~RS8qM2N|PxWyi
zCBedu3=2CztI%0|@Q`t#aj&?Nd%#g_?r@g`|7<buG1~7q34WO(q!w@o+sE-KbO+qQ
zXN{)F@?t+}?a9U-K4Uahe>Azrn1Fr4slJh3K3gn_G|%>-*^jnx!`MR#bRHywwtt0N
ziFwqM$r{N#X!fHcJnYe2<bpsf=nj~Nou7zRI6J@|aTCaAR3-NV;zm*t{gKQAiIN*j
zZZMjb`k||aRB)r|N%r&enIIMQF@XWq#{oVIC?pRbq1I7{))<uH22_Xf7-%6V1ia!(
zMxN6{G7o5l8!|m4^MICEeU?1BTz}9SH)wL$mjNTN11)}G^48L7c4oo|>_LwYttuFa
z8+ZAF9DbQnH`fqGA`e~X$j=BXkcqZ^w4Pv<Mm_;<=+?Mauo4ScT9eii$vj{!vehh(
z=QP3zY+|_*eSSEF8~!3$+#~7NxfXCrI7L|QQ+*sN$u*GWy{zzqvnttAzb}imAFUvu
z%gsPw=Ol0mm(p32I{|3Ig}`7f1h52~o5n77b%3_n8Yq&w+qQE85|d5^8GjWf2at?s
zOk~TeOgwf#8}*U%Zj(02@FZm*MiTsz9mj;)l&L--0VZ?@OgKisSdDBsI@YcxwNe0M
zHIj<xG$s)4Y%Gxc6i9;v+KeV6>@@oU1#}2J8`dfS#%ipxQ?X*O@dz{<Rx1L=Qt{AC
z9a<j%>e38In|CY%#)`54r+-%Ky4HVP@4s&KU%mcop#GAtZ>j&=HH*EU6@Gxm77I{6
zsIQZt|JS*j?ml?pj;CI({P4ByM>bS`_4>mL@_NSqTD~X$CO=azAg;Ugces?b2r$;=
zO>{qyZ+P$AO?T~{`tF{`UVUs~-Sayp@7VVGn}x^6#x8xy_kR5R3xAW3z53|<p6T!H
ze($53?v(e+@1V~Q7^FTzzvBEypIb5UxBMed9C)aD*R#9FFAw^~UU&a)_xO_s9-5u{
zySGVN1C=2+GZzEKlHh-H=QsB~yl?CLZBHC}BWmzBUh<wt_HJEx^TpftN+F>7d;mn`
z2ke(8PUjzy;J<(4bAJovEl1lf0OURQKKMda3W0h{;0D#_1)v2Pypuk^H2b9%mq1>(
zaYwbCLZG~5?2UCBcFf6p<accIy94zxf$Lfy0RUyBxxRbm`+F|!^9Qy0#uw*Go5xxf
z0uub|*Ka>A|Gjif;7_yP`=d-1sy;sei;#K#fBxs@@5pHX<$r-K!GC#RH*5B<^9zb*
zKeJ{3qw{_%;I5_C2>^)MxpU`+4jed8^L??^&&oocgD1cJv`qCa9pG1X2U>L%WQy?6
zsoS^tf8$G?o{N7DU)aBYznsgBo&FBM84@s~qocLMhYz1QapJ`G)<55M>&ulNy>|Py
z16R!RFBRy+kAJ^0_OlJo9$RXh;9J{9|FWxc&#Rqw1N?Kj>g~7RKE7+$t_#&_wbIG&
z0G#ph#~<H(=+L2BrBeC#yYIgHizx4rCB45n{6N#%|MEiM=j(rae0WRv^-tFSenAR>
zR`1(>^nnTgZ}hZ#E`IP|KQlA)!T9)i%`XJT{QsvL0e>{};fEi7O`7|A_wKEYjg9@|
z<jIpeqrO+x^=}>h<rV$^W-kf;`!_tdaPP()O}hlmUcdhH!}I>%=#P3l=g*(N-antO
z_+6Oy{g%wxW5<r2@Xw8`K|nLoOn&E`cc#ytJ$tAB_2=Ju>#Yaddw+Wcz)$@G;JyS4
zfHP;#Jb!ii^ywGmyiT1uwTYS^Si(Wykt0X`=lA#XoxESCF2MBk^tyff_SI%*XV-Uf
zE`U>xA3wgyZ}z`mtyUNO;CZr>-=WJOpkLG9@X|{!)#m2r4pu6aiB8T1aLR=X7rwe@
z&z{=+{QM6({T<7n25kOs?M?$qlizR2)Q%oK`hPTiejp`DF9iDFqZ{vJArPQ3mI4C~
zOKdaHe}mfpv#QSzKnt>Um+ioS!@`6hw~-J8a1ANJ07sD&6mV2KX~CbVrv=~o`lfmL
z`VSNL?3aJ5@A<!lwBUe2+I%pG1bC0E>#si;q=yHC0EXhxV1T1|I4IyK9uE#UN{3ol
zf`5M|TUt#^07%j1uFY4^WXr2`2s|AMBET6EXw`z3mqI}Gu{6jrP3H=|Ivo>W9SO9_
zyq<IM68w|-yhlp_NPr1VZ4-_WFpf#JYm@~^03xafRJTd}YgP;bF)+DFEx|vb$xH=c
z92@4?O)kIyWh7u^d9Mwt>>8^TRUZdn1b<s=&B^@mfNkdl#LDKKcD5F5KrAHqXN!5y
z=8<!z2!SSC%C_S|K?g+UV$;~>t`5+aO4iMcyDk=dz$b$Kupj)Yk3%J!raOVisQoUI
z;I9l0ui;w23DW<S0Y7f|izpD`1PT5sn`D}j;Fl~%CT)5GB4ZA`H3|N?Qf`oI1b?eE
zp4CSax3xyrBd!&!AhnvL&*p}XjxhmPAxxGzLbA*bge`%*$F+lzsKu5qXgy_0-CRQ$
zMQ&WF`MGhIkAf6NX*@EErfYn{DZ<ifRt!RG)K<w+@eouXGIqEnj{+82Vvl=zSWpG6
z1htY^T*(cY9tvD&fhMUsY^s8Cl7H@+8&DkzU?@>vuRfsqIKXFtlu_&GX*yT#<1;~`
z=y&Rif*Fb8iMRT5DZM&U)YzlWjio=bE+JMlEzQHKOvHlq=jI{{6P6{sfri(x1I=9Q
z%tS|M_S=Kp3}}noFp{2{8^#_K=!k?oboL@YBbL<IW=bt#FETWvDVm7x;D58mr%0_J
zEBv@2+(A+i1b7~uyGSbHIGTcx;FoMp+yjmYo=KnKne?C{aE^S?vb>iSerO1%2+Mt{
zj{^y#w8v5;vk>=&rPv{cR;VB>MKTXWMN$#V@PVRTR2Y_EPdGXy!7o{$xOWUT<rOk~
zfanxs0)}E*2XSHA*f5mZh<}>||CCqcDNwqTe%l1eJdgk?7R|{A!^ka?#O5(gvAq*%
zk>HoCQM3d!LDLLrBYTu4D2<^C6^~+J0?%R({V}N07<b|xOc|vwbU_;Vl*ybd4|;%3
zsE|?;tneFRRTlIU4h-@rxx`S)LU%k&HX$VQfGMb`V#eNVn1+REF@GVM2TVo9wM;an
zU^)qYsld30J5b4%`nhm09Ti!d>W}CiP<<RgT!IyYULm9UIJ8F&KiEvNRB>-Fg8mY0
zM|WTm68u$0OyPha$6&U+ihI3|Ia9c%F-7QnOMoU3T;+UH5!Ow^b<S3RVRFUNYIaV+
zb@gd)&zYnm&X#(>B7efvcEuj+V?s{U@Aq_Df1*H}tgje@X8+(|&Y7kT(5CQ_b|byk
zb&ahr-GG<`Des0X8XR|ix&vsFH8C^VHF^zuqJj1qzd)|B<WUL%)yD#u$k?PJ^!b5!
z7`aJq${XQX>Of44sZfJve{LwN`ZxgF1Y-i(QorisSd=lP6n|ha$(E&Ej7dLb+$*ls
z?!W-cXqPpMWFA1ev`Lq5{9GkqDCHF|eSSbKrH{-T_X-(;A5bgxiZ~pE7+#ag9|O=*
zePA$`_%1@4{eYe%_$A9$VzDXv_+@QB!4K#uu?kuS8)l0R<t+mYRiBybjxAOjr3zDh
zfEgtCCHvO0TXF*Q`2jO6J9c9$MF1$#@j|`W`w;+?Xe1ShoS27ZKVTOL{zx-;iO(eh
zP@-kUp4w_607^)VOSZ12|3I@JaKqH4`*@V@C<2hWPgVG@WY&(b$OmwX1pm(7zW)CM
X%@@)*MNE5J00000NkvXXu0mjfTXihi

literal 3845
zcmV+g5Bl(lP)<h;3K|Lk000e1NJLTq00961009691^@s6Tym&p000imNkl<Zc%1Fs
zTWlQV6~J+qP$IPteWa?WDxp46scJ}UC-G%>*7kbW6xx?cgkEV1Y7tFHA5bWQByMS1
z6-pEeiNQ@A0*R9}H*zud`VwD?N`t6~f<Qr5N+nv9N<5*wweFnRT@sSDcXmB9-|hdC
zRs`E?&&<yG?%$b)m)lqOOr$p5*Z{y8ear9vY+rLrYl8%Tp*^=uzM%S`0K`vXeK^(i
zjZb3!x-S5*)|l7TeqF4~7YZF6>A8lv&nP-B05OsnAM<)v&-()s{1d6%N?HPdT|&3=
z=?(yPIoNP;$w(@{B6Lg#-GTO8<EDm9H^h8w0Adt0`@6i16aqE9QG$P>qa#gA05DUj
zB41YbG(X(|z)X?FZuu9nSO_pf<gIrJ{xjK($Cv=1x7fz-<QLX7k_aGCv3J=S69Dv-
z*czVVioxzxvHlSNp($C#J6vf!F@QuVYn9U-0Mt^xlXuYz4FJ?dVs5g_%P5aMZ4Lx*
zgjBpkZQZwP6LWGP!(Mhd-2ot8r2#+v68JDC0K~7*+1aXXjLCtGX1d!{9|vHYpyp5I
zT2&uMD3WzV+foWJjB%}N;|>_ml#H**fS+-(BnK>e2Wn1403aa2KW6d_n*_hnCjcm7
z%^I8Xi5S;}0Ti*W3vJyA0WpycJ>#97DeGcIPDrwpkW>VyOk!j_-P3ICvpFRAC0mJg
zr5mtF&a{%9IZ+@asTfBy*(PUVBIpjJax1NE>Hr}XSI;__Z&QMQByHhf2N06;tzqXc
z0G!42c!@O&9)OUHU*Q)uxe!yibO#p%wkt1@=U%^tv6~)%km&MOp>4JkAOhp*d<*w>
z6{Tqrl8V3@!6Ul8u6EVOVHC-JLTL%p(d@4i7Y?RlTx*fEOMeW6#8h8IxR5XnYg;0w
z{1He%NOWCe!i9zI*xwSfAYnphXNp~f&`q(~-@S@^GiE``q;yX+r7Uzo>oj3paOgtz
z@lT}kE4UXER$MWdZE`M=0<;mV@ayt2+=Ge~Qz>OUN?#<6R;VUOtbn9(&uNB*7f1@N
zPED2jV-y02OEH;keg%DgO-b;NFd~Z>(C0S<9~7b{YflOt-K)5#3{gzL(6d_galm|~
zELCY%_!-E`hb$s7v?dKljzQE*#*;=fB=ayHNkvdAa!^=?4-{chVOWZ!BB+KwzvcLV
zu@Jw{-^RURx!}=EX_AWIiXhQUI^UxDIFOKFVMjX)J3y<@S$y!2aiL)^yPSK#QEcvT
zmjwTrY{p}>-*FQBGDS!&;10Hr<5TDkxP#9c6_Mq|e$v{LjXiwEsHpU4a*r_q`xK}8
zdYbucu^`es+lOX9YQha;4=K=jkPK>8+)B)&o=jFw=0UR`b>U%;<{}paB0+b+JnZ~L
zq>8fx>=8GCd`6Sxen8YnDxyD<c_3DDW62Fh(^5Zl)sP5oG(E|Fem)Z<qBJJZrusO*
zX90!e;Um;K>d+d4Qrv**FdhRf1ciW?UCzjJa!BR@t#Csohh!em606VRN0$p);|7fn
z`!ZkzcA!PCn7lQ&lAW0_0(;P-L#ql#;>KOPActRju90g9Baw%$e&lC_705(eJ6cb$
zN;#hZH*|GeD_DsIEY(SCiDVwI7TId%$8#Ft1U9i;k3K(~!VQ0gEbfu?>s$*sr8q^H
zZ&7_5D#<mF<-M%%gR=^$T&s(<AFUvu!OcKm=Ol0ym(p32I{~P`g}`7f1h4>`o5n77
zb%2`L8Yq&w+qQE8Vqw$tn4F8GPgi{$fKep)B@2$pwWh7D86XiR2at?sjHL1_Ogwf#
z8>Nx+Mw2$l@FZm*LK6Iv9mj;)l&L--1}1a|OgKisSmkUvI@YcxwNe0Mm6M9-G$v5o
z+1N$$Qy>WvXcL-@u+!`Z6wo2?Y*?!R7^}R>PQ{AB@*~h}Sgi;cOT|Mob!dG6C`mFP
zZQij67%R*IoVmG%8~xW8{nyw0SF`_WE4}33x0SxPWWM*a!Vl2cd;#hQ^->A?*$;2M
z=g430`t1vaA02q=`1-=H4sD!~*OUIg<!kai`I%AyvGnTS;ZoKjz*yHd(fvTa<>H68
zuGu~Iy@AK~KR&be*&U;IZ9R0VYs-lfSHI+IKY8}K(Z}~cHa#%@{oNNY-FmmYSAGY5
ze!w855&C5xU;5m#k-ujied6%LlWU&dJ$!A@&-c1#+wS4t9DexB*g5YJX$=%Q-OOAJ
z7)yfxRNpuEZrs~Dea90=PlgTt@=M<H=!?BGr*_`)q7(wE&j&zAe!zZt<gLu368sNr
zcxEQQ`IVXr0C~@Szj$s^3V~8f;1<>A1)vHUypuk^H2b9%mq1>-VaH@Gg+PAuiIZ#B
z@0gPJ$nV(dcLz#i0!ynO0RUyBxxRbi2Lo64`GeYg!_KMPrV~{Q0SW$f>z;Z|{(JS9
zz@9VT-z8Ips?QH_%KPuX|E1a4*~TzGEA#vpKKSZ)Wwig=z?R^@Hn1x-``7vfMWvtF
zJownO-wIf>&^m$Y$2a%+_uhNY^Z(28VIYiS$Bqs3_4Qr$1LyW?KPwA)j=cWu-^o<p
z!U2ALcc5BVL8b_g{_W1K{@=K{-g9~T?YHw=wrrVu_uY3pC<K5i-hA`TjoY_x|KGlS
z`~EXNKEA!$&r9?Fg~E>y+`0Aeb@TiS1$y_ElP4Zr|MXuL8YlSH)`O@2RJeD4z1;vm
z_&bgqIr71_ZQK5P{P^)n3IJdp7cN}5Wn^Te&kvTl{rmS{o}Qk5FwFa8N$>BEJyfyw
zzqSzg`MN*6*1fs-@1L&w<BSvn)!z5iD-VtMf1|0EbMXUx$<WZy_C0&{%pEvzV6IRo
zyi(s)0UR(jHTC*OAAR)o=bwN6!~XvM^QTUo>JR%~S=Zlt@R!&1|0}&D_#asR%*=fo
zc2w*VRC@jT&l{)xztI}@c+Q?Z+xNyBZ~XA3mtH#ScVpf<bm-8GUm&oc2&lvl{@mEu
z*q|RIU+`ZyojZ5#JGH#O)&k&XegSZQOa*`pUY<UEdeCqBH_QK@KYxCWv<B+AE`ar3
zef8DV0|Nv9@ca9h{F<_Af4>r4x&X7Yvp4VBwQFMU-o2Lx2M34iITyewhYug#w{z#t
z%O_8sJnc98pR4D0=rRa+@#4jFZ*TA1(W6IC$berx=K?t8op;_@?f3itH9S20K)t_X
z@za2nzgO!tpx@MA+TY**@zBuFW=8vggv7lN=%1Iqa`$2u0s)8_OMwB0#kLvf-$Ctv
zlj`#WP=##WWjiq7uwp`xJ4gruxQ3KqfTKtX3OK5kwBS#c(t`IMdSqJu-9K{gpnR{i
z=l?d+f&&Jr@xdSx;7ziwzw}^`CLRm|7>Y-O0gmF~pn#)zJUHMe9cp0-{)tp>B`pCU
zL7N&j-7t~Luh1dzbSQ`bXGow;c6k{o1XLeOnH<x2x~o~IV*;!rfi{}ab1q(je>9Wv
zXbAu@Frle!!Z8BIF{yS9vmgmTNTq;kG^u~hia{U(CO4@i_(wFEsQ`>)!yLQG1sI@=
z1dJ^2wPBTAd9|YI;{c3cYppq&>29;_oPbE#ywlFsf(?j-1pk?A#<O|koGC(}0++Jw
zxKPjmp}E*Jwz;bV)TEGdGvls{1t0K<pg-&fzv|;q$)@Q}AT(;fD<t>}9o?(A7I1>}
ze`Uar8~zFkL^wf$f09iy6-n?*mLrokJprLH2VR{7|5PsB!8L+a%FpVfiCbMc>k-!q
zR*+gv(r0r+hsT%ztWZpr*+a6-Iuu(18INlRBT<VjUeJ1K&oy!lVHCM>rRL|xT|5d>
z7^VEkESj#-DNYgQR<dFcTBEj#kBWz&0->?PEq)ZR&=Pyxlf!~4XeFqXyzFvr$mCGq
zLJKrW)nQW=l#_JV+<@v(07Hq=di6Hd#{oVIB#c@|Pvhx)3!e#MMZZ&D6wHVfPrTKi
zOX<~-pz<DdZY=$gbqSH8X=xr-Wg-%+KQ|Xyn6N0t8>o8~JJ8I<&P>#WX1_hi&48N7
z4I}BPxnb-<fsRnfLuW7YGh#vIZKl)`_98<wDx!(#4nAvqiqs0S!jBum9V8V&falS<
zi=-lsqbUdpe#z#<J>Zz&ne^>ElO9wA&XEsVmiMy44`szE!hDPB<3P+P?XeKaEX2KG
zDRzjV8Y&1&k<0^OkyOMoe4wZm6^13)6OMXG@Jkjb?j3`Td0p*%fT$N^0)}E*2T@_#
z*f5mZh?)fdn3v@#P`Z<T+X%@#5CbX}&B+JD$SvZ;<}ppNy%R~1;FqjXv;;Ik(+o)?
zdz2<9jiCw^k7C6Hp4le)V^F0$?!-NqFiKzOf;938lQ~%)^Z=buAtfYO;n&HkEa;~=
zFvz3iVnZnl-SIHln2^i^rl6vV7<;o}8WyHSgk&Bt6&2Sa(UgMeB>1HQ;~uU<A(d<8
z!ohS@WHl;1qPtD?aR5;XRt$Pw?W&JMd*twg%_K_|_x3#KFTr+n2j(HcKgozG91!Ff
zOyyT_ua_`q3fGjU2%T>U&?JJZoKGskx@ox1*$S|jTrszjol|gKY1-R!CaH+Cr5-Sk
zVrsi=ll3tnC+hcm8m&K3phnhLj6t)%qa*E1QwOL~@sV~t&DM2|tuNhxhy*F`IxQL;
zcYeA9sF5`>bFksy681y`wKIN!TzSc(6auP`1u&7ZNk!=M1JN*YliZls!?V<Zh!|6$
z2F?C-XG-;P0JaIn1X8(H)yFX}V@fH&V3I9MyBL#x%CMJRuHAtFmeDS27Rfw-WNDKw
z-}t#oz);F7Ui$oiT1p?8H|%w_6a0W$iC4tML5S{EiTp7DRh0$?)3NU&q}dPXNrGRp
zY{eFvvX5WZ_7nVoo?@$@Ww7B))}g#*fT2n=bB&S3YPnQlst+)O1ixh8T69Z*K0jcl
zMaOPrr3e5e>RzZ9c|QVx66K^Kp%e4a><8>3!5?Y{FZQ`a07_J?*b`e#1V9Oiamm(I
z@f$Sz0XK|Yy^lxfjv@ew`&5Pha{KBY7Wn{fk>KxZZfX5Lj8x<yvd##w00000NkvXX
Hu0mjf*6m#k

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-0.899.png b/test/python_tests/images/support/marker-text-line-scale-factor-0.899.png
index fdd53da3423ea42ae22c5def84ad28a50d3e216c..7bc6ebd02be5e6101b207cd4b19de3caf8e36757 100644
GIT binary patch
literal 17257
zcmY(KWmH>jw5^j6ytvkIcPlQz-J!Tcu@-j?uEi<t?oeoPE$$AbSn=Yn0dDxtxnta$
zKV)REB|Cescg;1Q8KI&ije+(C4FCXO$jV5l0RTYwTOa@h3I0dlsq_;7AkHQ$A*$h#
zd1Qd9uc7&{qt000$JP1q;Kb6%$il)x=TmwSVKv>GjlkB84xGp)3Ueq*I$9uFcz9`3
zeGTY)c>YF=e7fGTUSzuNjem}Sv-P{(Y;VidH1Cs9Pyf!{FtU;M-OOE~6VHiOUigd6
zHOFWFQXwqui;my{Bm|8hgW%hy^0-s#)qCCvzhT~WQiC^hO=;8lE5zmCQkA+dXU?Y&
z6Zt99*MMC<YQPu3xz=d8rcyG1fZ-=IQ{zG19+(<%yoo-cMhyvxJd%qOpX6l95wV;S
z>>|(QP699i-yt{I=gL9R2>#$_|B*Fvdy_VG|8S-P>a{QY?^A4FC2`a)+&CD52C7P4
zz7l({g-^^TbV@|#<skbw<md7`wOy=M_46iQT+u}Y2pBZV$uwy?^Nd`+45K49@k4JW
z#U>O((2^M<e-GB&p#OowmSUB^m-h3rJ#$>ttLKRop_#g!Ux4b3-U^-;)&!mWIUK-b
z>L?ZlGH4``6H<1rl9nNzlkP9<5k<j(4Bt_H@xr1cT?s#&+BfHfMLL=ioQoS@o9!+<
z<xy&&(up^K{Q~<gm<&HnLHoR!giWS0`*@gi>#asM1PEi8mg@Jq^6{d^`S%JR{eAr9
z3CFa#OwP!o+;zCj&yb@0>q}(`Lfi6JlJxX4Vf_9oT7OiijU}gW-&6Uk%ge-F=rN}W
zjDTTBgiOMp&Wx%+UZD&~2PhuM&&wxxhQB|5U{Rws_MA$1FX5Hd_rTOKeZ1&|v!d-{
zJ|$-x0x_9O@K*RD+aTbtcr>uH^tNUG<0hFVXorCLuaWUtjGLvq1|VYW>rY+zJmIL4
zZ4&1nk!}mmNQF19r;i#H;L{&AAN{e*!3soDn;t<!Fr26p0*Hz&f?sHVbpNoY-0_`C
z(4N!r>>kg?%ONBMu{A*(fg$5o3LC}IEec+?>+({Y#y(=lo@)6h!F&Fc-U^tSAoHmN
z63p*}Xk=+`0MFf)Ook>V2K68FOn+1etA{WINQX>i{yV6<P4a}5kD1;U<X>Y+PjqmW
z=C<7hC#|eaD9|}!#*7`+n|ms)?UiQwF;dju4@iE(j5bQ(^Y|ihA9wZlpEyrQaSLr|
zF{U!6;`?v7@$BZC-z$L?rcMu1efG{6eG|0Dd$;O4+1xWf-#_gSOdDlH^ZV7AJbPnh
zAKDbT+YDI6$gpy_dDZ87oL`vApw=4MlD9^fN}3S;ON`#BhUv*C`0UmxOWXhcZGAlq
z%l=FDS$nCr&{NjzJcuXuj|oOFRSYwlyt8uTxSL)_UX!iLb;rlVk%@Mm+tr|wEauWz
z>k<-7fh)J@8sdJ2E~HJB?wfpvyGNf5fL87g{L%ftR;DteNP?G~_X|vhT9+nt<NtWm
zhm(Bw{2cKk+^)gYIOmJ%aCpODC6JLPi5Kzs>1q>)u$GXm-+?6IVo8&woKl2!i7|qZ
zOe6|v>0vnKGjnpP0d$V|>&(8bGxKqz_k>$e8ODWxpzmpM9J5)}HjS$$JFBAtFoq;U
zj{mXkWH#&=i$vqZRLTNi)Q#>`gXkP(Gc<wj=KE#OK~eCwa(_nPkDMybQA}(FV}0r!
zkzLyoW7Xlq>%|Y^xC8h@irP_(;OkP5zl5o^cV~g+v%sW6B!GN^m7RN?Rz>K}6;VKB
z(BJvqxv1O^CrobR7w1a3P1KJTyzvpXc*^Op&#!)SDAm!lf5866?Sftz<eYMF!yZJ@
zwLGg;K>=xI$siYz$dFt9IM#@uyFqzZWT8p88xe(ZPmS-E(a7fM(Xw2qPLYe^C=hSB
z!~58u)xz>g1zgT(_{(W?WUGch<|pd;Mg9(>m>bUATzU!(vjlI~Ip)vH;F8sJfyYcm
z5^6ux#Hf<$be;9r7tX6qrMb)O@!fjTtf;^ForYkUI5_C_VIi!eBrUvLwlY@Q^SP3L
z(}Ki_EdScxW}i(tJJI&Rl0+=#D!*`kRA#)CKV?B%TyOS0E<T%AMT#(sqWEnF5^%$-
z@Tdon2H2cqV=vZM`O2Tb&+Mxjx-?b9QWAg=BZ^hQz@tRR+0DRlAs2Co@;j3x?(-F1
zqjyc_4~$+nqc*zMwLpv4EY6#10uMFHZkO^3FuQMeQ{(pXrj2|R>i6~j=#jyiEO)}T
z#rR@>wfBYoa%yWWGJ`vC@pcg!k(z`n$!}UXsBkcGlyCWN+q-!V;guxvaZ#bct7b_8
zLk>FSalK}$fHD)}-g>)7v{~z%_E65^P#}%!<{bBa>tLgkyAK!4L!iQI09q()8jF<+
za|QMVTXHvQLYu-Uci&>Nsp8}k2Ij*MmfqI?bk4qVk*a%72W-w6%Fj2a?qZ2vik8*#
zn#(dS--ub&k9xnut>B)zv*^hDqd*V0mQX*)Y$jBCbRz8yPkopEM^KEKD&M2ouo5?k
zT|NbrwIpWwKrt3QEDvmqI{2thNK`}*luAqvL*thUJ^bj-z`yiau*Z6=uGV)!iM|ID
zYq~W4R1IIOW<B*%RepE7tHwBnJ!+6R6IyFI8iE?RjxgH(&Q^)c<|lIuf|FqEoFqN`
z3iKW{a=V?8;k(P;ue)mMv^kV2M&+mi1~NEpg+~<OwNM)A7H8eKvYetzb7S00aUeAp
ztip2SX<N-#RO$OWgbkbUW{D#`^)WWufQ?Nc#p0E|L2_RtB36k($?t>2ZJIn>fGzU)
zNL{>h<G7)Sqqk;1AyBHx?t_!zUn-xGHyuDZKcOkoI9J7%<_G>;Kl7o^A*+q+KX2+~
zVsiYwA?6=DlQn-IIaVRzEfS7-J2M0sUgXaR<s+OcT)pnnX{v70LrEx()&Q4E8`sH6
zCc!{GSg!^<H@-CbRf29Oas9)lz?WRc(K3t8H|zhZ-~JRpOnsAokg~4%ik7%~XNx9f
z34o6J1mcxYeEkqYU+|st`e&An`7v-h)`;_FsbGr;C-rghPSlT!4Bi@eM?KzncVl*c
zni`BQ-g%_$KSUYq5wC8ekHRvv*N>Q5>DaeAY2-r%%BvI?k0K_N$0b`8et?cD)%Rkk
zoWG?f^LIExUD<qd^~NeDz?5swm3rVrOJnw!q_gS)q<(z<cQz=EmB;!sj!N+(5zCOo
zdOUq38Owqz`*-HADj)|;Eqdaxgf(#YIM#WFSr@V5dCXSJo#b{-tWg{n#jnM_?Rqa=
zlasqCmx0Cv3TO^scz)4SY>u*!>a8c0$5he}<b!1R=IjGq?CIehH-$=<MQ^Y4&72;X
zINe159+QwaCEcFWfg~iy4K0_a$jnEYOmAJI=`;dw<L>*b&D`3#bsqyfxj9-B%Ttx2
zixuZn)P`a!gv`vY<E=Q2rxFz8eC~jxzzx*s_74#3sk9OMme(d2WI2#?P4bxU7Y9mv
znADIV`@qzEFtH+{VZ`6IxvT{DA2;m9`<T@i{Y>bqk&?7GJtZFaN>8XmGD;j$sAN-g
z&TEaUQglFkPl9NYh6c_*$GybVT}q=f(Y*{p4oI(U&o?tqaPd<ZZp2E+5b|b)r9$7-
zEbbFpODqG1TSY#mYTWP(>{LDZGP`Ddai@?(WqYICS-4JOo|u<kHQNWA!TsAZyR3!9
zrq#sHwWAF+XQ7M%YuiqsR;k*88-6FpB>@Wlr81WNAdGY-Ru_JY$lkJOlG#xONK5M1
zfBTfc<y3*A6S}u{o0&;|<VGEe#DDmxx>ED5j8T^ziNq*rGob|=#N%aGq9ptW@Etqe
zg8uFsnWKX0ct=fpAzi@8HmloRQTHv&W%-2Mc{uKE+5DN>!~|i9w;#{rs_WnHs&w=O
z?LXF>hAe&E269_Fj(|Yje*M=Q<#9=$e6F;!NdA$;%*gliU{sw}xke|f$pr!p@6%cj
zVj^-v)=(>5X}(<Eh>)&cj*|tAcSJ6&Orgo|7gC~zc-?*>dT(j3Ag1<h_6qvbCe#M^
zd~5CBopo;(RM#>OEN1vn$4T8u5S#^V(TbUW1j1Le9FFp!lcGn~8=ub!c60v%p4`=F
z_^oDcaq;_-yaUv<kxLtb`BJ`ftCZdDS9u8q55~sc!p{E^ojqSJ+sg*bgiHlnx`qCZ
z%_7|r(NgPlzfR&__4H#Fvd=6%2m~e2;gVYf#+wKFxHJ<{hqwkDi1|lcAx{ck^~|Ms
zp~jOMEii<0M<c379_cOyRMET4A)lXQU79Ei^%nolpy5YmQ6NsHw=h+0OCa2-HR@Uj
za<G$?GhPXwEhNqQgf}>WAS>}<dnZZ}wE*>mV07;n{4rWX^SJiObgwz*Tg~3?KHHR+
z#fuCV-rp{P8UYsC3x9C9|7ywt9;WMl`0eU1*~QuUvKyfFwd&f$bdOb}8*YYk*Wudw
zo%o>K$?5<LxXr~qr11}Z0xrZjb{RcZjIT>GPx>-bUlb9W&t&4A@<c(2pI-sRYU@A;
z{=~Q+`1}H5gxZ%xrd7n2&LFJVdu-<4x}19w7(CTXCN!w52AcgXO%9&5@u8wIp7Fr!
zKF~%t{%*+!R~iAeSHFJByn1g(#S^B%d<f`Z<sOvTmdxhiv1a-mk_2e$kReU>j#s67
zD|51Ahf@2^M-U59>0A&O|5z1?8XylC03N%M`JVFYbIPlLq)Kqr9oGlfAfFxLXYu08
z+~+JIsJGsp$v0QA`2r##RIgs?r@v?ORP&5>Ut3GCbh#CpwB3luM)1XPl%&fW#<o%E
zAmho=ppGt<$Ex$7?eQ-7{xI-Hu<;*Vzy*+X4dWgEnTmZ%>e2f)o+%U&G>TfO+K++D
zv`I$B3z#puNgNFjK1@=pCiYjgf!doXC@vCc!i6X(neM9L9y#J}pwQN0lH4_sNJDx}
zdgyxEsAIo;{ZHT#pb5gKI^7!3?M_b<FbynxOU=ca?0|n88DEAMZzEAYV=ped0IBoV
zD-67TvX(494u&f?a<K3Dg{_6m<i<OCN6_yFUBz#?VBvfo1h5J6u40|&=<>{`^hNVr
zC*?IG3QjQX{D+@|Q_@e8(s{2?;&ayMLW4sizD1+UzSHwqS18ECP3n3c8sn5iD?q)V
z{<$qx<%jQzpYci|brM|S#hdMX(BdQgP?lj0CJUjv^L&Mhrv>VyiXClp**t5*7c%~;
zRkqwT7ID4&jA6a*aMJS9-Yrt)W<;+`)We^-lW7qaQbIt76f^K4MC1H|xSdL(p&AhR
zHNPMU><<t^JM9VQ-mg5y&pM(>pNVxbRP$gRjL9M;HCWj|%YEh5Tuld;eh)!)TgbIP
zX$J0be}w|M$m1RGt>}18@W~G$Z7kf{^sSva^xS)?#AS7lspfGa?$ZmqWoDC4#%On*
zWbP0-km@;$G%2by@S&Qt%WBC*AOWcyw(K3$m+qV&iA5u|4}u~>vq<s$BUdpO3Eo*!
zQ(qqv=xHZskneVVpr?B)?S>XZFQ#RULp|A39Sbro77=46Iy312p)BvIZhRI)WnD3V
zG5{ZdNu3$a3bM<k*|ZfLyH<!iT4cQ8(jNVj7`Xh{?bJM27C6^^2jOW?j85LH1e`x6
z*`{avAj#0j+?CPZ!f_Eh1^3JjzTcj=>F?-(+91s|Tl3_|s)?@x{0~u;&Ju0HwBy8Y
zai#E1#ShmLe>7g<(<^nBv%D$?e<n>GF=Szk^enM&eH|fN3wC%{I(!l`F~qsED;R$Z
z&HrVIu~0cHDo;4KwNo?~?ECvU4higDW_tDTH=JDys0`l)QH!%4_m4Bpmm}}oKWYd0
zp{`1hYI@wSE8@n0t{oY>tmM3L^xO*GFj_-!cK!&_tya3iN^xt2h||@zLA;o$7bm$L
zxv4+O={c1&01lyl{0PXUsOCE_wG&lMgRIN)Ni<LwF)M{qOvj`rg9&+bDdg6Ln(wSt
zO^j+utO3R}5m!gz2JW7O<DbgG8X!J=z8H|{8PKFmyfIt?wTIj)Lo?*>ma#<34Gml$
z;#mU_xIOF|r3j235xLrHCZ0$hKiVaFo2V0uxX(9i=m(n4^j0G!y8XByr~?Uq%cvlP
zU;I_F_S@!>tA|nfcj{ze|CDuQ$U2RlhmgIm4Rz>lHj3l8EuBdI_MRi|(0(0GR#86n
zY`(MkICcEgOF?Q{_cWuW$lBoc+Wx<$>IoB%r?A_5+0|T(`#53S@DTsrnOfuys6l*<
z!-rPMx=+HC4@e&x)2T;$5WA9P)%UrKax4S}>1^Xt+24@Fk!s2O(kDz&8_4~hix01)
zCG^v(0F$0t56Psi&h4Elo!}|(BTDw8sxn4ZiVT{uzJ^Nma?~sMLsb)uD0PNqTtpuM
z6T~i*(w%|dPs})~0F)$k|7^emZcV%)m*pCdVPQaeyWfVJ8LlrAV(O!uzST8mN<hVV
zNz>ht`cfwE9W525q2wgmqTo-7o*(N6P8W@G`74j8A;RSXFA6;YAEIgcIEGP_mX2Qu
z+9ORlncLlMR{_aoptFY=n}2-f#X+1@v%}PqT_o~Iz6|t4*7Hh0vf3|CLzFvMlTL=h
zAgU>L$F@J+-nVn3KZoK%sdF2&F|?~q--o-C*z!wBpw7l;4A7ubrk|>>SUaXae41V-
z>s33J<pP(3w@4pQg?5i$Pcl2vCP9}cBm%XWyH79kGP)20K~@wzDT=t)-9|LlKVjly
zLgB6c%cG!XTIFG}LODnWdl)Xnre=9U5>$=Ymk{Dc^5DW1z?en+K?<3pH>P7QONA+b
zi>^J;Z1h{5MHQlKGW2Rd7h^7K%08}PzQF0e3Y!n9jgcqkEADkb4tcxEP<*kOECL6!
zUueF&KRtRP1CYO8aD70G?Cn1(!24>{Owr<8uNE{>vv_=f94(&vGhC^yJr*&kd^l8+
z3tJkR5FbSgUz_(02q!o#UT*tFrMqjSmq+y5eP7&t8ZwA;ZW|F2c|k8Y=OmJnZo&w!
zb;XakZQzWhTtJLW44`@@nUuI!c&k%3{qr36f=U9&A%nE2d}VDiP%|n_cc_;7`~tgz
zJXM1sonBkn&Myj0obFcD@#LRfp_-9!MM;^{%|f4<`z(SM{do-h-zCox!qFiFws}{i
z=^TQZg>y~cYrwA+vz}wbSfQBZR2aNgs!gW(PoqF=e>Ho5NvSe=f}e7JB%1}hTM4`>
zDyu#qQDB2s181CX6A~334TJ3@LmpAsCk?UDPQLDevYGj<X=AKA!aWmFHNePsq)J@)
z<z(WSKnx+5cp`sfHy_~@y%=~$-I0v6qVS;{+?zMl^lHVTVr%zryVEyge^Gr@!xq(v
z<XnJoe8w(Ph;Qw#Y`X2sQkbx#ZnJ2wshTY8GB44I`1>`^Yvh|I*731#2e0{`nhf=v
z$z4)#2L|=KKJY}K|FejhLDjbzpsNc5JgA(Yh`6}Ys@d8H%ayO(Ne3n*b%lq+4)KVd
zo4l@KTiyL+SG6K*JSB*>Ryw?&l|z$7PDFh6QdD%!+w1O1_SK|o6w9tvTxAdCRC?Ig
zshjVfQrXg_!jMRb>&B_R@(7xC<Zm{Q)lY6~fqqe*JJ~IFxTjFw=lFB@KR@!+dkzdy
zGTohQ+Oo5=j|L%QrHYUW`tUl*cJ%G`W*@L542RcCZ*NpI?q8A70W1hG=e(W~KYY~p
ztLYPCjhdFF%O<-C)<$q*3_xFCv<ui178X_*`No{4*Vv@Y_gchHFsMww!3yWb^Yd~1
z<NO<R@5;7lw4Opmc4y@b>vBG%TC5BHA(&AdhZx%{Tuhv1+F$8$@~AG?%8LCl{&(jV
zJIPvxe+S1If!Q$M`%4oNVV}X}*5`Hd7_@m}1n;AEs9D#cYtH}xwNEU``4v=_;xboy
z;>n#%c80!eBlZVb3hp4Czy+h*jd&QQCIj$^QrYho;PdgMA(h_l;0D%j{CP`%gMIyF
z)&oX7jbCot4W8<K@@KuwE&N2v_Wb4OcnzQ8RIUrx_rT@vUP_Y3<;_8gC$&obC&d_;
z>%qK*-EvcR+LN`n5@}<<z#oA-U|n|LYi~VeYC7moC+8fzx&sjpt`I})2oWdcz)X)q
z=c9)Hh0&GfkECXl=syiReN&u4N?H8Ll+Sp|f@gz{fB~>RvhKM7{oMy_0VD|vENyzH
zSEbZE&v}3+#!D!{P4-dfn>{gBUZ;p7@8=?H@kV!{>dw)rRzp&fsgP!vCaL*CwZUjO
z4rS`&!;Q!e9uyZvS)?}O`M0AgVlyr4ljG6ykI0PTcUW|HApr?DVzAT{-k*@dswS9b
z&}*^noc!}oo3b>Rf_YBLP+UMgDZH-7;%eEAvr`Ls_YtN?k@@-$jjs=3g{_sTmk=9F
zU7?=Jt+Q6)PHMi(j9u^k71m)}G=Qpdo;by6j(A24z4QzO-KyA~FBo%u7<naZ?2|VF
z$|DjlP}akIVn>7z0iKczyt24xRZV|>J3$C|e0=0fu(Ysn>|OKSm~K{2u`?i217T|;
zv~4&zI{w`N+kJ$2Y7MUyZ4n{cASG~s@#OzJ;NU|Tn+X7QD?DYJu|<D;Dsb2y>Mk-e
z*z)Kf+yi=7S6AP4|LW=CRZ}+5R09kcKjmF?{$mW-8Oz{IVKLZ15&68xc5KV6+hA<B
z)-kqxchT(&dv|7_Z4pX|LEXu#0?-Plozi=NH&+OP<Ru_0x=Ul3C-OAzpWp6nS+q?T
zE~Dv(k-G~D3iv3LQ`rL40XS)4yp}l~xE@D87Me~f3|hG__A6?fp6%w!HMggXaVk^_
z+mK;zniD&Om4}p($^r&i=_%_aheJn*u)3bkl!Hk=|1oizi5-7BIHI_pz}L`3ePxiD
z5pvMBHN6%Su;qu^8Yz0*(<2r$`d+|o3m<Y`tuB3+GesBRoQccpd(SmftoZiW+jh3J
zJDNl&z1jVQMEa@E`k5CQ1FksH^41F~^z?xz%Y|D+QYUv?TV(Npc_)Kq09{m}#n6pv
zQ8Cu7R=3Ex1jSi2^<-#Aqmh>JwAs?rP3N;?4yl0uBU)vUo%1w<zoptgd+EEA=cC58
z)Cw*57wmZ04GQbdxH-o5{j{)15l6D(l?y)o;FIJnnEa}@C$0t6^2ByiQ3YT$Ecs+Z
zg-m9Xh29=#IXZC(V+Hmz0I5#lvct1ey+kQGEDRZsgk;>@(vs71Jk!L`<1gazF{!1u
zK{I>_Sv|YpsUaj0_GgIw0ah}+-_-4Ef4Dij%0EXh2@BrFJ$Sn>Y+D|-sY3_UCD7sb
znODGJdP|aW(vq4B;AeB%LS&-=LJBX};4@i^5k9TA(W)To0ha73jC1ll=iTwqt)axU
z(o(u(E9g6*FKV*G{DQxfaCsfAE$U>J5x-1PPtWvnqQtv^iJ?5eKDrS0@Y}?3F5Zhl
zp>>-;4eGe|lS9<(w%ze8Gbd-~v?BQwjzk(o)6A@_G%VrUT#oYz?ETrYUp{AjM45eE
zcdv#ga=3SXyNIX%OIzb5qm>G0EiI&0<A4$H;decVVQF|(4$<ucxLAXeAnrL^4I%Uo
z@{J_C?)jGsQB4b-ZvXnT^xThE{7)CZjYno=yp_JDS1)!b>ogmPu~=%fpJ=<9*HgIK
zpKGoVUj4&Lcq%?*FYIz=BwtD3v3L0(j)In(_YQ4cJ`Y)LX>MF=PjZq)=eYYL<7IMJ
z=&5Uo{c4--<X`uz`ISh?O4CzaolMenH)A62nBAUdA75WSL^k*1<pIB)r^g5VJnV2g
zy4uBhm2<84D3O$i;O*mQFI-WeHV;MIlsSMOO-SXl;RH$^k*e2%QBe@B;c<Tz5kv#q
ztve8LlxNN7SKH01w?Y`^`_%1`6lasxIA#H5lJ1GGh6$YnIW>mu>FR*v<KyM$l&q$6
z@BM7ffnmQ^rzhA|qzKeA!rNWW6G_hRB5(_3d2neAj5s;Ega*|H(!u=-nmi&=da7n*
z-6QQbi#3wCo0~O%OX0gMyrA8?V#N#&%Zco5ne2|;(X*I(^#tR2N>r3*tPo(pT32eP
z;*dR`N7W_X=k$7xPD|bZ=c=kIKsXQJ0(Sr<lp9mq+#eA#ikgyp$)!J`siDC}>JMX=
z{?z-=sL3Iq9%*`JCQa(=8%HDm&96MEiL}a264DNn$s)%e*L`B2y&ta@nrle;osaTo
zUk;=bw-06+d)E-!)vWZf9nBo&@tJ|a#+{arQ-7zwXjo{{MoMhzOq`5m|K5bbA-RNA
zR8%y%?!iZG;(MjI#kOUQQBUXHsbTMxIK9kWYpB;dmGcZD@t&UV!5%^1y(qK-<|{BD
zEg(V1B2f`91Y<rjFD$D5;}|(%l&KIwk5j1pAMyN&&Znyy>A?wfQmWu4KiKn1t9zO}
z&++oNb9aLkQ}j=l8Fe`cYffZW=#XD=aP!NJh7Rhlrw(kRz9eh)|H6?_2(Ut{J%j#^
z6?>=jR5r9&S7XrHf3&{l_i#iBUZ8z8TGB9-@$>WB?u^IpWemHcz!V`7^6n=@#7K7_
zmV+j&aqLk{b06N`H6ml<LlA5kpi*L33GTJq5_v=r3_vro&Jcup^|7Sdkk{jWU((~~
z?88KAew&^<m%B6Ff$!0Ly8w^<>K1-i>q!Tr%v0y{eTJ+ezYEeGtn^;JO7{beuyDuu
z!}D~-y&1~UCn}n}5%xE3xwcp@6BF<9Ra-@4=T}QyhNlc{&nnJX@UGrm5s@qvF}1Ct
zJ$4fPc9M!rG+H-3C#cCgJC{rd1ucwJcw%H^v%~MCW5*9GKp+*Z_x3Ht^PEJDH<6Oj
z`u_7-w}=C_SgyIxe4M=ZS<x_(n_f%3a$_nk+}0QvB!RN%h{0qTAN-I+fm}a}K~^-E
zWCu|#<3;R%{=6uEo8cdN?kCVpcuhB>QOdjxw~lquf8{MDCAGZ(0)ZG9@Aq@=)Dy9?
z9*<6Cj}x1kc#j`+8|}s(No^h?geE9~(jE4zfpC>WcEkG{L4{5$T%@!XUV;@X|10<?
zW$4&rAg)&$2Z($(M}G!FHci9f?nuYQ*2zK*>BWMPKRe1<h$di{)PE%`(-&6RK}NKm
zW|?hb==G19Wq_2!%r#<f+`d--?$t;#W63RY;XdR*K64lT)2Z7s0J?<%s=pu2LJR?4
zvA0N!sq@>7oN(PfVdL+*7^0ruzy$B&6GfOi3IP_aXYI5~nWdGh7t78Qj#`0ye0-T@
zB0jecO6;@cnibQ))NHR?rXf#S_XCc|-rk|Qj=-v43xqB?$|`{Q2qbeZldc|B=xcEv
zly-n30wI#%BU9%yNL8y!SM&8$m;uRFn8YX2r4fJs`Hp)16w<9*|EoDIqyixPzWnkD
zUaOZUKE50B;;ndo6*GBMEUaWD=Vt-<_#NASqp>*@w`rkA7cKXVEHJnTLmt;FpgS+>
zA726he+!^95dHcBCEha!aD1j(K)M!%Ye?U!{QlR1qlS!}+{VU3JUSqXoSXY6M_tM1
zn`TB4jBHnIREfj~Si?<Nz?o-@e@cQ8-znKFqV|hn8{j=(hOIyV-B$700%=WBQcwi`
zTk905ciJA7_5s0;05xD}Y348QlU08!wkx9T)|5{q3<tcLczwv{u_v$F1}skZhjU7{
zv<PJ$L6QvM#ym8LC^4Q+t*h_Z*)O)a&GT3i;#xXsF68_hSfxux2oGzEFwlS+Fpwwh
zqDo>*u)NzzWHj;V+0dtZ3PIS`o$$vD{R+nabb?4!D^fJ(H+!87o%W5X?~`D|-K9kr
zPQkZ9+}_}0J~hN#Ko^&^*U=ikst5M9$1@Rrz~V$}ot*LRS(K%+QHyI(A$T2I;;sGD
zAasKS8;le2h!MBeE`NLc?~CR8oU5bD#DNm-!YwV7by~a)Wr_ZEFzAL~1-{$QOni>S
z5`z9uf}BoUGR0s1{M46akvI`m$rRr|2{bz$P5#3JU$L4TH+ctg?Pf3wZ}O44Jm&+k
zAKHbGs>hM<CKUazCRTz(nvtm|8xPLm=YAfPgpL1=-vvFw+hI~2k&Mzq`RVFlq1pU>
z(i)Ozyw{&XS-k3v@vA>K$C0jcQ_op#xDa+M{Ueh%Z+PrRLqHc>(w|6syn`B(BKoge
zU+E|AKK^*FArnc0K*D5crxKzW0C%DU(8z$6JF@*Y&x=$dBcJ$YM{%>hf(~KRGkA>}
z^{qbWO$5;e%%psf21y{CAGKlwdCdpohKt{;Rorf%uq6qBAgEASiB)KhDI^xaASH31
zw?bByl0tOxH;mNDT$;xq^#Em7G{kUlw&_SJOrl<n>}u~MU1MFq{n!CRIF?kT`tI!w
zsqm{+eW}k&CWEMZ91fa(Yt^y*z%tx8qFK~ZQ;#aT9kJt|b}Pe2li>>@ZimELo;O3Z
zIa^O(vsx@=ie<k{;jlNgoZgD+pZq<kP2aYkJ%39QpCW$G_f)RD{{aq%oCg>pl)r1c
zA<=Zddjp#geqc&TLiqi7P~^OGE5J+Wl9|QyCa1<oR@;UQj(eO#FajW4_^E(~-HjP9
z)uw`mh6WCKEO%J(@l!FRGzB`VVq6Zc#OezJ*(L)Nk*38{x@P6_FOA|71N^*voMS|e
zVRx4E9h|iKJD;?fOIDM1@-<KgvHEBctO+2DdB}B*F2)P%qg=wF{?BEML~(y=9-gy4
z(dxA$nQAUY&A1qQ=6!Q9*2Ome77DYhS>2)VVKHnQOuIXsb-z|lt~#~W9JD`mpA01X
z7@~_7xacd(W^hhvjU2)=Jw44!UCVJ2ZZ%j#ZH#$-@Wi5vJ9@7oFU!`-f>y5V7reKT
z9*cFUW8kp7kJgpBwJRDGs7qwSfM(NZ(cL%bzp+88b@d4N7D_!>gQZKje6FId<Iwu~
z6@}ary1%~o8<zW{ya41LchvwM?wdhBiF2Kew574-1hANH0&KZ;rk{*3Ed5Q;qJb@&
z{zd$t|J_d3pS}8$4A5xGd0=jO?5wu0**cerxYU~6h<nn+?HY!B@#XZq@wc#a-JstF
z&XcKC+xov(f`fyH8}#Ww!c;d{UoK*Vysz0rV5bP`t!`gfbdawee0_aib6srtb?n`e
zI}65cR#IUemDnjAKZ=jK(E;W068cfK32kgJZQPH#ckLK9IUcbmVlNF}{es`(s%g7e
zX(Il9MNX3g(xkq<KQ4B@BU1m|#08-&)VqH+A^mpiFf9tlwYnU;rZ?ep=Iz|#>va@l
zH+-+$#kOpmpTy|U`t~?n$a@i=r&)Dn$KOx^w?kvMqoqED9N{bhhV^IR$4m8U6<Qk*
zZyGUUu6&opFJzK1_zGt{=9nwj#c`^`DanRpycsk81V%J&r-QtwJ}sI=pgywMWxS+#
zI-o7zV89;Yer;hHvkUK|zn`%Fehpi2z80wl3qKrkviwC}?C=$694Vk8HX?j=)Oy=X
zrj4p^L52qdhPFM{f-9>4mpO3is2riuEa0sWxCY>S<1Z8ep9>|41KU_HAw>h}(P|fp
z(CS8`gY^pHLiO31I9$MdmEM5wbHI!iYyMBtNFNdr|Dch-y8<wuyX}<a8~k^|{==!3
z-}^Ol>fm3(XK$nPn+M|m)1gC78BSv(mqg+Wi*I0iF3rgLD2sQl?T@gSuRoWmsMoi)
zdVSaajWkvt^gkDjuy(}!0lj)F7a|%rV2?JHB<3eRA(agMx7X<)Tf9!N{>_nk9bXjK
zMiB-gTLm*Ikg#}^lx;N_cWlPkDf+=FhLf?de6p6#304y=_UDJw*7OgypOO%B&ClO@
z^$(wKRM$zy2%n2&=(1(2Ad@kT3CV7uo$~SFLp~f`1$Bo-4*zQu+Y3p`B+&MPZSY|y
z*|!aeYoWfvT+vM<{w07!UgXs$oXd3jcq<|;Eq#0gMnZC0Yh^l6Nn`I-W4OZ*`cJ(z
zR*$%^yNMm|s-eqZb~X7d^nuUaYxfCqvvIAcFOA<uwj!an$JGQT2F?>b4<}zqc{5Yp
z@(Kt<F$DZRa3f+>5~$6X07=XlY3xd#Vs(&yczEBiBN7?(BJmM+ySOMK<|Lk^v(r}K
zEJDhY<6SM_^n(p*+?3;We_?Y*KRQWT{mqXvcz?@kLEiZhi1G>1PGEUj{c8*)?scI-
ztuat~>HBw%V(**dSo(m9#^aCCI^Q~74+5NNV=~*_UKb1dk@WGguCzHv#ey#{E;d1d
z*?#x`hTnpMk)m*AEw*-n-_3Rhq_rBGKy*Qd)w8q^kdG-<HO#G9)F=?-A+3Zssj}BS
zZcx1zcBvLb7{bUwfvp6IYiMdprG$OA7->R!7n;;%#J}QCBIt9=V>^H1d3svYdG=^K
zUulxg{bktKf2GAWZFyP$_~AOU$tQc32r{;{;E(k`X4Kq0=6uf{HF+Qow6idJ^i%4-
z5_}4lkcpN{GQ@|I&M&C5*GJO_E7TSN*lw(Kc;B$NyT`UXyz53x0@wgtj+T-u#{7-`
ztUmNc;3Y2v<@i7GId2W(9D7gwjKT*5KftovP0{C+{EiK@(E$RT%xzIcqU9heHB@2`
zF(pKmpe>YWRu>(zOVd(}+}T;<Rh-+i0a8v<pVMxU*0yY1h=85M)8C(DoSf>;?e6Ep
zC$O=u1ZsH(yufqJY=MaHtEPpbVc9R^qXxvD#mEn4vJDr15_l~W9RMnDf=mQ-SEY`c
zN_8mCMda1>-&|_|kdmuip*i>gsRBLbJ=hwqG>2U;MN3)p?`wY@FalvBIruKu!$)t!
zfe@gIp>>xQc9Ww!sw2**g2Fy*v)_g5(1E0b23Zd94a$ri!T{v(3ayl(bTnTp!&*T_
z>$=B*-uDRi`iGFzZmiC%h`|-&H{LhR=E8M(A^NFxErr-yeV8#?Tkh_w%_*s=R;Q8J
z=DVBVQ-QckO2UhYl+}$a3l&f;cnjs^2Yx9oc7IbTS@*-UXM`F0v5?1iM)>o}!us&O
z7a?$RTxJhZ6`*>I$_Czg`qka&ePb81F0;FhXz90lD6JA31iyZZwX++fExmLZ^S5ta
z#7*<s8g8!Ky5l;Epm&y59kxjRcjQWZzGuA}BxoF4`Y5DZ7+7k~a2eS2(EGl08P5b|
zw?+#Fbng5#mj0s3Nhn1|{T?>~EjMD5l#|3_f@*%=#Yf-PisjZ-n~(-@$DX6xt4eSO
z*FM@EYoR@`k)jLjP1QfYm+_MAg^UQ{gu+|e9_zT*t%CfI#l^+KVt&2@#!-aKO=P6n
znDFss?{O!RxaCnWiUukSL5;L4j(IcEe!1*GOa(wXH1;6Zts`+OS|N~^89y221qa#`
zk0aQ?-~;Ho524Z5Hy=pIpPOw7c;crYO6J);9<IN{!2bS24sY!gN?e;H7AyxJmMqn#
z-jSxwi755LQcj+XjELjWL<{Xid6D3*6CDe~BxMU3mP8oo`rU5M0_F2jMtdM<bA5}E
zm^F?UFdt))BL1DfoZl}qAT`_nT6+vmoN!wcLF#)n=S@SJ)VhX%RQ0Vtxd~}$$Rxsv
z;PpSN=@HCWm7On;p*nO+QIFu${(%A8>ig=|4(rlxTKX1c|8Dr$_-X*Wb#owcXFRdW
zNbnE;Cs^j{+4#w*U9$#R6zIdmvqp+{owrK<9zo_`_g-jzZ!THGn$#YP|0)qh=WK}5
zkiFGs?h@l&<hwg0Dg$X6^G$w@W6OH{+WAM^;4%N@%(8yiuH+%V!+&N40U#Fs<C>v_
zuSSguH@JWKdls~^6UTY`iq%2RuMBYKNWecz?UKSAi&ORlUu|}H4K#N|SPz4InJ?F6
zFvXk^@=~tDF$WX9O-C`re_Vd?G|?h>p}F)r-$OU`7Gb2VkJDehs^O(1Vp)&~|N8Hn
zxJqbgrD&k2C|!8zY$`zgFT4kR!sqGqO@d7W>euFLP_iVK{AJmmjlN~<2IjY8?9pAG
zz90lN?QLr6!HS6ZU4^Sp-g)59U&!^)ev;5a7#<PvlX!9<Wd7cSbK5(7s*A{<DK0^K
zU${j)U9u-f9xAgxmP%OWvP0OTU%b9^41ruQz`JF$n&Go1YF7_+@)M@w>+Jh=(JT1m
ze^TN<cWUn~O6Ahd8@Xwy-9>@MTl5Lm<^Rv?EBv^ak4sG0!Isf*ohbL`E;9A`YHO#l
zlr4Q3`csTG;8JRuY*eL;Ah*-_fB8b2P-c2yT}9^$<SQxXU+}ck3EzOqg!IxNf#!uH
zgs6d<XyUzlM(b3pHT6fnRxKq#IuS>}zy1c?epw+3KYX$u9<v?l5kBNBOrhtSc44w+
zEAE?6QGABz>Ez0VE)5X3im0t2);w{?GUL$0{*`*{=5(+H%ZY}+dNo1Z5@3Z09-v!A
zQ+epoz?=PS5pndimq-5nq4UK?BwW@?Fl2Zca!lvawMVg0cf!mtMbPC+haUB*a(76@
zR%C78H*<iib9X)|Hs5`2u*wPuj1R~ph!b|fvo=n8L!vOm`n*`NU2GwvtxahCH3)&i
zqBGh5ik9l|SEt-}&^cy8Mwo)ZhkA%L4+t)}5I%{xJq>F|Jvl~3|LAImPi7+i47K{t
zuv6^#zi;;Z{N1VwYA^E<VpZ-<VGT{vU=L3)@&w$q-@_^gt>o2yVL`;EV!t^#Hx2i6
z^x77tjQ+m)N@N}Pss4=yDj(<?yQEs`^o~$20}sEMeC{D^xAO(3ki>_=H2o_WbQ#z6
z@=_%BD9eJdq0>W7%B3{wUmVM(3Deufc{bH#or4ZPPNy5j|FMlgx%(@kF1;R`TFa`I
zbNRhbx|3M?4O0?^Giqd_hRq)}NVA<{_5Fq#H4|H;e{MrT+Q@Q~hFYW1<uJsnEgW>)
zxZL(3qn1_utEBBTy0m30Gc7$3tfu{kyi~8M_*XB6wF>B`VU<*sN+fRAkDQ4m`d-`4
zE6J50$-y-RyYX~`#T2ig%jpuGue_{|(Z-1q#twU?6$W>U&h7j^#8BlRqh~xK)*96^
zqavqm%RV1kt*QW`MgWKn1t>Sq3XX^}cRVb4_vwBRSE7c>byCfc$}CZ*pOv%)=Ir1~
z6=w0?=Y|wD)5arBPJijM9`m{q$E2QIwRcXa3IEs0JLY@Qj;x&M^_Z7BKI3#To8N<t
z77BQ2X(=%BsbfKMY~=K_d?|$-Ynhw&Ba5b}3w|d<W6DwJ4+$S$D_T=_2ZX~(`(Uor
zCZi(~eEWGlIF0%zD39-l#Is}_iGNq<krI$%OS*pz&*@@@p{HZdUna=$-$x-WwSR1Y
z9l}u-d1ie07G0F@Q%krzY>qKUwS!EDg#Z2v;)!UuLwYkjCSL*f=IMe#`Cr=l8p`?P
zBGk|S2(zWUm`R4!m56MV>_bzu>{E_}%^8Wr4$Mbz99wwmQu&>p%k7~+ki_6xf~rlG
zzdY(gkE;Yy(M9C)s(fD(MAHe8?(PWr#X1Ut$xt~t$I$=#&G@sH!I}BvCe~t8L4D^S
zf7s>;U-KPZR4wZhj<v(fY}P1=KU!P*z2-+%+m*$kf~`j7mpZ&DbtR~i%y%Lr!f$Xm
zj3sGLmHK2qG$#H#c<K_zfeHg#ummNG3Zr2noj#<W>Xivj7k=SZqe$1`z_?Meo#LVc
zoNmOO@u~Y13kP<gD0fpT3)~xziUe)|Lm~mR!ow%O;?%MbH+hs_NgM&GpEHr2X?=aO
z6V{$olKs9eTJ;`304sIkT~`A7>YXl>aVXsIAuG^rKHq{OUPReD(Bhqd!b)afY_**u
zVw-w6d^=<Kt+<r_?tpP|Ay!(y`oOeKajd%S$+QPk3L{jTw>OV-qePau-!od5f5P}H
zuU(IUSro(zKYl$api%1eU^_AWRzRH`glU`<GUOd^C9=-g%JX=In5|N!L&fXht>nwa
z1ozjwchCgkpqB-zq6^%e;iCh7&`2z*6)a=`)-CyUu?|skvaWbEmw;!UUpL<s%a|bV
zD6-GcznI0Qc)*j-FXUJ-P1AoiOio}}DsERO#m^mhn?*>%J7ZM}-|Ts7C(Sfu3XFo|
zj0nY`HbCg30srl3_t%ZLF0T*k=^!fvhk}{MarA5<;{o<<RB_LgHuq8C^P~_a5>N@*
zJLX>52vVc_i^8F>M`Z8!g<B<YAYW=W_uk<DU`B2E!XH1YYxTmx=bOv+MpJ&pXaXuf
zUMmJCtwSlgC>UD(E3xm`9U0qJl(Miq?(A|~cgf}a(CF8bA#o4E=jew^5ogB_f8LQ!
zh?9dvMdEc3K1McNB6XOZB`vq9CD$U%Lli1LE_?sflh}#765Hy;KAkr3xx6`NI5{9K
z+C##{AMWnzD*6pfq)iTj4RP|rNcKLQg_9%JQaPXMR*J^EMt(g+Y`!a$GeJJ~Wv6!d
zCndC?BCNj%xbwtgfkUMUPw3w)2HTtHk}xjMHpP7EzAeJJQ7p6@I&?!GyWQnMRPP--
z;>JWue>l31qM2fRzmSq4T~1J@B<k|fAdZb+D;(CM`zPHMk$x5de78q?W4y5I=JyQ-
zOcWZ~_3$FWFkaADyf@LKn!Q4JGc-m%hb|C4r{g30X74TSe#_@m7`b_o`-vIV`9+t+
zNc%cn5<+mCx5UH{LEFbq?tXF4vlI3jz1}yADI33kpX}H13rP$<BVOHR$Swx>1WGdI
zb&p@z{?p;8v%al@T22gj-Xv@_zprQVsF=RTRMRF6Ka!@kG1W)4g=ejd{x4p7atY(2
zSo!71FN&IbTji^9Q}>N6UCs0h28PEAENfx-HANitbNb%9CN>j|;-pqRDr}vCVYU#C
zDQXAB$fRBpGME45U4vlmAe$^|I-tHuMNL-Yo8YNn^u|p)K(*kJkH?Ha5X+H&^KNs(
zef!J$zs~FMcVE7}XFAj_o}<nW)v#}Gi{i$#u$Dz-K)KS{p88HbjMhvs;E+s66t%(R
zb9;Hsau24%3ZwMFQ{3_0%4NgU+H)qH4rWb)c4#_Weas@k`RAn-4C=xFx?(P2Au*#(
z^k&NIylvWV^{O!3W??M^vyl4XJR8Z|`7O4Mx}@G6PERZwxGTVzU`obSoG;QMcmtgO
z9jPjTV+t@GF{WviB<9)WN$N{oSdGke+IF*Uy*t27Bt)&k(P3>hXe;8@zm$|g%FRr?
zu7g?MA#Xipr_iVTBPPYm?<euMuJ(giWn3%;<I8!!-j1Lah-)4TO%ic|3bz;HK;eYp
zE_J%>u-Rq|%M%J8k*-!7F5r&Q$M*fN^xmaHxh}DDlsn5g{=nG0lbB<-Z5ad6^XCF^
z_F)S=eh@x8B;8D#8gcmz^4LX?qdkLZkej3hr@M=&u3b9xpG;GX-bA0|x6+j1)<TIX
zL_{VJB?Konyy@}2xz`r$wiU7`C_?nHRBa*ckPBjM7qwk)(eu*G?}=Z-<aOkui@$9<
z2mg?L1nywt-rb#;&~CiWV-)j!$G7GH)qWN=Agdw{5TAXc0_WGo;Q*1zapAc0OIC|B
zWz8i~#?Rv+2T!-)Al=3JCG#dj(!UrdLoUMF<Yyw$f_1=;`~v?cw(#<<b?sY+u!vr^
zsQl}?BH0;EZ8oU;;a=D~X$VO6Asso~TwoX^z4-Xt@sg_GXR1?W4~4ZEn-a&zh(G7H
zsK3ymTwjt}RN|-tQN+B|a|Pk9Z3e}Bku)hU=BE?e4>}ZQ0m?cWw3WYgU;6LsHRXGF
zB&W~sGyWmAf*C?Ijyl}MD?oiqvxB(@vg`;MqNJ9@Jcpc4LM7!(6IFmv4w7bbzZmu%
zVdzGdR4S}XAR4Fck?a}Pg4a^>l)C`gC*~5%WmcpXVU4DVIu$BQj7l=4|1x+Pz@}Ch
zt0rmeYdjji`ek&EWOsXwqncRD2bcf)6e8R?Mc@8%LS6#Kg|#~~-i}{KIUNpr+k3(r
zC>A7D?{+tdsJ;%eeZ*NG{l_iBki`Hx!0udV+q<+r;|xa?425z#KPdU`+4WXqDL+RQ
zR|+|QHg}_E%L=qrhKC)DV}NE{JmA2z;8;EsMjQ87IKd`5xKk&Umeh5rIfIVlK*1yX
z8D}}>WzxmI;MJm?yg;cSc12=9R#qan-CE(4^n>wl7VY6cze9Gd6^eY9{y3hLy458f
zB~8wODA|WR8PaglT*3fPD5r4s<+?k&1q%g7=;!6fg8|CuG;cyuv$0gOBUNfL3K-xE
ztTN*vvT@~JXa8Q}faq34s&KKCW%94ZFSimv-A*BuCHXsztViqNx;jWYcZ(q6XEL6@
z_&q&Is=r?_p=6a>b)rEo-??SmSOy?4o)Q|EwN6AFAu2A2El8yupbc{H-TSdo;`0ux
zRFmx0lg|mfm&vX(e3YX#+E}DW`p3Otn1gH=!{lZF2OF~oUyBV{EhR*8QTe`W;)ou7
zM{HkCF{zEXDjCjH7y@Tjg!b8^qtJ%4nAt^)P~!O>KV~*9=H|p-pheY^n}wVkXrNk2
z(j#;$c?n51pbl*=dLGV9m7?h-_n}n)vOm)ySPG2tKw=PMq*cN-UrPfz(z6EAW7yqD
zUMq?(?N&AKBz?cOz$?N46wvcWrUoeWGiUEBNp6qzhm~NhXv`sw>LCs49=!feF-91R
zIyn3b2W9vEwN&Un8nBN)GKTxDvfLl)b%aptIZIjgUf{Lu7s_`OpIc*crw3~oql@3h
z_p)tB6LkOl#Vi!BU>YNd(RCK$%%+ymI;NAAFBJmlp=2R#6||F75SlqaSg0>OF_xIm
z7S{b<N_pcov)S{PZ^DcJ0se%L-#F_iBq{hA5|1eY$Afygw?hH;&M!129I_k;{`^|6
zsJ>Dd-hm~(Xcqt>D1Qz6rkbh<Y8fCKTQTt$=fb(TGW`d}#OHB#s52`|=YlD(xgwSD
zlJi_+zm8G4@sSz41^gZR9`p`mGxDfFi1Q)NNNZ72Evj#qhNWSAw|efRy`$H2Ja7vq
z|4We~BARY~`Pt%Nv)&33>#&r}cX^f1Z>rxh7rm>kpd28PLlF=dwk2m9&~I%eCo{41
zRlQk9=P^98*zoBZx?wRZ_V#r~AN4zgk%^3ic`<dEG@n_-iK`?B#^F=iP<B?=MisL}
z?G!VBdNb?=U~{oA=p)*1j&W0}DP%Omduj!i&^hQUK95Bcp=d+g?*zT?aq8IKj!T0V
zU!h`*^r#|8s-AuDnYi8KYbN7ybIM#eYjt2sW1J+LS?;pKl1Gzf6#sA+-DMdaiRKyz
z`?J(|sq|DnL-)fWnC=jL78+3?1<y?i5yJGm-MC!IosLFu(OSp!QUwK9bR!{(&_Mlk
zJ}X79-|jOnvmUkNx=&nrYczeQBlIsd<QwC*&DOA4k1$NWzFhgl=OzAW<4;~i;Ss`4
zQPag%F7RIHVVq2YIMnjhim~DdBmzbLeT&7&xKh2cQT19$WZ`Z^O{sGSJ3P8Qp!=}~
z*Z5tkKkzVUp%)zj_aIbOqKL8KJNp{1?JM(&_fK&OpHl4Te&h6PoY@DU<^4-mIKj>J
zRLJYP6Jd-!G@2&zg!%`rk=A9*=)O8gcj6N|;gL2M6mCA$&YM&*xmSO~b*s}fJ3}&?
zp35^K)58!By8Tj}Cu7Q9tQ)WP5|<TyL6i^Ak;l2-*qDFrNaB3@->7Ud^f)Nx%1-dV
z@#6A?h3u3r*p*ljDQ!!Fk{*iiN+$xI>V4?lxz-8PMo^zlszMahv)Vt^(B|abAVZ%B
z?|G{hz-~9H!LF(GFQ1>940~m^XPy9B&6fTyD0GLPgt!40u2)zeuj*A7RUKJlRtPj>
zzS6rJTIAPDCr@hJ^uFi=9(;F<VZPI^T6fJiNLo{7tVmQ2fB8@90yBRyl&gYlI`->>
zt*Ss<uXDo-<H`Gr5nell!IRb~f9tF*)+S`=Trfko0r?cFGz{Kdat(6gDDZT3E<9Zw
z#6uoKGR7*d9#$k#i1j<1afHCrF1}*X48>2_QF<VU10E5KERg+IM^m7rZ#_8yYHh(@
zvUYzUdi|DnErTLb3qC(EH{nW-Tr)jO{(&Db48$Xi#N%O^+sYQ94mV8(P<J}!Ya%(k
z<F-&h;rZ#vH52po3vF*IU1$;j6lN}9s(!AeNUTV>F%sS1n>@QT+J9Pgz2aD8!?Sx|
z9?r6>^wp0t=CKXW?zg!ww%k)WdcoQ2Ts0h<3IA@Z@~L4(6=#H_1_$*($onO_UlLP>
z_5KLwFWJgrzslmrbk`X9B-l5iDzVa{mG^Ji(|y1n-oJK;k=7tVtLqplr6V!I=t2H%
zJ+!88i`wv$7n%NU8?Q>uBW5ZyQN*0f@{>kG{PIl~2%6Fn;$|6EfG7PX$)r&}w*7}>
z>xKKhZx3Sz^SI>y+1hJAX934U4rSb0xX{<?P-5WEAF*%W-HutUvhV7w2PZnquLy~Y
zwf+-LRe$?`v5(ZG`2{kWi$X1a%;nw6#SuQoRP*9f(Y34>ZfR|2zGZ*yVZeU3{Q;kD
z_hsmEx0qgE&=NL3;!l@=;h$Shtp2~Oe(d7~?q_P4G@nZ}wd3fNhHv8A4_Z3^7L2W4
zbu+j^UsNkgV6!&k-S`U70SZz6$+pJ!=D=eW&ZwjXGcoO7(Yto(m!O47*+HqmbXb%j
zeAEVb5CpqnByeSD@WLc%r6nvZt9gS#?C3@3UoO$N?oHYMZRZQ~Ah7hIV(BO6GyeXq
zXyKFo16<Rk6_OJSIz0hAzFEgt_y6G5eax!%qFUdSZ!Os8*BvK!lle~hir-Iym+v-N
zRX7>s>f7R=0?~s1-Q#SYe~u^pfhS9V3(2TY#{c=%lRUX!e94{$JVJxP)78&qol`;+
E0QQb(GXMYp

literal 17232
zcmYhiWmsEXv@V(icXxMpDDGO^-6_&i+&x%vch^FZA_ZF9in~jTdnpb@1G(YbXWw)3
zCwY=JlbN;V8gslBqp7Zlfl7)B001!FD#>XB06^GFAOIN=_GIe*#SQ?FC3-6-t?QeA
zYKCM;u)MVYzIv88foC*;aoRq0bHH;xfk8v9VVT<UCuN6&=0Geqf?UHKJ2fab8sW1F
zP6};o>`KF+ArGku{$O_JgZ*TeP2IAn{lQXB+ug~z2^BIj-(h~sw8YcN&febMz(UB*
zXj4;x-4A=M-!Z5Jtln(w!$sM<{D+RNh0jd85gP4+0Vj6G<Cwc&aEoOIy9YN%p_1d~
z<m*WJhv|T3;E07lr9OflNcYRikA^kp-cq!5Kx-1$LWMFImEbAEvU1DbP$FckRK8fp
z(u^5s2ol0{m6XZ=5U}2|i2cy%KH~K^`RyWB0v|1@^xwNQkNKZ)!3@+7l9~)sk+C9!
z*jbk@<Vf)^NxCSSC8d-&v_0=I(I8>oe+!nDo3EO5N@NDndGa8if@fRaPZMk%12$yY
z#03dhbtmxSQY_AizQaAVP!(Bfg}Yh5SZ&)^%0$MJSi4<agPJVJ#4aL=(l*IXhSk}P
zb&6n<8pE!EjY(PnJS3ri{Jz2(0*+<x=T?VWYNZX@+?$>qmRRSnL_n~!pI07QLXL>_
zKx5b(p;Y#l>~Ta!{C1awaacypmX`!^-`RgP-RDN~#U-+fG#>Sr)?l_f^duFz4DNUk
zP8xNN@2C-~8Fu#XAP{P3Mbgwe2=0H^XX=@vT3CFei?X8GEQd5|v51Si2dU4TFtY`{
zc&iXnHTas<fD21v``&;y`Xqhac2rD04#`);*K!$u3s-_#U%rXsY7zZzDkn%-VAMQo
zOrvSovPY>CfO|RxO~184JH;?F$#Y9)1&+sNUQ9PSRIjfV5J*|8lyxm>I}Gf+ZyPrK
zTDtzP2lVGTA0jcw3Jm=EX_6{}6*wO`E3{$B+cUjGhJd}W1TNYZSFqU^W4R0bBJC;c
zV|T)a@~Z&KA}@xm2iggXoN`dz(IEE9x%u8p6hG8=-@0~PE{B6W3st_&Ca;DcDP<5R
zf5$-}#VY`K2~RTW9O(aU_f=-l&LF4)RS$%PRwg_zXnBcqeWaJScoCqt?gBe+BIU)U
zg9FV$n-l8n$0WE}%PtScYe1gaHn`>5v0Ej>3<2NutJ;#kWxP>N@e|~Q_?Z&4!t6os
zJ{Ugwyx02u$;muN+`;MN2KdNJ)a>U4G|k87g~l<YgG4kb_#x;|)q#!r%ddg5#}_>D
zk2mTR#FIFG{D!1m2=O(7&Cywaw~idPf?6M$PiTX}X4f*H%enNM9y?`?CU>4WWJTwM
zDE*)81GBzy+nNTCWTJF9h0g3<%5Rg<X<NHL)^F&p(Fs*{PA<fvxnO+lhI(qSvBC-A
z;KXflzkn8#i-^{dIR8Fv1m12^oR|R}e4hN{hkmZFrp8f5{0cdEKG(kU&TnF@KS#wD
z_Z+{+HNjbT80?k!{jFJxq~;sapbP6C!shb@q_SE|4$Js$G5W)n8dF`xVDn}JTn_1A
z!i1K)42)BbjBGQo0CB>6b<1Z$A3d*AbM6+aU`0DjHPm&HZbN77ytv5GT~yZ_CDuQ@
z^^l1Uy0gvt)%CD3KzG>To;g}3;bLkL(aGblneEDpEsqaVCm*=v<(ow%>gw374=ma*
zzXd3)3N|%3equ~wOU-N0H$XnoLU@VZn@fBdp6-!Yk%<M+Ok<FUUf_KxgtUhhQ0?^y
zH>p=uTMYaGUT)_&+iX~WUBx)G%^uOp`S~WwxuDoEZG#Ybnz)-_sV|Z(;n7G6$I_X!
zN)M;lG;2MXs#J}^x&GickmE81GB=h#_;6jHfW%06Yuw83^{!&AT!*$8*-bRX=s@gx
zsNj*4P!qnI&HShPZrlQwXi^K>)ph9sn~XQk;&N^lBZr(&uQ$2#K7vLUhtK1~+caee
zUL~Q1g=j}FoA*W{%50zCu72c4stz&Fr=$HicSU)Q$p=pN_fr?q4JTGs+pDsf@^%;)
zaU(;^7kq_0*Vh#TFUgWlr}+g<!TDN8MMpaLt)q_1Ve}fmnZsc#qh`ehB<h_u*=Yn$
zk`nMkMm||xZOqU(&N3VN5=oaT=cEjX`!r}@!P(hVE8J1is(6vQptZV0`?hyzv?Flm
z@C3e5QI36_r1jnYn=AyBKW1=mDny=`m_o#dua35Q1lpD%RP$mhJqYsstXYAZMHK`x
z+lGI|xA|5ySJ?2oaq$k}ejv6=1gf5S*(#Ohmr~yOT!lostn^)#Vmw`X%pP}rz!P8w
zD(tR?B=FFv5^bFB>=vo@PTBscX)m5kQ*Ou$KcTj`1OI!!MBQ2i?*Bu1qhkz}pUr9D
zEY7}|$o!6qedk*HZIl|10QiB1c}%jni^oy2=evOh{_jxS<foikR%LzAN&lDeY|qaI
zO=PNiYqKUF8h@^R`hz)7E?U>(?db?w3UgF49UA!}-!_kDM`Spr+^fYZvP}2=<R*Yl
zO&9)Re<3ZP>yO(ub2@+>*j6-tT*}YT>+tPLQ+jwLc|CVMHZkNZ#?@Gb{bSF+`Phb^
z;rt)yJMkm8C~@<I?FRcz?+Ms>>|mvVk@ked!zzr{7s-QbI2SKE*C}ZiOg?Snp%sg3
z$$$Cilwc-?JZM%Z>=`Z`M}*lz^4E@__i`ysplF}*%hymkI0&*UcWw=`Yewtg0Mo9j
zCWtxfww7Z#Uwf(hM1~l-CcueAZQ|u=h?6+Gfb9py%WVE&ECN=gSymgF&OT!aF2E6K
zYW%W>@MBSj+ZCtB5Ft>Z)mgyZe49RSlCT@794tOdm5ebNkZ|E~6|k8bk~TYV`a{qz
zCBHV%W~TZi^zz{3wpBkI<zv!87ehwqQ-AivTb@u+)qf<tMy(~S2F$4y@w)I|6fIkn
z<<lXcek}Bno`ZxJI3t9MI)N9=GL)nD6T~SEIziAslzHA>X#4_l%aXGl#OmCplcQ>!
zEkHtC2!d;LF7K_%{LtP<(V5`(lr|(K$(PE{%ajZ~(Y+_bQ&?AJz?hyisN>0@OQcYw
zp&T7wZtfiwX%iha8dlp?1-pcAmm7nEPr&u;Y={afD6?2qEeDNWkA`hl$q|rKKo~<-
zyeFtF^^)9<7r?~tLG>{v)S7?Mi(&ZOKyUH1%h~>%p<-?SXB85kh4b7BU9qZoCg-%w
zRtifjHO;gDXf;!T87LGri8@rWCn();9S+GP=2l4Sq-%2y)*7rVRMA#&;`4TUco8aV
zI4>n`-~FwG)2jinbvzL(ImXdWO%THsa~b;;{!e+-CCt!zi&#x=(?px;@hSnauF>yV
zpR}Xc)h7wtR5{QOA6QCz=*)fQfZgsT!vhgfz-N^XRHCz4=IJocd%jP!eZw1t=b_4^
zFwgiGt!i(0v9OWnNvWBn`J*2pLpKDR1h|AB+90KlK3dB#cp|gHpe~ZS(xXZI7I&<1
zg25mKn?QCcJh2*rdCYdFK*#5^(<4XKMGDiy1QU{P6mjZjks6oW?FjT0w8Epr3}Csk
z+AHWIaS6QUo*uXV%&)1BQFu1#08t(dKHQp{UXpjUqe&j!Dy}l^YiI>w=n>jaq$D3Y
z?E;{B3IiC$olkU;Z@uc9Y%H#cEx-PSjb%{=&-y+xAly;sp%XZL=ETg-L|*=U(CrUy
z>t8J483xgNkhszJ8rRS@D>&iI9B9gDgW@Y}>dKdlnWwB&A3ov_9G!vP9&bVKv`Iaj
zT7_(Hyy?E7&-OGX=F^;FGJHZ5ft>Pmg^21~G+U#Kbu$k$c+tQ+-Tsm<2)qTpqoEzw
zzT%L+YAs#6TH4S~@6Cuk?BH@fSuHUCx2i;`4U$|CF*^R|CRee%%vV#7mX#p$wkrD+
z&Ok-tZ<8qE`oB{w<Qd+BF>Hg#a{k>KrsIF3`Fmnb1J`K{tUbm|%nwfV#9IVZNv`YS
z54$6x(k)ZA@y~V}v*i`C=ps+m$F~Y>>{V%r^!UfyKP)^8JA@J58fh=X{i-IZemjyD
zlC-R-<pXjoh{8pFKD;wyd2pgWfnR{0`aZif!WP|o8<7VyiTl#ubZMS7=2SO5X}q(2
zZwnciV_EJ%pBpeV-=lbN+By|$UoM(pJR+x1QC*(1DHaXi{b}3G1y!Pzp-i8kHc^R6
zj)atyYi;JgKMnN0|8doR=@CSPpDdSx%z_tBkGEGg-o?!F5zUkcQK?oEd{C8D_r{Zm
zR<gTJ5BrputpZ=PxdHAeeMXOJB*b#8qmdy^GDbCbjnCozPBuFWUffPbGk4T3sGBmv
zLq!`zrtrBkaMOu16e5-^cay#r*vMwZzugr^614Il{bCZ@!iE>P#&+=Js~1sw&Ca04
zO#ApHs|XYfG`&k*8VggyyM_Pe_~BG{Ib1Jv+LS)I2njStUe;aI5;=>1O8@2%yxKGR
z_xFr%Q8yDO!kf;Hp-L!8Dz21e(i&QljBu~sc6s)LUl^+8;=uEDS7%~T&Ykk2NRh<;
zdvmjAl)b~yZroTF={jXAe!allxb@)|_s^GLh8UY`DgWf6a`-PzNixV^7VkAxrBa!q
zk}+x#xEE_c%79F%`=Rsi%IFl%jDk_R94CNojyEGp`|^c?g74W^Bhvw$-AYs$0V!I{
zWJ>1;&d3d!fnAC4YL_B}<ib_xu<?LIxV2NMgBgrgyUb$vcy)$~oq?2|#+5DFDkfHy
z^Xh3ZF7m}~9Wgexnolt5TVnENS|-=y^jO0pU{Cqfu_w<+z*VCrTo8_%Jafqy_6JP~
zCcz?IhWH8<tVUm^{(v$Mu^sfn-=67Gwp(#N;h!`l=9U?}4Va4PNw*cH;g^t?lrN%V
z2(ngM;1~cZy~!XzsR!bq3bR=3_jgI}u(f%p<14_GN==Em>$q2DbkPQawYb@Ww#T#J
zl8va4oa-^CO&}kZ7K4;DNF%tGpf(4gj8VB=OXgY|MKP3%Bu50NN}*ij`Ax<RGH%BY
zc~*x_s-<^-)S2}__%bt0l0EvL5ES>6WAH{;T=?|DaD9t5(6J*Z@(l(Nd0zWw>$K1@
zaX7;IUyMSHb#C%g-B(;9sJ2qk5QqW~JG*J~J5z_N`+nKOT#T$@_!kbrX?&J=#)+(z
zOtO|otp%-*yxdkYc=-~e4>C~78Xuqh?nniIc64gdaD%HGLxYf)=h8k|(!u8=pyOJt
z`>r?BFAu0edFaoszjF&IIo4@lXWlTp$ukIbPn@ER1Un!w!5EYXtG0(c-hN*k%z*f0
z@`@}dF93i1tw<cF1*0YtRrQeB{NVEI)cycz?-R)V(J#poz*z6Pmm1GM6d}rZ21#&>
zfWTA|@f-AFl$eMzDZDnnN@Odf9SiI5jPK`ptJdL(F)5_KlingeTvs&Ll_yFMhqJ)e
z=Nga&MXoBKAc%n+fxIIaQ1*WQRF(A0YqL+_I2FSxkxg8M1|S4@2dhFz{6)7kT?^Av
zPYx&z9Hu5Ur;Cf`G~Xni;FB9f)XmW<7k`$eLKsjDi7@8e{TYaW-R!6RRs&Dj_s<zf
z7exrO81i%%&+(Rc*ZWt#up(P40;o?~jP?h{CVdIqtfTw2CZUx@XJPiAo>#cQql1P)
zr)Gx!I#6UnUH#AF^MUGNj)`_aB7}tqw#3209tpMDjsM#Ge3k(zUWw7mB0KSobXNR8
z$pK7>Rit0)X*)N3K319xme5|)_KsSXgMw}fJBG?$++Mfd{7tl?G=q~)3ffDcyy7%j
zol#Y|KKqA}NtHa5r*BXi4CFKI!Q;E1I5t(FLKvv!@;v<h@iD-l1l|(G@c7OK<B{nR
zJ4iPrM>dTfcII~V!L#YNwBJt@1oY>?v=cvkE=1y%F3XgAUo0Ketx&dvEJu67AH%Gd
zsw*ahw1B-N&QQGw;uJ&Z9Ny$`G)6^BtUqj`k`4b%V+E+B@r>6TVwgjJ>>X6<MF#aD
zmIJ{#^h-amyw>-PgiOBRYNG6E?g^nr4<bcWVr{bGG9X742k8@hN(;yNvys=?ag9|D
zL|@x$87I^W{6{o10qjP4LXY2Mx$Cds4nF(%ey|OG*f!b>qvGUri^&=xkXq2-EA2^K
zmyG`<ngQuQlWeg%Da`qz=47ehkff@p^~WKiv94B@^2wZhMWM#PP<a-cEBXbzKz-+K
zW8LNs$;Oc=!&>M>3m=-3*$|nXq<3&~&-|Vm$pz&daY1%?$GbKn(a0CmQH@{#!KWbk
zL=ah=e^fLxczXY!Rz5PQM4_CBQ{rV6eh%DM>yDE7BLHh8iLLzHlvcUQM$<?W^}(-r
z9{&$BnA^&*lU8{Pq0P?`$BJKCGR!_?K}Ys4Ln<g6n<Ag-j`k<4mt(UE)q-FczE`G|
z#DcF%S-Qy;yW6Kl1%$dEPvcoy>=cy~O>#iT^7u791l2ceRZEjv08JJ#Xp^(syuMB^
z%`Y$e%6Vzdz?iCN1Ds~i_js-pSB`tGwg<;d2cHm`lBC@A{y9bZG<>jd<4fkJIaM`O
zeV{M>Ucg<R4?tP!y$8(!wrR#`3Uw*Kcy!XLDIzE|>n&I7t}7eY96${Q%cR~vKYhVX
zreZ#xa~#n49T0C;lra6eu$VdY;WBFsk#@wHBuJP_;g3frZPFre)b6WRIcRML2<Nt_
z2ei-L^21ld?@>L)IHTQS9k+bIN(Zk^%Y_+o^o>kxzuf{!1NpP^#u-tbwzyLHO<qz6
z)1o^<`cFV@Od4Y{<;qgsJW;q(AL`ep<w11_gQ=0X`S%X&p=@Tv0t!gH1Bu-N9VLdK
z_nK?6)*P9QwlxTEGr*_A#u$qQvo6WaOJyENbvVL^oh*Vy3AneRMKoQSqm3FvX^8KJ
z+Kpm2o<FmzR>L0=UxTU8LO+(10X<t8T@iD_j{mU2C&+69m<v?bo{5H-gYUAwNi8;r
zvQT_rlEmU+vs|CrP?4(z8|)vn(9eoMf1!0LJ>>W(CL_uuCR;eN>*i~0S7ko6EuaU`
zNP-1Ui;g%}77!6!<=o+23+f=f)VDMi)bGEw!1xg*)M99<gWl=OC&F4|u?6K%;weQ@
zh8TV6+Ow*Ci0;=Wy2LVlN!7=d0V&Esu%22rqoaqDvaO7=Q$NM$_3%_GDN{hTA=+1H
zLvzX>+OI<yK@1}f#}FSvf1sx(!~0&EaasbrfA%Qgd!0u_W?p5rss@9r>x=lDBE=mk
zY5BMqc!U|P*(s^pZPGN=?4uJJ$4GPXTrCtHXeK;WrMgL)N;ut~NpTdyTVU-3WwZVs
z@kQyH7!m#_?1!kE;hC>^@RL+3>G%4io_vd6aIvEpcX>b7ccm6ZX+X&PUcy>&I|Iu?
z*`$Gi%!1Pxs85#Dsr<_osg%<6la&h%79LjWR3av2KCTtD0z@JqJz6FnG#~4=hevRG
z1q5Tza%`vgP)v_|nH!@3Pnv3xRPA<x+Kw&}%GK)+ieYo<Ql7W7-yn2E)2cBXJE*nZ
zIeEFp{#VOr=xjuF>)pZ*Ms<^cJnec}A^}XFMP(Kl8rh^#hQXiQub*MJWCA9J1h;j;
zTT+*I3$*gX9wv4rY_ceO=|#|-*|DytkQV{Ts@lDo)ta82O(HJyz3$-sg96s9E!7&6
zcZsGxDY^>z;;cj#U5mw7(m>`K*Dp&?TwfY-uh!`z%n3iIX^Kgop)?}w>B9<$1_eT&
zM!ryAJcVdxTL@I59xb~-)Q8vWc)_Z)tgJ0$_*}?)MBipRIwMO<I=h+0?$kw4R$v%#
zYxN?}3(YD|z(o&_kd-?dZD82b1s&FJbU*Y!pOYT8!m)@|^Wx&rD&eJGeziFA)%U!J
zc$}>Xs{`RbuKgG%wAuR7MdXT}-64HXOkH9a?Vbqaej7n~bN{f6l*V6>%KEZ`>dq3n
z&}E+(zP7)=uNsbsA;d7#9rUC)Qe^r#&STQq(G~DC$Q`^0+Tq!H<#*r_F1pt`4<lv=
zUP9<@ip%Y&xS^+~XPfx67s|b)L4Q4G`y?6K_6F(?Z!&t*G$cmzC4zG4poM8Yg+B&G
zMMWNfjfG*qF`En2H36sl2NF!y%OMvIs9n^!A$x`J!k3zdzevu_nmiAUgFFlKa<zS%
zuh2sdhNqHPJm-WldwGtET7RtMo-2>mhpzBYi`Z*+j_?#`u0f(ezGg?jnrg>884S-7
zBJ!@amoBJwbjj}y%4LhpBeQxe(|;6V9{+I9Z+^Ep63ut|c`$NtoQ5(`m%}S4oQ|wR
zuQTErD8(}OocZ=CSROFo7|tW_8@c@gLzPV29%>NzBE}@;35o(zRmpv2_6q?Ffd4iR
zDu%j8SgYXXk;K-FFP(2R58cYy<h&GxF4h<bGXSEBU)-cDP~uH;dY<n@@2dR<L)m0(
zcHo&GMqSa&WW^Avg9?iQ8yR_!B%a({TSO{XvyyS#5+d0$jR4FS9)wqDaL;pA$?+C{
z?O%8&0s=z*s)erZK+3~TOZBFoHJLUj<mKNov>5p!h>D8JZnji@ZJJWp=k!~8kIE<)
z<^npsEiz-4_YD&>_>DUoz`Daldzi}c$Adnd<*m)(4}PouIm|Nzw@USbF&wcsZ!+nw
z%Co~L@@+0wJ}Z)kiwE4kJ6mh}3Hi5dF)<K>*H+*1VKG(*J<DaIjp32AmiK4Mr&J4a
zW-!}8+ABDWy9ZKc=>Yk0{JH6&$*N=lD$gzWwT+JI3BOzL;4RwR85H+O`0QL!E!{r&
zv2@pmh|V-v$(|j)JfDZ~xpe&_yz~3J^fkxihciz|<M5|J7Nk2RKdgI!tJg+wk12dX
z>YdxKBl47Q+gF2d4IvQO5~SaL>1#J-j=c&|(Jy=m2du#Shi5#MxUe_pY@u-V=cOmA
z$)a3bNpwv$HEflDH-trEV^AtH2G^^-w+Btr61&0Q6%t4%8mxY1cleyU?<Gx$H7DKw
z2ojLjx|nSVkpZ5smG2QLY|8KLQKy8JsO{?loFXVc>bNCYmJnT;NPbm1lQs}h)dOAJ
zW)-y=j~*ch#2<DB5pkMsDPf#T!dLX1K_hWjf{*&cO+&wZ<2^W8Z3^7zEs9IU!uAP1
z%Q4%HmGbxe8;aYze4%xAsmqIvCVR}7ud^`~RSf7(j)Mp&VM;BC5c$*8ulU_SxPU{f
zp@}b5ED${lD=Qj2Z0z2TD-EH1e`~6%g=m+n_2S|lLXxp>hKoXI;aoSX*obggh%>z2
zg;;No(%ExDgDKQ|JMPXlhwp}JN0`i4k0l%*=?||pLCvh+Jnvul)fztf%5*!zO9MTv
z_eRhx<v?JiKRsoonFk}{TOUGslr80#Qg~&hC3+=aF0m@K$`mH>G{pLzMY*|?->RwY
z<A%RLt~C@aob}f`M8&K-%Kdop7mtRFL7s<MnA%kh7x6eOw28eU?#y5X8LWt_p>jTq
zDKU4f)?8{ml#k3JUJ)G|9lj}}V`J9+KYt2i1s_fo<UpT#pf;2tkjtoa5LRH<`}qph
z<vO#R^B!m+3n%A6dT)E!ZYfEq49(=tgbR5x9^C+u?i?-)$xA9Z>XuUp607)ZAi5X8
zn2?@fMx0rE(&xFbw4qrxAjzULcwfCmy|6yfvJ!gx+eLWpXQQD1jYEZ5hxY_qeP_QB
z^1c6fCI^-8({Md2^{qhh-VgG2q*|sWR5AD4Q!Ci!DTj%05jg|*`L#X0p>@b&zq70%
zcvPl-7w9TKTW7)fT!OK*z3=^x>dqa@{Qe;d<0;m)VtAD@7Pxu+@85oOci_WSR61NB
zyz65q1e?c2lA*^ov{*=6N^_%cNe3CV_d8B#JR{tU(NXA*cdI-~SM*%R3oC`#rT)WL
zAtSGAL?2&8#?4d)mFyfodtM$M9xR!l`pvrTT>_H<0+T`K#QLvh9ho`+b93{x>HONx
z%ir5g1|jm%T=~I1XX`yZ?5A7iEYmPD%qW>WG|#9brx+mdqXk5*4~U&0&!xYiWsao3
zld7R8BRq8O@v3>0uzs+gE_@zYr7V0wKqGX8ueX~F&v8^ibrVN!>TYgMf68%QZ+F|&
zSiK&1d%2@E!RCQ4?@=3d5%(Q_LVGhAGwl;c?^^fuD*@mV(bDQlsBdOSdYrr-5dGQh
zc<y|S@chr8(UgaEpUr*mm#-#2+%05-CA-hIxBDWmXmgMZA`C)$0uJvsLk_#6kR_G=
zRE-mrznCcp{|(b+a+P07E<(=#Ydv2h^=SrLUtR6&lFIkfRywTqbLApt`Z36jkB^T^
z=oGuDo~@*$WbICK|L|&md~I1lZf~DlJS5?1ScR)=zznIMC7Rbt`=zdg5-A;$IoNP<
z@sVbuxVCUaulV!>Tyh;C<mKz7ls}xM_#Rai1cCnL@o&BGwD{Sjm+jN-=^BpIj{ze1
z;Ybey=k?x0r(ez6_`_5o5E>(3>unNSwt(xBG;GG93tRvU+3Iu2^|WGudBbOruiBCH
zZNUeL+;V^eYJ;DUkzX1gw8-y(<X}>8GcXzw{ZCLXc;vGR)`w8nVT6s}RNq=u`5Td3
zJ>u9<DS0np1U*BK*Nj=Y)5_?WAR-RFl#K~1*iHuP+pcTPs0<gF6yT2aZ7vkO>t7@j
z*0t9|2V!|8AytQGUG-y<Bx<65p>V+dk{32nqU74<^*5VgOm&u{)DUR*b^f=Nt^h$I
zglKvy^K$xI&+Lr+FwS9zmC!nIO;7_od6j=XN9ZJv(5TJ@D>qar?k()bn8-wx;zr~4
za#6G>A-eedR!VM<qTMx@=_n)5$2lo>Y+5+*met4kaQb1{#b9%A7<NgEL=RyPj~OQD
zWY~pdu((gmlg7x)&*`((rl_ZlZk;TyiS>pg!@DFdy*I7PvEtAEgPBq&BjOT?0MAj}
z9gSCE3>kGx9QLoLBPrk6XeA-=Blh~1XTJ1P93)YQ4(*@H-m^<&-*WXpcy+Y3ucFJ&
zC7}<~bhcgB*XsI(LazBWx8b=V_idEo{;r#%p0~#gjrM-bTO;R-Ca-^VkCILifVz)*
ziA3-n1+};hCa#i|AklaMOO3$&QcD!2mzLEw(ODcOw_B!3>lBR;rNhXE;n1hMv-JSY
zS~%e+BusMOVsh-6@FZr)!%5S$yLpJYuxcy|t+y2+yMe^G|Na=u3u2YX%us6KH45q$
zo(U_UPXaJ2Oz8%@ehSF$SPj~4ClCQnU7vr)i{vFd6T3qR0TB=rWp#tClf-Gaio=>a
zDK|MeIoBVcC`^i-Qc#iqG0VZ9%Ay19aGF0=ic@L%KJGs_%cTA>O7<;n|3&lXqGbmB
zmV@KX<+j{r?sfVph|&d6gCqPDprp_E;q(t1@MJ^mp=o@&XeXqQYt8L=p$h41_s!*T
zO})E5z+QlS^4=qHm_2cZqC!&HK{?nKp#Kd!Wa-osgU+@7^H+Q+j8qWv^gXBi5yGcW
z@-rUv!1qs6`CF60Cu?FU54&LJx6Zof+oI33#Y{9bp?~HpvF1zV(JBJ&&P-Xk&xOPq
zp#6(}KOvZOp$;E<s4xRXeb;4&0m{MqmbfLHy}6y;Y{+X(YLS-JfLf#t9AZMkp`7RF
z!$S_BISS<VY5g~)iU(zc&hV*_dGKA5Bt`{vqx)&NYvq(+zo62w^j<1h<45u{r)<c?
zE)-UKzeybvF>BMbQs@Ct;m)p@2JsIt4D;!#@)Do=YgMsL?|y0A2^HI*xGDokf`6Q?
zbqwQmU->U`m@+u8dpxd$m491T0_=ncP6VGos3l30Z%7NW=Z9^aUcly!9V`zS;XG`F
z2e9?ybc?*^QGqH&1I|fQ7YlhWdM>37eS8wAU!k2f!N$%@y4@X2#syrSuXR9?B%*#M
zx!eNTWKLYb5W057v%J;dsZn8Qf#2ia4P!b46$p7J1Bv<dhCijZOI;Vp44}TiaB9Fj
zyK#G?NKXl$;T5#wbDI9xVTohf>iy&s#L(cnEpv89GoLh#EGNu`j2k=<>{8Sxc@PdE
zvg;0X*_^?uDS=14G3?4qwFpke4eOtea$#`8!t}2OyhAKKk&<hktu|_6^dX3{B9jOd
zQk+q#&Ed@Ss7GT4c1IG4JZ|~y+zE?{N`6^S+AIA1!^LB}>j;7RR@4j;+WfQ9tCuC2
zN}0N0K7HQdtpWiUQj97!DCH#Kod%_1y%D=zv6-0rtRg&jxVPsDRe$?-`{lH&V&w~%
zng4bxqc@YoB>VB-U&&S)Vs6Xc@Cphm+KfQoEoAO|agY=W7-H}6smNL?3BZczekMIv
zUQVBQ!9DxnA!2=}m6X(kDM$K|7_<XFWx7NUGV2L0sJTlb4aQ!8H)XyO#SjLXA=Xb)
z&Foq+QR{)O!bE_2@f&?Pe^z4HSXo<5pa1<`c0Ak0BHu~`eHli|X{;M4&qscTSdsqX
zPM#Cm8Q!o1`8SSNigu+0P3k#L^T$xi00$N?gIR}DJeGqIcq%oDrdWV$hh>kLQzs3`
zThwx=;vO%EFOszw%;b$li}m#E0@%^4K)>QoQq-iVs(@U#D^Y%t8+Zf+9x_4ay^*A9
zvDTs=i%rP?aFb!5!}yMpdrix)xW%JV@YGU=wcjCxT+7buU37!8E-cw|rs=G}hm!ku
z)L%gkbT`zA*_dK5R15#L<tHzu_+DfbZSP&@ZrrsfvD-g;&WZP2>hq!dk;ZeO@1?Oh
z^z9r;-LJki-tTD%7Y&nNkwGY$siW0OGQ+5w=~wc5MniUoFwP{pzkQqAbCgi&#ob$e
zHfyHOJ}t>iwZyc**Uf?i%56lT;0YmsO@mA%lNd&)!wC^uI2LsA7fQy%$Y>>vok~=f
zpCzG>jvw-Gd_z=vN%xkKIMAGfzErWd{(OUoLnm4Hpy@{Rxho};EG^)s_aa)Xrl3f4
zVj~wMW1I#7IH6m^j^&A#{f<bN2Azh|;2ha4c6G!9S)Lw##K|@<2C~OE;|V&E%{cx$
zi#3A!{LE$PY8J@;S5mQLiMdSfY3OVIX3P^dl|5LCw#Kx$xM+G<5d8ee0|V#>b6$7n
zo72w|=de!cXGSqY;jo`NYE<I<kMi5+H{L|);1-m(yYRJW0s=^0t+!h`)^S(TJ6Bik
z73N+3`Jj7PLz(k*2dx{5%!UeX`0l3c<d5tYiFmORp+w72%KrSG=S2_LUV9uOxV4GF
zVxoA}*U6D;#W8hJ46#0Zz)Ezrv@b!5{k=_So74zEz6H+0_K_zkl-AZ(Soz8EgYgI3
z-M6sP&U<}0Z7(Au)5@6NNt?}Ui(1L7$uY8EKf|y!mJ+TZgVKxJurCB7Z7E(md~QU`
z>$5r_Jc4BhvlIox|I@t!$(U*mSY3%bbOHun)|JZ2LOv+}867|TmjPf8_1W-?dLnOx
zLg!f!hHRme*?mD+qtbysMQ&`@3Ev~o{hq8)R*Zp1l4yFM1GpbH(s@iM=D-7rkK&Q9
z09O{+$#Em~nJG6(>q!kj9vtXcmuizW6$-g;ht;{x&Q2kBx?L=*J{4`O%#APAbwkVD
zkH<AptZ>hUt~(7p(>8H65;oEq;QbkKOYuw8i;>kIQLqjNPZ%G(rMGpi=hef|rMfB4
zljDvhgwnq85{`uB9)a-Ztuo+iyH*j^=T@)jd*+4EB3T{{CZ`9^k?-F;D$6C3a7SH^
zR=?nKQ&6g8*~8}RT%ZY3$HDJaac2hXsP)1`kT9QIWp%V$vz|(&yK1ccAGfE!nX2L6
zxNJ;3s~QgVMHxHOaRMw9{kYLhrVGW}ie%%#jqp084;bRR;a5BVBiTsi8E?J)0*775
zLo2_B+K@<&TKwtuv2ROO{t(lY?nXv=3RQJ8B++qd`{3ZVw>iWR1>)bAj0-kxcRM76
zio;046IIXaS#c1%MR)$wYBI-;7jQu;Sav!WChP>h3Ol>rGG~X{XiAv95rNCdpa;>_
z8&pjVlx7_N2DL%)ut@U}jlQ?iN9Ax~v~^VKqRs1sI-pC@L<+e)PTfBb0Wx>^SNnZ*
zbaZW-m%kkA-7q9!0IudtOfbRMwvzEm@@C=$Mpt*hsN<iY-sLY0QVNG{c{+sjeyEf=
z9%H{Bu<?6|z9n1K0N|TIK9o-TpA{6TLpEWA#B|CVI=b-pzncG)DQ_+8qcKk+*l#8w
zFkxNpw?US&2rmakX})YH34x7UK8PP-0jR>6Va!@ECAFw`aG>XDktV=)>r6QaMBmG#
zurtPGK#E1p46blz1vAQEd2cJ11(#=$eq+~8!3kZ-!I@90p!AhL*-*L`D2K0ufuNsw
z6t*41Us+cYp>dAAH#av(c2JLL@!`FL19!<NSF5>A1HOlUn{a#6d2{XBU(YSs;>{>o
ziGi&`PM(-Q7fuv30T?jAkD)Xb({PhgCByZG;TCD|5jbVu=0!nYXYzw{7Y0ml43to)
zdAT_`)vx)M1zMhFzmYk0T{bzaC$RP<|Fo|+SFp7x>4|#^6ufJdX-O*zAX)<TPPt&6
zTRSCJ17dVRh_9T9n1VZe9h;{S?Tz&pjN*lbEs7|vd_=3?-<`%&3W<Ukz&8D8T%El+
z_nPp@>r5g0`C*EQ<lAD<R?>)93?jcQ%`8Xic@#sn8~lqB*@kN=USPH_#PJG3zYQpU
zb%()U{jR`mh{koGxdH!2WF-PQ``k#}HNZ5rBO?8_=e_{}9*Mm*2KA)6ATbaK)Oudx
z=&}r6Sb$Ni!P_B}!|<~e6isP5?ZG|5co?Go|Eq3^V@I+AdDmo?-z5ua2Oq5Cz)H&#
zvQ&^2)s9yQQf+l`yMY4?=iw@rWpRyV1c1<igJRO=o|}Da6`wy}zB}lA%*n~Y8o@fG
z3?Ub~7<b8laGt|hK3}6>eO(Sjj0)KBQx{XbuclV_h&y96T@+*+8PA5TXK4T4CBoue
z(UG(!0GgWfvICTMu&2KXV+J$d!4rd6?>D-9pwoQzQ?B%iPfq5R$3IVom&x9IypPrZ
zSpBTPF8eqXuv`oiGe(|YmH>L7B#`1(8(C*u<ULLSAG7%$#HE82Ak*)_3y1IoUz}Ps
zgSK;q=Tq#i5kUh3(xa=-)P69qM@1t!5gb(1TOu3PT9k*cqx5m{vqp5(n9KC{&8y$K
zC}QZ#$wH+MJ*QH?|G;1U$jW=diU`Wa`d=2-9G7S2^&8)16^J76`W!FB_}#ABw|QEa
zUHyH6PreQKyTnn)o;^HAz9UM4Uf_jItI2R7s1yW{{h`j>?N-^1CJpT55<I6uo}%r?
zGHxOpBSGo<0%PCv2xrn!n|~qp!QlF2O1JmvFRT=*sjic&>-^MK&p)_|!Tg8`BSOtd
zHvtqmkWWKfRt#H0i=PH3pn9v6D6|JXfp^fy{%BofS}(MIo?;WJQW%)f0-^6IyrE_X
zFo|DXTlM@!)1U-io;RBG1k+-_-xg(kz(_zy@BKd_p241-CB_zF{5ukR7@-~BTZI{K
zdI^>3m(WxxLE3n=b(UvQkbIu_4epN}YodnKnRR5(%xES;mOV$Ne+F6USB!@_4OmyE
zL;7t%S5E<|;wMXj<|*n{j$mCV)&ca@+5sy(NdNKqRMjkhh^3UV6a?`Z5D{pWLZH(I
ztPj@`BQDA@F3Q1kD<9v!DsI;pO8)Wc6MbG^)~4+^EWbW6q2@tbg>@1hrsGz;w*HeQ
z*Z`DTZA?Sh#qhXSNmO#V7rhL^zvC^o(jlqCxeStZGCdwBza6J-<f@@q?=pp_bu%8O
z(Vi^7MpBZGN;^1H-^`_1gM3EBc``qh7(d>2HcTSGRL0E>7o@Fw!Z*<2^Y;I%i6BG<
zwGPp<QHumbTWVsX(y|IL_Ug8xo99V>?FkWP=;7}@`EkeAUr2k}L!S-h8k_Wxp4~w7
zB=o<}zj~wdmaBdN-%1CF!2Q{!7sw0@Fd112>l#K$Rt^Co5O6T!j%=pLtF`&5<KF`F
z(7FKrc^t|V9kNIJK_U5CU*znId8Bya&FO-FO$nZWaRKCi5`UYn)Zl_6Ral=XGT-n%
zzdYxzzXIJg2qD3z89{8rj(LIja^MqJtiBVwSdS}HJI9LTm*r|04d5=BW^9$Dywx%C
zS-8BVNc&fx#sI{HTChhxa&`}~naCfdTrd^UDpUC@;28l8X0?!lZCHFKZ&9Mno;g%W
zvbeM#J1|-q1bY}zo{C*k`HdF7m&DLBfE{t$m?m)1GV}*qHdd<DP|!`kX>*fP8vbay
z!%bO->b3cC7_CGFeY)Xg7?vQ>AdQFl2CFJUio4h~8Dvjw;@7FF&ch5sOop<e@n1ak
zJFhh?h-E%g%ONT_lXb^9AVdtXZlG#D_3Pp-e6)=@eK{(j`S#TFsu>cl8Kj!CzS0@x
z(pvsRR?5K-!{ot)>6&RzZAwy;k`e7`OCs*J$fnYhla+f1O|zw5h^PvP?)p*(7xZ(z
z%mQNBsTMDd2IFeuuLRN@DH4+0STGy(SVL(A<{Wv4a3ZAYOvxK`dII{qj;wh#j`eDH
zry4N!rDx_{0^Pm9`muA`^OvG{JRa!ZSAkXD5g}0i8|Xhx7g6agK{)e622%27$EKLP
zf=McAFaS3;xH&cNrybf8E|k9Oo%4giM!9tE_y<jfJ!B!7{C3j5Llb5vb<Mp`y604d
z(Eq#>T7WBqX90s|{oasBbKH`oa!eV3GSj$tNv>*3wDxBXe#I!~q0gxYh^t@A1-clg
zgW8ZEwk35Gx013OxaOj7z6}mb=1GyVr(<}as8j2&HNMfTGfAtV)T)j^P`DIK_vZI7
zN={ZkzKt^{QA#4x0&tB?n#7?z@d_9=GjzGCszVoHmstwcL=@huX3;aZlLbz>ccW(U
z3xTp0sP*>ROftdu^he_tpJ?O<$*jC4LZaKx<}_V5M*4J|s+3GC^f<(%gjP*#REl*5
zmHN!mDAB?%grDO_@nRm33N!NR35mWEP#>WIl+@$^{P?H5K4ptO7K-(THFhIa@S1<J
z-aW#x1jzHfq#In!YxhSt<0(=#ztYs@z-Dg~H{&Mr=VVzF&zsHE9VY8X#dq;5+Ck9w
z+Vzt7^M1z8g~oa?i59!~M(&!YT)O!{OA3XNK2qc`Rresz1L8zs!M^?LoTKgGy_c26
z6^nw-FC|y%ovTL<CJe?ig8-!ZrlYSg((bu$Cf~RWT56aiX*pl#97?;VIJCLzem&3F
z-+dIK6z=w*4`-nLhZ}G}IKk=2fv+6=)GJGoUD@NaI7gA)h&Y%UM9UY&7}NZKnERhE
zgf5pk0#te$IM7_ppd6!f^;?oV3nnE6`xq>NVC3D-NnZYm7}H?wW}M@Dn6B_3H!tZI
zI6Hf-78RY`Lr}J03|+##jr<#fuDmSZ7i1940`zc4V1A%L;(mIy-zm`_Z}NQ~m=v#@
z$!{a9xkUQ7u`VF>uHfgTfugg-7|fs1qd}TqUESW5^*Kbbwk(mg=1Yt7$)47gDC4VV
z6vbvuJ&*4&h-mO#tl2}!Q3CutRG`g|IgdM60yI?)3_HXxNh=S%eSU9T!h<4f2+xhc
z@<4(0`r~=?Us1@^XY9DFbGepIUU|-#WGW1=Q@V{!T`Qz53v0#D*YpA*U(1X$idD8Y
zBX(NCwdF?oQbsx?5y|6Gz`6{l;~c5MPJYRYiLhn=pomuPgc;lptnok^P;x^}y+UZX
z_Q~yLz@RdFV#2>rr%?`u`Hz$VjxdZ`WN9HuiQ-p>W1W{P>-RhuK@mSpY`u+LSr=Wz
z*g|~BV>c)hF0j*z;*-Dz`lBTmrh_O!YD;}*U7n0I#0qQ_3IQ;j%a=ZbxhOVnmWh02
zTI^D`dQT;<UwleTn2_HXY{5KTVkQoy^Gw1PU|daE0VCAEvemfQHK$1I>J$ZD4?}Uz
zxT;Y5y@Nd3NQ!KOLDkCI=Tp0AHTce^|4d^1ea^KEQZS<&rL{7EEOsRqO^wpR_sFzq
z8#XLte3EYvwG0KD_5c--r|b_OqlVlc`SjAjIIe4t6=@@_go2KiI6`3JD0Nm+-^q{+
z4f^mH7rjI!#ZC#Tq$cMWcx!ZMB;qo*PzIFk!qU0YQG&S!4Y@y94+c`zqt-Ia8UKbE
z-*rI`Zf8EV4w5>N6kpoo8D*4RVUYryf?XUYxnR{b(xMl8Ryd1JGXDO*$PAK^_!r95
zz5@fXDkr~U{*hda2U^tAm4KurUo#hR%{PeMc9-RAo!S`<a7%`&HTrtXX9O7nAIq>G
zxL_{FxFq1l1_2zXlwe&dOh)*B-GQjdl3x0ianc)UNhI2U@up98!=(5|l`A8KX?Yse
z_}*I^F#MC{!taW)`!f<Fxkzw3EKN*BEVFiv@ouM7^Ucg~658dUv9(WdvZRo^w$aEZ
zlmNoo+}4o33X}k$D|^g!u%;JEMF?G+U%7G0F}|Gr;;U6MVx+#N#mUGZSw>tcIVsp3
z%R9*V(0-IkXtBn+J8St;%3Cec1>#&2(H<<t*Ct%<Z-vyz7{{dq7qol$$eGvKjgfHo
zCm>8Nm@?a;jfgzb9gKbT78Y}Wug_S81vw=7&NHgLB!b4~JKG;E#I@>^U=^{9G6W4p
zG&!lsfsTJg6k_6+q5499rEhsU22bVlw(z$bo9uVCujkZ}r=csso~4XK84WPu`lUt3
z3`-wD!o%&=X`7RlZ;zV}h}{%X@S-w7DPv(++L!?!syZI(96WD)U=A%G6%Ws3OdL&h
z_lbk2HPI!h&}3{!dQN9#XhcH(&CM#l|K#i;{URFLGKH58sB2hUo-)Dccj%84brl5k
zh_7EeXwTDRVRavQ!|b*e|C3KMZT~eRE@pGD&w}^2=*TQyoztC50rfY?3o;;bCqW(Z
zIHFt2l1x#~#2o4!-(~PG!(;_m2mO8dxM}AfB+h4ZB6vMF<arg2JM#mzZlijciB;!3
zRuj-lQ#>U-+?Q;dVwCN{;s|FDWZ)v;+c1vC68fJ5*l~0ct0QYwy~(lu-Z$d!*(jCb
z21>OT=BrOnGaqItNp8_*B$X0r{EV8Q&5R{<UREEm@DGew2tyiY4<iSqmGH`9k|=1e
zw&cb)`v*~GXo$Xv^ZE7j#@@sR|75?WeKx03?8W`k{c=Qq*$Y4PkxJ=A^b49U(Xq2k
z3=gX9PjUJ;9%qOyv#Q#Zc|JZ^QX_3M?K>HO5sQ6;zwk@+ON@FT{nV%t$;u_3K=c5Q
zkM*00i$wI$P35f^O0w91NacdS^nkD&B^Q(hEYr&vfzufTWxxH*ADO8u^Z%3wuh)qL
zZ%^tv7^`p_!iZ@lC1+0L#Kw2XSn$5Xj9vASEW7l1;8x1gC9r?!0Z+qG`P5zN0#BQ5
z<t7=6EeB7oai$ltW7;DeI}QESwd7Cr0X`Xnh({s))pyB;P-!#juf(CU3#6J@+y+1C
z`oHn`XdeoT?RKPl7?_`Or9dujmvM~C$a3#Uw-5L3y2W5V#}t`hbJyqoXiusoFU+BX
ze<mzmZm!+1G#`FD{QO^;&v45D*=#lk-jlc8HT0iuL0|Tsl<cT_^rc@`mc<YoP`Au}
zHw>r`5?@`1#aPLSU_K}0u4~_kJe9sLTZjy!$C1OH%LDC~1oS@gH*$(U_PTMyLSVWv
z14t6qT4@b-j#h_A53AEf7qIM2!t)CI087LWA~9VBED)xE_eOPsVg_L<P(?>kC6;_I
zbgM*qJX43M1O%`Z^M5EcwV4P442mXjKZI7q<1{`~LrWj=0-*PaPnO5T{4&KHY7CNG
z@r-d7993y?>DDYxBR8Sk+T}^w@|FRX6Db=`6N{9G`<o&q#0G)5BDWV(5<RmlU9UT_
zzo=z-!@;}>$|O6V>&ZaZKy)+hvi$!aq0q<Knph3d@?_M5|4!5W8a08nwK#ab=s>4~
zvFT3H{%A9*!k0reqkznn5pr!yk;sLD6*A>sT(}_zXJmLj6e>4t{r{8aC@~o#v(*Oi
zEl;t_^~S8xH!8Y{zRc|#4VnJ^V||(^v5i}OcLaJXZkKWX=8*ZXX1}P$O450sUw<hI
zJ5WVfgIKL(7Aqk;unsA7A%ZrDIv8vWp9!40Z=DO@987PE{`KbLb+-;xJg?oEQ6N~r
zCZ<I(0~~z;*Zi<+PPf!K8&cd-r_mf78p20AsNfZf$@Ln3!FN<wb|>tYUK9XVkdvX6
zzb_lt*<y6ZQ>S59BTH*~Ma#IT-p8Pv3N91>Q!NH+YIk_e20REk9gjmaQdkr`8@39d
z4y$V!lAN>)Y(b6aD?0D8K0M`Ks)6>7W{Gtp+qNgPE+2;G(bbqOYcUivxqs5+&HcVd
zi}98Up$^@^7Q@`Wns&wzK|(&7y*yIsg;D&NM>QIADvymv(gL~09jWf&VR;BHA>Y6-
zLXDU#{k&9JicOgW*?W$RyHrhya<CAODnVY)(1Vbz7UcV_1l?c6vK#2m?kW~0!*5Rx
zy#D~RE56HbydH5Nos)1J7pP2c;mTun0uZasY7L-!@;F~EoapObw%Naf;RO#OZWj`2
z$4L%PwNK)dc*z-2bl6k>n&QzH2|%%4_!Q8!wDj*Py`tze)zi7w(QqfrzZ8Y#SA8g?
zKc`q25UUB&##jwtv4s^Vn)uP=4B*C*f_KplEz9Zea-lZ4qy!-3q}ITbt5yP@f2uGq
z)O2ZgIF3=kqr+fn;o4udBs9gt<=f*w=X=oDwP{-cE#3z|D}F%)AuQbA>13eJ$yaPe
zRqz*wtlg{A$lfRj-l<UcKjdPF933pX){&YHDnwuuuai(z;210T?meY0*2FLjnCglM
zyh9dxr$#UF%R}JXppiwj<*Ci<{g_k$DggZ*dsfxQ5lFT$SdrI`8?0pHY_21!6FBZ@
zEI))WRF%p7R?b7kZ<f>BeT{8V;WV-%(Tu*5R;}*MneM%HiR1yyG$$v_^^v{gDyL_k
zz!3!r@?El=>%Ob&0}tS|bG0FvyT?qzS6n3>oQZ{D7&r(^CR$cnHiaeQ(|w@pscVR<
zkccC!U<D22or^v0-?23zeZ^Q8>H9!Gi-c<a$fVBkX%UPr?7Lzm4&w&fDF!GATKJKs
z6yaCU(a@%cwBY2mE(IX*_7kvF2brkw)ZcqEp-gschvfI~Eq_EYM3!Zg<OV8i*(k_I
zib%f{P?$WF2d~=38w<(c-y%?k$CN3+5|ZMCoyFp!x$W3(x3)2nU4)!!6gltN<ck@l
zr0YgVuXOBIm-$@Qs?M#a4Eb_rT+*!X_wir##qkVO0r!0zE2{48{9L|{jeMg@-BYe|
zJ$No2g*^gdg-Pe(X+erG<ewujS$B1gSCjTt$Xjo(9A9gKnWy>EZp1DLyru*dEN}lB
zjvwoR;_<Grz(E(47ob<UTlbC@QLYC0WmKtFf*vv7iEljLzHW??*yY1WV=kC4$n&gM
zfF(fmfdZ!BSgOR+l*Q~ge$n6g8@rKW6r?QmclG0FDO}vp>sKv_e$CpSS~TwG{7%Yl
zZl&5T!jJy0rq8~?xzdq1)iAzFzg(AHmC~Sr^*0@`15)BK`H74qk83|3n!o1QH&<%R
zQ2exI8?>2+^*_wPw+aW2F#mYQa8>ux6#QP`r`myqE{dRC7_?HX4P|*h_8nBn0m~(e
z)RK_9B}dxJZDUmR688*e=Tz5tY8BvOM>~Ibe~u~zyK@qy@l+_V(2Y^_yaKWcAAQli
zb=Tr-eB?81Y{m-m)I4v$;KD-AeqLwb>{lw?11o6X%x(K?iJkw+AQ+z0^iW(odEQ)J
zKv`<iAZQ8us~%Vk4nKvTcVNYn8t&}qp+Xj$GEeJvvUZ@qkfwoLN|%02?hrjzv4%fl
zM!^<yl{iP3AI0s)A($ld#mrdupkcE0n`u)Sw7TVl2OcWv=W|H)ox(wqLNV>tfDeI~
z?1t*EEJn^qcl?%|Ug>+-z}M=;E#6~7E349lkj8O2eMZ*B%)ZymZ*{Apxr4As<JZ9K
zh6#9IdBM9Ecta7cHlo9azZx6QBZ%=}8ne_^@<+vw%E8wWv+roSM;ug5-+rAuL5D7O
zi`MB<9GJQ!9=V@QtQg>~g!uGv<ke!yjJkAllNJG42}*7u_VE>@U)SJU_-EA71R0PQ
zN)mWg@lOSw45)ixiGRhDVbWjqs|T%eqb@<StP#e))*DI6Min*ZQ-FuQa{DFNe{14n
zcP<yH1Ct9fAso$_QYJMX$*C3+v#gOK@dx=3&N5-XveJaTZX|s`=M6`Ts3>`X&|EQk
zhphjJ6UVQDp7FsLE~iEjq88&y0fwHdh}mXY**wpPpQTrqdB4_wMC!kV7&wN}F>M&B
zm>S|g8l;;wZz|^S(@Sm(&6(Exe=GQ4Jv&2GV4cPMMK06Bw}?4J&%VQ#@jqg@GV^TR
zWly%tUyKst$gb-VimFZes_k^-LpHal4X9zm2AZt%s?!RYq8Jv;bSwT2-*cX~?j>(m
zKJ<9FH)O>MN1b&nCG`(MM<ry~_VVidxf8M?VB>@cA5M-xi^{%DyX4*4wYT%8mxIES
z3wm9Z0Sg~-By9r5;&P{>b}k;A9AVPSK<s@k^Dk@0mq?zidmDUFehFB*<+<63{cGQv
z&*P9a`@uZr5AaBc<&dqRz`@NwbN~Er&aPDlIZeiWi(_r<w7nL)_;<Vy`QNF2zAXRS
z4PTJdn|M$+{DIAm{`H1GS|-g0o*^L)K5OAg`ak(u87@kCJrkZV0D-5gpUXO@geCy9
C!xu0B

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-1.5.png b/test/python_tests/images/support/marker-text-line-scale-factor-1.5.png
index b93b2870a64c0ee2da88fd1818c86a2e76e93242..12f283702d5a4019da17c1f0acb37e316aa0eb90 100644
GIT binary patch
literal 11456
zcmYj%c|25q^!FVzjIj<QYnW6+Wz8NjLMb~TStDDP>}zHQ$sSVKmlP`5chXFD*~z|U
z7uk1XJmdR&p5N>FYd){JpL6cLpL5UlKJN$}t$Xw|oHPIc(BD^6(E|Vwc?kljsmMR3
z?w@S|KrrmSiqb>hw14TahZmNP&K&wt&O^Bl1K7m!(+bUj3>UoA{e*$E{rM|+$VX--
zX&qA?iAY+3&tgNAFkRi*H*i&i5KS8&b-b$KD5dcQ)ln5zo9P49C2ZzTAKwkp19y?B
z0K3KRos1n>|AWNjBg~Rn#(|%Zpr9ao1CLSF%_8lILacZ9LaEQEGV|)R-3KMRGFXzC
z4@4=txwHPK7|#b@vwovYLDK4u(p>qX&@$BA#l<E;ENHNm@yf?TrX~rE1G*?uPx3#G
zV@?98Xo&5ZB<|wD@Z&wnAjVis#+7}L5<Ew&c`kLw1(TWk*9HJ}&zS(<Mhvo{TRs7|
zWwY~PYq731-#eGovPYm4N^fb(YtvtIYYbf{mUY)m*_m#KzpiI+uBI77J;Jq-wFWW?
z%SJI`FNo}e(C~TUQFA7*I-uFlN!jK9&*#Qs(~rSDR5U2=J>UtQDWN>Mds~BW!%F$}
zWKe>e)ma~PaP*Ut(J!=Fnp#9giGo+ZAcxW(v?OSGGR|nEWzBCYPbB=bm5=%+kKA*7
zb>Ndi+4A>g6VvuJ3rG1pRusM5>~=tH5^m{ONSgaSZ%<0;+>5s(Sb<>V9LV`rq5PZr
zaWDOA`G3qla&}J~-KDhyL{Z46z?cTov6V~c_0Ef(wSuz%zo~43rvwNR&zg0=7iIsu
zowO6|bTDi(!gVP8^#XpnAW2cp{wFs0Ife1~wEg<T>8{S&tAlmH@}mu#|HR4<l|Ghm
z32u0<`}xa^pYkHQmt(|%F^G5Jq+#jP?%^6F=6oMd@T^_MGe5ho2IbH?X{Y{M=_2+3
z&TjKwBCE`y&Fet16d+g)<~+;KX|^z*FvtDF+&T@H1zLmobX0E9L~@*g?J21FC_R}J
z`xf7byuP~Z1c)Z8Y45E(qj)dZtSCU84cTQ<JnHNhc}<goO97#MHyV^JVxu+(njzoP
z@3?9L!R*QH;h8hbJ2u&dV4U<asqrIf2JcT2^6eg4_skuELX|p`!<ZC*ZmD}AX6S(T
zyMIkUaC~BjBg_%l=>y<RkJ#@JA^spHM}SLf{r;fWZACLC&Kpa;kP=4b;H1m1SQLTB
z(=YxeNDKj$hjn?4V^)FJAz)1JQkbpc#E}y5{krZ_o^wQa`agKmEju@K%3eyGim%pM
zNEp(+rFWKJV@IB?Li}(}gZ41?(si2Is?3!{<tiH2NVpOzwxmfrsYF_)r9tOisGQ=%
zw!!ZF<&m)03+((jWCHYYk4KCECio{EkaDVX4UQMP9*KNFQ9Ibes%R++#wp;hU5`dS
zAlUl#s`kbV>kV_Y{C;!3S+HfT2pRsS*qkGcF2$`_HiH&rDM-)J2>{lNkCEYeNu_hC
z0(E|Q!hIosJz}!BLpTZc&3zEK3NM;g+`xxOS$0|qvL}UrfL>-?tGH>yT#Q(Oiz^t3
zg_8}c5uHo81+Tw`nHHcToHh1B;7{dW#H4v;7;_hoRnqV%s}oqfL{mW2r$J=v-i*v`
z_Ohg~wFVln0x3YYlc%vcqcuhD=cqn<^daM21o~~n?^37aCgA0ns{}~JSWT0NYo|jW
z0$DKRFLdNARO1=Y0Hx3b#GZe;jv>rbAzz@$_uNtWH49Y{1O9-;ryx#-kkl*e6iU%S
zzndAuZOQxXe?uCE19cj^L&pvmENk6VUbiU`ai6J>o>^$(^~;|xUy8Q}!YAUQ4nckN
zI4r>)*&aUPr3?>@OE?7GX9r|m|1&Vt*@?;Jk54FnM|*vM6<`1LO!?786sPK^$cZLK
zwHAQ7cb>lsBh?-rh^E3DAalUsNZiF{MzwCh-c}~e&9ARgWXxP}0URN~R{f-1mx%jB
zkNc!bvDLAF<NMV(c1_~`>sja(XP|c}aWzQwZOFeDXByQ!r)jK)zy5K)D+dwSf&0?0
zQ8=}Ce*1Z&Zr2Z*O^SkGZ7XAM%RzuUx2e+Gkaw#!G9;Et)581hTmX)|mD1ayQ}R-T
z>u}i6%5Dr3+l-$m$d{oOOpX(YfRr)&`KIugT%4p8g}aIr6+sbXPZ56Yk41n*(PO=>
zlKNJIntR`V{Q_QUK~exKCkZnTONzC<+-Jv8X07dfa^PO?JLKb6{@77rTfgX(J+hZ3
zSSkUSY15?u+oH?<G3_=4ZR$}@oB}_!CeX*0V`@?=1zb%RXz~<TNqJKb68QJ>Qj4m?
z@Ec=x9JBUCE8n-i^vN-xWq%4gxwQKi>N3K2b+QjZWjBF;{O*E1GrxtH#H@x9@eB_x
zC|Y`xt$#;o^{+f;tgdZwKBTwHb@Y`B-z(MjS!icJaLCV!oDFkM6sl6a8)c@b^5U&9
zhTuexOS4?wK_GxF6WK5n!7<L&GsW@IM7a=C30X1I(wI&y`F>IW#qQCEQSEhNoK4bG
zULJ0CIt|GKL`-zhEUz*X6&mb=;Uis@vRL{h6a?OO%{m;^O#`9JGQ;s(32et!!*j1b
zJ!r61?NwztWB(-%7-VKn>?skeZ<LfG3-F?LtDHGeygF%Qms(;AN9gQ^X0fc<xl`%T
z3!J9i=m*Lnv>#wevb*2lug?U21Aqi*uH?Y<$^PKqq2o7WmAP}UtD#nd;Qn9OVv>{m
znk?+T+=%m1rRv=>RMs;X+6OS#-<CD}1_JCUj>WpfZ(YAx_189_2W@e0gMfaa>%0K1
zvmOlo+8}H&W$Al$)mAwsC(J?GE7U_OF_AEE9xBrkeAvON=ig8k7m}21BII*4D_l1|
zb<^5Mu&(ls8qq2VI7`FSKHc$RhFxFUHETg{QIVb0{$9eN0|NIRbZV-n$Lz5^f4}13
zDDS<w_-W0>^c4^Sx0KZ`vcL6~*&bj-BYHJjVve6ZZi6yhw5)U*&2DFWw57P!gy_5+
zE8mbN;}#r1(lXIbbm;kW=wQx{fS>q2fJp!}5<y!s-0JF!QPT|#!K!VL@Wb{1?~SRh
z`k~&wVdq*8X>+0|3IK;#@#<d-q9TAb(cJ8P{1k=x`T7XyX-Ihl@2{G*U#YpWcI-1b
zH|zn5ELe2Ova23(v#ma$ybXU)zY!xI6wzd1IynYd!&(%L1TcYUa4(QTU>EgmeZIJ(
zIn#HKcknuCC8Lk3=O=C!>)Q*I<4~e^eJhVyGUH%C!2X&p;;e#`1^-qFoCKI@pu1C*
z|AM1u2WDT%-JS*x!6BY$xUFtjB(^jQw2Tu*Syo&U)LQfBMD&zVCQ^mny(>X~nEVT(
zLwrR^kG?0742<%PwUA@P+AU7n57hW%aXa^5i%O^D8A6r<O4QC`BGfrZHaUus-!U!k
z-WC^+1aN!C0*A!7|LJmtNp}DU%|G?0r>D_5Iaj4;@*KR;YzUe77jrZYW)pa9X2gwe
z1v6pv9}i=|oVW}EB~>8CKfZlJmE?qjiQ2SE>n^%8y|OiUy9p(2@9fmHUbem+d_NVf
zb2oI14t#BQ48(%pLW7g8{J%tas9$xr#nqwB?s#EDknzpl&4I2w;hdk7NvzVlM@L(y
z#OyNIT1?EJD11$g@xMTat9w<t#1=|=0)PYc2Edb)vm-_t{<`xuMX`yvgE23}29)j`
zCjt0Rd3oYJ@;lLEV<3U4uz^Uj5ST1<?s*D*|Nhm*cN<E&<I#wsp(#GTiE6jY{PUw_
zb{@0eb;rjfy2M|dj(bKR4wpa1N<^N0$;+^s2GfRTXJ=OrGh4Y#scvyGN&sMh?NYlW
zbXGcy_T6ie9EK>vKZ_?Wh@{D+%ANQx_bgjc<Qo;)z6uMgIcREbcAJGxVNRTLtEv(M
zZqIxE{AZtd&1=zBBZrz37evm=vZ{3JFp(KnP|l}Mt`wn#00)<j<k`l~+=-W1kde7x
z=+@TOllLMP-BVkV5%`K6yG`X2!uMb4X9JWd<goQMn_htKWlbnO)>q<c1ohVXWZg50
z!Y^O`sL*tT9%U}10_<&NJqkD2B~+56oH+-Ehg$=4KiXws6C9s1$!08y7V@c*HH2T(
zBy4rOZBo{4u7UPgw0p@W$KP=$)^9LzOUmDD&;-k$?hd3qLLd;bAJ(G;elZ=J|A3j+
z`@cIn-M}hp9Znw)Rk5?Nu~oQ$!m&BepOum`P4$rnv9v~L;{6|1mseEu1VURogrfgf
zA^n%JExICfe@|)Mzpju*Ys4w`>||QDk4M)1Wq^prg2OQ>t}}9V_u$TETve6yIOXAj
z2)3O;z}Cj*%W37;QN_)^+BUvbX#6`-!YyYHm9@78OjKstxaeRiOUS$>#Tc_M%{#xH
zMK`Kq%&GtSQG-dB4|kw2>e++C6)qz^q=bRM!)N*90aAt30(>Pb`c*2~%Q1AExcInI
z*k*HPVq$AkQ<Lb03m4|HPt-;$ol_rU(=8qrga#BphQA4GVR@L?hyhH%rQ%MC>eVwZ
z_%7$<*3>B{Y=(v1TW?i;HxV%|@lR_tuZLcyd%KIPYuYa3&!8R!Jt17J5Axcy+7KNT
zi~qVIH+{sgv)v&gZfIy2ou7YWZgsWe3O~R2$-&0b)K0&;$cnr2(gW?YUL6B#Ba{2i
zCSWJl{;|pF@liP$9sTh>ZeFjs^_Iaus=FnZ0x|Z-QGpCy+!Da$%U2P&pxf-016MF+
zNBdRyE~lyQ$uVOcZEcn*DJh;(V1wr~q}IGranx9Lz-#3!K6k-zdQKcHE)u4pyEhO4
z-}q9yU~X>SNj%y~HnIrxYH+BHI3yk5d%ly7S34U*X*n1f8BsDaN!PAl*GnDdUobQ<
zfx7ew(f0xxFCS`T{iv^UOylEy+tPA(|22b;clczcq$4ZWk#w>l#qF+xoy@bet=-*u
zOkPb%9dEP9xmb7-3dr9uJj%VwErY#kG|12UyQZr<y08!LwaR+KmTwJ9oa61>z#Pa`
z%8ACqHZK!P#q(2ii2VRPp(&{!VtDcX{or}d;!9AA-s=eV>VcsFW8LXKih^LJAYTCE
zx7Exhs|%&1Ea_1Kv>hC-d60;H-dV2Akrz5mp4T@M=lK<xSg`j3Hgrns%x*_oaAtwR
zafK++Q8OoGJ?po{kC%_i-~G*9-`C75?SFq{s<BJmg`f8+*}eXP^jOo;dV1zj_>|nn
z_eKsvp;;Y@IJLg+VryxM)+DY3BuZr+=8%J?8aXZuIo{cwYG<|DdGe0OB3fBlStBs;
zw!VQu4y(8NuiFOs$Xoc@Xx?6rFXchBM2m`N7wmxj{ry^B+DMC8@*{<#5Hh7!ezK|0
zoJuhIPfUnq0|C&75Aq&7e#~j@>|9Ve&$@X0q>0oag1;#Jz`{4bCPQmf6-v)7@2lfX
zhhs?^K9kRtVXP$my7v5AD68r;LDVRAJ2fW#OQ!JMEp@mA5dS9?2**y!Z`>(8R2|+3
zY8HpPDyu*nD$B}JU2*G1_~Q!*F0OoA3V6A=qs2w8mtfk^wjH>Tn!>?^M~~YEFFPj>
z({ZYy5JR`c4<wQiO8i92iGyTm;))4(4<7lB_$_IfJm+V6s;(Y2Hp@-%Y2tX@2Y*Ax
zpmn+r$_iHU0Su|%EFm8zkuGur<?~VV5Ylw8eqcY89?eI<@t&7lj6N8+;>pBVSwy9G
zp18BKww)5QUPt<zBCY0gzNVi)l@_PZNYeazaN_>I@zM0a4``rwp(Byf1iCs@pf3(8
z3eUdyh)07NN4OQ#$`cSBfVH(n9hk@VeivlH6Vc!}Q6wpXIi`D*msdUZw=z+IJ3TQy
zz03Z(T~CHV#}HTuL=E9v(74M{_q(dV4%hKpsc0on9FnQ^!#H|2k=GtzrdlT=(?U9i
zrsy6yn_Rte<?MIA6<@>lw);8*y;Uy4hx$TN2Y=mh!$~Z+T<*UANKPb|XufM%VY=fg
zcJn7R4b+>A(eHmg_~CE?%87d!WUCksZ7RC2(`&@f_p<YrN*X!m4PD2C4-TU+dRa%>
zVT^S(HE#G4+b+)az{D~a>5u<cP~l9)$ACSEpO3g#gzbvh>CaK;Z02QVZV26chQR9t
z9nh#As%G9O^r+amerKzLRsw*5!I-h*LC5!@u8t>{W?!#&3^4h6!szJ-jfuo`|Ey2B
zxvvq}03+;K*uLG!6&_0p0n8DO3VF$LEGE-7mB;wtcAEK=p;w^mryt80)fedDR$(Ti
zaO#!LdZg2bP6b4SVo~XemfZ$2Q3N<Xflq6*QEwPT{lmr)JSvqfzm8!dqQC=W$0i$`
zg0Oz8_ySw>qB7|_#XI;vhAU0+!%Av>CDJZCl#}LOF?C(a51jogc%J^rp^ZLtL@26k
zQhs{p29Bhsr*~>Xe&=QOqj|SqIrTv^_2YJ)3y0>2Y?q{9w}02D%AwJkb>uP?C$0^5
zSTy1CWhpA39Ja<umV7rpwWWPcy+iTR{fsoir_ffePKTR%bwg0l>CTq2zpMW(x5iiW
z6Fxtwc!+u?lT&qm&P^Ap$H%)5deYV!uBw>!0xBwM#NF55Eh$PuD;9QF$>}?~uC6YN
zLq=BCEjx7NY`p6E>J<$2Nlt=ygC}1EBQ80(wDjisDF@pPF2(V5&&%%h2F{DQ(kW^Q
zXQ$57Dp7&*Os7g<IMWCzg>~*n;0e2liAhYdpAu0e>FlTn+fvUk8o1J?Ks|P;%U5$Y
zv*?-4LkZ8yH%l{B(=T>3*X4!^%{uDwRd$w7n}gB9m5Ti~{zCWv+_sV1KUg3aA!_I~
zc?+V7=N%L}iWhf4d*K#V@wR|~#2DjB-O*?e@&oi}LK}OmpIcB66Ckv`_Kx#|O-I?q
z5WOaajJA0+7#<M|_UMl&er#fr%x3PZq*-1L)3`z!uX<b)ttiU1N!;nl4`f?wy8JdR
zLAdxXAVoxG25HJ&aumJRr8#-(mYN%xF?3N(&>r9u^VkSw_di;%a2$qc0`LDmLtwWm
zUcEPn>Yi6_px-w2_rJAsI2W5AIGjn^<@Zj|`ap62POe6B_CBdGj8T8lHM4zdbR>FK
zT9Isqrjyj{iGbf(<Z`=rvzZYbZpc&8hinr0uK!>K)U>&|>4rix`>jpXBpm(CFB;hh
zd3tG=MsX%VTS50E{ntx^Fbm!<m<oAQfvs?1)runEVBG+*P?0i3m86Q>K>ob*Bq(%n
zH^9<nnh|^02ulct6GVxpr-PWhKMx*TEUnw=5N&D5v9J2^<X5Q+%X4$$T4}@}rCVA6
z5*5c{^mX4XuH1UG)W#{(JoPY7EB%+&Szk_0xn<VCsvirUBZLYGdY00%ICBKXknzp3
zAj-ks=XtbE5P}wZAWz$lbUci|d7c(I)Ya9!Z!taQChA$d?GKxk#`XeN&>nWY(khJV
zP7yPgIJL*ua8d}F@&hXe6USI{E*zSJoxRq`eZ7NWZRZA<?DcV`ran>BaH{Q#+}t%F
zMa?pBZ6)OH-Sw4nX~N9R=IOWJzj9d^PyAW%?&KmK!poz1Klq|=#*?E_M|^j6TTf1r
zh?F^-)iV?STM`i-H&O5uU0uFiv%pj3#^UE_bt5d}r;Q(JCIi05`DrFv3_p+bMt)or
z6S4<xQ6&42+tk7@FU5tkb3gi60#bv>FXjB;wMA=c#3NsUYYJD&W^bJuj||5OUzIG-
z^x#(3yEvt&TRcBGryAu%RGF;2$V4v6xgQ;?y5BK#)aDmga@gQlo}N#XTnYSVfP$xb
zm3_#?y81$bUs^WO2WsLhkcUg{{FzTHoyT+czn_uHYYmDpx|M$`M1I|Iwv+VoRfw83
zLfQieV0GK1?)b!h%hS_Sw7tE3E&TS&seT(*`=?JE+Xd65cj3Y7ddtlG018<?$;PDU
zH%+c%E!Hc(kIZUKCwHt;*p5`N3Lj7Z(HWQ3jQVz}L!<%ITaw$%l#aA&D0I}<ue9N{
zV0rTG0I50-=rv1r!#ZpFN_j&zL~&`URc&qcM7qYqhb%iy2yNFQ{K<NqQ$Ji!7<$)x
z7js;Hvd48ceOnY{5Bugja8O%t%E5vUCikEXg>l~n`Pl7km5b?wUX*rc2-Z74f4&4^
zeXHx%73bC048d$gS%}JcuUSf;W|e`rnx`L6ORia;ZgImElhDNNGe<8y4#GB;+kgXY
zNsf?Yi}wb9RqPHOIzB%BYBL_>0$iDT*(Ihn)BWq+4cU05V0z`@u;&!gE)$ljMM4dX
zR;MQ?H4<2jfP2#f?~|<3z30A0FZS18)xKQVDEG!}@2U~M`WTo2YiBp;B><t`qs{Xu
zRvH|<w@<t?w5>>PG@b>zCCQ3<rXQjJ6HNWykjdOj#t-;nH|TBj$dq_*)nC``=1{4;
zvJW+kAvo8iSc^TZrVKbsgWP2IPD;0__Qx+u84H5j<>UgOP&JP<>Y~cZ_lSvpD3>i~
zigKUP&dfpk26_{|wk_^FCgH8$o1>n1Q&m;<8ESB1ViNCS<b?XfiN!iT-A%Jmx~49u
z%_8&tz~F=bFE<I$)gY=YO8?!nD*UO?4cG9zrNruLnQma&4d*unV~aMZO21TN?5O~9
z&iPte5fG#73JM<^yLKhwMc87Od>`a31t*Tx<#&afIM9oS1}Up&)%rUP3Ppd%AOFo?
zb96npnqy~a-#fBr;wf`21OFyYI3%R;pqref>Af?2PL?At*dXoyLu03dP+3moHwNOd
zDjLNp>!Ws=HlYl4>xGXiBF(-j>$x?4J_)5|li6B$EA>0&YsPuGs9!kwrFL>;kYSEB
z$42vC{0G&F?ha*|@T`!b&I0C}0HBGk$pYDf?gXs30csV^JylSGCo<g=aXinZWt$?e
zn`?V1_TQjg{Y@ETd`~tkNu2B_uA9VnrnScOAjP<wv{n?B7;cIXm#K%-Rbcm{)Y^>N
za4a9_BTV4jOL0PF%P#`PXy(T<x8w4`d(H6K%)`1~NGB8d;wZvAPLqFqCh<qmhbQdf
zqF(iM*GLg~geGAE4bDm`Q&iZ`Z+gR5Jy*1?sXmKmxGz(GIZ8Osyw0QUQ)NL(d0_zu
z)ya%_aoX_jJ;_&x{3I6%kOu|*49Epz?65mDqTG1-;059VO><!)Dw?br3)Uo<qQS1b
z7qHVao7GvI%Lk2<W^2b=VxeSVp$X2;i#p#y<kS)H$E@DppbPRsn1wCeOgs2mvtr-#
z*~P5wdwo>MD<u5szvrEdm`!kQRu)b?i1hQ%lkuKtwxRqRR^b){&qEH~0$h(iJ_7e%
z!7xvNQNWFVYNOnSaYD9%%`A8wZhNPt6T8Q?sosAPVsw!bxQHh0A>u&uk;*IkQ`2kV
znT53fA&pInUg|1z-=+S)62>EX`PD3)<;_`<?}IOlz8ycfPkgqgxA#A|WEnSw{)*wx
ziRK^&898Jiiw%&#gdLsSf6ozMZQb-)<lAIo_TdqMJCk~vJV#J_;H6ytksa*IzNKtC
z^U-aXhM5eJ1P=j%KkFZk=^#=Jbhkwv2>cD_5YyjTXx6B9lgQvLz6OB?0Cj^Dt7Vs$
z53x{en081o;v5U8V^qDc#92F4S(#UcRsrQZ=YJ9u?5BvU)x9()765i7qYK$ZhfmA`
z|L(~dAYhpm*STsR(<f7PlCeb;_3}(<h4fFzCqaSbosY0K#xiNZ{~oVd6XUq!q%)T~
z)q`K;f}X?2$ERg#DkE9WN4U&?@7Z}ry0Z3gT9kSla;M`b+^fo5Zmc{v{%hQ)TaO~_
zTffm;l72SH@O6IpaB1<Kk-07cpOdptT_^KtJDazW0gWZ?WJ=~vViuF_M&yG+to@Xe
ze*TG%F9?$5IR1U%?m)rt%PS4(p8KVQ-(O7ltVfm}q5vV#G6NwApreZnG?ffOAr(8v
z0HjdWgD6w+sn*te&W&`3XYrTsK~i_(w7Ax{$K2Nkh^rQ7dgI*G%-+H~HA$b<Z--Ji
zv5p)r;9%i_bbFMVX!E2B5Kt02xKLi~B?cPV44I+~UnE0OdgGkYiwlVswsjnz9{%<z
z*LbM-!}9gFN9I3VGJGz{zj}`wX?=b(3)TiLlg1s~&i=T4J>~DNSP&&G>u1<Wt0GCv
zV}<})>`s?kTP;RYw?HiQwSK?|DDK@wWZ1{39f?8B1RVlIO*DqAr<AM*Oa|4HirB_t
z?(rh1>FK$vR#54ynHJq?vW@bj!?|afK^v%Z<iqT9VXa_Us2HducBK)ALI!p=0G3~i
z3Ul(n5UAW@6B#er+1Vx!>EgCi<zJa$R|+b!(An@Gu(VrV54r%%?nmA)^fVY>300xG
zxWWjj&L=_iDY)|ZdXW8t#dwpxN75V!B%uwft<8Aw<9#7%s(y*4Ovqr`VJRIBb@;iw
z5#(I6+{1t6ifd8debu)~Hc(A;ZQB@dILkZx@2#XU0;j2P<Hn7eVXj-pwI2e0o&{1v
zQ5&*Y()SdQudlCbW>}D#FP^zs8;yuVl}Z91HqDckmSUH+TOjhcZ`Ujt;KjZl`=-p;
za-J7EYEwQ3>t>Q*S1+%HA7Jl)x}}FOdy0PL_f(?f;x*}Y21q!FpZgELL_uCGOrG2o
zKhwlMf_(bI1K(Gl8Xg%TPuc6d|IPlm{G+(?&dMx*7EF!Sn3K>x&t>$osmR&I!U$3A
zHb-@ECg)tA{{FGlkxZ(A@tvvEw{JfghHY-Tt_M&A({$((t;ukL$HjR$%Io}39e_*8
z7ltFMzt`7OhPd;zK&n}lG~9mV-Xgq8gKw)(t<KD3Nxec>@m1ESUif%8*f(^QuP<&u
z>RwZ%nYPEh_f+VOVQ9&*if`=g{gF?a$bwJi&JWMr{jAe-r>8mIq*7Xg=j%g5Lpwjl
zD*QTKPmy%2-f(bPTfetOOCF~QZj@t=CvbCu)AGLSA$xzetcLq0;&VW~fg6Q|!i(|u
zc%FpX+1a&zKUz#pxCsIbx6;+V>z0elNb4{AJh96<@3$H+TX(!nO-V_bCN4@(Y}9Wy
z&}uk3-Z(J%5JX7^epCJwg^))zX(8^Ww3npG?+XalUFADz<RuZhCdqMN)tREVXWI4V
zWiLmx_p8D65x4l4qLkDpq>4Sd-M(p%amdQM;7vIuCMIj2v)uKd>aGD@A_8coI3`Y5
z3A{TjNWYVC*Wv_4Q%j*=c{huL9W=^`cJp!sGmT}dMm+-EQ3vSIyog8H&os%cm3x&F
z_2K9mHi8Qm9HdZNr2XK$FPV)J`FctfeXsZG#>jhH7W_J{_rLj&Vd2v3V$W6wss)Jp
zxH-bXI?4%1G)MF*oDn^=UW#%usv05S%+k9XPvV|$)C6B7If_nJxlG<F99J4Cu?`zM
zammYEy}PB&Q@w-ON|+04?cHn}0xauX_$t%VE^38)!ea|j0Hxt(pSs^q2=a*EFD)~(
zN9NY8o7xITpT-V;5<V6c71iEnvD@=m$51t&!O@PmaJ>7{nWt)<#+OEG2j8cTK(PTE
z)5UMo{Ng~df2?qA5)jVIN<w3Q)YSNOLa18q9(QzfBxjzk**%*+$0kb_l@k|B^H0-H
zFfV7ZYFRzn>&HlplO_k0{C2>p7oYr_b=tdsj#N`&@U4L;-0}imxzU;<G#rK-b(*M-
zUs=`XLOk6r%Qtx=jrWo6AN@)t@;eNAOx$I;l!E&cUjdpokea+SYf|HWmEX$$QjZFX
z(1W0EM=xI`<mszNtvKK#BWZHKebe|?_h+xyqxqft{h4cQFJ~dW5W1*u^vLi?YI(O=
z2>&b&hjXLKY9|kM@M|ss;>6cJ^Y1#!VZAwpCHWnD^Eq$7m|V85K3Yr0$VzpD2+xKd
zZDzsP*^Ide-B}YFd`+{nR$6V2!-Wfw#{<77`v#?1#mU;tv8P^=Ta2H_NKp*@Zt?af
zmm`G_7#TdCFaP6UhtUgsHkUtnxK19Am~Jz$*SAFV6_b@R8gl_o<6ax2<(Q+X`hW@Q
zQ^%tE7FbQaT^9b!$5`6VFom;k#$~7qZ^9oPz1bD<BOCr$^RK2A%NnHCeIBEBN|{E=
zM#C6b3eGK#oFsNpJaH*pO?1WqCnqNym_Lk%E7lY#tVK8&!9$9XZx}uogtGK~`W!Hp
zZY|wLGc)ilc6N5cnu}J)f|e)7Z4d=ZRby}|VQaXR@A<K<(GxbTRt)%lXJsLO7Mot$
zN&qRE%|fWCUabqIEad4DJy@YLV_t}0l%)(=Yw>Mqrt2DKOiVrGS<{`Z1iq&f8{c;r
z<O%`GebA$G^v`JTK2!qKhztPZuGV^fU0=$?W?T>z{N1NYyo1`@AAc@hUvC=Cq>m{p
zK{Sip?uGF1jB)`wlfSz{*EN%Gh9XV^HtO>Xh{Xs|Y$Uve$$rbH{D2_`Q(FxZ5p)Pf
zZMr6fg08R)8!-KJ8L!mLL-How#!ZG?Did+0@C0q;ZJ0&QCd$}TB(w_B5u{1}mzbPg
zT-K`#Y9%5vUzoR%XJ^}Y*bqsMs5&7I<}y*>5r^8+a#T#rf`%pE7J`*m?Lk}H*IE<f
zss4BGO{e0@16|12usJ#K@_ti{0-3PbJ^^spXDgD&3=F7Z&lSD&rr1>PB*qktnSraR
zMP(q98^I!xX7{c=k)i_9dg{!s|4zKOb%T~9OSvUdDtlzvx=>a+<u=-z^bQ2vLE&bN
zcwD;|^+sQTOzH-b$&{9&)VHE?VBp2v1Df^nJx{NFhJCxK&qWz!BJ07ul)<yo&n*dz
z$Hd;XFgeBWX?K&SyG~)^Uy7dw1jSgq?xL{~8JAKACsC8T_9xA;5hgM$4nP_A@<V+A
z%vF#NMyB;i_t4;VmdsjBH!4x*4*N=Dr1x#AXaRcreMM0m=ft~55mYmrtWf@dh_2z9
zn9T3JdCZErsfO_0rPhM>R`PiIJ6`f;$^<0=Qq22V&~r4!^!{)#AD!jj_u)w^T#X_G
zYEk)&5@Cs;B%p5LE!agi=SnZ6Mbr_DL#V|b3n%?cbY8fa0u(8!1OG7&yl*qP71B$9
z#H9dI<-iqYIt^So1a1?8vdpDI!WqqtmbM1W&sk6Ky4T?nI<>H*baMZ@{pE52h&=oy
za{)YcN@3)~Tz2PsqJduX=j&Jgg0hsN%KD86XJ@!-u1q%A19`V_H=VJHD*<4gF_?06
z?3==C#$32JS}azN-?}@u4*_r8gW+4fdz=X#Z<vfZfk<Al3$><>?pop~IWT(ba_-#$
z$%DPGS1+vX*<x=guiesOHRd4iVxlEgKxg?)8aw<v9*we}|HDN(W^N#}DoW{v5<@{*
zhfH69|D^&&92S`NH2?Id+&L9LPe1cFMFsrM_3J^KM21y9zL5gdR_TPJX77EXn>hOO
z*wf<sUP|Ub!vk5fRPwca`j1B^I>hj|WOUdx7Ky1bJC|5}_p{v<UUg0*sRBm{K$mwq
z_U>MF04M#q_#Vw5n1s8?AdoF@Nzg8wd-z5i@IJ|fUj8gfCEBBa4B;^i5(8c1QBxUh
z^D2IPlL~-R?Ymwc^;cSst43%5kIBc569f4QdYdt+P|K#^uF#?NaiM9Kzrk(zq!I8*
z;1DYKViGD@Y{Mo7s)0O2QY&epkY7R6Pd98BS(1R%29rT<G#EV}ZmNNnIB$mhKWd%N
z>{a;Mp2mm3!mWVXaEmo?2=W#BFUr#W{45?Q|3X>n{kKy6in6@<-|Ai@%98nf)h3`P
z4*JMNK53=jWL(3xkWNcV)hzlMAb^1|-A#a<lZ?7r2%Y;KQmVJ3ZO{MiW3af4B;f`t
z4N9c}7RBJ@SGiuI<hZZF46$=P*BOq%v1au!`UC<^isxf(;9GF$|8Sa0n1`~caI^Q|
zjlgVGs?T5M$?Hjukbmr*z{or|S+yAT74D3Xt}WA|oI>g7oJ%1bxN~k7`6ldC_WL0&
zXySi-E8M3Ih5ZlKvgC*6VK^s_=}+j;+mii~LjQwRp|`o}IiwCrmha8Ua10i%XqM>l
zpki7&XP@kg-`hEAclKd{#PhZAJj^_2f>}l31CCi@pYI+c>l9P;)!r0Lu4s%O<%xf&
zp?FRCzYPj%Qzb5}@evA;CZ%8EwKMj;cgteR)m{5*P8jJzHi&El%S++1R`v*>;JL!y
zeNOvKNx*V%3ycs}m@#U??h#GQ849m%vOlJ<;uV018PPdVXtgq+5R)EMfXwlW<j(<=
zciBX6uwp99Fe)6fr3sFjIb2ALC|?|;v&6paSO^XK@jCM`tX0I~CAm*vga;?dk!fA7
zA$fZW-2hM&PA|LjUE89U7}5Zv6AhFOPI}dzL?H9{P@5IP_5dNnwaSUBD2x4zjffKb
zDNCS+Wjk9dq`9aM0D5L(g@s%<J5<QFlOTTuhO$TVzF|ddzpL+p57*K<Y|bgA8>V#y
zPutUqJamcFe46FSgp|-Q8lUGQ52+qgX|6s6REPnllfS-CO#CXX#P>y$jl9BVPZ5y8
z)9rnB?}mNSU?~-%xEDn_XOh;{XIyL_+qxSyCqFGuwyqjt43f5{DAMMQt*0zcEnBS+
zLyT+~e(M7yB6vxmtr@FT6P}MS^0dvd$bLxqO7*tdzRR#?&bL=SG0$W?mbiqn90@1i
zJl18vNovGTus;_n#Zoi)RNyMNM*L2i|IvDMeW;+D#h)`iyMgZN`7a!}!dd=PXgDGX
zyZJP21S=Sfv>w5D|D~``z$zPA=dWs#WN@Jhv;1pOuI<Jz4)fiZLa2k2GX95}`kJdp
zfA7d)E8wK4$L=x)oVIg-t@r`wF<HKWNwHD5CsD|ahBs9czAE@XiADA<8A+Z*yguOe
ztbb5NBls}%((+|YL)bmVR!M-`$_g14mO7pH1+k*<ToC)W`wYEH*E|9aY}S6{u~rsU
zyNDojV*ezqbFiLfijRwv*_n>OS6jRxI4SxNCd^;2N9Kk#Rd-HsU7TY&?z<Ye*Pi`%
eXNP{~3>-77>)mba1|~C;f%~djDus6}gZ~e;u*0|j

literal 11508
zcmYj%cRZDU`1gH=y$;7#&asp1oj6A+l$jFBh_d%A!m%<#$=)j!A&Tsi5wiEn%-*sN
z4xZch_j^6h^AGpy+}HKFKlA!r@Avf%*U?g?p=7570DwkaP31lSK)^=`Ku!w&d*b@h
z5&*8%sH-SHc#*b|PVs<g<h0eM-%@)(O0$2FS5ZCX!^VpGM4C+ar1q}UXHq8KoU9)+
z%$4Mnx-L|tj~KmjU1%t;qA4k_)SwHCD7n#PTPO9YN4p$#O`WwNFJlg;I%|(6-IP?P
zeRda(Ef-JHeYS|3TSf*320FnTBE=yYsm5FD_4BU=ghtf`(zIWipw?U#ehZ``;Nr}2
zUWAaB@FMl$hnZ4JLK4`&_Fa!lO<z=3Gp|}e@5O9{EAQ}x*(8<niMgLvy`iXP#~1$<
zD*MKcUHw3p;w~M~6LTqy`2>d!>t|hZIf^Je9F|L`#*e6fC&5Pgs_miAXnU;4LQ?R>
z=%v(M+RM=lCs=gY{Q&*Lcey?m-zd)m^-@OUm)vtKdVGbPf+{GO(XPgtW>&FotLvw&
zJk3e~dEk>Oi4%OES}*V8+$_T$<6`-!(UGe8CRV_P0_z2sJnrRKHG^g-3+Zhfrctt-
z#N0tVW38DiC<%~Z+rjipg>oThraOfRroEQXi~!RQ8oSrsG}kfA%7};Sb+t`iq}6$4
z-_yR?Xjtqd$SQ<`ZDL!1;3RwkljBh|RW#q5lhwOnqyAR{(VuZLOQP4)%DSFEgnXGT
zLD|an`D*Z30Al=E-N3hGZ2uz*_9g8TnaQ8WHK_xZ>2(48ICMW$ieeo8M#M!fHo0si
z_s%itnRFpjLx*%IM$P)Ce~=SYougIin}bjN`RecUhh5)}Hu+P4KsBlgf^zPoN6}ww
zC(el2-yi5yU*!~-1NKPgbMsqMmnM)lXg?_k{4J+#i?*GI{ZLu*Nm<30C;9s>^+qtD
zg78H>V|F=RuGZqhh+({0TdMj+d-j8pNFk|T6d$E=8!X0p_BVP$Kb-*=pM!AC35=(?
zZCmG=!EjdL>#DvtHO-1@2xKJ6?{Ok?0@KMp+hIn?8CD?pu=|hKO}<9$FbV_FomP1W
zx%sm_dd$<aY^R)W?0`L*7>Y{4_4Kc_Y-gmOCaZj<qYX@w%)PLXeS$Qj20rYq8bJ^Z
z1-bV)9e{y80MTr~dXor0fOC%n`WfS#0`5wf8g6_3>m(`>zOjhrOX7J1Nbm9LK<Zx`
znDg$KJ8Y48?LHUlc90TA>SVT?ZVpu=I3JP!xOYe}+Ul>p)yc2NqPsDHhs{ba$hobk
zh5Z5-67F$r`q?3cXE3inUJ09iTIO}N<{>VIoL<F0iq9`_h_*qD>efT%O`;ALi%-vb
zZe~wIs0)-l2h;1FVXLx(q_zZl*F*0H5Z>tO!gU#XzsOV&AVF-v-jSy6Q@AcvhN`<Y
z(DBAn^&jaE2^YrC#4Y{7sSDocZeZ<=%I*3pB?hsuX)_}QSbch-%I_P0l!%0mYAd97
zaz4nkg>SG90-XAnGy!FI$TzW<%h4E%2ro*Y%U=utjG)`&zmLp=#W@Q({s3*LU~pIQ
z<O-J3syIbV%SJ%9&&9ws)(t6nOQjXp@hWjV9&cw&k(5JwM-uSxM}w<-LuFw8x)`Kf
z9N722k^<z|2WymsibM1UTb4<)&gkwSvG2nN%j}bzfx+`xYiL+mYzhGq$A&wG;rMY^
zV1f}Su}_eX7zFt0CC|eh7{4sAPX^Zn#I^IT`C%DhI{s!4H1U?%nd*UDh-OwbV<OHP
zY#30K3W)3wh#%;==}@aDJ}JkoI*<0lK7i?XWnqc8?&zrB<OY|&ii>3jmcs#@<Gu#)
z@|cg%D7!0b&5`jw1?KU}nW&Ug72@9!lF&x#D}@V?w_-xJbHDM<8d4EzOjY5i*eD1h
zt6e+g)cqYj*)-g*5PO#lp$y1JpkmV?rC(hspZ&{mNc%3X`kRbFSH!vLT`mEl&H<=L
z!sik@Ah+L#?!UuXUs!*GU^7jN$(VI%JqLUlX1(`JBzEin6zhV<QIJ^ozu?#(BriI@
z<}4VO@-Y@k!le~!g745HKbchIHQcKhyZwWO6YcK*BL%W3(DwsOSlp8R8UO5Odt9IG
z$g<m3N&;%hCLyfI*n2?gHEIBh#5Uj2!?TM+<heOuGns%Cr1|}JNgXnBiSdia_7CC1
zu!n|hxN0OAL|8dAM=m7+zI8Oxr!B>~^=)9dNk@PVz2sHHMTy2?3^f_Y-1lGzZ}VPw
zY#(}$J+1?ndHtCkP@RUBf~Y)t@9NM#4!n2IK@4Q)+1))L&H9FX&B~H*e9!VJaQB8w
z*sSiH^fMV!^d4Nx<pzs@ry~7Iw#p97@;NZBJ@1_HQ+qP7vAI})`||s%e)x52>?y_N
z$A&9AMkCi!^<r+yivE^yM~Yv&%ZxEgAjM<80`!<`H8(tOIe#48ztya|GDp@q475?a
zR>Fuw5a%idI5h$_L$pyf{Pp8%5@V*Cj4-*8*ZnPYN#DWM?4j%Ob6pC(*2H_V-4yV%
z+-1=(=j~G+V$+pIU=*L88Rj3|6)si9=Zw8W7Lge_M-5zT5sy^UmHKKZ3-3b)8LFPv
z973pW284S5sNERV98<_3MAd&x<z6Q8sG0z2VFLhPKWP_eL_OktVAHc-z;7Tw)9p4p
zF2RgT3IY>%nHcI-zZGUor?g&hQ|>HR2L|-Q_bmQJ+dbuktf&|IzWdwi{jqq!x<-;{
zyIME?`zIM)Jz0O`>gU%}NWN{#{@>b0E?m&zwBWqUdu47MfwydsthN`om6F~+dHo^?
zU=6LF-ONlF93Psvr+Br+V?(q2Kvgxi$HD9N6XC)w>+Bc#WnarZQXb{0YXaS44@{ui
z3MZ1`u3A%1sTmyrAO$CO11j<Egp`!*Xs*~{V-rBmM4q2)H55Ee#l2aQj_dq6lR5Ck
zO@Er}ZI-Ln^mA%PrwcF7to9yee+LI)X)!Upc)&l>Vgie(iAGntLZSs!cZ}&!(_aLo
zv;slm4zt=t4|d)&SOYOwq)yK|tnck)-D%Xg(ABFSy{2A<mVN)ekOY_#nVFfTIub>#
zlnQNDR>d~tANY1sSwPKEdV&F@c&H|p>AX4TMm-_?#}PlC<(x{i7Mq`!Czi=F^i3vZ
z^UtRU)GxT1na;Y!RlZ)}MHYoKg_cme0JQ$)F8}^t)OixU+ywj%1LnO$K(gQmc`Mc#
zK1L}(I*Wq3{NIDQ{eYij8mgQsU%KJU!bW)yi3NWt9a9&dWD`6fG+3B5wCP3b;<RO?
zVLC+?VS$1j$J`5lE$>!`w&Fz+e$x42`FMGqoBhQX&Ws1rI2aq0vLI171TuDaF18wv
z+6euCX&}L)Sb1HbzZ3<o`1vZs5a8>i9};3u*1g%O$p5t$S{DyUjXT{%Vs|*0rGNly
z2}qgBw=OWId|k7q9t=4=I6Txt3TQn$CWg|Xh6(Q2j}+Gw*ik+btBwZ=_$WpXH|oJm
z7~{FMGOQPJMnXO(z>*Qad%K)UOqXS9Vrc00c|%D_Op3S#spL$-$_n^-at)DcDr9Jz
z=k4zfn#3yD6~DhY(kve50Oia~#r9{b*HG8-aMr`21%%rV@>ZYV*Y5|v%kHM0CW@MV
zkYe)Hm~k~y52*J2DuBo)ydh)9WneF2tn(7ttbetLT$K7Pr7?ve%bza|wIvmq+zu0}
zl^PNg6Ys!!Ti}*kG2t_j7zKq?Nw2Kh>|Bp`ss^kP(=W0htbiDBzz$!GwdNM7{QRE0
zuc;}Bes?L;znlD9iN7;~AM%xqJR}8Zcv9o}#`|Bpz(aln3F!i3?tfi?;4CrpzVFvs
zhkj}yI~M!`?o1Y6;pYZzg?Z*<FlR~h0`Bx}2RG;7A2gD0(xGh`Fk_B~o0FYZhBi!^
z-~<GangKK1yj6=>;-Yi5cPq14pMQZ?x_R@_@mh)G-1_>)mW97+7)2BclVNMa=J#=C
zX{nVS!%EF&9qhXQJN>iHl1u!evqnBSJ1zjH)F6MG`X&^?eKTy+LiOY;$#3mLzGk?I
z&xW+^{_4<Ro_d_z)^5vm|DU1CX9rbLC!0>+gDBee4eqi@0kEfzPn&k>TJF$u4G#^u
z1beSBODd^V9p(L*@lSMuuB@yKc8E3<i93_yegtlAIxZ@FNv~5Zd=gmRz9SXt!Xy|-
zYKEP+gl>P_QgNU9GWzH9oSosqZA4i4&MVuwy*k}lMAU$+7y(Dl0QCzqfI*?G*_;$T
zT@Naq>M0nRm~>IEwgV!zQ9kS9)zV^Zzhy}0O!pj~bgCrYn;med(@Wy}vpCD(_?nak
zk8f*%quUC8coO6>4OnKhr*pUI**}&$-yT;wKChrs7ZM)a<1iDUGvGN!yRvE%=Hs+K
zV$ODA2Giu-K6Z9$bZ^NFd+ik)a=v#sy;8<NY9RcG%=mJpNE`1FJf4&tM;}{FVf}lm
z@XP4Lgd{1@$Vb8n<D~3pciz{Ec$B#3_DJWTD<k_uaP0IIA)8HS<C!>3b3r8!sylrg
z;6(CpJw)oTOi_8cdwF^N9vMlzd+%QE`1tsP<|>!JcYXn9XNL`TjN*ATp@XIrUUt8U
z$jHqXBv#YJag1<PR$0FCfY<RcX+2%ldp(yfk5>-|hFN@;{0|(Cn~1)PEGELzy+BkL
zqvnj`b2r7u#1zZ@x_`fg2Ep;sT^F;OsBmxx5J%Lcd+x%$>DH^u8=tM$?E}agj)ym+
z8*^SKbg(!+k`twFGe>dsFNJ<+7+vc9qYM+1xGw=&(xVs&2{R=>KOSlLc(l8umywb2
zKt~4=pO~nsjbOOXur>TX=9^08m%oO$=M4}XQUDUogf#FMiB}&P=<8D^Atk*(QR!5$
z_3xaxg!z;S{`Ka7ZWI2-=s7i<%1Ar@k-L7G@H2?)Q&<@J=c1x0<P?=fWTryey;i>J
z7BU*VirP<jQH3#$-PW*QDyc<VTU%ClCPuplk|giOFKyY$x|*M8!X7VgU}WUVxi2rg
z-J`M-Nym<(pl^czdKvu0a3P(MuKdL8z}VH#;U$Y*HeEJ}Il-UMgmUFS)JT<ib3BlF
zrlNSVUT)OV6SFNO?6`{Exd#KsVR03S%dZmUo$Lw9V%N;!WPP!n_4!lzhSp2H%Qw2$
zHaT?CKQ&!lzpWg7Nxrd`uFJ<jiudZ(i0kglh=uui6)#wp!uIs}St8Hba6<7J!NJW|
zm)H-`VBx_jxcb6TeEA`>aN`mS`EYo>u_1A+d%N(!hr4McT~m`FBOxjzm0MI=Rh}5$
z6B2%-8PG3&BItg2X=i#=oTWvSs~1qYc>!5=M_%$x;PP^A9N;(@lYE!9wzN0?RK;zM
zoDc{)At51Gp$@iND`#^rZdmPf5^CA`MS(wK;Sh}^F-VIOX%-|bj2|gi>-<yk`p~HT
zBxgv-hr}t1$l}kRBRFTR4kyQm`z8MQjg5_RH$xn8HU35nV@pTPISTWVtV06RzK4@u
z$y?t%_V=;(waJeIzQd8=ZkQ~wv9q<?T5)n(Tj}ZkXkWcKs}nSr$Y~95H_3tt(?1&%
z!)N~@drx0+WVBLzjtLLXHhHykTbXB1EQu`lJP*&CCCnlb_q3rm9lh1Wqxdf!b-JvY
zMvd7HRvwrRhWYiA&|smZB)5{D^4wtN+^iRK3k{=Z@Cw9^xe+cl*?{3I0qqQp(>ay~
z9dQV2S12<~P|+6#+of%}^RvF)CqF+wZHtkSx?nFz8h+$Y6=8au1yO_le-Nx-`eg3r
z`wP6MP$Q`x8|+?Gv+Cv6k(!kDD%N1PYAM4)<@oGmtFZHjkJvoZb{dMot(1f&_h4aR
zq0_TeqI4ml6d{pISARIDr!78V`c#<t8%9dta*HUY7vQB1^UqVs-So2ww}0AjIOP+C
z<x0prC66}!Tv+%i^K{*+^FSMODmCeW=DSgtL++RRwJvn5earvc$I{31^~}BY!(CnC
zKNt<R5uc6<F87*ZIjX<6ad(hnWwEaME_Y*`fVM0Dx|Ec48cvnv5eT{o*)csLAw$A6
z^*bR|>&dT%hle}8M%e-fB(ARN{7*~Ra#S;HZiM$^cZMJTH<r1haJi?=8H`CW)5Aj}
zg^`3Y64#*E^Ae-)5l0!hxjf~Xj-DQp5vG3Nys<9t+SL?ZuQJi%gW5Yd<O}?bRc=_c
zeADjd&VXsSgz<ag@WSbtf#3JYIxCq7Q<Do9*6qKCg%gK$V{|=(v-=e^vz?OONzwOI
zPFD*{R)zgM<+jrmyyOIHvzuF5K7}=W&#koDDRN`e(H4U+HoU^ZV#z&gcuF>?>eA~a
zuP8j6l=MK1ZWLWzteCp*S-G_w0O#Kpkd}_8m*L$WR3$#@zemMBUd{HrCqpq+Yrb6u
z62>wUcCHKUxj@)*Ykb{G95Hi=O4a}a;JRIY^6$-tVtR)*uNYUArvgu-(ACGGJRY3!
zQ_+?moJ<T2+h67-W@eVe5rXvY{j0OsO>V)mb8sXZ`l0*?TrG5>A2dH!75WdY#ztvR
za`LZ#bElxLH1Xu3JYzaZ;%>yk5Xr&;Y=Y~16M6VrUonWm3)p?@w};AMb#-;bu9Zfu
z$*znd9u;CKEna6glVZby?!eH{@DowrSkvclRW#7?=j4=QwRTQDG7;ed=5X}nmCqwl
z9|kKbE8R4*%09)l_fpK6mYPA*^=k@LJ<3qcr^vpWcr8cAV)V|foZi(%k;TyLePH4p
z<o2>j?7KMQp|WYo3Uu?(2X2?4B=7!tRKu+6$I(_~-(@M_ZPItl^+3fLQk!x#!<Li(
z2}diOFlQw&Ka)5=|4d63H_6@0>qmb0#eV&n5o_$oR&I=vdHvGN4Bmcv8bdgZ=n)m8
zxDk{t@F13P>aUEsziBiWbl^Tan%sWe*Xt>^Th8M$iNRXaUy3y{m5lkiP16Zn_nhwg
zIk26uVTiPyEM{cLp}|41>2O-nkNUC>N99LLC6T^2=ug3!3?Fc5B6U7L^Id%-J2exQ
zkc30*+(OVEftcXST~}>`5VENeee?p$HNwvfEF(Mn?^jd9<CCZr%ZI|AMsCfeU{{*c
zg2dk{7AebW^5Zv03Xu(4M@2qVR%x1{!5s6722pXD1#}v-HCy$$OH|ubypZRzCjp8+
z2hNr9_1W|-PT&a$3$xPkT*c3zcVB6yQ&=N0yvJaU?Niw@U*1Bac?PD9CeJZqOspCU
zg(dYlY3b<?gXz5d49J6x@6L&MW)ZrO;4}x|Q5B<7$$(D+C*wg*S~L8W*3>miCzxK4
z|51mjttM&XVzO06b^%5CJ!7r=+7kyXIz&rKb{yOc<G)1LY{Pz$*FQrw!;7E%{$xhQ
z%6&LoWZ0D4+C#Q^tXH75Fb~D`8^rcaEFMWRHn0Veq9u?O!LMnlm7cs##mp3xP!KZP
zuPq$zKP^LC>!N}A#(q8luP)isW?*se77^0$!0L|I_YHzz#B?XP=h!MBSi@>}!GWbv
zjrx=f+Nftxg+DyI>>SqzL#b^ACntS_svsvur9CCoV8FxLDhn?$*Lv^UTH>`QcpBeo
zpl|S&+&89fsO}$_#Jo@}E9D>eHKK_ymCu4K<L57rG|~ny<h3q6j9+{&J!F|EGmH;p
zR}gvr!N`$f=rOt!t*Y)D`ip{ioP@Pzm%S|~=z9vIyUKpu=-%4+<IVT7L#@B2OKy}c
z-I)z!t6#ZqP=85W*cyP!v$-AWhbDwbKP5%62GpNaO2<;*8D@z45C#SYIX5z+>)tg>
zCFFOVFZoNjbqlnXS&hAjthSfu2Cpt2v0<M1yN#165}J+kEFcP0I6h;Zhmdz%t0DV(
zbQCYVuUjb;p&EhgmGZ*9kBvpFwhLrFNX9by2v)l6n9?$foXwa$#Z6l6e|fyEo5`RI
zV-1MiyWh=j)Y8&2SnaX)Q9X{oPyV3NX<Dl%-74|cQ+c-6$EWGgzz{qf%oDHp1?ZR{
zK%j7Xyx(bcJNfzKw3dm^irw?+_tI<HFo<WxetA)yE|C(v7pO`{Nqi7p6BDUCR~ohb
zkM*v~$Rvyv7gjc)K8&(|=Deu^FdtkI6nwhse7t9~8ZMAwrWDGI^^z^`7VuEu{hVvJ
zHZVQ%>S&kD4BE?JKsa>T8kJAGwIf6>1qkOc(G>iNj*80T1aopD4bi$i25GlNjo(vK
z85ETv{$o^*js1UK7eykFID-F+?sG8V3*A+^acC9UkY8^xvu(9jh$Wgq>8Z{pzCCLL
zn2Eb>v5+)PEKG;i8enJLqG#`)oaj+m{&|_Xd2eF+EJ3oIcC-4~!DUvc;Pd^<!mo>w
z({Qs-#nZ$^S)(Q&2YY)twqPTp8Xwu~X`)ZWe-&CE3J3}Dun<l4CKi{-c$obq21)Q|
z4gFYHFVH#6lLPsQRQ{R8-f&6I8Fxm_{Fj%+@|Z2x<P{RPL&h38Lxs|Zzox*fhv5^t
zr#4$oEX=LO)6@eNm8hYO=@|1J|Fs<ooCJt(@hk!i=Hbqxf|cr$C?hi7K)Qrce(`<#
zpKo@>v@&WhApW`vr;gbH>e*Jn`$;V=t*h$FYikPL3BJD4^!MMyn6g~5RoEi#%Uft$
zUO(G<!R$2&k%I6AfLYmz;@er38{0`Vn;+5ta#dqKe*@H@T_dLc=`Tyl3mT@A_8<FR
zm-kzaE>2<9(X28xn67t^Hsuc+_YU`$8Vg-)xzPuI4+R;56b0|3w~}T2oXyKkIJBTu
zPsa0vIZqdtr&B#3*q8M@ol%G7?Fa6etOid{P9DzWnCe$e|Fg+gWfr*xSDv_Fbf?Ht
zaAn|lp+(X6n&Ca?V?rzSM~kUx3*Y@u*G%1*d*wLe6CFN#-!$*(u;C-|`klHOVK<TL
zI9Y77tq^BY-P|V{M1D*x`^2|;!4v9;SOZ3-hY{3PR+}MTfwq!XlylIh?++h7j3RK1
zS1YJW%3@8Ws9wJKqO^9~PrTZfMH8O}o)(DOL<=oxpt4e1ce&4@qwRFP?}NK{DGSCX
zM=)~BtLcnZtKO9K=W5V9NFDIJLPuHN#SP1fwXu0TdUW0A<mAt3KZB+*=2n>hyl*x|
z5)Wu%=qaTnQ&99(f0F3^LL@WERFC#6>_c%PR}1E!QXjmNMhd5jm-I<$e>5>Z3GpS&
ze0%q*L-^@cmLE-1AGd?R6S{=loZNXM+PPnymQJeo^7f~4`ew|(deE0b3a3fe<TvJW
zo`>zH^WaC5L<yd~^@nNVpXk&=tQi{KYvLK_P)C){HeznrKGG~L;`FOs8pYO3V>DOT
zs0UxteIm~(zX<JBe?~hXrI~JrxNV>51U0AL-l4xmO!4Drj_C;MK;34?tIY}6tw>8t
zi)Yq=xExX5Z60B2e0g+K^HBX#O}iX26Y)1k4u-gTR^zqhnz8kG;|DvxetJII&(run
zc9Q!H<U^M&ELIp;9qZO_G7^OjUfv1Lz5?r2C5rV~g1A=m>*_VW9k*5K!KF}3Ox3Qo
z%MFfJM<$JQUm4C!S~XM)E3STS8kG{)Jw?|{m2|ZmwYYgtm-uQXT03~ld@ETvznW`Y
zHy9FihgfRe8opfnxbiNC9Xhu=NcAl)HZ~U|UzjYZZ~oJ<7@V+F$9@}Zp~IGEhM9i$
zP#LrU>D>|nooPo`ZIbJ`2xd3>!@GxnbWV@nuJyexs!5+r=0&{Sx?jT}NEP`F$a8!U
zcGc1eD2+-io@+>X=u%Suy+$u?RQgLLnH!WknGD~3rol~ay;Upv?<YL(+Lh(qT#7cj
zav7i?j$*`v$$z!3nlh=s<BZe3+_H;(mCm04+wYX@(E)iIx&7ZlCB1B3J?RRnJBf4A
zZN)z@!@v>nrQyZsH%p#}T<RXB41Ljt9Kf}Cb(NP}Q;Pg0sHd}yA>&5-5A5uO>Ym6N
z(qWOY5;qhT(|3&xq#h(zH(FQkOPpW%5vP^xC9|nlIU{yl$A!ct0PbXF8UQJ2i&Ak4
z=z_9z0K`HPh3}$JC?@fms;W;+{<^yK>5KPLx5sXr?hU+eXuw#ZTDe0!$OcJ9J4<)8
zNRWsV)>X<BT&<WL3>bZR8k_>;otZD4^WbyP`uh5VKV1GU4+Ri1!A-hGy0=F|9nE;N
zlcjSuglbbbb1|NzB%2R?uroj=1vxT1AO(DP2(>Bqv-yFpv&w0|)ZOI#e7^X&xF&Im
z<-;bU0MQ1bgw@1ShEMd>D_6`a?hQ)3Rg2TX!_~yzjJ9f<_QK}_##r&u_Y4IemH*y+
z*~<Lq_4A6c%oTH}kbcq3pT5KOvD}JCEaf$tgKmYbkF2DEupm0l(M{@xUnM26HWgz0
z=mVF_G}h35Rj@NXM{!iP9b-AcQA)cFRo(P4I!H4N-;5{}+Tpv9AUpI>#<QYqI`rWS
zv!_}Ier4t5$vrW_OO|D8+){n7<uyu`k+CvmGJr$-4KrOjUroT-({piMwC2ZG@03Tp
zZUWOTf|Bv+SKR;pdXu*0f4V=?>GgN>L453%pm+yu3eNrQ7syBC`9epcywL2b9kg^#
z#0QgnxK=o*I1-wLDx)c4Ym>o!(kqad4%LU*mw*+wUU*)(Jq-Z$9OdR$Rua33F+!5l
z(ppZHIBwcz*8WWyZ*|#L8l%mDjqywP5nouMF5ntifPiRXz1#YM+CZnt2LgWF^?gY|
z5wVH+d&O-fG>6z&1<0mGBX~WMWSuz6GmB1Wr0=p^_!xmc#Y_6}2$%Hh9uYieeJOwf
zmCoYnYg>o?ZS8Bnc_u#O=eziw;{#xwe%v{f9lFFOa&gFG)gvWnJhDs*2NHGW+{NGR
zMr@<H2S(s+lm78u?|wx(H;oN8p9LseGT`T0B9o^>h63&E?2>&qcB8sfcij4h`MCRH
z6AFV=44stK!9Jjy6T;T|^Y2A%Px&4i*J+}!m9KLquhGQ?n$6N_HqeQat=lwix5X&-
zm@RfDcW!yO@6mRCRZM?9_vrQz{FlD8gYQ?bGpp$jO+In@PofYt(Tma7XmE-hC1qvr
z=%;dSM}8bCe6;o)ivI&<@sFXB_d!xu*JpO@g$Y$qvfug&-nk$&zp>q^jxZOQR&zeo
z;dND)m@?ZFgq{mc3vx}P;*x!41H>jo`jYu=d>=_Ne5vCu{onN)(0<!1_jNN3DgInh
zZIAw)zR~E|z;x>-Kb8?)GX$}qhd>~mOTt~ozHc4%hpwE_cQ5sR#VKJV*=*H_!}p*$
zC_hhmcs2CzFiAEWE5wi;(0MTND{A;B{4xR^)#&Bvx%v$1Q~c-d+VbXKa*kiDS&sqy
zH<M)somvKF<~w!AtA%N&TOgHFuDPgwc!#mU8N1xOF5q<*E|S<-FyUQ*u)wwJzF4P@
z1ozeEu!?o6tdph6i_>FgS_Bt=)~DtL{rHTCDxb)6KNlBqX}jTT@u$@_HEtC`n&g`*
zJ8N`*j=~A;J53hWFTl!LXrrq{*l1%@6C0P~M8z8(m2CdrKYuigt6W2NO?)SujY<iG
z7r)2HQ$SW|YYj|o^P*9h?jsXp$GiW7MREZnm<sW5a@v;8gY!{%YyWoJFu=@N&#4I~
z>)8xPXDi@Ed6I#!^V7rWf*M49eZB2tI1>}oV2R(pP&^SJYG7$dD!s=&>jURde7#Eo
zUcLxS#fPXMaCA5(pRnyPxop$oVrz+j)m2*~;=H0*KvB`PMIW(rkcQS)+-Lmmcj_Il
zuVUnCW6`;K{*X*T^I9vF#~wB_^E3>hiQjG;2mW16SqmquudlPxH!audAOZ1m(_8<v
zJ>@fXk|tUy2?4Fq&!0a}b3k*HPKP|c?W#T_$THYMkwwAEY{-FC^S0rl&rVEa;h8J9
z>TzwBe@9`>;ICz<Crpf1#om#afRE<ae)!UL^lWZl8?5k(_mm6x6pUY!Lq)PIE-NF&
zM8JqsGGlLfzxNG?EGw6&X?+^KwZ6+OO?6`*$;aQsMlwauDyO_72l7Hc;zhN1o8L|U
zBUjU2U0>M}$gHf~rzZF%>PxIiZl&s39f`FonC-EP-f0TtH@or70k|l*A(TBmJjBa)
zl!)86?zC-8`ua}#!lInpahXbPWFNL7s4?E$`<rhSWhq%Yw>3@IW?WLA;Pks$D{M7-
z;ZZ?FG=TNS`UY2^?^fNRH5X>58EKojZ-+cr<Il4BM+sJZt#+@t(ui|fLtleIIM#UF
z;8yc>ugxcS+QP%bc_L89M6jmudv*NrhaUL?52f?w_<&h+6crzi-^}2d6A;jTnEbtt
z7Nyh~#!5<}%778PsbN;Pws1*vt}=Zi(rrYOJOwu!TL;0DE7A+X7Z8w%@o`Fq27V*~
zWQ$i^NbbuNQ?~y!^zDae;>Fsg0DG_7Vm4LBCnqbtPY~N2PPJSH#8+VDupy@?e=Vg$
zt`^Trnu1?`TL%GXijq!al#avbPqzFH6~4@g7CG9~J{st6^V=HzYH?|&vci48)hY9F
zBuj#nGLrQ&SV&&qo9RdpMl#OB<|@Zsq^W08fyYEy5U=NhSHM|P2!!y9Ws#weUqE0$
zXrGcEbEHH>-S;Z5v~gTry|vRp#>Fo-q@n*<f){Ly)+e`dj4d!HH<t~`s!oL8JM2Yd
zx+NdpXSmCLQ)J<R%9nF$$)h%E(8s2QgnHEcDKjZRXl9x(3!&vNecD8-JlA?#p_5FL
zztp39RlyxUe6zve>)I8*&R+m7Qm{!JLJXXHL`!s|oXdRfw%Qlb!Sbwbt}I(z2nGx$
z1JwVr3GpOp<)4b|n{Xhj+5B~LZbb8LQaS|iDfx3ZC@=eASGvOmO~!9eLG#cn03;<i
z{y#btRl_Cc9`UzIE~!kh=@(c}%PuQ$NX>^t!6Qtodgof3g{dQ?aDvh65A?41@j<-&
z<XQu?hM(WMqU4b}M~&~_cv@jNvr0+Ls>|NH?*9x}_;K|s0}Y-}?2^{OrBtNNMYWrg
z0rMeMAJMzin%^F(n+Ayj;nCeqs2OyW?g8`71pY_;-?PYJghAme_Kk@wB|pi<YAcL5
z5$YN^6W8DLiD~y4zyc{)amQ0Ui#hI2noF1H6GSs81^rJdg<bdNo_oS!4Yjlfh|deu
zd0CS{!4>*9sU}{72CI4F#q<1DJL6_}mIB)IGQCZfJ5o#m*2^%jr)~rTQ;!P;LDn;*
zm=Fx%%KcR1qP6~8pZLvWNV5i!VXU-#Cb#}qdf=in{+-tcrZY})D=Ow)v7jLb?wuB+
zxzUAYVHkMt8i?3Ic)w|vZx6dh1GK~>QF4u>qzy#1cLO@auupyNUFill3c~8AE_L&U
z8LRrfjfZ3r=)caG`k?*Fq-xVxLgU~3_seXLD3=C7Laicup-c>5#Bej2;pvWvpsYs$
zLw|lz9^1~Cbk9^-<Ae0Mva!Cez3}=3n@hCIxe$Tmd5|XF-r>1Vx=C~vc1)=g8S!cF
zJaMg-;d20xkCZy6L+4cUs6joFH+-jKgFXHm#6a|4WI)glm*HQRsxBL-$Y1D7WUs1o
z;Ntbnc;!pYpssRRVgGOtOjWd=dN;7VkjnWctC1Bi1?pH1W+<a5)ON7kzwZ<W4ZRZw
z<itu}bF>dr-3)C`zu*{fn?Mu=-tOyK1bQ_#mqM)(kRmZ?lW(Nd<#&~Y^wHq_@ggFb
z4`}as(u0Z<EJ+|@{uwlf9hb6Rw-*3KX6e14^C0U55c1qCNJJMP6`onABM?Oq=F3g5
zVmfaI&0z(J!AM^-L^DEd60YG0T=7$}Q5%D6*j_w+QX7J6SYAA>sP(}$%)ux4%dkNW
z{4yzSP8A^nhN*v`@Cg(cef;l-eef2#5GO6OCJ9ane)t&LM-46|dVJOn-n>;aSgdmJ
zpV?FE6f%qQnOgP08S0BK!ux1?p?gQO#dJ7AtFMPV9A{Yizgj5EM)pB)1CX1uVu=R>
zS_0*dN%Y=iT?Qpt>9sJhY0`kaCbw_$35)V03&mfho{7OqO%_ohVCR~EF27!yu<0Zt
zi6ltu-lQrf)1MCX$hFAP!{!M(ek7Fy52n@MEOU{Aj4?ClMK@5(_qC;!6UQ4}JNSaa
z2Kt4UKR3;X9uem&u2Tl8(Ob}ce!Q_wRem8(vq)=wo?fq35>wHP83&<L&g7nCc<&QP
zEA;<@6yyu;wq>yd3jCYtNq>iTA&*K2y5b8eTHoyV*4?zn!<&^1$jzf!$KlwuLT#sL
zvW)>!;F@BERdYKTF@kU{-DG`b`5oDRXd~bz!mTBizjS_iiZ#av3~fiD_2CRA0ikg$
zc(^sJR27CrSeTO|lg_(jb?v*{sLdY5?sg@gXsJXIn?4V)T%1f;FnY1uS_5$0wy!H>
z1!ma3NqD4;B-^F<>-a)p8q;skACytZB%f_HUeh&O8er6~PrBvT?yIE1vP3lbKZLP{
zS@+Le+m@0(04MBc_s&YrTOfx(uaZJ89?)`+Hs9O$Nw)r9b{exozNOR)E$R>duUt;i
z8{txnm_Rk81AnRgVttW=&?Bb61m%H1YFwCqO{86RL80B#{$JuW;QYT8vDGv?*@X$F
zD%nG628@Qypv>dVnbj*nA1>sjarNv2a{l9$D;K8x_DF*{XSC$=0o6BIlY=D~R+#`$
zGs;ebjU&vOzNmX1^0@wQpoRK>wpm?Ak+cQ&ZiWxBc7(N1b}e_*0C_cOt%zLyC)Nv^
zK$E-&FRC{R3I*YBX%9@MW))z@_s5J#cUYWWmdA<X+`3mTfkc5{zduecV8ur}B=WSC
zn_MDla&uq=n@Z%k9_k@-M05eDjGMJb+2+%(`<%PPhbhCAH9$p;Dvxs9)xR%q`TA85
z>R#zT>!oj~*J7)QE@=xKVXltI?5e#LD&2h<i)j9VFH$;a=KPM$^#3@f?Oy9v(&6A)
zh&TVJ0|y%>5ZfSWFdUkn)b+&=Z>KjL>X~U(O1HeuRC5Xps2h485`&+sdbLt^3E<Fe
z%l}Wy8<r`9%eHLLzo0GPV3~TP4-S4xV``RVk-n7Q@R4snsGm9_-9C3MHF`{cLedMW
PnF00NS}Mgi%>w@qo${h8

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-1.png b/test/python_tests/images/support/marker-text-line-scale-factor-1.png
index bc485f7a4ada9e690aa1db4160923271e4386bc1..23aee6b353d29bdad81e6bd55ae340e9e6a69b27 100644
GIT binary patch
delta 17557
zcmZ6SRa{i<_x5Lo8af5Z89F2d1f+&;>244yC8c8z4T6#aiolSfNGL6-AR*n|NOw2y
z@cjNq?-3{L`OMsVt#z;KTHh5J4-Sh5C$Q+Ls>sXe`F`37!ZD&4zmyVTqZw9jXrEc}
zKN5^7v`981_arBO%SOW;y<<aF&S*ej^CwbX`@5B#_8`)TRKZaPQx8$z5vuy~dz%Fl
zC3n~LTITFxqPIA}yrf2Yq7cZF8xrlRAVhhP8O_ENOfsl0k59^TG7s?O=0umt2eK{M
z-dv569TY~7E9j9Q<VNGE0>M%}v`qck_#U`U8@X$ZvDX>~!|koLBwA|&$#mhxj7#RE
z+3Q`iMw)X5co4`kJ}K<Yd0Mm~JRv1ZP%4f%aap*<lL{~fEktb>zKxv6FFmHEg8U_x
zoXj5HtAuU(?62Y_&yWd?I+J=Gn{;)bzf|pa^@9nTz0ji+yT$P3b%emh(GL(NQoNVf
zqdLfnzI)@Q5BA%^q7&GR@iiTwH?BpvwUAs~6O+!zgx>`xb>|zN$bvq$cn;y$lDN$b
z?Ct9x1L3Yk5FIXDXnj9cX5>DE3R(?&T%$|#^O7}a=Ltv_c`nO~`BJ(q!dzxx=TIvu
zqX_BigcX<Mg_T*d>{yVUF&5S1=tli1k_5?yxWVDY{03WslonZbPAsN88F3^{7xZOZ
znDkZMSo>0?oqGK^&7IEbQi&I{2R2cKnORH#M2d?%Na!?1=0Ro>0jhI>kf-X2*&kZX
zpy?u*nX#qsPzhB{E7t#>d@dW=Zn|n)!>Fb^4<5M;JmY*+;|-1P*?(u8GUxnC-l@Mf
z;!ERFtH{};kn|rBM+=YU-iqYQ&;1$<<*eM+3uDH(VID8o2>#-$(IxQQO0qIlokg-z
z19Ok^YP@63sv4KCCuXVz$-JwtId{_7LZ;&bC13A->Ay5@GA_xJ{S8v$Xk%?CI`%YN
zF8_FKH(&IPgybM8bJtu~ZXk0jX9?KhNP?Z0ywe<F7{@L4lvw5MJ$~~>d8^Ud+vAQ$
zP~_r4&%}Do@F21!T6yaMZAHnjEHt_y53nQ>0}2!kWr`Md;nv8O!Wv8$zJ$o$PRmn5
zM$BDoLn(o(!=fik{d?2rO~S%$e@+`vNBz^i=4boX5n~EePAAG&|LR-bFA>Gj`@Q(R
zAi=8af{W7TR^K6qy`S|`2@IKj4lPZJdN4hqP14c`EmLJJ7?09vU0vb3YWF{^2Q)lB
z9DjVfYb+=?P`7)_xSqTBvI$xCz;G)esC;q1%5SF?^`l?)VXe6%*|Zr43(-{d>)7$b
z{8^r`_^dlrT4p6?xZrq5f`NapsK><H>qF#Jd?suqd*^ZekbGK9HdY;GPy`B+VTLGZ
zMV`-3`G3!9Fc~Iy5`;>7E?X(+0lusu%dJ1S`?Hfzg|f9?ml_a@Lot0xEDZb!Cj%xj
zukCO;rO!q~7-*$j*OtFU%19nqK6s5Q^h9^-EbF||@}*0?F@GDU2BHdF9rs|8o@)EH
zY8OO{A69nUKeW++L&PqP?H!yjZ`_EnB>RPHea6>-uSuMhuQF^j@M4UY6sRD-vgg!z
zTw?Xiqq)*ce5#lG>6wKlEgnSP{OQ~Fuj7B|)q)9%Zr+$p^vMmd7GIB3#_mMdx*7g^
zogU>`HuQYx>B7&M@(TUvzIrQi8Dx(_?=)1tuTi{i>EW3;`J=l{HzKZF{|QIvQ&_O1
zGnGMC>)%&3bm!hIGd8LucAG#X@*3A!Y3;2Ab>%EDnNo5?6=8S!sfNE%ZQ{pBpJ1+z
zc%M<zBr}Ck;*iVK=E|7vI7<zYamEZ63-6bI`Ghf`;P&|g|1vSPA^(2j{&gw=pKcVZ
z;E(+*=3HQkveqN8FW-yVTlDhi*C=j4*XoUQT)o%lzjxmPEucf8>`Fj|WA~vV0V4`}
zR>_NrX-@h!zJ&F*OHEjEe6^C;GyDyVMmpbWW>cU}E>)v@m!2VOkmseN)75}JC){-y
z6^^L{89z>MV#1QehS<of?^iEOX!{K>M@^VNZ0W6ix&~CdLOp1CAKR&+F@Yl=tWTwF
zDG@m?r<iR4Z74Q+`3^9MK%y$PMXCa8$|hcHEn<VCQ!5Nfh@!*k>BadviGB#<&#h=B
znL=im!^wo8%>_A=<YRGtRe1*Gwtn8@3QFH<9<)g9`xK0`I(C}HmaXm59z?pbL%{`m
zDl{f!kR`cbg8|kxBlSScwH}Q_jjE1aqLaqG-*u)>d*kN5wQ-iZ@YQO(Q42-vQwgWV
z<Z4w!@kgVJ%Ag;~H!@5&da2LHPkF@udT=)-_hM7?GB^m?Sg6iFH|3q;+`>4-$YpcI
z68jXhFVwQTAnB_8v@&DCXnKmAX(*uMmGn?D1r8G+7IAW89aB9D`6K4%wsOq9eOUVI
zZ?d+d6_M4aHg`rA7o(<<Rlg>VZ^Ohw40a0Y;9RL}eUF{5?{(RtKDrnM`fA1$@vQ%r
z>$L#Y2bYLI>tkLiOM67Q${VqL+fyZf){EpvjzdfaM+k49d@qsDKYcfSHq9QyLjmC@
zOFCKuc7#USSSzq)?7nOk1(3Whm5lxELt0WJ+PFsJOvMoATOQ|=RmJ^&?|3!OZ@*o>
ztS)v)i8s5J{*=@?3yYwNpVFe?!rvYr3;dN|oO@ZTVkJ#!l9<H2KI8Mbr@4}uX`q%X
zlu~b@F7T-8nfBytnu%KAdFNu74{?l!&PVw^0P>JDh_Ywe=G8TLCJM?W+Y^Z;3u>g;
z&N4;$9d^sz!r^yqc(ya_Kh*>Kv&M&uuVKa>eM&j_6z%0N+<%462YElIncvyLseNcI
z@yV)y9c)1t?qF&Ka~p;|+OdJZraA1!aFRynI8f3(g|~E8B_HUtwTwi0?tL&%$B?m*
zh#hX^F*wUvZLNwZdRow>oduu9BYE%e7T!`(!#@vl?k(Jv{mcwZf)8=@A5J@UnM&4A
z9fslleCjTpegs<VpReqGHPjRSixTV0dbG6NBlf04Bo3JIufYV4_d+r$E(4RCz4Ug4
zRYkv|8dcAJQFgVvbJOL30Yy8>-&85X73xoohsoNweBiIiA-EJkOklB+$Y-`@iI+K>
z(4Q???W+=~Wh$qDDA(N#hpt?xnSd0IQ{fPPMi_lLDg5Wq5J&6!H{L|b=XAL_F_W`N
z|MCRFk-Ev23}aBR%(zbXw<D?FvOHhD<D`*)yHw?SLDU^$1gU-g`A-H+FFco}UNb$@
zbpLIORyxHLzjyF+;IOOR{idHN_PzFNBPMjl7ci_E1wXt*9h&~YfX`M-{8<$jCrKtH
z5uSW0$M`OG%VWA%Ud3B595hvsv26@5yD9Q%_}MB+#ApRe{SuhYjQ$8q$<>9d*zvDE
zk=h+IIPXM*+SVU6T8V9AP$+z7k@T}R$v%0ZNSZ6tL;kM=_*?3y0*w}Lwte{d_pkde
z@ElfA0Ly9M;CJl9h%|L=Su*}$(pj@sPUPFpVP#WFf?#Jg7xR3<h!i#rs~+oqJLT$>
z5ROEtE!utB$J>nwFi{V;9RGw9izm)um2>=i#f@9*v}b0(W+G|erc=Eh@z!H;t>(qU
z43yox|A`oor8Avjm$a9n=Mp95y(*#3k`8bB6t$ab+0tiQ`U>O?uC%v(05WPN&A#w;
zKh#xpq<uWD*s8{6__W#Q{Bt+iRaLsL|8&Nz3ORw#+q$(N<>1|^<%E!H2!+0|Jz>e;
zlXN*}AM8V0LR+5s46_Y7c4<5HFA`0P>PNg7`M4Q?$%e=60N?M54iOp`r_jM1O3C#e
zKezoY=6dxFg^nCv6w{A7uzVu*oIv3c76Ws0ZR&yWwe9@wr|WRWXJ)VbmJqi+zvd%c
zh-JpclF8%Vl&^YEP}e%VpftP?QwKX^xMQq-<J61gGR>TLcyVx4rcx#Or@6Q|CCwyK
zRNyWNU?=%6Tkggtxpw+jM%RBzZ`#gxM|nwZ#9R7L<A>0EBgWmNS9N&Q*dkg9?nhrN
zJ-7^^<G6!`EQhoc6(%&Eq^Vns>(|$c=0R|2HhxFMkyYUA&)aEh&m?SqHOKQHzcGfW
zI^<i2Bx+&2HI|d^i4XhlVG-AlNrrPb9|J2yw4tS}X<cyG_BH%&ma{*zoBE>n(oqhB
zNW*fwIsRV`T%2GLrOL-f^a|n)UTw*-linpfIh#+DUg{pDIHbi3Ii$ycKWjM(<t>}a
zXMNx#&E_#(giTwf;aBkdWSz*qkbsaQ7Z)5nw^oj|z(x0fT)vm}1Eo+UzlUDDE-?PN
zA<%U#+W!&fN?J%&*-t4<BI+faGM4qF!Y@rD$HJwy3PUigi!zN8|7<qQ0W-Och}K1k
z7RAsX|K!DopWn4ww_-Cyk)%tF0R5$eC)fh*cqreJR=js#ZJ<8`ZzH+M^?X-v<~oP5
zCuRIUk|5;N3aAL8JahX)FQ_9MiGj~$`_tq!PmU2qMYsJ%Yc=??Rwix;#&;O&YF3K3
zASctJT+*1?DAc35u8~OE2POo|mnyQL#Gp>Fp?{*AsK^2%k|bf=#-U|^Y2#5ig1Q9c
z;-r`Hf&x<Yezj08@?7Sw_c7!6n_@5i)in_|OxZ{x=~c-WD%C@=VR?b5exNqGgz>hu
zK-kw$wTcW1c7U`mV+N9umbY_YQaH*kl`{snj2p8-zTd>^1e6GR%{``o7=G4kgpIil
z47$7uo|~NF<2B#-^J{UYg{IXcLmUMR+L{#k((zYWBtGkzhy^*eu{q;9__s`P@>3im
z0==FW+6(n=;xY1XbR;U-0~hD?bq~#Mc1IY%5oS=g3G&Am-^a>VS7T(6f0(i4?R_lT
zCZa%u%3NH%h8aXRb$7IvQDqBFP5~Vk+`)$OPF}DJ&(uYXMOkF41&3O&U&+O@^lmd3
zqK(ZsC9n`%kgDU{)XQkts$42@lhk|=Ubp;jD09^5M}PiZ>C$CvK!zxzWrQYK<m24p
zA~p9G<(D?Bj!i=J`N24QO*05&s8-c(S|)L5iR|C!H?Hz^!X;5wdxKF=1LXJI2vzk0
z58NDRg$}zBuW(bVXj6sU9zE3&zyrTpBY^%)HE&av29ZN7rMoeiOk<Bxh+A9>TVh!d
zN29N3C85D#w^c8|A|K=5{$p7~ULsE@o`)v1)KfF)=U|z~G+Mr-dt44i#Z%1TSHaqF
zOfEVKs-ZLKaZ#h({8{W6?&(;bUBp(eay==!O(JtLzSB>#t9nl6GOqtD&>H=uKRw-V
z{el1Ws&&jx+Gub>bF7k{6oW}kwKmoaf9EeewN5^aF8gl)uKbpFC9a(Wo<ngY66HLh
za$|Mhq8PK`MTqzIZYINQeiiu}*7_jB9t<#*oNzP7@`nq&HySVe^!I&XsDW8nXx~4j
zSF;gZT-LZ4UwY}ZoBNZ<EVQn^A9+$SMv1M@2>2@{7%nh6j}u&~!6h=CDAef^dLQzB
zdwUCBdOHT>W?wz3jzMdn?xkHhK^!$$q3~Bar3*~VmWf>%9607T^GC|+wu6vVJHOi=
zUkWXsqH<L1X`c6fOz$i4Fgu$|1*7b-?g$VL;Q-|{fk|3O8BbJufh-hM9nC6}A(mRz
zH}U=)M<0gOmQk#9MFI^^uj`8cN`r2&+nyiWf&nTBU0W3+!-MY(KX3WC=EoSAUo+W!
zc@nqGZ+q!xUf}2QI$GqEW@mNrN`6OZvrgK@D7ctpI(2td78zE_b{cnk{IQY&yJIR)
z(u$|zAy(Q8e?`Gn{Gu%m_?#A2NY2mxDGB02mqv%_=X*GP5r~V(!78{D<n#@-OtD{e
zUJG!R_Yf0A7CDmq2+n_g9oyG9?zvj{OOG>}Et3e?H-n};;;6!g<g)2DT0}=n0*#7P
z*o<1bj&o{q4T)5k<|UrLdkx&|zhB~%(q%74%VwdUu;jSd*0xG17&#x}nG+yT0*6mL
zGF8(Wh`0(?Nj7l2YQoPCauC{cBaZPh0=jv1@pIm1@AM<-Hjy-#(m#xh-$5Lk1F1Su
zSPf;BAe6y*ox!zg)MU)fmz#-1oiE3s&;tf{qaT>@^KAjRqSPaZVCr>4nPm(o>$y7J
z0?7zVw>s%!ii_`8BDuJrR0xdRAihigYh-f+KjIckDk%8RS#LY58+bupi~Ir%Y;csj
zv=PzpEqPaFwWF{&lDXS{T-_^Y;y3UCsiL8hpE;+tYaO``YZYwWUZLj+ifx~3-_3T`
zL!IfIn49Bxt-FhqLhjW(uSIbm8STQv)6mP=Y@>15mv`KbP0=Yj{)wRba16VqujlDc
zgvd=PJaEfEdgt8dpBR9L2zx;SvJ^D|X@v#roQcq@UAaNuA)n?Shw)>22XiNhHb1c+
zskRcG81(P-FRr-UCS<Amb*`}lHCyvov&N$veyP`dB?6x%ND5kIyU@}9lyyY;b=A7_
zUin(~;zxzWy;vqEtB+QCI^i{POOUuHyR4E=!KnNIw2*&O58&ex2;VOJMg?)SDHT`w
zv5y2-?J>|5g2Bi&;WD3QCMZ}~T70C=N&vbmd15S$e)+v~D;>Lc!mrM<vzIbtFZq>^
zUcr8HDQtAH%j~Qvy<;B?+%9CPu|CLP1WjF*cC{UavLTm|LuZN*A?uHzXyqOH4iY-O
z{y7MWMgtEhfH_F0K8lp4sU;a8+E;gb-Fmb!!pcS^i-<%&f+4hcFGmM`D{hp-K-fGj
z!8`3(s)?FLw{K651Tnwnqn;-XCA;+fUXn%3@&_u?M%8BiIpc{eF&wFS$!jzdx<DC5
zX_XxeS)w&8P|5DWAXFNV!Zd@aYE}#5$Kiv$fL{|8A^-b+FL)t_ai7NsC$x_(rSXUd
zEeB4;AfcsEVvD~Y%&dJrXBp_bE%{tJ*t4r?>R<-lx3^LA4KIaH^|8bwBFFI}ZCgyM
z*#K5jm;6{4$r*SHwGUu#;bsz9Ar*@(>S}9(6czp<q1w;XFb`eIXw;a#p(;FO1Qc(q
z&s>WKXPYIsC3t>)$ObpqR=$1BYWjM?xtanrpTt|eWz;BBnGyM1*WY8O4pim8J3{m6
z!}Vi_YS0RFronVHj0x0K`QV~>AYVhzdz@7WJm50r)Vp_ENNMvso`<ztFmOP1K20!B
zA^~Q_2}>=n_@_x=f;>@?UCJ0?1k5obr0m%Um@fGT`7}0Es>VY{zU~=2bMUR;kWi7(
zi6=dzkJbvnoYlre&^vd<+hq4DQ>n~dwfcUnJWOwr9n}WL77o@csy@a@4U_#PzpyK>
zq>Wn4WC8`3|9!}DdqgWFY<u5v=V!?0$rrE>lO`<puN`jy>N^K(CbE7&Z#N=!8!Z;w
zOlV?<0!r*ev5m4=IkYx!=*7^+$H$b-3ah48wIEI~j~&Vp>z}0Hu&X0SRWV7J+WvfM
zQuAYtp97oM%-e>qE^bf5DLn?NFzcSQ`b(dA7-xWGJcYpJO{iWyJk1P~*90VYU!H8d
zwMM2V3&ATSXzrqkdvSrj;#qrFmDp+bYh`)=#ikd(Vu+fX^fFb#OP>zE@i5PHTse%H
zR-wb6pRp%z6+nGug&>U%@q>CDhj4L;R5ej#18+!-G6EX*UAn@es9fiG7#<`y(>HH5
zJD9HainFqY248zzZbqagC(#%F30X1s4QkgZuf>cv_nofp0LcJUmue|o>$ZwNIVr@n
zoPQB3A$DZpj{U9*p}%T<?iO1wGKhC?miul3&c&pqEo<GEBadqu@~HYnJ^HMaaL*1n
zlemP^j>vW#cvS_lOZ$DYZH8@;=SwvCA`J#+B^V{W<1Gq;6)9N~1vv(c<=jV|eDKpe
zrTFkt^Ljkzv2TDt3YM(5clG}DQ9u5C;L+RtaZ3Ofc;l9l@_d|r!YDqHw?Qck(<Hbh
zv{#Cj`W?6|of)*5G{=3U#q2ayW>9hal28~gByY{d412KS9sQ#Pcf%sB96e~~N}1l5
zq=fWzj+@=X-ujyN>3N5~t0LIw4!)=ZnVjb2uY(CP%>+O)hNs={k6#Q<W>O`(V4vKk
zWC;n&ypn}mpKaK}pXgopOI>}_gJNQ1OUc|$vl8!K@pXSUrTjd#s`wT$i<lCyYV9*%
zqyP_uZ#;xIt=k>a>bogTGY$2^->7V;=+cf<4p@(f?@w3Z+eLu1zS}4~3w{7$5GGq2
z2n$<$xDPyz1;Kyby+fOaR2uZ|k(HJKErXI9D(j+x%nDLRt`p@sdZ334IJ<Mex!dvI
z&>f--{Aa<*R$|znnsh3}6+jKWOrU6eU>SdgE!l-h)VqzSfL*PZ-|YNK5%3_Kuc5B&
z%Na~+A~h8(qnfYBPnxguR4TG){F#3W?Ek{i1fXDF9EjnHw0r(hdRFR?xWshs)#{1}
zOcYx^mK}!iWXDM$h6yC~Iq{A<MCZcZ-M?QrKVyGf`Hv+lBPptcH&$y?aT`GhT50yH
zU&&Grp4?AMNjVPJXh|W7R_2)rxLeGVKBzJ8;L8+be}+t+_ZWBwzE^V;V8k;bG7f-H
zda%?NedD(YDPZz)NNSsal+li<r77WT!c@WXVM8B%o=@#vZJ*20_)`|v3zGxMn3L%m
z*EBPv9gYe#&R9PoY#mXHT`)hJyb@i0cRY&EO&a#;dhA!M2LTlAZTD&kpZg_&&cl!U
z@B2Cx5v@6!yH{8V(&eTDA@DMwMedZPExfA!5HVrf@eY@-VLx>L_G(WJlh<#5eQ}Q5
zFjz?*t^$4dPQbPuda^nCh>-GQ^ThzeP?gw4364MR&^Ab6&FKUMMbfZ<2hxxGixd=p
z`Y!xEn7OeBm!ogpQ?~Z~qJ~%StsJ>1Ri0ZYwk(Qx#8-C?3=PQ!ZUJMaOY|R3OiWDW
zX5ivqTExxOnOd{u_mcI5FI%$RzY?R8=l#|5g-9kF?xNf&!22<rhte9J%spzmH6LEP
z&qtT57qBbGBB%Iv-p!q|D%U$^Bp1*(=ga$Ue)-HomM!Wo%e3F3FrDAo`$Kl&s9&1z
zgha@7&aB9^ru6vc5m45^v^`a&c4<lXNJ3UuBULWh=Pol(s`+=9E4>5HpS+5C?!x`r
zL{9KN-Uf`1%5Y0rS6XY_Yy)?QOI80lEgtwRA%&&(0O2yJ#m;^?^37P6$wT!`AFZfl
z@ZGbEJA#Oo64RP+N*<FGJn%xM&s<_9^uu-InmzRib}jbCHUQy)h_Lw_46vRf$QM>>
z=qjZ`*Sl4wI~DYV*g&`O$C~$Ygw0$OZ43tcJ-hvm^^z0QYNz?IV^;j|!_6T2>>{%F
zq)EJj-LLmsiOD|L_h<3k1bOw9MG@Y?WUbB)y4P0jESrNH2buxEdUvMo_s(=p!Mu5`
z`{&xV26Z6s47;STLg|<Y^&T+e3I|C=kqHp@g;x^@L(mP?+y^F57B@Ao)*HZO>fe)?
z*Mr&uGTyikIbF*mNcdl$$o!G^JIsIWEkcKZLzIHqf&^paXXj9Fi~IeP{o6DjY@VcD
z3(RbW&g^<V)=7NKU4Ko0GXq3p!Gj|2RaCnl@J<}ch&pa~ieKJkQ^D$<m=m*((~b!e
z07V;I1`H%o|C74vHz-$x!ksneE*3Y#s$lU{AyTm5^PGV~4O;8-{ly`}>n4?CHcg{*
zLL8w;&vDoJnV_Y^x{|2A?77OVk?)M%9_sD>DOIO((3Vb47>?+-j_7nN8;O>$J3DKD
z7G}%1T~|CNYBe9oJ-G>s*V%}1XEWl$Bq_&OqNJk2e>GkGzVGtKuYQWJdS95Rub%qs
za>v1>Euv#$NWFJwj5n7adEJz7!TtTz>n^vcr?nUceHP7Zc!}^%bTE<5#^8O44VWr}
zfs43jG7SB*I_{<!QlTNw1cybKV>*C@+VV@7RG?9Gd_0w`oLq!d(51wSS@s-*5|iJP
z74`*ZGQUVR8$ArOXBSC-ep-JkSI!{UkF+Pi0trCM_j{BYRjB0S9*cmcaJXer`pT+g
z5O=(H<`SmIS8pFRn>TsgT%*fHaC7ilyfnez0P1(Sxw$$pz``P{a?AECiV^@Vf=WOL
zJNV?(yuZ^MZN~ntJtLGV2@fBVQDEIp4!qB>@yD@Q2$#kDCEE7?mwVc*!_SIo@@^vG
z@uS5wa}k%c8DXzTX+FG=g^5|e+wQ~aK9#4n0dl{(n4#Bx=lePPJ%atpvJ2>IP583e
zqlk|nypRkKy?Fl%Qx!qd0C=NQIx+`Tq~w3_)hu2tKi08vr-sss1G5jS*}bFQe5Le!
zgqi*MkKM@%r61cOE;B|BW8XehW@JkRnOxFBVHGD6G8c`db3^|y8m@NhlRybacliAl
z&Ed7d+McznrnmhTjX}xDmO&_e{AW|kPeYhMPPBN)Jr%w}JJ2Z+K+H$gE1eRlE}C$+
z_DB4g>dNhrruF(j&hPo#(;D`^z4Gg*@bHw~^_Y51s>LArTs78TGcz;!<Gtwua+l(&
zA>HF1gwNC+U>}_xm&Ybs8WX(xl%=r5;_r<PEcQqSWNJPYb9eOX@9zXtk4kHaAS1US
zwn>M((gQmKQc_Z6K#XPJfr9n%`rz;Ox3m#h_>>X`|2_wt?dtSMw}%VYdsGl*riDi}
zH#Z;qG~l$qv!&|)F@wS0e2D1aA!BD2l+5FVpqjWrSvh_nWh#g-Hp-Tf?1TVX@9|GH
zre*Z2e)6~LNQ{pm+goL3bwA2o=cP8zw2eE0jnM@b-V`6r8=Y`_yHhi-3Wx`7j1f+u
ztNJMTcn0pClw++-ZVYNb_%BXAa`k35cldjW3`{11(*U0f3f|u`c-;+dW6ayz*}eaH
zxzbEp#^VJ0biE1UVevKijiQU30zH6(ZlC!N-s-}xl6b?9(amR`1S2AQ$kfP)Bk}C5
z$Q;QEg#Hi_8ZU5|M!(jd4fKrSOoQA9FG{<PU)H=_n~V{5@jQHlUkmx%LCom1N+1U2
z(=kO31187=8c?;u(Lz4^J6#LU$HQbknY^-nH<jm&Sa4^5|DP-%t&}ju+ok%my?LNW
z5Tc&>RKNE1hR(*;qGSv5QKG?e*}s8Wy#xkXWU{3nX2&}g?6sYHb@c}1O9)xu8H&}i
zLcUHsoB)kj7^V5hsy2}7A0#EzHVzGbeOU%Hd5*i>g_J=@BS5|z1!<Uxb3^kwy1Ehe
z*+Hkchh=?Yy#IDX&q;_nH$>>haaWYsEI;!K)X_`WRx{_J-Jg%3cNnVuhJH#5Zw|y*
zTncxtcoWb;DGO@Q^w*wwH#V$HB}434!2X+BtJ*M|1LrpG?^A!o?r2(aGV?Y1Y6c1b
zB^gbzK^)GX@N4pwX0JW#^?s}Xm)TL3=tO2E)iRinLqfyW{B#1a#PK`o?QHVPeYv_H
z!Sri88w+(w_JLoa94%@~tC5){j=i!@+FPK~+!XM#KJr_~(y{E9Qc5$g%%@&ttGyX#
z6GS{UTVHiQKl>t1+&VsP$aL)4FA1DsUfeYVDJZ`)3)mfsFx5%1l936axQH6>3}s>3
z*_YBi(|dABB8#%E`FCCWnF)@O*4BGJOy__s1VNE}%6ulN|1JbKn9z3Gf(*jIrg@G_
z+U{?P&U_;`X57i<qb48Ar(|Yz9ts}dzjqiKEfa_nhLPJ2=as2oQPuRXz=|{1@xu;q
z!P=YUJB$pzn2hL!0w^*b4x&l0phz5hl=?c+#aitmx15ZBHzdVpZ|?o!k)5oZzQ}0t
z-bCG&;l7~9?SW4NLz%+L{AjVES7>gn5gA@N`NE#`?Rnm<@4-5sFL~T-tfXqP`vgv<
z6)OEzCZ!HKok>6%%6ziGTY(`3iNd3&$T5g@jh_<V?F)4%;uRn3T_X<hb=p7GCsh4n
zrb8<%a0gtDA<jGE!#m5M6MfEM&D+^>>sHm-h(uF7K)@TFE>n<7S2B@%;vgT2{7C|8
zL$}>37%}?FvvM{&QzA_bAh6VrzeI*v*6PiHbVzHr&B&kvAjB|?$@9l^X2!k~$$-<8
zZE)nBX>)Lpb$2RHK}X1m^J%6#ZS^f~9*n*D6yZ!k_F++Fi{cndAJn5tC(kY2){1-;
zW^q*U7@<{rJQsMRp;98kJ#|n^GGPk8%RX!9Io3^cF&8-|+Mca9?CkA*z-v~krFvao
zvnTPBbo%HPNO&fA>gQYHtA4Y#GS239&E`(75{NG252!#~U;>XH@i6zRuC6XkIvjP}
zkUx%5XNzX8J)me?S*P7D-J6E7ZSVzY+i;(~hU1Omv*4ZFqd1P-dtagvU7Km#z*e?B
z6SV;Qw@Zf#uiMKV>FNhr(mW!ws9(;zsmH}NyTI%d7Je0Ic>5k7|MqAU&F#a^MI~B(
z%(L1}o}2$UJ-zMhEY%0*$uTB37CcO69*554<;{t;)J=7+ObQ^OB}j{+gBT~L`&mr)
z+S{GqOvZO6seWxmizVDY!|n22#N2kD&ke@fzq34Fra||<M8}(QA;gm%u*Q=KFnVMF
zx(Ik;`or~kYXW&P?OO@YzzOj)(Tge^6WM`JZNZNBVhA5Z%edS!nS4l1N9qHuQTVv?
z!>*e})+UYU-K?!aP+*de)l{Y9(A8fo8MEWY%aw`X)+GkJ!MdYEvxK|N@MdYznX^`$
zWZHO%;iIU|p!-lE*k^Is{E0;lU?Cq-fu4W}eAgQ=9zS_Gq2+tI@i}6w#1tPLXYb{E
z(9O{MudAy~KE{j#m5#$YjL0*k*QnS;i=e{a0bnRH$5KNad?*JEuc8YqjM^gO1qosE
zg7hHgqcRQQ;g~UT-@kt^`05wWAeqnG;1SZhTTzp4&OEOLZBbkJ_wNKqFDCvftyU&Q
zJw)0f>;Vf0bpq}-Ucs0H@N-fGE26+W!S(WZgN#w;G~hCqo&@`Rb}&zgHI(U1f08o-
z+VTXBPf2m~P{1a<-1opnMX;sTZMly}xA8KL27E`=*jlWx!r+2A!d6SF#fspQByl@h
z?IoKe?7vao4bhyZAp}}TVu$h1W*hJJWsI5O{t(}EjwR0e%Uarjx|Ufa7kI|!2dv5O
zXjLa-Zm;>S={S&=cDv7v^T{-}6~U{|F3%$2%CkPFzAxtveuHCcKJ;{Qo3_T|K*WgY
z$e?X<A(IJ}SCu2?%fG^KbYzJnKrKTBYCNY9BYa&f2|tc<PoTvhr$vIg6C1%YU;P{Z
z^V<%v#3g<QrqWzI>u5k7$pGcc_XKUjAv~CRdn)b$hl5F`xAaqP53c<;wm)?L5z#c~
zZOZc7pHZ2QE+OLiXrr;=!i!mnVOoH36bh%b(tkFXBYnbH8@;$E@yPr^=m4eHm7fgB
zs}=(+8DABCK}LXTvaODxph{psvuv4Q_?O5#Bu|F-ev;K@REcWnK`!b=OTzWd<q7%i
zK|GLhc|LraEm=AeG?`~h%!l{YW#TIb2OoZ4^pBOOSYqpD4|@ideGYfa)0g8|RWNbs
z&i?MuV*F|@{65++{uYXhf8~~yTQqbZT2oG))kJ?7!dwA@T;7SV0#H{%MKJz_(w`OA
zs4C#ss$2l+rwSpozrk$dJ)tk|B>Y<LD|5if!I;%%2#;yl!72)~JOS|9J!oa;oBjEM
z8ynOmhObM!<0Y&eI!*I>yPC;fuVw+`oyU09O0SGQhUpWWe>=Z4Kz23CE6r#phFNZD
zzSdpNsN&g+w<I()T-?S#<VC$U^}fI-0+#;nmB{HNz48O-8w^~wwgdp;aAaO|=X6*x
zM)gbLTM<$o6+T4^fejmadv3##8#}(|^iTQh=6Nie8j^Q7=z!h~k%Do0F`t_s-&eC&
zLG^Cp*`vn%eZsJMPTc?9*zZ14@nWXn@IW~p4-0-|0&UiJ%3Uu848<nuA$}U|?Yn&@
zz?Kb?CZURuN*L!OH+3mz+`A;C5%P^Y@4OSaz6c|h;@Iho{RCFqQ)0{VsqZvb#aVS@
zL~&y)J!1#jLEn0hpm|WFCIJ>gawwKmTmEPI-49O6f3?owts_l30ai>mA;cIgSTXO}
z2u4EvA)T0qyu*A`(8gBt#VYN_2{D7z<*;6#6mDdQ*jng(Ee0b<1JPBtD2ot_Gm~-`
zk4aVuFk{!kM7;X{d-^(6O(2?wpYLKJtJS{LT=w&v0V8L@!A)T}=%dSmGrEV2xEFU$
zSRU^!;%;xQ(wd~$*c316zgT1oq~rDKhw)|MgYEdOch)7y*zw<u(yEh!Tp!{g$5r@v
zC62URhyE1)xuUAYek9E~hNwR6&fDKU>E@ON?bHkn4;S3YaPE^z42oChbjM!@mlIzf
zW#6S(On=pXwBe=DJYW0U-_k_6Z&9}8I})Gd6SMo_@%xXnoREckX(G`}&hMF=+{{G}
z-b$Y3VgW>wYehYW7wB1uA64f-|5Hg4;I`lJBi%qUWhw=CNCA60nYvNqqndBU#P0)*
z!V%~bjF=BjcJjijAPb(<KW#kAZs2;bv4`#pHWI-YUw&6!4Ut`B*RDO5ZMo_2`e;V$
zq%a@hS(8v(%U{y(k9T2i{+H+=%`*9xldGO#i)=_C@k9P`n^EXntk3!CSr<oZ(l6@l
zNg;;_98@yu5hWn$ACfMJQaF@$-}7fA*_OQ2T6;GrZWi_u2GzF^U}8%*Ds&w^J*^a4
zD0_>G9zy_AXx@ZuBR9_`ROka|<d_Nk-&B<|Yf{reJFQ{_VsUaSjUWP{H#UeN;+i&t
zaq%y8_VI7|S0EYLq!;|osmB)4q@qD4hWs2XE@fToDgaM%^R_+cqQmc<_{1dhR8GOb
zC+hO5h&IA*c6axyL~JnnA`cM&?*sWjsD9#W?U@ux!Vrh=ggQ)4#KQvxYE-}a`{TJV
z2MF?C-U17ML+M&itw^|{>DsPZ6pF?vT|VI9dt)DV|Bw4qYJfb(JrMhd)$TlIkdHke
ziv+-tbja~IT%@7$-Rrtq6Q!vLN!cnx7)jOj%IxK+q2>D#F9KazP-No_GgW?=G|g+K
z4V>^fXGEaT9-^%2bC$pAB`^VEssDwxN%IUTAC9Jcin)ILyb89W#H<sT<?<>Iuk!js
ziekSX{;&$2JfSAuMaY|W%$DIw;8WU6Jm3&C;^c)UY+O_a#W^<KeyI(-c&rVz>h!u5
z7&^@sL$~!8nWFBw`<Gi~X}7SCKArAhZR2)YZ=0IePY!8iDP6>s&?Br#sf@f3lsFmA
z|M^3M<SQa1khdy#4M{o->cv%Htu7o)dJ&gT@>3caPu?d@r;~8-@}@Ff0V@es$5<&o
z!RMC;Q=6m3_{D~0l+TG<r)HL;G|XXNJ?>|v_AJt%`&#TnY7!rl0)kWQqk~yf8SQ+-
z_&=97NpCFW9LV8Src;ZGTr9Yd=<n{Zn{H{~hLknmnp`p{MS8CFsgxy}2a`ZV_n4Is
zmlwbClmwsb0KXL+fM{O&w6&aV%5Y=_Sy%_I5pj)*d)o^XVzACck^_RmRsoSPL-uCA
z3^B-H=hLoBiR*Yu%}e3`5JZf{Qt_#_xy;mlM@cW=*{P!~=CoFTbOK`;u8O3^Bbvb9
zpKC9TG5_9+@}lNZe5J0)hVBg(dZawj7%)Z&X>=(qe-(h;a>N2gPJvwVMNoFwxmr0x
z<aW3&X%e->L$_O&cS&Rc43hpVxJW_6Hw7iv=%z*otYr*>f9-D(*P>xZB2jTS_L}Ok
z^Ogvf&>}M11D_j9y<oo|ah{A;Vp>3QTVp4Is|h;_CV$<V4;sJ++aR>=q1Pb|w9FgG
z?+2)UNx?nqy?0nb_vV|MU$dw6U!P0T1f^EtcFLmuvG|uZGlEaw-mcIzMX{ld*L+xN
zN%&#CVIpipOLrpwX9lw;S@MCLlIK>|FNpmI`xs4n@Reu0enRCHEv404e@EbF!<)aI
zW*ic6_lnBCyt8|~82b_7Hw23I{FVHJ?*Z^^S2IrG)R^Bjc8L51Z(+yQ8{ql#=gMuT
zr>9R;Z+|=q;nM#Kt@lxTA`kw9xCph!$tL$67`eL#njKvNfAM1^z(ENQS5*D;*0=j&
zl|=+!jEeTwVbu4}C9z!{YX8Lt%d~gK?^_x};}|4OI{W+6nwl*F_gvPf+o!`0A^;bf
zK$msorL-4@@y&dB#e))DW%A97c?5KXwb6JrN0HfKQ`wo20mEgz>t?rpkEZI>vH@)u
zni?r`9fAl-ZpP7-W{2KoW~!e`l)iAa=)EO(b{_o6$=yo9$1HUHASJ&zL5I>tZz&oa
z=Jy=7vXT9bo`MLc(MR`5!H<Dd9@Fr@?;lA&yUp;4&0*~<%S1cMS)PWj^AhLNqp_X%
z{PxzKhr?@JZ2@hIy!#1p^Z9kPWTwn;r^nhimgST7%wd;zZ^R%dvK_+vfqSxx)6h>+
z@yb-XaC5o{NyK?ik9zV-&2t&g!-{_DPT20UZunkzJ;+M?ZhWm?6Uf=G;;guIg=5kr
z&83VzCP3_X6tEAN!Ns*GArI5;YE8Gr(5|!ge>LoA6fIOzw=h#=<2Bvs>jhLc0(2qJ
zZ+QpX6A?9y=!<CnMIt&HqIVG~bRUz2kQ3Qv#c$;TV!47=e|dh^Im?uE`CD#}hj!#K
z>ZL%3d21mQ0RJfOSCqsQro$*eO@jpK^N@nxJG#bAE$3&*xqz0^-e<`x<(wp(IDWdW
z#_$gAnMcpl1pm478hhN0Q&oO&@;pJmt3Vb1qg?zd{{a^gdi9hnWhK<)dANL0sc5su
z;WYNW4oWi&*{l&tnMlMJ4bG|F83i!Fh?n$4C;-H`fzAGndWS+1!vP6uS^6~m`R;pH
zE(wPw{%96*%95dq>-p$V9Pr;jQ0wl_<t?ZPo=d#}=?VZIY9{M23|AR)Mn72ZUwgtG
zEQpCPov->}^l1RojZW)w?i1F(!O~C%6PmJWhQhJiJoY<&Xvow2*qNWY{{TU9Y|>bO
z!eR7b=MVmzTpI!JO|oQsM!4KYfajAGc1F;dpWC*w&D6~d%e-FX)ScHire+I}Ud|Wl
z%A`d^y<@R36?NxNIC=0(KgxMIa;?jzPt^Yupyjo<_oRM|%ndN;1V&Lo&~w|$|K_%|
zibBal<j(yOPz?~;GT7^#)Mfy}5&u~)yuGRqQ#_Ac^oj8<nk#Y9F}v{U@DEolADWie
z{JF7lASd*J&5VHxHMQ8&j|y7<N-_1~&D1A?`n%+U<`NRn1BFT!a}sRaskhFJZ)*kl
zBuai6XJhf~0;_Dz5bW`J9|PLEIA}<}qY0=4fLDTeUf@1G3LSn7eA@YdD#Lz7{<de|
z<X8Dsvz_kY78XK(DngK0D8CTbSsUN2I$~AbjV*v+XPbDN<FX7E5#?}rRoRP$w1AGV
zn_n-s;+3FB;$&)6%o4R;ohH2wV6^!bwJ10x+NN>XS^2QqLYIM>rEjp4*hN6^#;*UW
z1_9E`a|CbT(8L3|K?#gBU+8+e%IF=$*f4_ca8n{-Ah}`91+f4;PzpY?0imMX@9XE5
zOUBsMAS3bjS-w-DODp4)C^U*Ou3%R>sIJFWG7lq3oDzR$eO6{Ka!3me*%abTIqmid
zsU!~n8REqAP{(4qKNHKtqP=16=8ddgR$53Xj3Y~Kxf__%%|5Z6xG5Hs1tIVq5W^6X
zugX_i34yB8$R8Yg)DC?h9=jK(vFU1WFXDTS<6gi4jEwqQsO*C96k)-x>(kWJU$RS)
z|B6e}P@lpW*2W9XR#D>km0B6#s>g*cQ25xG{Eh~8v$U1pST+^}WCHsB{GkM-NWb(!
z7)meV1z;B1gx7oMVII+LjPe#IDj5|if5Wr6haZ)Q&MOky7zj>q@v<O#A;IRE-~#DS
zGwn1&<++oXr>|-MzM_9>A8HZ-ik&7FxT7l5-|K;cUM3&g7J`tJ1JT}|309TFPpwbV
z%?b!Y4<R46CBM0aXl7d$s8%kI>^)uLzoRZz0H6yK-8Sd3(}Vsr7#Gs+q8EhWAbtGW
z|HEu59AMQxzO}7tQRx4je?Ok<qgtc_EibxtX!iNM65&k|Tt#y5E$P4C<pNKrj^CvW
z7ig1Y8MEdR*;CZLMPV}z@Vw;IKfzg0wV$||H;lW+mR-OKN#cwKMMhUzd<QCt>1#b2
z<ZLiT%1K01LX!F|bZ(X-NlR{9{sV?&q}S&iv(o|3C|~Bi!F>I}x-<WwsTeQ@W&hvT
zV^}RYME{2*>E9X0gjHuYTjb%l?pmUuq%<NKLy6;nDUIPvXy>{F^Iu;22+<3%Xy=?)
zdNLI)zV$3$zo%RPko%<_3XF@yy}Oj52H+)>;Fk;s{3-hvOYB!<D7GrR@2})Yp9K>Q
zeVh=y9CjY^fA}(hmSoHW8oSA-aILKmEWlKcX4gqvzcK8r-Ybr{uWXfF4;vpl)R%0d
z69G+h4H~2=aQGo#egg~P&!r$6sHXgh@28>bM`gu;P`?Jz!D`lUJzF%4=}FBF0i_qz
zedvi_3;Iz^<nhGCK^58`9=RXAg3y#;#nV`l#8Pf&$s?^iQi2tw%)2+LN1sI7Xum03
z!Idd(4)EZwYL^MR^DxCO#CouzrK<z(N2@JzW2Nusj#|HTm|GdAuJseF7?y3iiduaF
zNCwkSt@|v$3<`5w!$-N^M02Xq#L0e?t6E-J<HsQZ!JDg`3x|8wdnZ~PwrFKM(qfCf
zp2P2el+`CkB(A4>++;lWZD4FTU5&pw?_puDALww`lK<=61N5O8Aa-gDoaMX3Df3|E
zH=W~h)U`u;Ctra{M*cQzP;qrlHqiQ5dp)_&hT=7$YD&{RQ#kWSE^Prr1DTv1_F#;T
z{=0S#BX9Rdi<&$Qj=W7vb4RHRNlf!}{_oL6eGFQ4JZe+?3(YT0o~S?({ywMCbKuIu
zc(n+U7P(f#0;&g5)mAYiEmQI^_0+03CYbUEdw8=)m(&>g$g>~3W{hnEi2V+AG&JQA
z-__0T6s#4QvHsyuqLt79X4!WfM$8lodAg~{I$4l&vK`?)1|OaN5c^Ps^dN3XqS^^c
zAdDHZ9Yz>cq0TVid>cwI6c$Q?1SP~{(9xxa>O;#bkFb9yVY~c^>?pcy{wf5#dfY~Q
z$k>fzk-aAsVMk_dt^gQ3*Z@!dj_Uq}HtIk+lg48_Z<gUC?-H+1i}&`{8Q0Ci<_Dx-
zWBH^)m|7}*??QK(fxe~SU?L^-P=7y@-$%T7^<(YlKk|x)%zrG*zu%4#$xyLQ#JNy>
zo502<`$}0p0nF#alo&GqE&GHgXSb4aJi=ThT(=amb3l-eF#)d{74Ny$himcjuvc~0
zMo}$VGSFIGox0iF5sNM5m5#PDhS|lQQBM86s1w@PDfb_d5Yb|mcs*Wd&=@bwfgAE5
zI6%E*Ji;+(tabWN`RU+z|G~)(omd<3xho~3TS=`6j%^S&VHck?G9jlm-Y?!b_s!;S
zy1sa+Wu|H%@|-wrY~dg0sH!YRBxOV-p`=yZ^?G{H1)FX@40Wqz=^Qo3uy2`)D;Dst
z*QMyKB2)9X&|m!P!uGf#*X|P!vX;=OZ}K=(Ctr~H>GB+V*Ivf!i&f{$hh3JYjxJBp
zxb3N9$dI|R;^K$10A@v`d~mCZ5+rgcHoR4A(Eb;2P0)HCTy!&W!FpJBG%f7)<8IMW
zMh@RTTDo6zBO~x&b&GqWv1KhZ@8@NaT{NsVX>LI#6ZId9{R38zXsI|KG4`3%)2$N`
zo;^RLWn;qE348K#;h<An@|gx~v)R7Coe%qQ(w(UcPt^^bWE=5q10sf^A+Xk@qb-<+
z4RE0ywOX#?EK3>a<g-Q3n2nuYN&U^CM<uKkrNh4#6Qf-)An0%RnfJS*8ZzfoU%aXU
zs<Eb<DL-fHX!89Z2o9zn_mq4-xHoL?ncuEiU#IJsCM}Iy^q(CF3Yu4E98O2~IAK)e
z-V$MxZZ0~Fy1d%!h8_Id4A6aKJ_m?j58F|o7Z@z{9dEy&F>yC*5nFOEwlYOSb(U~Y
zlZ*M?PPv#0M!HQY`1y;fte=tp(Y}?%ww#MR7*)JJY=Qrxgz*k_(a!5$?TajvhfCqt
zYFVh^>ACGJ$)>^m9Y#yyMz3nsfP0=>lxShEgRgN%nEg9U_r3l`U^T!9w<MxpT|j|T
zgXKT|DCP70x<b?h7gvCyq9Q%p&Zqrb9x!QI-InwH7Q_Ll@EEQ11Z#Ejioc73$*_4p
zcI`mu*g~p)eH>(GmMG|F`=-!Z<){k1{-{T*f|%;w@fk_i@e6#LzG{x$NuDNs9P8!)
zVIvF|DfTi;pNjgDiUi_X9xQuua|*Php>cu40{=2bCcy^VU9{+&o0t+}!~89Mx^tV{
zt$C;S(f%u4dinwH^6U?DT0*`LW*ZIM!tQi%W1U39MvlgD6Hf-ZO#-gjq)&2^`&l&{
zL7Uj#?_mhmM=K=>W2?5ZRvrbO#u~K5tu$-0sGfwbc-)^<X26C>p!sQuAq-pO4dx1w
zyz34nde?;DEldYV=Mv1q(Tt3ZuL_MP$UkP=anEd7Urq~0wAo8pL^@~SgTt)jt`9L|
z$j{lf<e7)L+%+p=(A%8aSEaNNET!qFQdMn#0S{412WcFQflpPBA6YM)Hso0nSz9KP
zIVFtM4qfZM2FlgrL_=KDJxFO<=g6~9Z5^dwK*N20BRXxdKf%^V1UWnuQ^mG0(vxTS
zcJ3wS2bsWclQfl8yt#qxkaXq;SmvKVRm%f+B1BDNU1s$lG$zPJd@}RiBA@OQ{IRFp
zU|Se-$gekg3nyXhD!jOC`(wO+NAVSU0dwjL8g_ha9iz(f%t1dS2Ng~5(80!Yy7%#!
zHAazC+)>UDeroFzG#RXc7ya?&n6ahQUdO+xZ0%%ADK5xWVsfk$-NSmIM7*WvNb2vL
zer}2FeHzQ$R`EJNN^X{VAn+aE6}`H2s!}OWi<klVP&?u8Z=;@s*C|R-YfqY|@u%)Q
zkvAuO(DM(o6Q*bVvbZxDOPU2RbaM^)8)E<51rbj$k~!hAFrD~<42GcMjy=4%CwHIi
z(UV9|d{&#=oE$ZP=?!=>_?z;#%7G}dE{baE2E!sBlHLqgdk-5NtuVdM*%=Y;y6rC1
z%IN(FiECf$4nKYja=#H?FMi*NpYba0E5nbk7>rik#2o81i68B#kRdp3!@M;rg5=3%
z(o`5PCnl4-q#pw+Ch?=GybMr?FF`HbjoYnV$=e={HBo-Ke7wJX&uI@s-owz_Vi6Lb
zo<Tcd96!B9G;77-nA?7mGKMdYnU7#Eu+AzioA3$L9y)x#gvOy)I_VwrB`PO^5hR-T
z_SA>i*Xb?yLdV?HrSR!ZWQ%)6b-`NDlp77B)@iaof}F|D$I_|yH^j=1q1@MiEwEpe
zyxkbNtuf+PIr5dy_I}QuT!w%FpU=!}OW-XBR`(m1Xdqgr&cI4)q4n%zJqP_9RjX<P
zW!4e?z=w_=2PwHgCed=Y&o3g7A6?7<mLk@5?y48k$L46r=#BCoy?qHB6l$xqyZ;v2
zy)uXK7|y}SZ*3(kA~{aMq!Z9ikLI%DBif>JG!tLYJ1vn7Yi$wY|4i19!37?Sohgk{
znQ|*;@;`hpBI@B!`D3v51&Udc`{I68lt>^C8%9{vU3RpQ5!9C!f}PpVRp&kW_X~UE
zl&jvr9|Cw)x>y?O8@y9uz%9IvwbLQ}hZGzpuo-RgNV5*7M0P1jD;y*EYQbo$??iL=
zym7gj!G**s#8eY|Tgerd3ve8f5!ETqt4yEjauvnQtlt;Jr;4PIPN?3iM;Il(s&fES
zaD=df+j*a}JWWO*Nr`2Ncy%2R)mh^3$E||xp%XVh5TdSj1>=sB+Nrh&CsXHdq{j^}
zn}igCTSGiEqYKBNklMu5=e}j(AzcjkG?9F@_2p`(M8y63_xrAZ3x7eEI>s(3mI1=|
z_3-yGJ0(b{uhopW%?G}D5<;x^X&b3^*oR6Di_@H)tVLN|F3Qd;X;J4b*`(SXe<OxB
z?``cwTYmBH&65gj+=FCVzo2V&P%O+=<V#ft{93lY-Tm%7eDZH66SE~%6BVGzOy?ts
z-+v93t3c84AYFiGQ|c9Br=ySfu;1;2w%`4Bf1)<W5^L04^cea?+M@1qtzOt9x|g6l
zOdn=)bIRM`qt1TGyVv{?fS6zmS;;&z8nt$7`wj_L_(9M>8l9=MM*FEl<^@Q4dCynU
z+fB%12fa*;&$YfFN$L^1F7AADK)HL0l|DUkQ)<i835-0#$2<;<)<A5W*l!FZ&%g3e
z_)>^mu4T8JpzcJ!5%bu`h1LIrD9npSZM~jF)phdf%03h&|BYVIr?6ajG8rmQuUo{v
z<X14BQH61T0o&XBv!wqkqkVJk)Vj74h<14+<p%T_ehmD-0FeT2{cZR-kb(?b!Sb!0
zBFt%LR^EZGPwRhj+s(AW+1?O1=Q~YD9;p3_Y{U~?CVn>e)qx%m0?tN$!-2&jqJgaz
zAly>>PkrpWZb!SB;hXzfRGh?_f%aM}w{{5Md!lZCD}49H@Rj~qYT}%4&T!aKTrX|j
z7uEmQX1mO;1R(%T0LKBFUPxs_(8UkDCRi9&Ov1^lH9db5cDDQp=UPjPlxP`Yi375i
zWqJOL8vDAwdNw6J0C%t5WA~LFb{7Kj1*TRW)dpW71Z?ug8X9^*0N3G{wiX1ywc=_W
zvJW;KzBZ?Q81fJ-sbQ#gz#g(R(=$3@ck^Ifd2O2$9zYOJ9l;6C_~s0|34zjfT}>Me
zzZ+cngkFCLyl<oX*5nX$p~W8vx;Sy03j;xaTqrtMs|SLPR^@b@hqBZ&69(DMpKf!q
zCk)D2nA$5oI=jna6kb6rKCO+Gl|Y0i%5qT)aysj<xezcUf0+<O$NC&qI>g0RK?J%N
znO%s)5}-6Shy;~+Rj$VzsLv6py*J?Otke+#u@8R{X}w}sZ0o!rX?M%uyrW+X(OK*5
zvb!4tj%Enkby%jJnupDVfGP4jtHICOA?RWW{w?SlLO5dKKOr0tkhJ?m-2qz;G#<5K
zXX}tv+dIxjcr1<-i&A^7i%9Fe0WLKdAm^v}rl9OKga^*zIC4P40HNn6`=&tSK$K&2
zR<{qxmE!xv<+Yg(f}?OsPGOVWMSKA?lUYVB0rZoHMx<Lm5$}umk6uV%7e=rW5}Ob>
z(^yYh7$b4qaMcTumU<N({p}m-{}<=;kM-n!N6@)Ap_!l^+lzt)-EjF(c0ldd@B9+)
Z{~vd=k}*nzw7&oV002ovPDHLkV1h_b&G-NS

delta 17644
zcmXt=Wk8et`}VgnU`UPbRzM`BrABv&2-1j1NePm|H9Dmmq(MZG?iQ4ilx`5|?ilcl
z`}cp|>>by(Z=5^M<M^BeM1zB)!7&e?t1HV%zwpS|HOAH_ot#<wC1;TqHkp!c<mel3
zy(QS|_}bxh?uc9fW`*$%M5rrVx@0Pbog;Tj>xBU0OSxDMc?2fZdxzMNvm#l);^Fa-
zSW{=LhZvyOmCU>qabX~bL9`fd&AB2*q%MbI%uNj?XExYsyEBoKB{B`WQ0wZxI{)@)
zMV+WDqKI`xo`@{r7WFYjST0kFVwHGoRDQ^t;xav>@KcC0Q}$pEn<z|AwyTL*awNW~
zBD1-a6bk)C!7NF7$U{_yV0<iL^^uZ+x!Vr8&J9$8+6f!fY4F=9j5dY2p$QCLl~P|8
zZKTHbmj=jK8y;B~Pcm<9)WjtpPA6n89!dT%`oR%Fdj}Rz768Y5#s&WiRti^PE{^cf
z>;mNKi;>M|kSNMixn{17C{80r5wp;bw;`eXaz6m6Udz#MUQ8hMCDBbxBbbQ8hWiDF
z7w|*)1^96yG;n_1UqjZz4;MO1m^y2NZ+!E-)r|(kg!srr0jXtJ`SG1`!_Bj(Q~d=(
zyauAs+vq<yaacV%q`ob?CQy&3Aqzv0WZz;?Kqd&C!FppnZ+4tiXtt_hzp0wx2k*oS
zPL9WB*j0T~`$Y(NZ&)ZGYlJ%n{)4($K<DT52TH4)?b_hIo;F-m3WBb%XXv*%H}p4+
z|De2{qE?TA=~4Onbe&{7w?$9XF*yCqN6OYX=Q@EbT})2S(zBcU_f8G#(-td~|A`3>
z5zY0(LDggR)btt0za<H`sV>j4-#yTzuJ?R9n%zvL9Pr>rJoaihpc$dI-{R|>1e}Mb
z49w@gbl4T);cm0nA3aNwvP6wOblP4n3)z#reAT8ZT>RmM66F#ss6LP)(Ra_5_GNtA
z4oxB%gxRF>Pm7%`tkFf{1*(ir{>Z0o{7`xN-!pUF%<haw(<URaR4tQ3D!Xkq3c04*
zQ&?@gQCLugHwtC-Q(T|P5eQP+OW=J^L%(3-0~t(rY#a=zP|G7HZ$E)|3b&PxFeWGA
z`lG|IiHbEufbZh3^U|+O+_meNpMeF3y~Ys2C)M1Nrr#8Q@hoC~hr65Y^zg@FQLszD
zR|S1~E$x*RxH0!Vf+T#7Rn{p{ykzQEls{-s-b0t;af@UEwGbOHEj$swXb;5o=TE+K
z9ZI9}AN+7mC{5vGb&UD(^koe}!!-?osm`z@Eywlmd_TiP){223nWJnjRUuC<)#>S{
z7d;JxUen5|2oV=Lm`%ZCBumJA4-a9{&D5pz?JMpo4t3Ymi&rtK!+J1|@?Ojr&+tO;
zN=qrW!=4CA<Ol^E@C)I+lnVm%h(#nh2M$r9mU_oHKdtOe%L5Qd>}AV>$(WXq`Cd~u
zB+A8vZlmJ%*iCZKmU4{bPFFe^VZmSHdw!^S{qtX4I*x3{DD(x5S-*bftn=-l={7-m
z1@DE*9p~pk?<J=r3$u0X%g^ItjNA#u{)3;aPFI?Aj%3922a@ggh(&=X4M5cB!#@w+
zemU#cZz`RST&dbWt<GUYj1~N`F7Yazt61$u&Xn~8?TSN<EBk<V6;lKexbBuFAq^tu
z9O|s47~lI(XAOfknsJ4Qpgl%o&7Tmfb4~G2qMY0KD~`$t*0Y(5Lp}#*A1_Z<xtXK4
zV$SVPtE1u%u0p7G;dg+LJ)``sYsUtewBb#%#`GLu?%_7nfcvy5kVk!=mi+Sq-@9pr
zXe~2OgC?7A&kZ$=KhHdSqi*{x<{}{}eu53-f(q!~Zh6ZyxFNyA{LOSVLp^{z<lmBn
zVi&6Vk<-tMW@S6YcP=OE0pCc@;y!r;l<vnGiFXE<&G39o&8WA)pQL}EC}j{tdp5=}
zSR*qvgP|&lgu>42d#@eC9*j&%z+7phUf1F%g!6OKtQa%%H^Ym#le3&Be-I0W(#pzF
z(C?dkKAzNpc+jrUsU@xs=e!4nY<Lw-yvTHC-37pE8u0}Agd#RQt(-6vRm`2+>Va1l
z5-HgN_t2}DqAh*?04!}a?Pz=HU|KP-7Jv_db6J%!(!z1Xp1GOC(7mxE&)Cq4Gla~s
z1QH9t+8*UJki3i@tjl{@ZvV<*GAN|9j;vksz`bDdkxh@0YSH>0&1Jkd7L~a2p?Y2S
z9>HnLzQ1Vtvw_g*qOR`_JoW0~ntq4_3c=*CT&=1Q-q60IsBuqt2{F`(PV&piGcK{d
z_nbNL!&p?@`*s4a9Sjy<7;?`%-iAED$YpcH63qxZ5NO|9l5jU?txjJOnVlhF=J)P)
zl$eXBz-9(KL$<CviS55(hPxas6>W-6{WA_oWXl_Er)?Jr`zxb_Dwi=FI2PB|x7xE4
z?+Z_X$oWWqTb<E;@<ok6aK8NFAd^_za5yL=tp((UGH`^uk<7;Ut_m&o9K6$COk~YS
z1Dk`&FspOFZr|9yHVjkSr)yiU)4VcZhnhWnxIP5T+7yMUzQy<Ndp@px&bVRZO&+w*
zY~ZN<c4&NpTb%OHjA~!p#pc=K=78ey5`M3V3;Ek9BO&J}J1i68xRkc$oXt*uPY1~#
zKwg-;>Ho@k+shMO$-r3XCaih5-WXM1dy%~W=PYV>+5BbqIoG9$ry}X%Ahr{GpPo25
zS0F3{z~p7V`kmF(J9B|iPe}A4Fa;ks5ajiEN}>*NyqX+>l1AKyk^QRIMAwB(iLx(x
zmr|9h8PPHn?2+aJEB=^m*Cj=Gt+TU)PJBN+L^@P7A<ZJNk=l02r9!EfGd~d<0;|c`
zW4=2m#yjd{L9(uWyReI~iEgm;`T~CwFSbA6L2l_~Sh6QO5Mqa`{Xr!@Ph7f|jFDr6
zS{iBPXx<8*NK>B=(onpu#8@RP=B*uHsq=EH`G-y7`eDVFcOCpAE33ZKel#+_gB<hg
zMyQk}KU?b&5*y6a_i_rmc3I!dZx)UvlMW>mmAK?9KMp|EULpMl>+Yh=-X0EMSV=PM
z@B?{6SgI7i4>q!Do$Ok#hF_BYg7+m!>a9{`G@#;N;P3!_&g69XF)d+%+_+KD{a3aW
z@aXP4n$wrj4jSsdo>Ma8M6P}kp9VY;-Gh^7QBzaG({b`d^&dadkEs<<2w{tvu^?Ov
z3bcdyM2&Mfdqm`9NvfJ2^($Jyz+YI~#7l@E{@)9dUak8C1{plJAmnD#KTS0GO`C*K
z0d?xtP~`=rieU1}ZuG)pbxSmUIlPan&38~etMQ-yUS-jdKgruDmqS+p6^Y*!DBct4
ze|2xL5smhq;REh&jI1n-UX|0qGPD$vYjx><aXW8e;A&Oj=_-WD^~k=*hY)XCnRZD|
zol9Ot^dnlmes@Sve1Ex*mlxGQNb7tRI-=**@gA7MW)FX@>~-WHDY^YSl36Ywg{?0-
z(fBwH4tMwM=G6!akVpS@kK|ibDH%^~v(XG}yt)OXJbzV9jN_0w-9e;wdzTRtQbVQj
z{n~FCkX<d7eQ7dH&Egm%4p=(*N59B2*<8GPO$w~-yC@+!nVVL-%w|yUvVQhXYD3P?
za^O+Ub!@7eAN9W<LyiNyLei>jr&}(ZrM1HS4;LSQog?ts`R$pa#4G(#lyIJ_4f(m-
zXcn{su^#%x0V)q>kvcwHS^W|@D)i?2r{H9@@2(E#2b#&O=XQLDV@bkI@vM}4)GkBU
zF{rtkZYGRNO!i{iL2854eZKUGJ-pR!>R*6Ct8l~UD-GYil;@rwKTWL}V=0jc)r=PW
z$T5{$jdB#28-wP_a(NA>9xp9TD!QePMnuUPBjn$>V1(vYHe0Cw#1&WYb>{kO*VWxR
zFM5go?W><T>heQP2ejeNQ~Q^cvawN;nGfui^E)j^(tba3Nr6mYtzi9rrBg(%Tl);C
z;5+)eZmMJJ9S-Q}J?5#wbAEmMNR#n@*J^-YcP5LwXyk+ANq1{9!Isx3L(@eq1w>Gv
zfp|<TVfdw&pR+YaW)+213W+$hj3ifGc~!XFszzXqnR8Nh`10~o;}ybJ&8!c()^XA3
zIbYZL_6wd_(&)kUQHcbB3z%jEc*t){I;gRkTqCjhMC!q%C1audxMdHW5Y$+eJ6>Ay
zUOP1DWQwH=AEkfz6O2Wh(%J(M_RC7UQT~ulG*P3Sf$l(l`^l;Tb97t#ZC{+alE1O9
z3X?+qiD4l!kn5PnCN;{c9Amy}t4Z4ULPnpDRC<d?=rlB`sI}BcASj@D$Q-v_SA;_-
zG)?s>m-R+Yk+y_}N&3-I%Pz}SX?Bb$)<o;p6<p*^C_{5xc0_vN)pLHmrYJIH0J_@t
ztY*t64UTZZFQ6a@IR??-^d*t(s>R<B1{2bF;K`U>Y26u%O-#~sQ9ePg)DS!oDGq1a
zIJ%^%R2$CuvwyCTDFpNojQ$A(Q5$fyn2BVN_^b`}Ki%;W@o8B6K75dKEhB#_^{#Z0
z0On`Y0S<AZMVLbPkFd37Wyn4$?MOn64>byf=8A@2Q%-6ULqd0C3F=290y`VPgy2AA
zGr25AFuAHJ6SU77(@7_9Mj#JfR4O1$_q2=f$}tJ2!Rwm=HeliFYazq<X5%1l!Ge69
zqeVod5Bn-IVvcr2%E%xfx$wmkKRA-rOkAU#jS6fRDT9b*eMmsFg8lKcB{O`sjkjge
zKxdsxmdVLdW&C>i28(WUVr_l5^k#)W(S(+E5Wj@4q(&6uibAR|D7+i2vrV?y71;ud
zQFvFGge=4^0X{=yr3t(A6fM1f4VQd}L*jjDJ>L{YFD~PDjPGmg5;=w9f(g83SfwVY
zC+3W_VdWnA$dtK3T&in$HdtA{;L`R_j?_6Idv`!Kr-v5p(LeXYl}h(mfI+^Gj7Bi0
zDO}55o-)Bj9G8^-0Vd<mhwR8-`I?Uh4Ab!sJ3saSM;()7jhg1EN|ffS!zMa}zizr~
z<`{d-Nm2|fjuif&1x|$JJac0GhILCvq|6dafu~(O)5edFUl~N)fzIWUxa!H~%UAi>
zq&pH<2&?E6`|r}d;XL#N_5ljMR7G4Jm2RCnSPlw`912X?yBT2V$;t@IO>8rnrERNJ
z#2Y&xmY%dns>5!_7X~VzAPlMPQ1PWINeyJz9@2Mf4hywPSgVki9saQQRa5v%*P)5A
zg+fO|>gpi&hj-3dzy;#T-NgyHAI<Z_@-$4=gEx!>Rc73m;1YG$sMoLhd0qKyS+3=5
zxD5rM#&x8{X;ts-uBSOkf(OMpD{d-h2#?%>!%*%n+3g9T#!wn8QGIh9^bNd>6!f#+
ztrg0NR0P|P!{M&@VqY0J_qBY0q%fIf4VS8`)ewDw;swh+x+OErY9%`f)gER%bG1hk
zHIKi%FZh~GHkqC6a;a_To)fO(F^aI|R~*}~$`7QtFDi5LJ>~?@+#{#SSIIouX8^%~
zTVj~z7ivs&7xpw5*Deo0dgRq?tlx&)GxK}>tf;>p{@pPeV)KckTU!zg=B@P}mV|-r
zCLa+0(XU1ph-OOh(_@a&ad2+r-W1V&TsfKzu255JQ`-LH)c{}02G6`sm$s`qsQEX1
z;R*w{lUF>n=I^eYplTw%%ihXE0v;}>)(j9oI6v`CQSk^`b*m{zkvlQ9OB>OwXcKMc
zYy)|?_PcyCY|KfvogxJMg@lv3Y3m9h9u{RI4)m>>V;Xsx*MCFEY9CbCZ#r;8MU?Db
zPi|<Iscf4&WeiMWOgxRyc2cgj!n0^aHby~K@O9yo#n&Z|56reEB5KuvGv6g6Sb`&^
zF>WraSy>8Eb()pfgO5_-(jZ22C5Z+IBw(oRV#iy;>LEd)inPF{>qWr2Otz8qS3x*j
zB6aIjMsBCUPOy;|=9i{&Y(l;AshM%Z_A`k?t-n~rxD;CNiz|{It;%GhWO}WlA$gny
zzmne_MOlhGVC*uPHt+}hx#!MR)2jQXj*S_2W%E2kyp=LK4ct-<V5O*c0M@D&_88+u
z?9aaUq&*k^nh;oAOFjjdpqd{;<A!CfDT#AgGtqR96IFOZ;rm3`k5msX<Q7!hd$X~Q
z`Vnmps2Q|yj|V?<>^?^M_usrK=!u?hBT@&IlU}5h+p4ub7eoR7g1|>Z=bOh*S{;SB
z!*D@t{%JjgN{W6pEVUyZL~W&~0$5y#)Hh5?^T49xhmTrNzccAXhjIKG1~Dmed9kc<
z(eET(Ap*=y10Qy<7UcE+YSCO;y5g9sNIdwhMxEfkZ2KW;3e-J8G`4@+)p)D);f?aK
ze15`c1Qa<F{h0w+-Ji05l}SoD%H0?`3$4bji8ICO*9K7w1b{Anj6jgoC-JRyoBA^$
zvQE%3rUHgQrt)Kp*skju(b8JX&W@-F*@;)5$E_S0d+~oc5-Tn}OBN&4SxR}EcQxMz
z-h3Og!_W3Jxp?IyqX{8MD2sJ}1#C@3Xx|9XWF^eWivyz_-}BC_LO)VaYv$&|q>Diy
zw%tWzC9|SKYznMhStdz?(gCrYvu{4<OT73nka$@`%QcxStmtw&XAm<&+UdM^=!y^K
zXM4sf<#tzQ({$G?uqZGZBAw=VJ)CHxqA7`ED<$<_JZ#N^L}xDe(Yrv9^>))UnjzdY
zP!xvBB0z&P9B2b!eA?nJF6*Qv;f;&56?mM`P<F^(N_lI&B!duZ=kFN7ANrz`JoOO<
zrczm?!5<D}E1@z*{2iF+#D`E;gRX06DA?sC%`b%~hKArpasF}2Dw>U=xDmME51j{8
z_LM7bSc`R(wHn%!l?`Ujxc-KC21uVPoKQz2Ad%Il@?4Ns`Wo)!!!9vB!O6=F9mBL3
z!usFmOK*S~NoE=dn;9MgD0Xo<Kzeo^tq1AX0&(@6vXa;0<;1S*G8+x}o22Y>oSE9Q
z!nl@+8Z)fL;>97aO!}#!z>d>ts6@H?SnkG4vjC9Q+|6gt4jZb$D^5r*8_6~BAUlm*
z)~MZG=mSo;<C&2CxoONo2<2(Wd|Ro4``uCbK{eFM7waHuL}--k-H2b=^mEWh)yAo)
zyi=?Z2kJQW&EA@I$k<kcj-AunqyFq^NDPb9Uk6>naL~o*%hfWOc%hL7V~Rge1iD)n
zXuD1~2vwG<P2e0lkbdH0Iv5EYA$*YqAOEwN_^iPbY&c<#&qG{^NUt(t1wuDE<=O-a
z*v3t8pMPt$D$Qw*VL%umoaU5XyE4k`61gf8fj*Qxk_z_`VljS*c5D9HjP_Yvz1LN|
zc@@x|H#A|*dZnhyuDP1rG3r1Y?2i6S9UK<f7ekK2W09CtJ`=GH0P!c{#7s3sM3hw4
z{FgiJn(iz+oPUBm7_TaICa+2CY&g+oTJSQZnP*Zq;_JEleJQeeUOa^IB;YwMfL15?
z6_O>K|5igc;$z=s@VGkwLzUY;flZlj$I<1cHUF+>Nep_VCy7^Q@U~HN{g(Dv(18(X
zdt<JU&SP<V+Yx{df%-C&FB}Yh?be6fIkHBvND8otl(}WqJZABot>}zR4LK9Q)o{Bw
zE!a|Hb{$VmO5Wa5V@Xz@Q(4jP`Xw2L*NrSrf`MN5@|*~MQD%E6!Y<*bf_NfhrhZ!?
z>#j;Kj&5T2O0_G33=f-baqHeJ*6TcH-stA}@;$>*^f54QZa}NF5HxAUi5a1KuyI*u
z?~Mm{&1sYS>M!{=KV2pkqlO%XzWUtI=WaJIIVmH(&lw~$>YVTPr1s|8Lb7miaf7xe
z%T$3UBJY>0S=RB~5?~BjufNK;i1Lg?t>p?>EH%oUKNga}3g!7O?bZ3MuJ}WC%_Vic
zlS0&J{1-rAj02kVmf;q&%lBj>cDTk)&-`?2Jh&3kGcZ7w3EX-vr#rS1-Ck|;ENc=u
z#6RC@#Gu(884fzPjzRPjrnHS%VRZ5>k-0z-#-r($4Aye$*W<PmS*1A&Oirsir>cxs
zQxz7N;(HIsI1(O!Q&EW=y2Nqu@db;<jn3z_#DL2S`XSV>B~fp_Q%a|m*Xo+#AhT~I
zj2nHv4RH&ctaZmSqXXFsS)=iVtVQauhr8k*NV|f=@20J?5+C@rx3{zP08OhMK6eG4
zZv87SX6K5CifEL?uu2veI0BhLX}ok8T@)>9zIhM!tPSNFspR+`OW4>3q>(?1^t$$K
z@&Z~*;2@5dB|W`mGVOT^E3{rtytEi5Z;3#1=Zmo}3@5o?Sq5Xy><C2~*(7l0e^ibB
z<G;H)-B!g!E;}#n-GmS-ma)%ll{YM{3gaYMw14dvY|??Y&vHVL`lrG<J@!vGS^fVi
zywmZj9K-7jYO^|F(>wG*O9DD-u1%T-QQ-R5=WBQABQf_q*!VZS<gr^q$%`c%CeS`&
z>F5Vrlq>xo{!uT*RRh<>4AdG%H_`@Y)dH~+MIO%%S#qJi%pzh>1jsGVjMN)(fKM+_
zy2QlbnXO7#fkPL;80g{AB6kB@yr~eXAU|K+oP_rgl=%<gZtLB_NY=${lm*2QkVeAR
z-s>o8-Hj~b+}95WF|uLfBm`$!>xr{C^YW<^`QfT)CXj<hE!MjyU&>B?ao?;j$#&^Z
zvEP&WUNeiT$xKV~I-QURJ2k9xNHjuPVk^TUU%g5Q*+A4|6)eujuZEVNk0l;+5(Q+S
zCORVC<H0oPWBRoOFFfNw7l9|h(7j0&?~vX6^LF+DBVbmS?IUgChrOd5ieu+SiY!-*
zrYAG;SjJqwIbTeM867Q+bk2A4+(m^V;^4fr7QZ5iw$STF%_-pc*UvcL&gICE@Ps&j
z8XP_}u_a9e5>$d@^KE8nM?|_Fwv+vBxE_Ms+poLok;@~PhKLCO1Dhbh07Zlsh+rr>
zENsSrL!|CdRdOfjR~;A(7UO$&)X#(KeZH6I+xAiQ5Uev9loY^1$kuk6qGZEZ>AX+)
z7rhfCI;%k1nnDWN<Y(DjX^mZ;R?&<h2iKU+(6#KU#<=|vDpV2kRSr8C)6rCZDCvu;
zms|3~ty78x(k+A9*RueVEhg)Q<_4`g2jk6aJrhrP^sNawX%l(r5m=bc8N#}MJFDp9
zn;O6PY}g>Yd)4ig+_E!^4rGaJRLZ1Lx0FTw24U<{z^3$#T{qUA9XcmF`h4jZMuVm7
z=Zp=Vs<-N4JvKHr#9?39cILV7vU1?{p2vm5x$+Ufb0$#p@t{~7Ia7Swc{6R^0%(%)
zvvIckQt%izeIt~?8j^uZ3YbuY`-s}mG=zr#g0|nq+<v`pNAht)x(J_e4)sdaBDsP<
zB{#`;_1=n-RZ>^SLv07gH`uv@JW&k37t+kfC9kUT+sgW`PqUZrWMMnvZkr{jyX}cm
z65#55pXYZfzhb@5b?r&h@#Oy8mZ<RTMvL^f%^jjDeCvM<Sp-bTp&Ys20sJ{!vY(K+
zdf(g&VMsRBVBCb2tT3@T)>!Um96~+ZV3vRQwQxxAcgdm)HjRv!!M$LMrFOqK5GAh}
z@`PU?K!S}sOLO*kwk)EGV3)40n7!?K2PkpP$Lr^o>I9!Nyap>}F->`&_&I0(J(Gp8
zOOy>l-c?S$Q#N{I&3xs@2S(t5auaXqt3^uYtnQ{COu+osIv)3~Xz<vNIGuLPM0ZCZ
zvIwP6TGoFGKk<INaN2z0yO^&W&&G)g#-Q$;{#JJf59-`cC(IB_tpB?@!lZhv2K@3$
zs6oG3d(UGAY>|@g&?&Rm;_ZE<yH@BbGHKZx4b5K52Xaqu0-~R9hB>q9b3j>37Geok
z78*aOTF=&&x=tkH`xa^ysF3weO*Xh#nWHWaW!}9jDfhWPdrpxh?*G?~oOj-Z%C1eq
zf~Jq<iaSO2_fP2@lW>p|*Aq}Cz;+|s+u3Jt_3(-a1L=Wk+cgh^BO-y`fRJdsFx+o<
z9Rb)ufq_sa0f84Af4&S^O!yGnju$`55Oq=T%DSW>+$mgm;(j_!N1xLlx*!7G<~zaj
z_@xDcvw#Rc-xdjP`iE+-VIi)O^04+9!uRAiUWaOj`;$C(ZkubTi)Hgb!{e1`DZD;!
zs;HHfmFEnAw6tIKw#9h}IcOPF3PM;iPR~Sd!}nw37nu-=j0Pqk+1JDU!H^}1(FlHD
z8)Bu#DRdanC%+36n5n?3X)7eTIGy*Sw!H$fDx5V)AzJe{$>i@cKUV_lSGgo1L>I>g
z%d*R<R++JZ?PYDZw!jJSPs@}NrvB*G>F7xSP6CqAV;6m)@nykU(I+d3m-JQ26o0&C
z9l6@IU>W$nf1})+is*1QL!$fN%-7f@znONNtFIU?dBtxdEcIb4;Y1iN>2^GFbL4H@
z@U<V?<9y!z5twoPj^UZhF7wJ&jzmw=9lxH#;?k-fgY~$-4&c_Hkqtx6puds#XoL+F
zvW11YPyU#&fQf`)_0DsomV~$gU5O~4xfUJNwcYH79gA_^F)=X}h<P0i>iqOzh~0Ru
z%quJ`y!pZ0+<bIV`+-qwlATi}si;yDg@&&suZXP|L0J68G`bdMQF?(4;!GkrSw??8
z3+DQ3>`Vs*if%Bv^GWA`?AaWjj~^crw_U76{MZ=D3&N)nf*qqx{E|M+^S$|k6adcy
z=RHA2d|*ghTic0yGxo3AJc_~cISjV8BSbeBF<V}xgatb!yOk4^nd1pkqJVf{Wm_;2
zp9;X5UjKX$);?aW8()IH32A;i+hs-#mE~4L^qau>h^Qj)s<psFsx>+?GU4`iw{B4d
z5c_br_F<+*^l}`0GRNo~mt(F(@(R?9@LEpocXVShw(e_0$`r8WiG!IM*~c+|{E!b(
z42?6f#D4H`2?jc{dh-VTq_z3$^M4|D85tSR^%$_cAn-CSTZRnO7KrPi2ReKe51s*$
z0gRwq4X=@fc!ujZ?!Xhd`)4vCvPQi(hMB^e9h(n>87Vemu!%oL#<uN<xbMwbd~fZv
zDl=y0ezrJ1ow=LjAjMzt%O1VbV7;Z2Kqk3?3?{ZEd0Sj316*DcjP_atyW{kt=fL2g
z(t>j_rRez|VmAuElGN1HI1oacfEu`T3~Rc*33<lSKK4~7D1w3~sg-^KBXYY=b#K%b
zRYOaiMKCH0L!Zs)rTW;erRI4yscp3EE|Uf|%X<+$z>DF2PEUiJ!L`GUQVkQ%<uD;8
zZZmvlkhnV@f_CZUi@2ffsyr<ZLr;=!lQJ{8#jkg&G-CkW1-{4b6kQ=s079c}xn6-$
z>gnaP4`BoQOH@r{R6cOXFw}`w%d53d43Zo@#Ny0vG34$?3f3ZlEcuK^tkl(HDm22p
zQl3Z<4I(RBuH-}ytXv0UecqR~HaCkepDzMDH)0RG`obiYMlhGN81DwW31tE9nIIP_
zUwYB^`6pM>0a%Hdm&??E+(mhXcO1SiyWT|E-#KGCalL~`O)@a1hw_|JTZ>@nD<v*l
zy7t6`r)JF$VovoFJe7*SVd@!w(fAzL;Ib}RE8D-@xP@N2t-;QN)6+!Q&78}Sg!HYH
zqbd3Gyorn!kK4i*w@pPwO5vzZyEoFrsm@N(U%feKd|*t&6|+wP-#Hzk7(dmOw?@9R
zyx|}Z2FMcbXhhPQ$E{kUQkmzmCp;z*aY6?Zwd_lHzSzPEjXd3I`mo>X`mp}vW#uX)
z;SM_uS>d-OQFIeM*;8}ll)$UoJNaUR58d4kk#*l;r1ONOhb|SskkO1F>KGH!)R8Aq
zuCWfwsu#KC#Js?sUxNGoLgLY}rHrhu@c6g=jcL2&L;m--hwjbvW%8?wiBI%g{Z}Tq
zl-b)gkZpGtf1|Jd{>*DzQs;H!Ib&D<WzI0{@AtaS)c}FM;RuibQwvP+mlDNc%HTH0
z05@=+oVMX0osS7r(~^KXrx!mkP2-t161Q^fL;f?FAO^JZb#56}@7k`mzCAC@LN%Fp
z1}8S+<_XbV{hab~I<mtZZdIO(oSx$fX9jJ_fZ(`(fnV?*zGV797*=JscyR=QUi5H?
z8F>ct-5fcCf;+x$pC@3M;D`71$9@VFnLOW_)~Up%ymh>}It@}!7fPhZo+w>#nX#X0
zWRs~Ay##8o4f0}&I5iEvWb+h3%-$X`zP@Cl$9hL|l9n8g>HnkPd@bEk#kR$KB&s{8
zeUJI_u6g~fRc5otaaxYM8M-pb`1-aw-J&j^uPnCstdE@5XP$?+KA8QxT!Z2}&5Aco
zZ$C`$Qh#`;4Q<ym0u@1ddwL~(yLP`67D_tP@&b>b<d(E^0WK|k7>rRko0n`FXU7ID
zxT}hAO|-dFa7rV3Sraj6J|YK(r!II)$b$ryAnm_kv*qq$C0Eu}ANFQ;rD|!PxvMxd
zN(W44sHf^VEHv3GnZ?0j>QjbqroIshqWEGuqlL_1d(PvAS2<@EX#JV~NmIq)FWLtI
zYOY!g<aXCqCt1w^^gVlRvG^t&WZi{{{51UjxysSt-{e86*&zAK+ZuuEa_vsTSFSii
zDvQ<oJ7NAT6dDX-cip=8LU?051j0}mE%o+z#Ha8(_~`syt;bMLFjF_1Ftz8^RJr?}
z^N}54bzt^%@6A(mmByg}3CT>f@&jzE{36VIaEAzi*#gyMmB21;I@-GalB<h{`|Z^>
zfAY^0asBHzyia>8Zi0VG^yRv&TV68WCE@^pQ~7=fA*(RGXX84dwztS-4JPH1^4!=5
zT-FC5J#NrD5aq$JC-$3nQ{_1aCx0|?OAYJDTd%gBgr&r@s&nWL4EXF<$^h9me+mm^
zK>N`f2nv>#t7ii}0<ZEhA!ZwTf1(0VaL6(jcGli<V+t<llOHZ95#;*;&hz-OGP8w|
zk<nM%g*-*VuefDKW>wcE>Tf4|(80?Av4^Lp#M)NC*3jrT&0trk)2A5>CeV>-ivDK?
zumH>#s)aK_MlXeTq@E>d3@|_J@zpe~#`pnh6MMfJDyJnH(`|%+wF@!gl9L`&^1Ti$
zw;o|u=5H4PZU)tLTCO6g!FM!O1K;GwxE-Klto1}%k7D9Ig&gMCW9JX%qF3oJPAu`;
zU#xwmnw)VtzwN}f{DhQO<jFXMsk5DJ{dGXBL)<Znq3lyk*URa`fFrl=#?9^ZzUt6=
zWyjvhKf|#!Z%%8m4;CCy>8nis?v)2obkyb65xtSWD+N&=j4{XUOnwM)(iHs1Vw%eH
zg7o4ZjE`2^F+iNJD)V2^q*S}r$u_N~aV+)9`hCWzeSo>vix2`aU!u<_(C0zhp4T?~
zem3^pLiyB$8(NJC7(T){bTz{Tk9$8yeV3_Ieq3MxpK;1jT-;QxbI53R-8MM8tz!Gg
zA}m&I9WGeV)BqnQc$Y}<8`obSndtcw`*tj3i8;9K__vxaOvZ3*cO6r@8f-`gU4GQ@
zJJ9G2$+}m<#4m(YOO$zGfFmu~P-u7QQO6jeVIuUeyz~GPV7k0M-DX4mWw>KMJ+#`9
za8dhuU8&ejZ$kQFzFb#Z%Y;0G$g-D^g5ihnzd>=OCGC~go$2qmwo-1sF<Hr&dKB+;
z$uoqp%#n|e`pw&{Cj~_~q95;0CON$+lU$&bGcMP)fG<!-LdcJz!@1@j*xjK%VY{)2
zSSg<^n<{iU09D`I#%wpPTouuKQ`#|xVOWdxcR(7)jOnfzWr3|})a*H~j|Yl#A<t)+
z+O^Gv)(LJ**?TS&Idojp{`+p%n;uY%Rr`*hZ#Ezu)aMY}1MJ^+Dh7A8`Q9{^d!5?e
z>t_9Cj|!)w)!ygQ<<}Sg77au43ucaPpLvu{jZSh}EO5iXibSz>*m~ISrs+|R%=Z$l
z`SpJiO=s-Jl4q4xgw1l1%doa2{(zkp_(UU|Kbdp=y<#nE4b<c$mZdAoJ1EGIo&rIm
zbf9jq;s7oMq%VLRN}9M!B})W4HC|=9J&@S^sl>r(T;eVlsDp)()5;JUA;ZwKogBs`
zJQd@9gN08muJCd7j^-BCfz6QMwkkh}EI4N&8EP^fBPhUdsfTNk2jmr!Sb%^DQjb7%
zZ^9M~$)?}@8OqLV{2SOz7*Np+ZDCx$q9K8ZP%~~5O66&@ZGn4?JqZ{jIjbEPTTf0G
zKOTQNxxyx7xUu1|%7S*bXH<1K&fTYb*{gF-Oxd&w-0Ag+UA+m$-$~FFsx}AYfmYy=
zrfJYPZXt*9l#c~$UF0c1dLuB|@kfs*SI6;NO!er6uZ|2zUHG5|-Ie@k^|@B5fi$S_
zDBRuNsG2g+&^)<`dQmn+sTQ<W+(9uEgnXKUhMT})@$!n>_~<TD7!R|3JD-B#*^Rd2
z=+DAO7ZeRxPoy4CAZpM0{|=|xCF=)*W*jZwzE!ykc)rB)y4GG#I+@|}#*E=&UFz;}
zORes=m!sR^K$~ysX=`;%MrRPx0!+auqPVj9e@@VSui}};W~PwKz_$T%z$sw+^_;Tt
zid8d{^TYg4cn!E1-cAthd>sFm;~^jvS1-cid{7$~LN==fZRZb$fHFa^&0{=mB$e|c
zaz*?`Ni1+!OJ-tCC&oimBspcW(JTAIu}!(=Sx~BS+YbBng14qoZ1~AJ+7vnILHfNg
zpYgE?Lut;rP%$mt{xwklj$e~|Par878O4lP(FLKtb6bX7^p`2$k$#>9KJabk_NYDg
zdd=ApoE!g~b*S0%n7(SR3I_JfXmVSRuJn@(#gk)#!@}zpeGR>awDS~{%Z8-hXQuFH
z%O6QO?|U)9?{moYD85;vfOiZqT@yZLp%nc>$A1%N)dEXppKy@R@&T2(WuY+F5$y`;
zwBMw%c3d&<2hs$Il@|ezzxa7FOXzi{zz+gF+n;OnzLOlh0gqrt2cd!^W<dUd4+qTF
z)HYk-EKXYq-_5j?P!91U@dm8G^bqJM`k1z^tx7RcRy9YI-^>m-jNzry%F2C4fNtn8
zEFepO(jD|0^JZ@SV=ijQ$ZMK>xiR{}9MxoQ|Ew$qU060ir8JGYYbTTU4BqWvd;u2?
zJ@<>y`ocBWYQw=fMb*QD@n6|tIDF9auxs6#JSF>;VJtNQ7mP*u9%RDL3Nm53`BPvx
z{%n+chp4#a3R(1zZGWPy^{P1kyG05ygm>p3gCq|fY9yOPSt@i-R#q$Z!g|5a#79%&
zG~wi~8~`i11+?7~E0nQ6Eq*LYa%tIPE7cRNkbfaQKchflbIJesQ>F{Wn>dkB>P*rj
z3^Md`ezCa|5w2kvxhfjpLNhvxF}dzqqcl3so1>3%;q5WoD2r9vVZj|l&wf`JNzkMz
z&~kD&+$<Y~8#>6hP)^cRP!+ofuXLJ~+&b<D2G6Ex@uBmvB9!s7mPA3_pE4QS{NUDV
zSL<X6M`i}4_(&B=#*KRCzYj-QSy_|fW>etxAGVW7r`bZFc|6(8$DNbWlP}9mjP+}5
z6B)fJCsrB6thcVT5(Ancgd!}L;CmReA!67|EguTXK@!S?KFSb-x~`D_nSk5?eHw4R
zQbeks%k%SnsP?}F-^!YW1o*|(c3Hu`^BWQGvyzjv7Pb%EQZR7Fc`OU#4Qgp5ue_^8
zvmS;&Qt-DDk}&TNcY68yKm@$KEc7^Y3Xhas((oI$JP3{BfL_ZjeHPQ5Vd+7-V$55~
z+YGMHTKPJV_joP;zzmy0*HwW0#0u3GiG#MO-(T=Ryv=CkaGYd2z~116*(t$_C$&`7
zLf?KC;eYK}4S<6(rmY5pkRP%IAtN6!3MW7wnGZo)H0_^Gu&RF}NI713<#KlH#$lgJ
z&j2^urq5pw<tau#1S8!{E^Y?Wg$p3rl_126EI;>b0SypX`jz((Es&K|UKgqa)qeDA
zW&dh%<Hyk(s&$$6_u03sVcy!W7OFK6QlS^=%HV7YNEb3Ykh!imKOGiDlcSu)<L`r5
zbK9L!hAuX_J8o)lXI&n83tVy9k;DWc`jt<N09nWm)lIMNM?!VP=Fq;96O)-_8n&ZS
z;m<p^J!`%&W{@NsXPhYy$Togq^`4|18Dui}jr(8MDyLv7rPk?>iHklCC1>eJ1f0Fk
z)Z+7bSOAq>%}DvPR4MoPQIfaZg=`z)z#B_T<*u`{Ga;4RN+CZE-C~%SyNZw;_$T7h
z-wHd6#BF%&4s)}G*xKP^2QNkpBPfP)RmCgso~ck4=70N7WS{|~X=o;a>H0{!4;L)`
zs|Wb&rfdUhzc(d*{E*qawyWEl-=%%qEI|pFZWMN`2NM+C=}g9t-=VSBku;=0PUanc
z;Qz%D0{(?j)e}p6OO2Ux`>ogCwe9YLw%r{*;0~!o4~ib$6@%{c1BZRs-wEH=_Dx<v
z#ZuJD1ubU9*E=@uiIaSE+m_N(MuGN`9o_CBWPW075)xu8?u?v<9fT`z2F?+-pLzJ=
zyV0fd(PF(fu7N*l#uM#|J@fu|_UWe0xB=M=av>LDlk)j4)2v9l10n3akQ?}!I7JN}
zi4WUCs}V^W%CS4W-$bB9YsdPBv;4uXI`I=xQ-w9Fj5{mrJK!HyR#xc`+aBSj#b@~p
zB5v=~osXsqn4pNOHsJfP&x4>c_0(|ygK0SCq_8^49AumPM8a<kGVNChZ?8Y;o;S>_
z61}9uyuW&Urn?_suGecI9-jmXOjgi5PiPf>glvCCJrtD*%%(GgZtcl0Pa((+0=eFt
z>BktMH@!78BGq+8qgMM;-cNmoQY{McybIBRfkgQ>2BQ?<MXv<b+0BjU%Tq_byh+Xh
z!?ebU!CI+jzltO@8bw#J7=2%DD!Y;z5WY(8=yen`Tkl4d9=k{x)33)pItPrk)4vMo
zp?9l2IbWCu4Uc2*VvTgjZHBo*)6gAK@K*To6Sg*c5ISrJJjsfDRb|5H8ju$2cC#io
z!f;R*FtH4J0FQHU`mr^lF~X0;f`K>(r+uy%K65_sJF3>&#VNY^r~OUlCD*`39dFen
zHP-3f{sav9fH^IeJErkE<WS)8KR#pcM1Ot1+m8;N#6mKl>Qm$RPd{<)rBuQGz$-2K
zU5?Pgf<xP5Y1>^XuOq?$c#&*l&w!Zjtr!bn1Ful>d-=(a6PJX8gWTc^cf}<f@)W(Q
zR<fSN5T`8c?oSU3=ZDbnuT{~FX*b8wHYS2BElv6f6+v}+t%^&mUkUEh&F&<t0|^22
z+x4evn*@R)ws~y4`?Ju;f})fh<i&KrwJ9SOH9;fSWG=`5Sfb+0DD*#j=4t`Rp!+8c
zgK{%uDXxtE&X@KS-g|kP9doCe9)rHg3#_Ik{@4B|k~sP4nVGzD@issHIfIMo22pr3
zA>Y;V><fzqddsh+UR}*T0BdQ>sg7cr$7IjfPt1mj9sl@4opJhVc;y!D43qKI-?moG
zTv*A$K5G1dSl?jeU|RF34yOVX8A;3UhM+!z*6G$Sk|y5=&);#S-&c|1QSOYEGA2QF
z{RjhO6_<dOKmW9awH5IHbM*MdFZSG^6Pawu%@sn1m(~(I1IhZ0l*=8ZvJ=({xM+J+
z3NLFUn8_hdvG8a4hqR*}M&~F6U#EziEgtWMHcUu1wK{GOFgNKzx*LEuqV&&9!*>_a
z&qsA|t(h%=0#T;<LWZVwK-or=6}G(oBx?m%#6wTZG23Upo^<^oCuM7^y+2iL+#D`7
zZ*!m8+}t92P8JUFngEHW*hK{F#TVtANYhr_d>_U!{1<i|F-O$E9%sz))3vibJ=)x(
zW;{|9;t-&vHg(HFl`wSfnGO&^Kn4hmG;*Yt{7i`ds?HTSLEdu+;euuTn7_(&mDct*
z@B+=@U|iBn&7CU3A!vSw-N*4yMKvKgu~dnceGBv-?TJU5(7&hH^RKdlX7Gv<`9Ao7
zDr#A69iLv@fcvX%IpLsTNa&-^B_c%W`%+3MP{1MZH||8&Iw^6RLtqe6GwW<!+Ul41
zP8%>4i9}(^Ag7c_r_K%OvZ!dVNL<pu(ZiPEjqeag-!;c_3{4%jheb)y`LF(*Z|G&4
zQ;nAu7T7F3pMf6}RE<=qP7i?Q`3&QH`?dPS5}rWO^Jd>XWbOLoQny%6OylM|3&Amv
zRbdbaifZ8uZo9BA{lXV>M-mc`UOlZE<hMGLO<wdY1Ho?RSyZT#$0n~u%|_Fa!HEWr
zAP$&(oMHETFQIuj>PHzlbEfWd5CWHR0w4PHY<S+EH@H5eOH}RO+Prli!x$s9F^DIp
z_!eZeiPv;@9e%$%&5T-4F^SsYz`dDvmV==e>8|t+Nlgw3d8&0Zty&DAcyq@Y^ecPC
zl9)EIZ^U*<jve>lj;j)B)f|%7CYlCfd}i&rsndgvAdxX}!2|+v@}_u8ir;fM$z{^k
z)qLv4j$`0@lxZV8#8<P)#()7#^|>>5cT_txJ}aP}9IeF!an;IIa{+4AR35WGt^106
zF$|ZtXsqwLJGdQA8wkm*(z&u6VFlYh{|28GB3)ixXDkgf&Xa24C=KbTtpl5Lg_IZF
zKJQ}CJ;lDw5m@|0aQJI$#G&;*S1YoWNsk<P;$J({N8jE%geJl4KfDTz!|wS-ji_4c
zdbrv$JmKwegfvnBvH;@(PlxxR!si(ag3>6s^QC>K{uoo2^6V<u<;Vs8zuY!S_U|7t
zH1dX3e^)=T#VI4#SXpwqgYij$H-_QE?Gugxmle2UIr(k?<Ezl0PmtBiQRYdCIPcM{
zE-oB+cmBUbw#4{J%euT)bW{5%?NAm~PnpU1BH+|6!j#Lm+nLd1lxK%V?TU3tiFA?#
zD1!t-Y`c4h%n2Al2w%HNwJ%hBG!=d$6T<$h-1Ef~v3{t#Zvu6xAs$tLRjl>B`m0jv
zaYmms7RQ+kY{vat`MfRTwbgYq%rRfP8ij;r3%)C`At4}<;P*sbx9lpJ4kG&wR1W-)
zCk&F@<W!KJ%zm?J7txOY)mYpWM{*b{a*5^%2S$i!$f#E;OEzm}X9AxV-;O7)RZYtd
z2jP%Jgl_GC6K5;)@iA^yzx;~}1m(Nm1C;knBO28c7x<{_rR{8un*>Aij3*s$UiGsd
z`6YN_9X(0jvDk$>-oBCsC@PguG51124oceJb!tlKAn;tv*Q{e9k5KJ^x`{ysu_@n`
zW1sQ_S}ycz!l~<5Yj0?nIU_(qG{in&@h!MrOBUWUzvv{=zY1<y8yI4iV26QWpi7bV
z4)e$QK_FEzM@DhWrMK@qB8%_7sT@zT%Ayz<DnBlL2-?%pX9b8Rbl>R4(#LRptf!>~
zslyl(KU>b{iV#4SDSI8;u5P2~{Ragv@NZ=GoU9%*Lex|bc(x>u)@k?F*PWnhIAAoE
zT3c!Ry|>9g?af1}=R4zM+m5?%S8e}+4TX+ydo#uyTW|#GT<ywvH8xe!H$?POl-93O
z#%vFH`%@<v3m~=N8lA9Hb65|GbiP$O8A<Ao{s6-x3q*=NN}T0V+pkHI^HoFL1J9<Z
z&rf|l+N2fH+d>O|1^Z3Z3w*F0zt#_kgX{0r^^bWO-#4Vq#&~uNJ~y<ci$k%pDCFH+
zB8Z-&?zUOUP&U)$KWz9@*9+}^z6f1y<CM<J5x~l5bq#*EJWAaxP+*{J-9Ef>Pc28r
zGSF4=%$tRuV2m+r+3gO`V%&B<WwPRKo5rshQCdyb<)y?zk0`ALOA$2v&@r;mw>vU`
zUKXG!nz@^Ymp(e&^B$!nESGjq2Gm2)n64z3RwHh&i0jqOLMRbq?4r|XEHdYWdD#ij
zI7yY_>E~@_xNi)@P<A(NYM*xiCxhW(S@V^l<I$@^llsGFs$M(?4NFDeC2grzu)pUE
zduXw-yVPv!$L=UvuO^SU`<>c!(b7JJFR#}<Oh}o)JqkhN+nly9qT~OBT<y=)EJyf7
zuHL=WQni;-Bs>g|;?ZKp<e@8>-~$>=Bf<<71gD%n^gVebaMVv(EyAf-I-n?8jX`=u
zOGYF2;nW;$H<zh<UM`#woxU_1pjXYSJ^3+HXDa5%h35=0A&1G!ohbl2=})sg59S{a
zeIB5>9B8zW#ULoJHwKZK3kXNV1ju4lUa_K)yY|&}it$@5;7%flrPb(zBVb#g+7tpb
zCNM+G*S>KKNa^B9Q*iIReV402F}4vN76@;j9N2E96B4ro>HHQ%{w|r&(L27UgpqC^
zI3G1zW>5S(%P&KfD@gl>!$FsHlfQLvWiw)cUJ_T^{`7g5Zei+H!PV^?;h`5cg#Yum
zP&ZRQ>ssEjom&)F0vw-*Ca_8Sayn^g1=>fWm2@UfF*OtCIw;<Jfq_qkouViKL&AEQ
zRUA&*GxYad+LvL1M%rQ}+qnvovmt)82l3Y%BRe0K3+eM;y^+g5RqiqnFiI~(XTy(c
zVxjphbH0k79w&BBhT1P!BE_A9WZOc~F#0IMBhR24bJGV%vBl{@1A>x6al{sA*qoN+
zRq;7BGe^JJ**$gosZ<@!wy#($?nyPEPBaTV3;X=SsP>;Oa81^X9K`h|4)#7L=?2F=
zBJ&)_<@YY-Tkpsj%pT?H6&=IaZ@}gM^4&`B68xf4X5oR2y(BA?Rqt8)pXx*25@&8`
zA6_ad1<3a9Nc8QTELik9HFwHWLhK=auQ_P1iMJ02GRgNWuPOQ;;nrX1Ke^~Zs5tg<
zPvS&M`YOZZeAoV3*4H+`c`1MO@My+}_&HW;2s|x~a~Dh(VHt^@ai52?i_A#6TBeOg
z#CBF7u0^f=*Gdvol`-nbX)oWyuG12<0;+!{0&7{h0hX`3a6Wb>L=029G2B%%s9y8Q
zGB%T7$<XsJp%7m(rM1mP*GdS@+-%z-S=J>tEU^wN-r5aMG=?5g;hIIgAa!+yj77=b
zInsVCjc;%RGm1F80B<!sX;Bj0!4OC_FP*Z3<sYXJO%gJep5y45P75;JMCqM}ag)^O
z2<|Vw>?BT9$`~$2WBf!^yu)4S`AeI<PAn}S%5~WS3eFJwCG<2HF<fH0q^kAfLNt#x
z!^?OhNe;;Na(t*Ht%(>=D%Sq{Sh8<HH@DQ{f3u>3+;$wHrgocv+umO!S0vL4w2hIs
znx4OF<k-<$@!g4XtsD(v4&+W{i+iw>Efm<GAW3x(S@I|C3dtE0k^TM$?O}Lf{_a~*
zJVfdtknG~<*XL*T#sLwHH}-j|dVe<dEinUvf-~aivI0G|rLj*3mzw$#vA8uo{*vLv
z@CSM?L*7nV5beDw>5_+y&&Ry>g=@F4bfs6GLw5G-Hy!j`W{yz0ASUIfp+uZbOVG-d
z-LT%1SPG$8N?nOJy4W)9Neo)Ug3N;b+#n1l^A&<RW%MX+x;+url8{_6-_X++^dgzk
z?1m~IyFQ^ox%gjFPXT9zXx$`kdKkn5ub$C~)9II@o7GbIA^F#<rw2O`L#>m4Ac+ii
z1BF5285*!22KM_Yym~Q4=#Hm^wBEZDmScvunCJJ38Bdeiy5b5JX+l&@W|J>oJ>`pl
zYu*o#rbf7?v}cemx*8ig6h6BNZg;M#Em-%NaiV6@I*WHlkT9>inZ6$Q0WtHWFSmXx
z^l?aq<ku_Yj{2Bq^;j{F#eHNSUxHwGgr?o>OBve_&E(!4BylgR{%Lq=Cb`sko>s+6
zvOv+P(oCLt91(wjpaba8E^qkn9XiKSMi839b2$ElH?+2Z@syFBiPzjrP*`G;l=+YM
zul?)NsOX@skQ~j}w{*5E#DBE5@o^jbI#0O_L1c4vw8i_;#XPn8k<ZL|i_M(IPH5lc
zIS(Kdz4ZSZLZx}FfG<g{m2A5HNBBB}2Lu0EmhSuA;zS)y0Iz1TC_91*Vaw;jE&WP5
zrlo8d=As%i!fR=aV0t}9RP!?PJ)uER*OzP<HtMXydE)bS*4!a_fKzgcu^m#Ei8mF!
zK>T8~D8MQIrJ@aAP5h!0?3w$r6*)KFV_(MmOun3X_WcNiT??WKi8Ss}a%J@cvCs$7
z8Wj#B-$?-Oh!;s#C72c0mVQnPeJW*tD)TtIiMMJF$$;-=Cq6deXdGkx8IgJ^5!8u=
zYw*Yfj1ezEE`Vq1<Zhn4Lq`<*?|zha&P*jf6>E;=K?(9;qtK$XKMD#xY_E5pdTQFr
zME!t+=MR?){%Z8c&N`hKRV@kKxtIy`-1VWK6u^=jm5BRg{N4&@={9@$9;k{?)6adB
z?N2n=4}Sm)22UpplRK$r%r7S^Qn2c8S2P*gRak*5#U{}qLvraaJ1|`Os?cD}XXZax
zewEM#=bQNbzYXYNCq0alb(Gs)6{cP31hjeiD|+f*YBg|0Y9x^|S6~ibo8{Ke0xOi@
zQm{=qBU{N9ugHo%_y_YVtOZ!tVBRtQ;9o|5WY&GiE+#@<dKQsUg+u0gkO^y$Klxm9
z>w)Wj&HUT`%4D*F{LR+?3;F^D{gnj*dOpM^p!E8)bm+<NHo2lyQ^0ZDlP~NH<To6G
zu0<JB+j1I;&)4d)DzC#FWS1!+44erO8-M#GCKS0%wjfc*6zYk1Ug`B_?ZD0t^52<Q
z`B#T>P*gv@TK{=FA7>)J;Sh9{hb(j(J`SWH!&b0tbEimi+L@JipzG7x{B|>JaJDxD
z&iPK$kq2tOA{+5Umx-Uvd3B%%gn+Y=-*8~Dh-hG|1qip)-jg5uuHDvdM#RRx7Jn5d
zab}>s){4y?B6c6I+usV`y)k^Hf0mj!=bJMeb`;l3oA*Wa|Fu~zvnoLdKoh`mz@`^c
z*${N`1Fs1dh82@=;z~`=r0p$#!nxMcA|+Zzc=CYUr8%BIqsG3jubxdw55V1P_t<@<
zhuwvMe1WNzN43FM2mzbCv4)0T5P!gR_@%7{0dVzJwGO%a8xCKS*FGG12$s|^R6Ae~
zS(5D;leDvWu&%te%?S@6h^LO=1ZRA6hTVifX}hkbjfUS1u6$fC1m3sNeQR<Ey3pbe
z1YMlC&4q!WKQ0uXt<?iTM=SF>&P7@38A*fe=1;dd*^>t4ElBT`5R=<w5q}D=AQqq2
zM$1Yd!V_h=s0BHlb=X`87?QtC2%=+sjw&7EVyhqm-HXgFL}Ce0ni@oc%Dgh)V>Z<1
z$n@UpaduYf2!Ys#$c$cb%eQo%pR%)MaKVu;hUl#IcG=yH0Y@{0?K&(|PtC(-LckRH
zoz>uH?GSXa1pgLv4Ivz{@Kv7>4hTrvdA#m`P5T;;TED$@$jYr9=OH{6M~a2%z1Bu%
z^j;5_8Vr#0(tOiU_8P(iXK@@kpkaW}^HP1&pm89|F(#*5)C%!^;tSeL2f<M|CGSv^
z*+qN-HIr6GEdlbAghr%W9}(}1_+Pz{z%GnnB_uW>aHg@Iv@k~ExZ$c7A}#eQI{Mo;
z)c-He=O63I{f?k>aY8deJGK`E3%cR*q3nR#uiyD4-v1v<43fqUPOA9;0000<MNUMn
GLSTX=zy2Tq

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-10.png b/test/python_tests/images/support/marker-text-line-scale-factor-10.png
index 7dc7b5e9d62ed5e3044f18eb93248b1a0e9c8c7f..bd25f5852cb84015362758368eed1ccec38a2b97 100644
GIT binary patch
literal 8392
zcmW+*c_7qZ5P!QC>t5x)DWTlCa_z38P)bV9@T)|$$bDP45-Oo6M7gi5BlohUghYs(
zTXG*;uEpZ_)&8@)@6F7cH}l@iXXf2EyLgU`S%4V;z-DY@U=9Eb`UwL_2I$MqtME1e
zV#&q^*sB3AmR|<?a9Ol`%#+BQBWn8$oc^Mr%)VOW9rEi;(8S!s(|NxlWtB^rjWG23
zo>(5?4>%tQ>5@qNk!X|{Dh;K_0~bGK{Hf*9qZrv+m%1-HFZxIoeXMv}ZQMU!zS3wh
zxElOr%afYdShBJgiY{vKU9_(|pM5ZPt4k^!eSKLM=l^+3W}4P+*GhFh2-TjRzZ4bK
zH`hkX@V9$vVCLlH^dvJ=@G>I<!xL=-*PWHd)z@z2^&Ok_tn?rnWW=TK9`AU<igkA{
zmxon)&whDDT15gBe6CG9+<Tx%m^1Ks+a0HvKif6G&-^y^{otFPp?qG@^`=*e0>g<^
zuDi^g#xGk|rkUPM?zQbt2Ry+V85@hU<Mrd%A8Q-@^pd6}!GSoQA=o`Rk=a<T(QIUR
zV!=f`BRFVRexO=~`jL0GrBYmC?D6Dw@2hHqC;!DKCQ7p7Lw7eJ_S_#eZs|VDHQzP;
z<PXK<IJ8zvo|KTU$ZsmBtLsf|UsB2Fj_7=|edT*}9NR{4w$KGrF>VGF8(12C8#OI{
zBqcdH`4`!e8ARh-wC`EC7+IYSyu9@r{p)zbz}Jy+wmOd5uq_hZEf3hwU%&3tP5nwn
zp9qXMs1Dw8cOv^U03<9lU^6y8C0$`$@D7jcLvC<u=V0@5sIjxr{zY^1Blp0&#>NzF
zgY@55scop+(SToJNA1Ls6^FXm+5Fv)ye~OSTC6HhokR!ky)Av}zx5(9v(|6!yu;<D
z0V&=5&aZ==xt<BGwgND<q1J<1j~harlb<>}A@jBFZ&V!T=#$*u+0o<;Q;g;lpL&tK
zOEZ|`J$L%al!CQ)<{r_m<;jX%p=;43ukEwNKc*Lsul^G4R)kLu;?xMzcGhg^nxo{R
z$Pm_wRWU7&oZ{jK8o<4AS?x*OT=nMC$gdDcW6fy1GRdjL!>6r&h&`__^-Gs5t}u|K
zC7-diz0MNOQS|ewgd4JZU-{?p&efH<IWczNdGDT5C+TWwbMRIJPZ&RBqL0n0vQo``
zUk9<pM}v2FUPnj%U|wv+2eGuu^22{M>**VXZ^d&Si>CuCje$%e`VB&1Za@qXyZPGU
z)vNpTzQ3zAA!p#CQ46ZHs$0lMx>>=i&FLC|N8ZlpFG`pv`k-O4{Ft}Mo_-vP&t=Q>
zae>JqYfrV-(Ac+cTjTRhvdys$JeZvN9wQ%=*Vwyz?_reD$^Eoxan0jsG}?<S$_kJX
zC2Vx&a?2g^X)i-02vtTE<aDQo3;ItcXXodQg@9wg`%fnCNggZ^Wp?}O0w$ZFnQCEO
z`knIa>r78(5pbOEe{&%z{9u1?nuO*8>+G;Ba=IZ4JctD?t*M#83|5-fE*4evzTxlp
z^PM8XG|6?0pji(SP3e+ggXzSI4h#<)Nnz53g@i6FzuVi}n~#~~1aoX~i5LeS8RQ(a
z^Nxr7`jQ68=zWdUUpfI4u|bNhJ+GgNPY@m-Pfq`R60t54hU%Uy;LcxP_sRXpOcqtU
z%Qr~z7_IHO2V8{V5^)Y`1Qe0t&{sDZc3#em;M{w{??vS>GJz7s1;dn}%=D>FGBF_b
zK#H4-%Z!D)`*YXl&tBVn*0G|m`G8FnKBHZs>oU@j%DCX)x+`4csk1$uA}>5jCdECE
z6`ke+)o_?<tV5a(vXUMBuqvF=#%RtlvaR)gV`s7A3Jagc@%Q!L`I3arv}@DE3Sc>Y
z$ig$Us=HYHIqCuRBie=;H&kk^r!S_h{o*8;dKtB{;%@kn3xy&|(!|n1&NZZqIIU_&
zAMZ?cN??T%Mr6mmy5z2kS9<+6iA#=irefvkFgVm#bE;D(3MEc+#S?Q46AIxVYn)_0
zz3H<)cX=LCWR@ok#R&@O;Wn(Tr2{`#OAMG==TJFsO+3RV!w>eJ+>19qDozu-0Z_v5
zQqtteh>YZM)b(*2zB5O{9*YC-t&d5<=Y`=O%^O2GtsITa_fcVw1fvZWQ32k;cU2ZC
z=)LuC{k>tEr)5-Bo(}dZKYl_<V2$uy9J<U1`0S_O4!ynkF`5beiEUrcl^@=vlYHyC
zvX6{lnlILi`kTG)2;v1(Yat5n9ntcN4WH@W&{=g-Nm^RksE`shHucx41ZAbsrBGJY
z6f?XNx;cQR*+k+`k$Jh{m9KddO2E5uJiT@thp7BjD%Slkc+MmKD9e1p;FUW=Y8k~1
z20z}eAc0_JVd<1D?Hu_6dF{52Nx39aXtOJ)7VjKB!qS={j!~vb=s7M76phh!pQ4G?
z?e})p0NAB1x_RN{vnRM`T&ROcm;jlV4bIQcpM=Yk%el^mb^)LoM5KrZ4n{BBG?HO!
z%@D(!rd3&%*?iblk;_oJ$*`rkhD5uVfkJ+`hpfia|CW?F$9wz~&j^O8V(^C4gZ-`6
z^UKT2O_v69X|#}rE_Wt@ut%n#kQ)wTR4$s_Z4`j)pHoNa3fdU7tY^&hrDFBrm_(Gc
zd||6WsV@U(5hVc$YmODY>foS|D4_Zvm<XNRTfD$El9*f1*xx-P;_9Z7!rp3x`sz(}
z3f=ylKBoUgnI;woa(Iv-YZi8#e|UDV)$Iy!gd)unQNfI+5b4H9Urs_Kup9=Ykk(TR
zY~Ev+xNNCIf>USCSQmC;RY)A>2+${v@?FrAn`gMe9VP-@G7kCSl>~o^b@buYk<iDl
z4>$~wota>)t++O&!>xV~p<*w>FjtXWFDl$5M>Op1?Z=q$Cm_L_^o{%dcEw#;>h5Eo
zrnO%(;Nww+T@S<?3Yt1^J;}fDJXZ#~gTmhnvco=?t%`<Futm9%pC1ibcrk%oEb&>>
zb1ExF4vR@3_m<o(F4!2Sl(*kZ*6Ao)^=RGmlTlK7JTz}TtqcqzF_r^yS108A;D~Cz
z{nGx9j3PG@$>vAm_3E&^h6bC4<=WAAn|mwcjdxy(@Pl}GL=s8i*&WrV8R9t~D3<E}
zb{P#Pv{_v}+yX8#^h`c@_;7l^9F!^)`n1B%8L$F9jN_j0iK4iP{&3f5JP*lZZfV8-
zo!m^d?{ezEb=UmuOoxy^^p*hspPiV3Lh@W7Cp{jCQcN{4%VcIXKYFNCZ5P?0>a=b{
zcu(jO_v4Y#^EHca>b+;Z;)sdr6Q4Gn#A>iPYXi&+B^L@|@F3<^J2xfHX{ktSmZ9zN
z^}ciU`hYg(-D_-NVIiM=lp9c@@#L<?3!!Iozrh$%KcT+fq_(llQs1bm)?T>|YbY<j
z*s#0OSWgE+)_T;>yL~UO8OSB%GJq_UVn?8owVR2-zeube%6T2L8{nwaXY0|Nss(P5
z<P9!gzI^c|iv{qEBJOBi2wff!;c$?AES9rH>AGn0ZWy!s&M|)q%5v}GCV!+zT}m^*
za)tXPqc5ODVrK8FKP%Iafg>Ep16dEaNe!rU5BkDY1UC=QS>HSkXPq!wK%5jx2?i99
zKF-_b4uWPp9>}k?Hth<#YvI}5d3#rZ&-5qG6>miB0s%rs*7mLh$=hHG9-*3NI`f&Z
zUNXgaha2w7(z<lCZT5L7`||9p)PMkdPseN8sFOq@d07C#Jevd=5P%_8-g#J5_gf-C
zv(m^7W#&e0TXSAAmXmY8d-L9yuCA`0K1S_=Tb536ZMFC8#iFLB7djAE4sLNTe_}|P
z$Jg=kHL;u-N|$}@oKZg6oVP~i=TKx9?y?8t-3&$uHvY6_A*VP0w=oar`2`c>JBqsJ
zXr=*W`}Z|z?Fw2NiUm&ww~60i!#pqi(aanWE(;jC0qKyxn;(*$f?2L1@0%DKKMvdO
za`0NcM26u}sE;;m2gx;+`+iq0;Z6_=^b8FR`*pU)NX-s0j6e_Hswx^*KUqghE~+R?
z8VOWWQ87Bqp<DahA`muVMVGXAOzuTnD<8eC>t%#(4Gs$OT6I1YOr#Lz)=rh2)A2~#
zdDg>I_i1$0wt*Zg_-?EIE5JZk@J`&p$1THld*}1`uFu`w(=D@j3N%sq=aqikvzH3e
zZ*$7^o>B;5zGF5FQP_;r&g=(JDu6I`=-O}s<?1!3x6<STPPmNivu2gsa^d0Och=|n
zkkFRDh&{5tEMY=zqtsKMJz0IO*3MB}RP<JMH3p#A;5gOp2S5xYoS9>SKbB%~Gh{-C
zOoV1Aq{JB9l@Sxe>}*toCjt~bJU>_Q_R+IerPFy9$VX%LBDY!crBc<EafnkjH8sYk
zu9ZHD<q%B*Q%n(?!W@~eb=B%(B%&S4P-6UHZph<OY4;kBfYhf?jZQm%F*rP@{#aB>
z>plcXaHt&4{p^-e^_cI^@HJ0TQr<8fJs}3H^m2M;JuXZL^D5C?BR~(uR%?N4Jd{Dm
z!p0`UDd*Ye$YV_;SpkG=|0VygD`t;L3YrM37zeek@A1n_?rdptwkM#l%?!iP!9C}l
z6@AXMc16;e>r)M5z#^q<bNsR0k8dOwLrz8nK|M4y^o>+@NdHC&d_tUu30{I`MqeWQ
z8sG}+6C<9YRjHRH$}9Rke|LdTz$7&_wcpYqR8r^9`=kAp|B==i!4s4Qr_aPj&(K|?
zL^3Zuyosc+`)y0l+tyaI$X#dVK}Ke#+_y$v1$)_X|H;rD7?45UdVNi;Z;nqjE?XS|
zL58Id=iw=LJPa?InE7*Za;ELkk;kLrM8g8625wHYaWla`@Gh{aXkwSivrG|xPe<T#
zqeWd=T<`uYu6z_t`{9+(hBYfIE9>80n|<@_86OTtv_KAg=Z`PvFL*;)i^eP6xl$ob
zt}9oaoNK?EQh)B<J(y&_5U`8DWJWCQ{AqI78a#Gry-ly|_rtO0UoP=jh{>A5iPlJ!
zfjZ7+IR2&OKfoAW`7CZ?LZX@xHbhR>!Qld|Z0_mQz;0#q%YqjXm^=55{ZRq}s7IE6
z`+k+YuRS#0&_tNBLf$u*8_Fq9pQ^BdH>gh+N^<{l;g2JB6n@2^P{(Lh4nK}?KeimP
z>#fGxJ(_{#Am9ahYejN!3>;oNMEQ0aVZhv46Po*%FzBh8!vZvzBWe!re<~OmF2@ij
z;8{V@KwE-KiB>hPZkTl>^e#pncp~6y`K!kBF6!pjkN5K<H5!5{M8q*(PU26<b+zBg
z>x5ignXlYHC;}5?awhd2aFdC^_rGc6gx`S9kZhd$oC^PQwTE>5!e9yO`11Rm;yPHB
zPz0W^xOoimp7~%F#&7&`{C2U&bInuN;Y1Mx^WO#ew=T3-Vp9wG!bq4>d#h9}#m*yJ
z(c=imBX^i07eY4}t(|Vc$jSgS*V+_AP-7<*R`l4vrTFVLFc8g9Mwf~lYc)$%5k?;0
zV-9n^<TxFX2cd00mVM3E`~C<|6@dBs`=1Qn5QoxwZ8YG6!w-UvDK_Rc+fqA)l91wf
zvgidQ&_WGUM&?5Z_2<Se3(@y$LBw=1z!Si2hd$b4kcEP9zWufsD6-7K;g#YtvEex=
zD01y#rsB#vm1t-tC{{spva}xDbz#A%suXpEQ-K&1YLPHusCa04p#s(EG6<jt)yD)%
z7aVyw$0Lqd=MJ-mq75-w4><?HJcwZG<UAMLPn5HYJ^a7_UJZQH_r(b$Kx;+7`i~)U
zy^2i?nZjLNi`NqzXnGl{ZalvKL`9h-qvE?t<b#J!8N^e%mNA0x!ysll&k5(3WK&JK
z789#?up`BFWn8|cbtf*H9)SW}VwGP`Nwk*r#CvcSbHP8<lqIHnFv(ZZOl`>pY%m0n
zL^kc&I9|i~o+4}@T%Z*kWrE2COwf!WvPsi9+~&u~Uxr*AKkIyVZwK@C53w`(N$&lV
zxHWZ7_|<6_>K!bAVff)wmnPVHdb)~mzBPoP;Gj2zKfH_S3e2CHyi)I}loY)c7SA!4
zVMDV)8{xx(rkRwKKuY?kXVLk-BYkWexQ=J>EH$gmzOs!6{t}1*8E4WZ0cdj_DA0Im
z&2)Q-L|J<kamJ$az7yN_?4nJ{Nn0(kPpQA<mS=kht6%6`u@UtYBZU06#m+9tdEQ5v
zrQ5NgjiI$Pu=r|D_yVekk`f7^zQt5E3jWzZlXhGT54ri>@o4<bT<$PS@qhnhqlsU0
zg`tqVE;AO(3OQR$f>R82<VgF1k1$UOCF*;bZ2^^v0vE(lLdxDP4nn7pO&fk@t|_k)
zM(!F+p!jq{-f{8qeOmBYHd&`cp}<3(m2Z!xin8KzUE&V519y9YCy#rgZkZI4RZ#7M
zrsotW`Bo#N8Z8<Prlvc)l3oPei}g4%KSlE2_wFPkK_bmID2nL&{kqihSbfUiJiD2m
zUZjfafHaxJp$9zI-z7)t6$DbxwQBUJKR2L~H*e6+ebi^%m19BJXf+}S-(CL`3x>P8
z5(ek@3qO4_n$OR4H#ekWkpLD#k6_H3?Y<gjs2DtxMF5YPPDQmZ?R_b+%{`Wxq4^N8
zFeZK<z&JQKPMmj(fWzUh1>N6aRmqIv0HJJGd&w?v>HX91?B{gR9+S_{C@h&Gq(50A
zDXXQ{!AG;RThZ>tvu%a5X^bzbTL%2!XDwd*I5$5Js6_=?Pckwx3bST+HWuGN-LJD2
zha#`uKsNMOj{beZq2If}2EW<y@NrdDReZLsrDb}xV;lVTEEXys5O{XBON?pdNE5gH
z7Slf4`{hOm<XFJ3#QyIN;bj3;59PRddCzm`Qgd7n?KAfk;77bSC7TYK94=oeix}y5
zlE47k5~0_Go16P$HX}e_ydd~lqIoFV<icMb#~r-`KE5lS2eT_&&3caS<2n1CvqMkt
zCw}fQAahRUCF_1(x4IJpxeN6v4NLT=yL2IN`O!EQ6W}`4EjIPqKPko*ZCHtMEDvuH
z5eNH&6=9NP)`YXJcka9mY-(<9HV+7Rr*iM7!OX{Vrw<new>S7u@_WwLV?R4iu2sau
zd9SOTaKt@3OY1(}YgA%ck+!)ysUWN!@YU=2>dK1zc;M_yyQKSmhb~-cb3V<9WVPhc
z58Z$H;T$1DaDBrEbCrNZBVoi&*#fw&qxbfK_g&gXT`iQCxcW-lA)_d6rlv=*D+lu%
z?T;I;3bFaG6QI`G;R$qfu{w(Xy+~B(9v4*5ckJk5ypbA`#)!zj`0}$3Uc31}62r9~
zT;KMC{8diCO6v8(qTG-V5By!?PuB^SiaV-hzTrQ8+ml1Wjl^|>&-0cH^1wSg8)*n!
zG-y@MJtOH;OU^KOPa>{c3@EI0KR+E8EN#90!>u9}vW&HAg`pSql^Q1y;6PK~{LwmX
zA2!o?!5J+&zhPqP;l@vZ$IPxI@W}lXx%i`He`iq=LUFg3nXA~*a10}vvGwmjQt5~A
zA2y1s*}6q0=-ris5`yiuWR)6R^W^&@@SN0BmR=k(a-<BH)WsK$KeF~n$>1v%DoV14
z@45dW*~&NV)OmQPhWTx|tw^Tp9@H~+L*U4RHNCTm?tH)h*uA)?X=xqR!i+5c7Ob;_
z(MY3kK%p5o_CF0#3mAzu;Rj7(o=d|@U1OmWZIWa(jm%+g%|E(H;0}XMZo3DJcx7Tl
z8SrS6asCxpw^d5Wn_&Tn=TTOc{N9XuD_O+RQu|K-@lHoYMO@vh_J0b>fq<ZMX{;a_
zjgvF`JK{tba#kxBz;VIgzP`Tw4*P$3SFqPy1G=~NcUNs0)U7|;Qz4e2gzi)MLFzq}
z-prX4<?w}zALs(A97O6)Uts`zS<KSgw3hF)Pd6E%I)@nj>dpCdFOHhL*f(uaQBlup
zIX^w7*n+8leN0N>cy)X0=5Ox6S>2GF`u_&yI`Rh(oVs`CCem;sBD`Y-GKf#!jaSNG
zl+P&>BPO~Wt^Quy-v)Cr;IIvJh_lD&bf1a_FDV^XFoB~Q0%0tmMI+<!do7HsS|UY%
zN-r&`LO|AYs?cAg!eZxT!hVz7!N*Y`mBkQ`j3_QX*%g`H6g4qPaaEEv{^F{7!%c>%
zl^(S8#mol88I|R8huLBYo7XscSxj2|+m4QU-vWTuNK_Eo*<ZWSI*;_TNkW}E)Tua;
zAR|rx6`?gh0QF4h0n9mJEs)VTafUxkag1Gh+x^{YI&5k?+?M5z&@lxhzPP01%?QES
zn?-kQ(PN}4W*d_&>kK&&<6>jYxvE&y(?sHkRf0*<MXg*3xuU&KGtFX!*?jzb6rKaY
zc*W}k4*9KgS!)SZ6%|jdSvx5b#OmYjE3=9z>Xe8U9jn|)lMm3G>bAh2vII%kDcvg`
z-b{5Ee3B?yUgz(pV*`;KqmQ8)$ppg2(?MAyPKh-~En{LdY<u0ESr$(Q#F@zPNYWew
zG;^qRvX-#P898$eUZM;#WN$KmBA>;M1bdK>Ko}FiI2t1k${SazSSf8U5EGxJ?-V|N
zcXD7Ja`7XJA66tSE7wXRGGj&H{Ia%lnD;&++o$(j%RN_=+58zkwaJ?cMd(YndD(df
z$Hrurf7G1M&<?En2_r$hH4~4P?R+jl!Si>oa9XBXnOQ1Lbk$IffvW;x0S0sZ9+xir
zElwRlv@~_yDmURdriw<2^g7+TWre3q1g{!H?;ADv|JtLO`q$^b$q7DaUm#N0;jHox
z@~>E@et7LVDpy9`b)A469m$Om)h+OmFbgNm<elcV8xe}`JX6*>e(U6Y6f@j)@bUX6
z+D|svZi3V%{S(DCd|`@9810pmDaZWT+S}DdyDvnuoo@*|sxK(`*FKpS@K4aTjJX8!
z;R+izGO$;E@$rnnFH1tUNP(BHU#4lckcsK*%d_rS8D5saI8zljRhr{)MEq90A0l|&
zNayqB^tX})Tdh%twWNexi$x7?t8?Ty;dn=N3C=I|<6ELLEwwfi+ed6>Ph~7Pm!o|n
zZ#OrV>7=E0Yx(3_b&*^DexF3!y!KWP(Yf|c3Xv-<o7WWop=8J1WBEZcSy-F1bb~@_
z0a1G!vl9$%XEPrbje2@g7~A&tHDkk{j-Svv6K8dPD2UpYk}j+x>1FF9^3rYPbnV|S
zqL!&c{29FN31@n$Hho)<KND$353W7R#U8iE!B<hwx_akU(sH23n$>`X4|+#V@1np-
zX`eK5c-a2_yL~NsmT@(QhswT&;iZ`ch#EOz-0HHaCg~Ji13g}(onzLyS-&#lM`6#d
zcuKv*Wr8K$OxA>M0C#wQu~~WDR09GZ)*e3g`@BgDPPKm^@Mlj}%a;=qfs)0!KhiqX
z{X0fOB%%P3!onGL`3I}Lv~qs%mPzPBmcj7A(BNC>(c+~)gAWUsh$-!$Bn<fBMnzSg
z|Ak-O`c&E6H4rMcuP49S6?&Zx6Ai!SMm2OJ)m{%*%lu0Ry>Yz1jdhFb3($D0;jz<@
za@Bba0u$!%T-jUWaU+{O2N@?*^hO&SF6ceZX{aBcI+~ijyrdZlAuFEJA0!3W%(LY$
z><E+U8#fHCy|pU73YyM{1k~))wZ0CRP)!D?YO@+tSl{U8xH=snirv`)&g!BtIT(0m
zqcZ1<W!p%R>&wd})*#*{#|GJI^CRF7Eoy#LJzGZe==Hy$PJ!p+ibj`?a86~33{7%q
z*goM%@vp9|$UgxS3;NF$YMb9(4E(nBI;2{HI#!qYg-dv|OByX~Z<XR#+a!Lfx%iBF
zW4<K1u2xm5q(M^WO|Fu7{%c)X={na{|IRmV>K!xPqkQDAja;sT8IY47c{P~&wr9}8
z6b4v0N9~hws}EG^fGlReL)R=@6$WIr?>!8CC0`-}tUQ16?;7Y_Qw5b@->YsWYL?mn
z$B6qLOUM3{nE=QCiario-mvur#7Oh(x4rLciUB_6wf)V>`*#KbU@_Y3(B<ka27o8Y
z?_sD+8r1sXdARv7^kh;D1K@e!ml%2~HijPX#BU~sc2DZT0gFDmqh-d84Dj@?&^NQ!
z2xfq&_qF2f>b4ahaD?T&Wf-<a0>_VeZ+WQCv_K`P&*~_xn;Q)Gxs<ZC)U>gI;Wn32
z&VAK(dNBOfrIcIAHRcSc)bF!8{d0iz3UEA^`_}J$vG8p`WH-3UcHdI}0>BH$b=Vvs
zq!rQuE!IR;Nq5uB^uUix!0r6f52(wyB&LG9nON_B5)hNH1m&R&w-fAO38mt8v*(OQ
zE;NW)Qy$9lJ^@hz6_1;2C)GKDBPq{NX((5@krmwataj<h@EMbb0YL$|;<swTgl~Yz
za5llc^zyDBGZ?OPso`_;bveZV)TC{29T_z^LqLo*C>gYBj2it9IMU?~x|fn8{E%SS
z)1{2hZQFH}9;orzxOHUgck07|Aaj|;O`OA9Q;76cjeF@mL5Ll@_#vob0|veZN9Ald
z>wIq#R6_`qP5$uz7EG7ZSGDmBrrw;TA)xbYBaL3Y`K6)&t~cm&bf*2qr~a2;4LUVr
zh^C8D@#J$_ZaNq|A285TVnt^}*RaDR0BSy3k>=7rq>Qj*z)MR-lFxmsz9v3(1Q=*Q
zeY=d*8YHX$M%*PT(Og7^1Q0LaAXc=@*^LSQ0EQ=@%d4S-LHncR^`Wg<P@a5%FH9vU
zXOJBh2M%X(wmqmy7Ql)Yz)iZw5Fh=cOtMWxRWcn8mW{ba5p(_xez7%0@j=-eEwJ1$
z2#2ZvKtueCgSlA8??2NY;NXCid^V-d2<2iGdj9)Q-rCn308%6|-}$jv<-N8iktP4u
zo44gcQk#_)e_H$#dRG>XP+M<>AL_T%eH6Y?;=XL7O_=06WWDWXj~XU#e<l_jDxJ}M
z2TPo-36xa)F?pbXjt>7C_-{D*4hFC$?>JVAGSH^7S`VCBZvaPXpNnQbJ?tEg_a9Ap
jpq``AzfrXr`iKL@jSriv;)+(w0QwjkUNk7zbBz2SiC1Wx

literal 8369
zcmW++c_7qZ5P!QCn{&w#!a5=$%27ENIZ7hrK2~mW=e}01BvA<|_bnnU6|zx|kSq7O
zQn_upHWt6H-(UOPw=?r*=FNBJGxIjV;HEYs9XA~Sfbp8nRYL$^&?5{WX`l})-%=+4
z&_UO(su>5pTFVN)$9DT;M}eSBK9$hNTYb_zKgih%n={^zvoG~Lk||(jxrLEuPr=cN
zzz{HhwuW0mx|q|N0Wl~vs+CpUgtb!(Iety2Q;VY}el=8K`r7gzcL@)5h3Vn&hVs4e
zzJGj7k@o_Jn_D(SZ#Q^OuMF1gh-$g3;C;i2R<@eE{7Rl~>iUKM$oV(gHTNfnhB|M6
zD)`U0cV`oF-&nmDeE;qp${&LPT^fbOUM&YEAAY7;R^)VJ0S1{H98?sjF42W@aCTl{
z1&x6ld`grZ00eM+otu|5HCG?>y!XCXB&>SAq+IrOU0!i@agjj5yN~BY8f%2nWtVqf
z=k}y>@!X6RJ6LCC68Z9sLEYE)q7NYN?>|$zI$tAB*?~jCXhK&XB+*@OerjtoJ9F1d
zATuOnkFGp(nKDmbYddj@%d>AI>{m`E<|4z}w{Jhgyypn8r|~+*p*yQjJe#*o_P>3x
z0cgb5%D>rH2{A2ym7ANxzp*)$d~&%j9{szyRh@RfS)Zxol@L1(iV>_%;1d@FSf4dC
zG#n63=|BwbBV}qiWv+i~uzR{V+vcg}#KgD<Zj#o$WuGWe(*XYb`STe@`qRM=sVq3r
z7+6(9QiMZnDoUaD3uW%<>)W#Q9PM=A;z4BSaMb5o;YiU77oJ=OR@T<n`0|H*&r+~R
z8Fk#F>H06P{(V+GW2YMwz&*7|Bl3J<E#YhLl((SJQjW?ApP{B!+U70xFWt>Q?71x(
z70lVze=Zk?;F5lBw1ihy>KtmBm~i+2%9>ZCQ1FABT^$`AZ%NStpOLT*rC<-U&JRD9
z5=iMi*#xV`r|Z3yE*0BJ;+=3alFDHegAmDjTI6J6>+{>AgX2v4><jj0HHoWAxQ7qv
z=E1w&nNUd6wuuI>oF7D5jYSmvD?@sv%0MvZOGO46XN3)QAM0Tr#UJ^>Ir=T6-IQ}T
z&(y>aRwK2u1^-R+^74L$f%6g)!oe92@sURnzgwlKfB?3oA;zi5T6~1bFl%gbRP@Zk
zaH_>2^><6MV;3r8k&E@lUSm8XkJf46J=?2GIyJaNvV>wm`kiPc(}}3u!DWL}Tt|dU
z7i_AC>1Q->TYr?c`Zb_)*juTB&Y_W-*s@kX+4)NQs9yl#S-&#sEcnpfg2y#b;t@+&
zsDh{l#72#BxhsR>jd>+)2Z#Lj>r#tA@PmM^(b04(GA$ga&uO*cjEx%e5*<b3t<Sbp
zjFP%9W`;cAOOKDI^#M2{i;y@AbBi1lS`o;WTB`8J=L8Fy462AFd3rD9Z@~x;*~K$X
zAAO3Z?TU|-28+CKr8cQV4#XBmgu%Ugvh3gyx7_vR6+gGQIz3*6dk=1sJz$tB6iR?n
zqoaXICejX%jt-sZm!qYozNP4?s;U}7Y@h`p(KsDqx+Wbwgt0~9R9yi}zG!yP{jY!c
zRKhac$h}qclROH_7|dr<w=V}ggjv;Ped_)9*3`5#tt~SFibfnm9`|9TWy1tBsMNqL
zKvZn-Q->=PAHx;#nBEsM@nb%%cZ4KbnGF%3QXRucOfNbn;7?6Y*OoMv7MBtdYFn~*
z;EG7O16&y4ZgedYp#nH!i+Rhznpat@`_wz1o4k`xgtRl__!m&14i1xxvrUskRx_zS
zs);0hqBUe5|EKsF@6g5S2BV^-Rovlj8z|6z5zoIM4ZbtM<l=49<d7uf5&scc+b^#-
zQ%=_f850|OiyAcf^-oV%E@nLDRct>)L6?AB6Qm2|tUV2!Gubhb0rsp*c-pT|*;t_3
zZTMVca=bHH?Isn*1J!SM98-{A-Eg?ZM#bBJP#bFYa4PLFzv}tvi2b#xR%Sssz+*6p
z#PsKeL3s64QX&(K`!!;BS14IYkc&o4js+s20RsXA1xi*{*5G@;tELScT01ee4oJe(
z0WE)6iUMLLY_k^@$sfSZDnLPVA`?ags_$vvm0ckv^Q+qI4J1bh$Hv4|@0p7jvPL`+
zsJ3gPSq7jjQ7KKqXFf)nNc)~(t0Sp_E$SF}ls0nSv90E&4pYmNfW>{B5RsD|?tQ-h
zQXS0ucUEAg=@}Yo8X7wGh!lD&K6iFFz4O1~v~+nE%a*>hy?9$)l(z^aUmZ(qjlJ;(
zJ{Lg6K{~B)uhanAqLa$OA_imO>q-^-fy-c|wTc><f^2z!>g?+it*sVuR^*OIN&I>C
zeHz;P^QEi_c=my#IK?dvbdeH~QLaP9KFrcpq-d)>Rnbv6LdlA`$iI#!!#JavXexwo
ziLsSM7M7GuHYC;K0^}*VFF`If@)g~;GGSx>=<BZJVFWCbnBE++?KV^5I@0q(=6(DN
zZL%5_9Mg*mvX6@Vkk_qq@6u${f(v;Vz&MCU9jb={_=bi}mD{zxzP^j+8_&3q)l6W}
zxt~_N7q!>iQcL9If``zzNSNp&uF|Qx7=Th1cx*6U^0S3ActQsm*6&VM!{hOT4_JiW
z(Y|sdtI5N1MUe0MlvCX<ZW~w@ytqf!ypPLnlUnJPYFXg(O(W8dQ$w+Uoiz1HPiW{5
z%x8~aK|=w4zF^?&0g*X!jxWFjqG1Gbn7NopEv_W3eBOv`6oE8*c5GR<uuDz0?fBgp
z5J0itGSK@FWfq%5i;$*Jx&Qn7b1J$|kb?dKP+aiBlEWG%Rb3>OTuJ}<Ulc80e;8Sf
z35GF7E?Aelii}^*&d#2q!-+tw_5O#H;BsC6@rw*PH7RWX#R8Y(x^Q(jHC`>R%&5eT
z4t^?Pe|xDU$9HA_f_=M=qoZ+Loo9*>KrzDO3iUoa1Gf`!3x>#>!5Wg48*zc`e329%
z&+y3E@ZD=CPMoN_*(Xr~L$e}2<f|0^4M^ZX=YAnMvyGbSS@QEueD_?;-{yJ#{P|$>
z?o2m+BRnk3C5w*>Jb*_%E~vdx$9=sQ)qjU9&ZB5i92^_3zUFbF?|R8UOXqK|h=*^0
z(hGwRvp8kw-4Q^Oz8q+k#m_9;y2ao)+GZ!lr<=XqdtAFG#LHb>3;(@b8L9k12c#d-
z6B2cWHQ9h5hG52a&EuT3j^6PWlW$@p$Jfb=hjP1bofl$fY|5?m{X>01!#j8bbtdaQ
zgaU4Uh7ow+Su9?+Y#r4ZQT;~bpB9M;!m2DihSlGW#@^b$*8obve;vy5^IMnv^5GyG
z<#MoF^(dUCTndqS<|1P2R0OH@%EvOs?KNXl+?%qpClLoLwtlpL{HAgJ=}48W*Bec3
zO-7(3fPJv(P&1PHe|$McHlJ5W-ubie^XIKuTZ05U&ivBSv+>_z&w+PpbBX&&;k^Da
zjp5h?1gtsUHemie>v9&e3^i2T+LbA3*%uujrapa|zo=A7h2umhw9R1a=L?Z2od53&
zlu^bNb*o19+>a-Xy}hM}lT=P`e@-~LmW}z008QxrETTrZ2gbZf05j=!qGc6-r0`s0
zzYHvPJ`tMwjbs>cre!)U-SXW@uLlsQ;Wk1^#eX-qUe77IvcuizTUM)cb#Iu&$E76H
z#bF|u`BkiZ{rqHX*$M5XX?N%VALN{ny0;BwF`B#?MRLeeIm+BWncX5b&XI<<mp#3_
zyz&IlJjHT-*~*p^&7lp(78YOmfD*dD{wIsQ*CsoMKQ_$-o%@T_Z9|OMQg_$o#EZ?R
z-4}=5@}jNCqy;GWyd^!94t#o-lsJCC(5FtKe6R+Wp=$aWpVlg+cozNo)$l)pz4-ti
z3*89_PX&$KA%EI*A`9F0Drm3aiHFy(Uw<00Q=8+np-+V2P^b<I#-m+4=}UNf_A-4>
zHXS<~o42i{0Xqa#Ne#c+q;~gz9bMeP4@)cdefXf@H~Dwn_Lz@As$JgSY1YpaJ~{AH
zh?ae;5h@b95gdE~31d)ARJl~e=f9x&?0d)E`gi7&4PKY@Cx1=<R);VQj#$EbxG~Fl
z!n!pLjHYI1pFda+Z22*>d;BAz{qXRx=No5gim8#vb+UPjf@fJ;8pq~crFAH4L9+LL
zz2&sKsui4fmUzSm@3PEjmUR+?%Dn4B=MyAk?>Dq}UWHC7DVpf_=Ypo`3;EW-^78Vh
zB6^uI0L29NxZU#*ph4o5#S?Jnn?FqxStH0zEBE+C=o8F_ppsg2t3XQtT#ds0@jY96
zLP)~o@4z{Pj;9oJE%gwq?#c`K`>__5mPHLSA-dcO_s+s`qKJt=WvA4=u_=y+s0h3|
z&Vei`kdo>hJNX=xmX_*dUhxxwLm~QM6aIp-%_&B4iv~%gBhs`=S5rGe;(11fi_Hu@
zjDUiB%tSi>U4Qq0XiAT8iJKj)+vTb@Eh{Vg6?Nwv{bLeStqZF3y5h82qlP9^%OVQP
z9x?u@qxRKocytOKJ$-K|;_;~qa2SRP?!7cRG4Ydpo<2Z_@wf(7v`I}mn;QD)GZ(OH
zuA+KorXaX2>p6A#cNJYwyqPev;@?>cYwu$tBeG^Rs3LVAPKYba_B$?Iv~!Vuo}R92
z8@~N~YvGyxbqELz@B<xnv;>J2->nRR6gDJ@sby7vmcGl=bGh)tc7}|bi%SX<zlwyU
zMV(FvnHaxK1q@L-`eI(W0~g$wRK1W7SR=+0)2M|9W*)vu&0QB16cm<{lG<#fO;*_}
zy|+6Z=zbCiqYcaqCa)Kq{LTlJiL=T){ZKIE)#tX0KsfeV=W8*?2^3;@YD&WT!@X+{
z6A}hEz^hn{ho1O=+>bgoh(%gBVp{w<S<<~%RAD23;JeV&I~=Pk6ZnS7t$e<^_ovBr
zcUTBv7Hhk6eIsV<L)y)N#B-=L5!l>W#IoDu0~;9On|OhCaxtsAS&xR77t6$butMt2
z{-~lPi?24x_y@mUXbvvJqvl&f=Iwzj8eO$e&|#WTsfIHpOE&*7z8O;TsnbD3Ow5%V
zTo*`rVxsm_3|vEQ*|yUQptZ=3Ej3rpT`XyOo8}sQS)i8+a{?i#u~{k!$H3tuBcvf2
zs4%w_H5d5G413Gv(t|PjsO=ohUxRn=I-{}fFnwipz{m3NRK)lj+nfYc_+88;P)!Tp
zbXwJ2ce!L>Ej-AA9BT}z;uFC5Itn}`Hq`xoQn#6}BG%6iR-+&!Blg?}=!!+*28$Y5
z;CEte<t5^0CR}BuJx(bWDuS{51e(4fV=pR)aVnVh=$bb20sA4oWALP6qn`2XMStTD
z2%IEx;kS*4-2gdSjWDjKh=SjViL||Y_+>`LZbtaywGY$;EQ&-yKU#MGl*WyO7Y3}V
zAxVraURG)xL(c*+A84T8u@^Yd-K_A!h81<Fq|-iIhhZ7vo>KfbD&M%-)yGO;2*bnA
zzuJUD8Kp%|0MJAcRA-T$t1cTH5f|f?|L0+a6KD|f5fKWb4$CZoY}!#<OfZI{UUe`A
zi|V!g%z;LHXM`3A>QIKf2ZN2Ju(d_jqM$r-fSGHo?7BcvMMB98gItuLBzai#+R`|Q
zcrf(b(1OTOa0Ljb2VHSJEG|VNfI1M!ttEBCk!UChI|(4R*dxrLghSX>M=pv}&=A2K
z%@P}2o}Z<LDKaAB<M$yAe-G~Cy`o+gY9p^Y-eyZ=JxonyTPjgKD3f&`kyu7yplxVU
z`2<kuM!}BvovTsA^vNiB#Ib&_2Za!WiEiR{8>)-8Eq<{*Be7tcS(P5z{wxL??d;$g
z`VuxPXe@>}Z+dCC!@)GInxf}UEMbHpz!_vytuVUaL(Plv5V&lSHnKXkk~9<p;5b2q
zO^%<m+;*5N?*Lz;h<!tu)E}#B*7h3OmzFl__g*4l=V~rd>d-il%K#&ZZp1nKcDQ{>
zanih5xq0v(`RT;-^^Ws|-H*-WAT5n>MRiP(A$J5fWQX*9Ft+l{=n5&l5nrS`z&hZM
z_lV2ryuZ9Vqx59_NRb7;oLWE>J=V@1iL)-*7mhr%BNwIMDjpWbi2J`!cgqz2`ce_y
z`LjrGE&aTST$ZY(Rp@Ge?BH!L8k;&i;fy-Q+E<<;EPw-Z2-u(&vQ(q6Ri6%iob%h%
zk!MdXk)GiI)a%ZrqTo9TCgiNx|G(9t;L(WzP)_bI@#eV*of7WBRU8Jw1+RzjmKCkc
zGu3v{^FK6zbS%bzM86sS!%S_iw}HwCniXX9YArBE<!QuUhrwVKH%E)FGDFcq7(1!L
z$dvhu$ginLk@}_>#DS~z*4=VdR>O9t2t3Wn;fExjlZ)Yx0dost;*YhOl!io~+#?Yc
zb8G{ISusLKX)|c=NsoqW(4@uA|HGxFsrP=zNIT|#=>sQK=ontC|KdFOdoM?rl^8#n
zn82UKz_r-WgK}A46*T@K|AhyR)z{ZIDcNt%&(AMZ+-NdlC(;T41j!$D`f>K={lDV(
z$E8*knNh(3x3Q&_v%%qhTQB0`n5d!@8gwCm*xQ@bHE5A*-|_gG>fxW{+b1JXa16T5
zao_Lt%@{rFu!Ww)O{P~_n}df4-2JdvaP%z`uS)##kM>7#@ae~yO@GJ4x^=@tSKkuv
zJ<85z!sUc4i<RZ&MJ)$=PQAPJVSB{#Hv6&2GjX}%jE!<q`_c<dGid3MEf+B%p=k1Z
ze}DgL^c)h{06yV1W_7UGPr8TwXBkzNWID;#{Cx4zRUCmga7rM2v-i?N(QY#%JG(qt
zr=C;8aga~@^I)L%_vy>KhlwB4dCDzcNLq`)5rjUa%}2&2Ccj9*00V>rr~T8*k42Y$
z7WRTUNo*xXU7#NQy(_Z94sVNNe5P_l@$14G$cxY=lMgAsRb`Y-EdKXkO)!cyjjJw8
zJn&$Gw;EAt)4)WV{RF4}irwde`yKdhBVnYz$V0!b?rvQ-H@BLQrsn2m!=RvdTT_00
z7gSX;|Cb{Dx&!CEq`JawOtY6Ad0y#hQNsn8Zkz0UNlt`?MXgiPJ<^=o5{cOMt2@lp
z)YSER=`E|r2?1m^Bv}9CEW?6iFy)92Kg`nXkl|k0+P;S|u0<Y4UYA4({H2}W+L2!c
zWxJtnW=4>0019DsAicAl9>pXR%B6ESeQo13bHi>e5*B_Of>;-`lenKN1gYL>ekl#?
zuh;Q+o`<E;B8v51wkzY57;8_MFB_V--9~^mQmqy0Gb{Y$5j*Q@=NgSWGUJAb>#v>{
zQ_-Ch4O6~}!GtG8Xv(wExL7ohJsmM#`|I@O-;2&Lc+$4V4FT!UoxAIK4vs;Q*x%o>
zDl$hUu22kKB0*9-KjrJ^>7^=_gEeYx)yVcueEG~T@g6$1?8Y|Bu%@<alMS;Gikn|_
zCEAifzZ&^dl`>x3ejulQp*M6!QFF<8Hau9*X(*G}UN4z^%3K|6&4h0FFpEjHWy0+2
z>~2ifMv_^80#Y@I_^k2#`H;JQpH?Dgvn#i1Lpd8c@D&FMEIm~4m+~HWb}}W!XCsde
z4Bgz$4F#M&OF;tOnAtFDQlw%p0DU=iqPM%8qfL}7&mZ>`*gXB9XUT!y*T}mqN6p5D
zhOKo66|wxV+-TBE80q`B8(e@sd&<?XN=<j;Z%}1FE7V)0q@{@*%yYKP@nM~nTnB~A
z@c8Ghjf@--2pm(Z7Y%`I&2<q>9oC)E?{YTn*_&5CSbjpof;KQR5<1wfiu}pvP!!h@
zw$XC*G1&WA(cRct2As1}SJR#Hz#)dCrlpy#&5|_}C7kH~@QFsLPG}Bd1Ur+XTJ3Pt
zClZkEgBzzTK89V{HJEfa<5oI*_JJ!;)ar>AF5o$N=NpMBc|uQ|vSJ%9{(C<DXxgk{
zk58j5vyt%%zw-CG;oeGu{|9y4jhUBsPT)q{*LsZq29ukO#5+tM!eJ;0!WG{Iopl(0
zPqOOayW^gv$zzoflDzV`MD#CHN~WF=1@&(3=SguIy3?1Jvqa0EN0jW_*8hr#<e4K3
z0Tuy+Tes|NNY4WM_jzn2<IZ%MS8ClAJ43ugg@r(a=8S;hYuDIWi++jbFTDkruHExN
zzS?OF00&#L|3M8i%XaU0%sU9ZFz;#kDP#7@*EpqY9A=o%MUa5Gv48niGirtf!EyWy
z4OG`Z@~rPWf*{I9S{QdnCp|p(>(}dVj2;keA~%2a_R#J*Tw#rn0qTZTR=;>f@Gk<%
zpQJ@{9kBiW<@z;~w)H<dQMvvVN&-M3bVp)HZhy`<a=gaT(At`}!S7puG{p&AbvEVL
zWJ=AHP$z%#cVAz+UqbcRiu$r2HI^U2C%+@l;X{vDT<Cf>2=&fo)co~Afq{X}DrF@t
z7puOTsx~OdjtztaT*<LDYF9LNdwZ5h+cpII(&G4$ZY=x98}IWt4HWs8YEm;JwN)GJ
zVPc}pEH?&w4RMs-LMhrBch0#sJUrZ_uXkOl{B?+@|ARKj1!(AU;9+3(ckGi^=ADqA
zYp1m%{0?hpT>0!9uE-)ww@zDJQpT>9HD7h&WD*@78*`bt5cD-w>>(`!e;7&4b!o83
z@a|oSw|bhdZmZkqjbGLO-I@#xT**Y1Jfjxn+vAndMkq4W@)ti8zF@eSHTUQA4apg(
zdEHuX+_>)d`<q-e5mM~AQ%{Cn1Ur`rtqL@n3--PxtLc!+`Lx_4{d?={=S@^1HJbFQ
zVK<kq<{rlNYTKH5hx?&Kes6sV*RsD=Xn-<!{aA$UXG(?FDXO!-c`x3o{6dPhqn$sI
zgP^{ke5vY5`+DNXu<R$UnBwg0kCH_5r9$_qpFLmb!sv1fNNrkzf1eVSz73#S(hjyR
zKYv|2=|F*Q1){XF8WAGt3!6+YT}Ir<pQ@=?HvHC*0UJ+3G9+b6-G=1@>!oJ6I5l67
z_?)YL+{&zo`s8_4@ReU<-(@3POU8|`6P3D-jCiRq78b4A8Eg4hojUWp3b!hLl5CGw
zHaH~*-?v%82C`8P@{eyiBy5HQ&DVMP+Z2NY%~pu<;V_!LmA+=iCM|A8u}N=llH#WW
zm2TCq=Z#Lk(x^D&u1uMO5Q6rDDUK}In_?9WnGK51Z67`NAFY)aO3X(-uBRi0G{_~v
zWO44R^TQ$}rl_*5ignKuAt9mrH;Ypjo@I>30|T|ZT85*<P3HFPSuwN4dh<)IW9$b$
z$=~hgvUEktJ(pcVy&~t$ZMga+!4@jwvT8T){o(Ig9*X>OnO|9DL*=l`OKZ`lf1oP@
zVhH^kU9c!h5zYEoxG-tbmXu|u8@i{!6ZHFe=`qffn&$P|PGEq8HmR#*O;?$qyv~&R
zTGM5tUE$Wa`Ztdy^UPhFWO6M5>AVBf9TwKRPhMzu>A6z;K|5~Ex_w>a5A}GH)UH1x
zV4*XsByv_VPVP{?IP@?suC1JWN!`m!6Mgi)_0`f!n?~?x%NrQ_I<fo;MX=s+vi|5o
znrK{Ipg&ivpqit7=<7gZ&*BG>fBb2ok)_ERkrS`iSCMJx-!EEJxO&}Qv8tcvQE_%5
zCG+p`71`#SU<58Vwmg=UI8(oIp0Sfb>FF&d>D=Zp)8F{-ZTA&ysU3?;{k1BcU}(1}
zH)!bX`a^S*xnynZ-p=3g#r)S0Eah$Yd}egjWoc1<A@!1ta<*A&<1%L6oKI#~$MP9K
zHA~}B5pwn0O<em=RYSxV=Xa|5Y*gl7+Jq=5wVZ<xx3!jqrhS0ZZ6nVBe?Jo~M<WYg
z^Mm&p`4jzw)rSYOBJ5R17v<e&(w_u0>*mS3GXb}AI{0}0NvneqHc*XvyS6>H^UX{K
z5a0`5t5n<OCjp`LWXBlia?LUfM=hHDR{y*GZ7M*oXJtQI+Ez{tI5NoXDy*~R2*8mR
z@+kaF{cTzxadw+)|Ay6TI$)-=EVq-DVZsQiao@dGHU3o40W8s_V=VoSc@V&Ua_Ji@
znKyF**gTifv4%TlW&j)IGCS5mkrW2i(p&bc?jJdrfEj8}X6K43JvER(9B}VvC&$77
z2jF(cHOB%Fpv3JSmHeIxD4tG|`_yLz!|^7yPs~~JOaUD4qjqkht&kP;l-O>;Qect+
zk+CJo3Ek|KrUn7R-0s>H6LvIU6(c*65+nzW?#6svD$ZPRPf!5WZT)6O^CN7x0aiQj
zZT;srl5T*&q&_4+lCfC~2dk%K#qBGvIL||iYPIqsuYQQofmNiel>OQjr#sLhW>bD7
z*Y_k0$SYZ}*-M_Q9RdUz?L?=FYx`@EtMdl(x!s3U6dAx>Y~5lzH{K&2;20B465pE8
zHrxT&==@=)3iA~c1h}hHXOV<gtX`u5@@R{-cJ7bk0WiSBRLO2HIqUKglB(g}Yc`}B
zWB{-ld3d*qwUv50a2H)Sk|gIz4aTHhn$0%w5ho!`gLXME?~~iO&lsh((y(K_H3MAg
z?kYPGG^<1(YcV@CJATsi5`CmKS(AN{n4f;~r?s(*zqu63dtmRx9rD0q3uY7=x@x(}
z(3UJ>SE+$Rf~yJw462!Rcm^0Wr~aCNB@f6}-bP-g1}ry0Te6d*q&mS4kW{=OqIf(F
z3^I|Zy)q8nn?M$l2VB-L7#1K+aoJ)Xfg@IFKpcP4$8ooKoHZbj3I;|hoseUQ<HdRp
zygC*#4`SJ`)Iyq3A1|7C;?=O2{}($dMUYbnz@W;#)-()<aZacn?=zgQhV9EYrK^N8
zNwU_n1|3wXrJw$2e!6_g^#8<qeS&Ip-PGNGJ;AZSVy|21x&8Kvr##1M7L1!Akat%j
zssDd|A&PJ_J<=Y{=iEzz9qUp5i#p1huWFjYb}YR1k|Z)nD%%uMaBy(+SA$IZiuRc8
zUj_|=Kq_U{+P5Pxum9V(-4Xxa$YOg7RQ0Gl?3iXLQxrk-zd=s+HYjo=`}-X;<$ax8
R=&uOin&!=`Z`85({{xGrN~!<=

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-2.png b/test/python_tests/images/support/marker-text-line-scale-factor-2.png
index 2d6703027d5ddce11d202fcca400eb0af67c6b41..058ed4a4f88b2fcf93d0b21713860d1fb6fe9ebe 100644
GIT binary patch
literal 11847
zcmYMacRU>L7dAX=*W!yPtM?EsL>JwzAfg44M2}UXheQ{w)dkTadbB7ZYV>F;delTG
zdJm$DvUn!H=XpQx{<HJB=f2O(edf%Wb6wYYqx(>e{6D7u001CYf1vUR03hHY1R#ck
zf2OXVYyd#$hPsN<WABWe4<zo7SEsr^dVFqt`l7VPxa5iB*i+wW{p97sCr}knOKO!Q
zf-nCCafJ5psKWBMeF>pALnt{&r|1(>-fxozZd;r8$o5)O{OuF>UiM8+Z4ggQ{X5t^
z<U6>FOKosF9Q<%`J@4huMg;!Ctbd>G3S*?FxXvzVF*&==#AGUz9apc;x3w7T(#ySw
zM4>1Iit@SW6=ME@I=o^dn3d6vfH+t1ez`RB?Os4*{PJNi50>Nmw^!|FC@HBSSRkb0
z9?_5B)0w;TBT?X)lc?o$9IjGxC@j`|1tGIm<z~Tw@%A50!*Yl~o=$wFgG4ZE14@a3
zBO0xg1{2F~@_J@XW4PbC|0NCk+eVfx2Urn^h-?74_rd$P2rqx$LQ-)DLQPajkxRl6
z;oml~=a;OoskS!6m$}u1eCto1d5RyB*^q;z0YQ^QVb!EOxRx7M1o$D@2MSc+SPz9&
zT4)k*!A3@QfZRp@CiwxQRAEcWeZs&HG6lJkfx*$g-+*HsCn?2xDXf%ov7aC*heX5R
z$X&xn>95IgKLd!B;ufv!wV5OUN4yeDslT1cSi%7qKW`@vdeCjmlxPi%mjFQ=VU-0Z
zx0tat0zn)Rl#Y&rx1b`0_dXiTPKIDPBJ3xZ0v*3VQjA5Di+Gpp%^$!jrJTm5@Ad)F
zPb%zYi3g(J%;$gEeQV0>oq0m2O6l8{WcH$p9A&Pmguj!%yJfWf#s5>nM}spfDM0BK
zdh1oK1tZolbg@?_a(=+bk6kQ?!_<!K3&jl3ar>bdCcYd^%K2|-pu(sF02p?{A;<%8
zF8ghH`;*?3Uh!tj?jbo^1y?g5hLocR{&i%FP8^_P*b7!fPHkt^FSygRJ_q1|TQJHR
zW#1QXJIPVoq>&!vFDof?J?)~{E51TdRauwRCN_dYv8Gp^<Yf#hqc_|Gb7-}EpOlV~
z1Lyc{ddU9r7Yi5(S;#Aq=_R5PXTbF=mza~chsf$E^7?arKFMchtZAAoIFw=QL*enZ
z?rN*5PfuX3I6sH*Gc&*u-gW~PkJ!CVDS3CYP_Iq4&_xeM#c0&zk@S>8fuw@7I1~UM
zR1GATUMTMHCSA{m{I96N0{F{i(vKt@zj1riJ{C!AOq0KW4k5BMAXlQ}Zg2eG8q>SI
zdZIujX$TLNkI;W+CB5})Yj{)nYK3-Y8f2qU*Nz}U!Rk>q3!_uSM+cxwh#?KI)S0yU
zB>x+Xl~82_Y9(T`&2>}i8e+tNm7%B92I5Ii{C2;00o#}NIDdD{?HU;|VyT7ra@i7J
zmVX}v5?w8*o_|dAeVhc(&LfTHqu`!R{~`(Go7t%_^6g|M)<9C++CDrz4;?NOw`9z?
zOQ>(or<^OX5B(wq=nFS}-r85`K0extPU)_{bF(d8=6!zJVCJ8|t%=k$n^GHJwCC-e
z*Zg{TtQi9~ksaOAm+5}e{O=7MDHC=LewD5q)Gj6vl|J2At<ZdVnSY#Ca9sEZ(Gm0E
z3zt~Q*9PVGh{U-515V?4rJ^OG?Jgktl2UD5M}TqKp#cnoov)l>g#KbJBC!F2@;jX|
z`St`FbV#%ToZ}=I_l~^-IpMRbON#FQB5qN=RpgmRoF)nJ?|#O<O|Yklaxj9F`fA&Q
zW(R=|3<I@PvX#0t97WH+WE&OWFhyHwrL3%+YGCgF-rm`nE+weZAaYFV=O-m_FH8XN
z@ls@=n;zNNOAvGiC%R0R6~k~i)gU54IJ0+Ekeyvz5OY^lDV9wkZF75D!r{M{+dFmh
zgVNH{BEqfsFF4rJfn&MxvD_yWJa!hemKz2^ZX7CCWzjY)GhK5`@OL8~xV`j{%f#x3
zjCWsK8U@}|YP~#}foo&slb+9h^~kUidLkid`1#6#8i}5ObHL@#&Xx>*Qt)`)E~}|y
zLR2dvDCJJtDUjCZ7Z)<!p|($w3_t#HKp?ZFq1ZzC3$B3-Z)uO+44=@$4*_YMkH1s!
z8Zb$kvE~^j3mSc+0++|#zADRXxthAL6lBwNOKc2?o9>|C8w9e4hOTruF!|S5*JVpR
ze_DP+hU#=FmrSL9E3N_qx8#P_ji2kq9cq<J*SulZ&4A#r^TRZY3-8SDAoEO5y#usp
z1W)4~2m&s*%(<fi40N5-YJLwClwa5_{iPQ!^(j-m^EY~l41g0@;B?+P3(?nR^lANJ
zeq8bxk$ne)eQ^~GvHsdR3ggKR^HqHX2XN9@rVBUMZ!CzHZf=MO_7kX~2_8r-rPl&<
z+ZA#jK!H)|Tmh+;{XPu~Z$d3}e~M@V96t5U{H_x@`jR-c)A-KcFiUa(g~;yidAkn%
z==NFT%#x0IuPUD;+89A8;ge)glAdl$Ab2YsI6EDO|E^^XCP8Tee+WgO|I5_V6F<}V
zrU5_#G6U5NjM|z`)1qyy(MHWvyNW=^VWVM7V1^1;LsYPZoj^iDLSBNK!$)gVr8yGl
zQfve{v39&LQAx?U<N~T;cII+SpT7OGwZ&zxxf{!ai#gFW;zbvecz4sA{odSSXTpZq
ztFxC!iyhR3$6v+e$BZd!b`mv0tIOHRA6o%H8uoaY_X>~q3&e_xiAjIFOp*xv#Ijfq
zHQ@{@AB}63NdczFv;E2Kvv2=PQ6(?6r3eY1NJZ@een&sljyL1=1uY1|I);*xPJ<OJ
zTP4ZJezwF&=zf4~I2%epqFjX<Rw7eQr>?GQ94AU_2!?-!%SOCu&B;-!c+a5Wb`;Qf
z)+*Y6WBA{id<bAiko57ZQJ>HGq1pukf#7DuHt=vfMd5{;_JZu>0|NsgHaqJ|4W~23
zlm9l|H(ao@$w>$wz&xs-54cuP!xnWOKbgT-3CRW^=q!InD)IB+BC{@|Q%GPJt4|hP
zie3M0B8(znZ+AD~T28I{&!0am`$}#f@J&TLd*dc9qB}b~2^|!_+()#d>*}P|>rW?t
z%Hr?*0Nk@l$YM)AzpcruFL?OjJ5_d7mAIPU+53TGyjuzwo)<IoDaE%32dxUKs}p_J
zQf*;N^K~v+IKCM8s*%4>r2-bd$7M&bhDbBg(~5L#4<l!xx;h&QSc{+t3XAyA{TSiB
zkrSS>GgBwt+uPfpbjKvccemLf;dCoqR<_IOhTdv6JG%rxAOSf%6}pW~r<v@1$18KM
zX{)SJnjmDS`C)pHO7h%q@jyaSItH_QTCRr!QsP86SSTaRM}Ev6_FgXu4Y%01Ldda1
zY1mCv0sA9sdwY8VrKbi4ZXxx1FEi%y>nwQy!k}OcDr7(E^z=0Qlp71@2;%1v>73#+
z+GJL5Ia1d=s@IKM{-En;uZH&gU8uHf#j#3%adl+&V=-@ddU_g`+w^jgKrMRy{JELL
zk<@W2HaVHz?fUZX7VS0Ya9^`zpi`J!0#Hb?BtRe)^Lv;{lm4zfkr*QxJ+iXj-1s9{
zV&4FNb$+&cd63+?LVP%!qnz<~icmi6^xWybSVKY99g$O_Wdg4`pY`Fh#oZUb>f<*z
zHWt_it3BMkKAv_eK}E1P5vLZbj>p?ugCjZ}KgvGmi*h%{8v0xwPsqS4{LWklFCM+~
zMg7gKDl9kHc5(Oe68G`((bCh4cYYOXXm2;}aP#5Koh^QYVIZ2rhJfR$nSDs$aWRC<
z0IzE^n9(bWt+eWPonv=Wa98>=)J}C~WS*h*#%qQxM=Faentrr4<yn^I^S9(eGn|i+
z_pOK}01}27O-0Y5a?79bTZjO6cZn+Bzs|E_^9c#mO52K<sU{!sZXnb5kIcuQP+or@
zWnWDVJ+t=#8dL8T+8Q?d6sWCuok++%ua^A0AA2ilo13?aSn-v+ySxAOfi26o(hLK)
z2zUS}#&2II&0h@ug{rb!$ym&HK$-X+LUa8NUGIABjI&jy|A~>AU+a+Kg_hJR9W8C=
z<EKx57wq`?`xACEi<2wom)2C(<y9!Xi#PsZm|;FUKJ!#SBxw5g_(SCUw(G=k8&!3A
zelr%1CJ>pXfMSMMh!%Q>BH6EW!nnLr*N&m-pGKb%4;2fpMQJ!N2q$D+<JbEUI`TKY
z73Ad7172749ml*bIO!1FiSZ~bcQR$okP0|2a?ePTWR(C&fu$_jHm=S&uJ3p2yk2=u
zrEp=a<o9sUugwJP{zvi7qgSIv`dT(N1sfa9l|RRS{*XI_4n6j58V4g9M-ZoTCG+k^
zo_4zTsE{^lX10&<ML6bq@Pk}xC@H<zZu4KZ!^Zi`n6s%NjE$Z$NAiy1$)wfSw~B7-
zgU@SU%yhxva4|wcLM?OitY?VHR<5$1%(BW~C@2HZ@H%g&dEMq>S#FI^&D3(FlCs;C
z)8^);g^+nmKMV%jQ2Fn0AKWQ2b^hw4PL|4~oyECfm2PdbFl+p+RO0*huYS9oTdzIw
zt*><@BuA&<u<Qcv-Uq>_J04Se8JD8*asCr4wWqQ9pFe9#2?zZ7C1bNSUJ5tZP93>N
zIWu`!YEV2@1?Ok{=OQTPq}~htD=BW_ZQ;nfm~NUCcz!bdw<bSVB{Nku1DDta9#oRl
zyx%*nCG~ean?b=P&zjRx<$c5sm!gDSpB|>(zWQqO;^NcWrSwQj`)r6ISWMRylB-nQ
zK-M)Cm6gx$WxV!s2{2!+iJ_CO&3ibKx4FG}w-Z?FPi?0<sDHH#>&7KosHzeo7#WKY
zX9?VzDS998i|QyGCptGNWu02QXw4y4jgS}y1Va?IIZc<}Cvea;8)yVdURUth{*<z~
zndN({YlnPLJG@htU-kI?bMl=5*4b}Qq3%#EGcuK=xw&T_WFp?MPn?**!3}d7Ah6AU
zE#2@1bUmZYNk&E`!YN&Cdzz^$`xp#{&WsGE`cZY?gc_X6C51?-mz1c_E;e#8{qybH
zJ+oH7%k$&@*6T|bGi%m>fPjL^O1*Moi-tc(vwA^eo&vGlo$=jDk0>z#E%lRr>_I}r
zk@H_bpFkQ?0KuKmH5u~<!@FS|sg!pN=5fqNt!gnWy&>V@QTBRuskT3EmNDe`qS&DN
zVR#Q{TU%SkA<I<O<Lwqf4%_*Y`g_Q%lE}Q%FJTF}_qAsh-et-QeOxgn?_kZooVg8V
zKLMo~SoTyvesO-Fu<3^Wq1yV}#f^=g#N=dBEx?A9Lz?)^>kJyobw7F`!?8PtHNy>-
z*;g9kNVQj_zgk?x>^A8rhM6m}6G>$B&E*ooWF4cR6`T^<=!zlpZ}d(Y8j(VA1u}<w
ze`me2oS$c=kO*E0VLox=bVzTM5+BG@&cq6)_Nr=cOF|F~|9uhbW==o93y|Z!4~qnX
zkp(OA7JAmy^UG~Wfxx02$5OJAuHajHgLnlZu-l;p5WM&^-)fE~s0bdm*ROC^RNU8K
zEi9_=-nSf-0kbmepl##rs`JjW&QsNv`04;TNibtTo$LvQk6i3_R<=t5ZIIW!6qe6w
zoft<(JABYv8vgzYRSsjf!AH*sX=S7!6uZRDBR?4Ss}qrl!g_|jC0Kkh-F31&oxlyO
z8vg9@_#RWmM?VZWg_LS7JXl#3e1xXFy)|ZFz8XRK&7FvlkVK_lSVl%Bcjh%@@<Jy`
zT)i`Sao2^kM}ym(f|L|d@_V`P#8_cn_wJ4)wF4nJE^P7}>@=t92Aez|!z}$)-<H5U
z=AsmZKU^Q07`PQjnEMwuAHEM9cuY36U&|wfa0ZUbhkAH-(CMP%5`oXv5LW6IZFi@;
z*#k1T6z!%p?|{Mb!-F>ZjXCd8*vVRy>hY7$3hx3KIOf9XdRV=FwaIjEjugsd9ZM&g
z1}zmrnE=9)=LExKyrG0TuOE3+%9?y0bM2Uznw{aL3%K6+@iC!Oht9k8b9iIm_1SvX
zx;q3dAleOFB|nP(-)im>3xbB#w;7jsO2c3pk&Zvh^p)gF6=K6I`&$AC9xajj&o1xO
zzO>!C839I0c0@iHDc3{2sh8gc%3rDo=I^@L?<*TMxaL3GPadz9lyjDMsd9{YsRYfA
zZr}k%{PD-9cz-;8TfQsE^|iP618Sr@qpZ(>U&@n(!Yv!pXzq=fpN$KY&YSrpOjt5N
zFJQ$_-sg|nv&}9o^dGX_(GblV+Gb=ye~@C6i>10EtZTt`I1tFlOF<wAw}Shrk=D?)
zSmvgaX~(ZkewIALGXh%M!6vU)Axyw?blo$jXUAh@f0%Vf*LYsUuE$5^Tk=$R*XrE&
zFD=l|E@(^euc@rno*7YX>B?$H`khvMI*nzO<1xa=l?$Id@?boZ&0DiX77oF5@dq$+
zET_JgO4$Czj+6R%PPIj4U)fCr-}Je$iT?|e<jG2>#X4XPbMYeP6If6Bx7o(9Bb^gY
zZ}RmlT+6r&rb$K}p3w?C%|6|MNdOwy)2*Y3EElju$aL%sDw3UacKn3eR=B#|^y`;t
zRVM|1+gWNbhc-il7eL3<=4hFp-Bk4Iq=mtBS(s}W;LFy*TmEqUnee^*jl$Vb7P35Q
zgaV>)L^}y|n1>RX1X{d`DJ(2hUt(|AZ$hV0MZSB7SZ5Iu63Y1N>w8h|GDjINwS&w_
z$uS7ahD<U{N*avaitZx{!Yqc;r=+DZH3#v;J{Ld1pHH;jwIc{P>obS(0J*C~zeR3g
zCS$Xn{?r{n{`H#o@0KAdITg5bXO-n$hIb7c{aFva1i;)rf2W)Ni2Z7hD3}Mu=4cm4
zVZw30b<&27e`(%TNZhB?OCu=7;<>f82xvlTUEXoLWRYcL9{JLL|HMu;|Dges9dH+(
zyY>ITrRQ|D{a2pmoP$4&yJ@#Dwbk~W?O5~X*YABm6d|)7m;?{d;uI^*jXpWPPZkVE
zTWM@bW{{uyo@`Um^322XB3la^U9yXFK8WiQ?E`FndrEEdSS2O9uJlJ7hZF&?sf-EY
z+G7QoUg*Rgf*+ddaw$s&a2JRKBcl%bu`;tpvNY`DedTw|3D2F4>64^zABwCvIXRE+
zpQnmi!QFP!=5TGwgzy_TB^b_(qzet50(SzZimJ;cEm=S_P#x8XPXc4GOuqwl`+=)K
z#V#uyJN`yX5wU8Nh#l|UgCSS2$Pfd;#8(au>p;JNxNjG4rRFGKDB<QHn846`)#c)x
zVB-HzP==a)WR5?hW5Sl;QOCT`NxP!!)ZS5V_an_nW=VYOtECQ-H4uhKo=R~Pt+QXB
zs(m=y&?LH19`&X*H>a8Q<LNYo9grx}4Kp<}QzgR3?2-%9&d62RCF$H>uDPM)$i>5R
zze2Bvh7EISq4Yq6Z(>@uM&DB<>_<y&ggY2>U$*V;MWa-sMT!b4LDKMx#ZOq0uypd+
z^iO_~w6HMv8b|_+N-pRB#~$P1<~Bk|zDl1Wn&Qg=r@xqFv;$~l7?QHu=o2QfS=?Hv
z5^jK7Kp-kr(f=#@VHWZ`MK|tOtD(Ka?$6xQ9fSlB*|9qDj60Nun%Ytq-!2*$D*o^}
z%`<yD+9x7zR(;O*?h&|c4BuS)T;B2%aveTFwj;w=VsGDJ(|Q>MN5y~2xIOsQD8(vZ
zC0<P$ilGdif5ap5BB8qzTP34h2@BIl=PyjHB=k{+V^2I(`ia0-yJ9p+Sa2NH^8;hG
z1=A9REZlo+G4S%9Ut0^-hsa7aA(jA4e_F<`f;nEpZ!N9Fo|t@xE#*dqaCuW}C|5mY
zPB3~F;_v@F5RL+V_;|us^UQia3k}?UQPN;K_ABnuV*?MxV~3oJH!I$bu<{U@L;QCe
z^<0)RlImwiG+k>;@Bd8qL1$lGZ@NUzjr$J@H24kGrUX5A8?u%yl@ITGO-sy#;{aj7
zz4ofxQNGbfZ!M~QUF@90^55dpc;Z;h$16Hsc!i~$TFB}+3B2-+F&CbC{_=yXeA_GN
z{Xb7Qi=_as@<i{qJwYtW&vi@42j{~~j@}USP^RiX;mmh&E+&bfr9_sTjL_?#C!|CP
zoo-qBoeR)EVaC;AjOaVREIr^SfAL|*d4@|+@scp7CFdDh3;ka~8AGBaLCNXVP(&)q
z&&gh)VC#`$u_X362<{qvFJPke=<<uTf%H@mZ;Hpn#C-kWN-0^_Xi_iPQeRd|!ihI*
zEL%$foFH@p9v&Vn`&9yX4nb)nv7fh@^zh%+-ot_Y9f!0ABln!m%hhD_-)0d|pB*bJ
znFc8j!nJQN^lbIDfrOxf{QOrj&91AFLQYcV_=<&a^Cm7*r-Nq7ub+MbH`G>a4_v(c
zw|3Rh^k#N;eCuv;H@lBpsqXqbN^>BnoAqR_0_%^ip&^}Q+S5U~-Naj0VY1qFhxCDq
z)d9R6=b(-6za<A&$SG1^s$1Zf*{_G2>FDUXoMvj@`fOKrhs_0-e!&ljbX$_TIz937
z=K<nFwWcPaGd`WUkeV9Lld|(sB+<q7Z<Gfd*cvZCJeas%lWJw8hC97p6#f?Y!EH$X
zuzy&zFIjlKiDHY;>5TO#6$d)ZL&x80DSV@O`1V4wqW0zSfWSjjF<wa-%dAg>0EnlT
zZ}o6lt+y+Bl|B`qgwqfgb+Qp%+70UK&x}0Z+RYh)B_t%I6lP(J%TKccu6%gJ^@pK9
z-?Uy13*?fhzhcsD0L`3)t>qtPrIko4o-ROR_|hcIlzmP)?1`9JiLSWcd6SXV^4U2>
z8sW|GgxZB7uEHsk<E17ZZ<Kpd13$=lMGo3jOW6Ci8vpT8pPz%666cu?1H{mmo}P5_
zQ&ZRNo<?^w+3=d42pn+#(f3!#YqaU(j|HEVvwyQ|y19vuOc#66i|8ASj1%q?bbO%>
z*aoExNr)36A7YFV_d4tGLwXJc1^*s^?e)gZW;0+zd~1sUr=POs6=W2lNvqA{a?pF*
z>64oYI}OQz-_wme5~s{cS3CKCENuO{c_6sIU$v?s<dnf!5sn9U-``w$GXGX<Ryn_<
zL`$lCkga_P<G7`S674EEqEOiPcd+;Mm8v`7%&)1bTF*B3ynA89u)(DbWa2rl>=Cig
ztj(EgK&0${n{td1!08Mw?(7UO@&yY@`TqU$d@w_%-EY5>z8^{<FLK0&&q9)KFq*`v
z9bUu{WQunR49p9(eEH1zF^lok{#wUHXZ|?h8=O3)<CfPV3vwRzAj9^x#cScvTn*?X
zdm1mXGtt>`o>rFX{rj$p6JsM2wr>?6j}}RjoxUYw&WHxWbYj-Nc|IdXI6E0roS*&U
zhg+A=nRn&N_9>WJdw5;HHR=EOA5+{QMEMaiB~vT`Ob(h%P2OZ+45sz?`^znM?)bR3
zHwaMdZ%BOPplL(?#@tC(=X-`?^hq!kDk}hFVTW}Bwo0-?MLJi#mp0la?5{H;&cK%e
z8ydcxE9ZL-^If^AI(~I|kvdgnyH!AlJX=ASg_&K|1BtoQN%u{h;MDC*OA|!$XU85C
zFDv8xKN>>;v|ij~42nM=<lC)2D*%3|IDMyE7$EI(`z)yelfKz#eediWg{RSx3x~UI
z4FssTQ{Qk|NQiu-;q0T&8ba~$$+~(~vy~G!=AX18ql6#Fn?$_OYlZ;JwIQ&J!bG!8
z7N;8w)EKj<TK{meFLPhD6sU&&6ZSandpk~di|n*=J(Rb#hMcI9HBt)uVckvN>ae)H
zYjq-#IclBg@=V+I=ewaovpZV#k4)nAe(I8^I{Q;c9wHT(*p)9DE8^fU9rjl~qY1`o
zIHOP6u~~OaSR-EOmOxMlGbaxgvR_J+y3@zZH<sx$VyKzpstN$LLmS92EHRLi9OxJ_
z-&Rg4?uvQpD-LlLzabxQR^W4qqravRARS5)rvMFQKo}6M3aL0duWR)BChwAaZu&y}
zL7T)7`=pPT2*i#A<pp2^l~PzMJU@U|LvzVcAasW4xVu;5VE^d&mR9};Nshmc?+k=a
z*a^2NA#`s<iUP_@t-CE3?)!TkS{xiTC0NhdvpvF-A04~G3CwPa3{F>lr7?B{CvP~(
za3I~f+5~cWKLYJ1vQ)GTlP45MjGHhaHa#$SBh;06IFJW@J=qL-K#Pp}{8?aKy5~QY
z3%LpgYMK;~QZ^I?DYHb`k0d?pjdub4PNe6yVL>?keG1ouA6INx{(C`zO4G-Zb${##
z4!${)<EWQ**%|7u8q_#FL{o2bq_Ae2tuJDTBp^QMWH_2+Us;CQM<(jTOE2MN;*r^C
z&@3Z1zvH^K$Bzby;T^LwfTQjAV`o{YkKUR;)o^!yVz2(8ps3+vBjS<2hx_r#GsmrM
z?0%qIFSkL-4{hBqx{3JN#IRWgEH_wR*K@fQYeer{aglDr<XPggR;%q#_piq|C?);W
zxY6`*H2=P@DPK=uC{n@y(uNQc_-H0~tUl{OjMU%8PwET~=Vd36W(=rjs`|4pJJ~^I
zmQ2sDpH|U`qvSL-&+?rWq*#yA0Y7*WvQ3Uo4>;*uj6{~^<uIL}SX!2S{%qyBJ2w!`
zj(nE92OYdv2&NDVI3LM!e{;{@-(PizgnM7ZEOayx?LZfl*4p?hz8Rvj`uKf9uBN&=
z740>%OViEUqf67{U2SyN9#>m6H8uSpfE46U7qX@ZdpvFZbn&Jezw;+C8fzE|lHy7J
z3)Ge^dS1<N_(HK%udha~=X`f*BOcG&uvadvu6F(kxW2p}I<(&WcWy+Ld@Z@B<U6(h
zvD$vR*PSlmgSUBR=91vbNxHcA-{~_zRHw7|ye}zL&@Z7d^K~TuojbG{zM!_k)cS`H
zb2F?=9as49{q`1O-P=6d%;4Wj;E0?c%@Tw<jN&#7G*W&i^sT3aZhd#^807!F;mt%B
z7Z*#fhu1*kyy8m5Bh8VP6Y!2!hu>WpIdnKMk%595eES>VK7#c~TU$)QrAa!fbdtSM
zYP~vlEXd2V{uE15gj+n+FVM1Z{<_KYW2pJyyMUILm(;ooYESQzaOAvnm@CycPg|Kk
zUb>u~769(076&Kiy}hdesrml;#zt{7Gc(Q)p;;PWRe8AaF*Y&{x1JR+C{tS=fJUE8
zEYj=Ze`0rU{3A(Y&3?-zHo32S#U92bIUU`;M$2@dbeX=00EULktmYYi%^qV;x-YD9
zk63MENJ2tGMM2KAWWfVuk%GVRYCeC?%^NCB>Q0-zilVy~pQ7c%Y;IUG3mv=-QAA2y
zOz|QkSf5?I%vJl(cfhpJn@76zfHcR<mRo5IKn;ti4FyD=-=Z-WJ7Uz=!p?_;+aoby
z=1VT-?Av`&56{<ES4BZURkwgAr59RZF?dyD6tz@`YZm3hRQ`cHlk2-T07R?qlJ^P<
zi=7%Fw6H6al~zHmW1tSA$Pk|;W8)SfgxY8duKeM{DMNVo#q=%dd1VTP4kLCEk(VFN
z@a9Bcbn$D@0n9<~uA+zX;I=x^$R3k1+if_9q<dYyHt_UhpEQK%+RpZ|^fjJKDw9Hs
zzj&GK*s;dg>~CPe94Hk1k)hDuK<%ef9G$7}FV|GF-IW6TmvnS=Y}3*SU)QFP$m93g
zwM<Ny*XxsF{*)ETakd|Q2>7)Yw=mvj)iV^$reKT))`zmzGYq!2ro*L5&OlPscXpvS
zwv>O%LLVwp`*{~E6l>E+wrA>M4>7yw@PK^VgdhG_ug=B{dWY^9R-n*8g*jHxLouqx
z`(qjf8So9uextycJ)H@qp=6e?xL;-YC5!|o!PdX?Zq?e)A~R98{g>id1Gi=pF&R+6
z*!#uBL<=&P-44Bf@k(~=e6k;S>cex5*20gA1+vO{zI^65>hAG?d|Pi~dg>u&yth|f
zcRn)mzrnK!3|nH9)Y@Jf;gj)h8~971{39{`gz9Puy?v8**lFkTxA!dk9$_0wE9>ah
zd9aY+FjRk#G?&@3C61KN{I6F|?d!#&L#;&+58BMh2ACu1On#7qJ26%s@fa6_L|jNY
zYewi<+=~ijm)SVoUk;Kj136r`tK76C9#A+BFysbvw*t5@-A_E>LC(s`3WFqeF$L&=
zECj&UwkEPPv_+myfFvGuqc=oFR#r9z%qgZ7pCVfMH@vl!gm&1UyvZgpBuZz*f-pHJ
zPxqXNy=)~z_NX-A__MiDKMc)wZFjV~9T|4=bfeqW>_v&0r-bOZF6+&Ta9by(OhbUm
zP#IS~5lJf`-F<X)^0!Z6wO%2Z2kqk|O9}+L<e{GhTpr&PZT`pQ5K1OVK=cj&#4{Ke
zj&RyZqKq0nOS2Uz70HYVt>5$)3Fco0-)03>JWG8jcF!meog`!?d+U?jpL%7fC$=OA
zEO+xiWo4c<BfWM*H)9S*{qk4l!mlGu&OS^IDmk!(%V=Wsv2zCX3n?i!z*1otCK#?w
zj+1MN5U2D8fpkoTp&ofR?5S@)9#B{4`HOC+a#!m4>bI5bQK>#M#?Rx&cjwNX{*E^Y
z!T|PKDqmk;(wJoBf}4_{j~SgD0LNy1>IXk)=;&NK2!HrYS;ml{NR`d|0}Ky`PKG9Y
z3wa_~+vz6nkp-g80_Z*I*ks)wyp)d?9=^IcMx2J*t1N=xj%I*Lw;O4b)-NAM;FRgy
zv~ao>+6xZN1*+SZd3m?iX1(TVFMaFgUJJM#tf;ryI+#@NylWw8SNNTXLNKu1ohN%d
zQnGq$-Fy9mSD4CO%MRi|T$mLBs8s|_6ccG<ubE0{{5JEGj~=Qj9`tbagK`IKJ!n9s
z>hCk$Mopp;LWDh?8MrmVp;`?xtTB^JOiY571X-B#qB$Vv@)DY1ugK2M-W-UU_dC>X
zGey!&a)VkR3%o3m1k@@m+@M&zUtZi`ra~W;DGG%}ITfS<5n28^4lO_n$uExyvwl!y
zQGFLEQSIpoO7@s+l9ZSMa`b9tp7bLvN|#s~@oM5DS}UI6(a{bnBx&9`^&3Kt6bOL8
zwkSrcqMAE2EVTP1>vp7Pc@2hPTJ3A_g=+p&`Ho92Rn^Gz(z-dZqim48qRfoCp8nSo
z5fT>m-(Z#ddT4!DSB&%3*70$!CV@M*^v5Q<ym$#TvHvhEPnr9cVP}o!ARj(O)G7={
z8Yo3ne}zsUc|aBLJ%9T4>0<K0;ebOEj|2o`@3gZWQlvbMq~m1O*GB(q?V9!|fY3rC
znjf3p|8Kib7}Ox8K>3ObrEMFF%InesYc)qEx#{&G`S;(iPMH;D(q={;3vF+R$8qFc
zzgBVZDN39Tj=+m_!gz)b#OifaigZP>phlRQH+=8jJ?SNdmkWSeM8)^=yoU@LWLiMd
zY9u2LWZHRU<tXXRO#51IN;KX-av=Q}?s-jqL?L3tIHnzS#a#M5{hm65SfJM5<h03&
z*<bQcroMf&1T<qhy5n*~q8szPZ-%q4U)DY>o%|132|@DfhfuW{ICNyfvoPD~XIW!8
zKBTr;5B1$zb?qZkfe55^k=3#8Pb#o$t$IrxdK(Tv?Pr_)S(HEo@J{(#sFq?^r071g
zc;G)(Uz#tEjckpR#X3miUHl_WvPY&9UG_ia<mBAOe=!>`^73Fd4%;IY^tG~O&Rb{s
zFvr<Lu<SFW>x=9>hIozOG>D4L6W4^_FJ`~K=Q3uX7g5EFEZBnDe98+PkolY7{)GjO
zLWN=g<9$%I6z&ImXZyPITl2!2pJ1;~fx$06uK?Ad8@l4yW>5>wW3VVy;Ggu^8czjD
zL{N8c!}vVm!@xQya@Xr_Bw}2^c@0FCxesnSNHEPl^L<(ZG8Q~h^C={#iJ;bGq+)IL
z!(OBaCpmbn+-tif@=-Lw<0`0^`>QGs+$gKS(@CEGvUVv|{J9ob>kr+4t=j2k=D}`8
ze6i?;qfU+f2;Vg`J~WMD>I(nFgj+4P860o5A1QdHa)a}(8r}~9wo;rI#N4>cC6enr
zxrSr_BFyiIt2`#>;A?J*qq(I5;|#q5#W)S~#fg%!h|UuzLfUmDV!>Nm&1;DFdW2n=
zQjcC_p|GnN`uKkpr|P4`xURm8noEu=e(*awH%~*8XfVx3#)n-}iw3)j9Dbox#(;v|
z$Q!(&Bt>-`Q(-bownH*D`VWTl@y5+j#Jczh#nJkxxMB!EX%tTLsj!gO_AZDJu4@$e
zZ16!NdR9pvNUZc--_BApBxLIOybbWPGAX3%jAgj@f(JDV<hmAXoZaKrMwOqY%TCh^
zN%xukSalU7S#w)#inGFWZ$=+=lobE&4+{G_0)ET7UUZrHN4y%fCKx3LmX4)ryzD!*
zfNwsVpg^!;H7`*qIg2Jp$v`j)Ifz1j!-4)OcEpq*b*`qMEQLA#(Cj3S{R6Vpy6kYy
z{X}x(#_-j{h|7;~L|iBYIM>3(o%XWBw6OlHT`;=<cCh1Y7G`Y)fO<d3XrIy>6Kwlh
zC1;WsUYb#^W?LiT-a~*9FE!N_gS&3iSDOaE9oB{p)ZZUKaW{lnpeVt&kF-&qaGaRq
zZfMW3V$mCMsc^M)*F~^<%_2>x<2K(9n6)FI(Yz4h|FPQlQ7t^Xn)EFn(Z7Z_34q%S
zt&+;O%J%*Pgm3j5=XW)dzr`hFC=z-aJ^B;O(Ery!*O|F%26omdn4@42t>*A4ZO7^y
zXMhi*!k^+Q+z7&2oyHd62^6)@rO`gDU{>uMV$;>J8}_t1#*`kVz(^wbzf-E)bMSqs
z0FM9)AM?H(W>hBtKGmO#^UHfHyt|GO_sEnS?IuRn;9yLQ2IYk0Ez_T={48Tf>;GHr
z08InA1vN#mR%>lta{6>AxXaL^CBb$;Gwp4Pv-#g5GGgX_tkX&G!r2|D2(iiB#a&T=
z1{w4+khj%v0yoYCwn$<R<BbgT@Wj*%!~>X<mg_ZhO<}e2(^g|9WAJR;01G((7q<UC
z*;3)ZW=P;nl`FZ`EO<$c@=Ttg)ERhZlf~lj+bOkDo?Q#*jQzyg;QkgI)_o;I=E)K9
zE3SQ^UX>gukiK6=PNU_eW%^P!^2D7esE2Br2Q3O^X#TEa-4-ldxzHv|^A-BeHZ$+b
z0z_%$KW#)s1cc$)!G=H-cPufdtz9avf*fnUpNgO;6!M%BYSgA6=Jc{l!Bvo<=4-o?
z2L2w$@o<E{h$Xh9n4E_7-v!<gu$Pc`Tqy=U=t$y0CqX8yHn?DwyiU&vc$l%9Z4{Rk
zXR#bMXi|hoFJL!h#2GPNQM-1F8Hi+8+CXdXsEhsc)NrRU6WB)!CZc$v@!?#he~yo6
zs;K5UX8JdA<qdZY|NlKLRp2mcpKl&9=>z-cdddqNP3hOKY&!0y!t&w44ZJG*T*Us-
z_MZQL>*FDEm*ZIFpK0E(YG3QC=%uXMHPR|783sAXKid@M?RzUk`$HacSzRq_M^mXH
zSL-agc;Z|#GQzc2Zd9>-i~laP`u}<muOIwnPCvlG{<T5N{_Bmlqms@(rBX4%*&)eJ
zm9p4X1{KfLN=b-a-43-l2HGqtL~el>*JDEya9~>I2>*B2tD@)K)_M2I!6(V_9eR#W
k_`gR4T?8Fu3)hgYSs(IxlEzH1K^#z5eW+4)4;}P>0NQwH-2eap

literal 11838
zcmYj%bzD@>7xvv<x{>Y$B~&`3*`+~JK%`5hJ46JQB_t&jQM$gQw1hNE2}*ZM3L*{C
z3%r-#`~LC%wfmVnckawNXJ*cMo+nCITa}cEkq7_)Qgt;YJph1!e<1(?9{6MCS!4?U
z{J82$@&>QdcQOdQ4St{Bj5IziGo6?;DXFb>lyxkT-6`%nD6IXe^vdQA@)PtcQ3zb&
zMIwTO=OyKf5;%?m0px2!Ebl#`hsNp(aOoF1YFu-gAAWRPZ7?(+w9NHq{OE7?-3|QZ
zC8wG`-*7aTae4L2H!zc3F`UF&jVu2A8k<KLp|@yGOMkHE!_H0+QZMJqmh}$D<>**W
zsUH}|p-?h^cP<Dw`2^v8?Pf}w3WOBJQ1)pn_X?v&#oF8ysgM*tLf#806ap1@)uAw}
zw`95a2j5(=%Hm+xdVa;J@UV9#0e`oXaj!@2BIH;IS0bh&Du~E%sjPfl94XQDBj6`k
z>iNh?PXGN==ThGN?IH0p+1H95%hC@t!UVYhSg0a$+#X7>a<O0AFAk~WL<%cy$KE!W
z?2E}vJ-1sAZWw!P+q5@mWf{sXcN3_Xr;X-9!^?vucR~m&D>{>bn-;~jOad)H{$m8^
zfPx14iiw2ea1qfpOO;Cqj})#{DG?MTsD@#^2uLuqRR4i(M^%RZ2};9Xu|9!S{)T~O
z=#re)Py2vpwMVW%@nV14G|`q6L&+8ik93hxh@mCLJYjnWj|^bWmp8^+>Lr2`*s!WP
z>eN9b8aW6;2s~=mON9Z`2ckCJv04NKAx04*to4RW=vtbi<N(q4CvTM~o^=|RxulU`
z^l)RQWM&?@%=>O`FNT+qNh)53a730Y^_SNT;K83hp$Izq?jK7mTSsQ#*%b}n#)C(a
zq{|LI;(<|=2+EwRANV)K>?x{Hgb~NepU5+zjk?vp^Ab=v%PWCRWeks+=mFrrE5RjI
zIk2zd+nymAT5;<}H*B(G&+~{f!tWjs9Aj1AHw&(K7$^)iyuqDzwYr`Wx%`a;19#5=
za((P8%Bq?mk%976<q&>ag&H!K0~nb&V1H6=X){)nk2|8V_@$jDG;%VSU$7>`q2h~A
zJp`GRb;SWknLT<3XJ;2AQ!&M&J4uoEEve-{;+$K(Gd~Hctr1;zhv`1n$Cv*Yc1h9}
zTz;^A6A*CUb|$S>v}Va227DBp4u(HoSzt@_8D(YmjfTvhb=X5AUs0y9ayRwV6!c_(
zn<*8@6+`~(!1cWDf;Q+I(Dh1A0ImVnq7WsfWJ?Z#{!v9(ArpG~tvnTSJbao<^03wL
zCzs>{Jou|%(8sm#S}lvy?m!i=x#N+aBOcr*2W)=!{R>i(XqrNG0^l_l6oqspxp(XO
zjgw+#i6gksJd|6ZzenA!VbOwsDL)*X0kzrrucz-I^%rlIYNAROtD}VhF*98y>7r$e
zr|FQQ-yIx(RrpSeI7pFNbo5Wy92>=HoB+qB;YcanIoV=+FyKO(!2M8YZr3GO??Uij
zt8TcG%L+cV8!&0{T1O{qEyrndilHiYB(0+}*Xv>5tkgU6z^MumF)78l$pqrfnyq}5
z0~o(G;E6&vuu6-}w8erukay>TL!7=vNQPIq>1$qb%b3;n?hapxo0EyZjI8?hbktn#
z-4dURM=E(?c9whv$1LLyP?(n_m{D>M_uY@9!DXM0w7Z7OAKF+9_uPp&Jn!ikv)DFD
z<;u1Nzx5KZK@iBC%VVn-d`W8n6@Ezu^`=Y{)wpb9ssyQ%H$il0%aE}?VuuAMM=HdU
zCm#HyGvT!#vv#`>(AZ0fFbx^)6Nq79qNHqZKK%LcopvEra>zHg)K2kHdwDEcgYo|c
zZ4Vuy=?64~4<qy+U1lWX`N5`|DDKAoZus!<7p}mP<ZRV<^zGi>-bSLh5+^5fZg$}$
z3?0q?Mm3;RYCJ_PE5m!)l;CWg03ebP51TziK7cY@Q+$T|_Ko&Gb&i4du|96XLIM_@
z;qyZUuMpH$*|+{wz>l{tRm@4E$E?)e(cR#x_8tn8Pl_aYeR$MeQNX6TX<+8$R&~$*
zJ{5)ZtI<4lO*c1zjrwZIr2M#|rpYeyqCsHk{?N7BSkI2mqL`ERh}mgY0l~y!=l!Jb
zb=tD`CzWGpJ#hG5LOr_|9kw?!&Rx<MV2)&`WJD9GXOIa7;NSTS8&Oxq37f7%x<Gja
z2QG2wE3fr_A*b6n=B9iDFH>Y9c!@l-cGI%O4q#tI0Q!BVWRC5iL#N*n21IPzaWTQT
z2v4mgx1h^3=Yu_hfj)PGmYIJ(d-0do*zTu8kDPvIKFNS!kZ_VShmnD#j)Jk7V%e+c
zBqwN1H+khikRaN5k1h>^Q{!F%t_GmTAGQh7R-d+kT3A>>4?0nRY785^`Z$CTFsWBH
zZ~)M>s@_T8p9M=gkW`=v-!V(-O=94tXMN!;kWx1GY9puLzjVtWfIZYZ>PN|g-!aC{
zn4uId!GNdkf5I4A4=gNHKUlHP81?pilj^G3q1OaVpzZ=_1`Gz?Pd3~d7pF9V2V@gU
zuo)2r6hEG_Dm!Cwf$C}Wwv!l94Kscb2ddauwJ;vZbNCdjtb;<JIjTjK?Mn!evf0F6
z8`vuNp1fZ_i3f)7WC!lpXA{D}TaG!tl&=Mm3P{fi*kzz=xt2Z~1&mCONecpmV;`<t
zjeoDXk>9;qj)^cN=cU=(180E}9e#JaggC{=SX^9OD8%mNOAnRH9S5jT!_${~>r^za
z8p5#y?Kr)zz>bp|Op5_Pb1k8r8rel_Ot@QN`|nj*-;drcobJTwkILd3i1LrMX%izM
z8EuUd9ZrWNyBdi?nmnay|9wq9o4LNOb(&(fg$~b0NJU1q<>bg$CecUppR}1{7wK*B
z?JZRq?MDGX6mt2bOvF9&8ar~mw)Vmp&#Htll7`~uXb2&|sFPh$5pR5@ZqIsM$M^^U
zv@mitjPEk?FxfLYM5mW~Z5srFEqSeu8oGmirxhHXW#&RWJvc@O)q9j8!Ic>71FV*q
zD|o_UmX^t{uU6S^mLezT=F;xU*_S8oeVfGj6>y|g(9&Z5=`1+SwK3}8=xCMsGrgr@
zL>ng~nou;j{k>Oy)hFtywI7L+P;Xz~jmU~@y=Oy+h+3}w)3%$8;x8-PGPXZ|{!A{+
zLYcs?-P*1Ut*G%8k62opr)iL|GfGj&TvTs44|{j5>w;7q!Oh|4Huo-kdBv{5=VgR4
zXG@{|lVzqU<KqUlV+C6MvZwQRHL%B8Z?1Y{ms6Slt%l+u(Ogzci`~>_aNJkh(?W3+
zdyQNCae%dd#ay`VNd7lHE<v|nGBFyF>aMNlwzfl=ve1KXn@#W7t_7Bvcbp2Shk@7G
zghu2qF4&bny?@V6@xsSPOf~Z8lv|Czg+>IzL&0nicV>;(vAD?AEdUb*C`*Ncqjn?o
zCR*RGdELBQQ`{i(y87^#-<7x_;d-RKOG53u`#SJ%+;nx`u!*TDZmx{)F0<-8OZ@e8
z@zWGNuBEN5zIorpzz-`opuz3`-pM}u9gGJL7UL4!4PE`xTxI3whEmqgKx!dA*#<sS
zeWG<F7CAO_GgpB+ei$csx--{vF5QIgVYbZt`IvL+Uo|e?jg{Hbp!6QI1R~(q#qkzH
zi^UKk-C@GlC+DnN9wrznNp)s@UUIy>wW}Y`HC$fOQpMF2Z{)XAJ0*cv>Ak5pxcHmv
z)MzU!bADuE;qD28xw*L}3MHp+X69@%f7g)F8xPiXKQB-=iHH%6+ocI~wQYq;Dm#jy
z+oRcj{@War#1nKJ=NVkQG$qeS*!BuCkRP<`8NJg|r=q^@WmYM$Y-V09AF#5h*<kc*
zdZ~)@@zHb9btEhyIKO4>KU(}EE|!LmXV0HMPjPEK|6bGot)|9+qAA|;k?VY~5ZW#)
za5C3Q`km~;Gp5<JvFNQYA)`M9_DK5r%---wqP7bn1y7&a<*ww$IQsivhA}AmDOc?M
zm81?o!g_+=AWQ~G&JMZ}sP!s|UX?CZe1{)qV&v>3+Xqv}ij*;HUUM$rgob2}-ra9q
z>|qOXPW6n5in4z2@S)b&D+mM<vdWhd-Y_~lI$~}zKKv=eV#Fw*>T7LNt)Uf8?F1i7
zFodrBO*v^yZXlmIt|;&jJ%Xa&59LAtIw(WzzMC*}Ll5;L+q6=Cxx(vLFRPdjOjkA#
zH<CwZtMSAZZSKp^n}3f!x7IlptY4~!yEti^S+oiB2JMcorbzHP$=U<2fG&jJc8=(?
zc%D9;t(P%pd>%Jfr)eid%{SMV1y3$ld*VfAW@d8#JN@+7OTWqE=UFGeUs)2A5zPY6
z!d8FZ`;jcXo2`)wXl}iShN5mxcIHyfk2Xa1nvckiE*Eby&u4~Ew$BvdpLgUg{`^-E
zD_3ndWLxJv(-9UHCiwR4TTPw#KljkZ+p~8p*B(z9Ib=gf?)*7QT&bAb*R?zNi>PT_
ziI(^Bx^@;~jP1|Y_?*17WR<99Eq85sb3u31w0Jdm&qg)5lkeMnhs^P~e!)Tb;i0E?
zU>qvTVx4Hpu=sX7`u*o`$#hT@Z6*9n*W=vB_*E0Wo*H&`g$@?iV0iVf52Ov0Pgm!^
zh1XSW^xfSgQ>XnxGYo8lo^4q96?~gBO=k6K9z;FtCmv`v!8tno@!9d=8AQ&R&#n0Y
zPqhoQk~l8Daf2tPh;;|f`dd1SrPB3kL+nKC&W>JMG=*O_WEw)h<C{;aR7r-|bJRE2
zajTe-JTBk;mHE@@!d9ZLro61UtaJKhETlhGEavXo$bYKDal!XHqoawqq@-r=9fCK$
zP-g_W-SvJ1BKbR0UKhF3<$w#1!dft%6}Oo+-SUIQntN4$T0DtL&m)v2SKFdVZq{@?
zJIX7YHH}IW4b3c#e+`$9`T8)O?*+S}Yh!|YM;8`cgz<$AR%cO{Xgn*`kB-n`O}R9E
zV~$**5~3G>WBbc_-xC#7oo;tKAD&?_$R>WgkWpLY!5oz+ApM^x75z6!j?&7<+zg+a
zii&#21uUCh@f~dzW~Fj$;o#y5#m2^d;0XKOsNWVvSz2d`lHd%MA^Q-re|f~oS$9d{
zEw76`!6n5&c)D?{NM%Kb&J{vX;y6FT>>Ko8Zo@a>t!FdUcHK4hv;D9%@7|%%U5Fov
zCd1(rY1rGh9)n(1zK^3$KP=6=edD6Wz1T3wyZ1@_BdvH{?FnM@$LiO|6%)vL$ZT8L
zEE48UQKJQ<UVSb}#btPtqcgyk@vW=Ux-+@tSp|_Ma&g8bYze-$afnZp6>z9N*ih#(
z_gzx8ceD9%J#9N%!_)HQX1UKTT+i2;<8c*J>O>w9t)5Dfi30cvV>lO=*!+O@g8cjx
zsKcx<dC*?VX{zCRR0^hJ?+(5Rl+&k7Yi+SzruPWxjQIMZkXF2E3P;ll-usgm;rv$`
z0uG|si33I#Mc#^J(6!7_j3rh9?o6K?niL>nHz*1Tma+PskxYop9$0AdCDzO~DRlFi
zqp(el*J(BDad^OMR-fP%_iYiCcJyoTXSzj|laQ@EQgmlgn>ZUH0kKO3M6Z}kq$H%B
zvS)^Z4nvba^BQ-Eig~b37wB194wV{Jb-W<6QNg%<R}9uf?4NUg(2&?fvxfuc7DmFF
zpSD=ENNyN!lWvAOl?4yl+l`;-{)vz|vh|}P5sAXf7BKT>rc_AY9Uj&Vjy&fS7k}n$
zDggN3{O}acU%L}<{b?!P`|!B8SFQbv9LljGsrtk`yG2Ez1e_hET{6-|L_BrqSBpRH
zf0s6ae#M8!Q<lVC2;W_^F-@p3{0(`4+&lb)iq3VG>&tTwNUIUc6ZA?U44i~V9wDz}
zGP4d5aovdA$@FvP1NkuvS4sCJba9E5I#&1R-&t>mw?0V;ceCTqq-&77^{ZrqlG^DK
z?S6YXfyMbeD5-3SF6IdrFyO9dw4cZQ7C)z&6c45vK;iMs8Gorg6#r#RmZeneJSlca
z_LRAh7%+{J#M^JHxkHU$83uTk38;FTW_xFb$b-eyAd1^^D9SksoQE(Mnl>W_=~tyQ
z=7CIP`KelWLL|UYiJqRrarDcnwnUx3jEnsJ?`nq+#nbm$;4^iQu~v!ep9>M~rgZ{3
zQQ+saBUEsq$1<Kg##7DXp!&#&=%?SGVRqw{2!2KUiWKr{BCPj<b8r<-F<;Bk$?_+Q
z)NBY3KyiGzD_2~-csfw?0$N>op3iMwTK4B!=q2sHW!MJ|;_wP`S(wMMdayj8t=IqK
zN64}KqbRnokfR<_i@@Wj`WA9RRA`qLo0Xne*?;n|Y?AHCn4yZ+(HWoBs4q^!^zqCR
zmRz<_V!I2wiK#jtg7I-nelv&C->QepL(6-MZI%Yu2y(Vhe5l?jx}d7Y^Z*t;ud2O7
zVF-1bFgRTAn#;(0EK1r`55?nT^rz}M1}9p)ZPvtc&he1}T^sKHq^X;S($#L$9?`GW
z)z#-oXY4#`<O0$|?-)cR_AKk18KM`Jk+5u>$VI(Y=}8<U_PY~jNU_wkt5Z30TlV@v
zb91vyT6fT0uY}C%VS>@H_x|`+Ih4)c1>CiJC-9pt?JfP+xIwSMIZ;*ik_`8sRYb|2
z52Z^!j~*k3$mS7kU$0hlgqC3{B{q8B-!+U1n!XSTaZurLb#+bmdj0yf`}MDd1^=s<
z3A-a1!-(8{8Uio|gU!93YIW2H!2fJy1!Wc&7r&<#_2W&e+7NF$k2R(`+p@fQAPAx0
zL+D0Gf+Y|3-DtSubwk_buJoX!Rkx+FF~dgk_}atc`d-xra6d3yyGpiZ-~1~?q=-Qd
zjl75hrak|T-ya!}@$72b^nUf%v90EwP$!t~+U&Mox(@momYH-*;t8Mg&oh>M8Q*k-
zkz#%zz0Ea3J_$pro)>DS*f@@+J*>oEWIU+OpMbOCVSgq)?7tf?(;-P-BYO7y&Ikj|
z@0tp68&*+(Ti<Z;`wY6xYeV~q^`REB{4Ca7Ht;FwPI|Bu!NxHLMou6H!^6#CaMKFz
zM_@OV?Fo@&h_5va?^JFxe+NsqE*X13TZI?*G>%2OKNW3upqS`?S{JrL>cnw$Suf(F
zX<+d2MP8P}Sb@+~xjG&hE03T%K~8(`X@_LD4Y4z61NwfG834`%rlTBL^l%C%^Ysd$
z-@tV%>-z9ur0}b5D{rM7t6^>DwXENn{=3%AEiGE|$X@9AHT>=ARz(~CYzVpqhJ_Np
zwYRiWVzmdTjlAJP<t>U5Q37D4+_mW8s7K!5{Q7TL=Vm@<tP6HX;>|xEFR)-wy&_Tj
zdk*GJGcV-yHZjXSLI=-8Yra`gTTVep(Rb>S(S?PDf6!S&<<&23{PAh~_lF#t3+QSd
zt*orzFug5Z&WT{X6NVG&SytOA=wa%8Z^tR77oQZ(p+UygO=!?XkmzWV%CaQD#HD4m
z**qr6H^2h@&%xf_ic2f?h2!@=8ad{z-@jiHG5!<~d@ks(V@9&$6m5jh2q>SZ(7rf$
zd+*Vb9XS<+6Cv`)j~~_r+8Ga$$GC&tSKLYZuVRu4PPAdsi(=p|Q&W)Nq0v)YUS78C
zM$l6wBX(XJj{FX%eS#|@UboG~$tiSsvh%$4Y=xL=-|e-Qv$TL|v|}n$)y!TacoyE{
z`W9X7O1nPIhB~tzM6-1*efvzP$q@7>V83`i*a#YWzfy1Cz;Tl^QW1G6#Zd>=MwCX5
zeRQ-=&^7zEd>`m!GT_c%P-H8}-fCruNpCrz|DlQt4$Spmo;-yt%y9QW^>XJWl(4G1
zgHnbeU*1me7B%|b+S-VO!O`Bcb3<$SJ?l@CUVb(&X)wrlQhQilLiD3v@2ptoFL@k+
z1)<kEZjzL7E^{eiO*(>OA?2pZd&1)H*5k9F7Og7NM(xW2i-iWxa`zwGi8HQ!I;&qT
zXhQHR2WzARI6(ZW%Ra|#etNQak>=B92e-TKd4zdfpTv0&FSs-`v4R=gbxHNI;+1LJ
z!mmMKhq00D?&%lG0Vee6$hZ<p+g~H!vXpe!GOKoric%9U_3ev+_Tsz=6~#k1%4mn1
zM#rk>na5k_do}?VC3IR$n5kgNjqa~2z4uAWSavK-|J#<k!p&*TvG~>M5M@O)Sx*1)
zIkfa_<}@+|X%k>9Td<{vNEJhK;!~|QHTvTS)mv3uevf5JA*A9GRE!`K+xZw;)L?Gj
zp`xH}?nI?@=HYGbA_P$*<Tw2L_pii?-Lo@!BloW_UK)tzo=wDakpe4o6MyQBy>m9N
z&Ns3&_`8CePYw>!=hF(HUdw|;)wNuJy1a<6utbkVYrqV3U77&OXunecHS$*b+=9Sd
z)B(8skLc^Uc=Py$|D9=NIuK*?V|&qifOY$*pZRez731=4;rngwK}bR(`VzPGXi)kk
zh%uCx^<7mbRM!M?cO8J>!q2Ta?=@2L6nAxN>`~T@XbUX^!w=_~uW$YSji};Z<C(rZ
zPqQZLp<9<K+129$-oGuKnTE~zb>~8A>%6@y&Ukp}E^lU$UU<OPWW~|p)XmAaHWmsz
z=Qqm&9l;r1I*6-(7$J?%{J*g*lf)87(rPJ~s^>kLI)NH15r0~SA1r;&th?A^`pnW|
zui@y~B{q@{3E0hQS5NT0#-2m0F>=14?QjY_YJ%c!R{SgbL46S4^gcOF5DxzMk$Szj
zF!KZTjn|ND&kH-^H%P97Z+rg6qU`szVPEJ57%=6LSj}twM4BG|y_OzIWqs2PB&(d-
zY`aQN@XZHxnTrckYSBmCyjcE&^l3&s!K#5Y@w7V;2_mq$Z*FuM1NN@M-a%FWdX<Y?
zVD%JgE%rk|$KgFv%))~C{tLSsQd66m*KhVMzor3rg75U={HH&{-oM8Aa$WVuTdE*m
z*^^FC|Jm3q;Q_Sk>z$ybR_RbNh%;^x6*#fk)lKz0Kv+ZspJb^WpY7u|6qz-nNtYe7
z?t3_Uhla3(it{P|6VGVIzs-~3DvBamG*S*wrb0e8dUE=PwR^kg&)8E%faI@Rckv+B
z$OPvHioGS7Oeu}{kNx}_94s<q!?UhvyHqdzW6fBpJ+{?sQ{>&&3@!3%YP{)B@hs{w
zt#o)7YE)=$L}bv<`p}J;sqhM-@5rnNN}wY@PI@GIot>Y1;QfU64V0TVB`0$02xkSJ
zFnED=Cpnh%TFZ-3mqZW4rg=C(Ao<B)#yDl6@84C;P2t?MS4&M%&d#6H&6le!Z@sVq
zRB(^1-I&c5gJ>>NE1egu@OqZDsYH=LS{9Z8KTFkT-^OU6QSEg6GhqUkSRI!wIhkbq
zIX`yI`g{l3KO3EBHcPDH)UUJ4;ivLB&uPz8<1@TuUj6H!deS)=W+e)zQ%%GJ=KM++
zk3-%I89l*=2<A^t6&4Ud&jh*k9~beZh;gH;Hf1EeE(B-ERe-?j<zMnSh``DF^2FA;
z5juyF*HaERnUOo-PC(;c-WhBkOB1kHdtd8+>T0{*pHkq^PL9APNCsZiSeXGtI9=Xz
zNN%poyIlgfGUxe?`1MA;wIihvU`yx4y_g+>kNRIgq}@a-h+<8NJBkf$i|}vd%(S$_
z=VkQwx%QXdzF;6=5p@9oXX44)o0=t6?H^6E2I8(>O7vw?@mZU68@vaw;SIYX!WG{&
zJN7~4BRt^UFKSlWkA^7YQVry%Mq9<pN4PIqj&JED8jFjcpBY*B)WF(#h*$@u%0#vz
zW8el*tcl3AT|8EhADA$w^fO*xIhS{jC*>B=A9`VS|8b+4>HDX%x}+(tSBZ~_<fM}6
zRWF+=6Y$&vmct%eLF1@7-ko%!vqVf;BE3K~7fE$xqnrpIw)JrF`mcxf&Dg6GtNvyx
zAsd)y9Q6{xFJ2%OEv1_eL7(;gZHNi%h3ccrZJ}$n%&$58H4m<W1+JsWXfs9ZSSdEL
zrC^o!P|t*eDSydZ-@;JIO5!KFv;O*VSj=EkC?Qe<BnANzl8$Zke_LT(+584C0lk$7
zT$!q>DkxP^{p7F1-Edvya*xj@sl*i{76GAL*{lZ7f%UHcRdg%MQ7K6GH-79pjYrGG
z+gBcoS={35%~OlmXC^EoIA&B&>Cv1A)qQ^5nm{gWtQ--QT*+UCYRrGJljs8D8eU}4
zRX~%8LZ*6tlY*(0v5c&&WKXRReQZq|EJjj37@QxPhH9trXR$~s`q0AxR%wX+PbJpo
zU9;eugv9uhQ=pXc4hZy?SCsjvQt8rybi@fokelV=u?`uhK3!rhG-L)c>%+S3i=@)U
z<97g`B0j=KK6}~+(TNeNYAq^1tWSqbYhZ6;_>l*zzN0cA{c=KkQxv<LV~M+-*9~5~
z^2vf3ttBwMz)k6<ri$8Ef2;$Ryd5`Rs(Mq6^HPfiiPtU*<5}q(C=%`dng61v(R9-b
zm4=+E(yUG21tMv2a^LP1;hA*++nm?8n5Fe{d{yC80UWODm`3XIOI4rB<%-|rPWY$R
zl9H7>cnOvx2I58ssxO{>L{hVvzSW^6c<8FZi{v9xh*_LT(rtz~6E?b|Dp!VhT#CY5
zTauHv{{Bq{0laVq5!-k7m+{k2gYj9dGJ~%D^mB*NXkf%kLA}-N8M`=V@~5}izxT?$
zLGtSsSI_%1Iy$P<eRHu@5kpj)SC?Pa)*X~_^Tx%6?+82}dw&)X&xEokJxY1{8e{gD
z@k>8014I{?G=~YqciyM>oR{SJ1z3e;-u!FZ$n?kINSfWgYZwq1m~y$>G?cr4-VEM-
z1x4-HI~n@M51s~5x4BH&^oOABXOAbK(c);ncFE0v_8CX$K91$r7f}-(+`+C2#>Od2
z^U?}O!e>6J2gE|YS|JF}k{6b2;(dF}JB^NzZYBUOMqnRHh(0USO0zYb-~VNKefYT_
zM7eBE>OmMWz4*(Qm2|dAGUNyCx<MY4LsvOzWKj3oaRZDG4YINhQ~Jd9VUXkk$kwcP
zs8I0J62quyhC89C^WUE}9UL~1Y;1bLotNC&>AmybV_La;{@{a@@^bz`JLLY8B7x{d
z;dM{Sj#qY^yS}=2L0S-Fr3ruV;PL)xnp<ni!O4lOl(e+66fq(xFYn$uNJ~(P1?$M2
zhj}^cfI-<WFqEly&<AUk{vR~z=z&2Vj#@i~3?WUvQa%jn_(%bhcj4&(tgK@#ZPc%Q
zg>dQQrdjCj`lR!5QGh9e%u&Bc$W&-ZNIy{)Z&FfHI`s<g@Kf|Bm~n`<MG^9#uZMch
z9Yi_)o#)I9$(_q@@6YCWM2t>5txF!LeVB{JxX=0+QW=l}IHX?xu!TiIdOwuC_Nu<)
zoN2vIK3TOp<CMF66J%-OJ&HgevKl}~;%;Oig5);pqaR9vxis0SO50g?BmV21ZDKK4
zC3TCq%%x-1%&Cbr^d4B{(gqlov`^QHe}Vh2eRtPK4@>&5K0i|SByygvly`5%XA4NE
zmdmc#lREklbh4Ix=7OJkwU)T(f7m#mvU+N}BvykkAVIqRarI9FO1D?(2*|ImPm-&#
zN93kKT=&ZA<3z^Y1nD&w@UQ)diHPbq=EV);SH7{_qM|)cn-b}+;K?=A-~Yl}DmZh;
z7D_Jrk78_g_NQdI@#2J}pQ(4=__?YZ3AxiIB0OLylJYJNp8I+~!=N82BvbZv=PVh?
zS=AJ2CU!d2lUZ8~&}h1_c(chFk%9qHq`q^1-=K(~^Y_#-msl#IFBJ)UY2t2~7{ICx
zF#e0BW87D%WuXVcAP8nn9~o^i^v90I$M+AaZ9KyWF`}&fJBh!IY@W2HOLfl6owtIR
zB_Rn=!0_X6=Tp5xvphcjyOUM#FRLD@5MD(32N0%-6ApHntMjmMa^4#6Bi(*7H9Df*
zIyEq$rMn0spM&Smg6^b7h_5fT<35e+aliw-uz702!oo`3djwQVpA|RwH^389iJW5*
z|KZJU+YPGyvBFnxCjWAspdoIS558naWL*=^p*UKYDv1FgV1?*NEeCUA;x*<ICk&w<
zXKJ}WpDXx`S^X-QO|rMAM^(2c>EScaK})l-c~Nh^D>g$dkTN7IWWa=@OR4pE8X6jC
zNv#CAboJ&Q&^w380Jo&eH-o8TZs8Boeh{U9Z)A_ApT`r@(j18629JzfKbas%ML%~>
zh13VpFtk%Xzv)a$*N<pDt_ZqvYDxk6S38lG%8LFPU^o#<6D=3Jmd8;{uc`%Dw;BPI
zMv9n<sjn~lBzowZ{QZ+MJ?E3;sVWiL8Mx?naXrC`mXld@@-28X7Q*PCiWcLQ{g|$6
zFgDL~hQ9v#=Gaj_5YCVEm$nN?h#D;8{qHLD3kyj0tr)=2`^I@zv;r0~@FMBm`cBcO
zU~!4&Y{_EL(7<x>3OsLb#rc7`lR#%>XJoOi{QhN|u2qzPvFg|I&CPiU&TxKL8KBD}
zn{b-EkP&TZbD*pzsv6Jwn;?c}!b;OB-))vWVLTMe<SY@wPhd<(@aT)v-Zll5+{g8G
zTif}1kC34Vmo5|v6|$O?;Gm`fj)Pywh`EI}^hA}Fm6<){y)EiMo_M$;A^M!$>3Zh+
z{ClEtv0g_6)HITvg6GD|+HScu@DitI0|cP*uM{0AL85RKT-N3{Ihze;(W)Oy=@h{c
zykObh(2<IKn%Meud++}J`~7V<S8gLiO~;d_DbIW22!H9%Ioq?{JiWL3q!0(BDBUk?
zvl%mj6Vq3BzAds+%p~f_-KUtg(#)=`)E&opb4fqQgD9mAIOwM1EabSYk=N%Nyh6O%
zZF5ta2Ce^@`~;U0H%1D4a7f@Vsj|UUbtWYxeI*neFL$9PjO1~~;ka2`T(lIX_`~GZ
z%$~dz0VR%J-_yZhl87K$m`C8YPRNR<9xc`{ln5avBcqKRFrfkts)G{K1ki3!-vuAK
z>cGoaBQM~jd@OGQ4j+<>Lbf~_A^YOE^3Ae({lgpy4?byT7Z*p}MbWAqbJ7wc`*E@>
z$e&Z{3RLMCj0FrhJ=8wEPXoT?-UtCTBGNFA8?`6zb5TbF;sdfp1F1mR#!B0(%bjl`
zl$4YqN4&pK{5e%m7Q2I5S}nZQ(Zyje&G}eu*-7aY*hC@cx`c#=9%U^l)RQ1!hL1xW
zEPh#kZIwjWOBpoVJ^SEn`Ex&EuR}AJC<Nu;y!ppy>vN{kWskxd$h(qQ(l9@68Whd8
z0S@R&`qYC1ug^D_m%-9uMzX)ghaQ)s_61aLrNUwS+fW8dCgbX0D)6=7(6sl{=@C1)
zyxQJz(Z7<Hp0CI`es(faB@1?nXTAz_Kz0Kssx&VW6^O~nHzIvOCYG7K<3Zb~lr@i#
zAjIg?Lt9`-?y~gHHd4V^o$n^xe(vDKw;Y~VR;QMhZfuE(PZw&I+Nx5U?~jK`QuUso
zs-glH`nDpuOkW$2Sd9dCN$7n{@c2wEu(rR7ZK>^q*LCPPV{`_otqrDsGgcM0cNlYj
zovI+|%Mu?$DE3_`)Uw+`;n(}!iY53T;$C0e8!P7~EusfV@_c+w-EpqEsB}mO=!DOW
z9(?L@`+<{6b;{_Wt0tX1pgcWf6w7rt{}X*)UK~?p=fXlp_4==QB81R^Viud>w()al
z<Mhp|oU_`{kA%phpy|I9#zGtucw(@~!Q!=h6LZaeBC0il{8q7N)|jDLnoz+xG(@Hr
z_crxri)2l`+F!HlCO;?O(maig@Ne(Ca*w|BUJL_^moJ$t*|tDa$Dy#gP=|@XUZvAy
zY1Lz_bJZkH2lS{!7fTSyrZnWnQgrnT>{or-)t#W=?Bpb}Q)|~P<^4yuq#ImFwp06J
zUlvH>7p}9>zsHw3Hy&w2?BbaSLcYudA7{)vvk3b1MAOs}R&VW>QMP>qbDZ;;;B01+
zfzL^BoG0Sj(*OaY=kjeqOi8B8WXBoBQ&_!0{;Km;n(#{^)it<{Y1fcA<o>~w_~x;*
zij~sbt=I&hXfw2pEMi33uTOC3B~VaCQeO}YG{b}5W(^K=(aw=;E@6UUA**x$%)gW0
zaI*+djL-@$6?V74z${_q@O^HWs6}1r4*r48JT1%ltu_ezRmB<!p+?w%yxr6a9>*6v
zK_As^W4+{rH^d)Yra4e2>37A$A}n}|lFXFQE2??JEBp#y@PL~AlizHTo?#+P;PrN6
z%)}^e`ztE>y@s~R*ZU1BWyFL-{a>2DBU-C!JHfa5bHu2!UH_M+2IPF;g5SU93cSSn
z71lp&lp!m`1n{TRdG@<WzfVd@*MFK}KCSD^QM|VDC$_$Xyz1R2O>`p!*?bKGfT18m
zBq0DY0>p9zy%eTnq+IA9lJDDdX>LcylrDITNCkd|t4A1lv$mdXyxH!Tk??)I>3nLQ
zvh6g?l6{pyF{Mh(l}!Kx@-#8&XFu3*G|_=9-*N1N*pyg`7I3Ja187MqL2lHUKn>3H
z|I>!;g%sh7rJ-|4faD7;O#}J-xUrL=X0vA^zTrWQ>1@EO*UR*PjoY{*G+G4s#LzUT
zTyd<Uli7OUTq;KQ%f$~~u&KZt!l;F;!poi{j;nv<*u?$+RBdl`$6AWjV7g<tD&tWm
zyHC0q&?fx6xu|jXiU&V|ad&x2m*u~wr8Xp(34wdL=C|UxFi8C&t`Y@i)<1cnMuq7w
z9%$b25V6y*J!}6()oc;#iUHJ!+(-QjW8F@f&S{T!n}TV|Iwx`TbyO4v09|aP31!na
zd2FM=uE>Ye+B=O90}`M+zKG>o7Nm|3Tf=#}C~CrA$!53$JSe4y$r@@>w!uN7I~Ncz
zhXMx{%T6JOq1F<!sBfA;scZeveoSb;(sQ^@PGS#ky6x>tedx+|l3rT`LFS?`5bD0(
zvPTU=9^56Mdwm$=Lz-R&iC_XG*iw9Gy5m8~<M6iK-etvg^_kxG*PD|399;0}OuziW
z-CojO=Po$PB-Onhl3*$NX46!R2Zi%wFmz-YPY{$L1Q!ezIA{=KaKJT9K6yMfy^IIY
zJnOK+58)x@B#E1w0IZ^)gNH`DcTc?^w~f7yFFf*2jtlga2%7RCRGC%=hk}?DdN*5I
z(E38?0Wm9uQt>dTE22lAbH+oWjSeH>kHbF^lFR~UG+A=4K^F?~Wzlp0(D26*;e;eV
zfxJ4|M{dniYN;S_F3S=5aLJjfat0_R3aFIAxx6Icpt4IvYvC<L=fqQVC4p3;kqa=1
zk09w<M}$nHMKm!FVA-;EQE-#ak<>&N&}=w4p?7P!`#=v7DA1`o4Cg|!&nT4`Kn1NW
zDd-^h&yHWIA4NeIgz!-LJL-?$cFc7yohX_+#JE=-5!`wa)b)y)9D`b6)<(nEaqM-O
z6kyxGs=S&1PwIGcb*uNi9k46?6?uP#;o;b1fc2wX_D|YiBvJhCoC2k?{}U_PRaP_v
z1_*z+X=T4PJpMZL=(S&D&u{t=u;20jl(Ic^H-dXiX@?jb6<%o?q4iF*y*(uf=)B0r
z|Eu7TLqw(r9+HC>;osjr_o752*stEQ-#)(pz)Sz=m|yUAMMd$H2(G)e_P1tu!Zy6|
l`F{p^LMKQIw*_w4YztqP`|xu0fVyx%U0GYHT)`^j{{VvVXW0M%

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-5.png b/test/python_tests/images/support/marker-text-line-scale-factor-5.png
index 7a9d49e48f0cb60f21c05a0cf488d428fb58dbaa..7122e287b82b8afb099cb55edae9a4fa5e12fb83 100644
GIT binary patch
literal 13953
zcmX9_by!s0*S#|g-AG8oDBU0}-JK#SrF0`*gEUB|gmi<1gh&f7As`?P(xY^Df0y6)
z7d-Qvd+w>d&)RFP8>OkPfQv<e1pol9lA^3O06@ThApiy%_{Z3-%nASm6qRJ9biK3p
zOwhe`U(LtCo2E=s8;=(JW?s#F*)f#L)RvXZEP%q9KVUG+!HUWdvXaV0VKmB$3^}K&
zNlNteMHfp8&y!v5{R`K_x!pHJn}=Jx{`rrdh*#SGTXH|RTe|q{_v^LscDm`Dll*v6
z$B26$yNd6_-m;~md9Un6tsoigg?~UD6MBT*cu>^L(YLB&cmZ5RO^tz*laty1c#x^g
zvZOd=dTx!~g;HoK=Y(_dAuI-ncqSE#MCW^ogZzQbC5zb=^l)Q3$-~A*f!ly=W(JI5
zLR1hthR!*s_A|W{;LrOBwX$^&&-Y13Jzl-z3Cquc>3bA12wt`H9unQ}?rcU2>e7u$
zmhkVN)g({)@QHdcy~OPUXVX0bd{tT=>TyWG^;YSo2hjc|Ufjvu-AEzONiCUEq?2`$
zucD#PGCJRN;iT_+N>Cr!ge}kT4a3C-Vn{DBJKtzO4y_G(2sHRLH>WTC(Z}36i^!Am
z4nI8g+x=7DK2*_HEAXy-D@FPs7Z+|NB_;am>gsv|T+5}UB^!wT_xI%%>n>aBZ#bb;
zhM~mAT!sysTm{`fU$XydKcBaMyFFR{b|jO(cW5Z)t(6r~;W#tfQGI>=7?eBk*4too
zanaZ}DgAK<bYxeK`CbQ0$j^TJ^eE_f&-tu>J*O0KpbHKTE~>3f$QJWUyZ%E>O^sZO
z;gZj}nX}F%ara>s)c_u+f+-$#^~r)NH~hBA<?3&GvI31yC=RW7_Hd49`nQ&r#K=et
zZ7nT&p>V&0b~2A!@qp_{xL_YU767g=#|nCUs11)g7t@vFYDMK2xQ5snF*%<VjzOC@
z&)ipQ{PC^#Mfv%`I21210<tqRDOy^bc`Kn^atN6bM0t=&a<K2zug}Qluo%wo7<bL%
z;{^@BN-+P|b)&@;VE|6`*UG5dhRf@n8YM$R3R`>ouQh-R;fm%nB6n7m?6BL#@ygd+
zZvE6=34wRliCYt;$!9w=PlAGilG4+e?09~oDh`70vS+Tew|y^gyzrwq{f#n>?<PI(
z`%TS>kLC+aj?Z7dG<E?S4h%dtw6W!Daz9>oJ)3%+T$&r0`H@;QjoqL=ba$aS{y8Hf
z5!ts-;OT2Xvs7TR>%hJ_m6DQryWSUz9OCMH9)ga~c(EKL(Sl4;$w<~F;a=8!+*xT`
zN51PPT}d9Eo=Mr+RBIa>*4J_22V3`dH_5I0-(&1N-kfX(>a>7cfvU`S*U;RY{P81>
z+wG<6@yVz}GK)@0#*Yws)u%=SGJKmpmXGZqly}-sQiuThkWhN&Esx7X^Ln?x%DlF}
zpC9Kw+(w-4Eu@Qm`bz*jZc!r&G`NDoFiSrY!EbM8$IDSAb<O$qP>N{OeN;^0OZ&Ou
zxoj!n|2MS^;mR^VJguy(d{$Ri_x56cu_PyIyig$-48Y~hP`XxZ;4x(8S8KS2E!3P?
z&Zmu>%U^@p1|~H5Q81nA0!M{y&|2+noq%N@&I<!`?32IgrfFX75RYVV*xX(Hl+sZ1
z%%B&H7w=_#Z3BI^)Z~=Z+-2kfR4m^Gs645HbUpk_5!AI#=htm+8ZvI|!TYzp9nHwb
z{xTDHnv#f!NOdkO;T^_Y_@NSHE~5VbNAvsX**a$DUUz9S{jbh1b7p1(Dy?%-PngEu
zn$%gKZfE@c`xl8EOn$pFU5%`)>3}<T-U;}u1f#Q~ON_sy19!;H^3aWz>-9m(<>ZHL
zUWfO&Pj^H-t<@~;Rc1csw-l?1@rB*q`Zoanm#Yy;zuw^m9-o~tfW6%m^78DVti!wL
z(Zj!-o-NTPrcRH+-2>Tvd>5zA6f5{Tkxs1|IZu>O5>X+2on4W%mRS-mV5txx)(<83
zPdD)-R|ekrAIZ&)YH&O*VG*!&8DZ)6JIioEYw)Eq#W1XG?PL`3^zQG1N}OL{t@vhd
z63X|1y>4<P$n}ril-q6I0r60SP@;8jaAaVP12f%Fpp(}B!V4!al&me_-GxOI+E;?+
zywm3xoJ15sot&<SFr{yCi{{qaA9P~ee`DFRu4IbHA=k1TXKT$jM-kW8zT`E=AArZy
zV8-p~m=`21U;@D>MH9s_J@_cj@{a<Y^Gxi13cf64)3jR0RYwPZ-da#nfqCYG(sH8@
ziHwO!KFegl{NF(#Al-|JDRXw37>*Wi8*G2?^9d#0*GK6uVsu=mER=!yPcR7(`8;Lf
zIW}SpcLl!EhH&1J(K6W5F6m>(C51_NVdE#R-7E;m<`)p>+u`d0q@2dgJ03sbkIVHP
zh4eb<xI+2enJ(J&^wRiIj90XJ)o75!s33_u4f9+W2|}w-e$Y3z9`i8{x+16U#SPw_
zO}Po%NJ&9ly}SfH)`R;fH7y^0i5|Ql>1(??Ur>W^j@eQ29;9&?S#3{0yO92*VPVe5
z4*b5pW;!?+Hy?#Cv~oiad!J|w_&U}<=BW)d_Hz%l9EPv>6dpf*JSE6xtvb_?9LKXM
zZS*~}OUlY(Ls7#}Vyj}It^d)VHQk>@k*Ou6K<AKQe{-|^5J$uJTv=*0<wJDecT$<w
z|6B(+!Kr0GIjF%rOwP<b*xIsXHD(Dvl}6Z!k0Etb=XUqgjFvR{+@>&1DV7D0{dpGX
zbZNAHV#USZYAS_W3x4>D7s~mq!<*1b7_Jydtr#|5r?WmTS2p%Dy{jwYSNu~^45Y++
z{=0SkZ<zu${&+11Ajk4$EFx^{lYaK~ZP8LI_Fliw3Pe{1=<?D1sPpsl%j%@zsnyn{
z8DQph!NW1!Ur&8y_?jVHH8nN0#M!GjYWWFQ`)N|SM6P~ig#+(!rmued(ckG6)Uq*)
zf$g5Spp$<iWv;&4$GjPjE7p(ZaJD7)<-Es;R@!J!Es!s-2d|1R(y<X$N<2+AuN1$T
ziXzq!B{Du<AwJ-Icdm?QyZ&d)C+x>Z|6ASMooMI{K5)^mMu*nJgS;e-4vLDN&ku1M
zXb{#STVt~xVu=uaee$On5jf-@C``>~tUs~B5HW~#^TFUt=6O2W!g0mM*>_yVfmeS^
zSiU{wi$T1~HJK~T$^P#z!J_wiY}t{t<&%$%P2{l^ga9WrF63zE!>#Rvw~?XY>`bSO
zYPG1`^V=z1{-(b*{sn`XHPf#I^Y%%q)Xe%Y!({8$shT;*O!>hW?Ba1LDQZdzr;`jU
z%NfmFc`9l3Il}{DDTSQ7CYjMc9iJ%usaZ!jW(kO@Gw%lT4E(2=3a;>&fWTF*auHm9
zrXgr7Pbx{#XM}$yAs7Wc^QVy%WetZ>Q%0@-m7C5h%Ch!&j*8%JO6NB7iWUX?>ie%E
z>{nL$npVR9F2-zNqVi?iA$5*YTS^sAz<JE~4$x{`3TUg|nRh$?`Q}=nh%xa8U;Gjg
z8XB4h_0G)7Qj_D$=Wn9I{z#ytNU81LRGvLqb8GGQYi)s|^#*yri0PBDOe^dL6BB3N
z3gd}H(=7&SiGsZt53nuNo>#+<-;=+(a<q|AQ)$EI{MIFVTL3?*exM5iN+z_!fC3_0
zxs`$M)u>M*oZ@!&-R)na6?&@t{{4H*GE2ab!tN!@)vI?EB!C{A+odUjYiDPg!pZ>~
zKc8M&QWEfZHj?GsK~DWQ-0ePv`2ELrV>kgaU2A?~*(wM;Y*!prVrFvK;yT=D#lyNB
z0K2T&WF)ngGp9w+qTvV5)`F)hP;bA9^B%vysjn4ZrIsP2rFJ$qxf|D#eov*#!%mOn
z_{HuV|J3f)?K#R%er9<qY|;0A!Ld2N&vJKDXn`+T%LCda4MPj?nT<c=w@1x&!ox05
zDhfswrT8F~Su-2?vdYKLFN=4pH@XW9s0a}aD_@^>h9EXBN1N{3`w_uq*;sVg2*M!;
z@W6S+1)P%xuhM>xsPA}FO~?4Pjo`1X30jV;ZR8o4i87XcpL1{i@$11A)J&%RkX~!4
z8p&4Ggmh-PUNam%kht09JN=fYCft`7S<VQPR3~J<-7hJL4|klz3_z>x(BlB~?(6>6
zQc_TqT~ABpitZYz;)Qs_9BN~q9*10ce`XaQU0#}_afidv8xhwaZprKax4IfkG4W;W
zqwWX>A{%~qGsz=79VqB~=~-DZa3mpF$ys$WQFXoSyHj1_An8Y*Ks!yI@?2uJ9<{@E
z@ou+WOZ3@N=H4o{@MXsG&DB+Y|3weJL|z|pl3{iw3nW1W<{2Q8i47JP>uMj9rFd0x
z#RD|su-O(tjKRE-+Jm^Q>A0>~L!vM2lDhj|d=4Fcl?8vo^gwm_T1$($H~30Sm-|N?
zVUr4v=l8NEX?G}{Jj`r<Ie^;i*k#819+QrS))51<OGNy|mtK+mHlLH)h*SqK=rG>m
z9~<#9r_^)MnMe%sKlR|E?_0KbqJizb8b+pRiTE6uNembgBAf#=&U>;<BX3LOx}y9p
z;d!`{7nD_nGWqHsCw{yMvbSeDuVu97^Nh3`{4eu%vAUtDCBJb;nmY(POr6KFegFH8
z=0<o)WhM#OS(nAwu#7+D7+US3KO7DpgSorA%LrG`t?V(B1T#nC=wj=kT#baQ<%WAM
zWgNY6{f}gGPshFv$Rq$-<jhVZ_r~u?eX-7i*AGv7Jx@Q0c(DF7r(a%F9REb=yDuf`
ze2Rbnf<Gy@k8TT7=02H8qaY5QhYBUlaNn<t9Fm{|^Cn1eRGlLxjr7ouRPIS|=>C9e
zLnO%)GtY>!*bKc2xg}t%e03ZmRZ?h-MBll-wP`rd=4SxhBD==o&(XeipmB6fi89cv
z8;6C3*%UA^6?zfNf%{FVRH}Cz0{%8AA6Ppu@eUR58DK?-s1oNvHm9Nh4*^|&o{3wX
zKAb=Ou2l4FRa4hfq^~8<9zWbhaPfUIGp`vgG@2^-*6iK8clC+1yIEp9t9T56RhKSJ
z(+T(Tt#nKv9dk&h&?Y`#3{Ow9!o}^KU!j*=o0vyX9$%D{z99>1M8L0XVdnboA8FcX
z$b*@hT$zMr2eA{<-Xw|Es(iyuVS7VB6=`xBK_KZM5eb1^0xP-ZmH3fd4J+tHG{V2`
zo?D?o*0?XR@w+MP<32R}$i(^>5=$jaB=^m^<0^dKhX?F-xwBIykru}nP-c**DwKq$
z%U~mjB~5?~>ajp&oU8`H-f=eU?hgLG!OuSb$ceY;`b?a3*slI=Dqxr(iW6v?sDfT*
z65H<xi&g_&S*AEwBQB@M7PI0(vuK}1J$LgwE$C5>C-lfkRqp>(RrDR#qfN%ah<8FM
z!Z9&1CpWg7u*o=6Wbb1Gn-)F@R|9}+-9%t@3;;t&ir8o>YjO6T^(^@sIJ!U6Jr^TQ
z&*HK7EBY^TV7pIm@?KQ-+<c(faY4XNp~;Hime;HcXia>$arW0Rf1n|Hzv8bgw=!F2
z8J)ariwcn5A~Be?TQRD{3*u4h7u+ap0&p2RzdtmU3?f*~g4G^OT0J=$`HXn|k{{N2
z_C-u|#YG&Cj{0dIcG}#AVKyJrZq?ZUw+NDn$Sy?jQa_V37Vd{#ZkuHsH34LYxc80>
zzdpr=EuZK6stfffLE1t*^3V_x1XstUboOg6T1&Dk+e%y|hKE1o3dy3PuJmob?e}db
z3o5YQgk=^~z!R6<@$3_iQ<>53G|Q9v_a`(pSeM7CNn6i?>gTX1o<W!QX5<+E>82Sf
zV+0>K(p6P+ay~sZUGvB;2{hGMAjwRG_LrAA*9p4=Axpkb;Xi2Fi7ll9y}uldUu{Z<
z>6EC}3E>sXNwQz%XajWL6e0&C1BGw!+BzA#4s@mX?No4=exSp@{?<=icA$eA6rYue
z0JAHUvooX<p4d188Vkm<c*mnRw@<J4@MC2|?eJI`pxOhYs9n&N5w6!KiJzPZ=^F=}
zxAxP<<ko^!+RHw~A>o~Kbn(<DUQZZRC6kHj(QI)CB)kvJT9auLvJJ!U&rQEt#g4cR
zazM2QA3HLe=Tbl~FmTe!SF7IJv!HdFsmiBfgEAglrw+*nQWUblcmuBAS6DWCEsE<Q
zO~3L$U%Q@+x-Pj5ag-f#ylKnubx2diI~FYly6!s(d{(ne?FNtJ+}pIXG8YbgYV_Di
z=%MU`_@u<dp^Qu^I3c8Oo}y^ulJkaQUP)wlGJml8hsKY`y&mFeO|Zc=1&&?^<e4mP
z!Z6s2kwOWbElMI+BaF|XRfG6wxO{mzWNAg6_t%vpme8v@IUXdV#PHI41Cq^-w*(0=
zR4_?~ibrWz4~{J{>i)~Z2A~PEmOC7r@-QT0=iGPMysA=+vfx{*osJ7f>;w{w;_p>p
z%JD_5g-c8x6bkokPgQDJ!V*=LrAg45?6&0iNuErj=OiR!tFr)y<a7-r%<`}laDBhW
zbkQRFJBz<lHVhsgA18S@G^j~dd(4@u-J|Zi5{@Zj`{6L#<6-+{xc+`C)AaOXUz$K6
zVFkUEK<*>T?~P;bMlB@<fVXGnq^I2Qycbs^X-TFg0&iR5oAr-n<Y|PS>E@*B!182p
zacx1wtDW>Y(5VH&OoCS3Zjc!Cvm`nAMfGTRUmSG|O{IFN46WDwzD?!TjWO^R_V!GP
zB=~rF$;Q#vuK4^1$b`)2W>n>)zAmjP{WRzt{s(?ICWEh)NJin5xr0*A_z<xpqb_-*
zmANi?VY#axflC=K?j$8=nIk5=G6|(?yi#0GD~+`_(mdkb(06s^Y1#Pfry8)bYc4ie
z6N=$5-w+kug&381_#+!ghrxENamlbLD`$eudNS_d;o-3<64~x|!D#&}TZ(p}(MU*u
z3?PY-?3rJf7v0g^Tl&SrcQt}n(14-;tn&{X!1kLxSl#yq$+}O8LE9y@bPm&&UOl8z
z`2ihtveMOUEkKzfY@YY!(OvyR!)N4cLzqLNsS{y_M38tRPz!&+r->TpaFpMc<S-)f
zYek{(nw&1kgl0J;Ka|V*-H4L`gz#F|!7r+Y{dMwz#j=1(Am8Vpdmo)UZx%EiONSsy
zJ!Ax3ZbHhMG0zMcIeC=R0_tpwJJa=S?HYcos4?(@4mwWQqU-4B`1sm91_{+3+a+D;
z@Te$jse1z*{2j4?i4(d6`C$(dV&a6Inob%qD;s%b%bhmu_w4?ku@M-AHf7Fo8q{^j
zbQPF>5-ra8@j=Ip(?2A7jL0XQ#4@%DPS&#G`(Fo6Q&UsAtyBpl8M*PMv_GqDs?7f$
z7z505W<M_j%EHOb8j$I%U{E*<Fu(HvK?W~Fr!ku2Xs+)zONHyixdd^=!YHcbJ2)V`
zmJxx)vv#rMS7WnLN&;yFFEfy|OOXvMi>^dF?z}x7(p{(Fv4BkpTksBH8(a&M0m_6K
z!dG-6dQ|6qwnXoGqY>=`rUvoLToD2$AnVk*X&-btu25bw?nbG4W4nCIy<l%6`ASES
zd{_G8n<rfj8VvvIg4@E{m`SeHw^*+04U+4N?Ux4!d+*vh6w_(+9|2(%$XTdEp;Ycm
zKO-wE#z&T<tk3t66ii7Wt~hbP|D|ZLw`>f^MoON4!fG3S@>dq@CF0Me(wA<C3)k&g
z*xZXwG2hd&BKw1>%Jg#ij&^bMw)XbHSFcUv_~rEv4i69WKyYm9IF;pzcfAUwOUBq;
zD3>`K*>Q4<L5K}L9EB%Ho&<PXht&u=o>J*{6Z$P$N$yKpSisLN>(IiKOVqL$x5=fH
zxnre<z9@Bu!)niMIRUubN>5_znw@=SdEo$(2%?7+v>fjc+FlE!4Z5v+ONf{Q5_ID#
zL>Bi}x<in0qWcMQ89Yr_vYDS7x!fTM%uvc8@u<<mO)G6Vgn;K8r{gTbY{P6B_m^cD
zs!wFNLWek8hjmQ}I;Q@k@Ykjic|Y*tD}g8;bEGn**rx;&gCFw|Ex^EY=#qlA+~2<{
zB#>z&I*!5Wdh8yxnE(b+!QO^7HhA~J4Vs;(l~hz@awJ~7NEy!L$6owBOd&aJGs8eP
zXFba*K|6gvgeoadh;b~Tqx=^&DDyX*F71{d<2dVRF0Ix~C00EY=chkDt+;WbefUe*
zfGuL)@30(@&3);^>vOT_HE0<xX2trGrQe59EmL-J9q<+R-}iL7;pazSBT%9d#K%Dm
z!A`E*)}uv2^Cy50LRL8{Hz`BRPv9&7)yR3{We_Kz&I&z$-bw!EyT8^BeQkzqyav56
zfSn+5cbc3r^!$;YGPo({cY!28><A&G$O!wOi;#Bn>r1#6|1YzL+n;PTZ`EDsjs5l-
zOYYGv*cl5y+LqODfbB7><W@j(vb0PjggPh3T4Irkv0}~PVm31BVE?0Nj-DRZzj=*Z
zaWxwML#cnV&7s!00n;g1?0tEyPu_=E?PW=?K<S?8#~^0erOO0V7h=Y=Klc`mw|e*p
zPw9%HScM?VTiiF2Kpr_#cneZH_04XIb(}DgU`x=u1%FEH9fT9$?NP-kBs4YcXvKZX
zEt#}FF9U;36!-5%aj{esIz`$E*nC!^+@TZ9%ZNyM8q#(gKA+DP&~9)8M>7V9yKd}1
z+~S0LZoiprAPi)e1$4OIZHKmFUbXP+rh2wg!e$;R;zv5glR+FKzO%D));w!hRmrhf
zZvcM<ng`@1V^^;a$OSUUAxfOqJ}6b{;0T*1@p_wG<9eJu!pZ*>@pFxx+m6CnY?Ugu
z+$)rAB#QMzuo2KQJDXzPn?bd}a=2MJS$^5^7TZljb1`k2p6#iIin=-@pVcs3^KxJ-
z`vn>)^~Ok+f}2|zJhR#m<XAh}ReXmY=e{0tCdFh!rNDAL!~#vCD7!t3_mr6&oy?Vy
zPD@NQ$9f2xHr9A~1iM;TzGw8tr)$3euM|F1TF0ffPsF68KLto_rrIUoY_W~YQK)3V
zCrH3z?XSWYSAPkDrBnjiir#DR7G8Hf56N#-)1&96tRj~z{I$F5P%yKjq^p}!{>0hI
z=}W=8(Y*8(uN#lVssMGYZ@|Du2K2Q;?q4W)e(SM<1xh$u73@tI8abRb;bMU-NI^lZ
z9MN?fHv^^iO=>7VdDZFAVnr6}<8zM)OP}dOIlDY;m@u$v4W<r?NLW#T8s(YN!QM3L
z)w>i=&!6=#%)CO9Y-q;kwouaMJEJ0qz%#^0r<PXY^qGTjlYD7N8TPv>62QG`wH)-%
z)hYgOZ5>r#U)@LMtYP`b2ZNi8?8lw^9b?C8Lp79%p&zsNItC+>A?N~H*?mv`&Mp^s
zQm~o42|ZU`PX<?_r5jZe5~-B9#{z94@&k{m?lH>r!_y>l?y;#SwWa)&^9%TL?~3sa
z_6t9C(HOcwG%;!wWp`Yx2)nG#>WG4?CjW#NylYm1KlC*+@rjB|UTsH2D@GK4)ri;M
ztEt!)QwGCW8c`tvLc+-~8G5vwisBc~2yI4Bg|UOh<D>&;M<bXAQWZ{l3~@FIu{i-O
zi|(Zi3})2ghLZ{@Sc78VCUMmeE7#I{ILA>yAGNQ(lqUr7>hP1(YCantlf2B(`iP03
zSBSISk9dV-3$ne~n5PdadH*idZEJ0UjEgK|5C;aARGOk!=JfbP9(kEO?~$LrK4Tpw
zBs;UAHvkZ03m<+bgSb!ba4*#7X}G7Qf}TM@V<{&W%2HC?Jsp(^tX}(s!T}YVMeSZ@
ze9ku40S7aCi<DesS&WhDo=m(){?7ZysMh&zDuNk;pxoZhN=neu)lo7cTTJr6RH)Rj
z2rM!DUd#+pAPa6t`7L4(H>(kR0C@}I=}`mwJR*QDaORYyrKIjvB7n!Nfx4Gede8Vp
zHg$fL3SP^mj(03m$;s2i&mHU2qs9T@0LJht8k!7rTbK-Y)&>j?LT^>|HOvA+kl}?f
zlGo++A~rdUVYjZXu1HXRVtVuD&Ey99^3}8$<A*c%X)FgUpePirnE0=@1SWY^MSdeW
zslER4^A?E3yoHS*Yrunkl%%@etDdDjSD%IvzAnV=zx}p!W49<~!m=u7+qLC8Aq*^_
zA(XSsp{g(t%1hBZb$~IVXcbV1MAKd4_}cR^Iu#?bZXYQqQ-$Gxsi}dY&fil3Na`7x
zeC^KbawmP)5rt|{<(&5C(p`<Ayy}-*yqLb(2#0f-L4Yi6<$rcPFRY?&wPk^(TYU*r
zj;;b=c#$OFH;s<2Va!XDw9)Hu7S!1v*Z+yiHH+@5VzD<!|B<~|A+AoN>dzp!`Y#%&
zLdE$lY2Y+1qyglu7G@CW`F(o!3s&nQOW2iQT7_Yjl`X>eix5#~k8)Sn{Zblj%IQZ>
z&mgF3MP+4C&b9kBZ*@zdKP}X{?)~xU!jD=BW;5W7*05#g(94k{v<9vJbEyK*L7*L3
zz2d`{m)^%$8@b7T`z;EG5NTSWO~QwpgU;j<M%Uu?Sn3?>RlcyZ5lhr*IKa_djE0D!
zm$+1a`}X-YRUDN*BiTI>pcq7aLT71VF~C;S2LG9um%E5Bacj0su3<km=GMz95uq{D
zfCfHJ;<F$Z$RaN*n-FxnP8*%nS-r!Nf8OD5hfo6Oj^j!`k~}?i%MuR|X*v9XEhm~t
z{)o}GVkPYpX1lM^>S6YT-g}KRWt2(2zP|J9>l~@KW@8!2XD8!ORj8!VkBXwAUfp;T
z)}z*SP-|s0YI4Z;9Z2XAv-f+;ypuIRRC503$whb=mDnpekCXcs<#3mc9Is6A2M2P0
zUUrl3Dc522;kRZx?K*1)5|kWWs0F`moY*G~(<?<|7^?K^K5R?L?D<X$CNc~|564xq
zv}N#1eqW$7{g%rE_20K3+f!8h-|_WPxlZYT3Rk;qfN|abK%Unrj!w&p^vQWmSs5L8
zM>Si32np0Jb@8dRB@C7oNjI13tald{EDfRoVC|yw?%arog2K*j7=kMf)*kY{XWQ=t
zkDD94-b;#MO^?d6xpXh-NA8fe&MIJU65=mJ>c{+KW-|+Twuh^-_x+wAI963o5-*ZL
z!k_5Nk!rN%okIhx0jM%=Av!zk3VsuG=Wz@&j~Pp_+6(;U$o@ELJ`Rfe<%c`kZK38r
zZrHwAwT&Y-RJ*cTrqb=#k}z>^$FJhDMHsi|3(l%?D+fUjtv1K4#|MFSd9b{)GK@yI
zo6`xfEFW=pbmWg31VvuE6K~U?JN|jdv@gSs{<5kcuu$gy2T^@A-v7RUVqNNEc!q7O
z?&;P<#O8aE?IXA27*Oz78FAcMjinTfvy+ez5t%<7VScYlkW<0>XU$XJFskPtW(IwU
zinD!6Wm$MO!GD-Be&=wB6d4UArF<GDrp_0$#DM->m@{vF1Uj~u1-xfvVg;Nf*~{~a
zSCyLmAE;cW1$C4ZZO0uWujEoNU}$LC3OiBVAXTb*d~#CW-#^GjEr1Fv!KCr=&x8L<
zbB2aEtLLvv++VJ5S_<1eLuYv`E^5QwXH2|U<nKX6ASpZ?ZQIrLcnBp6dN|0Giy<ya
zfWd;+iVf2Gc~k2>A9OuD__y^<58k)k0>T5%UlwSeWGIpxzH0(izT^GYgP+R&vs=L#
z_&j_H>Va2gIzTA={!8n=2)txhN5iPyw=wVQ<;_iD9LgQK{<5YpJ=4{Q$IXA?xFJ$S
z|E6A>atx)=x+(TPW$J9JWdWp>DA)Vr$<7G;C}g8Cg@<c8@1sS2?bq^^S2>p%Yks)3
zQX~wnujifkP?JGLps#^Ia@8rxYVv0$o4x@vVcTLD&F0#FF^=Ldn0GO!3_|bGNGZa8
zeSJGfloBE-|7?en6+Hz+ruY35Dw={*(Z!{uS#N+QQdfxJvj5k?*W25@>FJ?w8)@UW
zd=lb^35WrsUgKt`oDp>N;xDJduLN?`Y=&&_Z?Bk{j(-1rSKpDZZH|AO<$8+fAn>q6
z#ff&`o%<T0nj<nreDDC);)x2h0V$_DGoz<}%$TIMt>GzJroPPLnP*>JWx?UHk73A#
zNkJnyLIlj3z@dJ+#Odk)gX#hjU{#8<n3GapGJP&!bN1i$oDi$S7f6?MF26+_m9TbN
z1kQMfG!&tRH&6Mwc#a<cLG($tPtc)aq?2uOzFyWa+PeuK6Nz``I=~z6Rn*GfP*mwU
zY>`FB)gNIWpacX22$5g%5{~=O+UK1<IJu6v_+Ki%CXEhtfnx4YYW^=WYT#ykwHhIM
z&ICJF<iUV%FErPHr@@ZT^T_72-^YJzz@%g#pZu4@lPM<R7*=+8x>S2VN}_@7%iLvg
z@Y%z25+Vep(>Dlpjq{*czT)QP=*ttFYyE?}_dn9laEpU8!9;$0vAAI2j$6I=8|5W)
zb-|b7!A~*m^$0Zxg2dQ}rLFdw?VnCpPfw54HcJtSWlqG|NKr7wAilT#KH&k6Omn}#
z@P9J7nYwV+tb}Q^tV?g>CGw?#o_oo6C>C~*w(IT6q9)P<E|4_k=JzEKVU*1=U+?Xi
zP~lI;Ez<+*p>u0=l;KYIJDyWjCG(uixA>3{lakPHKei39{nu(O*AvJ<1kwIRl|Ei{
z|62%HvMC<wYZ{sT2*nhLN7Zj~AfNv<O`|a`n-Doa=uESI809D3N^7}3$}~!hoEm_`
z#&}<9z1F=Osj_6T=pUfRA0r7i`yNNn0sQnI{lpjXt+h34njnrwOnJJ-R09o{B9s*d
z^#;r3u`|@X_<Yimctg6*>N?KM^;C+LEG=!FMb*V&2n?C$Cw<=#bwh-tVvF$p)>XlF
z4pINaiwd%Sz-sY}|L7aI?`DXu>MTElxVL_xuWWa$Yq-8@vdvdU%E4MeZhkH<TE{vT
z^cgKo;CnU6-_IH}I)5-9OyMs-f69kWZJd|Km}XNucJVLEnN>NES<VAFK=|TnRg{P#
zv%VuydJKL=ZN5v@w0gYtua+(|+hMjjq99i}f%X`Zm&hC|^%=60wYdp%3$<UV#nG{*
zD=Sry5xEq|6>=@8LPn4TnVOoi9`~G&H!M%yoO?ZA6Z+lga*NLhd3v>ux!gy3jh7?p
zwf}<uGDSIXR(g17s8CGoNPXb7<9Y5gqCUc!!MUT?US`adY9n2oA#NrheRKB5HtJ#4
zGCmRX&O{4WvuM2?aHDme795+4TpO7A_t9nRo-4mJ+Fh<L@wQH&)_#VQ*KU$o2ZEsz
z8iAIlX|W65A}>-=$?Owo#RKfWv6kNdk|ePHCU4y>3<dnQ=HB6c!^#%G`F;%=sFHen
zWhc_!NJ#~=pP_Uc2k5*qApQ9%a#eL^d%$JuD(IvB-wh+}302e5IrWn1>>%ssp?q(?
z7OuX803VIWHf!Vwg(%W1e@09EQiWM}cq$;|AV8NYU8(WsQAjzOE0(A<Uy{KxyE+hv
zPlc<83INnz&ot7<FC3D_GjaF!D&saS^_Q9VFK^!n!C|OfAJqbFG1=|<x^a*)Gb_Nf
zV3g>~PNq1l6aX+YkxVzya=>2`Y;0<F##YwQwl`qj-@IKC!Wx5`^?|0RRn1y0%(b5P
z5BkPVXtIp;9Xx-!uf*KYG_eunxvgOluubf*JDIp><-Mb<)ivRQ_o8h6ugK@D(Yzc2
zYp8Gwz}E+wOq>df7W_C@c$=gAvy!#C%-NRM4t4ssl>-+DNkgatZT<-dnj}c<WFa74
zHi4s5gh{AfMAuwLBI2Me<N>LcFZH!aA^e8}gyLnHj~y3mf8cgWn3b3iP=I=w1>#ea
z8w0Q|>hxt5g$Qif+d7(1if-z(WgTmT3P@y9lLfnXQ>QK)SqGQ13y}ps1dB3v_Wug)
zyoQ4QuDHR2#*@|TKDuA*&_DE7VqWsuGvov0atKj)=fy9qnCfmxSojxRFMUog$$m%>
z+OAonV4iqQg>Lnn_n#vw{9A+CU^Dlz>R?-?D)h4F;cD}gKd9BkR^Vnq7+8{y$@#Ca
zO}zdyJ0zpI|1&;`&Ivsa8#!O8jNi00z}I#Hb*zk;jMat0mXPu%#;{%VEGR*mUUt84
zg4_CD`3*{oWjQ7IGkEL%PvJkK``h;@SGh!JOMJs%#?OKRcMyGiZS~XKph=YhNJ;!H
zOQL9!Z<m~;0f-UGhKIn8EFKjzX?%&5q1VdaP|C55VJRVMkg<2EWM65DvTGTD?>_Ob
zUHi3Y!5+aE)q)!4DEQcqG{7N;mp(@Hqe!=$WFR=1thz$?(@a2OIwWN(iqyv!%MlVs
zxlP*o?zopd1G8%bsKRtn(8AY`>^j6>lrb=E)&{S}pa65y9SAF=3dOv8(Al&WEaLg_
zvdsb(mAfhcUH%4vSpB_&9$$nqxJ2k$T8Ql1?XY$^z$*6cAFb;*m~aeq3@ma2n;6(L
z&Q?<1e@<Ngqv3XJPkBxX8K5=~7;#$%qvm*Yj)bJo*Gw7ZN3cSCEj8ZoV2#tP4op6F
zmhi95=%4?{2c7%6=4d)BWI@yu_YcD`92B4bmZkdUFLzG;<*TZBt^Um>=eD*&Vsoe`
zuvQxzOYHlO5iaoX(!aou`R(1A(WcLz`2%xC#2po4{l}5MDPIJtM1m5mVB@}3d$T#N
z>FH*{yJM82;7x(3g|jr;7bgi*d#WxpbOJ&N#T?QD)Cd@y0DF37*qqueQu2N+D=S+W
z$TMJiaZz+dn1Y>E&%%EAs8ve%G5+U>sW{<$ERnjookP@Fva|enVc&z?>7iMe9cEWZ
zp!IPF-F*4Yqm0_~QR;9u<{pETHzfIuQ35N}-2Dx+7b~PzF3@JKea%IBc>LR+iNUL>
z;zqS_()`)r&w9&$rZYiP&EMjoA!A=|db<HES|uZv7x=T87_}W+R6jrTDXe7CmfRiw
zLqFCC@G|)@wv3<QKAYdv$8nAp`m5uy^47+#7+L^}r5B;i@5V%4RyK4{#7S7B(oT(}
zDBpML8n3t`dU)v4YqC#Rgx#!*3OVjSKLb?odKDP{zDo7{EXKyPQB4s_AyYpN+RPOF
z#5MJw5Ewp1y5J0OKxHI6+vW;~5XEo$7r!s{6*rE=dYZSBgfv)Q%GUOWAin||!NwgZ
zqLOjnXpm6)PWGtf3AZ6iyMO!9pl1vc_`;!Z|DxQ|4RivCSU<}4`JL3_uJJvL-Y(hL
z!m?djrcVVXf(>TpzGx)mr4;-jth^1d(R+{G*;-!irx}re(REJ0lQn8CfxwWgihO$9
z$>$S9uye$Q`U(p%x4mt&U>t-c8baS$EM}5{iJ`WozwD29gVJ=wO_Dz%Zm~0hpNs0O
zA^P-iU+5zF+43^=J-TOjj{v{Jv#%X*j5Hg842}V=!uPj_)UGd(=wQ&00db!}c^hM+
ziBuM?@~(D;>2w7D!Lj#pQNX(NAa<TS|KFjx8U~;bmiX%%w6v<dNwnhVW@?BasEa;|
zKPez=u4jg}d$KUU9fF}-L6zjy)Q^+nOQ#uY6j^|pS5@^9tUK2B_SBl3m(>Fw?!4Ca
z_to)eUMdz86e#-mv}E538ps6L->kJPl{XE<5AM1lS-GfwLI$`z>9u0Xi)<i@An~^x
z^dLsgZ3eU)^-)H}#Kfo>`}|Es#tJUc4W)5B<Kf|{kCaqVF)CfC2$<7$Z(WtD@3^9x
z|1e4H#vhHy1CSdV$&aKd2$4|ayp6u?d}$p3i$eu0EUcn(Nd-#Vqo<a{DuFt0nq#v8
zytvO@{wMZoFwptiRvm#ytqc~04A@701&_|-!gz7GkB`rq+=>H}tvGLojA}r0FzcI?
zRZXUqJudXCDMsi9hNPYzDLIctD7>hd5%%a&R#SspCW<U5oh;GIQ-Ht%XD91dzF3!D
zZh~nn^|jyb#rj6^m+O_7(<m81qd#@pg%}yIy!Q4S|C_yLM(O#O+eO!%>SiJ?E-u$6
z!A(~6TQ@lZmZ+0%J;Du9UZ~N1z*SF&Z^xgPlp_ZIMumFUc;7$|Z_=Z|8S}``qVFR)
zBTqqNi9G1=B3FPp3++&j<U2|t;`x^idClKc=w-!!tM%P6>H%%I8qqN^<#Krq-@d&2
z?bph&f8&1at{9d8bTyb(Qb!u=KUpGj`o6`O^!c+o2edBHXJg8J9l4Q!La<~X+jcmT
z+qyX|&k>DaMFqx6HE4+_DOEV2t<C@ab31k)z%^pnY?zPHY=i>e)}q-IWo2QhKtm(B
zXlJIUP*ifRjQXq{Yvn6K@R$N$I<D=Kl9Hquprxa_lP-@>EAG0!ASB=bB!?qt12fu=
zf3h*Qf!qbMX~9Y7EnA)Qa>sKfrU+$No-~hr#HtIs<Ql>AbD<=RJX8Qf0(6qQt#m=U
zHJ7HR^@vDG<w1v~;(p5p&7AB?egqACWMsq!VgtIOC9mA3)q7U;!JxqLX@o-sP*<Xu
zKGU^&?h!Rg;FD5OslEv~du1SNHk`quyCF`Tn)++rT!;#r-7uMr1q#9;BE*U#SGv^v
z;a>AHrvXgBVHP27tz++(H7O3Gq7qwGgu8qOj6rM8ThQ~@YsNhwANaMKI1qHICBXns
zG@E+N3lOPT>~T}Yp(_vuyTew(DV?|jI@uf#Nz;>Tg>1&?PFwQ$v^p956%aCkLLV@0
z8353Zo>E3&T;~Z|q}>J?(j!SB8X6j>Eon5-8)pwf#KF^YUC)8Ln+qlm4qc9iw{>6z
zn+$3QiYdU$$GZEZ_iY+UohLC~e^{Da*SpKZ)q>ZTe`~2lJ(<O^ZR`&=5sal()L}iY
z`L76FKzF)M##$3@^oK}7M7n7pc|crazs{PzC}xDEObnc^oZVaH|GzDGma@yqR_#pU
zM+KS@KL=jh+Cjdpe83(Pg$57G30F~v_8jH&6Xua3(gZC16lK+qKFsy&_~O02F1o|K
z@nS+w%`|ET={#p(h%&_2@9-DizC=xp^{C1T=@HIjAe6-JqP@G0b{EeMWd1#ECQiOX
zlS`HSMurWV8*onE2)w-6{aR)zGvrP~F>KCdBL~xj0<LE<7h7-}t}=d?H|VhdF$qax
z3|B`6$cY@#KLD1?-}_~2J#p|hf=Ok&N&w=S7c)V%;>gfhY}=zOB?c(LfrcnH1}?4~
zwI4_yL+wjfTsX^2V4;*Dx-X{Vj6Ht5-bQ_D5xCWh1t4+8u)6-o4G3u9t(igiLH{M>
z(VtIsr-OKVoQ2kLn)dH_O?mPqwFMDp>n<-V<k9}G1trKd%<i8j7s`HOM*@j~0!Jsw
z#xhVO)nWWHdS0b}$LVhsU9hZvGQFXjTI&hJ+X$nOTX_lLZlDyk`YspB%ro{gT7Ht<
z4E(G@7s~y1fFK({zDlk4gyL<4&&z@>XWigxHIsl03f~a7Y*>2$1B{NRGzl9(cP~?d
zflO!UZiNK{`oB7jc&vpGIWY=|H<*T602do9JHp^jSYFfMSTyEwB5&TE=o8I7ge~f0
zxycMs9QeX)b+;lcG^`o&cqX&FdP~^E5)z(RYvux#desF)fQ>^m&u9Fue1Te0NHTyV
zo93Uj1PrWMDY#{GKq@j7a9C<1X8`<q_<Vf0@uq@{!8~a8AH4HLvBt}jWSJ;XPt%g!
zo2j8q1!U#q^5a^k*$n!x&D~w}p=^XM!l}mE_VG`yLDDhQ!ZzK+eT3iU*wlBc7-lqK
z_UlU-_cVTHNDl@0fxwW)5EQlZ?yt~z1O5e51I4_SFeEA}O4m7PQ!$jsQo(v7@2~iq
zDq3Fj2!dS>DCfE6r=rQ<%ET(I4j{3j3q8EMST2mqG8)(Kxn6a1F*5@_xvYR&V$f)Q
zkt+L@sECN_9jYyij*Si5V;2Z87uZ1`>JAQTmj&7B0lE8J<DTT!lBI8{ot&cHhjb)Y
zx&FsWyZM8opOxAe=^{$Z@CiXO8VP^+ohyB+8B3-z_Uo7WaZS)&j4~kLI3FtFnU(k&
z_1_p{3Mqt)VW88^M4$ILNxtc*NfT&{Vm$^K!Lv<e$(PUsnITPWm@#NS*-0zYG5MoF
z20$vSs$LLg$^&VfCeh;e6ykRqV?rrJ5HjJx1J{@Q=+P0sDPAz;(?593m?&)T>}d5n
z+451KpX^ECp(BXkD{%BH37YjUF&eC#rB;FIE#JRuC(_ow8zMbDy1Uwzh(M8YB6LYq
zzCYNwD$&#9kFsOO$cgm3*jJMa+{DDd4u2X#9f=RxTFmaogoKcx*<g=px5-Nj)!2t(
zCeg762evFMEV}fa00DN6dW5)ws=NXHPQ-uR`7k6=@CmGo^r|0kk!Gifhqtw<#NfS-
z6vomcDkv|#e}Nrj_E;0v25M4KDNErIx^yQ6J$hZUW)$9%kWBN(Fo^4eAJ=RxG;{G^
w<@)Ul>lD#V7x4bX(wCsa!z-qL1-qxc-;RIb$%K^;ep&`7$*IeJkv9AAe<qweUjP6A

literal 13978
zcmXY2cOX^o|3CLy*LLl_GBYAF60Vhzy;q@<olOWA$trtqsm!=S$j-<f*_&J=d(VsC
z@%jG#!gbE`yw7vq&-;15#*NU{R3;{%CjbC|SXD()7XTpOuMhx+3;r;7D|`h2Vpgh(
za{6yFx1Zv_(I1<NCVc(vo0?e?i+9PGsadt4frHsM0&6{LomdSy2ppaV<B95uCQ!kC
z8DWL*@GCuOi{oX+78~2k@4I|cB57$Z*KhM*D5TaMX4UuAd9S`5Jd_zruRERfYd&pU
z%RUrf*5Gp%HP!i1YBAGL!S`n&U^`4vnf5_9_r=&3ZmoufBW%1ddtsNfn{Ez&Pdc4A
zYinybDJd!CeBh1$sBonS9|MysbuBUDZnsZN_RTLPWLr}1<AV@7B3!qXB%@E*ixxK*
zG#jba4+L;c4`wI<K`3JxP#wQu?>*;9qXt}@?#4WPmQoj`PFu$p@g74BL7lSH!dz^r
z?73wpd+#-WAV>0*)dp8pSLa37Im#iZiO-jAPF;@h%&{e^umxgSwn9i{5an2(zkJDy
znHe9q6BKl`9qXW(P|6A~aoo#zWjl4AS!6foBv!W_q=OGmZ;CYRBK=|2hFb+NK6;~_
z?Cw>qPo}4H)G?me_%*g|m@3;sDeJUFlL`!@kWROY1rC?HFCwC<tQ^L#*k+7C0H#3l
zJ&UqQiATQiDN#TeHCrg=NizR=nl0)+X_WiT^=WhW(Z7-Ii{s6R=4RRM-rhT0395#F
z{~h~Q0qUtja^vo&qA~O6750`q&Mu_@<@J#QQlG^jyspL8knXLi%I?+v3{_)eT3!JG
zPMUkqKFichIdV;yyAyBB242oAw3{>c2vXdxq^bN%L!Ug_-vw;VcV=DMh|$B!ESz_g
zqd5-O2DzU-d&VIqmOMH-3X5K9#bZ%qYIa^|dM*gJ7Q;c_hP_A^o5tVyZ-oQA*<(Zl
zT~v_G{^EBu=aUpc&dZbSI}fv>Ma9Jv*c9I9#*7RNv5KDxyfOm*Ta}Pxyi7+&5n5ZO
z`82fmyOQ!I`m37#{e87P3*-N;pz8HcD5A^bIvDvoq9w~YH8u6QvT~#j+M<M1_!!=E
z_nsTg!D+jJ(Nm?J#?xo_En9&5?yKtG?MArB$;ss-BO?_B9{U2kbzmkC6ALhH?>r7r
zuHE^$*>xx8k^Fm7me*;*TeEcu?d|O_LGVJl|1Nx-P#2ZJ5|iQFl=kTAXyoN=t?SFF
z@7Cy+AS{jt50c)r^rOKge_*+AjnZOaX4d@SI3+K0j;6Tpv95hEq(B<yP~Mm<$!h@F
zB>wN+h*r@L<p4iQOG=_BDJf$Y7cG0eMc-<XGD^hG2HsrhmmH=m4`%d$kHpt?x2Qax
z9gu$|O0W9*wV<TW0mu1jhI3by-3b3uD;d`Z0dyYSQB%cj)*`>PPVuVYBV*-$ktH5I
zbVI{TDqj(&J@UDK{#*814osWh*?n#>;Pxd=3p;vRBHaDBJy~Pp$ET<5O^id1o^~yU
zaAe!$_$OmdYMQOJJm?{S3w%*q>QTu3v_5FN@rxICRMpiv{7!eOx70t-iM)Swj!syA
z$67%6zd_+yPj&jzXLYw^Z_Z<Uae&*m(oc)pLPv<K6^rsgS^SUS>7}U9^TEJtz4>F@
zK8;oOmR9JlQ#8>GV`7pUf8L(Cqo%d1rip@vl7gALhMwOOCp|xhr|!yp7-u<8cYjxn
zL!6Ld$5$G*riVvIiV0NI%-?V~iFtW>legr%?!R+XIQxv;QkeSR+;$DeV?~y`;qG)r
zIMr0o?_X8f7HDS4CwLxjj1|5xG%`vUDbPw_lJbhZ-CXGEiD!36WihDjMecOGb};tW
zL{I6~Nqw$R<<9rLhixiZzg<o~jg=jeeqrmdn^@PBg3Tu=_?WPzez%G5pZWM=L2fSV
zch}`k7Cwp*86j{Zxmlj2=ORNYF1A*^(hkkw<5&NNR%vo_D*w8u&7KTxRke)%ZKw+V
z8F}!2d{r~SUG@%Z$nM2vxiWss!p*h!)S#9C0KVGK!2FpqIf0w0)Q87YjcI=@xfXNG
z-!iwa+blfuI%t>5_@yNv^;v3}DK3LK-7r1J#N5JQY;qo23FGYCFOa>$=LBlzeM`31
zs5x(kYqw0YP<zziZ+-ea0=JT^d@s|3N9e9-z@#fORJAs`ad=JS&i5X|?@t))7t?<#
zqW_vXwTHvk2a#XDa?zEW2LrcT(NgHOg0YHPfKzB`b_ueTq^+QSSu3ipv$Z!w^V(Zg
zn_P5ePb$`woFUC(M0+Cgq9JJ3zZBr$<m~qCkH`KmHDFIjI6B0ti}+p|buDV_l=Jm4
zG|Vno+{J^&WGN-_h5ceOh9FhsB{jYSusN_U?GT<NpL`ryQ%R$*6g4KxT%n@i?Kt&*
z9X;}50LQ=&1x3Bte{NE)M-5qIZyBaQ4W&HOH{vZRxR27zpTamHzG{{Z2G+6i5V|w-
zOodV*!8Lg@?vSW)`#8YkZ-n@xMi0h%S8_QyIop5#{{8189=$W-<JIL({h%)GVYc5+
z1$Hf>#Hp*ntm1j-7qggILhGQSFFq(hWpi`4xlt=j8ZU9{7p#Rs>k->#b@yFxt!Eif
zlM~XO$$c_iHDM%D2)AO?cn+W>m76vG({oeB$|{dYl#QdlDvw?_*3Q47x{jF21N+ze
zx*rx-8%FEGVV{#W@|;XnHJ-evZ?$!2{7wkaKu+6dHWfnH#8|eo#J1WaD3X6AJy*Gh
zUAT&+A=8oAzhf6V)=!*2kxlSv-$}t0de;kheqJ%5XA*JwGrfje@aL(B>33OPFJ)sd
zUl;o#nf%%&T{yU6i_d7Q#UxOrWz{<T6}i%<FJh#*r1t%mNdwQY_K%OLq|~DfMt@ZG
zWxDZDZH{Ew)oVimeCf%}@W@E{k5uGEjM7pa*vKfPpJi7MBGBLZMHcP-vGH-!rnw}p
z0Oy9iUxdlmZ=ZiF`!ObDa}g){;hwi5zkDdQf+33+X6A>J!pFmRWjrZGV8wB9YB97(
z?-~o>86(d7Ho(<PHDrYcb!q=G9n8vN#y&I?Hsk+0cN~aMNEm*RBjqh<|KXv(r=<Js
zL;RE=&k2l9me^w=DLF<U4AHyzwwqbm*_wWI)SCj(A8%`{XA*cIwsv-MF+P(htHS*x
zufXIYc`yfRnUk5+qVtIlgwxdZqn-}@A{L*uObd<@E`d!RPd)Jeh-McITR)j`R{lss
zpJ7>=Kk`!d<88Q1>XWq0@)?~o^Ya5u*I8JI{SSh0{6Jz)fvgUPY}@L!l8?vzg?=~=
z6sfNAY&u&KznzH)b^g1RIJ3M~`-uV>tL*52jfM*m>!eEGPh=6t$@7s7Gslbdx=Mq>
zN!YqDl8Kx0q=gp!yig5{)Rw_aVc@GSJl}6x_GK5D>gR@)WV72-Uch<Xx%n#DaiM80
zIEl~5w0Ih^?eC~VO!UlWh3ZMawCN@+?ZuCkjNv7pvD5{HeE1e^UNLE>*ZZ~4C7QPb
zQ{*>4q#BhMJ`Tfa-e3M5#m=VgzTmUQL{3K+L9l4&;BY4(ARu{s(v4q8o`cOvWxr$G
z{!i7acxUhz@0z2d?hrq{NTFs~-y<I1x7vRQUyu<OszEF{q2*fAWCQ6crZ`ULPPPgf
zPa44H>z6#{`+a?`ZyF&ONUG)&DrmUcXR4rl2Jb|5`X+&*f<Y%^ilAwM?ty{FF;1Ny
z=nD5=QcoBZ83M);EsJ#la;4>F4rjJD>Kw#yc?E?c2D^FJ-%RT~;)#bguT0gfrS!0W
zg}C$iUCzvsMt`;nAao!#9u6L){2<3GVn7HG!rwTImem@ipqgI`$fa25MRP(L8tpEZ
z8qfYleJ<0~N95(E^}l+;C&>HM-%gQLpsqBpruiewQkLzOXx@o>1-`cTg1@-^Bd*Hx
z=ez2U$MC@+X%D*NEXOBGsotUl9%gdIy&B4u)5oT$KhS&ufk2YgA6BsMb<kMk4kV=L
z&AsehDCWzU5pE7V9y8KehRBJqnsFnT6vhaVl}eWAdKsP4aw9&Kt`b2dAJZB+8*}>S
zjn@~O$u(6XL=R8ry=I(7(P4|6TeN!dYMV~yX0J@oar$;;F?$L}wX9C`FSOhBDWI$c
zu*87jX3w5*froj6!1zQlPD_vM4@NQdgo<HDVBI~;KdRe`ECxyZ1FjH&YN4>{y?0nM
z(MX}$L7hvjZIwYGB{q57GMQaC%ij+}X0q?K9aZ3*1c<--T=Ucbea4b&Kr?=BmHxqV
zzJBLtZ#?ljKh{Cp!;pA1o>>JCPklj7<N5f`<W1i(VKC#{zTJ?Jkl|&sYI`bs^*EE2
z&~$R3PSJ7@??o-3f-O4VE<wjpiD)6|bhY{-B`geIX>g;Bz4?;zOg9r_S%125;I%!R
zwXmL*Dtx?&f^GW0lV=3e80XFwtyMkci?trXQCm%*JseQK^ee+sXZn}cCkttR(X-m6
zUAnBWtX8@#Uw6-jE|%pkR5AqfgUFW{aarLleMkG0{5i%+Y`-dKEhmuq0q%N4p(-So
z3Uam@W+&Tl9@^z>f}L3va}W9u@Mvy*_>gj=T|!{%*xSRylGLF>Gr>gviQqVT*Uo@u
z+VtVid)S9H+Ut}e;|o_i-i7W8BL@8hz&Dts@XH_f7H~ZPNAaA=Nn_F0hK2@hO@{|>
z{37gF3D~j5g2xa6B~~K^d0FDG8k#XH_l9Q*PNuW%<N-8wkZ^v(G9JGS+azA}ay!1G
za*o}|*E~jQFPJ)IR$bm2bJgMFn?-KDJLh&p@!3LXS^o>sjW=X%!nQuhA2<k2_@W#l
zTG+|KgLd4C?Jlvxccm!mJXN5BU$BaPy@{$T1|243@-3c)=swd5yKJhq1nMg`f&@-0
zV;zXS=`aL+gmphbc)-BaG?L5oF|Mz&P9o&IBF@8}Q`XqSqskGD7uEait|uJ?6$!jN
zj$mufX9Ui6LsnUctDY~e{T|j}e~RDadM-)37F;Gx`{{Uh!Ge+wg$q$CLj<6Ti|<Z#
zk)G6P1<!qAO{WC-Ebo%e_@p`q<SEILCFZfPkOZZ5OvcUcHwNCUrb<_oYsk{BYCb2+
zdK%GVl_T!V9O;NceE|c)Bcfd-N7tC{HsDmC?-km=Ci5Lgrv?apQZPK&WHY4C0f-E6
zW;3~g^_NiK3{s>Vb1L~UO%5qRbTz4k>P#<T1rK7}Wy^f!n8)y)%0ZcYuV){?VM!R*
zb<ubs%t+mC(oLS&u9ZJfRvc{_;1ym~4*4Cf-58JK9{D7i>2zVulRlBbTopXw9k&eA
z?t99z^6OCkPz-A2Y^>r)QF(C62?v<RJnwQ2ElHtiJ2?*_X{7zTJzX6&9T7^@rDbMq
z%zsXJ>?ts2&|k=e&ohqCHVn45qig@{qG;|VD_#q<M$ZJ-eFFg3ijjbCQ2=EK(qm|^
z@4I~XW>}+VxLQb0)9(ZV_q8`U6?AZug+D>lfni-TMCV>Rv#Q%&Cq%&(whkmJY&R)6
zI9VOn(j4n8=bs~6z(P;O-8@48@Sk<VwLg2ojlD$$;9WaicDct75-}U+Gw%(tijhjq
z0ax1CvnVU9YLS`yHVHS46*3Q>nhQU4+TZ`pa&z9`)`xBTAsO?U4{!^k8VLs!Uuw+J
zQ;|$r4K>lFJ9hc|?~RAqqeKTr?CxiX<GkcDiy00l`qfI%@|z`)f1t!Kx*`Lk%{-fi
z&bb+`_)sQj4s$j&owi={PKJfEHJcFtTlACD8<o#7F6He^BU~Gvgv{lHSLlw&wESkT
zNdo#iPz%P<ELDNRZ&gWT(1jVqq$|U_`dUjsctP~|(su@|Vd@f^8hZ6@X;`#J<85T{
zll3pOga>Wz8qxP2)7-71A^%nd3+KF@3i}iWr|Y_Bvk+7>5r&&1P^9cs<VoMZs$g?8
zRodnJfDGbqO;Jn&h@Ih{RCiR(L9q@-#AxC|Fods|l$)>e;=;B2<-RB)2+r$(Nuc3;
z#a`zA44>Em^uX+A0VD$N-f02B!}utSAzz7uQ#)o3?Bj+%zbln9#X2BmdN}$Ijra1U
zL0<FKM7hPTi@94AQvbjmf`X);^bQBvMjM&yJA@7MoGf__(ic~-Te3AbnTj2Z&}y*7
zris|-GR;i-UmC{+UL_lwcl76U`mAMnf9kC9_@}#3F?C<EYd0ART;9l|L!ASPIDe<~
z9S+(%ZMLs9PFL{1gP}NNjo-YHNYC`YJgKhQ`$ZdT5B5pwT{i<n3&!bb45Jb)A4sRO
z<T9J}6QVG$c>y4Nn}!{g7{83T{$cnJU6URQLvhK{>O<dqJu{9EIGyt*iNQzzrtXN%
zzzF$`{Bs!c?`CDiC&+x>3G*laLjUgc*GZYVxyus>vYlDk*;SaGRs8(hxB%3kQ3*i|
z?&rZqXJuq5f@jQn5Q!P$LsFf4zhBLreq-V^_tUdbI9TOtK|TT2%mZWf?0x^L(tlfE
zP<wQ&Ra88Wu@l*w$9yAOV$i>vzxdKubswCbrg%D5X&|;er>r!tm1I;ahSUiCh<F^L
zzr9mWAhr`q@5jyWCi*g@W^YDs74_yi`)owbrBwh208IQ-ail-Mcr*e^tf?oAh|TC|
zS(7obad-nT1Dh2}$hx+I!t`cYeKZ<vZu%Nf3zc(lHbm$AIQF2`*mOsMz%cK3@yNfS
z-%o4BWjakBxtKu!gkg?8yzu%uDf(ob#QvV6t!?gAM90qsf={OZjJusfXW92aZbCbb
zhW@qbCf0YZoB9lPExCQ2^ku~9i!Ed2541rtuR(l}FCw`(4rQ%ASLr<|(4d*o*}tD+
z?BgSO%m48EFJ@Xbc9*|{InMn|ifloGynsm;DYli;wfE0%i;>Cbp0`z|Ah`cY@;pbz
zzw7*PZTR=e7CgEi2hqVk)UfpWh0&ejxf#w^oXul$iPR83bcz|ar4{L=^ejc-)uu&S
zT;Rp{`rgH>pW?E#KVSsghd6BH_AB7+O6)^EI}%M6CtBkf7_}(mor7KhC?SpDXKKI@
zZLyL<zc6q2iDcAGzoLda*Y$TOVd2*n>KS@Bv9YP9K^z1avB?kam~q#wI165QOZ-CQ
zTDISSuI#hO)=}DE|55d8RhF~P$1js;!t0tuYzA^?ydYk?^B-lzj$~024IzZc9z|A}
zAF;*XzWq0I6*|mLqCZ2eOGtR1zw4&89g8=ByOO}x=;E89uCDy+#$&^y)I2)gk4{H}
zqZNBTf&jZ>Ze0<Uv}b#~g&^EgH9%;x_vUIha1iWAD&o!`xC)0p=m;eim@JhsGqkYK
zs_uoD1a)+r9q0W@r*7?OGzauKpd(z2hzET@K4-H&+!9P4Io=Y!@`iZc^OgIye%GUV
zS~?#ye%vhCT#{%0*ae^Z6ATe8v6?6U;SA&;d8W_pln?^wnrV>1<BVe|{#zV`xxuW-
z7IjM7kMb0|bD#}owx`>05TWcsej8REr4m~oM>u-IsUS9S%|Gy)El8YxGW)Kx4NqLJ
z$=;;d(+kwJR<Q&p*>)0DHm<(Xf8ZI_D%hTSoTq-N?*_@G42sD2;`Y?3Dlsy}&Q!WS
zc>m)osdu|#YTwy+8IW&7cQQCr`fsB?;`$$CI{7wcKf>&_>Az@Pde5Np>J`_RPs1Iz
z5tB=C8UW578`y+<?@&<^?m~UeCLZwJMv-SWDz@s++w=uyX<z+6)fS#(2Fdj20~d@i
z7>reX;jPFRtyN>&;9$(gBcCLijc1;2L!>l7n&M*1Yo=o7XIcqn*qN%=r((+QO?KNh
zOG2P1X{=IQY-+zb!xoQ6AQ|V2F%FUE6nWK0cKm^rGqsboAn?FDF0a%-oe-%4f8%|W
z{h5&1X;kN>TLi#&U{--fkbAl|^Xh$7p@yUq1F9>9#UmpmEHdi1{GrJ^x)(E=)&&(O
z)`9@Jl4Y-W!9E?cw0bdYsB@rKBY@8~|6eZq9)oiOn+Y~BVG-E)rOEOcvnOJ85I2WX
z$f@Az`X)Y4xEh0WTD*l>>vUKh(8U3TC|4@3tURHDjHB_0%$R7A+f0@ZVC0{+*VbTx
zH<t_DogWzl2%}RE+dloxlyn~w=-+~n2is0?vQF8wPcI_IuX}M2kKr&<Nek5#9NDx#
z>|hllh8>vgFP*Hz%sy(qBkFk@!zig6=kWd!c9$J;+HbE&$a}~9NhJyECJ5_a@%Hfk
z_TkdXR-ao29^UIe_*r$8PTzvlf};eUR|Sq=%`z`m6@AIKeUOh3>|ffoRFQ?@6&jiY
zhilNquk4HJ2WCs<eALy<(5SS5Gs<`@6mWh#VG&iQ?#7YF8djY%jYR{{<x;~f<pOF?
z#OJ42vXafYiaY7}+g0(Y-Eadyvf1>4CA{L@?A@<<P0=kl2rd+L&;n*v{L=<edi_tq
z01!Tz_dGB=*jkv(@(`>qR_&_>fqpb*KPK>{ria<t%)<36RUGOULv#2)<tk4!*jym7
z@KPm&BQ={o!`E#kTRyGl2dRxeKLz_1XF*Ej4n{HOhuvdF7X6t=z@)u-z1O#Om}2-5
z!_WJ%8`<9hFvqMo-*>+&zqc@gOH9wv?V7~~4gU9M`IOTr@qzBdR3*LW;M>0u+^O+5
zAb?Axe4(vB_tpwz_ki)Ha0m^6vv+c_XBpC}GDnyp_A4e7W=Zf>J*QUoOD!s>_|I#t
zki~Q?JQ5YP0%|N{1$+_`YAMI4ED-ybP#s{^0zAl;QQeJ+Fmtq#F1GCkmtcB>;D|Pv
z0B;E1*9C2(-87qQoexKQ-N!wA<*^`_u1Z(j@rPjJuC44BW3b3U3mtZHeJ{H;0*crz
zOK9>65B@n^&`Y^TtCWadBv`+EX<UY97PA0no%3!D#^I37xm!0}*0HKjEmi-yhH(+f
zDl$Js84%g&3Z9mk?5ssWJ;fFb#I6h4fh71QuV0sOVrWd=TYX#a1?&^H`nil~h{u5}
z@i_V0DyJE-;gX9VM5dlBAI5AdPoyetN6Rf|823r!YGz~?dg+tfoVcTEILealDCFVM
za~In%<N=oLD8BPyRh1|?4UNseb~9t+Lfa{kLLp3t+#KDw3^$HB@Uru}LbogJ8YHao
z>SSh^<GqIgwb?tHL4%1l=4Q$Rvy8%ln|0&I21*I*Owb2(rAJy@+1nK-;zhUfzw+yN
z{5%Wx^*b#b_4uqJl0qWG#79mA+jhE8E5N;6@R3A~u3FmbWL(Z+%-=(ITmkO@3Q|rm
z4PPPB`8DPqDYFkrHKZiLUe3TF^q`*bJv7LMueakjAqo||v3fzbpsb8K5teMlK|s)n
z4@QS1lBMA&nwfHHIN6iyY#hTo@@^%gG7Pr%o1$-&Gkdiah-K?;FAi6Y+ZKREllvLp
z_H$Tb{#0oWLPKK|E?=wZK0IEK@E<@W1*PL}<>Al(p+J;k6^RWM#L<w24?bi=C6@B7
z){OkT#!({6My%v;jFc)ax_vE&p;}PUV9YNOOyN+#z!Rj1M?)3ZaI=cPh~9w<t>Qd;
zhhQ;cligZVphTzV+u@rMt-}cg0fOhl*YAvZaK2O>7RzB*sazX|ROl6y3oiKHl{$9n
zWb!qZ^MW7^_NJZ*>y*TN?o{YqcA69ScGouSG5Y<7B4tY}GHcH%b@f!!4u!V-LpMPk
zlpD1tnd^1XCeO^Vfq3v@y-UQ|$h?YAaAR2hI{@T)gCx`D(F5zf?RP%3V2f2+ZeJ{$
z$JY~D^SMM8W<&$=H`J-jw`BX$y~~i3b9J5Eg_?S1^NIR`qrK(km(8S^MHYcqlC&Qu
zs~WKQ-WS*UD?0hX=$~<=8tb`V!|+to%!1_CylO3DN~}_q--okd5}W<a+;_zjj@`%U
z3$cOl1!?~tTibuy97wDlJ-K@HzlA71oiARsVX!UL_z=uc@skhRMEyD%6HEet05C*S
zd?24u=%!UQ-X9kQ;qCB2Ww%`5b`u-X1Z7qld>neHL2#ZBAK&$@W?l_*byYM-+H_c_
zCC|UPR!Sv738>%`5AySU4j{j849XV_{Nt!5RX42msyRzhUjG~82t-g*nNPE~F5Kym
zNQhPT^X{+n^2QTW9d>}}4X)tw!WAuy0H}H=Smb2)IRJW}zI|*rvZvqDKOc>&|M#2Q
zuMd$)u<(j(bd7u|%#qYU3rq7sTN&6+n!U(q&24d~ww5d6^c@#}@)}e1HU8O{ZT)X%
zeiXH#xOk~ldU9cheVgd3D2%Qm@B?EkYa!6`73f=_2%M(V(>IlJFDp(xCe|ZBg&u>X
z`D^E+b9H0e(AtRXR$fy9$!KA=gD5J9F(K`zpzpJ#u4w?GO<9<&bl^TuZTH33ieSD-
z;63KK5-@`v&2o(ZKFp9&2NSQt?-zPeP*5n4Fh5cOnUAjdMn3^kl7}s+>VLSYcN!Kp
z)z}dV0era{Mo$P||7)kBiCyU&1Q}+sy*Z8(D|v-5uxX9MV}66!gUGW;*aj?ZZ)=#E
zbtFZLr_~GovLV>a_)So%WVta~q-YPM(jJ8Df@deLKZy|ue*&Q_A@Er?(kB)lA0G{}
zN#rXkLxZo!iVc#p_p5MQRr1Gi>)-zTDvhFs6m~gKo`0cbV0aP$Hnx0f*8@8>@1`#g
ziXhYwWS3O>eM8HkUZ>T*G&ER>DYq335qPw3?hKh4KQ@7EGIWubDlM+0SbQz}>G!uC
zKg_z}3&^R^yMGUmF-0l?woi-=^!2;uo43;)%GhRVoC|!rV%vz*!b+XlpBPWOYfZB-
z`D{5djrCu4gSh<abU_Q`xS6u?WavO;So7)^8A#D-K+?KPb3RfpLUimz#i{MTEw~R#
ze~)kGHY|Upahxj>wOMSupqPvzXi22`@k)tl;L|Rt=I1EHZD;>UDN4n!e*1X2(q=H8
z=GmK|i`wVi7V|^n=ncBBZml7!+ZK9y3ISjf!uL3U?^ee=Zn5#{Q2gE$$3Im0Vz73i
zfx;vb0REoJ-eBCxsi>^&`XIzI%F&FfWj{CW7Q{7=*oxI(md4^TPcjg?&JBr~*d1Wy
zDnD|(^IYJ>+!}wA;h*EA{lsxT%+cyD)D6LZzLel{6>-EdKKS?vg0Ln1frB<FDI<(J
ztm*2+tTzKVxn5$}KigkUR%*MsY`#%oS{snsRdlBC@<>-NGq0-_f9HD~1Zz0lb+U_N
zS6aN>ZML}!ZN3;QS4>z)2t3up;siizL1EHNK~BK*l6?TEwkxTZ)$cqE`+a#dqBTqc
zSXGree-%MGjY<X#MWfG_AL@ME4>()G(;4w9TA!)8H~i0Iba@3$Lz)P*WXue=F~|ly
z8Vd+``?g^vLuWme^`WO{ZHJT500l~3J!L*xLQ98Ok}Z;g`ZQB1fF~?FDM?9MQ!~KM
zg$K}1!)fY%$2=bnzoV%1zO|qg6c||FY*jl<e2T`Y#xh<|=Vbe$RKvDpro&D~P5qeZ
z8#iu@%tc{g@?0k7&yqG^$!WB{GzZeopL)fETEz>7_E`cku16K~m<xTfO@?CZ&#@N8
zuoilftz$l=>(&swgw@qo8?LSgy;xz;y?MV~d>KUQT{Yp!r)SG7H@2r|C{_ati<pPw
zzZ&<2OPvd6V?!|GKd<nuiu55Ch7R`j?9L7Q?@QamvY265G$QV3bP6d64ua?Ju6Oe#
z6I}14sOFnljpmSvyu7^j?<o+rB^?tdQMkn~nATW0P72W~+Rwi|?2qrh0WqxcII^9V
zySV{e2zgZo3NCfBV=_Mm#YlX~KJbac9u7369-4qbm}>`P3{~JkAT8J%T%O8EW~_y*
zX`19<FQo79zIP8BWYBixNj?7k`9i`%&p#mNNuAdmM5dc}$Zz(8XodARIl*8>Q=S__
z^}r17cE14Xskd#csTsY3vuF#a8EOs;{Qk0=e4{-t8@Jouf=O#xPUgOXHoypXU+(-!
z!oryNQ;o0Cece&sOcTVZijon{Wh#eb!I^Rae9=s5d`ff1kdVKOw>}0?JFaQJY&*IJ
z)oc+uAxq>+U8`pB=%6A`e$%YDWcG2Ts}fkl`G;Uip>ojhJ0W70(bu@tY3Ni4LIZ1D
zT%RCQHGuDgS*>?7KCeDOcYNAv>z$zmxVKAwEztw~M^krJ*N5}1eY(h`c{qScbnca~
zZ+{sC#VVUgI#AzpkF%*!@4czheTGDhHP5TWPzA`F>+`j3atdl#hv52ARYw#JApyeH
zmS;o4EVxqFctKkjM6jE*GP7_Boe5j+oRlEz6fyl6Q<}d&sB$uK!k|Jn1B`NR@~knG
zA*`PQt}dpeWlF`w#s2yx@b9S(nP(v$#4bb*mxP4;(d|*9qK@m$onOuqxp2%L++~!Y
zMCui2;uEwu)y%z*o~W@#X>)jBY_ffD{rSHsL5m|WhAn{$^&%BRLsp5*i*j~De|oc`
z8owhIAV?~6W!?tV1>dS(%i!Rk)dufpsux*d$Nis!=(|bJ1~K`N7h!(fZ}0ct6X0u<
z$22j8wu<d{fBtmX5EphB)Pwu({?q6a-@N-m{W7~{PwV+VGQW$)*Rh$D*iX$=>wk$=
zoP;rKI9XcK-rRlE9Qn{fXPQT5N}<Ivg_pCaDq!GK3&+-^1R6&Tuq>z1>skhP3TIPO
zQ}FNLX($D^rpFupmPjhTp@FKUmtVPp6-PC}MO4<DrWre=HEWXeZ~9y)N6m&zUMl+e
z{bF#Hagb8#F^Lbd42C`8Nn{7nUiF)A@VQl#zXu0yO$y(-QSO7Xojw~`OB<=|hq8Ns
zKT)-i|0wjF>7!@&qnpy9+}X(Y7h)T)NLX3J{B<L3)E~yOuNh0Ww_zDRtsr%ouClX*
z$3kKE`uqA6rIM+?-k7q>di5R3K1^P!<`k5@%U`aRV=(%XM|JD|#7hg&iOfdZyOB+{
zeUg91TvtoVeqvD&_kR60=+>DkxxNTbF$*ng2MGPkn=Xn!p~H0bm1CHd5?Gq<<mK^h
zGVo#x#4k{F4lL0!vp7bP6m)mL_xIzuD8fExV*%(R{?MZ7P)!kKnyf~(xFj<u58TLs
zGM=w&Om8!^(nVDb585IFwYABp&aEzOJ5M+KFYC!&&HtH7T;oLnAFem_wVz1&hYift
zdz;;@Q{$9%WTU2{8qUtf{!CdSb~#9ezZ^M%-Z`t2+QYpey729r!_`5e{*oTg+C|)?
zG-E;;W!@V1*$G6j+i&A6_9(ipIJhgnIl`nAR<4A8nw)eRYR7to?c8+ERks{1<w(v<
zkCcz7(2_Y<^ibsy>LSglyYo0nFVLGcT*^GZevur4Y&^mgzcR<se8-AjS&17R)$dJa
zPV`UC4`5BT(N4bGD_=(;Jp0e|DIIg;O^l91NXT9K>Ge%fsqWGA!`<k2F25bT9+-0h
z$bE)3`B5I|@Ay%Z!@;bG#es<(0u)G=rs7lT_Z~{Jj<IUCO0kQF9QXglUOa6Xvorz#
z1tZ)Gg+b|LwDYzQ{RE@N6R_Q@T|V?%iX;PNksr7=1*k$gJds#XvXVDh;Mm#2WY^vW
zWq70~<Y|CLok%#T^HtW8<Ue}>!Vada1qLICDNu^M_R~h`;Qy_m`_Q?p8d^t|)^*Y8
zg12_s#e@(54EqiuBZxHk`kg`B)n{@Gi!pstXUvjAus+?C4UV^CK)E^bC!Cf@$lS=0
zPyOFdq@5dsUunh+#zm`ZVAar&zf4~|zkRHbOzP0?^!rs~Rbae;O;oFJ=(idf%Mbhz
zx^?)uGW?SN`uZb5&ayuj!7IWcc6A2>zi*4teY;sD@^FX?rwiWd=};1gkbqg&^F|NP
zH;8tYO}Rq&tkt=+C*GUH(JE0lcrE3u&UvFJjd4$~JN%5LHsru>OY^Mm9_WbJNyR*?
zXA!g``a8hh!W6&Y?%i&k6*Q}ZU3=%iZ?_CJMNg!-cs#a2(z`;k{%~;+$+UHXs}AY}
z`VL~u-j61*0;wHYCmB6JOT@!X$lVBd!l|-bm>y{@OoAmC>XJ7$lowi7|6J(kMKjrs
z?FJSNWbK!g-=3%P2)PNV?rS0pruODmpqgzR1)YEcAqtT20l|CErB&+or;kFcW-CUC
z!H<I!AQBd?dCAADE1elHPTJkVbY*K{JfvYz;0j_)s;fz4{-)2O3-T)Z`eBk(yl;yV
z!UO~og?+ugv2M?YF!@39q_Rf|G<>yKMTF+qiQqIt|4Mqn2s9<gfw|z{o3+b@q~Jfm
zi6-gN6FR}$e#HS>sbV^VOpmh`*;!?=adJmq?$B4th^8L1T6=!t<ko~aL84i9l4|`o
zIHdcq7u|tz?ArW7JbuOhSD?*!VFU;j)1vHSAPE=`LM@`b1&za7Vq-|`KKVWn*djoH
z@Mg2nlP#zeuMqovz*|}>oUZQjXA&SoJT76mq?7U_wvrdnuD@y99)_3V6?{JYz`X08
zo?tQK@&kt0fo(b@Go;`Hv4Qj1wYK9}dh}!@k6tA%yI5)lc($dn?~NBebuByTlb(&k
z7!qY~(r`S+Ues8$kIuF3;)UikRC8&ppWggCp&Osz<9<}78DKoda;w4{7vY35k6eAj
zMFuiUc5@SazsBX4as4yDYsH1UVni<g+Bdck2_u$`RmJ|hCTqfXWM*VWbToATJm?JJ
z5!SvP&`X-O?cgm%k%<>hO!Cqpip&j<H3-%oeEh(DGK`U3yWuF>u!bCYqL~0s_xpo^
z{XEm0p=UaoYI>LItofPSiL@X58ziztSVesNPn*jRo<!WZD66+?huY(}gar6+1i4HX
zUGDK--m&ZiyFgA^Ttbsp)p7w9s-ShBL8JO4K!RO%6xZCJgLBDPcd72f--{l?Z|}YG
zCWGe3N5`k~${kA&C#Y5gWHZUd9X)eDf1^ytbJW5%Uhp8XmRr8F*H1bU@a7Qfyr8*4
zSZRG1uV3n~uGzAfAC|n$!fll>;XEF@wKl%rizYG++vLmGSULldklvhn5&FiY14jl=
z!W_%(yoWO<KHodXwYp>B3AW`_9=i7E)6br=D4G>?!_yG$7b;?=UMk+5X{40n*zc%u
zCBb{5TJ}!Ooln+<ZR>7S%XeyAS3-YK7og^&<)($-vP&$>9he|55rPXrOsq!cqzA}Y
zi{$oQr(4_7;c0sg^&wF3Ve-?Z)x~76G|LCx)Q5jWOxB&j19$B^J~LyAJPF)ojOKlt
zhb6UF#U%yDqsmg3(dk%3I@R2tdlxk)L>pw}kV%=B{)dv8cw~@pD!9V+L;*9AjdZ}5
zTr~*F^o5>s!P>;|nlQSix`0pwlE=%mnK8KZwndEjD|^+LGGpWUQsrVbU6{fG?XJ7;
z(Tv}Vfc72Q$*=F7UXD*}!iuSZl2E)gL(Ttri-9wcLTedjh#kXQnmq~bvaDvI#=L7f
zUuyoCj+$87I_j_S`duvf)|dhc80MBcq#e&M>4U)McB`Fn17XrFHjr3~S2%_(GR^tl
zWWo_&df0sCq^!=46s+uL<tYUK0|Nuaf{{2R68H<E-dk|;cX?Uit-rtO+qaL3ii+YA
zZm1nzZwLuyvBa)~V^aGBjmi#w<uM{L&uPfVQspA4ksm$~9e}_zUM>VTZpOJe>kTOJ
zwSN?!SGjcteSh9T5FZ=M8U?GW@%HlhCLMe4K@9^l2e>ME0xBA8M)@$X2)McmpM#L8
zTl#c1guUU;tyL8rb+3sPw9Ea`Z<$q{zUoYGk6(zN*k<KMhUAM2EnrM3AQ@1=d2^{P
zECFmg)TsZSKEB1FiM)C$Iy!N0;I)%V)6tqjQAN9A#vM`j88@&Su2xu^rxn4YxC=Bm
z=Rf|a`|jxEo#n~a)aPo0m;AaZaaG$auRgKKIu4?m{xMEtIUeJmkJT>8as)_P$&F8Y
z%M7H6zRl=o;(HJYLhcWb@0@Q{4)VYApg#Be3j#m(>+9>kT+l41mzyc|Oq~RUEAQQH
zDV$-HA0Y?IH>Y*>n~qhM|K<ct|4A*zrKhVg`yc6WweNlefmj#&<EruL=R*D$!#b@D
z0~e3oZ5hZGUkuhHYnaD=8C$)>TsnVovN!8K7<X{sW)CmqcXrIdtUk-Qyw1ch>auYF
zLfaGec<iL(?`lG?uPzfZGa2pSDv$I$Or*s%14tx+rN)yk!Uas|lO6lvPq0GJ#t(|H
zoDmTbqwFYeo9ArYvSG6>`oWqdjW7c~0BLc3kaFwARs$YNX*|8ja^=WM$WhRgu)kYk
z0N1VtfY(juuj13vR5_t*0~4Yy2ku?ODqF4(;A8>-qEGhfpB5S<v#S=**K)W)3|7N#
z7IAfPd<O>yN1q*_iZqcT3Uh#vhp|@tPErIZF~k`@1y`&>7zzIS11}Gc*!6YW@1W!I
zpaqMxiwhd_=l}*9#1sfYTX6xTC#BMho@4_0^4O}YgbEIVKCMUl*i)4@F@;w?sPJ&u
z!JjAhy4j&1nf>KqjdP|<Saq9AEwynK7s!Bb5wtX(&O7+b^jgP?@hj^NgU0pYHOFls
zFSTujmeyg0G7e}8eoK<kGu73BtS3acA&%%8diAB>F)a5~0ZSVsSH_-Y={3JY*piEM
zZ6wT`9jKY}%2>I4Y8O&do2cHFrx5mO5GN}Fmw#Cb%6QO5rMPGVd9zVepcuLsSq(bf
zV?oQdVHGU%kq^0l*-BG)!!=77`_NCAF}CGmOVH=Wtm2g%eq4^Gi;WT`e1Ko`xd2;v
z@rUYsms-Ipeke0I0%hZ`dtsop<H^1WqF~tZJy$^~Q)ruKo&kJseQQfU^=~wBWN<hf
zd8?nUyE{sxrL|A1N|-a4QbJU%TW4k-_TTD?+TZJozZWTNxvFzf_+0!eD8gBc<SRq$
z!roaYQlY%aNG8I@6_KXEw3J3?*JSX4lDpQc6XveIZah7b9SvT4d&h$7uPRzvG}X)~
z`?0&D`%ges+e8X4%n$K|9Z8L3xjasyX^<K@{gB_<AUnV<d55ha$PilwG?Cdu-keO?
z==^@4y!J>mwasKG5|)b%{M|@l9_sk>Oj~&pD)JFXOiGG#D64x9QnI^jH^7UWOOE#M
zUPL6PLDY&Zc|f9g)q}=L-h;$RLOarI4NfT8u9g(xtz(qQ52TU_910d)?iD`8e#a0p
zT4he#c%mOWN+`tfb|#bxC?rwm0~Y*GnKmXLNrs2ujPgUhaB_<)8m;>#^5VOl>CO(M
zW{P_qbPhejRck?GToE?#lg5hwZb?IUwTMeC_vl@y7!L4vjoa_>`yR=~@+KlBqw}{*
zp)?>FoWYf8sBP3b4VRduv8N2`#cr__O|t=IgS)~*)9KWs{FWC-|Ma0kAc>I)P>vaV
z_kxm~z6Z<FeaK|MT`7$s$m7rz1FP_#ZYyd^*sRsL$%Fu&d!Z_}ARL*9`RT@qx9ZJG
zO!WgV%2yP+H|<dF3RxVY9A$^f61IdID&TQ-Dfb{rb~NRxvA$9vBPh5(VY6~Jf6Y7&
zSzAQO6SMDC0**6Dsrg3;cC9RBe`x8`dT^J^fTUX@u=f@qsSc_Jb1}EJs$z-`YbdAO
zu9M6YBqjBsC{U3}1h!(jmseUP^zo9}E#b(qC&86TGW%Pn{(7Lc_9^@!__c_;knpG|
z1t#y1!1vL|ZL5nY97Fa+SF!xR!6KTpZ?+uiBEQUe^$OJFb_dRRPQV>CLVW!Geln4@
zB_Z*%WP>tWl*1@6Cn?K{BJ<Lzf2@Q)xj}XH^or)MhvHx_xZI5<Vv~ZdOIhyYg^^_n
zK$!=$(~e4eOevq#J1zYR)ranZXVIr<GvkpzEf-5}E|!bxa1>}8iVMtf_GM1SysDh~
zV-fopIP#U=n9Q^La$d^9kB3J+Kn@-!tTgA%Cm*`kvwfEhuYYduEw$;R0}r~nE5f)I
zGF8?dKqN(RY{FZtZ!b&<WJ<#wdsBhEy|KX_BYi@f1iZbuIxT$Ro&LtalEg{g4!#G{
zO%7s@Z4kQfi{n`*Des-n>^C5%ANks%^9~?cMZ~GpqVW2_?{$pSOuxSegbX!3ZAzGD
zhi!R&u(G~fzBUp_@=<{oz89N-x%Cp{zTx>M=T1Id6R4+0u`#)w#WkYcboF})sx6QG
z2+exq_rl+!``^mgXy2}wmX_At1FRp;3(+zGFpH}-7q%{Nt#rF@R)TX&r+*sie8kD4
za0L&{!mgXM<rp(+B4J!9vRy|4*^Y}mSC=k)Nia74bMEFkBN}>-GIEB6g&FWGMMd%f
z5LW7kStS0^?`Dg2$4R3?6!5z^!IBC3FJc&Wvev6t)UQL|iw$ewu)SFW9nA&V7bE<b
zpnebwzP!qnkVp(>WM2&8yg7r<N6d(IZ1k!z%(RoU@JmT$9Bod-q+^C4T^~sKSY7K3
lI7?Z`@WTGY-i6+fKFo||$k#dM2fuR$s48hHmdRTN{~rVtj-mhn

diff --git a/test/python_tests/render_test.py b/test/python_tests/render_test.py
index 532f5a10c..a9da8bdf9 100644
--- a/test/python_tests/render_test.py
+++ b/test/python_tests/render_test.py
@@ -1,77 +1,54 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-import sys
+import sys, os
 import tempfile
-
-from nose.tools import eq_, raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-PYTHON3 = sys.version_info[0] == 3
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
+import pytest
 
 def test_simplest_render():
     m = mapnik.Map(256, 256)
     im = mapnik.Image(m.width, m.height)
-    eq_(im.painted(), False)
-    eq_(im.is_solid(), True)
+    assert not im.painted()
+    assert im.is_solid()
     mapnik.render(m, im)
-    eq_(im.painted(), False)
-    eq_(im.is_solid(), True)
+    assert not im.painted()
+    assert im.is_solid()
     s = im.tostring()
-    if PYTHON3:
-        eq_(s, 256 * 256 * b'\x00\x00\x00\x00')
-    else:
-        eq_(s, 256 * 256 * '\x00\x00\x00\x00')
+    assert s ==  256 * 256 * b'\x00\x00\x00\x00'
 
 
 def test_render_image_to_string():
     im = mapnik.Image(256, 256)
     im.fill(mapnik.Color('black'))
-    eq_(im.painted(), False)
-    eq_(im.is_solid(), True)
+    assert not im.painted()
+    assert im.is_solid()
     s = im.tostring()
-    if PYTHON3:
-        eq_(s, 256 * 256 * b'\x00\x00\x00\xff')
-    else:
-        eq_(s, 256 * 256 * '\x00\x00\x00\xff')
+    assert s ==  256 * 256 * b'\x00\x00\x00\xff'
 
 
 def test_non_solid_image():
     im = mapnik.Image(256, 256)
     im.fill(mapnik.Color('black'))
-    eq_(im.painted(), False)
-    eq_(im.is_solid(), True)
+    assert not im.painted()
+    assert im.is_solid()
     # set one pixel to a different color
     im.set_pixel(0, 0, mapnik.Color('white'))
-    eq_(im.painted(), False)
-    eq_(im.is_solid(), False)
+    assert not im.painted()
+    assert not im.is_solid()
 
 
 def test_non_solid_image_view():
     im = mapnik.Image(256, 256)
     im.fill(mapnik.Color('black'))
     view = im.view(0, 0, 256, 256)
-    eq_(view.is_solid(), True)
+    assert view.is_solid()
     # set one pixel to a different color
     im.set_pixel(0, 0, mapnik.Color('white'))
-    eq_(im.is_solid(), False)
+    assert not im.is_solid()
     # view, since it is the exact dimensions of the image
     # should also be non-solid
-    eq_(view.is_solid(), False)
+    assert not view.is_solid()
     # but not a view that excludes the single diff pixel
     view2 = im.view(1, 1, 256, 256)
-    eq_(view2.is_solid(), True)
+    assert view2.is_solid()
 
 
 def test_setting_alpha():
@@ -80,16 +57,16 @@ def test_setting_alpha():
     # white, half transparent
     c1 = mapnik.Color('rgba(255,255,255,.5)')
     im1.fill(c1)
-    eq_(im1.painted(), False)
-    eq_(im1.is_solid(), True)
+    assert not im1.painted()
+    assert im1.is_solid()
     # pure white
     im2 = mapnik.Image(w, h)
     c2 = mapnik.Color('rgba(255,255,255,1)')
     im2.fill(c2)
     im2.apply_opacity(c1.a / 255.0)
-    eq_(im2.painted(), False)
-    eq_(im2.is_solid(), True)
-    eq_(len(im1.tostring('png32')), len(im2.tostring('png32')))
+    assert not im2.painted()
+    assert im2.is_solid()
+    assert len(im1.tostring('png32')) ==  len(im2.tostring('png32'))
 
 
 def test_render_image_to_file():
@@ -128,12 +105,12 @@ def get_paired_images(w, h, mapfile):
 def test_render_from_serialization():
     try:
         im, im2 = get_paired_images(
-            100, 100, '../data/good_maps/building_symbolizer.xml')
-        eq_(im.tostring('png32'), im2.tostring('png32'))
+            100, 100, './test/data/good_maps/building_symbolizer.xml')
+        assert im.tostring('png32') ==  im2.tostring('png32')
 
         im, im2 = get_paired_images(
-            100, 100, '../data/good_maps/polygon_symbolizer.xml')
-        eq_(im.tostring('png32'), im2.tostring('png32'))
+            100, 100, './test/data/good_maps/polygon_symbolizer.xml')
+        assert im.tostring('png32') ==  im2.tostring('png32')
     except RuntimeError as e:
         # only test datasources that we have installed
         if not 'Could not create datasource' in str(e):
@@ -198,21 +175,14 @@ def test_render_points():
         with open(svg_file, 'r') as f:
             svg = f.read()
         num_points_rendered = svg.count('<image ')
-        eq_(
-            num_points_present,
-            num_points_rendered,
-            "Not all points were rendered (%d instead of %d) at projection %s" %
-            (num_points_rendered,
-             num_points_present,
-             projdescr))
+        assert  num_points_present == num_points_rendered, "Not all points were rendered (%d instead of %d) at projection %s" % (num_points_rendered, num_points_present, projdescr)
 
 
-@raises(RuntimeError)
 def test_render_with_scale_factor_zero_throws():
-    m = mapnik.Map(256, 256)
-    im = mapnik.Image(256, 256)
-    mapnik.render(m, im, 0.0)
-
+    with pytest.raises(RuntimeError):
+        m = mapnik.Map(256, 256)
+        im = mapnik.Image(256, 256)
+        mapnik.render(m, im, 0.0) #should throw
 
 def test_render_with_detector():
     ds = mapnik.MemoryDatasource()
@@ -234,27 +204,24 @@ def test_render_with_detector():
     m.zoom_to_box(mapnik.Box2d(-180, -85, 180, 85))
     im = mapnik.Image(256, 256)
     mapnik.render(m, im)
-    expected_file = './images/support/marker-in-center.png'
+    expected_file = './test/python_tests/images/support/marker-in-center.png'
     actual_file = '/tmp/' + os.path.basename(expected_file)
     # im.save(expected_file,'png8')
     im.save(actual_file, 'png8')
     actual = mapnik.Image.open(expected_file)
     expected = mapnik.Image.open(expected_file)
-    eq_(actual.tostring('png32'),
-        expected.tostring('png32'),
-        'failed comparing actual (%s) and expected (%s)' % (actual_file,
-                                                            expected_file))
+    assert actual.tostring('png32') == expected.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual_file, expected_file)
     # now render will a collision detector that should
     # block out the placement of this point
     detector = mapnik.LabelCollisionDetector(m)
-    eq_(detector.extent(), mapnik.Box2d(-0.0, -0.0, m.width, m.height))
-    eq_(detector.extent(), mapnik.Box2d(-0.0, -0.0, 256.0, 256.0))
-    eq_(detector.boxes(), [])
+    assert detector.extent(), mapnik.Box2d(-0.0, -0.0, m.width ==  m.height)
+    assert detector.extent(), mapnik.Box2d(-0.0, -0.0, 256.0 ==  256.0)
+    assert detector.boxes() ==  []
     detector.insert(detector.extent())
-    eq_(detector.boxes(), [detector.extent()])
+    assert detector.boxes() ==  [detector.extent()]
     im2 = mapnik.Image(256, 256)
     mapnik.render_with_detector(m, im2, detector)
-    expected_file_collision = './images/support/marker-in-center-not-placed.png'
+    expected_file_collision = './test/python_tests/images/support/marker-in-center-not-placed.png'
     # im2.save(expected_file_collision,'png8')
     actual_file = '/tmp/' + os.path.basename(expected_file_collision)
     im2.save(actual_file, 'png8')
@@ -264,13 +231,13 @@ def test_render_with_detector():
 
     def test_render_with_scale_factor():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, '../data/good_maps/marker-text-line.xml')
+        mapnik.load_map(m, './test/data/good_maps/marker-text-line.xml')
         m.zoom_all()
         sizes = [.00001, .005, .1, .899, 1, 1.5, 2, 5, 10, 100]
         for size in sizes:
             im = mapnik.Image(256, 256)
             mapnik.render(m, im, size)
-            expected_file = './images/support/marker-text-line-scale-factor-%s.png' % size
+            expected_file = './test/python_tests/images/support/marker-text-line-scale-factor-%s.png' % size
             actual_file = '/tmp/' + os.path.basename(expected_file)
             im.save(actual_file, 'png32')
             if os.environ.get('UPDATE'):
@@ -279,11 +246,4 @@ def test_render_with_scale_factor():
             # color png
             actual = mapnik.Image.open(actual_file)
             expected = mapnik.Image.open(expected_file)
-            eq_(actual.tostring('png32'),
-                expected.tostring('png32'),
-                'failed comparing actual (%s) and expected (%s)' % (actual_file,
-                                                                    expected_file))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+            assert actual.tostring('png32') == expected.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual_file, expected_file)

From 40cd3c7ef1dae188db240c8082ff4d63b8fad52a Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Tue, 7 Feb 2023 14:42:24 +0000
Subject: [PATCH 11/37] Fix deprecated `PyUnicode_FromUnicode` (NOTE: shouldn't
 assume wchar is 4 bytes!) + Unit tests (shapefile, render_grid)

---
 src/python_grid_utils.cpp             |   4 +-
 test/python_tests/render_grid_test.py | 171 ++++++++++-------------
 test/python_tests/shapefile_test.py   | 186 +++++++++++---------------
 3 files changed, 152 insertions(+), 209 deletions(-)

diff --git a/src/python_grid_utils.cpp b/src/python_grid_utils.cpp
index c2585732d..3c5ab8b1d 100644
--- a/src/python_grid_utils.cpp
+++ b/src/python_grid_utils.cpp
@@ -105,7 +105,7 @@ void grid2utf(T const& grid_type,
         }
         l.append(boost::python::object(
                      boost::python::handle<>(
-                         PyUnicode_FromUnicode(line.get(), array_size))));
+                         PyUnicode_FromKindAndData(PyUnicode_4BYTE_KIND, line.get(), array_size))));
     }
 }
 
@@ -168,7 +168,7 @@ void grid2utf(T const& grid_type,
         }
         l.append(boost::python::object(
                      boost::python::handle<>(
-                         PyUnicode_FromUnicode(line.get(), array_size))));
+                         PyUnicode_FromKindAndData(PyUnicode_4BYTE_KIND, line.get(), array_size))));
     }
 }
 
diff --git a/test/python_tests/render_grid_test.py b/test/python_tests/render_grid_test.py
index 8752fccb0..c5f0cf8da 100644
--- a/test/python_tests/render_grid_test.py
+++ b/test/python_tests/render_grid_test.py
@@ -1,24 +1,6 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
-from nose.tools import eq_, raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-try:
-    import json
-except ImportError:
-    import simplejson as json
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
+import json
+import pytest
 
 if mapnik.has_grid_renderer():
     def show_grids(name, g1, g2):
@@ -384,27 +366,26 @@ def test_render_grid():
         grid = mapnik.Grid(m.width, m.height, key='Name')
         mapnik.render_layer(m, grid, layer=0, fields=['Name'])
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1, grid_correct_new3, show_grids(
-            'new-markers', utf1, grid_correct_new3))
+        assert utf1 == grid_correct_new3, show_grids('new-markers', utf1, grid_correct_new3)
 
         # check a full view is the same as a full image
         grid_view = grid.view(0, 0, width, height)
         # for kicks check at full res too
         utf3 = grid.encode('utf', resolution=1)
         utf4 = grid_view.encode('utf', resolution=1)
-        eq_(utf3['grid'], utf4['grid'])
-        eq_(utf3['keys'], utf4['keys'])
-        eq_(utf3['data'], utf4['data'])
+        assert utf3['grid'] ==  utf4['grid']
+        assert utf3['keys'] ==  utf4['keys']
+        assert utf3['data'] ==  utf4['data']
 
-        eq_(resolve(utf4, 0, 0), None)
+        assert resolve(utf4, 0, 0) ==  None
 
         # resolve some center points in the
         # resampled view
         utf5 = grid_view.encode('utf', resolution=4)
-        eq_(resolve(utf5, 25, 10), {"Name": "North West"})
-        eq_(resolve(utf5, 25, 46), {"Name": "North East"})
-        eq_(resolve(utf5, 38, 10), {"Name": "South West"})
-        eq_(resolve(utf5, 38, 46), {"Name": "South East"})
+        assert resolve(utf5, 25, 10) ==  {"Name": "North West"}
+        assert resolve(utf5, 25, 46) ==  {"Name": "North East"}
+        assert resolve(utf5, 38, 10) ==  {"Name": "South West"}
+        assert resolve(utf5, 38, 46) ==  {"Name": "South East"}
 
     grid_feat_id = {
         'keys': [
@@ -670,25 +651,25 @@ def test_render_grid3():
         grid = mapnik.Grid(m.width, m.height, key='__id__')
         mapnik.render_layer(m, grid, layer=0, fields=['__id__', 'Name'])
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1, grid_feat_id3, show_grids('id-markers', utf1, grid_feat_id3))
+        assert utf1 == grid_feat_id3, show_grids('id-markers', utf1 ==  grid_feat_id3)
         # check a full view is the same as a full image
         grid_view = grid.view(0, 0, width, height)
         # for kicks check at full res too
         utf3 = grid.encode('utf', resolution=1)
         utf4 = grid_view.encode('utf', resolution=1)
-        eq_(utf3['grid'], utf4['grid'])
-        eq_(utf3['keys'], utf4['keys'])
-        eq_(utf3['data'], utf4['data'])
+        assert utf3['grid'] ==  utf4['grid']
+        assert utf3['keys'] ==  utf4['keys']
+        assert utf3['data'] ==  utf4['data']
 
-        eq_(resolve(utf4, 0, 0), None)
+        assert resolve(utf4, 0, 0) ==  None
 
         # resolve some center points in the
         # resampled view
         utf5 = grid_view.encode('utf', resolution=4)
-        eq_(resolve(utf5, 25, 10), {"Name": "North West", "__id__": 3})
-        eq_(resolve(utf5, 25, 46), {"Name": "North East", "__id__": 4})
-        eq_(resolve(utf5, 38, 10), {"Name": "South West", "__id__": 2})
-        eq_(resolve(utf5, 38, 46), {"Name": "South East", "__id__": 1})
+        assert resolve(utf5, 25, 10) == {"Name": "North West", "__id__": 3}
+        assert resolve(utf5, 25, 46) == {"Name": "North East", "__id__": 4}
+        assert resolve(utf5, 38, 10) == {"Name": "South West", "__id__": 2}
+        assert resolve(utf5, 38, 46) == {"Name": "South East", "__id__": 1}
 
     def gen_grid_for_id(pixel_key):
         ds = mapnik.MemoryDatasource()
@@ -718,39 +699,39 @@ def gen_grid_for_id(pixel_key):
 
     def test_negative_id():
         grid = gen_grid_for_id(-1)
-        eq_(grid.get_pixel(128, 128), -1)
+        assert grid.get_pixel(128, 128) ==  -1
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1['keys'], ['-1'])
+        assert utf1['keys'] ==  ['-1']
 
     def test_32bit_int_id():
         int32 = 2147483647
         grid = gen_grid_for_id(int32)
-        eq_(grid.get_pixel(128, 128), int32)
+        assert grid.get_pixel(128, 128) ==  int32
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1['keys'], [str(int32)])
+        assert utf1['keys'] ==  [str(int32)]
         max_neg = -(int32)
         grid = gen_grid_for_id(max_neg)
-        eq_(grid.get_pixel(128, 128), max_neg)
+        assert grid.get_pixel(128, 128) ==  max_neg
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1['keys'], [str(max_neg)])
+        assert utf1['keys'] ==  [str(max_neg)]
 
     def test_64bit_int_id():
         int64 = 0x7FFFFFFFFFFFFFFF
         grid = gen_grid_for_id(int64)
-        eq_(grid.get_pixel(128, 128), int64)
+        assert grid.get_pixel(128, 128) ==  int64
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1['keys'], [str(int64)])
+        assert utf1['keys'] ==  [str(int64)]
         max_neg = -(int64)
         grid = gen_grid_for_id(max_neg)
-        eq_(grid.get_pixel(128, 128), max_neg)
+        assert grid.get_pixel(128, 128) ==  max_neg
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1['keys'], [str(max_neg)])
+        assert utf1['keys'] ==  [str(max_neg)]
 
     def test_id_zero():
         grid = gen_grid_for_id(0)
-        eq_(grid.get_pixel(128, 128), 0)
+        assert grid.get_pixel(128, 128) ==  0
         utf1 = grid.encode('utf', resolution=4)
-        eq_(utf1['keys'], ['0'])
+        assert utf1['keys'] ==  ['0']
 
     line_expected = {
         "keys": [
@@ -852,7 +833,7 @@ def test_line_rendering():
         grid = mapnik.Grid(m.width, m.height, key='__id__')
         mapnik.render_layer(m, grid, layer=0, fields=['Name'])
         utf1 = grid.encode()
-        eq_(utf1, line_expected, show_grids('line', utf1, line_expected))
+        assert utf1 == line_expected, show_grids('line', utf1, line_expected)
 
     point_expected = {
         "data": {
@@ -939,7 +920,7 @@ def test_line_rendering():
     def test_point_symbolizer_grid():
         width, height = 256, 256
         sym = mapnik.PointSymbolizer()
-        sym.file = '../data/images/dummy.png'
+        sym.file = './test/data/images/dummy.png'
         m = create_grid_map(width, height, sym)
         ul_lonlat = mapnik.Coord(142.30, -38.20)
         lr_lonlat = mapnik.Coord(143.40, -38.80)
@@ -947,53 +928,49 @@ def test_point_symbolizer_grid():
         grid = mapnik.Grid(m.width, m.height)
         mapnik.render_layer(m, grid, layer=0, fields=['Name'])
         utf1 = grid.encode()
-        eq_(utf1, point_expected, show_grids('point-sym', utf1, point_expected))
+        assert utf1 == point_expected, show_grids('point-sym', utf1, point_expected)
 
     test_point_symbolizer_grid.requires_data = True
 
     # should throw because this is a mis-usage
     # https://github.com/mapnik/mapnik/issues/1325
-    @raises(RuntimeError)
     def test_render_to_grid_multiple_times():
-        # create map with two layers
-        m = mapnik.Map(256, 256)
-        s = mapnik.Style()
-        r = mapnik.Rule()
-        sym = mapnik.MarkersSymbolizer()
-        sym.allow_overlap = True
-        r.symbols.append(sym)
-        s.rules.append(r)
-        m.append_style('points', s)
-
-        # NOTE: we use a csv datasource here
-        # because the memorydatasource fails silently for
-        # queries requesting fields that do not exist in the datasource
-        ds1 = mapnik.Datasource(**{"type": "csv", "inline": '''
-          wkt,Name
-          "POINT (143.10 -38.60)",South East'''})
-        lyr1 = mapnik.Layer('One')
-        lyr1.datasource = ds1
-        lyr1.styles.append('points')
-        m.layers.append(lyr1)
-
-        ds2 = mapnik.Datasource(**{"type": "csv", "inline": '''
-          wkt,Value
-          "POINT (142.48 -38.60)",South West'''})
-        lyr2 = mapnik.Layer('Two')
-        lyr2.datasource = ds2
-        lyr2.styles.append('points')
-        m.layers.append(lyr2)
-
-        ul_lonlat = mapnik.Coord(142.30, -38.20)
-        lr_lonlat = mapnik.Coord(143.40, -38.80)
-        m.zoom_to_box(mapnik.Box2d(ul_lonlat, lr_lonlat))
-        grid = mapnik.Grid(m.width, m.height)
-        mapnik.render_layer(m, grid, layer=0, fields=['Name'])
-        # should throw right here since Name will be a property now on the `grid` object
-        # and it is not found on the second layer
-        mapnik.render_layer(m, grid, layer=1, fields=['Value'])
-        grid.encode()
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        with pytest.raises(RuntimeError):
+            # create map with two layers
+            m = mapnik.Map(256, 256)
+            s = mapnik.Style()
+            r = mapnik.Rule()
+            sym = mapnik.MarkersSymbolizer()
+            sym.allow_overlap = True
+            r.symbols.append(sym)
+            s.rules.append(r)
+            m.append_style('points', s)
+
+            # NOTE: we use a csv datasource here
+            # because the memorydatasource fails silently for
+            # queries requesting fields that do not exist in the datasource
+            ds1 = mapnik.Datasource(**{"type": "csv", "inline": '''
+            wkt,Name
+            "POINT (143.10 -38.60)",South East'''})
+            lyr1 = mapnik.Layer('One')
+            lyr1.datasource = ds1
+            lyr1.styles.append('points')
+            m.layers.append(lyr1)
+
+            ds2 = mapnik.Datasource(**{"type": "csv", "inline": '''
+            wkt,Value
+            "POINT (142.48 -38.60)",South West'''})
+            lyr2 = mapnik.Layer('Two')
+            lyr2.datasource = ds2
+            lyr2.styles.append('points')
+            m.layers.append(lyr2)
+
+            ul_lonlat = mapnik.Coord(142.30, -38.20)
+            lr_lonlat = mapnik.Coord(143.40, -38.80)
+            m.zoom_to_box(mapnik.Box2d(ul_lonlat, lr_lonlat))
+            grid = mapnik.Grid(m.width, m.height)
+            mapnik.render_layer(m, grid, layer=0, fields=['Name'])
+            # should throw right here since Name will be a property now on the `grid` object
+            # and it is not found on the second layer
+            mapnik.render_layer(m, grid, layer=1, fields=['Value'])
+            grid.encode()
diff --git a/test/python_tests/shapefile_test.py b/test/python_tests/shapefile_test.py
index 2558506d5..b0fdc91f4 100644
--- a/test/python_tests/shapefile_test.py
+++ b/test/python_tests/shapefile_test.py
@@ -1,149 +1,115 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
-from nose.tools import assert_almost_equal, eq_, raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
+import pytest
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
 
     # Shapefile initialization
     def test_shapefile_init():
-        s = mapnik.Shapefile(file='../data/shp/boundaries')
+        s = mapnik.Shapefile(file='./test/data/shp/boundaries')
 
         e = s.envelope()
 
-        assert_almost_equal(e.minx, -11121.6896651, places=7)
-        assert_almost_equal(e.miny, -724724.216526, places=6)
-        assert_almost_equal(e.maxx, 2463000.67866, places=5)
-        assert_almost_equal(e.maxy, 1649661.267, places=3)
+        assert e.minx == pytest.approx(-11121.6896651, abs=1e-07)
+        assert e.miny == pytest.approx( -724724.216526, abs=1e-6)
+        assert e.maxx == pytest.approx( 2463000.67866, abs=1e-5)
+        assert e.maxy == pytest.approx( 1649661.267, abs=1e-3)
 
     # Shapefile properties
     def test_shapefile_properties():
-        s = mapnik.Shapefile(file='../data/shp/boundaries', encoding='latin1')
+        s = mapnik.Shapefile(file='./test/data/shp/boundaries', encoding='latin1')
         f = list(s.features_at_point(s.envelope().center()))[0]
 
-        eq_(f['CGNS_FID'], u'6f733341ba2011d892e2080020a0f4c9')
-        eq_(f['COUNTRY'], u'CAN')
-        eq_(f['F_CODE'], u'FA001')
-        eq_(f['NAME_EN'], u'Quebec')
+        assert f['CGNS_FID'] ==  u'6f733341ba2011d892e2080020a0f4c9'
+        assert f['COUNTRY'] ==  u'CAN'
+        assert f['F_CODE'] ==  u'FA001'
+        assert f['NAME_EN'] ==  u'Quebec'
         # this seems to break if icu data linking is not working
-        eq_(f['NOM_FR'], u'Qu\xe9bec')
-        eq_(f['NOM_FR'], u'Québec')
-        eq_(f['Shape_Area'], 1512185733150.0)
-        eq_(f['Shape_Leng'], 19218883.724300001)
+        assert f['NOM_FR'] ==  u'Qu\xe9bec'
+        assert f['NOM_FR'] ==  u'Québec'
+        assert f['Shape_Area'] ==  1512185733150.0
+        assert f['Shape_Leng'] ==  19218883.724300001
+
 
-    @raises(RuntimeError)
     def test_that_nonexistant_query_field_throws(**kwargs):
-        ds = mapnik.Shapefile(file='../data/shp/world_merc')
-        eq_(len(ds.fields()), 11)
-        eq_(ds.fields(), ['FIPS', 'ISO2', 'ISO3', 'UN', 'NAME',
-                          'AREA', 'POP2005', 'REGION', 'SUBREGION', 'LON', 'LAT'])
-        eq_(ds.field_types(),
-            ['str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float'])
+        ds = mapnik.Shapefile(file='./test/data/shp/world_merc')
+        assert len(ds.fields()) ==  11
+        assert ds.fields() == ['FIPS', 'ISO2', 'ISO3', 'UN', 'NAME',
+                               'AREA', 'POP2005', 'REGION', 'SUBREGION', 'LON', 'LAT']
+        assert ds.field_types() == ['str','str','str','int','str','int','int','int','int','float','float']
         query = mapnik.Query(ds.envelope())
-        for fld in ds.fields():
-            query.add_property_name(fld)
-        # also add an invalid one, triggering throw
-        query.add_property_name('bogus')
-        ds.features(query)
+        with pytest.raises(RuntimeError):
+            for fld in ds.fields():
+                query.add_property_name(fld)
+                # also add an invalid one, triggering throw
+                query.add_property_name('bogus')
+                ds.features(query)
 
     def test_dbf_logical_field_is_boolean():
-        ds = mapnik.Shapefile(file='../data/shp/long_lat')
-        eq_(len(ds.fields()), 7)
-        eq_(ds.fields(), ['LONG', 'LAT', 'LOGICAL_TR',
-                          'LOGICAL_FA', 'CHARACTER', 'NUMERIC', 'DATE'])
-        eq_(ds.field_types(), ['str', 'str',
-                               'bool', 'bool', 'str', 'float', 'str'])
+        ds = mapnik.Shapefile(file='./test/data/shp/long_lat')
+        assert len(ds.fields()) ==  7
+        assert ds.fields() == ['LONG', 'LAT', 'LOGICAL_TR', 'LOGICAL_FA', 'CHARACTER', 'NUMERIC', 'DATE']
+        assert ds.field_types() == ['str', 'str', 'bool', 'bool', 'str', 'float', 'str']
         query = mapnik.Query(ds.envelope())
         for fld in ds.fields():
             query.add_property_name(fld)
         feat = list(ds.all_features())[0]
-        eq_(feat.id(), 1)
-        eq_(feat['LONG'], '0')
-        eq_(feat['LAT'], '0')
-        eq_(feat['LOGICAL_TR'], True)
-        eq_(feat['LOGICAL_FA'], False)
-        eq_(feat['CHARACTER'], '254')
-        eq_(feat['NUMERIC'], 32)
-        eq_(feat['DATE'], '20121202')
+        assert feat.id() ==  1
+        assert feat['LONG'] ==  '0'
+        assert feat['LAT'] ==  '0'
+        assert feat['LOGICAL_TR'] ==  True
+        assert feat['LOGICAL_FA'] ==  False
+        assert feat['CHARACTER'] ==  '254'
+        assert feat['NUMERIC'] ==  32
+        assert feat['DATE'] ==  '20121202'
 
     # created by hand in qgis 1.8.0
     def test_shapefile_point2d_from_qgis():
-        ds = mapnik.Shapefile(file='../data/shp/points/qgis.shp')
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['id', 'name'])
-        eq_(ds.field_types(), ['int', 'str'])
-        eq_(len(list(ds.all_features())), 3)
+        ds = mapnik.Shapefile(file='./test/data/shp/points/qgis.shp')
+        assert len(ds.fields()) ==  2
+        assert ds.fields(), ['id' ==  'name']
+        assert ds.field_types(), ['int' ==  'str']
+        assert len(list(ds.all_features())) ==  3
 
     # ogr2ogr tests/data/shp/3dpoint/ogr_zfield.shp
     # tests/data/shp/3dpoint/qgis.shp -zfield id
     def test_shapefile_point_z_from_qgis():
-        ds = mapnik.Shapefile(file='../data/shp/points/ogr_zfield.shp')
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['id', 'name'])
-        eq_(ds.field_types(), ['int', 'str'])
-        eq_(len(list(ds.all_features())), 3)
+        ds = mapnik.Shapefile(file='./test/data/shp/points/ogr_zfield.shp')
+        assert len(ds.fields()) ==  2
+        assert ds.fields(), ['id' ==  'name']
+        assert ds.field_types(), ['int' ==  'str']
+        assert len(list(ds.all_features())) ==  3
 
     def test_shapefile_multipoint_from_qgis():
-        ds = mapnik.Shapefile(file='../data/shp/points/qgis_multi.shp')
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['id', 'name'])
-        eq_(ds.field_types(), ['int', 'str'])
-        eq_(len(list(ds.all_features())), 1)
+        ds = mapnik.Shapefile(file='./test/data/shp/points/qgis_multi.shp')
+        assert len(ds.fields()) ==  2
+        assert ds.fields(), ['id' ==  'name']
+        assert ds.field_types(), ['int' ==  'str']
+        assert len(list(ds.all_features())) ==  1
 
     # pointzm from arcinfo
     def test_shapefile_point_zm_from_arcgis():
-        ds = mapnik.Shapefile(file='../data/shp/points/poi.shp')
-        eq_(len(ds.fields()), 7)
-        eq_(ds.fields(),
-            ['interst_id',
-             'state_d',
-             'cnty_name',
-             'latitude',
-             'longitude',
-             'Name',
-             'Website'])
-        eq_(ds.field_types(), ['str', 'str',
-                               'str', 'float', 'float', 'str', 'str'])
-        eq_(len(list(ds.all_features())), 17)
+        ds = mapnik.Shapefile(file='./test/data/shp/points/poi.shp')
+        assert len(ds.fields()) ==  7
+        assert ds.fields() == ['interst_id',
+                               'state_d',
+                               'cnty_name',
+                               'latitude',
+                               'longitude',
+                               'Name',
+                               'Website']
+        assert ds.field_types() == ['str', 'str', 'str', 'float', 'float', 'str', 'str']
+        assert len(list(ds.all_features())) ==  17
 
     # copy of the above with ogr2ogr that makes m record 14 instead of 18
     def test_shapefile_point_zm_from_ogr():
-        ds = mapnik.Shapefile(file='../data/shp/points/poi_ogr.shp')
-        eq_(len(ds.fields()), 7)
-        eq_(ds.fields(),
-            ['interst_id',
-             'state_d',
-             'cnty_name',
-             'latitude',
-             'longitude',
-             'Name',
-             'Website'])
-        eq_(ds.field_types(), ['str', 'str',
-                               'str', 'float', 'float', 'str', 'str'])
-        eq_(len(list(ds.all_features())), 17)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        ds = mapnik.Shapefile(file='./test/data/shp/points/poi_ogr.shp')
+        assert len(ds.fields()) ==  7
+        assert ds.fields(),['interst_id',
+                            'state_d',
+                            'cnty_name',
+                            'latitude',
+                            'longitude',
+                            'Name',
+                            'Website']
+        assert ds.field_types() == ['str', 'str', 'str', 'float', 'float', 'str', 'str']
+        assert len(list(ds.all_features())) ==  17

From 67f7222c6cf1fe55da0a27d83e435dd2825be22e Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 8 Feb 2023 11:49:01 +0000
Subject: [PATCH 12/37] Unit tests - upgrade palette_test

---
 test/python_tests/palette_test.py | 59 +++++++++----------------------
 1 file changed, 16 insertions(+), 43 deletions(-)

diff --git a/test/python_tests/palette_test.py b/test/python_tests/palette_test.py
index 9913f81f2..849a6c3f1 100644
--- a/test/python_tests/palette_test.py
+++ b/test/python_tests/palette_test.py
@@ -1,23 +1,6 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-import sys
-
-from nose.tools import eq_
-
+import sys, os
 import mapnik
 
-from .utilities import execution_path, run_all
-
-PYTHON3 = sys.version_info[0] == 3
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
 expected_64 = '[Palette 64 colors #494746 #c37631 #89827c #d1955c #7397b9 #fc9237 #a09f9c #fbc147 #9bb3ce #b7c9a1 #b5d29c #c4b9aa #cdc4a5 #d5c8a3 #c1d7aa #ccc4b6 #dbd19c #b2c4d5 #eae487 #c9c8c6 #e4db99 #c9dcb5 #dfd3ac #cbd2c2 #d6cdbc #dbd2b6 #c0ceda #ece597 #f7ef86 #d7d3c3 #dfcbc3 #d1d0cd #d1e2bf #d3dec1 #dbd3c4 #e6d8b6 #f4ef91 #d3d3cf #cad5de #ded7c9 #dfdbce #fcf993 #ffff8a #dbd9d7 #dbe7cd #d4dce2 #e4ded3 #ebe3c9 #e0e2e2 #f4edc3 #fdfcae #e9e5dc #f4edda #eeebe4 #fefdc5 #e7edf2 #edf4e5 #f2efe9 #f6ede7 #fefedd #f6f4f0 #f1f5f8 #fbfaf8 #ffffff]'
 
 expected_256 = '[Palette 256 colors #272727 #3c3c3c #484847 #564b41 #605243 #6a523e #555555 #785941 #5d5d5d #746856 #676767 #956740 #ba712e #787777 #cb752a #c27c3d #b68049 #dc8030 #df9e10 #878685 #e1a214 #928b82 #a88a70 #ea8834 #e7a81d #cb8d55 #909090 #94938c #e18f48 #f68d36 #6f94b7 #e1ab2e #8e959b #c79666 #999897 #ff9238 #ef9447 #a99a88 #f1b32c #919ca6 #a1a09f #f0b04b #8aa4bf #f8bc39 #b3ac8f #d1a67a #e3b857 #a8a8a7 #ffc345 #a2adb9 #afaeab #f9ab69 #afbba4 #c4c48a #b4b2af #dec177 #9ab2cf #a3bebb #d7b491 #b6cd9e #b5d29c #b9c8a2 #f1c969 #c5c79e #bbbab9 #cabdaa #a6bcd1 #cec4a7 #e7cc89 #dad98a #d5c9a3 #fabd8a #c1d7aa #cec5b4 #d1d1a5 #d9cf9f #c5c4c3 #d3c7b5 #ddd59d #b4c6d6 #d1cbb4 #d1c7ba #d7d1aa #e1c6ab #cbc7c2 #dbd0a9 #e8e58a #fee178 #d3cbba #dfd7a3 #d2cfb9 #c9ddb5 #d2cbbe #c3cbce #d7cbba #dcceb2 #dfd3aa #e5dd9a #dbd3b1 #ceccc6 #d7cbbe #d7cfba #dfc3be #dfd3ae #cbcbcb #cbd3c3 #d3cfc0 #e0d8aa #d7cfbe #dbd3b8 #ebe596 #dfd8b0 #c0ceda #f1ee89 #decfbc #d7cfc4 #d7d3c3 #d1d0cd #d2dfc0 #dbd3c3 #e7c7c3 #e7d7b3 #f2ed92 #d1e2bf #dad7c3 #fef383 #d3d3cf #dbd3c7 #e0d3c2 #dfd7c0 #ebe4a8 #dbd7c7 #dfd3c7 #f7f38f #c9d4de #dcdcc5 #dfd7c7 #e7d5c2 #d6d5d4 #faf78e #d7dfca #fbfb8a #fffb86 #dfd7cb #e5ddc0 #dad7d2 #ecd6c1 #cfd7de #e8d0cc #fbfb8e #fffb8a #eae3b8 #e3d7cd #dfdbce #fffb8e #ffff8a #f5efa6 #dae6cc #e3dbcf #edddc3 #dddbd6 #d5dbdf #ffff91 #e3dbd3 #fefc99 #e7dbd2 #eaddcd #e3dfd3 #ebd7d3 #dddddd #d4dee6 #e2dfd7 #fcdcc0 #e7dbd7 #e7dfd3 #ebe4cb #f4eeb8 #e3dfdb #e7dfd7 #ebded5 #e7e3d7 #fefea6 #e1ecd6 #ece5d3 #e7e3db #dee3e5 #ebe3db #efdfdb #efe3d8 #f4efc9 #e6ecdb #ebe3df #ebe7db #f0ecd3 #e5e6e5 #efe7da #ebe7df #efe3df #fefeb8 #dfe7ef #ebe7e3 #edebde #efe7e0 #e8efe0 #e7f3df #ebebe3 #e7ebe8 #f5edd9 #efebe3 #e3ebf1 #e9efe7 #ebebea #efebe7 #f0efe2 #ecf3e5 #fefdc9 #efefe7 #f3efe7 #f5f3e1 #f2efe9 #e9eef4 #ffeddf #efefef #f3efeb #f3f3eb #f0f7eb #fbf7e1 #fefed8 #f3f3ef #f7f3eb #eef3f7 #f7f7ea #f3f3f3 #f3f7ef #f7f3ef #f3f3f7 #f7f3f3 #f7f7ef #fffee3 #f3f7f7 #f7f7f3 #fcf7ee #f7f7f7 #f7fbf4 #f5f7fb #fbf7f6 #fffeef #f7fbfb #fbfbf7 #fbfbfb #fbfbff #fbfffb #fffbfb #fbffff #fffffb #ffffff]'
@@ -26,31 +9,28 @@ def setup():
 
 
 def test_reading_palettes():
-    with open('../data/palettes/palette64.act', 'rb') as act:
+    with open('./test/data/palettes/palette64.act', 'rb') as act:
         palette = mapnik.Palette(act.read(), 'act')
-    eq_(palette.to_string(), expected_64)
-    with open('../data/palettes/palette256.act', 'rb') as act:
+    assert palette.to_string() ==  expected_64
+    with open('./test/data/palettes/palette256.act', 'rb') as act:
         palette = mapnik.Palette(act.read(), 'act')
-    eq_(palette.to_string(), expected_256)
-    if PYTHON3:
-        palette = mapnik.Palette(b'\xff\x00\xff\xff\xff\xff', 'rgb')
-    else:
-        palette = mapnik.Palette('\xff\x00\xff\xff\xff\xff', 'rgb')
-    eq_(palette.to_string(), expected_rgb)
+    assert palette.to_string() ==  expected_256
+    palette = mapnik.Palette(b'\xff\x00\xff\xff\xff\xff', 'rgb')
+    assert palette.to_string() ==  expected_rgb
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
 
     def test_render_with_palette():
         m = mapnik.Map(600, 400)
-        mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
+        mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
         m.zoom_all()
         im = mapnik.Image(m.width, m.height)
         mapnik.render(m, im)
-        with open('../data/palettes/palette256.act', 'rb') as act:
+        with open('./test/data/palettes/palette256.act', 'rb') as act:
             palette = mapnik.Palette(act.read(), 'act')
         # test saving directly to filesystem
         im.save('/tmp/mapnik-palette-test.png', 'png', palette)
-        expected = './images/support/mapnik-palette-test.png'
+        expected = './test/python_tests/images/support/mapnik-palette-test.png'
         if os.environ.get('UPDATE'):
             im.save(expected, "png", palette)
 
@@ -58,17 +38,10 @@ def test_render_with_palette():
         with open('/tmp/mapnik-palette-test2.png', 'wb') as f:
             f.write(im.tostring('png', palette))
         # compare the two methods
-        eq_(mapnik.Image.open('/tmp/mapnik-palette-test.png').tostring('png32'),
-            mapnik.Image.open(
-                '/tmp/mapnik-palette-test2.png').tostring('png32'),
-            '%s not eq to %s' % ('/tmp/mapnik-palette-test.png',
-                                 '/tmp/mapnik-palette-test2.png'))
+        im1 = mapnik.Image.open('/tmp/mapnik-palette-test.png')
+        im2 = mapnik.Image.open('/tmp/mapnik-palette-test2.png')
+        assert im1.tostring('png32') == im1.tostring('png32'),'%s not eq to %s' % ('/tmp/mapnik-palette-test.png',
+                                                                                   '/tmp/mapnik-palette-test2.png')
         # compare to expected
-        eq_(mapnik.Image.open('/tmp/mapnik-palette-test.png').tostring('png32'),
-            mapnik.Image.open(expected).tostring('png32'),
-            '%s not eq to %s' % ('/tmp/mapnik-palette-test.png',
-                                 expected))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert im1.tostring('png32') == mapnik.Image.open(expected).tostring('png32'), '%s not eq to %s' % ('/tmp/mapnik-palette-test.png',
+                                                                                                            expected)

From 0697787e1a0d533633a75da54ea4dfd8eb6fd674 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 8 Feb 2023 11:49:43 +0000
Subject: [PATCH 13/37] Unit tests - upgrade `printing` module to use `pypdf`
 package + update pdf printing test

---
 mapnik/printing/__init__.py                   |  63 +++++++++---------
 .../images/pycairo/pdf-printing-expected.pdf  | Bin 81792 -> 66156 bytes
 test/python_tests/pdf_printing_test.py        |  62 +++++++----------
 3 files changed, 53 insertions(+), 72 deletions(-)

diff --git a/mapnik/printing/__init__.py b/mapnik/printing/__init__.py
index 023f1380d..0af163145 100644
--- a/mapnik/printing/__init__.py
+++ b/mapnik/printing/__init__.py
@@ -2,11 +2,8 @@
 
 """Mapnik classes to assist in creating printable maps."""
 
-from __future__ import absolute_import, print_function
-
 import logging
 import math
-
 from mapnik import Box2d, Coord, Geometry, Layer, Map, Projection, Style, render
 from mapnik.printing.conversions import m2pt, m2px
 from mapnik.printing.formats import pagesizes
@@ -25,12 +22,12 @@
     HAS_PANGOCAIRO_MODULE = False
 
 try:
-    from PyPDF2 import PdfFileReader, PdfFileWriter
-    from PyPDF2.generic import (ArrayObject, DecodedStreamObject, DictionaryObject, FloatObject, NameObject,
-        NumberObject, TextStringObject)
-    HAS_PYPDF2 = True
+    from pypdf import PdfReader, PdfWriter
+    from pypdf.generic import (ArrayObject, DecodedStreamObject, DictionaryObject, FloatObject, NameObject,
+                                 NumberObject, TextStringObject)
+    HAS_PYPDF = True
 except ImportError:
-    HAS_PYPDF2 = False
+    HAS_PYPDF = False
 
 """
 Style of centering to use with the map.
@@ -90,7 +87,7 @@ def __init__(self,
         Args:
             pagesize: tuple of page size in meters, see predefined sizes in mapnik.formats module
             margin: page margin in meters
-            box: the box to render the map into. Must be within page area, margin excluded. 
+            box: the box to render the map into. Must be within page area, margin excluded.
                 This should be a Mapnik Box2d object. Default is the full page without margin.
             percent_box: similar to box argument but specified as a percent (0->1) of the full page size.
                 If both box and percent_box are specified percent_box will be used.
@@ -104,7 +101,7 @@ def __init__(self,
                 be a value from the mapnik.utils.centering class. The default is to center on the maps constrained
                 axis. Typically this will be horizontal for portrait pages and vertical for landscape pages.
             is_latlon: whether the map is in lat lon degrees or not.
-            use_ocg_layers: create OCG layers in the PDF, requires PyPDF2
+            use_ocg_layers: create OCG layers in the PDF, requires pypdf
             font_name: the font name used each time text is written (e.g., legend titles, representative fraction, etc.)
         """
         self._pagesize = pagesize
@@ -563,7 +560,7 @@ def render_scale(self, m, ctx=None, width=0.05, num_divisions=3, bar_size=8.0, w
 
         Args:
             m: the Map object to render the scale for
-            ctx: A cairo context to render the scale into. If this is None, we create a context and find out 
+            ctx: A cairo context to render the scale into. If this is None, we create a context and find out
                 the best location for the scale bar
             width: the width of area available for rendering the scale bar (in meters)
             num_divisions: the number of divisions for the scale bar
@@ -737,7 +734,7 @@ def render_graticule_on_map(self, m, dec_degrees=True, grid_layer_name="Graticul
 
         # renders the vertical graticule axes
         self._render_graticule_axes_and_text(
-            m, 
+            m,
             p2,
             latlon_bounds,
             latlon_buffer,
@@ -1119,7 +1116,7 @@ def convert_pdf_pages_to_layers(self, filename, layer_names=None, reverse_all_bu
         Takes a multi pages PDF as input and converts each page to a layer in a single page PDF.
 
         Note:
-            requires PyPDF2 to be available
+            requires pypdf to be available
 
         Args:
             layer_names should be a sequence of the user visible names of the layers, if not given
@@ -1128,17 +1125,17 @@ def convert_pdf_pages_to_layers(self, filename, layer_names=None, reverse_all_bu
             if output_name is not provided a temporary file will be used for the conversion which
             will then be copied back over the source file.
         """
-        if not HAS_PYPDF2:
-            raise RuntimeError("PyPDF2 not available; PyPDF2 required to convert pdf pages to layers")
+        if not HAS_PYPDF:
+            raise RuntimeError("pypdf not available; pypdf required to convert pdf pages to layers")
 
         with open(filename, "rb+") as f:
-            file_reader = PdfFileReader(f)
-            file_writer = PdfFileWriter()
+            file_reader = PdfReader(f)
+            file_writer = PdfWriter()
 
-            template_page_size = file_reader.pages[0].mediaBox
-            output_pdf = file_writer.addBlankPage(
-                width=template_page_size.getWidth(),
-                height=template_page_size.getHeight())
+            template_page_size = file_reader.pages[0].mediabox
+            output_pdf = file_writer.add_blank_page(
+                width=template_page_size.width,
+                height=template_page_size.height)
 
             content_key = NameObject('/Contents')
             output_pdf[content_key] = ArrayObject()
@@ -1149,15 +1146,15 @@ def convert_pdf_pages_to_layers(self, filename, layer_names=None, reverse_all_bu
             (properties, ocgs) = self._make_ocg_layers(file_reader, file_writer, output_pdf, layer_names)
 
             properties_key = NameObject('/Properties')
-            output_pdf[resource_key][properties_key] = file_writer._addObject(properties)
+            output_pdf[resource_key][properties_key] = file_writer._add_object(properties)
 
             ocproperties = DictionaryObject()
             ocproperties[NameObject('/OCGs')] = ocgs
 
             default_view = self._get_pdf_default_view(ocgs, reverse_all_but_last)
-            ocproperties[NameObject('/D')] = file_writer._addObject(default_view)
+            ocproperties[NameObject('/D')] = file_writer._add_object(default_view)
 
-            file_writer._root_object[NameObject('/OCProperties')] = file_writer._addObject(ocproperties)
+            file_writer._root_object[NameObject('/OCProperties')] = file_writer._add_object(ocproperties)
 
             f.seek(0)
             file_writer.write(f)
@@ -1189,7 +1186,7 @@ def _make_ocg_layers(self, file_reader, file_writer, output_pdf, layer_names=Non
                 page[NameObject(
                     '/Contents')] = ArrayObject((ocgs_start, page['/Contents'], ocg_end))
 
-            output_pdf.mergePage(page)
+            output_pdf.merge_page(page)
 
             ocg = DictionaryObject()
             ocg[NameObject('/Type')] = NameObject('/OCG')
@@ -1199,7 +1196,7 @@ def _make_ocg_layers(self, file_reader, file_writer, output_pdf, layer_names=Non
             else:
                 ocg[NameObject('/Name')] = TextStringObject('Layer %d' % (idx + 1))
 
-            indirect_ocg = file_writer._addObject(ocg)
+            indirect_ocg = file_writer._add_object(ocg)
             properties[ocg_name] = indirect_ocg
             ocgs.append(indirect_ocg)
 
@@ -1238,20 +1235,20 @@ def add_geospatial_pdf_header(self, m, filename, epsg=None, wkt=None):
             The epsg code or the wkt text of the projection must be provided.
             Must be called *after* the page has had .finish() called.
         """
-        if not HAS_PYPDF2:
-            raise RuntimeError("PyPDF2 not available; PyPDF2 required to add geospatial header to PDF")
+        if not HAS_PYPDF:
+            raise RuntimeError("pypdf not available; pypdf required to add geospatial header to PDF")
 
         if not any((epsg,wkt)):
             raise RuntimeError("EPSG or WKT required to add geospatial header to PDF")
 
         with open(filename, "rb+") as f:
-            file_reader = PdfFileReader(f)
-            file_writer = PdfFileWriter()
+            file_reader = PdfReader(f)
+            file_writer = PdfWriter()
 
             # preserve OCProperties at document root if we have one
-            if file_reader.trailer['/Root'].has_key(NameObject('/OCProperties')):
+            if NameObject('/OCProperties') in file_reader.trailer['/Root']:
                 file_writer._root_object[NameObject('/OCProperties')] = file_reader.trailer[
-                    '/Root'].getObject()[NameObject('/OCProperties')]
+                    '/Root'].get_object()[NameObject('/OCProperties')]
 
             for page in file_reader.pages:
                 gcs = DictionaryObject()
@@ -1265,7 +1262,7 @@ def add_geospatial_pdf_header(self, m, filename, epsg=None, wkt=None):
                 measure = self._get_pdf_measure(m, gcs)
                 page[NameObject('/VP')] = self._get_pdf_vp(measure)
 
-                file_writer.addPage(page)
+                file_writer.add_page(page)
 
             f.seek(0)
             file_writer.write(f)
diff --git a/test/python_tests/images/pycairo/pdf-printing-expected.pdf b/test/python_tests/images/pycairo/pdf-printing-expected.pdf
index e0dedea5f2cfd1e2b0f9f59a7bb916e78dde4a49..bf300ba05c99365597bb0d385fb140919b952404 100644
GIT binary patch
literal 66156
zcmeFa2UJu|lK^T&ML<E3oHNKUk(nV%&L9~SP;$;06cj|VBtbxeiewN31yK}1l8T9_
z5+o@KlB1yV`VNL6{Qv&%?4I*>&-*TpGjqGTtGl|ox<cO?uH&-uf(RIjlxuM4RU0XS
z70&8xW=AR}Mk=J^>te|&bllY1(w$UD#@W-!gB3w4q+)B~&U%s+4FI)RjY%aWNG+W#
zpejhBs>j`&Ej-OF-B@{Dd|fQ8_=vzzL||(eWK2Cw9h|L6*HE!SUC<&G(vSg-xLCS*
z*jl=?Lfz4jQGgH&6A)tw|0CAkkPvDuR^-|@6prxCm{drX6%B_zL)icJ6YBZqA(9Gd
zS-LxWx|#pNCg<a!pzUGmVM)Mk3MahDNU_3USW+Q#Q^GrFQ^*u9NK}UURfdA_L1l>F
z^#J8SEyUXWKX>7P@N2F8s(~PG4gaeQzg7$RyDd0uLka3{$-3S_osf41^9Iq+N)YNQ
zhCmR)7X&N*_ZJ8)f-t2J9Qd~GI}-Xvpej^~1cO?mIH6kx8fJEu=4&W?knmr#Kq};e
z1Yo}^`2cw2FJwMQ6f0_NT7-O1SXR{9d_!F&ns5|hN(l(mEG=wJrJa4i+{0m@B6wl&
z7#I?Z!QkQewM&>4hep6~I6PJu4PUzufH?uzI(b++dAPHpeqq-;4x0JP+<LZ_-Y(8=
z9;8Cje=r~s!o(LK7z_@F{zu?&DB=scg<S`Xg>b4_n!0<st?|toga5iiDx~dc=0R9g
z3UV5xLJBh4L|r+qrJ*dNO)8|XqQlAy%0a0S0);YyqmgSLvHA+o9V`NmLqm6s;25;5
zl#Z_2Z!lS?bPFKu<BD=x8cI+xp}8$Ugi%-=s0=lU#N)u5FcO1BB2gG&6sUzEyg=D;
zEhRO%Kll{fEG?b9ZOv_d_XhqOPFGz?=QlQ4OKSl47X-8oM_|zy6cUfbAn<rJ_^^fm
zAR-6~A!#6M2twxfd_(VuUw_bNKxNhAI@&}Wu?2*}dI-Wi0`>>O4v9k{a2OOEi@@SB
zIAOqQpv|rB6U3W@1cdLnsT*LVU&0A6>o1`PEvNOu1X^!IGp*z1X$f%w;4o8nOTuCl
zQkRx8kTVdFwX`$U^VBwV0^(KP*3I2R#>Ui*6@>(YGyU}ifrPKEU|CCdb2nQT4`;VE
z0Z1w&=Vb0|Ve4egDx`1gB<198`}+o9AzKR%8%S272m%sXZ2#4tFiMyedi_^$|Gjcy
z1VpcY{fELs%O3i};0fzj$643O7L3!9bxo4|B|OyC&4m9;rZuvun>vCmY%6+$S&}z(
zv~}=h<z1Txz@czxF8DxA2UBYxGQdPY^Yu$I2qNG>x(T8Iy8yO9u_BN_Mghi90-Kku
zxs;Q&gC#4NEGc($h)?iH9N2%rq(NT<!9oJE$kavA($?ArFcGK<Sj5B9QI8b|>Oh|q
z37;T*^0p3^NLIpL2Fbr)j0S!GJzfCe0rpm?pB|R7mJoda&saKHd)OdY(MULGa_t)s
zz;F!Ih`WcIrKuySPg;lGeh(eF)SqJkx@R9aOS*}A>|r|~df^fY)sB7Jckl`Z?MRVg
zraaVJD)l~$_YiyY6Ng=%+ojUsqjw_0=;ZX6?S!5j^T7pE$+cKCC0;0R>4)=+3^~*{
z-FR7X9l1*0@-+i*E#|+FChngzs;B=WW|`%~kHY16R`y7}L%hhqH`NU_-@kvEq|B#{
za~=9_slwrL(hDC~m7@6henTb9j<(8yEiTmdz3&*4z}S2967i>F#<DZFcUQJVu1HYv
zyzM{yDf+}?vQ^Y4tsH%nxKHhkYymebdTLc?OOdfl%im_hc2rkTpqLEN&JAW&?H!Nj
zoEiP5(<_fMTL-*U5jt@999cozKEvD!w>#YAQQwBK!^`sbI{0O@Tu)jr?ky92Ao?J5
zasMZhtg6}`5hZbz*mtwn)sxRlo^j1BJm*-C?<_8e)DO6iO%nV*b*Mj6aVk|%x!)va
z%JA|>H<eS5C3NHF^z=A?Bw}^Pc}`6ZAUe{Ay6>w5edNenQXN^Eh@YDope`>|J;{u6
z^epm=4I`g!J(w!p;lUu7OKxEmcKx!@MYGGvuv@dnBbgkd^~QrvMU+433#P-2E|aJ{
z@vW^s?L=qv{@{I8Z%-ysNqsqgiDL>HU-sXZYiBmyyUX#*k7JGa1&36I=LtJs^q&y*
zKOISDce`sP`pEsR)z~UbZeUVrtX$Igv)lf%a>(FAd*``Mi|*6mY~xSIG&Jg<th~An
zFOIjQxc4q7SUdJwWs<w8|8RR!RVyH8yDvoMvMBFrSs5d@d}4IVD~4g@hlX>rf+4yg
zd<X;YQH>F1Lzkg}?o(&RifOEW=4pA3zmB<?{iVES)hLiI{7ww*Bk$Qy4})h{23cNs
z&WF60{$Zo)aO_xBTWNaGV61=oM^FDHuKVM2k1=cytj{n=a($$D);j{*W+HKB@wq9R
zo$Tv<f|n8M7iLL5UfDhSOgY%B%BJ0(KdE{~xvPAvGhcA|?x$J7v0P`rPfS@AhDJ|s
zeRIUZy$UTjLU<F7G?8c<_;lW9IX*BhJ-!$oeC4Z#^St=wL^|OfQ>-rS7u$sLuNf2W
zy^c|#!LO?(Pz#0=Bg@+&s8yRy(t6{6cr94Jv)iF|@KDsgfqf|juaA1s_>&g<70}Gf
zpS>s1rrq{fGt_-$8zU1%SoPlBj%GG5OzWhyZ;ieiAA4Il_4&o@heyVlZ3=QyuU6_D
zFd2cT+kT!yEH-8`GvQ~l*+R^sN@XQo?*>$kPm2pVx=t}R-L2N@jMq0}dLX~sI7fwq
zP0d<Mi*|?9lY@P%_9vubxYC~5r#Q78@_6tfJc%#FqwUpYS69n>#u5+8*===2<lMC7
zTD<~-&fXnz8*Sj@v>tEQJZXKhv}X3=(&4!pAJTT7obgAvcAh{b(cGbZD$4fP$WDIi
zq;|XD`LMdSsBE;za?q)&#mG+l=wx}u<yXy3FBFQRJB4o>KRTL;%`87rbacNKU(83Q
zuu@Wg62JYiB{wqI`oaQ>c$;i6t&AV}7AY1r8ZdTc)~VP}B{}#T@ADeT?JgC*PaDb@
z%3pXn)wQA@ru#Fu-u#pL?GDxDzyZne$$1)4>o?7_djpikr5oqR&6<?X9%I4r1r$w+
z@sY}&FA@)2{$6-PR|AnlM|WQet$j*2IPGM+LTmC%cM2B4<LC4=OOgdYg;NhQPlruk
zbmfm{p<||Fc$X-eSJ_qdAy2M_>h4kJ`@EA)Gc%IUSN#rs9lHFMQ#ewv=Ok<ad#{GC
z&jSC*b1|^e{QCjSYNguQLLHMd<JBh3@6p1V^2O~hf9SrKy4oO|Gn(A{IPHizw)pyk
zWOvy+k@NDDvlVZwJ<>2;nxbBcRBd^et7Lf+rAB1A#!VSMvU5KB=EaIPo`@^ADEwah
z_1YV^@UO9V-NJbr%Iz+_Z_HvWVff+^1<TfRO-*{e{Y;b=V|;?eIrXfaqMv0J2CHkm
z>~f0Rn{Qu`6)#58M;o@_3q))VE&3&SyCgD?e5MFn$&bu9ht7F@<V}O`-8Ov>N&aYE
zqdVF1Oih889X+Rhs@;)|AEi2CYtB21^IPzA|KKbfp`(9lHA=&fL$_5=zfi#9(`}kP
zw;cz=K6{BP3wkgHhLU_&E{gM=*^LiL6=FSi!p^GuYMS^hky@<HDQAx&hUb>WZ>3nC
zpP03(_;Ejha;3+-WiV>=^TC*pu&eI$Je{Y-6-E`y^Pi+~NBT;hgkQzk-|)NqM%o0^
zs&eOQMC>)IiuNld_IH*eyq%IJU0=Q!G#wHceay*!O~g0p_NN+N<%8oWW97PoI<&VF
z<UQ=f=&l-4`<9DT=1mDThdIi}qdC5uqO%<zPuJu^>3V8ea#4EnSfVE%)^MLG$tyLJ
z*X8sLn7J9L$J3>5*7ud)MC5RJilnbrW{Yd8j%GkkCpX6|jjZrnhM7jEQfIo8vS+c^
z5S5-Evpa9qXfUjD8IMjB4h)r$kAG|XJ|CVjxvM}tH`(LDpmZF{B+^4TaL;Io#!V}d
z0->4J!W5(Ho&}N(z77cHVdbYo5#u=|zRllO$Ltee$%jIP$jrs;-@U}zvUJOGk!SBd
zBg1e8EBVFeiYZ4hkSIl$<^!_gNCzadmSpxlQtvO^_NX0~JI$hbhVt>qzB5M}av5%E
zW!j~w^(XAQuf4Q*IG|*D+TgnrdqCl|<~|8A)XB5SkLmQpPz)^9r-~#L2Y#4U=T0+3
zw{b0b?w#azQ6AF&vSfKkow>foHtqEMA+^t=)q0+o>$4{q19`NWx_o#JtrkpIGzy`A
z%4Kn!&#WBD%e22U(qBx)*ydxdcKl&nNEhmLj;rhtCR!guVgFrqD3`v(hOrfw=gJ!P
z!#>NdMt<y3aDlG*hd%ndldKEHN&bOUy8iZN58pB*NQRrmG{ziyTRi=WUMczt#w22>
zVVl=@RDrSU*PggrUh=m&n7Z+w$N8$SO>5A1qcb#`^rA;H$n!>&ryRCPMr4KPo}luP
zH-FwH@ss^Yn}kDv-MROSP1;u-=G(V9luh3Z;XyNNEOiXg?~@E@z8aAH*gS@$-TcbX
zn{CWW1A7<_6tLJhINZ`?IAAtp_wM_TJiA*`?y3Qj5uq4nKbK@b#i3f$w~uX|?vakM
zOcl(tiS;*#SQSN@3v%2Qj=)HL&uaX!xVz&A{o-!dl195|UHaR7{;8?$;`C~2OQAS=
zfhPrshzA%wyQ00Ps}4Lr+LL`79m2)elOioc8i^UjJj!)dfH`#;(5B@bdD-YlzdzMQ
z;E*SMrA<BNlYLJS!uhD3cJi1^bfX$Q)=o#?us|e)e?QiO>^S!F=}V3CU%xGf=aHFL
zly-bofeTznX<N=up+{BUQ#W7scElJDJrI7BrCA$K8f~lXh$&{tv0CZSVbK15Pj4u7
z7dH=FX~-^1(Kx-XKKNe24n*`mdVQ0)TervtBBpIeBRry5M)ZfwAKKE6G#Ny@MI*9g
z>{Lm!6yDi+?9F;sZFe~uDJ1{tT6;`9rHSqhL|x=Sg9)Z5#!ToUwQoC|L5}%w(&^8!
zdGz#6u|Xaf&WIonqX0u4;{a+{B)jCO?l;>oKZF5?hWT-NH~gy}581(c=nzJAHl9lk
zl4Z2DN26N~lc?8k<0i2&qEZNyFQ}0xaehX7u2fzzD^p%X;HLf0PC>2O@Y1WXM-+}d
znS6dcfSkpC1=-(G>fnR!Df-k2mvL!eGvuw>QFj`K{!meYj9_($y=X%{jX4l`J#c^Y
z&zhY}ok>3wUfme(gEZ)0`tL7Y8nPw+16`UGi6MAp{wUAJ$DcYqVLkY8mfBtQ0A;=7
zSH{?E{)bDi<vdrm?;_cgPjX?pHt<vuZ=&BhU({@$!<<+(S*PqZmfEM395&{<j~j}m
z*o|C}NsRQz<r}Z+2jKT>*iglEQ@Ju1d0lY7mdRIDUs^k1ShZi`;I?a%Ql@aPpx#B_
zqU)~nKlfPQp``ude>_jSN`K%(ebli?AIZGSSl4czcPvBpvwPL14|sBZISeyVB&$<b
z#F>k`6#ED1{dj&?*Y(W||Bitejqs-i$bBpV65KtdK?!Wtg=sMN_s?umxuP9Q`Eyme
zEljhv6NSx~3wPwIPSHsoa5~zj@iqNb!A!t*Gig8H%|wJ8D!+-i=H}RF`2wpKSR#MT
zUJVr;1y#d!X76vCl~qW|0$5769=?K#zwIUqQ(y}Ldk8XQ5s*y?xf_N4T7(G5lSuIG
z{hC$+(7)}HjFK$WBGg@Afc@K^0Z?sUcVL()IaxUq+%#I2*0z8ZfWasQ{GFD-PSkL-
zuylh=aNgg&2RF4nU0fV29U;39PViqr82{R(tcYL!O?}9F0baszVC{mJF&N!nbB_SE
zc`Se1A+~R~AS{IRzp!u7|6iK7h(G?l-;)R3_&wl%Yv3X=Xwdav1}*{zC-_wVtkDh~
zdk>us>b}K*#TL#Kg$c5RV;3G@@bL{fn0$;~D82r8h88Pjyq?23)3C$ztj$l*(%A!)
z4X58wZfBEI#u$iZ?~OYxz<z?EEtIY3gd-p6i4zgWI9{Kh@X)wcXzy9P;H>{D#r@U0
z4*>!G6IC}UHQ9@~V)4!mZj$1cCE^vYvPV8qIdarQ<V=G!dzk79&CwG~6Q`E_GSa-C
zMd-C;9&!sPNT>SY88^$n%VoSmpNdXK?oqkf^o;Jl;uGP`WxS@EAFJ_Y-eKR*eSO*B
zt|y4#cT|zPb?{w{#k=oZS>sne+Bk4(QQy=~=8!iSPaOT~q43(ahqaqrP^$P1`7__K
z;Sf`cjB1yey4Ow_WHE^YPxmr-l#_}(XAFh)p8fF**?lbB^$l)kNv}M`sQS-qdz!Rv
zaWbns>It?I(SK*<=dT!c$>%1;yNh;DRxB6pW-n>E@AUm9ankBT0LR6Vk0e_2j@h+A
zhUKI|*)d;l6})FURWOv%YPchbq>!F|Fj+V#HBasn!tQ4Jdx^L@X{&rz^5yLX*`d4f
zx9-|popY#Nc*A9P=s9_NkbLkRrON`mZ}uqXQha$Y6^_uFwdEKW4vxxilrq2g#^Q|C
z9j!;2mUrks$|oj8ireM9=dtHh|7_xSW%+o5S8BoMy)QXv6r$OmsO7$ikQd=GBn$r_
zJ%8s)LH3bMJtg}&yR#QrC-d~)!^*Yhir>SE)e1y!6lZz8Cy~iK_TY}!K!>!xEtB#b
zW+roF)HHvUDZGRKXLtTH){a|Tlw*cLOke#JK6#0^#TCDQ@QLdLM~aF~N%7N9<<`nc
zK1~a@O?UTK6t^F9^x38|eO=Gqf?kOJP~K0yJ;&AOsr>zWnvQhp?O$9fx}?yhPyg`*
zM>_V|xI5QEIF93~@9|8ws5%dwPUWk7Y4Y}W-*P54-u=>UmuWE^RwG;5wb%ZJa@4gD
zw}Kq~&)Y0Hr01#fBTEEN8B@PXZ=@SADsk*A(GrNTVGW6nY_*@ElnbNic6@g3)|=Bc
zbREUv*KJ(<@>i`b>D~pes?A;X3cQ>nXI%J0Ej_(WIXa`@Xn~)cDVHp{z-&vPR>o6i
zG2avUlFN&(a+O(^1ca!H?&(}|RXSbUMD6)yP$}zK{D=CPyg-wXnwLe-8Fj5+vLp(2
zounN*Ae?X3#c)c6d3N`_(zPWUf7I9~$wm8ICw12=Tmgq`9(X*@8nZps@<rC^kr%&k
zudx@yYS-(J<cX1rG|tcErkxv#&+uM9TELpyqnwZtsesX%(|H%oeb%vbmW1QelMhFY
z4)mYcrQf?0^rm*HFhsz~=u&@t$g45Z_K~Pa%I{o3`w`#q7bOudW9nG;Pty&xZF`w6
zs5ion6S!y{IsLQ=Kbk-*@v@e#k%cyQ=hDLiHIe-sjiDyrD@a(-L)a*7vw#AUah|5a
z1^P6`n2JUJ0^!CL@oD?U651Mz??G?qYyAZucKAmn^)2~sn?&~An$N5BACTqmGh?)_
zeu``K37*z&)SxXvT|%bPDTw(vKFl^TM>9F;sYN{rwJLn_0$1IMn=8nsctPPcc>J|b
zN1aq-3<vJ<5+%p8CAOi&g8}`G&sPNJ-S)09JhZC`kry(Fzi}#JK(29-ZiV*4teMbI
zh`7_d^fv#VC8xdQW~~Qnof>bAq}$O9`SN&8C~Aw!yuID4BidTpTko#)w$Vp;Q0o<v
z9VW)1{z`UgPOs9>Z(GIv>2%tR_pL=4W)At8#T97t=O?m$Dyek5l0W;}r?t+i@lebG
zO$|6ROOVKQL;Z7V3`}+j2N;;%vOd0euu~<s^JLz9e|MB;jBmS0qdD`L$lFP`FH(Lz
zb0<e${8?UpEmkHErli?%gxR#ns>sbe`;b8V6x`gGOc!x9($tnrg*GwD8GgjFe=I5_
zL;7wh?EwV8UFoq4aB~Tc`sAkM=gBD2j|j2P^$v~tbf-)&CvxYP(JCjv1u$waNKbPQ
z1w1_y$fm4yyeOsM-X5zZ_*pG1CLQtOybvm<&$=K#YDHDmRQ1RUi^iMbIjQaBhuVzo
zZiMfHMOmNW3v#7AjF{*s?|6tfESz;385HGD>m4&+@Zc=1D7RtsyjhFQ75YP8RU2(+
z<Pq}7iD!%X56qfhp>!V|@a16Se^tMC&&5UgTl>$OQc#~Jb3bi!Nrv2$t?4}5yKuX(
z@UOCD6s-2K*=5qS=+}iLhP0m>&izcHKYs4#k!3@Q4k5avo!&?!-PwdVHZfH7ROoA-
zi+$49z4v~B&BaqJn9W5ET#~*S9^3etQri2Aj<<XPE<1-UWWe0R+^6C3^Qpc18f-1}
zoT2?z_tNs8HMm6FMNw18$A`<x2PJdCze>E7hRfPEGsNzYs-2<6BxaDm*oC;mEvWOr
z@cD8e?OYA4zvj|h;5MG=ihG;&HG;bIA8fE7wufHlGB%D?v#W=bg)B;hB%vZ}l{(pu
z=UhFy{N$$iIrFFartAz2hQkY<Vy2|jZ&@EMrdWTmUwvP$aZQrz?RhHPE8aU7bdT05
zCRpoY&-LYG2~?)5>4-deQo)((?<I9t@bk$dS2!8cOyE%-dfTo^?otxda9Mst5%Z?B
z(I+<rCzXAlBGxEi;zhkT>d@yMr~F#(Yjks&2VN=>q(Wzxu*5kWJ8|PS=S3bZ$Hc<m
z&X1#q5kK1w*m*28DY|yOGsf6NtRzqN{CsN7`ygUi%<>RdGjlCU{0g;9Prh5gb}d1d
z#w`f7IY10)Q~yOwM_NfyPDx)t(bB=o(!<u=6ew5!c}Ry47Sa08Vmkjidh)vjgAr!^
z{rY|HfBqf9u+}Q{35kUQ6d?Lbhzzg2gJ>zCA3(n)z=GH*LDT&W`%CX#r_*l?dk`q|
zn`{4?8C&bYTg(BG8vJK!{$+#*kAVU_I4Bg3#sEbfM6my5fCq~Ow$0xF4-!P=i2^*J
z>VFmBK@biy5Uc#eA+3L_0proaAiDHR1I7rWH-vaj_#0eq>X4i@S?FbWK2i4E<gKN*
z?>mO)Oi~9gQyV^Jkeb>d&(6wgr}~<eT$o<<Zn%wN6m@h?RTr(=Xpk&TbhwhzomX9G
zVKoP>Hep-U)CInnAIo%C(Pb;?i^iO>P0LFP?<c?YxmvwUOToK;!dky<Il5!}HoV7n
z@&!wK`fk|0z-pFb**mWt5gN0poK#B<*nX^+<k+M^Uxk_4JcH2v?Sr>=@G_gY`j5DM
z3$UkC_Sw#wbN6oc?Qi*R6Z^MyQw)FHN9Id4Qaf`nDdA+-oe$!kqAQ1v241pU9ruRW
z?=nEKJig?3%|mUd*RfUbS+v0;rsoS4o`Q}t@9*|1-VpmlaqZf!S@*Ae?McCOY<bfm
z$5JVGkYwpF?ZAa<@^YvJhM_+(enNjLJ20?oVTZwI(ev>JEvRxgG(|Ln`M$P8_m>qG
z+9j<oBv+kcY0%qs+<H`efiiZ-2OciA_#u5HS+2!BlOw|)k)BPluAd*q?cjwy`mU#E
zWi$a|=L%2kF9uY+>Tpke)XJpq-Jj|GT3^;Mpj|ZX2ZFP9d!Qw=cH>bq{gac5J+b#f
zdNh=@Z$_#Wsx2l@+^)7TV+*fG9!Y#!Yp6=Lz4Hje)x$imqRq!E<}Yz(51GIuf4<~Q
z6!j_>l;o>QqnY#ZUYaRgjvR<QZiLp-5i5Fg#KMMr_bzuwsq-X<@?Jeld-J6d&Yi72
zq-CSa9Qy@#0D(Z*RfQ_fC!c$jt9OVc;Ocb=jgzV~+#?^=-KLe&E)2zaS=i5us8gwM
zHoJUgDzA9t<u`kCv@bgNBkU8-xGclx)|pnrh1QCk?^dYd`=d;p?<+*DM>>o8?%6ke
zE#?t@8B!uPTX%6L3GZtdsmDa+`ZVIq<K%Z|V|U90bgNpborv@{eD628j8-a%Y)M)k
zmd}J;{K>C!g~9v)WnW3#aKU7B_*3O(HLI$gB3kp32Ret?%fH{A`93GgceU$LikCM2
z<GZ2bwTB}@BSR@KKj+BI5AE0?u|t@h)0ZxVo2J>|N=M3Y{I>D!7n7{m8ISaR+FsuF
znT<?}A<6P|{Aa~uEk^s;4J0zRCEZt)bwHWPkJ9mDdHN1!CNS+*ulvXypZ3)iu1<A2
zistk%Rk+C>vGCP7%k12*KCku*iD!E@8X8Rtwsnm=((S$XHei)WHgLfCW4@*RB>CzO
z6)YmH*QDBOvR87Hb$DND*@$HI{T~zY<Qf&}Ki>5xjWQM%my8v=(8?MK+B_gxV1hq3
zs);FA9@a~(A0-_$=R8sM^fbKC3~dse)Ye$wz_0A7YmH33C8FnmTt1U{W#m#j4VmRN
zwtRt|g4vnZ&(gf0E*k9}C{i6Cu1@>v6D*P5|8)-U$4s8_>c!Ku;X=%>IT?;}%iVn#
zcr9?zsluX_D#9;`eSg4v_q!<pMI+bpx`f-uD03LmE|DKT<`^RqzPMe~RO+~_oD;{_
ztCh4fTposLiu1Uuzmwb1C~Vgyk<=Rn*V$<VI)aqlBSYmcx{xc-P>l|`&9yb-dePr2
zo-AAIm&+H5Nd0)su~W72bYDP3KuFG|B8GR76J!M(EXa>7s$n70yg?tn&1xgVjfxeI
zpXk9;k0zGs+TA)<p!@9e1qYa+m99W>hy;J{NuTOi{uXstyADQyyY~{vk`8`Zm?bHU
zc0buheHo*#Sx-%E=#hr~c)HB@L{Jw}pflY$Rb<?<Y!4$`(T^<xMQ@e8{H!OEL&hc*
zmut#)Eyd1dvUBK8YiL_&$QN5OP3`$%wN9Sx2)vR>(axyweH3ApV~q82yAt^JBo~wH
zc_Rv^j7m_2w+#E#lI2oSQ&yG))b$;4LDi38L~31l#&p9nyFVU5>QCIPe(EZF_m-Qj
zaY+`&Urk$&oGv*>|L5r^!66jiq!w6SrHvXmyYL^v@a5lHzU=dE_*7r{N_)6?ud|SP
zy6@@SK6cFp1EgMTcXoc`9WIQ!mR(=ZDb3s77BO7mIhFieT-7yZ9V!RD1_)m=I{ejq
z|GE0`g@K^rpVI2j@;Psl<V#tGd8+h&p5a&BPc3j*xsMNf(l;T^j7&YW<8*Y~wGK{$
zG>^2N;Kt(VQRxeFS0C!Ne0O90qF%CJ)k!0){u*CmR7(8v%+$v?O%CkgeO?k`MRe|I
zS$c^)$<=IqF63M$98QjLE-_jsmwzOTc6#aNaMOtQ&IDLKd)ncyFYed#)$!y{M*6<K
zlkvGnc&-Q*`8ou=YPJ}i?a&q9Bk!ff(`E50;QM%7d61x<Y{2v6H%A0x$<%Mmc~8Vi
z*af_lFX!h^>iDAj-r(WOlDV;)Ca9ERoO~vmbE`E~-<1GXQD^_m)t)JQ2`&qtm7Sz$
zsNnYXk&nIG`3pmXOnUoyDjNmTdYGTPCk-WiFrc+QQ`A<MI;^Z7eC|YV(Yy4tmsM)q
zS5}Oh&M#{oaM6Uf40tQl&+g=)w>jG`9Y<yKWD2utNFw&6^=JcCQruf3`n!5ext;lR
z;jJl`W54bYH8AFU!;f--9sjHgqskh5L1A$_Suxs;rhngXP@W{UgWjF)!>68El~piz
zc6RL)(W&pHoWGgiuCvQgua4)uJUPCe3$|S$@BHjH-xKp4Dqo-YGpA+dj}19JEtp6%
zIV=2~#_T)CZ9cJblj;#x6`!0l^Fh9qul$x%u%olj_Iu~(8@6BIp^}b^FSS4W?ySOt
zr=glGc40<0EWVn-rRP-;UuN3)t9Kq=Nmo5{{(Ms2Fg+@jUX9b_b>ZCYJJC6x3#Yjg
z=ze@|99w=9mB+!P7h_aECVfeMDnsN6*8gRqz`fSsCJGj>FXd)bo)vTxYLVU(7BrzB
zx-nGEG1><U6u5h<gZ#{|<Yn$4A2H|N>CU`7+&XxTGxq>zgOo_<u0*=p<k{DI+@dRD
z;*T7*uxj|oc`!I?YAJ^E=eKA2G<E)pBh~`~15<LXPc1G?@}z%l?&6?n<`@v=9my-<
z)^2!^)K$`Sd-$k&@^O=EYGnR4Jrex)z0||n1}n+Q_R{dR$5Aby_!u9SeEcTZlS@XL
z^xBOsLb~N4BRO}zLt5$exEt4Ro9FsWxaizG*O4@|gy1`sX|3^NFxA12b}?#Si_2BX
zv3tW&7tA<C!cTUw*^U^b$G6gT=nWi0@DE$PbRfyrx2lNs$m-gav&*A9eqY})^tU`7
z`BU(s+H$VZUCno&SbD5H$O_PwE0wKa%y7?}H`5(;wg1Fj<E<BPqHdcn#o~9z4vnLJ
zeiqF0s@j_Fs%MlY-Y0T6XO-o7EBI_5lGO^Stn~^UooyW<yR2YWX`@3`m=T$nS9C-!
zKEjRR#nTxN&-+iV9=0D$nDkC7V9~}D6y9UoEvHa<gG*w&L3yOB)Q*qr4r1K(H{G^7
z#@<t$s~9|VDcHi}#~b|T-76ef66%GT`&USfYcA&Yoq1{KHE8iT+!pskF=MrJl4U=O
z^M@|ObVJ<hZ)4u~ljhPL`n+G=*y(ZVm8yp3(yM{EskVnI?uV=|eOFI5R~p97A*_UN
z%8)26N?sP~e!gJG(lOpKsTSuGpFSa`kdh@<)$<VU8|UvkL#m%!hRV_IsIBCw6zw+N
zLv<jh@y%!0TQs*gMa%N8;D$VnwrqbhYJqH+bw+|4cSAGXskCXeNX#YkqAx3FBFNNp
zw6qy5aL5*6^XfN_$)8+Zonr7RmhOeQ=S6!jr*ueu8hSlXvlo8pa9$i$nvv8+m$ygu
zVwX(^IFDQky31bXu1No}RrCcc^x3CvDUt36MW|o73Ge1BJmR}gBrEu>c>-g<qE>@q
zuiGA1yro-wBktH>1E;3B>p|^mE<cg1D>9Ni+=FFH@+G}N#l{bg-8ZHS@_)i%P%3sQ
z=DvvOQwQ0pFcG7pSFRexi>MqBo=hKoG<Mywty_rf=h=C((Su{D3!i5aw`+V{G!ZiV
zRy!$_KG5u{br<LU=EljLPklr<vs-$q7e8h+6l<417x-bxmxHsHx9e9pkiOEdG%E1s
z!E4rPvc$*76O(y@=<)pbXxMLFM8`jP%007po_qd!ujQ*d8n<iu6(eLXU>U@e3Y2zs
zIx`l>JXsF9y&U+1l5t3;EJjS8xoK+H#^=xzL$`&C;x%!{u3uVxq=8ITIZx@Hoy`Bb
zyy5h%y5>P+E#dddKb_l$SErjYNH7_Dm@D?T_;|hB#?Es3dvR<ijjV+Et8*gN+%q3M
z*o2u6vs1%hL2Xm4Uqd<Wk?e_Ec<fk86QHg)VClDy?6GfrSVqqNF0Nhf{WP3Z->8p<
zTHih^T21j_no-9r6LYQUJ@a6c!{aiRFWhgbeCeHyzD>#CcJJoByXPXuD}_sDj+mq8
zWL#)hR%r(ECAeWTZOw8<E55w$`#Zn$BYE6*-H9dTIv&y^I7RB(S`&R|@a*-2cm2sS
z&gJ%FmISI|$Yf7&FvYpY#k`S@_Gv1tEsZ0KjrqdSa)2X7?kCkg4k~8FT1|%2G-AOs
zF{g2A=XN#QwW@o?^<K`rA47k-qU_?--ogG5H!^A$9<g(K$?6V%XL`hbg_ol^r~3<*
zy((^1syi*Z{IFH)4kp@(rq{vlBH@eas>ooS0oV`9cWMD@*~j<iof!3R?`^mC;Cgsr
z;%4BBo`$({(YFt&<d!0vpEjp7`!A*5sVgp}5FYqy66)?k_fu(#MD}RC5~<R@DsmZ`
zcN*mJxy`J)a_R~0?QAo9X7*LdKFTprR{Fxn(xE<ngF?GRyXK~T>w_-}UnF0jg11fW
z_;z?Dzy7K5UTjEZNFW_w)EUNaREy<@dmXl$8SPWKPHEjulJI)}{NqU4OZ^4pwG314
zh%?eh;bf=SNsryBS1o&LM3y*wq%5sSHq&j#6M-8reO{xz%JR0nJ1wu<<#F4QcgQ_d
z@O-n+gH$}yM3tr1B}qafP%ZF9sVZX@&8Y~{WK4?$*`DNJRmoZ5laJNS1>S`?&^(Cl
zl@c-!Y{<Cc5I?85%yoq`a7e6&aYEf`&#jlQ-dLTwT1rkEANAh)2~%m*<#_JT4IMra
zXld*TeU$GuPlufvH#7QVuV|;(ke57Od~;&4R{pKL(D_{U$+pmbtPNk?q=oSmqxKFx
zuLHMUo{bIHn^SumQuvdz`rOJOeDFf$*Qp(@AMkJWACE8Q_=r1QL8WN8y>$%NQwe%!
zahM_rS4~>aOYN3&IiZwHjZ%?(%94EHS|MBWy`_i<^z{}jdzLF>7MqQN-n)8XDgWTN
zEfTl0Sx&-M^;81yWCs>;X?90m;}z^+?jNtMRQB}`JDQ;%ITxILCS4qNwAEd1*);Bw
z)cb+Q6bt8W-)(2+BwsjIT9kEH^!4$GL6RSP&x;A_x*QESzBecsp5<y@NQt^G$7=IQ
zWvA4kQ~aH8ULG@dFSRpqyoRnF$dh3%E3kKsy3?K*lu>H@t_ACS;M?_lscZCC+DX1N
z-e>J#ZEjr(B6)<ic{`OqeRUASUute-8S9pWsqnbMwyRs<Mgz(9_Io>3%I&}MCcQtQ
z&%k+7A@QJxkuJS%WypcOMHh7!u0;tAoP3~<VZC?UxZ8Q*>drIfw#Ekw>{iqQ5)2eo
zn9xrA9{peUwB_Wg(acDPx@x0W+Ya3L?yW9R?<K=xD)GRNY#V!2{VQ4V;04P;Rx$po
zLY#u%UOzm_a&<so!6j8dGm}n=)bXMhiQz~~<7xdD7|aQktY?@a{_!g*Ep?3a%A=)c
zWh(thDT2p4svoZGf6O%;x+)UahI<x=>o|4p80mg-D*=PR=!t{pDKDaCitCoWcF8}l
zM!+wfx7<!IHF6D>EdHRNlk!d%8^^9k?eExPbvqU)TeWG}<BHjM?@|o%X$U<eFVx<x
zebO*u$ec}(nvRd+W~=tNCGS1eQfmLohyGUXl@D9`A{y&)4U7UO?vEi4)~24Q-}h-K
z?C1Rph_dWkPNdJC9vp_>NShG3TxzFN$FI4Al(tqrCBNJ?6~wrF@7CUGy>PAO4u$^q
z7mFUcj#Frukug)nGy1l}v(W<4St8b1FAez=hh?+duaO<r?CNC_oW9imWn$ujlWC0H
zbG98Htd<n$*beSyy}{P1%cbWzeQ6h^`<}^TcSm=r@?2LsRi1ZnxQ}+AdU~&hyyL9w
zh1nX83;Uf&2KcZcE(7zFFzNLDyD#Ma966XFynSGhf#WMn%#=rarx3f*3=^B!kkvuh
zL%s_;yA<w`c~b1%du4Ux;H~6yQ!NY}V)kNn<(l1w>~-#sI4+Fzk<}$)L#6})B&p{k
zxnn+kffNIy`}TJA&<=bXqBJ@8{v{2i$r2M=^=GStw?La?w_>Ku+N;!$Ep;L;{MaW&
z8{^Vdxh-Upafa&<Ye@}axH3BQ3|~Ru)xEw?ym$Eyy*SqAp&cvqKw|hs-YjzaOwy`M
z^Ocxjqwfv7YnWD#mzdC>oZD@4)6DlvPiX!3MV9Q$)v}KTCvR)>f0yTYvhapES-IL&
z=v@5iAEjm^7$x(})DG!=?lfekbLK5KNFPfx1vx6}t5DP)X%UFEKE3VmFqy*>-l+?3
z&sWE5;_Li5F6_+MIUtmMEVD7Uh4D;B;05~X1FQ{xDO6dpd!}zi-#N1voLu=CcrGuI
z{(}qBfSggHww+dQn@gqub7Q5bRKjfBp~vx32BRD$@d<Ep7Jrj7oi?}4BPVrdko?Fv
zchVfy{>O#GxR#K7INgV~F8b@bb%N|Xrk7D+&LjDUcBL;R**tDy=kNHsKh9jUF#M-?
za0+cC;*;6jw;YD+k&Nd;5fb5X7ZWW+J<NJ8PHRTB(9VlBN|im#j9b=-Rfi`S2JAM!
zT7r5P<rXrYelU(q%xUHE(o-d~Aljwm<Yn_?!p7<uoEpbaZ<{q9D+%`pe~?*Vn(uS6
ze_Swfo!p#8{)Fm2-$#;&?gdh%-8?d-G5e|L+*%fLi_qP<hHMdY-6r0lv@Iqo_3@IO
zUhkLhjq8q)b_>uRP$;DEm66UIDX#4H;=0)UD4?68?!%j9N71Zzega<NRwswX?_#XO
z=iU8e+6MwoZtoPD6L9eTMsf1i{0+e;Oz~7la}7t{YL)esah+_i@;W>^XYX)i4Ay<P
zNcj#)k2XAmGqgECk!@uqz1)E(w*Cuq`j;1z<Z+WM#Zwk|8H-@alDanF91(r!?x60R
z(j7flSKf1ELeEL$%8PGPFUAKMjdtWF*k#-0D;HdTmaWA{!!9&O)6L2A)Rb4=fPy7a
z`KCkI_robIN;5Z_&rILD9H*rfJ1QL)Lvleadw<-Mop$G?2a{!Qa<a_~zTq8{tBI!M
zl`lH3{pJ*FL$4ww-|q6M{F&2=J5COXMnpHfw@nQyYYj|9t16ydT}Dyam(m!^PsQG)
zIK{6hTjXh;i2Y3a<9(NTtJdJ`i(3<7@849|RV~d7?i8eD2<jG{;_B(Js9Y?zV>qjK
zpFTC|E~&4%N@=t+ANj38mGQGo&r7r)8s$y&tE`;%Jssfq!7Wh5HZZhC=8OlkBfp`(
zq-l|(xp}cb)umD@skb7gMLEl3I$ira)anf83IEi7a=RWi%{ZTk;qtzl<#}UBVPqnI
z-^;Yhd%`x(MFQk;JL_yqnfn8`FFFgNw+L=P4))*v^nc@I29IkY*GGZkUV*buWQ~(z
zAu+wzNtNE;NxY$`?fuj=@Q%ZQ*q}Cc!CjPY&D{rv3KG1wtv>z`8kL^jeWf#X+q=+A
zozU$h=69QXPgG0a>+dj#qq!DMx~ToW<E?0%oO|WV?M<B&33>L-66S6c0U<BSGhj=c
z+gSY<=^x(Ke|siV^wH>%kpLH2hGP*q+oNU9Ox*Q${t*_-HCxevaIU)_T_M@fHF_|@
z<7E{m#x~8k<n`i0#Eqn~^M17S=k->ffAp^~BJmu1nD<;vIXjBYt=8z^l@`n40%gYF
zyaPq}*c>xwxjto-{h;`4#++#9WLQj#LMv}4@8F@?aN3l(x%m0`<gxJc5}qX)j}+W}
z=F|lHnv$|jvrROwL^U*t^$s^Db_yjujLqGG*u)3T{su4pi%62XhL*CD>bhf6|0<M(
z5MDdO^EVvAium=Q+uxH_|N8Nu|2!!4zvI!Mb;rLzaAw2tudPp{{iO}@k*TeSOcX2n
zU-?K7c>HMnhzU3TgT;(sMS)Xhe<DUm6k`3k#tyx+20E5UBqx9LdRr|e54?m2v$2p5
z9_Qa16qfhY#(?i*!SVAUks?&Ku!BkWkD693C5D_;lasah#GU%$ehzJ?Uc6qt)78Q9
zL`QpDN5MF1L(w<SGitq7-)1bASZDU37W)>@WX@i7|3F72dsy9m@32Yr8PkrFxhy8~
zEeCC9X+Bifsde!TQ$4j0zrbH|-^q7=>FO1#l$6}`uHMr7XZm=)u*?L|bkpb_HT)d;
z{TL%pnSp`u^`PCI3N0Ni{wXYmx6d^2uh0ZJ3QBy6X5gn08h$(7QgXVl>dZg^|HJo(
z%RW4=elXg|rJL{~bGmb8SGR7g{Ksb{SDrf>T}!#>&oS@ZJQrQs?5CDH_tN~~P&2O6
zzX;3mKEq;>^IgI-Px?Hmp2xNyvE7e;ewT0KrD{hmJ(@@mzkF<e_0wgS^0Vo2@am4Q
z4jADRclGXf+<#Xs=xR{CS3xX<AxGBy*x_Af5u`g_-ms525Q|v)ULPNHOh?m3qc5B*
zt?TpGq4r$$`9*q`Il6+j&*h?Ss2d4JN(=ey0trUy%Jgw=QeNz+LuF05oH6i}4^m$%
zi}M@ur4U+7+L<t%4r2A2rN*P>(FAuE!FX}U(TP0Xj>T!~QI*OE_C}45K7BgNp-oFF
zg^!vaDGRw_djs3aEvWfc%FFe2nS@v!RpT)Ove0p=Tm(EjK{BPPYKZq?WuUUPbB;I`
zYyL_b#-<!1u9J$gDs$nAQG8m#V{QGeL0Pkqp42YmY=!mM@_d=x!?#P0V~y|BVydqv
zVj}Vn)9)*=`Z_v)!cB`&*H<B4<w9|}L+mXkY38uQOe0J#cNCm1#kkuZxe`K(R%nm%
zF~3$>Q<*Tmm#zJS|Fh5Lqbxg`MfruU^Iyjd%wIt5L&nU=W+aU~i%iJ><e}ncVCTc7
z8=+j>s!K<scjATagZPWvT3p}BmR<cyg1GbPHv5Gf6UkDZGXK?9j>sc5k5uOiIn3H0
z``7i{5`T34%Q>}^@YO1gp{7aZbbjs#7fL~x-lRugjkouHayC-Zhr8o$+LwPzX+9;;
zEI*ItC2f$tt=z*t(Me&?)5AAGw#d17>n3Gz@bzyu^$;4DZ$Fw4J&PW5UoBi6;KDWS
zd&8M3w_khA+avjl<@8L9Uw~w*#)GM>6XQHDf1*yYUwxk+`DM3VmeuX_Dz_v0<u`S^
zWyn1asZfN&ZfmNTzw;82QF!Mj?s;8}2N79jpgfn;o_Ff-8<R_M0%`1B4y{U=#giQ)
zU&fb1{jeWDWBe*ja=OBfIwa~p9Y6DNkn4q1$?I?Ju)b`1KN1$U{d?xm^vX}(U~u$E
zE&t3|6G?B&(BUSiuBkMCqF6YFOThw*LFkq}x|%!3tG^g!pdvoE&0`#CM=9Q;Pm`W~
zm$!A)SEuZb+pX2TO`}$;+y!rx7Q$S#-qR+z&ZpVGc`d%(w#+*0<<v<%6}dYv+MV1|
z6Ywf~Z;ubge#Z356nh-*x<T(8Ng{3-C|wgp|BCG#(r);z8XJptmBEXLp?SiGjZfxZ
z2^U^g6ha9Nz7+})8BFuP>)WG=XBxK8e%hbG9ZBLatSs|>*QoHT*0y(<9LZz%z`;0+
zHm$ynR;Twewo}?13iP90mpNXQS(gXI`#T->wz1A<_=b*nHZReb8ly0CXdHX>CWYGZ
zg6_RG87Ys>c{|-+`51rmPW!59@5Oga*YMlN?7Ua{`_s(C)suEvoY}^#a%_<^^E=ze
zr+3<e@C_4>D^W8wks?_~Gc7|Js>xlCT78T9&SuPOd(3YMRerSJ#Au+;!a+IX4melM
zH{PRkL(rzCcs@11CMtD?E8Uqcbs$UV65Z0P*}|cnSGtw!)Zq+T8KVA6PA0dg!W>2m
zhia=T;wRIUL^N!w807^OKPioW{3cmB^DbpXqiEj`Z`zqwO<D82APuwVSN(fr3_Y$K
zd7|;q_~a1NcX_tY^)+HkB8N_WbM3q+M7>P?XsX|xL1K0&YEPz9Dz~KW=h>k{l77KU
z)(2Sx&Y<_LCSN*0Ezw;6MLT5X4omLaDIK=HKq2EtEcO0haQRc-A>OEI5DA?gx=`0m
zQLP(_6`j%#8FC1yrVwv}C5n6Ey!b9XqU4F;uci#G;jO+kWgQ~P=dm(<LjT4Ywd(?u
zC02vfAy3G?d~wV|4cD{>V(TJFg?PnErW8U(4rl1%@?Kw`ielQ+={vkVWZ?%>nX&2W
zBdw~Mohx0RS27lw&t~^YeVrZE@GsRLI1unvbLpY<u>ro2UI{VVC%4j>tDc9ZJ5p4&
z1q<)-a(N>f<Rd-cP1;S(?0x!bo%u<}ncJ!kcLy|CPQ1I>5u<SU1oNfgQ)k5(!#{<Z
zS(YC-fT5eYZh)rqfioW9?U}56wnF_~uct|U@tf<UxUlbJ$i1eE4}$O6tAtjon5vlP
z_q3iDw4ZAf6)(GeINIcg`hkh#Z_lh4R2dE|+<sf{=#+Xfnt^>-o<~^rwD|tcmC{Rb
zCq|@#nQC+m{I43{(!KZM(n;!0-gW_>J<j=s36;F<9Rpa2_9Imm#d~V>42nyiT}+I-
zhiAm{745yj9mWuxM{z^>y4HX`DVEbTrA}+bqw3DVE&-kP0THWb)JeQchmQyx)iS{C
zvy?g-CYxV}A)TdGj(B3Jbg*IIo(Q*|NqTtU;akHk`sxaC`$OttLq<$94!K*)J+C5l
zXP??1@=l-Dt)h;a1bF^VtDUbaO1YRu9i6gI58w9KQqQQsC7cEIy;=XBfl30+9>l|)
zZKVCW&DzO+aWd+jgE#mzXV~}Ts8&4V>#OBetuTw1zExMxn43l``*N4eCme!JR9YP#
z%XEGkoLpviH@eWGLrZf$YHn|eshr=g#+;C+w@F&-VpGErS>kR{2eK6K!!`%x@h$_q
znSBS)M*UI|JkmL`wTI5fkv=8mxDi`_mK)!{Fz}s~swza5g{mmbde;#3U=XbY)9sde
z{<M)NaCy6AX)@7<`nv3XoiII@((^L4FCV_oeUc}0`GD|ldyA+${IX@97G&&)>&P$g
z8N6+|aoVeHIQXS<I?v<XNz&8#c8Y@Jb=&yDyaw#=$wYm_A6*WlnaUCv_)uGIEVWsI
zC+L{}fr7<~L}AxkOUIu>Pl{Ae>VHLu%i@$+Xe{`Yg(T*#-~X|VEHYAOXWdeN&16uP
z&gk}wy(xy|0<d295o7u3jGzg=EYCj9)F<)ifn!;-F1Q=6BBu)d#+2j^I!tuo+uD5@
zjwv5zQGJOoz9)JW{+fyPhL6g{_*ssLN3b8AqgQAHZP+t!pRbUUNosnSw^YC_t@&c*
zC46$`zIAuzpnLR%rV}g`iXybBS*@2Zv+T2IyTe=Tc)t2uQ@U`|>G?`!R*eHi4)i3k
z8jJHUw#~SXp)S+ud#30;IvbgP<ucB+S1npk8n00~-*7OpFyoZQ2luEgs78F0e`~Yn
zfAG-|kWK_>#p@ppL2f)-MF9Fekz01@f5W38$X^*){{5pN1gOnp+1k$eKlo?}63P)l
z{9F&=#_s|D8=nQpH}lV<A^$uY^3S6o|2!J<&!Zv#JR0)Pqapw4qag%!=|9+D|9}5z
z2qDAZza`X~Zuu)G9+9J8$q}Sc{FRxD6+FKBD-#s>B;)Mh?56EvY7P=r$y$2Znp-Nk
znfijfQXq4kn~O7);)&G*BoPD8E8BXwAGdUqadvcZc7mQS2G1D$ehhYfu*UrK>C@Y`
zZQHeN`xe?caZqAQZR-EP7>Hf{|3}9_$btBOoR<i>8~?A5f!JDgHixr<r<5T3L&(`2
z#7%x#WX|SDR@9nZ0`7wZmTLwk_>5)+IV^v{V_4U6j}kr9Lul+bh1M1p$YV+>L`Y1>
zYw6%%>*5Yl3H*KVpMddSR&cO&S`Q8N>0d&7So(OZYn%89qfMQ$as$co)`1hpiZ_AF
zI6J$6{DVL|xkIV*6x?hrpmz-~OE(8o-*xQ}OPo#Zs9IWs6aY|F)3rA!;ewl^sfVqz
z)4EoO*ZeQBhep9sI3mZ3E9u`qP4F4Y>j=I6vwWd$mZbWmPEev*Rxq(}R%uxoLOxt5
zHzXkQ78yp(9SKN~Ae|+EfMMWx92{^A3=7BLa7b1+kkb}qj<t3tMI*2<6b7Vu_<ezV
zs2C`HD3a9?6bi#|7~HQ^rr-_7iWEk`;5ZPp`+Xr;9RM5#hQj_%dAbINMZoazO>oGK
zH<36b450su0uQwZ$HTzWZhtQ*Nh_#|1Q`T>Unl|`28KZ5f8T<`!CHU=I8gu3g#~aZ
zJRYQAg)+JVWJnY-JXDB+VL^h{zZXcbh=36f8&7Bi2Z#a4_~!!1P+$&)i8=)l1BJ!I
zkRTT$3WbH?uo%J}kQWz?{)+$)mM<EH#|RVO0yTw^F!=iJp)epRC<gl%4hOY|0mE32
z7UV;PVG-*F0pQR`m@qM391stnJv{c$7~l{YQ79zf0g&<Z_XWXi)jvQMEODP9I4n$9
z7|{361+|9&<HZr(gy8Tn)Oz9pI5;5RdR_ut1Vf+^fBT07?ICe^7($qc@=(|q%qX6S
zq!3+@SR4#Y@!!f291bQ-JT!>CkWi-)L_`3SB`gdBYxeI2%_JcFX1pjE5{>yYTCgGj
z92yIQ6R#nF7X!MCBw|AX9N-8PhN#nk4=`vLv^M`-1iVNb46(k`C^Qa+L=e%10EfUs
z><pL*uq()00(yb~pNPi+dV&HN)^`rT!O<X1@gJmcIDkW9z}h5Y0*F!wJQfC?C;fW?
zI3O?(!0`nY0(Qj{O*0q{9Khp==m>Qafy08tw(EEkupr=&zs-V$3&Eiv9s#LAA*4i&
ztQEpxAT=-aIPc~KfdCVaCawV-ZeT*!Xo3JW&_pW;j|UPC0|SYLA)H$jf~ASwNb0RH
zpinT7uJ<o15D13*)lDP{(1v(Wkmw;^J8OlTDFfseN*G#|TaXvJh1oclTg(weNsuG?
zFMSEzvU$!ywqqC?y~awL7zgB!2BKnPBfnS<fx&^nZxHXu&3uahq6(yM2Eze?h>gsT
zKm!aACvCBSfDiyfAXMDE3PFo7kn|R+xp^srT+%Q+$iDOEB8+ddXh5J4Fkxa50?o)4
zq6PtkJj8ih$}6Z4xh6z63q7b1Ao$Y}u*yIqn}sL>$X{U`8Y<i@i9zmZuquco3DnIk
zBs&6yhr!W=jcW7ufIy>Q!eDHFFQ}2t+YJH@8X+J6a(Kg*g#e2N1vXJo@z)NA01a$d
zcA#+cHVH&65CDXoaPwXZtt>2N!*u=Lup!ZbL;g;j4hRWR5Dnk7>qBb*y-C~HLW=<M
z35_HY-_TgmU}<hpRggf)VF|nbR;mqPb2OmA-;2=5W>pEy2&4!&klOrvHOmSpbA&Tv
zK>apFKw24i1mBw!&Z-PvcBCgk1};cfv>-*Zs{Q+x{!!R|O$vccH*?}Y3fn&l8(5E9
z>^J`?Y-`&TBw+th*dQ(RABF87h3y}O?H`5hm-<fZ7t<!yB$ZQ>0ssGZeR+ug)RzY#
z0=^sIuKTNY0!tQwhFo=jEexO_qk-!Vdi`=5Le4(~UKr9Z|9sSf6iw)tlpqHn&@>T$
zG)<7z3InN|zm&}_FrtB0wGJf;I0`Yq=0dNxxwhz;1F1ITwgesuJTTsXYnq_%u5|+e
zx&gB3{zd;kkNVH>{|zPnt1fIYsx3#q1(p80qyKNB{-5Gl<bTSsYd?$hi`58L4a91Y
zQG-}#)PUs3YQS*?Tmc|P0UXxApGd^d5O*OFz(ic{&H(1*X8$R0c>vecIx8261AdK-
z?qwU$;wJwW5(}BgM8-Pg0EfD@!NNrX$Mz-@5@aTX;egi$2`pnAg2=ukI53dHz|jC)
zQoz@Q#}OQXkfQ`m<aCD$fy;ZN-x>*OqJS+3jRHyRJX&i6xKxR~<e(888U`FTL=pm0
zc9D>`6Z8!%TsVpdDdf_CI*!4ub7FztpaMTDMr3mn{4CHEVAlEifJ<+){|hpl;lfal
zfrn<j>lreG|5LhagN}hA1IG&F$J^kg0n-BL2l+aHB@f~gM7{q_7Yrdzfr1l_7TU_8
z(E^7P!8f?kjRuivg9`zWe6uGIf&)Lz^_N8<Un7_aVInsv*ed`OcAc-B00lZkJUI{)
z_|3HSZ9#-467o1!bHaEL>s?hy;MfMq_SUxs`6d1~2KE973PJ2V0yG1(6UGrC0PaxW
zL?d?efr<bpa9%-vUWiy|Jkb^d1_yc0z>lT<xgbOs&}~ox9FMqlZfdAx!vsQ&gYd$7
ze+>a{J;xwXfc-)0!#@{<2Xaahks5Faa0WuCAx|LjazGLW0lDF!Lg3dTmLSj|z~l-O
zEmc4V;HScX;KiQ{-~&*?U^7Kxfgf{yoC6vK@V{drp#?m_>z5snWiTw7h%=$qF`F0+
z@?#QO7lwf!2>d&lgh>aZ-{7-@BnUCPLuLwq0;?Ld4wl5m5pMDvLQoqfb8Rv<^%VyL
zI>R4AK&%AC5kRnkAgDG>9W?8x^=wQKgntJFR22vj5S<%%7V7q<r3k#B8=@1?$TtX9
zh}Yo6vKAsSSi>866-4(SIRc6{#G2MdPKY>Q0jY`AD2S^t8#{&sP>2m|51`iA0|Pi`
z-D-qdC$tJs0~x!%5aQX53mP!droKb54p1M21c;+0Yn%<Nv-PnqXlL5AHlUd0`V|B@
zV>hlKAh01BwiyW^!ukjgLGElMG2o1i5)n)*5kEsQ7ci+?$U5Nr{>vq6Y!7}elUQVd
zs*n`hAhLjT!lBpiM*wO=+y;pR`@=@4O)?$K6o5lPG6c|uSc`?&9*9f4@LCZTPSn?5
zk`zv)F#u?23Wx(ygsB2eAkpi^C4k!yJ|XM{;EV+{+Zz`N*e2Gv4Cpr-g%H?O|J_yz
zc2dBjc>H?wAgT;dfsGX6U*Ht|bAcg%=szCh%!P_JvM4Cp5Z!~M0u;J{YHcW5TV4q4
zdJ(%B4qC@pNcH=J7=!__>t)Ycf1wru6Kx&~7T66?5e~#IkWj>Fose8tv>_P0*5q0}
zK-|ssHeo}-Fc33u(MJ$=0*nH+2nMuazCoB5np;3E1c6#WB7hb5_aYRn5pq)z)FPOR
ze^n36AaVn>ej(dp-v9OyY^{*OiUC?LFvcKRwIOf}6>Z?QEulc{YCYMY{%+A4n3fGH
zFMwL>12|T&PFjHOY|(cD&zeJ8B#@qPVohg_Yc~WdA?^n22ETrRLQJ+kBnNHPgdG$x
z*~V=UD%yw$jCcK61ZcclzyU_tAQVA&2%HKr!v+S2Mg;K{h_S)fGsYS<H>yEU0DFT%
z2rXr3Cc#ONO^U$pMGA_*IRU6iz@kK26eQ@Ndh6AG!fGSd6xTYqVfYXfYJH53FpOV_
zfU3BjT;Nfdje%fDF@Tl_;5ZC+y&mzqWJ{`pTI&Pw;CFjBnJJL63idZ>;x}qETXY=S
z9M{Q1h*&`AY#;-OlR^gwwxS~_LP2uqw`BbF9ct&-4E=!s{0{=E$Ulw!Cv5%yW&r@<
z56+EjTw7>Jv0taFfTaQm2b}~!f+ItaAq#9JFijh4Li#STjzF-f04w4NHNlR&em0;+
zz`SkP0l@K!%_m+!j34~y@?Uuf=m$}WSf5`*2JP`gCujimz{Dbm4QGf+LDltLfuJ_Y
zH^=}WLb<jDZSWR=X%hxKu^HzEI0$Ns);65NfKJbCa2`P8!~h0`5CMgDgMkQ67D2=X
zlmrK|K+O5iMh&fWP;-Nt48bA63LsiTkVF78vt9{=;DBRfgS`OloCISD9C#qM#2|`-
zRyS^Gpx?v>4n#f(_d2Bvj0&6-0l%yLm(E+lK}W4N&ClkI9LT6GCKjR)ga|sBNQ4OD
zAxKOT$OmWzxnRJFlmDl^bLo-n$gS|cenoBu&@39AS^20+K+r;%F<=9RfsuAz$#OSF
zgKlX?>czmn-rwPUktdkdDWONJu7T0=y^--C86<-|!8?mL8)J}6TGx#Mo%rE%6~jj)
z_*Aew;t!lUD9QqE#bQ+v__%W)vSV??2j2iAjrnJrhVx$Zlk^PC+5}^g7CGD7vyc`h
z7H9;C(jhNNq6FtaXy_1*^4fl=1?fm%)J22@E_D~GRgwP?XzXtdsYP!U?IG_Tm}(Ia
zO-DW*w7@s3(^2f9a2eJ^mJAxyc@IALW}=lrNHJTJ3dSElX2F$eN5xmmrGZ4m<V!<3
zY=7uKMF=DS{QppQI<-l=W7<cPqKJV3X8D~(jF2kYolnV7tAFMte)7uwRjtMx3ucAr
zI0dm!S`5c*Q*2NzoMF~!i<gKvjE+|B9w7&ZeG-irNFohK@Ipiw0yWP>5!OFhKtdy?
z{t5J$Clsx46PP&?44tRn$#FpGx#OVGD*FPuY~Gxviyfy+Y{tp_1BhX0yHIBJ#43I~
z8_`jD=W`WXd5A#^-ktJBVHNU&Eqo;SXg%qLKVha6n*$7ZC1iwy*oW*K(Fg#x(G*wc
z3QlbMgK|2^SQqSt8aWlcueRakm?7R82xs3{i<!&EU^FkgeE(Frj$ajAysh!V*+E`R
z!HE`j+C(>M9_~GI-jQ#j7-Uuu+O`U}6g{F<nrewwRk>=xsAFf2@?Rl`wudJVF}oSG
zf(_TI@K_KuoY{6TbBW(*_D0@@A-g3-mV%2`E*}FiwIH0Mtl_1#B&OBS&`RkG3H(U`
z0+ul-XY_EKfjOkz$u=xr6Bs4k0M<S%o}!>=4`LvPL!l$;kt`5w-?STiCD?L&E)!Qf
zA&b)?S^USVtA<GG78Jerhm%#!pW1Pfvvx4)c^H?KJ^Q$dRwvUO=2{U#+Z>8JRVR#b
zCE^yKjzmK^?Cda4V1Vfs88u_PgnE5K$tAn@pmrD>9|6zyNh842msllE!Ytbvz-Xq+
zBnli`gi+}rO9L<kZiEb-V2-MfuXfnb?Bu{y2Ai&2Jc7f%n4%_^X9op!BDSTl9`a2%
zZ2;UVdFBz~M^>hwOapJ{l^^~EYR@No4MeLNU1cwlRkQSZ(@w3L-q3TKZpZ!Q-o$ZS
z+$DQd;W=Ni<NKtWnHxB7i`GIc;OEB*`VL~%FtpksF%?0tHC!DttNCR=R9+1kI=kwj
zwVtv@WMQ;2(G?fmuBsIvUJ-RPQS(a)fV2z4T0DhZs%`vOM0Tcvc!)K3y$aoh9<KQi
zh@uRJB?-}TqxfqNx#Ujq-?<aB&4_hi=-HYjhz6MsM0u)6Oq=+HUHT0fdi{?ZVqbsD
z^$4UMO}DL%8)v`$845@~$&>O`$db-UtBZEnef$35_1jm1rSRWxAHF!9|G4}1Z__h@
z33&D;s{ZiR`gCsj-@7k#OYg&*Kkg3CyDzv}2!!R^|9JQ_3*dJL0Znu#DIzu<z<{!o
zoP4Vn)By~1_r=d<J;30&=XklUO|uS%-A+UAV_JR?z^gWA7*sv`QCM;*QOkqz5{<Rb
z5{Pj|+9s^QQCh~lUOE}D21j_~p_LAHa0F!G$F&Z2pm7y!Y+(mSNq#bd+W8&qAQ)3m
zdr}8OoaxBDr;|CTJp$og#(V?G6|PIUGv<i>wXiEJWTEb#cDMu)&MsKVg)&!LtVVQf
z&EaCFsmN&%*WLfZlQzXWwF|$EmxfZ%)IHxtD?2x<Rm3TEP<Lp8URq2rQiL_lt5(Le
zNb2Q0AJ;Q=Y0BgnFEYnt*+<{A@*zhe&RF*Jh<`&&eRB>uJ5MNuqw;B4k56xmvl<7A
zWn($F%WfH08}TGDGj*H+rJ$QVeq3j517d+sQ4T6bEUBS7UFvf)Np!<Jx48OeCn7~D
zs)xop8Pj*80u=R3s#XT+Y1~1=bHgbNi#DJe)NXH%COWIg{X|>4YSRE6#3wrrwm=89
z8&-fKs>l8#p10}W2J;XyqzphP<jp<?&_Q=82d&Qe*MSZaQTHn4CS+8Dwgs+D-lno8
zJgQlEP5WT#idL4Gmr$cWD`&%PukZ(v%Fmpz(clkpoyG;MK|%zxy&ZeFx=kTESq>+g
z>FY#rTs<PxcCwIA6RNZ57M9hZ4{BwPrWkA4&swLupwgy!vP!E3)$C-iQ`yL=lMd1f
zi6qww(GjZ`RXZRfBrO(63?*8T5t2Q-p{!PB7NkOlR)g`-ij*kKlSK9gkc3*9X;CY~
zON4rtM<6!j*uq3QPJQ_>Ftsy~M3^EwfxvvjOQ_Y}#SP`<dhf4y+jzVIM8Np1gag4x
zJOJJqvNF<*1W6<jZXQX;n6^?Y+o<ZmT1|V`;{;>7&;%CkqLn}$k}tbjJ+DHYBYRb%
z^-ghky|UZq4b0+3E8DEoKtpe^r|AA^EBJJ<jngI>7O?;uro|`M5;>Z{7kcA|a^9Ff
z-?Cz8rA5G4%kMY6NiwSGUS`wD)4B*=dVFaHYDm^BF4O=u+E#3^N@7;g^@fK~ff{Nx
zOb5v*$}9Y!Mt&k-&rU<p4oSr!*{;3B@cFclo|N#`Ago%sUm#hnh|6e|oi&ccN=Vmp
znW!KSz9cOIicr}bGpki2f|oV+AM30RMGNW(nwr-*f;!a7K^Y^yqm|hO>Jb~F8ute3
z5u4vaMVd|}l`N2looF>-O2XgHmO|7XpdK<$Pp1ke9$_DCtB!N(Ehp|IEyzJlLQgYG
zW8zpyrYf7-#SIcVsV|SJkt9}dp`$gg1PAGOG{2g*p|g4Uo%UXhKPx32qusToltQ_8
z^I_&9f0s_0sLu{BawKDyE4&b9+n^&yCg`pxNdvQkoJ?UtW?ppCph%9YuVVJRLy@R1
zjw6vo#_U$a$yvxYrD_@9BEm;rW!FT330heIMO9n;_@!1Aya8Wn7gsOFm(*P9x-h(m
zT3P*r4KH#8GvR@U6)$om&*+XDw7@Of{w7+GSE*(}3m)(ynu#aRA-C`%TBW0Gg#@X1
z5mDC4a<q66+Cg%DZhM$*ZFQYG7lf%d?3(~0lG!W@;_V6$Q9&j@>#txD?TSGF8?cBv
zaj%+3c925wm06Z2%)bp-<larlb|n>Q;SnVqC$NZWI9W`i1&c_I28G7N0xTjqGPz#B
zBDykf$BG6lg10`zy&>lS7Kv&k77$Ronk&<SJM4;_RDl94>i~U6pNDqOHD%F&MUFzk
z7^-mwi|Cb`Fo80vtz`ETlX5LVT2;cRSLZ`bT=Gh|5xsJS-$6)J*~(5)O4{0<N7fWU
ztKQQBA<-)bIE)YywerIWbPY6vCTo?nL`y+P^r|?BxC0}EM6`6*D@;)F#zad5J-dbK
z4e<_w2}ZDKwRu}x2uEU=qu>h2OCN-LDj|1#!2D8$)hu`w16O8CJ9f(mXo)mmTn>aX
zMsB_GljDddkzF%qMXa7Uz&io}+w##WBc4R#oO31!b4>`*0B~A`pH|Q&6P`qbz)RdB
zUFu@MlSr5N*^E{e<d){}c!634o<y7)Ry*KHq%K^U<Hie5@`6$fXGpk(Z1M0JJ3L9u
zBZofJ4k?W7i(8(h31Q-u;YqYg3;9K>x*6pqC=Qe|x1wy|Nkq*Y_><7`#`bt{#!kvB
zo<ux7JFFXFt@y>@yyMIUJV`4bgAX#fJ=YrZYVaiLZ2)CV&=Rd^P~{u6L`4km;h^lJ
z0EEe%g@7xx1gP8~?gTmpl!?k+IUs>p!hkY45^fzdcY`v~xE71j1td#0qq)aey&&WR
z%0x92?Z*Ng4k!~@3|D2W!=eeY7;M0-P$AkBH&WJ#ediQav^!8H8lfO?(b76H*7M73
zlY9g`w;5&fBG+K5_*Tnb3ivUhOpYWjJR8%YOvJ3AlLlpS<bt9Hh*y*ecgBV!Mu##v
zf=2Ocu^r0fNW#@^Cb3MRO!UgH?JD(VF$%CV0pZpwhnC>uc?rS>T7p=wT^OE3ub%97
zFUuJ4Bu8@RjzsG4Bq|l>r+1O1I%kLr{T*^*5KYVi2Rw=9=eAJ54ztye!4n{~G9eYc
z1tkioNq|ViL@U|4yp)D;D3S)Qh!TlX!$O1Epgs{{4{mjc66ps=zjcU`*e~W;2Z%!#
z`=b-P*El0ev<)q?egjeR;*R{6B1)8`Cs+icWcGm2Rlg6i<WtqtINn=N<3<ITlOSm5
zfedBUb=!&}Q)%S6Ak04~`67hRs}t3yNi05*ms#A$<Br4>za)dQdU`u*Nvm2+l<;`{
zPd@GXr=RA^H{_f7fyOWS$w0f@HNGNPc>?P0W8)vT@$m!hD2UTiry$T(*!nK&NV$tR
zYkq;$Ri)13Hak(LDcaH!>z?V1#QOMjj>~jDO}V1ey~0W`Ooe{p|8fZ!J?ko4MiCfQ
z7&SaxL%;VAO*_@wQKU^pc2)q}^dAhb;zEtAh?!;EJngPTYe>z8IDFmo)bz3pZ9lC9
znAWYxn%(4V7ud90MwzMz3DgEcuPm^k%KZxj>!%X@XoU+!m^kv{8=ZIIRdMtFJY(|?
zD>m;C(7Y93SLQNuahbf4C<dH>hRxt)&Bapo+I;4Gx;=|U)bua>o~W&8oMC%gYB%kc
z3Evi{hD9Hx_5?<>1xNn%N`YbCN@=&`eq6{s%62o6W%iZa9~=D+dT-O{q?<wuewU=B
zchhc}@onjDnDkM4uf)pI9hr+~yz$2u=zU!1y%KHRYRyEJ*;jghZ1g+my-s5ty`kOx
zWO%8U8*AwJ%-1XQ-HE6u#}>u_zB;m3b?#`?V|uG9anBi%r;^vIrMHr5ouM>#GtM$g
z!dY(k%Q(Z^cQ4M7w@c5>3WS+n-?t-w-LB!q`45yR^B>-(`JWYFbt-Q2>)w|64}HIX
zi22{iY7WDZeQXHD5|+0&Sv_v38?0VLswH?Dr(^Xpi)N0AknLMY_2S5d)##P5m>5lc
z$|a_ffUi5kTd^%BWcyv#vk{tYJ`L*<C5E@Gb)iHrG;7Z{gl2s|ZroXDk_k_gPzamw
z1AfCtDbQN(h6vPxi}XmtG>P5(_NLg~tzlMzwHjs{rxm-~b4;vgRuCHI#gQd;>(=?0
z*galxhKa9J`EB|;4xZCy$rlc;s<$KlyyqM8evJ4VYdRTwSw7i|8&L-7o+R)FQ8o$u
zRm8Yc2NH}TB7DQz%`Y2TO~!7W@k;R<8t?^SgX-%roh06#pak(HF%`|%%`|lV;;tX{
z-y<J0A*XpFDdQ?|b!|p+bON|esS$&X6vInayU?i@zop;qZ6U?b^^2rP;&%rLRzYZ1
zzD&PWM~!>km`f3XU}VOCkw|LQ&_b>DCG>b{HpMdDwWNlo-Avn^)Hdw6xX!tInU~be
zMoaosalZ4tp_3G!!|Zyv>C9C%?mC|K3!II52qgkV$~oe5W?0t<o|Mh_WsxcVGD-<y
zRga9H$S@Oqc#|V7`G7?>b3VnM_sab!l(238HG(jG)K6FWh$1Mq*~lm#P1hmKf@3>n
zAr{jX1}>(fFXT<iBnO;cs5#8RDIqZE=&(DpeV%is;R$#*6bGEQI|B!zz}sw6`A5+v
zCVe_rOx2lEFC`o*m=)>0eQvgYim?ncLVqCGD8F<j1oI3`WBt2mECQLQbXA!sui9A_
zoL1aDjW?EL<PFK|ZT_)dQg^ld!}nTmMTBV_vdAUGyrY%!^?Gy61wV)y0YExY$eTBo
zB&TnlJujlGsZ2Dtdv?S%70f#e+i+Qf)B8QKDY9``lXz44MBjLwK|6uR)(EXwr=-&P
zkzb)jmuQkmOQM~&g)y2B$)HP$3r58emALeIBS7Rx)<4GKm!xvjAHC_4S3<Lpy8?KT
ztKtL=1kFnVGLL!YrYsdlhpHV=IM=l!xX<?h{qhuRD<4PHIAEXhg*IfE+tI*MaM#mc
zv@3NXSsSy+IsNF3yqr;h0H;-n0e9l}D1%qy3IGf}6`5By3uXscDoyWMVo=H&Yb(&|
zn$e`X_>CY{9FTe&fR}77?l<tUF_Gt*`G+uro_flUG!hKVpaLRE;ScJ?;hHWms;U=K
z3DSWdNoyrJK=uHU5QWm4To`~A^Jb6`_<K1g2@DA#`RbB{>9%%~gZ#_j93#{v(5k8^
z?F2x(2j2;_)3(>8{KONMqp*ZF8Hf;jqr_<v?htqZ;Jj-HQXsV2=!5V;(EXqW;c12=
zKLy{)G$tix=**CiXBXH|X-QFHgiw<)YyPcj83QoA85A~s11aTN_4X%{4%MJgmjzfG
z<LDA#GEPS+RU~}tDq0DIQWOwlB1}1*8%9DPk0O?s0_u`58(m^aT;PKeh}olL9K?bv
zq`yAgYcdto>n%E_iJSOt(b)!b{_R&;aOtG8ZBBr3r~FJ7oOawB;<}+LKVA%51L(|^
zd&BD=Isp7nktO7EY!zF*T-p=u$9B>cR}{iH8{QOzUHpDn4&yMxyu`U(A!_V^TKqw?
z#>`}-83q-gP<|qPORMrM)L7FFtmxR=Ff&@&MZj*Ic;{9gigf~Kby=pJu@~-C5I-xR
zRpA)xY<M`f!WjCMfVMXYRIb+}4vaIS)kuwIopMi5oFder_?NQG@!YoJ^t@x!`ljHf
zCl81rkh$W;fNyE$IBub+!=>L#x0k)a=8|Db&t_?Ka23v{yAPU8z7j3y>Lh(@&W~L<
zl~fKgT&i)^$abm?F668IEM0Xd^8Cb6#U+xFit?MYlgK+e0*Ko=;4a-OkaBf>S_z{S
zX^}~kWj6J*T*WFjU<EQsl<-O`3FM&UCn0e1@1k?uW&R`9en|%-G?&#Oh?!&h>y_cI
zm4qt~IFCcgo@#@{!(1PR1<83gYfme8?V1IR(lzP2Qa4CCm18AqLpzA1s(V%|TXmcm
zTg6@<_&T=J?xb4E_6PT;89cT-;-$SZ*~KHtf)N%;Z@3x2UVoD*Bveq;IA@!)Ztd2>
zn%u7h#hq)xast4Vc=-o#Vd%@eX`(;qUKNx+##-+RMSr?+Q2Y(y%#hLaEbI*Tz=!_W
zeVp#MKiMNV><4c)(&e&Zl+>JdthXNgbRQ=>-CBial2`V$qt$S1Q>%&_{QiL}0f%Nx
zYe%cDw_FbjA`wgg54bHe=)umZUMyp>bN1;_6zw=f=X!nm$dK;2xvwc+SO1W9*l|Db
zYIjy&oOaMWgWrR4cn|r8?PbSW%avboAIY&pJM`s)WNEG96|Fq*08jDvyLY-clFR<<
zz)KHyY{CMM+-7Z+R=P|AYBwFlVr_%gM`rQu6;NPrWq3V<^A7nN<QcVH_uJIRKAk0E
z=9u+*(4`$#s`&TXm+024c%~YB_wMvb*Kk{*(KRR<j|UT2$(N@T-uf*rIl&VG{+qJY
zda<7d$>y7Bs5)3Jf2BgXLqxBDZMQ#l0V&Y=A?LNetn?hRlo>>O^GsvcsD?*6jS(Zm
zm!#0$_9yKigqC>*grSB2iP}~9CAh?gX0};}CS+zCl2QSu2rgyygMMRigTJjaXtt~R
zDeWwzN2@_wqV*xH41YQr#?KXvO-qwWr`@2eFim?t(YOB5o9^E-zN&2|dO<;M4!Uh5
zyk$Nj!@#}`GzpC)-ORmG`kmUHUE9f0Rx6<hbBSU}K=4en+{N6=89*`s1<UDJF(TGb
zVSp2*%bA?%&OVmPK5!3p{S&D}Y7nIL;XX*)goc4|T4)j3Dq*2n7g=c><hj7aLyIUJ
zoct_>@^tY!&X&VF^ggn^@|6Ez*36~~#A#lO<}a;nUz-&D+}f!m$F}f^vqa)5FQnPs
z2bVPE)17!hyHk$gh1e?fl`Wv`^&x-qBy^0{lI^K%6CdYFQ<KcGYwLbwOd>bAaI0h!
z4|1QcN}s?b^GoXu57Ywv(EsWhg;pUBXgVi>Ueya6D3QT5F_~k%uXdl3l_QFHmCY!&
zqjN35fjVY(E*`XVJ)k&>IbD#{B8d>8TnU*?fa!S%k1!2vWP}ZlF4Vdlmf|~22E|l|
zax*Mo`xCPX0_5XiY!K<TEGF9QY?ic-*u02N`DDQ?hJ`}WY7{U^#Z-I7IuXQ^>tf|o
zQaBIbyFQ~Ki%4KJZ>Vq;i+Kn|#&*sD2yLGGxjnlEk_Fj>Opl#wL)MNl{f(y*qKJ{s
zA`z%i_j{qR&m{tZdqS8rvmBnkd(f3O&!phAoN95ccMn`R8}bdDmCZEM4)rkfhl^Vs
z0@|UDy&dvl<+^FdvB$&47(R1pF=&_zcQrX67a5fME>{HHxoGk1E;~9Qh)8I6aMS63
zI7TR-?CVmvUj6S0ER(ep;Ar5@?Vv4YfliAjgCcQ_%cI$2oU;D_o!6{031ZmtDQn5n
z9bd6|I;@)>NkSUfJKXo0?c9P}e_XT9Q%TtuGR`F2y7)8&ao;>B!~A<J4J!+FPT%8D
zx`1jB`_+{@&6)Ja0N|F2xbvcJ1Q#fkt2?#T1Na@+q^R2Qn7jhixSl<8IeCGnZET`~
z?*<Gwwc!$$<3|_{gg1^bzX#Vad#LFY=3={XT^F<Tyw=uUa8TPysad?O6yw+4n)#KO
zjZvxp3d{xv(ZFmhe*PkHpjX#j^x=(aEN}Bx*ft#5W#ei8k>{R)BC&67eTIDfGW5-l
zkmD#0Sx&A#T0PnKa#%OWqdWmLf(~UhWHEv8{=o-7^j0&}@zlba>&X|6a9w}>Sox#A
zm@aPo&XfH_f-&;wR|p0s<fDS|?uQ?XKx58)lcLw$<ya>%2@2mTILBw=^_ej4Dsrqo
zbB{+Co?d@<3=VMaEhj)YO)Yu51h0!?Wa<Hu;AnYbo}53jG2L0f&t0Tlf~)T(aNrDt
zr+mm-Hj;O^qynK(rM)`qva5$sYEQch|C;yAOGOoP-r>5VJdLor8h85BornV`GtPE9
z0zx$d79$8hLZY4M0K`o`Wc(7dhymREV1Rxqzx$kyE`cQi!K%;VQYpwI^MIAmWI6ZC
zMk1{+I#qg>33sKxE2sMMkmYc3x;R?&hrjKox^Vgc7%qh1-!ttrzil}<=aW;FPiN5|
zj%=Q@h`|A)Y<^tXC)RDa17dGDMHa;%wBxa4s_#R{oN0)0IVtWFaf1mscpA!5rlLDh
z9l}@$H2hsX7ilU$nnZPTR8WFQ`jfL?Iu5A&SBl={uZr+<GGoYOic3U8d89eSLXVfL
z3c93#WDHHDvjkK^GH^XA)`6jsYS*zu$<fc^%PTgGhrljeX15FYYB-{5F5q&8ZTJdA
z4d0qc{6Dc{aAb0PP;`BzqO=Bbx#&<>vz2NH#K%sG6w_n*iFmOX^pv~!7bKt%G=`>9
zK&jLUOznbqGMqtPseD4(>3mui&1A++ho4t$%2IC=sVC^9q}Pp?Dts{Tsu}K#-5gRg
zubKr2PG->=(QYKkS^BG{6MG_0nc2k2SZTvHg{3UWM30Ri=-_UjBcWj<TEff%SlSee
z)MzKHXSiX7D`?or{D}(@R#c0I%`T!OkmB6DZ1&=bx)wUw@wVC0;5xlJA`KfQL7s*!
zodUL6-lS;wgp(I2!McQcB6LWeJE<1UqtS3gE(mF)h_!leG^W}W#ebz;qk%Q9VFOx?
zexk~YWer*janiSwYJsEH;+zm(i=JcYMhkYLJcw0yYb~M*6%0E>_;{Js6T5Yo)M2#E
z=e^<~#azRm*}wyZtJyW}n8h_X)7cPhX#5LBcq+a?oy<;(GOIbVIJrKvdn3HFg`xT7
z<QEBdTntM%CbL6zj<Rw|9wq;aD<=0(CQuOw-B`cJje8ro?!9hyzy2=H3x`XKVn6Nv
z^X^WU34QhrKl_HV44-|&&%WVj-_T(@pMAs0V<o`#**6?czn^_W{Fo+M^4T}cd4_+f
zZ#X5bK2dxW-_)|9YiKf+mAY}+QHOSd11mtL3!J}s_wI+k|B^zaQ(3NuH$VRGFCTt>
z^WA&>*H8cRw}*fJ{N^pWrqljmJ24aa(0#DCyY(4WujBRZ$L-k@5mWu8XR3AY&#1-h
z&kkgohG!(uhi4%1{252tp+Al&<c{lH&V-bPXMlHxXHS=Be@1p?X!mqI59@sfE#bd?
z=9Fd64kwPQ!!wmmuXE<ebN2NTYP$M*iNz8CwcipM9G}tS(2gSd!?QC1(AwYQUgh@u
z88tbFXZqTYwd4HhbD^H&#c2Q}mrpqRZ-Ffh&j9Za&#sEt>u;4m@G!%Ag^_W75Lq4M
zkI%~vGR`wHqw5$Se*W%<cW-`v`0~q#*Wdi`e{ZyBUjOB%pFZqZ?CviQumAnWw?FM7
ggY)p!R}a5@`0nQqvAc+&KRrGC;SYcQuYY^^e^Qvcxc~qF

literal 81792
zcmdSB1wb5Iw=PIXf=dYQjk`4N?(R--cXtWy?jGDFNU)&6-8Hxb5AI}uoaCJI-*eyp
z=FQwYbD`<(+PkW&)~dC4f8V#(hDb(0hzdx}2t`zTP<{(V51<8D>6$`uZ~$l|3@nZ8
zjR6dgO>$5G0Dwlw#N6J%_VLwR$KF7|K+j6w0E&wX%Ff=_K*s{gIqg7!b6A5JX5RrS
z-8-N3A*0Rv1*)SMfuMI=rp~PY0shR0OjD|dzg1L)iuN*3c0k(d9h$^jQ!_er<&SI9
zl?MHH*L2HwU8kEfqsTQw`BT{{tgX_TQYMU4$v5N703r5i2Abk#Jiacjp^%I6YYT}@
z{2`MRg$$2?@Pw>ku<Y=C^8PRrAN51<Iiz6vj+$HcW5>;;I+Q#Cepy2536<bPY(Lr2
z`~>*}yCHuSrZ>dP<3W(g(8fe6-s}M6la_#%(&1XFZ<_htUjDD-Awb0N16S52PDbC1
zvpFOMPuM^hA%B+c%l6N}EHVvwE9&O3DfzJp_86cw<{wrg9@=%U<fAOD$PiS94&|TO
zf14j+D5Jnk98;4*PrNOg^FdMn+Y*ntFphq-2?1{dJe~ynIs>WdoV${slWDedzgn9j
znl9N{N7i0id&&6jw}5$vD9NU*k7Q+=;5u@h^5vh#a^7I@txt3ux+{G-2Af1)Km{RG
zO6#~}9}Y&?sQ#YR5_57=_sLC3^XmHW1s2mKj>bab#r^~={{`BJ>`JIY#f0tm+KDT@
z><E&%Gdjn>$@eJT@|ZNfo~YNLZ1qQ>U*3}toa*{|(;*vaz*oE~trMg1gnBcvo)Nf>
zah$W<ndDJo@9?3?<z*=8KB^Zud$W2XHUx^;*AYQp)L=$4ugD%I)_~+h54&EYW*T<L
zmv2Eg8tQp?q7EA7M@N{;7UY&LmsfGPZh!PbT;Y1M^x1|Y1VT<#$kJ=fC*H;gw=hxS
zgEtr?<j^D%-)}PaUAUA6Go;}z<KHV4;8Na=tX#vjR;*8CLWpE|!KWW>n^CuHtvx^e
zz(f6khTGlhrVn8TWniiQM?^lpdy3_!0DgLX3}Ge)=BNIrExO;4{v6wa&i2Cc_K$H5
z;NW;_c>JN!p?%x{(D3sDXsMY2G<rJEua6P`s~`AhKm8y5^njoJkI#>fKhDMY`&<AT
z1s7`r0F8`}k-_tMWpr!}EbRfn--ArjK;J}%&&nB~{@6qdU}R;arekJgWCa3P7=Y9)
zEUe5-3;@mNWBIKt?H>=e13Zn|pF>pG*2=;9FDCpv+jHx$tCoMf23s9VJL{)2>$&`D
z76sVbIy_&~lj;1AdkGjgn&=tG3G+Se^3y6BIRiT@2U|S@JHV6w<o;qK^W*lv%p5Gg
zFYDjU9Pz{AP#rulU@IO{$69T`<YfDKL<pbIdH>KgKABgt9~!^k<aa6guj$45MY)Ue
z6Jhj!5$ub;-H6#t;vlxD->>XQo+T5HhD76UNYiQ5*{?vdA!tuS124vd(p*@XzJcag
z$(nB`F@~@zh$u9ln^dX%R2vbWfUKw0kXd+?84<<#o$!{x%j+_kd<Sl3QLN!VM$wZo
ze?$@R&nRO0ZT0gV`FBzDuTk<GWq*kx)<2?%^`D}M_4m2{Yoh4s4*qvX(UbrF8b!dT
zf$%S31pFClPrmwhaa60yUV-xo;owr)oD5kl7K`gWK+qfD{T?ZJ5}n#-Z`KC^RTPGh
zn|nJAuc5>(o|q?#F9jhnjrDZpySo?nS|7L9L+AC7R>$=OcclBn9>n&i(I4*am-p!9
z)(_TStRIdgs^0b8sG4>zZ_~(}m8@#z#hE3gd$G%Zq{x3yv`U9L>dqxMsB9{8PBB$D
zvKx=dWwzSSxL56d4kan6Y}_LIc{gZumXXhIOQc8(h)UJpFd~RjB2^+9VuSur66YAt
zm209LZmCOSkfG?xmbI&V6i<F5OUK~opPjDP#Md=Uq(zljaeItF+(q%)Rj!<c&cinv
zPfszBWV%3-wh=t7aadX~Gb!Fg7Y-S$*1oH*l$tg?1=O4D(=?$|o0y9|+9JrOyi>vL
zZrR*EG8{SmSPkJs6}LnVa_&lR5lQy?wlziQ$Wk8kY|Wyc(<qpkD?uSrcR^6%KJSO`
z*!|woU<70xtyt&nNy2TrP~b(z0<~QO{ZSg~pt++3Y}{mJ&>N!-pwWFA@8fn<jlOiR
zD5Ck+xAcY;#|<Ph2DgX21rOxQ_sS4Co4EhZIl(y2k_*vSJp%v!D1j4mZ<GWfnay1u
zK7~j+pww@Z1W)PHz-mnikREVZxw8HvPK}x{4F)<-#4>@19nHHI;4{HkgrRuIi2%;#
zDI!n)qJ;y?hB8bveiN@q8F%x|n*0ar(oI?&XN+sl??NWv%<ECH6hmqz+XHxnY^%BC
zgn6<f^oR>Gbxr#XcWaDA%|XhcVqatnM5~xb25I%}!X373`xR5XKPuEw;P^HiFjA?^
zdXh)q+{McYxOB9>H>Y`Njif{Z6w1l=nd4XWj(`B9fE3z0_v6&gqRoDO6;Ta&Nac-v
zmtxe+VthI}8?qtwgDqxp{@5S%MQUb!zFptv*Bd>M*tCS)piKH0uNBEG35NoV8NXUe
z%n{sgLV-lDEv~RI%SF;h1(^3$;+<1B=qIX{d~$cg8(PgM2b0A<m_2Yuh7*K^#H=6C
z_GI#hXvgk69+Ji8IUkg?b#h5hU1T<a3#4$4HLj|+6Vt<zgP<wa=>V!LUv3ezL=Al#
zEs>{s^}*OfXGvphj}q2`hk{hC-}8$`q^H_#SoAKYBu!Iv)zaDl7}B>*+sWO<HX9x{
z_6r2W;zWy19t!e0DnAuh_l=JOGy?<cRj+8zE@oE;jNLi;3QNMUAP!1j5FIGH^7;;z
z`n*>vW{+nsnASe}Fpw+{I{lsE>qqYfLIt{XfiGM5#M%ys)n<*th+s8g#tA?hd~Zox
zvv*lotScnl?-^RN0zP`<WnE=;OuP6IY2w9Sa+URLCLz$L6))%;M@OR6!!Qug;_xej
zT&!-E+E)nn=ns=b5vT!RDf$N9zwn5r$S^GbP+bzBaG7_A<c)m;s^VapRA{M+gNpf`
z6xu|fleZK@!d-M5?UhRPhygk?c%ve$2(`Agah40BkYC-n@vh88{XT-4{VKziiF^<?
z)JFP+n1>It1I`_k0H~8CS{Nj@Q1<andDmv4c~5-4dMZYJ+U&sGX~XL#;(cxL4ZL8@
zQ^5dI51$d9aQ|q158icY$=7-Ar#@@`zEIf##>DSL5j?WN>PARkPqYR!lZT*cg{mRs
zbihgW(TC50xs1fSm~MRcmQ*pM6IUlB!rg4cFx!1;OBskaw+9L51PkVOCsWD7jF6ns
z*wMF>H2XRNBQA6t!rBZj6Qld3eBx15l+ECvhmdRl0jizDcNPb7#Gwr(?NC3B{-|{i
zLsLV=DH#S)J71ORj{qC4$zJSulG>e)whyHmi<>jXih^BcB|?%dfrH&cM<FW?%J-AK
zy-Y;B#+vF1!|W9?viF5_uz@g;o_f}aTlr+ey)7wU86+85K9TEdLhhfxGvm^j`dpWq
z*;zRdFI$_Vnl{|k##u}*cDRl2Y>T)79oY=O3PUXLl{we!h>ye0vMnNGWnXBs^(w&U
z3y1GayDFj)==ps2`$U%P&Ko_*L^<7jVL}S16pV>Ubv*@_s+l$Vcz%gu(JjZ+*FG?(
zBi3jI?5^!juNhTevbJIvn=S@9t5047i(ledegvY-eakdJAz`q=F?>MYV(@SnU1c5~
zTkT)r3Cs^-O@@Pi{c)|K$0qKONXvHzambQwu@(&VO@E~0T3;TPv><BW`XoDJ@26Fa
z%u2H_I<$nVAEi7*rb%Bk5KX^8>cf?)Z(G0fOUZp-C|VwzxiaA*B1dIo3!|A4DKpvW
za;`F!GVaHr<{A15dEEx#WR?WcSuM(5!Vrv)IJ;($B2IehgY9lfng+j9Xl_4x!S;??
z0lKMT8&o=yQcgjGj!1CCE$<7PLUgzfN$2LtW|c2&rVuk_HyArejQc4*R^(hALy-Kq
zTQ4|u%7nw1!jPK(arIp({;fJk21-3E-K}&P$lU}@4>PwX1a1fVh%`6Ok*&**9V2By
z<$GekH(pI~c3+*2hP8g&a9ue4csRem%xvNG{IQeIMM<YPKV+^#7>R&87|>pvjk-K!
zj+Ux*059f^c?{Z61gn=ad6vaQc}#Sy&qPU-`I4zxhwN&!Itdnr+>_hV&=>c0%lTtl
zn7P+mOxv7X@G2ePjpQAGX{qt}xUyHZiX%gwBXVfRkjZ#rl%={JR;^8`sV|&=Y1g8<
z57soG5Q2oc-ex~_A*=9%y&a~Ha0F`up5S&GLmw<gHUaS`om^+Ml0FMGj6fWaVGEF>
zt(@a6rm)CKTBc7r#*`K{Ll)ZPb^zuEouoQw_D+4~EFNTpE>TMvI4bU5SWh}jOW*8M
z)iov%WMa>+>yKw4R?%1lE9=K!Nn6O8vY7Q<$O3c230?HgzO7_$fNdz3&{_=0TO(^~
zfbG~kGK<Cx<m!hRBV?{8+ip%>%*qd}?}MF>7GKx^qXI|k(Pd7sI+^Z+b>Ute!^6)V
z_x+kBB)GaC@G=1@k0l3blE5l}-!ZHa9j+Z{LQ98r2Gi%bh!oho-Q0u*x3+HXM~@{z
zorv1`Vcy(=4l7W<#DX46Y^1NBrL+B2IaU%$=Z7>BMtXF(sk+W7qZ9WBG0|*^)hdy^
zE^CNy*BXX!2p}KWcA)#SotZj$MXWn<BZ)Rt*Y!g4S@pOVUe9yHRkLj(tq)mqAP>VX
zVi>Vppy;w(K&E<FW8N6D=<8Rcw$56b2k=L5DZdHQPhFiA`D#?zZT1xgeDlL)s-EY-
z0`$xxOwW=o9acrhhr(#K!Ode&B^t=RcvPb8KGI`kBA4`%#KFl$n83QA$17*c?FR3x
z!kpD-c_rM-+-XBlj|Qi+G@j4W%w%qdMF|7P#@zFvW!^HRlffi!$Y$~6g3yIqg)q>u
z(4-2h$D=nNP=_9yJ8LNQc76C;mz{)`RR+KInT^#kIk8qGVlhSP&Eh>z9gO*j?^Y$p
zR*ayX3giP^_+Ee4!a}G^HI@=eVzmk!MLzhAE-NYX0%2ghO9M+@`!=njgJ=8uFSOvL
zM7gY_mo5PlSW0&;Kohw1`MHLO)U6c^P5Z}ZE_WlE6yNQT)pQ1MD(q&gv`OoU$ICW8
z=s)SQd6O|Gk+ufNZJ-I@ci!y6i3|UDtyx6|M=giCgcNAd(mRpQ!Z6ni3GnG}7{GZI
zc<jN_@4Etkz*uGO)N#e_8L~zbEkLsh=%g*Qv2H<!TZbKJa-+lIaEc||PjT<+xzcAT
z+?{wG&bJ{ew}b?4Fg-D3gH|pN=3#>s2kjN8f(4E&ai6+QE9EkTg9Uy_?#{u~!;3Dz
zIb<W#{#G3eoVlx7*A6R=e*p=6=uA!xDUjA_YfKc*r*n&g6)rpRfY;{DQ89Zjqtf>?
z#6V^;IKxe@9B0Q=PkxQZlP&p$u4xa2V=#B|Hhi*?$GXd!Y$SujX~*2iXEA;~Ka$Uq
zMAH0;sjIzaWynh&>rA3R>hTr^S_G^s(iI~_qrK6r5&=2DbIl$CfRC|<uB;UC9;>|q
zUxlu<^x;?h%G`>_{bhy9)3+rd>hb-upqr%UIvBwbJ#Ah@4J2Ion@w6sIGnX>4@4|0
z4?WI^>og54?`ZsW)zlT*W`*;V#aDsRO`~Rxh*)<LNK?ctVFYSJ@IIX)hQqejKE9g(
zYbzgq=LO$o?NR-;E#@mluW`&`yrwx=*4ud?i}=i_@sUxL%^=nRujMFX+1y4zZ8_^D
zuO-^@VzxX=gAV66)P>Z=N}O}*%tbK4hgZ$@u$}zW`6nAph2$0#qc6{29%eI<esb|E
zgxw2motq5MVOxRqlE>6Q>U5UDTm;Yi)BuY!Fw?olWNc!!*=I4@gg2ql8TMwGeh!vz
zW0=a(x6QWHwGwj>{8&Hrs|?4hbzSBf;@Kff+OWF=r!maz;pOgQuPkPk(S;w;OIH)e
zxJXMG#{ZF`J`<%sI4V6okoK4S0DKY>ev+#H4VDUg=Agho8R#?ddXyUeA}bhD(NfU@
z9+CMUjPYrgr#2t}_**Xgn*sv-ua-cbiQ|7adwq87-{|W<s35@qeHp}m7zo!v3**1~
zwZIt_5Pnc^<3v3gjE?u^6=|ilyBrc3pDFLVOs*gPhDaE!gpP%qD~N<i(2j3epmB__
ztaJDvtKRuYI;1Mr3^VHENWvCS!1e?UAa;h5>>n|BY0Dq(p6JReK6Hxho9{XFIqY!G
zc6q&Snk^n&Zcn%9+B2tFvdwEa0}F=}m-vU^`kMgqXKel7Qb7JOwp65bO%3#(!V5s-
z3}gj7J|4sB@jV?a;PLUtdmw=BStNUErvp4bp4$HwV|0HNum3A#HsJpk3JLH(NF;yN
zf&S3w>3)y8f0Rg`hUZU*{Nd~8X+YjV*Zx_I6t(!JMk<@=KPmpt-694iM#lDkZ17u|
zTiME6>*zgdmp^quVOyPN?T|+FQG~R$wtC75{FV@D_)P5WWDIQitt_mqET09=zhw&a
zw6(QCKtNuBy!elS_H4@^vlx)>*Btg72tVhr-<b)zr%B~MPfh&KvijEq`FPcTvHBn6
zFuI=s@nqdU$zlJqto}87{N3t5wfR5q^`B$!f4<efz9s%{^*@Yj`seBIc{u)))sNHP
z@8nya;(#e85b5h4#UZ>(wEel?coz>DQlrS8=1z8vs6-H|DC+(FyCME@V|{gg+V0Nd
z#Tiy%<q8SwmjjmzM)kKuD?3L)4|<?2qnF9|SE63fSDm@u6@c(nUX}0tHYA*Bh(2c}
zY5u5JQZ~n@7q2E><|V|9iItOm$wBA$-I{k}advj|{(wN=+DcfytaZu7SQfT|CNZ|;
z6L%mQl-c;1VLtpJfZ%k!x?s)%Mz%_OrJE%XqKCf8jiZ;p)W%&O*YC~A`f;)cTOE}0
z{sDOin>85~xm%fWEa_y5TjXn5Xj}Cj0o&9<2K}*Wx){D1UKd}oT87U>8qf_DyAH*Z
zjKvIK5mG1$RJ|6`L@BqN{_`?HCvso2plDKx6Ku7n_7qmd0OSeZb~vXQ-8i>z;`#It
z^{Un6O4?OnTSxZ2d2K`kb(T<!M1puXmi$QJ7qz~h#DAGrw<MBFu~<WJdEdx_CqC&z
z%fcuJI~35El5A)ik^BLTgO|+O2Ti9ysj(_2eX?YwUQk)46=1fzV3fl@A>kp_{6-Vm
zDhMdoDq5TE86<@BnWSx0$BwI|#AHf_qAGRgRbh+45~J+6)qrBaN6+}&YR?7x#GY|`
zkAXLd+RGYEnt&+r198;BUUqoxylZkB+xAB1PShM|rlNrH1PfF&wc!4&(fqFI&Cp`A
z?0p|tW%PdP!Z2WycIx4Y%G~R8y94|8NEzztN!nmb4Uptr1I?i;d;L_>X&5eS)82WZ
z{U*sYd{a*Mj^VK|m8)cU{&!}=m9F`m;#pS389LLCf+$0xRQ$LEPeT6mZq3lgThmeq
z%G=(!VUheA;^Z<{GRV(HKVFFDWTXGbnfy6=|Cq^{80ddb<-d@`&rBQ5|2k>%kB~v=
zU*Rb55qi@9PNF@{freCcPi?<*2Y-VK^#9dRf$kZ@JP+Le#+2Mor1@y+A9+XmUtcPJ
zN$1o5ufIP2I;9+_h(~I&A}rl1J41%Lb#K~U<Kdw|`1yU&6(K|k>KcueVAusS;PJ^E
zxm3JfbR&`UwpaNu_>J^avBgZM*5^B}&(c(=cgr7l@%YWsRrfeti{{NdoyD{~<WHQu
zhP3Yag&#Jx#%GGK5=M@kT8ED>39pZeHkMazx$ajZuk`wsiOH@%sbavDtEOVf5q?Uc
zQ9OaSIw?`mxPV{Y)M}QR@ES2k958_M6*^EUQ>nhgaBcqFEBJ9^#%f|jj0`q&b?*wS
z<@$7Hxj^f)l-Bm8Noc7VmYqRSkDn?kCm1QjgU5s2ny77o*TT&J{rxQ-=L~Bk9TB&|
z*vk$Zrnr&>TobM87Xdi1e7L7<rsyp>O5;%#nusipaZA2>lIde16f8BYtfnLlDc<|S
z(eb#Xa;0qi0}{Coa0M0^eQ>zZX%^O;8-o}ag9&-Knxq!k{yn}W^u1)kdow^c$~RqH
ztdqKKoouArTVebwU4a@4T-fs|F<9}b3$m$1<DaQVk>$)vne$vXRbFQJ)j@mV?tx@m
zH(H;!N!paPWgqI-zVECw;+_76SAr!L&ofRt!vR;V7m`|+FVBMEM_F&Pl3m)Aes5gc
zV`4-9Mm~^UiKI3lz`7Au_D!)p*80au$^tfPYaqG2U!#sD(WYT%X)%EWBsY@LsEkwb
z)hggc%!cLoYQ8T&a|yd<#7;@7{C7|UrUMP=F%$?JNt@WA7hs)YXdhopszY~@jM%hM
zuIVMf(k4NGfTMqR7uhHba8~yPQD^K01%J=r3RbK()@DStTPH)k9v)F(0yophiHC`B
zG!70t-{mr`6_`v2Qro}Uh;j%dlk%Zoy(OVDXFXWjkc?7UZHCK}9zRl5kQTDVqFhMj
zC6(Xcx^DOQEQs6&vf*u2GrHv{EoMPB4K6(Vx(d6`CSu{3c1iPfH|Z`+e~zULQ*^n-
z*Esm`XgnvFdCo0|+bNpu<KU`y{2X-Doiqxuu5Zh);f5;B3W6HL-`&pIZ^t_oos0-r
z<=j>cxYk#?QqmTCu%BiGB&~s&8@=I~Wi*94K(|JI0X|#m5Ju}rQoNZw7~VxS!^o*>
zzRWT=q!X@%Bn@W+vrLbm%WgoA{v8Qt<UE79#NSzgGK!S6T$4&>Pb{-I7WmSjFeBPg
z7>(+l<H5ealMKhnq`q37RjzDgVF>KnTFr^hm|fS+s>Ow!^U_lwF`*Q~Jwf~K+$U3U
zV}c*r0(3Q0#lY01KP2VLw>PXP&EJz8x<Ks&IJdw`uR+f@ykGn7fXswI996x7)H9!G
z&Sip1wgerUmQl-Rg>0=OWsz!+Ig7&7KiJ%0Xrkt6v6QjKeHV>c<?8xk#wWK>p^$3C
z(Gx+!cm<}y#nS;IQy6DlXwg9!-~W~7gs75&@uZM<((6<VJjN7FR@%xkdWsF=1uTcx
zINv(6^<PD-W^cV_1tMEk6mQE=BV2JNtdQ>rAYUM<ak@>6_;a}@ay1vXz2L32S#f$r
zIhe@X4yp}BnvnNK+Zs5i9S;`sHC&*+gb*deaMQjL&;~17e7RxIe?fo8zY(JmMq082
z7o}sJV?xMZlwpSFWgf~YNJO6H!4epbB+`RCfbMwY?67`+hQp%6>UV2_)od5(sz4Qm
zqYW_;q|A^{DWcJWa`Xy@Ac|>nu0A2E+uZ;Dt32aEbzd$-#0>L=lXuC%8R$n)EELBJ
zUICS}xMocz&F`H_33oSBi#DZ-QcOzPY>spBFM3kJSPJD9geRbM6%B21T`CKeg-AbV
zF_7)7zM5$O=1d5k`E*88i}*L|9&Lti60yDtTL*n<Aa#Y*;QDsADP!te_y=N4$e3Mb
z0A2(GN3sOLo5}@{G<cBiFJRI&e6JJTR{A1GM|)|a{XK6`9EIM@x{$o95PIcR(Tr>h
zf+NIsa4Hm=5dsSNu^+}Q<Q6=_0DwtC;1oFDI0qlKf7)*H9$)R1Eu&o!=?Dfpz~Pd2
zWN;4HSPsNUYKTkpH>SbjjN%+boRdE^uXK6IQ-JX0B?&zQ`6&ycc;=EG#e(B1lsRwG
z_n4s^q_oDD;0OqAA(x5v{KuSi&D+}vy;U#=teTc&Ec?;z`^7r5VOVAqZy6IPQT6CA
z08_})1K%*YYqqB%w>eLTWu3O2xsNo3hYsi^(njkd-@Dt~+qewB#dQPQE_ffLI-qS6
zmg7nWjClCsd1HQYc49lzl`x|C%5(fhjcUzi*?MaUzLQ<m;!yh~W9!POXJmFFd539P
zKYD<NGOxw}ec;`}Fy2A_D<o@%iXXu^O9k-=lB0YaYF_!hsqBL9Zmg@~fA|H4()}3f
z>{`=%-C}ihd-!oTqs>M20BIABFFAV3-*z~&yfv+zrr?2eXHNT-gmIcLC2>VWC|v-w
z8;L5Hi>ThH;GKdU%6F(DRKiwV&Nv=p^<Gz^-02CkOp0^=OB=SG*49Wg32sMRuZ~Oa
zqlHKge204;jYU!Hp+#l`NqyHVm~Q-9wx}tps&5SBAKhsl9Q{JJq=CjSt_#0Iz@?%V
z7K$KsqIYFttGq96MgAb5nC=d(+Ee3f!v|rjCIIsB+xwg`i{1_<`RyQO{A8f&$rxlu
zxbFbZ1Im`gv0wOHZuMOg7ZI2gZ#CWLiVYUOX=MpVP8IW`td|t)`ox)7BfSVm2+jFd
zJb4`Jl;H745Y|E8S6>@Aw|z*ez8CBa^qFHZH-kxv{N8j4r9WC0DS_i}#Bg+BO?rxF
zj8rakOYKOD9`x}-hGv*0jlh51kNpr7Rbo2}7Hx9BW9{Re?qKE?bs3w=Yl8}17zvJg
zKk1vrBO%n#0(^8%%Y*S$cnG@p9ytUw1R3alM}8s+k&vZZUj@6g=@OtZ>2VBaJzb<-
z+8toe*pPXV4qGG`szrWORy$^-QPX2AL+M{JzC-tR=b+7a6!`gP&KIkitDE}4%7c>E
z3@u*kt-Nzms*DZm8Jv)-qcl9&3fsuj_&lG9BTqU6cetfwUr->l>O!=%@bxR{jc&>P
z18BTv=+|<Urh`5pZ5FMaD>EY67@k`c)Eiz#9vsarWaHt=$N6w0V@G}ftfa%<F<qHO
z?<0%-1^bsA<YU(LFvz&9^cBa^!kvo?bY*XH_=YYV`%b^XcgGkXtTDF*8$xv*^~O}w
zqYts0rqr24-hnwR$^~5Vo7yHS61O{NI)Z84aQLPb71_P2+&Gv%g}Inc9kEsRiXwav
z>@dW>iuuv9(MofDB>r&g)$f%#)4*j$^h0kOiq^f^F1^W(lYN%?YH7)-Y9}-3c>5Vv
z|GnVt8RGqcyXhF1e`_f8zbfJW4}kX*q}KUMrP4oEGSNM2c+d56|60lPd_4W1{r_4|
z_lP^6cKMqYNY4y-eEgyFJ@x)?!G8KjWt#rC=K6G)Ar<`-75ELw|3(EE{uIZ5iDdsT
z7w7${QvLT)f#+NOS7rLyk^iEfG5jV>|MQikXIuV=`9JkDhJR3!7=C9h{!^=es;WQ$
z105~x-*n3<C1`sE!IXzRPeqR=D{fnMdvH8>cE1R)x1f+OKuM{5K$CfK5D>ps^3Dg5
zBI5UUn!j>*!JAIITN4t5E~tcKO4G^X%;Ni2a8SP|-miLag_fLc-TX^W_Hf+?x*xEE
z`x&f89BvnBoNoEMO3L?<H@M69B{wku{7@xCQaZ1(=C0PeyPYG1BD83m^*aM`0(*5w
z*64<0k#CJ%pQugI8qD#c15M^#_OL1T=JhH#`}Q;iPO4si8VtSVdP_39g0vN`)&}!~
zeoHQ2nV!?RJv)!W)(`_(!peYcFXHC<Gzhf04vrpMmBFe@w_$Rs?aT_x^*H?#C61Bj
zus98Ttv5{Z1f*&~oox*<Y}oY%^Tv%({S-OBoQ=BCCB#SeCibSlOXw}IoQC#AHc?LT
zsJYV*Qc3T*-E9g=ye+=4PL~yjDtk6ECs5seM_kDi`JO^0w(>6WyK3B~t+-Yjmtypp
zk`m#4JhS2fiPq67a4LO$p;6ptlc4ZQV*Bba=Imq@xw=F`9f#h+q0}`h2=;jVO$y(X
zJtkEFtiEB;hd7!5-MA#`@>9+2OoH7nnroJ&2oD&=$3Yr#VB(!F?akVj=o<5H8YP?@
zu-Unl1>LxKgr#?&8wDqEbRb???A-HovtF2|U=GB-99mIhche3<H?5kv4M%C5`4QE?
zSm2dV86}u-&|l>yAV}wn2ysrN%?_zRI6<Dy*ww8-Z|Jz78gMX}Z1?p-*vR6mVJ57t
z)V*zILpz0_38X)N96RZcj~}s!h2p~pM=&?&mb<)9sr(iF$$%<OyVBb@s@ChP3tH}b
zWvE6Eg>nuDqmj9JJJqc}G`!G*Ya-EFoKCks`<~ve;SM>R`_J>;8%vn;@H9+Rru(c#
zxutJ9xLpx79-Or?;x!q$V{#L1!u5aMrUrS(<$gJ!gJ&u*3P}|Ql=3?T+f00Y+Arp-
z+h9CtMxM}oA~sXKH(f+^Q@eFawO3%}x`mxnr>fESSYXdg>sX>s;7=Nh(gP;1;ym4m
zE3<mQcW@c(o47A+b<P<VkIuBH!>ow5V-j1vpK)mS)gmm=ceLS<{zCO|`vxQgS)%t{
z+SizS#|xu5Q&7n_h+&YckjcfPl#ZxwP-U*gsOLf+^;{G36K%4AcDEo{*l<D35U(wC
zjfZqPc;(A?=MMH}KYjl;bh_N4nK>aW$UAb|Va}N0r9JWB4ZQ5m#KC4g$;0#44XYI3
zwyE{}ba2c`V`1|htEaYEZaPL;1G`D+wPwCJ7@nk&oE#b`Z|9pOfSDR^BvD$QS+eB>
zqJ7g)Z~~dX{lrL|jg3LQCRbB6zKJ56psl>%xTB|!NA0@pZWkG$(ZQswx{-Qi>uJCh
z(pjrB)Fes%K?}<yiI*sQ!8)Y4m{}H#`t>xjt)Ii^=JwK$yQKzemJNd%rks>V)fsUk
zy*)$1rQy>|Rhli7nar8hYNeFWa%7R4*g=(0ZeXs^Q5D%4cuPTErKCN^jN@3FWS4N4
z(p`+EAB|F&w<_{kv*!!DVND}S=F`?Q){8ENzt7w%2Pr-je9_yIs+y9x@ml3RI66mV
zHyZ0bh42*P<m)~^(CrcR;K5}f^DI5$AcGQkU&`rqb61kBC=JX<M{ne1kk?Z5O;eu~
z9#0y!gTtkg@m7+pNTS*bMqa}?4mu97A&<dD$3e%Oi)SzVG}EwLC^-1GmeQ(`^r+|L
zgnQtJE8_lo+$<qeDAl4m^#yZ%E7_7hYm39B*C)L@c*Y-}Bt1$L-lb{&=#jk(XOa~v
zn;gDZoaasLV#?o5`r4L;qQ_kJp()8upeFQO2;sDD%*Z~CaYmNiQRMAJVO)a%Nj&ei
z0MUUC<|aO2|Ft84Rr4^qTEFD3Y(HzvHh4d();5^5tJ*YTzB>o20&~Ycj5<%rCM99?
zg?pGBR!pqEw^Ytc_HX<bYt8MBruk))y;Xh!oMm(v;i`kI#calim#zs;*6}#o-{697
zi$XKJ8S+O_#=2Z;CzS2E$-@;jYVw4zd%WT-9KJtD)(FJxzC|(7BRyqty>PHwwqgoV
zP}cepCap@KIIg5zLZQD^g$iC}u@>~rkyDJy9?L5b>`tsS+U4XmtA7d&z+27Ka3M8~
zvz)D+*;vcUz7%u7plp^GcR=mbu<pJw7U6bLZ*VPa_uHGuP3lxT43cSWPT^gV>Y~mx
z;!qcEb=p)GvuxM6F}`<<<Ki``AyHX|b(4t|W;Hh<PL>HrHp4?}I_ng>ZG_}mY%U2^
zTdkyGZw}}+#X8<7pjE{R*_(2pr>Y{mRI`05{7%ywWFZv8K(M2QZgOytE=xqO=pbi6
zgy2A8z;N`rmDs(auu@k@k<i8SBsWxvWJXGNX`lQZ8&Y*Lw~JinpiPQ`tY`i-F~KRS
z0MjhyNw;OC6}q~B2Xhwilf!1-ba|^Z<_{vx-NTaA^$OU7>xsMb;EbbJ#he96_I_)8
z(e&>^?U}s5cPpfG4Z(_OPJWamYkY7h=I(Ma2jXmq^{s~-<b%2NUjNuLi=|FN45We4
z<1m{WW;VfH5Fmohd+pAT>CVi(<D95N;QKhElt!F;=0roSa_3y}L$*k*lz_BMvJ@QS
z%DN-8Z9}@FbQNHh%VnCTNv_1cYLvgaMDnaSK32K2#P=*YmWAZvpjY=uYC~7zpvS~*
z)+*%^S-sb7E;z;vpCGz&fH)$y7F$=|xiUbM!uir_lBRu*DEV!-S;>L%!>JmU7l}Of
zj57)1kK*IHZW@LM!5o73nV+@`GtFwYSIXXEO*rdG%6yLYpP?Vkw-H!p3|D4^GrN;m
zFTkiU#u{fSv;hR&o8_3c3hlM{7Axv4FJaUk0WQiC+`Qf@x|!*Ip2dvi4%UtAjzpX-
zJ08Ih4Nqiz7qZ?3;&>2NtZB2q7+vltR7HTj!20cgtU2pg8e@SWL%K&Pd^-cSa9ixV
zIS6-1j=!SXTW2A?feEe${LTq3b5B$6d8{7!RP*ym5c7}6x&9;!IMP>B>ll#Sp1rA_
zNo{(OV3T@@>ti4|qO0JT@Wr^s=H}(HnDDymrgL}qg{I}ab`qZ4A%ToIuGUGeBJ1rs
zvu!4p^-z1b-;2-jI99sY3`;}xs0eDALKu1Pa=Py?Ur*g*T)wuc=r#>k#Hd<wOG%mJ
z#E_J{3S_~c=qv_?G%+eYCKR+A;0Gud^Qsv9iO3d{`S_ti8Fv|53T%X_EoW5F(h5<A
zyDc!FQ>-Zv9WXu_e_`A*TPy`yQJTsp?eT|qOJXpaDk!TKv-y)lGwZ|1Fvn>}bf52E
z-vk%J=+#wD?Tgb=_$5!=6eVNOH`hz)-8fk=YOXgiwdBaQ$3TUf$XhU$;pQ9OPAOo@
z-_<Lvr@SI2p%q;>%@NT|@A%?dUknNihs02R7hPTsvl?=2vKwL_hP$o2uJ_plZM#P$
z+%_DT!*419l_NZ7Y7ddq-)tHePDdlOl{Fa|gYZr<8`u%L+VzfcF;bT%0NG`d7E=%h
zDM9;NR3QdNPn3^6BVmY-y@sc%f~F@jbtpdfuHv;xkSkDyKw3`*!<Kbq(OzJ!p1~hW
z3XdehockkMJ7xGF5}4E%5MnT6jkm&HLdC5@U{?KT-jzZkIhjIi6uD*((^PWp!Ih~|
zD8f9QM*}jRu()QobSqPp=FSX@rCZaq{MKD~s-z8|9op0k%XM{hAprBJ0Au81M)=SV
zUeMtWtuL>p6YhmavNx9gV_N4KK>wnbEVPWjvJDJ>(#zjzTZTW$&%aAxYRdFkb^_jf
zK1H^ZfJgXZv5ys%NB;S0RM6q}#VauIA~3(>b}y|2(s);I7y8pB^D~ZSm}!A5-1a^M
z0%JYJwyrW>d<|>51S||0q3%>=PgZDY<F}CuZ*6c&9sTUGGRYdgRJI?gHb8T|0m(Yz
z)uDCt`FiP6`oZS>0o<qt0d2=krck~?d3E_q7*D7(cVQf}%>v0B?z-72gyb>21K|!5
z^*a%m4k-~9Jx=Q~Hy@?@fm%hIu@iF8)kx{!J{3AhTnaAY#Y&%8yylWLYP<P<6Z!)7
zsjH&12E{?_Q<KAzUPiwf!3HgKZg@+|CF%Y2k>V527rK0|F8|=;UzwXn{z}LAJ9WnJ
zD_{PU(D_->@x+M*4D9r5O|0#$Y=5STADg6fEFMcW#FQlzMR+L$3`}*D9ONGtef{ni
z(y=fxcL9+8>;gRXk^Ss6*D-orQAYQBPrjdv(Wrp5k2M%n3`}$YATuldW0AsRZtdqf
zG*NpUa}zyYOCxgw0PXW}ymop|MIWqmEYF)y*Y~tdMMuy0+`zA6{YQDp)5knF$=e%P
zC;?c09{;o<@@wPC!pGn-pnK$F&jlZUCb*s}(0;MnKmGCZ1AmpbC_Jufd+K{`<<qe<
zc$N|VGvAol+S&6P>)8HsfrQQ<+d#UX*Y<aZ1D<cm&mt5-%f}_LCYDA38f6npUQ0WZ
zUk%S^ey**tdtBB>|6E7(Bs=`OU#3ST=jrd??f3tzpXs?c??3+xde$emKm9(fLVUjE
zkHKf9Xle4a0vPZ-?Efk?F#IZS_)FH2;kO|3Z%H>DBLl<VNw<QTy}}go(xvC+AYrob
zAxtcfUz?w^i~pM>9(<bgFESZ&0E8GNb8np>Bn&`rCj(#JDngg`7{UuYK`}-Z_B@Da
zZ3=uf%!xp}QZ)-QC^fYZ9)i*LhxXE0C1ws~7gow6$#x@i%buQYhYh(1viN00QLI*7
zw%nX?Trnc4_@SNRD3tHm+`IVjgCuTIDb=tKwQgK9(wzE3lm;^qZ9R+A-`+b!pOU|_
zKB!ZEi_S0DQmuP@q6k^07To)hR7ZBRnf0Sn(4F`GaF?AD6_DIQT(JDjT&w=v9Z}9f
z;-;}Vp&W9qd=i0>%0c|@zP<3M$s%9@mWsD*47T58Z^K_lKcm_Dq+`@F112(lwGRT*
zz8Z?tDq}t9tH*sm-2zXr%^1teimyU&yHXEX;5~BXggD|Yi@t_z%5#RUZX!Vu&be@N
z0j8a|1{bw?S8{eQU9P#*4VOI$0=757<jyVf+I>{3p?vZp_sfgtv9*fVGsaax6TnI^
zFxHZod{PPpw}7U(>GNFC9ejpG0N9%s#d(3RS<7pUQ_sxXFUE*W5eHx=eS~~#MB^w(
z$H2u3;CAMDgMo6VCIkmezF|e(ym|p+`tF7`axJn3H5i*h@d=@vrup+EW`t7T-nk~;
z$izCP6n}#lCO{Pq$M2LZ7z+_%BT<D3UgkTmNi5Do$y5?GJ2UkN02~!6%~My)ot4c~
zmq`}0XP4zT&V%u1@-)>ru1@hOn_!EbF`i^@@9Gr&zz&`we^@B$2TYX{A?&I8VDGyM
zZ#i;KM3>DsZ4s#vB#RqYl=W>@8;K=2_gt9t)I!&lP4ZYcgNPr0P%_iUpus>ad{6?H
zkvf0t=C;^_GOYxCc~u%AJfn=UsYZ~_+<#z4bP>!#(B~qPi5J#kuP`l^N|q*MRy#`=
z-(9;iX_~3O5!5PBIRjyqEf$vLZ(E$N{0+o_fbaZmQD_B~mL~E@dN=y2Muo+6g&akQ
zF~C1OblmI&K`;nz!J^;0d`!C)eX1<@gR!-1(GMd7^f})jl4q%oUUB(?nkDy=>FE<<
z;Tgr0#jb)nL;|oBr-NQ{8GSe$E^0;GH<vbopK>B7Xx^6AD@53cYPa_wJM659=Jdxb
ze>o}idgtFdTsnZIXf%u)Pc@^Cwg=Btq&tJDC606Y`dl>Y%Giy5Z;SiVtiV#rCXvV!
zskO;|AZO1+Yj8)vvc-{{>8qwA=8u`tP1yKQ5mc)I!DFkgGI!Dsl*NF8MX}h7P+>;7
zGljWuVh@YTQ!s+9&Sgps_!YHR%3rU1#@eq+{3$FoB35GjNA{p5x5Gja?udM#fp@F{
z+`!?;4qWJC^z{jl;dCmcZG0Ar0He_3z8==ySTwHTcJyvsw1SscpW$0WR|vWT-`&-L
z;WDf<hso=D7K0s-^psp+q+vzYUAh%Bb>DIxn{`*9wd&vbjA699QGK3r3rkqKasfG_
zTPi;<{N%POK)$4lWz^iq((UYfEZ;4SRzV*@mx3<L;cW3a@0}h4wxyC}SZAPNN#_tt
z^EAs@aUR?doa36zsPj|@Z+9dCOWPF!LH`xrdi)#DmF|ICs&iY2Tg=a<t^PtZ?_#pG
zLRJO4FVSz&mQQtQ*8Mpx&-p;y7OyNJV0Fjev|DzUZ>O80uDg&p9*W4b^Uqd&RbU^l
z{QAXCbhg`>X-#f~4xgHXKx#zb`<c=wS67g_#^ZFfjQR1>3|;f0%(6NLy#ckH2T}2<
z5h0IJ=kX51Zp27<S!r4vTpzX%s><GynAoPV@R-=MfVO}))8Ylw>V@Yk3t<kCE|YBC
zdN}T(RS8uA2>b3e`9hrig+=Ym{Dst_vQsEHI;DoCwt9Jp6fxgv^;}>Sfs~;-CNSb?
z@nKf9C<ZHgVg4C>wUub_KyuSc9zR+=E`l#fJxK#e^iZ2Xj&EPgyOq(kbmHQPi$0=>
z#nMtRN)AD36R&&rxqIP>$;p%^7uSOuUeS8UF*BwEhu+iB=Pwx*7lqwQNa#qQ4C#00
z2Ir?t!Xi#+nq~(>QimD2llj;nAOR1js;52!k(hF{>3qW6(3~RAi<>;q*ojrc&vgfl
z6EP6?CAy7Kg@8hIhy9mDO}f1!^olL;E(BQQBVQoE11^Qiq2KGkA#20fX&XoI!#d#g
zyvLghHVq2i7l45Sm__A%<U?Z^Edf(S`_|?CkboiM{eW_#3O7ZAp77F%jt<=;HX4tE
zzWICLC`rH)-v=j%9qO|fxC`C0u+<2@+~BD0ZwP!&I|@!h#VmRGc>b$;_Il1;Z3EvS
zl%??oF$e=!4C~X1`n#+{YUz>TgkpjPgnW{SX!p5h`Dg`9dNHFwdD~Br8RIixhh70|
zh^Z8sR0nRn(9T+^S6U;^yg*2f>+1gjB>pO-dIX6;7FytMApQ@Pgp5z$-#=l>zXjq^
zlBQoCtI#jG{1fOy+eN4GWb#ufZ#r{1z4iKvbnr2|R5vahICP+pX91rtlZ|%Fe#}=(
zXK@qFzJJRyLR#aeNZBqDYoy5Ry_BCr@hM$WfvvN%jxfc|k@xYxYpA0n5@M#kqYblH
z0?FcjCCVXfebWLLIab;2T#(Gdo7V^zrQvxv^u>uD@f)a?>tLhw0+F6qL<QAbhP(>g
zXmcL5>?*<l5;=?b65r{~T_oVc1iY#JMURNh%$z2pama1b(c(j&5ouG%28RJ6Q7=wA
zJ!c{^|6-A?=L<P1>+b*P#%I_3;xlv%zr4u!*V@}ZvE_e?wWY-sge6q}53u&na_c8p
z`Tr-V{hWCF%l~&^{A()ZPj~zsYV(T<JlXNo{S(#y3Ag{*J&y;-yVyOVeNjt8tEbO;
z!i;hTMkbFL%|~{^`}nUq44!$(Qyx#+R^Pz(315?n>Oay66ML86UGfgr*5(ElPbA|R
zrT>vm{1>eLd`o{00%d?Y?IRXvqJ2cQkAIq)e=+rW4a>h}6^}OlBn1D?#$PM|K=bRe
zsYIUL_LCOr>paq%N2fhegJ&np{bW^tLD)Ytmw(b8#=n*?{;>pr@rix^=L7u7f4|aN
zEOaa^e?!=xRozq+W@@!=IkpBvbqteqa0Y4Vv9`Ky@gQDo2Ek;J@_v6I^p;0fKynlS
z%Y-3O8*D5Rh8&*nq8!fTz?1FUtq~hz+`7Q9WuO<k#1t+%;kj9Tz_^qfo!m5xo;y3T
zbsFi;nfm#1KC=2^zV&{=?5Gpu1<30&5ZL)V&Gcd62Znnx5ZISI74Md+bcav}GcG~w
zu|dRcL#DnC#NQrlUUkQU04*%ah6Wtd*{qQOtH9C$REjv!H28t-%CyD0{L>bbg}F@a
zYZ?_4rRC}xbnPK`5Os`%foX>28NB5zu^zfzaHF2a=?G;{YbT}zS=@Uj85yXyG$ZL8
z2dqIDUQJVojbuD++WuNR?^Cocy8g2sQoUgvDZTP5G^sUp5NLVnY+{tt(tV9|@$D{^
z{xkpb`}dspk;!<5hs-^dsP7R#c3)oDM7`t&kl@8o6ru;n(`#@;_e1&DnSJ3nX;;CE
zi_>tSV5gwAVoOdbS$81dUf$ke=hr$2H)Hu8*|bv<L;d1FO5Y1c)S9Po*r-2QaG(74
zYcS^9Pf>xSE+Ot!2JxGo1NU`_RFs6#D&6^2^(?9Wcx`ODda-M9E;gkTRZH=?j+|}C
zUzTHYkGm}$kqC*Dzh`3~MZQCy@?>>|6btDI5f^f}>5%wb6s28GLpiAf8a}5=-}D+&
zPqxVcC;r{~OaJ$$2+)W*iZ?-vL6EumrnQ8~nM0#V6*PF)@~5Zy&R2v|-N&R&wr4^w
zNkWO}O0Cf~t3S0k8lJ|@KZJK8<7~asY|OYS_ng;!IH^nUF;G&o8{(EY!@gA5oGP2I
zHxr(kme<_wRL=ad6A&`ZdOa694=-M?FHB9R<cO=^8MKm=S1xXKP9v#xq?Jj%cNs<Q
zQaqk!8uX!cm}#Snh2IYqrjg^|B@j3V>C#7;n24=+c$u)nr(gG`gtE6j(Do`l)r2Nq
zJ(?a8S>l6!jXn}@1KmY~qXNYmfi3}WOlGpdvA56p>{n47^ieKtV;7VTopo%k%ElqC
zjyD^X_=vFr%AmSiqET&PlF04jDB_P&`Je~^|K?_Q>YANhc3WS4vp`HLJ!Cf-e%LX7
zm<B!&!<*zd^K<q^eCD^?oq>_vuQp85?t5VlZt8)cIF2&)sc76cW`b(h^WYs`Kl;Tb
zw(Am0zq&0)HbS_h<fpxkEZc3au<xYD-uC2b&SRQ6MEmAKfdvMsjA=Xbr3IQei6Yn5
zF?n1nR)t^3JxrpaCQ0HElMY*r+uf*y^YfdOqf;6VFwTTXZcR?^QrPuiKnv4Fi_Gux
zn9XhX9<4Rtmn`894UbC?jSK}dqtinS4=0&zM1OaGXSp=s-WNqZr(a!Yn(oW*+vHT8
zC!ZiQ35}%sy}HG0;2X&;oT#G(e-n-oIS=?JXdIe@;AAmn+AyK=JO-$AzJvH`tX_Mu
z2F3_|<9oKsZ|i)7)`L@T8DU`?6v~h#Q`G6`n0(AwTB1hL63x=2i0AUxKVbt~Dnl3-
zY9Z$XadCC&0#7gH&q^2^?7z;wvnP?kyiO|8Hsqy5;sxF*k&5);i<Ob{TAXevnJSad
z*J^yws8AY(WYzfCQLeZUDpv&KH5QCtOiI#KHe*}5xFtz9$Cs<TBIyXeU29ZG>XuQQ
zL_uAL&f?YoL4WV;RjY+#>8Cb2iyI1k_<HT6Gkzo^Lc`jN-9>Rd0ujlyi9)ofe741=
zaF(*Lu`pR1S2p>$;+DIjZbASGb6=#xdsblk>tiY3(E1o{@=ef^uN(M6sKofJeXw67
zB2Z0O!i|G!Ji?jxEfARHn`MpO1hY>S^4>M$R3y2a<Znoa6QnpyIWe9!&D&1b=+8ud
z*bzF1XX23Cki*gaadbVQxhHAqkWEcAG?DbSBI%~&)+v*#q2ThM%cL4^pJ84<1x<Ym
z>Z4kQp_G;!GfCdz(0zQoThGO8jInEpno>V>`~eMj^Q}LNt>{J%3P>{M_3HaFJ_M3&
zhL0+-i@Crq*UfkKF7XNe#mMB0M@ni3&4Qvp;!gvXAA5SE7$KRMu?x=d8XP?NgQ9p#
zmLrn0Ud60lxV5dF`-{NH71{fU%~RwkcXx|glB2kAu@$FUr>&Rvqmo&LFl!12&xoq4
zzinP0PvF%N>zvQnt=U-HR^u*}Vy!i`yhS7_eTdiuk9KymlFm?y(P*hW?7Q~RlP{uC
znmWTqTM$iGi<Lj0T+rJVpjHy{>{N*kWfB2nmWBT6wjr$o&t|N|-}MnJM+n!90m8H$
zaH%dDzsus0&@7rMc_rg1Ytw#=_rre&`kjN4lae%5bana0tjF=i1|ND)SJOU|lu4v=
zLjz}>ZyjQt)&iQ7d+9>ATAZm=p!fXe(y7$6b{8s?$V-oz_uV$|)}n-4-){BBuiqm;
z&Z8NSie;OjeLmzKcyFYVlBd!^M;9nuFlDx014cz4-xT{chI8drQy}3yGV$<B@|<pd
zU54f<e?>}S+v@R`&Y&)UU1`B#v1Un8$vKH>rjGe;A)dgH`ljp*d(-j&fRTaw+ix{d
z;vC~|t^F_>Wuhu(-Zc$!)on*#s|LI{yx5;VM6ccM@FL#geiPWwe4BR*U*%^+u0)me
z$@Ri+q;)JwOSXnSr#qjBBN`zjE`W1y0GDH0oGao+Mt*}XPaD-2-Bc^0PbOn*1v^W?
zn*P|ISS??6w^W2NrT0#I5>3wpTykt?jS7Y0W-OffJSSOJn5`JQ$#2GABmEmEY`)ha
zt8~UUF?eil+b?>95uyw%hOW$1OAWD_SP$AWDp>$2!9p&7_fx3daLpJGa>8K}3F0jd
z7}8B5Ue!a8UNIkgYRF=GUm&VBNF3We2oVkCV1LAbB!Kw!>Tx9D!_MvuuK#7!;Yg=)
z=c;&aY99=@K;vAMRW}!YWZ+T$;(AMpMC_rOXM2zynQ9vChdUm1w2SY#9t!UFX;JxI
zR+t!XY2=Ivhz^b97(BHGP|X*OV8|23#9kNk4c=qHqBQ8ne2lJIiw@Q+&_6U*$P1cE
zK)j+QTh`E){&CW1>56n2_PW%%Aj*T!QAr3$=R0WjEylsNlvfgcP_4;1D@jp|!l>3~
zzM^toBw)_!g*a%V#T@JsPqzCcVh#=3)au+@2hfe1Rl1h@&$6vWcq;hn5reFYjzz==
zew=2pE18;68MFd$YZ<N87dwI@;X^qYR%Gu`5VcZ1Id0A_7*o!FMSj;-FFUznQ7JFt
zChIvWaJ?awDn(F@*`Si#Z7EM=LRvAGQaU(lSbry4g~D}>H?z|XDW6j(hAGEj?@lql
zhUi`EiUv<8gVWKi$47|)KT4b&C}2fVv}O|(R?f`^p3}=scesAWR#smzdcNnpJLG$K
z5?cUjDba~8eCp5M;>F>fZKvgAp)@9Q>2`EMiOy1MzI-1FH~P|}+P!O)+rOt{<a{|k
zk;QEP(;AjIL2G^_y<*ghWI}%D8lI}egBfm}S+m7d{8OT)&)4O)%7V83PC6&}M<*M|
z8I}%C5})!zk0cK5om}Aval}G%#xyH;B!sY3!Xb%M=aMXYzjqZY^>ZG&GjB?T$kG+r
zY%yD0utZcD?TafK*g}OTtN|wCO&pTehu%%tX9k|$l+IxUDzjrZqbHQ^w?pCvmbc3I
z*_6tJ#(dj=qVMXglW87{3?Zp<Mk<YuO6MOZiyX5!uV;WmCFMv99W`-Is3s$wJ6B26
zrfmwMXX<-hPAD0+SYnS5ss4d*Ck$HOQ{t@y6Kd6$h3o=)SJpE-IeaSd-K$#ljrnuv
z+?iOiMrIBl!7Us2$*ExREkL#~!-}p;^Tx+TO-JLoC6gsL+^<YIr#Y*w6)B?FhMW_b
zDlK#?B@at`c@#7cBb(J&th}ZuMpSC{!T@yXz}z_1)XSFfPxTgRQi8QI8M?vMM)|Kj
z&%RxUj>u?L8}Wp?P4`@QBj1O<1lS_1TYceZ2Ar_Eq13E0Mz@X$*24#OiTI0$tio`B
z-ma4NuDt2zsz<!&pb=qz=bX^?=Ko^vP2h6g*1mDGicE<jRHBmVo(EH<(xib<6iPFx
zRFWxU#z@8xwkh*G6CpArgm%gpnUy(1hWC4|-+kX@+Gn5h{Lk}$&-*!_=W%vx-D|pr
zb**cC*R|HqSAXW&X|4VAYsK7MV$@`G-Njk;u4ifuntto?mTMm_w%`pJ)@Fo*#IL{g
zq1yZHR%Utbs+OR(VRfT@<tIW*PM_t6Z%eElr8D<##W&aZp%Z7${@gKIJ+t89>Wk*r
zU%Lgmm6$v>(9CQ(Y-e1(4Ck9~BMpZ?zB>EzVdLVk_-2EqWX`L5&SRbV6>WK&kF^Si
zWyc(BkkvzA*KKvOz$&SW?#CFTB*zc>wH<~}9{94$Q!CI=y@~!7N8>{KIL{jI^u?#b
zgItUGr%p7~*6C2(I$o!-PPXOw%&dYEK~Va>SmQ4}j4WSgK0dl7YVp0E16J3|veo$%
z<+kBv&+~>tC(S~~1iQEe?>9CbTD`CP_~gUMpVGFcFS&f{?br)PFX$hca?8v!F*7M`
zR@$6#6Qv2AZ&rWir**Mxq^zOW-8Qw{O^39N=xyhGZiUX6vk5~}ySPl-)FOIX+J*)T
z?xeV%3wo`2y7$oYj_Z4`xMuNG?OmsLW@FkNU7j%cYpXBqgsmEW3@N-67*V!1$|c_C
zgICI$v&JbqE+5DlVb;_zJ3p$q=ze%-KaDOE_r$Ab_43`<IKF0rL8ALi%^t;OcGYLB
z^mb~nboT0HH{BL5SX5#f-6U(vd~+{TUo~f&Cnj1!YoBgxHdHg;cD(hw%j&TjU6&8)
z+2(ZA++)@gY$s&x?5P*9Fyc+;RPlvw_3NhEUeJFd@j2@jvZXLFyy1~Kw`?qf?)Y1t
zm7Mz&IAwRv?#$?J5e-H)JW$i?QS-Bf1%9uy<^}HUR<~^0`gKWrt*y3a?^&liCS_pG
z*{sljx*rVZylsDY^7-zP42?Su`^%=x**RxWjY~bct!tRIBgJ$}FRzArfzBr`mYv8S
z-Dvkb`};O8H+&dBD7o`e_h@;mnQ=ao^M^E(j?z1PUuU25rg<@f#j8zggjGM5aZdNG
zsJ3py!Tpz7EdCh0HFRa4yr!{3`hJ`<e)7fko0h-HURk5u_p4>s#87wtHO6_JX0MiY
z&DFiT;>3aT@t^At?y{rx1Bde;>V!n~ng7W7b-;W*kd|mEtNC!hAY`6MUh~B3?fY+A
zd+Kg(*{o56pfSrH%W8SdoHd2FXLP`FUEwYV{m=(FHEik)Zoe<D%=*o4zub&Z*8L~v
z<WC&w-Pb2MVBLmoO-rYiJ`MW3yVRiifMs@@Mmvq47ZIV>+jWh_z@e8<EvfC=vYYVR
zp7?<p&r`4Ith@OjciYhiYA4FihwgIfD1LFgci$CS`MrHwKAjTy>|o<Hb4r7H#rS-j
z=$(J9tbT_Ny^n1>a8&(7V$mm?Eq<CWbAvQ(Hg0OOSFPEmc`GI1xBHZwENr;plH)3a
zhxQh4(nG(VX=C^7PS>^bKh62v`pxDd^=dO@O|0sb*6*~$dCJSs@JXqAn_0iOQsenF
z_nIfdw%d&ju47tKzqG;bvi`XzRvvy9ymyiPoMA&PTlVqZdQWeebIY9*Ja?2!^y*X$
z8y)gu$wZg4$zLC2FMIf^#ZsS&b~Dx-ysYJWqWoF(l3Gc!w55?+1qaM{gC6Eia?<v0
zwz~1~1}!Gb`-<Of|6@;ev+nbj_0z6l@A{>h!FWxBCWS2~3o3Xf6OTP}3wP7nw10Q~
zGiSPwY0+=pL67r}F^kvUi%v1SI4I=B)}W&oqeEKGpE<%sF4<cy2{fEM^4$!r3uhW9
zPMfN}Yv1Z($+ZQhPyLO$9@X5qdc3dgk#*Izll(Vq-P<88eM5S}pz%95bTlwoD8Ac4
zfBdCu*Xmxndr~a&+wol8g@5PZl`au64T{oMOzs}h$EDR%Yi-S=NAsGz&{+AT)b+9U
zd+)t^hA($$pNzLxGpao!bjI6jj;>uZ%xq5HJbmQy);f)^nmRstmZV{G`#{??E8XHv
zp~H_&jXE)EYE<zy{c$(U4SZu`rq0fLXxO+o?3;Y*hC36Z&K+pmv1gC?Is?oc)s`eU
zs9nm?o|+S(UVJ>av4z9(nuaH}QP3>XI{wcCZM%#Woa`G~8m?X}zti|+Ol0lir#{_3
zlrL}VJ4JHG!m!H=tLagtnra2(JD+@G+%}`ywiT8J8816`kI&nt?>oUoO?p$W_;hH@
zlo>BuX{psyw@FQkx|CT><Bq(<rM*q-FIEfRrhUF~deV_0vomY0@a=F%{JxjzgpjX3
z$>a0K<ZdZ4{Wjp!gSknWlQvywQ(kkU`u^n2af1p(uR{BGT_|{eQmsez07+jp$x~jq
z?V)~gI{W<w%^cajj<x;8laiz%D|C+R+#c(j9G|IKJn@mu=XbRp3*$$wta<!vYx56{
ztml?$h<orG-n-Q>=z-eiE=FI2P5Q4-Jd^jj@A2YAgJ-X9Jh7sC*qKQCCST@6Hp_03
zG+M{gGbDBObiIjZc-^L?Oj{J#IX2+tv{&j$7pA^7%=X_seqKsFV<)Nixp14)vWG1@
zHrUhqLA=y1(AHgUvCOKgeaA*MS2fD<t8Wr)a!yzh=3S@3YptjSnjdOEYFjb)qgUr;
zJD=D;K7M^l%HrPL2kG^^Fe1bG%JJMr<IdEaSzliEAt3JX{XNec+1F{cW2|lc;2rIT
zIL#QDw#(|l2g?eLGh1|$?UpyFu)WvWvdF7*T)Sy!kJ+5Lf6r=1-Bz8~7LMtBY|PDF
z*>_%eFE-zI=}E(04s}{3UO(pHA%9)ZcW#%8b`I%MBV%v31D8gu3(S1rxZmYg+Qw_<
zkM$%K7H5WEUl`gjJ~AtQmR|b`gT&`;VlTy|*)`rUHhgjBA69n9CTzX3q_jbbX7_~k
zJMIjAGP2^4?B>_#9nBvkK00WAv(?S|7Sml$Cz~{UbgzkQimzqCd2#eUU(+QyhZ=o+
z;y2SaZkFDpCQ~1r<sa&KaoX8SJLk*o2hHy=xRXIh$wIx7X&xo-Z4HNM8bk*=nmL>3
zEpeLP(QZ(uX4}R%Me)|0a?~8)+;fx3EmOk{ev;d+ZPd^C4IAe*^N^j@Krin><uB%^
zx4d#~!nf3!U9TtK5X4`<J<-dvsbTrFnc0z}`JZC9pINt0B;L1qe}%V~Lq+tH&AD|4
z@Flemj4IyX?mqjf{PJ!7*H*=0L;DxCf0(=NM1y1dI$poHL|*ss;ydd`AG&_?^b*bE
zuaAHJH0eS2VTFE6F1H&Wq&LiTU_pGA_l@@11H8s)1+8DRd*nTD^EuM6h^EVZPVH)O
zn*M*l)MjBFN35K*Xyp3$afY4q4y~#AF28n2u8(i>;1!xd2GQ1U4?ZjYR=viD_`|<I
z|CLcoKuE<xu|x&`D<g2KL@|gd6yx_8D*#&6a|{FXawDej>Q}ovcIC-4<sR#Ij`V3a
zRW!1BgNnTCt@Vu>%<ePaWNOXG%tjsBTQ+fQv%hWl8<#g%ytO7xsAcSv^v9gO)g7d@
zXI}P?>}cjp@l3CM8k`iaoONS#l1$XEbHBdFtvsWW{HNX86Wyvzx7y41fADl}WR+E1
z*}kgiT!mSK(6)O02Ttj}V*6O_udemgx-@UoV$r?!7pM0rU-C*kcB<fr_XMX-iEEoT
znX<F%?x(44nv2{v1c&Bl#*Y|~)5&~--PtFnmu-K#b^hbIk5@jndu#pH@vU8K`zCg+
zQjB`rIj)ngUmSVVJlAr0QG2rujjnjS>GVdlMBZZdjqIauT>2&?RL{^|+x8c{R)#Nu
z*8+*^yh>a(V5IVB;kPF({XFd5?7N#e28G83#fAm=GccVXbY)PJ>X)h^O+O#A$Z_&x
zE|TFPD-q(<_<TGt^bZ1>q*4y@=a72}XcEX-?^Obt&<xA^I{{4$$gdhZBUT>ik=9kR
zf@@G2(DWClEWc#U|MDRVcXC7r4$4CoJhvdm+)@4$NO7@Cktb99m-6T!M!+6-5~#}l
zbU4FadH7cjXMV|=f97n4g)seiHX|l8@tp*Jari3v>%-ToXEWf@4`(ypV`H1<>wY^n
z`g!=Eo$8aGw=cX9G3{3P?wNsFO|<?9R6C+>FmaN8nPJ|od2<Xh45z7i^SncYMmJsG
zqxS6HJ{|N0P9Da8h&r@>w|B4imTki??fTPUn0w6LZBgS=o=6uono?K(`NW8_k7Zv5
zy+3m2%dO6%UUby2cFM+hr(ge~yt3;b^WJ``_B?EjcJA;4+ddn=zuU4}cLVE;FZ;Eh
zEw2|WO0etN+Th5Bb}hn+VqV|nPb}$lWzqh5hTVM58hsoz-+2Gl@WD%V>%B1g=rrHl
zte@qaYN@dmF-9A<Cv6=j+~I7Z|FPq_x%<U=`yVCjJn!(@xaqf1$F18{8?|`C%H3Li
z=^F0_X<t~-=kAOP&9v`!OtH|q^mS4E(Aq=$5550Y!+2x!<AyKPXPxr&d2Hqu*ZxtX
zzR^dn?f81p>f7m_i<VaeS&lZioVHZ@vEoGi-UoF1c3i9_cXKS6YSH@MmirxBZP>Qq
zPKHMVZS7SnUun-ZTROL(xv|T+4TFoG-Oj(XGI>tDR-cDxkG(yko#*ZTpWO{wHaP#r
z`A~<l_6di^_x*F)R`U;Sv(rKbh5JNQ94oC@>V6~sZ1yhShdRqW&+Z+emLZD^FF*KU
z{)h})-)9%xVsD!-boE}*wSCC*;9VWZ4%xTv(W~i`-0OCHROj~eSz*o7`_?zwu+ZJv
z$;@G>=lPrkn<m#8TzuhObo&sO*mg&>dS}P$Tl9VT#~hd4r^a6Hva-X=G3L$QUfHAD
z!r8OK&bObg%s&@l>cdlS^6KK6g|9YE4(qtgu~_d#+R=B3Uvn2Uj~)JeOI*yQ-HV3h
z#e6;buCIIKu#Ur=L(Ys_bYr^d@GZk!o-T>Jxo2(MvvYIzOnKC1LbUD3Shr0t(*Mk=
zW6`a2xW$S)^}5N-XNzaPtDSdqeeGc}1<g_q-}D|<p6zpVlhgA@$F9vcnm%iO+A`lE
zhdP^{ThdFA(%gBR)1TY*ChVTI=fSR5K?U1_Px+n+mP|L@ZqXu9Bj1DX!MFZn+?Zn9
zoQd{l9L{7<To>DWb*|=!j2mU=<CcduuX$!!J@vUgo!(j>&UtFnp!VcpP5Sn~SpVdO
z75)<+ynE``KV5gm@b(vWP6}|IWxUSS#G*xwi$)6r{YT`P=omlaxn1^ex;tuI2S-`)
zlt)dv_Pta#=Jk`BrrSp>EmP0a9oBkQ>xKtEwjQlL_gju}{>Q!t?sWZd=TbDUG{02)
zfYshI<5n}0cPFh4fB(9C<f4|XhmC!={+M~aS*1fpJz9FgX7ZvJb?Y5%+xnQ+l|xSY
zH9{k`zVwf*8+ol;$>8cacb!YEp7)6^yE;>MYigY@JGIJB@OdY+PK~|WEM9F;R=>wt
z?V|K<pX_*W?#0>-`lQy(v~eBVYFY84k~<A7Pu9GwIrCabyCmah7O`P19T(4xoN8Wl
z$<J`%iH60aO*U*i;%D7?-MjfCtKU?cUaa=+o7lOhRO&X?dF-m&2R=59sn>r{!Nbrq
z`n6v_Il7~5X){@(Mfs%x^}PK%1ie@5qEYv5?GMu1Q_k#bw#~NlmZL5&_G=4PuRPzQ
z%iI^c&m3$sG&%I!l{)I`4NLMi`d_b^?D;vM&!@(`i8;Gky}w&C>B7w{y+`|BhfQg&
zHr;n)x}aXatfNz{+pJLgmU!t^K=%0o*W=2Aw%Jv*F|sz#?Y+vWX{U{!XPmcKcGXGb
zZ*cKcr<*gZPSky=**^JDin?Hw;8|+J!qLy0#C5HxGpcSu){DDs1nugtyy`Y|M`&dC
z7T1e|y=yKHjk7%2|3lMb){BP(t*N(RNW0tJ*K57!kB_fbk=p6`nLQW$$JM=)mHf(O
zT1b<nuacI8g_QFgQkyTmvpeT{-Rsi}M_rG(8N0H$;mbCuz9$FQX<7Gx=GT79Hy_<H
zzDLL=-L$=eMZAU)iE6p~HQQ(163t%QXKvo+71Nd!i`QmMU&^bts<FmI)6}{4vL)xc
zWK>^1LbvRURv$OrLunzQ2C1_4OPvA)OUI<A^gkCXh!m^{ue1Ej#o*?9&TPy$f9!O^
zxrB4CZptFMc;)6FZxGS$z>@PeW$N3fSF{>@(f!e*SF=C3CA7?(GVpxn#mu0hz@nh1
z{PE$R>|UzHOwB*pV8Duk&`Zavt!>l5xOchzPL0KD+O%9fyWjn4J@k7V*`oepz21%E
zYsEX4Umu!2FD}dU;Ow|(gRZOHxZW<xx<YHL&R56ILA6gmojN#rk>8^>>+%oP)d*{@
z*<3EQELd<q&UNAL6%F_~E0?B3>`BjS+0CL|;rxZEjoO4X>)GXuK<#7oO&y+l-1JY3
zaoH2B{djj%1N*>*hFfKheMfFezNgkQVy;Wqpx5DFr)}s`VwxPk<}_b3UAv@njrq3n
z`%50{4D4d%_}MM9X|zerI#vaDN3|T+<dvK8$f#Od%@d|i_II$}^fYv4?UM-_1rAn0
zjRw!#(MC^T^mvkXs&3)+A?tg*S2KAs-|CO+Mw$Kr11C8y=q<I<c^M*GVQ?j7sLi}=
zle2@<AF1EaTD~s5baVYV{wrp8RPPXOw2tTBwcl<prv;y#i>5W)I(T;TL&xX#>XA62
zul<@`9VYu#Y&GC-bxCPul>cXEla71DP5VSWi)u1v?zXS1W7qb!_Db|=<($^Xbl<4~
zS+y)Ws+F(Hc~af<UPDul=FfMXlh~S^eX%EE+0%7}@3k+Oq^>^Tx#CY(+fu6p-nwt&
zCrmCL^(pe&pB6gRtG!EE*W$eAh>qeqDJF%2qq7#<goo)K%G2t;?4jU%NczdkEByy*
zyx2U`WW~GYS3_SlY}Y*E-TPC8SKa|4uq|mbw}1L&UP)w%-mVyH7Zc6T6}?>py#u2A
zUz~LDX}zwyz0M}2yx>jDo4&`{{L`nnTGN8gwa{6w-+y|KOZ}bt&Kmk`vfJs#hKU-t
zKMy#ZkYD>q<57uyuI=A^_rUu+^94uWH4{8~<}-Zhs%+!c`m36bcDuJdXH=hFcRP&V
zAsaH++tu?zuLq&4b59*gT3kQRJG6;`cN?QLKZ7|Y(*-@Qhnk2I@AbTLKdMKX_YA|m
z4IDznh8`2^mGns+>~b}>p!TD>i`*tmGpw-PtFd={#k0xIR_4AYc7u+k^xSmo;Dt_U
zF^wNQ&uN<;Z{pnb^dF5@dxtyDPjjBoadG3TcXk={xBrmdy>-9KL46xq&)9sue@JSl
zb|KRy9rBFsJ;0#V)pL8-Tb7w<J8w^ldJ;Ny$A)kh&8a!t8=rjOHRa{PE#2dvK4`qM
zhul5C@z>j<roVja(rEiZ!O7R5Q$sxV@17L(K-@k4VZQ$J%nnm)E^#<GE4smBHLnSy
z)Gi&aRlLj$kc{Z$zJ;aXHH+m1YQ=}pWX6{6AExEB^>vWn`J-)@Z%1t7Pqb4j7_3{I
zxVG`Jl-&bE^)nu~Fc^0=Utcey!&KWP4)Od4dRH1B8(qs^ZaXPYZB#-{kAn~AS?bo7
z>)bh*{pQ(;v9}M6e7-kkUbv*h=h4^ep@Rp<2fq)=+Y#NQOgJIp^P9<8T{lV|G<aCU
z$gr?(ld>Z^Po7nnud1==W~-=Wj_qG-K6_WO*}3|~r{B)$9F-khWoTJ<()N;O9W<+*
zw7Orq?#$|M9z$nznBhDl<F;<U$ET+3T>hAE*lcleoVWYlIgkAfBc^t?yEgsCSlOO&
zH41Dyjh|^8b?;=K<)L%j8%@};=E;YISHqu;HO{N!^wOee%zXWb9$mUkOYW{U<3qiu
z;yRyBzP@|=_D$^}sXeFvF=yj~8RDU*Y`gZizh`=(Zu9Ba&S>`6>(=&bmY06QT~FQT
zjR#-oB_BHItf5nDv+^77XJ_ud(|)C4CqZDRv@K7^Hz@R)F?M&Kn>X6tj`T{Y|6Wr(
ztn}JD-4Q_%ORkp)pT`{T^UyKb+pXL_db0O`hfQ6cznHxsx{q+auivV+4?kX<p;bC<
z`IO0rO9J^<k2$1uPwzNZKSU$XsY_CYe#7_g4hGLQp0WN(`JW|=M{bJudeJfY()xRK
z4#h6sU^c4XT(ePgAD`cL{+vNV-j<Wiii7>9c^Jh%X?w<8mRR2)KW)f<gs^Jmz6##c
z-{aM}l^S`mO_Hr^pNL*p5H5Jrp_{#PnNe%;LWfo2nBeUC5Bv13xG`e9*ZR%zB?s*v
z%@~~>7}Z`oxxB%qx#tZx#H9J}<c-O#Kir{CZv6}CNAA1j*YYur?c;6MJKcDR*T>9l
z8iRX}&HS=!4c=ue=phepn3tcTliRulf6(gtm#-dMyg77zfzJ`Y@sSQb!}g5OUR<Ns
znw`6kPU+^_sb#CVWq<B39(%0w&4YXGBir^`?>g(#qJHOIJT418mUO7Ubd=-Qh|mTd
z>&HoRdQEVje$#(k?YEMC+rth9ZXMn>VB4mQo;#hpUT-meYxcC9)RwU^YrFNE!v25l
z&CsOvmxMdF9(z4Eu4qN<hrH^KHhB$wXxZS3m;c!v_iVn{`PTbZcj}XB<9^=Mv(1en
zd{QXjt3I$LsTx122vWo4p}!5Fc;pPt;x)>6W>%isdh(D*Lu(lv`f$1K$WPUG$34&(
z>a_L2lyBX3>-iSdRu2vd(djYhhR?HsH9np=5xeksr{tcVsfCT+ie#3XTU=iH*6x9H
z?cDCcBM$VOnf>Pt{bhAZLfUUQRZq`CXUv$!)%5S^&Ro&v?#q#-`}<1Ie6Vf%v6k`b
zruv29?>FCH-da7daT}it87?{eoCM1<7o&~!w(oarukYHc<&e_4O>#|>CucwGHMz^z
z`<Iq)KJd^d=Fs;2!}`?DpKy7!L*bK6{ks;_C_f$?e6hcaOS_U5mqr)OPBPfO`E_gW
z)Oe#`@KPCMNdO6;1;smllB)53m8igP0TNsH0d6)P|4#rUKZZWy<7djZ%>N~T<d>}Z
z-vvmRG{28R{Q)4Uj7Dw8eV$RMQ8}43EM39^**!9vOF*oud{Qn(!_qc#B!Xc1Rl-@7
zI)zt%EIpzl14jnnBaS8>qtUd$v`V>3B}2KYpQS^aiVw}P$k^T*RXzhpjaEL|qro2M
zX7|ZZDjtBE;`wU!n788nY|D5&Mx%HYy~=~%G!hzLR8Vwm7(OtkcwGJa=RxrXQIJ&T
zFA)oZ&4YzQ#O5M?kjPvv7mCa!0zsg3h&)Knm(n{$-~@fQPp-jzw@=QR_vZx&`2iw{
zOkge($pXwpa=ye|CX~p{hscFOd7wO4A{4Vv08(u}tIJr4Zvh610)pjoevrA$pC>dI
z2?B%7Wx+vsS;#+_Ckfz-0t4~frmA0|qF*7`FTH%E7?D)*i&QZpshr2>2TKIz0l|C`
z?pFo{oBIbzg3X5nNQJT>d9c4fe~7a7cO$Ao<qy5lcME^l8-K_Uftb%T7y1Xt0DgiK
zL%<Sq{{Wsy6eJJAJpy{giPiqDH(sDDAaICO6lgBz1<El_nG`j}d~>PPU*s?55Ao+o
z1Akdl)!q-%AbAsN%PIw%(-W@TbMG38ZwV;g_hu=)>BNC(>@_E(xNv9X+fLl|LZs-?
zSH%lI3VjOj42nf)H4E^z{N2|TD?hGC6UrtcB9g^pe>b^EUJ8R;X@r!s&)wER!;)RP
zH3<q24~vRH*m`C8%Cm%Dln)P!_^z-LBqu3w#=c79u|e^%Ra>rv&VNxjI2yNrtCp@r
zmw!>(HZn3A*H`h5dyKwAbXcIidt6X-xIcpID+#FtH-FJU&!7<SN8ca+D4aifxPNR|
zWJJ~KRlh`G85tnd=dfb@DbVN6R`4fZpTkt~Cr@7?=EwlCKDQJgSESF0yK-1nJ{zdP
zT@!%BSs|_mu5qqiu1T&n61IDf9!xzf-QDnC)}Nvv8<C;`t}!+QszfpW+~-1ZEx}D+
zDSEr0VE>WfOhEsaS#AYOIelUeoc#kMt`G;=aD|ZQdkh@onFUvfgMG1qo0^cvcLtn$
zUhGE${{NQ={#VT9|7@}Oz0v=jNyIYqFE0l?>HoHACwc#1z?I87_c0juMGiOul)}-D
zLV3P>nOkYj6*|T})u(uvPN7fV8Ss7{n531Kv0qrwsHn*3Sj<T7nF5{#Pr#R;H47dO
zI&Z<3(Fqg&E2Uh_T-PA~n32)k8t;J5+*Y>b(c9hG)>FgM%cYOLiG#g6e)Z)Gg}ywI
zfcsPG<v=-7zFa1vTwk78WM|W-udA|{9sT-?LY^Lu_PyPm=x5g4FN#QnQW+{!lLEO6
z|B(p9QUTsekO)yr%>LmwkKRtM_Nx9IqJx4WMui20Do4Xpmh0>0)JNHyT~G+hRTe?p
zJib&U77FC>1mtoN{@^-5N6cDVI(YQ)1fOYIli?66{uk`)S@{djO%?x#`%}v0K*3(f
z1AZuTQ>l?3imJXm0xr|y(ybdOnO}eT__u2_YW{XTw)MxO6p<n1$%c?Ki6KA{-EFHl
zm?U{S<@*iz$$^||&UaOO#z^snBfND%)$#5H_aAOuU=Bs)5QtCQu_TzpeK}nqluE@!
zpCT$?ghu86^}^riQ=ctz-R*3V<l#flBD$hxA?C?3S1hDFu}r2P4I=O*>W~->5npN{
z#DOE8VX%;5rVU4q#6l*P>x*SP3mH$OAC4Tc1vFG&ERkD4O<9h>Le8VpSGfgzT*~3e
zE$|?NSR}KMOJpoVY{AEq^<p7%@JqOcP%g)}rg0=IKqZNU<p?dLGL#YUEQFMnp=%6N
z%*R)$1yah9$}I%g;fr}93m*7LIdJ)Kv@ViMEZ|>LjzoY7Dnt&?LV^cGkRujYK-u+0
zGK>KOM~+BfA)#6zN{p9AkRud;aFmg%+7W;SQe=oMaMgs0@X;0M#dD_?@aidt2OA)h
zAO}T7M7KaDx8Q?d%8|=yfC8z^LI~-Kq(Tcwi*h7V3kd`*l8P<xv<EW8Qbi>hMnw$8
zld2Xxh(RP1SV$$TVIe0NkxXhK#cLTTBam6}X~c4&g+$8A@Z}a_P>us_2#9zr0O!Q;
zRmD81g$#QK<bZQvr5G}lgZbead^s8<DTvS$mEg<4Ke-5!0*~da2>JwJkfsn~rk?mR
zp@onnBNkckvHzkRo(1MRltQH7Iv<3CXnirr<VM4nN|{nXtaxySDk(BB1U&e{GPpVt
zo(%L81<H0Me3=E8=6aTp*5ETvRDv6wL`c-Lu_!2zh)5kdni!E1F&GRRtzrWb79ysN
zN=`{IS}~(qpx~wiw8AV>B?ZSN5VDjJ0D-dUBEcur0UMx*LU2-uK!RO3aumXqg7H$!
zHRLGdFNIL#QYK1;j!2<le6Sv66nZ3u07Xn|l)6Sa*chRVQXi?79P1f!IF*%R@(C~<
zk)hCPDNh2GC2lD-U&<3$$e<a>QOpjBT!y*Dno-Ok3HV3@R?aaA1SjUPI*NG+y|aMH
zpfZZNDuLoluq+}6dP%bxY_Q;S^H4G4CD0lkoADwZXBD9J&<rA6VK^jEJ`v-nh|k#;
z2^5sarmE8ZNccji9Pv+Sqa+|o0v{k;BlH)REEos}Gt$^b;hkYvJ814G4W7O;{teZ@
z{tfmuP(!5e`isiSF8*r<m1_52Gx%RK_+K-~+>!q%Gw7+&OT*sP7XMqtLFDUm4kBeq
zu;jq?gU7{OK+JQ5FyeorgEYJ}BH%-cd3-rJsLH>3lR^D^;3c`3u(^Dd&4m*uu3~r<
zeZvJ+xSwJnjC_^Rgll*bPz|p}4iphCGc)FY3$P`FkG`1$uI%$~^{1rse?sxEdR20G
zxQ3ESCEfoXD*w8_UucCup%vUFj1%+U0uK~orlpl%WoZRA=L(+`?jK&y7sCyLvpO6Z
zG7BlWtq?lr!edj)Z5AYOWZ8Zq6s0)FRl<2GR1H22^Dp6fa?TfA1R0zz`1%$+`~o*h
zAhD3ZRmT<=o-6q_%!h;LPh}LIAIb>f31G_#=YbW0+en)icy3}iFjR>=c5Z|+xaE{1
z!fzBq3bzzH0OSxAa1+I1au=DOhrJZJIpic`*M%~_pu!VP@!_p;elj_KpbUN{4^P~o
z0}CEFMcu)-Wm_<@OxZo4Yvx*WZaqdQq8%9aCY&oxV-{m%ltY^WN=wPnM_LA+Qkr%%
zV(d%EJquvn^08;391$=%8V2nhkc4l@k`g$ul*aT&c_F-2<tV6t5UwA^;9?7fQyc+i
zu0RIfQxbGh1rfJRM2-Lq5eUI~)*<=a7$UrBDfJIY!=I%J*iEq>FlKO)(o*6moJ=A1
zq?DGxGSN;{3fG^jA;#7RA+Fe&Q3*%|Z#s%4P!>>2UGP~A3<VOU8c-41m}27sN1Kv7
zu#_~0>k_*cg$B`%hogdP5{@Y<5>>R{WE#b~pp70FOInD%8`XeC#b2yVPF(QIX%~h*
zNl}SaJf?ye1LGuIXHp6LPJ3>yQ?}ufh%KOLs3B$>L^0A*bVg~86JRMe_zJohrL;wX
zG>LLzHaNref$2v{c<`W)Dxe@Xs$%S@Icd=Do5X=VB$E!OOv=(20PPZ?4P0{|g{d3(
zhJ6{{+*GNT6w&t_7i7dq)WGfoB>*U3w@YbKS<-PX&8aYI&>oK|1c4Du0p-}D(txn(
z;}jCxQ5vuW+@lIG4%kvt4sF?(jx$k!NT$)4$BZXrai|7n<WJKNQxe>iL&wE{5HQ^_
zBZ<9qf{F}M8%i@~0w$q7GU<SXCX*sf)M95Wr6!amKs8xCRSV!7fhb%TQ~?ZA^vMU&
zl$H^7wAo~eS(%2Y7(<mgphi)GwIG9pQD4ykw#NYBSa}SAxPu%}#YRYDMiQ7wB@K!+
z4GC0!R{~rB8&wS`xKyPFXdfA1i~tV+p-F5Q$%G(H{H{!6gQ}oGSprllO#-z5wg6;6
zjqfDE1O`3jQKR52?bJy+5G!`KjJGfxH0jwKrbb}MS(*(4-6Hs(C?gBY4NQm$MlDFm
z6(QCz?Irw$n2$LC-cSvNtwIi2Go}&HV%TGaols~1rD1@m2G~tT92uAx+=O5)vI__h
zuMpoMW<4m%!+ZidVq;)a8b*!^5Pn4U70F5(kO9NZScMl{nfc{(mNQF=4is#n0nwC1
zdDtGH7s~M=DTbM@RADYn<soh&QB?vgAiz%5!1sdqwQw+-00IK*z(ZJ=#sC-~Ffj}w
z1SJL_z+;dNUSw62!QeP}i@X7pp<0Ud6hMW9O(_UVQHFGzXvUaf<*`s=J!XOg)r80i
z7$QkD5ce=qktU%~5{n>+#HueK$t!Xwttdc95daZb4z33wj67AK^_|9!Wsrl8*vdib
zN9Y3$0+ye-0yNiQK`95iN^1m7W|%PQg)Rh98aIR3uz+N+Bt(f`2&rP~g#sj8@<kLX
z%;vfnvQP-0MnN^eC-O)DgyQsoItBbi_7>Qbg2@mB$3U#V4C$dFh*CfqxDO0HB>;;L
z3x`+BfJqXv0~7g^03lSY8)7VBgwzq%1fjy{3b0N{0BezOIX++{tSN@d2*4?tkR*3L
zKq3KFFCp1DKu?e}(paU*!c!Vc5pf$+n^tGa0lfmOUd)D33uGlR46>5chr*&@7)))j
zx{#ZLq#Sde)QGSv0l5w$B%x=VDL@AK6qG}p6p#nS7(mt%V?vs=UIP4%%ninb1xp6g
zE#YC|!YDx~a>URs)+*UOTGAj-)+w12v_Z=QjgrX<X;L~$^Jwm23~cIyDga<C&6zk*
zi+aQd<^V!W<QWlH@WL9nLi~dIfNwnVCnyaMjLO4@V#^JeLn;Zs3MJ42-G72Ys(OGi
zKn=_c5tM?)M4&0tK&S-Kg#8{%1K&p))U)yg)e_Bc-pJEJeLluQ;)kz}9>|@h_DJd2
z`hz}cwn_j`$}x{=Ceaco0e(qtEsdGhcb0~zhzhI@)F(<1%t+Gb!B|oY67p$&P(o&b
zz#9=}K8=HxW+*1L0@^8uNf=ruVJf2VgwQXdeegRdLO%5imzU9k9Eg+VGb0s<I|NS5
zqlK0l6ymZNRe(!^=_(<d6-;BqV}28JXzN_b48WR-F38J50ovXYWl&RS4slyV4h9<J
z^qTAsaSzk*C(1Al=?nqW50Ob260@yvu5qvjp24DWn;@(}-~n==rLe=$R|ek`=b?9)
zRiwcZZWaJ-rI|=Mu(E7kK)1MB=!+aUnh6}Bi^C*v7NaJNmOHp0UV|mnJ9jWZGGim8
z69?3$mcay?lE~pJ`ohSl7JM<T7O4G+GNKl=kzC*ya;H-Q0MO)qO0bFJ&Y}d^G_f*p
zFJayk)Y35$)#46~1URf9cMg1Fs|0a`R%yzCrZJ#gfQ6oXMG1}p0H5P%8G21{Hqy*x
zKw3%$5NQFoAHqsadkbX_JRnsGpx0;tH5Gke@<MB{=J0qlFz6G*%(3)Aqez_44rm+(
zhBX9`KN`ik83Vhi87L)AkkC3*3%!U)^^hiR(m2_?q}?aXF}eXI+$`d9h*r`Ma++vV
zuoR3gbbvviJb223=_JIR&+T@h3o<MQOv_-8NQU4J;~;8dKSDVugZji%RHh89J5&c;
z0rhMl`AL4BfZpl<a01!A56*+Yaw$4e{b8>9OZA5Uyn#bY#tf?$pH}HU!<7L5eEmMb
z8YUvKseYfK$`~(}*M-O9@w=&V>9iOnee_NAV}nd7RL}%LPXMC&IBVErAneo`fCquy
zI5)>O3DPI9LWoI3w|FbT3cR(?RzkuLlwgIBj2`)NP<~8hRu871{C!%Upu#vGA;p2e
zP>EL1@eQqpus$4EA;hd^t3C`62UZ9{Jo9gub){ASm9Pa-1y)cc9_{1cKyhG&kaP!w
zQDGH~2=X^nScQ<znP}y$f>r!XgeL|~J|W6MxExqP-I2Ym1S@Dr1kTY>2?tlu0La2t
z;uS<H+uhJ=%Z~mihb*8Hub_4z7A0IkN#=ag(h8Fm0LsA}A`3aRxudj<Tq2|iub^QN
zH<4u16W%r_Ck&lTh7cx$`S?&utXD$dA#4jrNd{LSW`XlgkV9~V5Eey>6@{pv4KW?A
z(JEhwSK!96q6-WKwo^!(KvDy8I$-T7%_GIdy2b53sRq$N3mYaOCHdqR!i*AJfz^du
zwrOd^vH+@)!-J_*z!fwm5d+gWxPrz^pUxm1A|i=Rm?W%8*l2iCLPB-Oqa~f9E{JZX
z;Yzqdh#AaO6>V^b#>6Ua-^}3^REI!WHVDQ_%yH5R43onvs24mJjT{cIpizhb11Rwd
z8aKxY_^}MHV1zN=aCikHUBMbAE)dRi2)yGU2r9wm0;Uuv4*+RQKD03;`G7a1htM%a
z4H^aQv7r;33eft_sStq{M3+*@IM9M9C#RNb5NJWX;SdH03VKUQ#icntCVtblkF<nF
zhXUvdCQ1ofFs-E7i9vIq1?jDXoMPk<Xu&icYXC!L6nf3Eik1@&wD@@%Vrqh1B1(ZM
zz*G^B3Cf~v2$Y9pz$OeWJKz(g8DyhK)7WKfJ*UkOR|0Z{yHeQ#)*OOd(IOTGssM&5
z`XqOp(l|+H8yVWBR84d4d1Vf$QIudU&^DKqXB}V><3I}<65BE$2VJre63m1offgzn
z6lqT18SbepL0n*4FRlS4m+-Tq2jnnN5hEbbg4jk8B}&kuG7Wo;5u*!L2~0MnVZd}J
zwh(ARzbm=I*c8g9E!*&cvm9u_tOsc)Ne4WpG@HrP2-Jb4*)WtF{>mJ%3ZMmR0luRW
zw4nJw9(*NeK?7kHO95I?nunT7(4vxiG~+pI0d^BYra&#2fI$+qN&5zx59IY!!WPVo
zDh7d#6-^L^j*>h9TU4f1WKanLHi%H@IctE{L1F|mP>L=TtWszh4MG7tFrA=5(zYMl
zClwirG$$cOsImkx0`^ta0<nsitLo!dBEp<P#0wcV+Q@Oxg-`@m(cqQHg^-*ORz!(h
z2*nUTZ8tE9*g*h*2hP}G^Th!d6m!AQ9~vJ6E`(T$Y1>I7BH)73Y^HIzg%Im9TS@RU
z2V77NJCji4(9w~y1o=dimJz^&E?{&>ZQ&xYm0E>d2nj7ATZJ+Vxu7C!Nh4V><bs-^
z{j(Cepl%sTt3WPjoN`(UC=F>+H>56H3Z|VYH>*vv9jsB<4-T~;c9QK=ffhnUf^d+4
z615;1F#Crx<V(TlK^bOrRj7qfglPq<N}E?DYVot|AWw3wXiuvIErhi91EI8)<3I~y
z0rS$SDTZ1Qm&6S5;UtZfoVnx-lfW7$gfB+kF-v0*U;)-vwn!^b3+h&ddytt#uVf}^
zxC)a(E2n}0f-QuEj6iw}LBL*^(lo6Y!T@nlAMjJ)TTl-1lG0*KINDJXZb4}lext%I
zgyf8Z`<1u_7ADlCT_|*yOdry48<8e<(kP&~u(mW#W*yKbMXphra0}`KE<Q~Lf-Pu}
z+^m9HVUo}w!Ea{dur9Dcp(9dqxHoWuiE|9e<v<G39XN_?!QpZcn+m9adO&?LKhQ>1
z4-B>-{i8EK8WO=4l%_?GNFvyRW}2MA8XRmvX&Dx7C2T?E;cX#JD;I`@9%#9!ge_<c
zusF!!U<*<ZTBDS(1*rqA@RhIyk;VE{z!szqkdP9!_(2J2YcHhjK3qu}1qWKNHb6P$
zaN-5a!7CaUtu53mMF>`c7Q{O`Ze%%B08^Pdg+Yg6F)C1x+QUM@<|*7*ECx!<f>F*u
zEbtiCwUQG`%!1~=9Kfp*w4f4nHb%TA(1QBl)VdP1_?a@Ag#_AR?C^Xz&;l?J$8{BG
zL6M$p8?OQ_5b4S(v<kGKS`2bhffhpAPB7p`30hF>8r$BgKnt1%q*Ilk1>-ddREb%T
zz}Ns)m<3e=xLOHWu&IMO*tIATi=W8?sYDn|Yb9bKBu^6FS0!RWgt0PMq&UO^;gZag
ztwbzv48|-<C1N4O?uw3AD-jE!41Ez@Fi!w1C`sqFO29%0V1y1+mGA^+8*<>2D>GpA
zR0RmHpfn=JSq}`a5W*?oz$PVLK~aCSmRI5xRE7^*P>EMiGi=6TpG<%S^-5a<C1640
zl))%cngc9|G&vg>mqWV1035;qur(w0aFi(_3t}ocPnD1bX#xYiNXKA{uxgMf7|5iA
zELa&BR~2MI5~PFLs+h&k68sl13-Z_D3H@6!i(kZV2!D?1A+rESh#V(`_0Xn871%QZ
zp*e)bkk3G%B=*u|9dWAxyOIDvEVw!HckX{6_=DZKw2M^47!kCm>X-J7zwMXYvj1Vn
zxIv`q7*@4v?2w9R!p;@ZOurynMh@z~L^O75s=kS6Wxx%YM@IFpJ62KsKj>MY?D?nA
zE|EeBuw|pTDfUkhvGsSZTSA&t>*qLG7R&>D5DUCSMd@%2WezP4KnXGNs>~M->_hJq
zh^3Scju{Eem1CKKxiV*>>0XHos_H1pD;xf?{P*N>V-}Dr4);ze2s(P?a+IxbkyeEF
z0fJO@MZ;4P0tn<U#|PY!ZXMCZH9om3Fy+)C_S!&jg$itvZl3;tL#klL?>biSQ#rgJ
ziDVsdVCm1DvaJZ8U|9|j{dK2G9iab05*(w*r6&Bll2OVW<w$-nM<q*t!zd0*{eH}J
zSSiFNn>zdpMhO^T3r2B*smds2r^?~|z^K3O^e-7z+3Bw|N`#OjED2Q@rOZ)|<o6n-
zWa)1hr6RJ5MzQTCtOj-X7mN}r8Kt6IrOL`qmBagiQGea(UouM7sj4p}EB+CIKUMhM
z;C>|m++t$rJT)T2zE38j!$ho4=J<-N!hvD-wn`4gSJEXWl1;B)XcNu%-?uA*m&3N&
zbXG@qqEtO$d8C~1${dA}LXNVQDkrouPf>5UM)zM1=kE-KBj~%aC~2%59<hg!ts0G3
zmG#|ll&!Jx{Bv9f<jMeK1)Ug?GUt1)|E!vS&2^<TRlKUwu9EA@o>V+mk*>-CnLoAk
z9oI42$aZ7hp|1}U{)z39h=2+SE`updDc$-1JNEnclB*nqlGjz}QAtioP^FkEM_*NP
zKezUKnnc(+B3KPK;{Fy<zg!=FPZvU08MaYH{ED3K#ji3ns>%P?;#YA(HR+T+RZco(
zj!M`nma1|f{-0VRR;je{m*N)#mO_ja_Nd%S`knYI7YOBQtRm?z*rb>xN~X{>`H4@J
zSt?mqj$W1Z9Z5=M`aMl5@&8St{<+!DXD6N5yeUniB11_hXK_{BR&nYd2w%mTpPE%p
z{qH-5y;ZXFJJJ8x&hKZ5a^}-DLf~gAC+a)VtCqZ<3Hl4ss|KMI7Cv-O=fk*Sshar8
z9F>$+^i-Mx68ukX{hlI~;Qt;;D$)F&66GLOQ<4x90^(K6pdv#h10|)Z4AAgnE8kJ@
z&y1pyoyuWUvQv>$$xdajs+_7LQMN=w`Nck3tk^<TZWigB78_(bv4SK47%~q8JLJFh
z_z&A50}f}K#UJeLKhXxwp&xHAa=S8)dP2o1Bm}szIku+Q@mAT2RdF%_9O7CuJNg2^
zhdY^~Uu_^nh@imDVjhrI9<I0YWJ;ft?hGm9PNo*<0`NH6>6#OMBv<aVxhcc#JpV42
z=&sN&FOd-T%|c%YhQ_87pf82-!nvhGJzNULW)cVzj&2#28LolTCtza~EJHXl3gA=(
zurbBLa92^0L7^6uL0C4DEUq3&I&?*n4(TYAhEU}I>X8mgC<Ad4xW&&7j#;P;LfMd{
z>*bV`0a8VAbOXSJ^$#=(S69fPq);9T%|v(v1?#aS=s|G+UTk!9jDl(uKA;HoK`{)C
z(E@;%;c_^G<{HOXvCJb$*J)T_4-En*9CS^A;-c8;1Tydy0%QPXqcA)Qm%#57Nd*p(
z3r#5q5(7ccbeKv>z*l%Yi2=YYT8w(4gDwhp1n$f5evF%I3ujLd5Epksfk0>(2|mDL
zivE(b7)83j1L9d@oJ<JhM<-|whx7pZ<k&y6u8C#LVp57O^e`4-*MOhVEY@iZg@Rrv
z3Ahz0Ml)zqM1=wiWlZ1>T!>1>P(%!%Z6rDEfKqU=*vKGlf%bqr4x1-_Qi{VSNlz4I
z(KE#&Le|t4SU@;EB?*NkDin%CSNkz;QVBGJ-*GAi$bf;Nlq5Zb-V!#dR7(`caTsX;
zI;V4EC>EW@QIal>AW4T8G*Aj|MRD9c!5<`S>K1BC5qp$mT1v-!qzd2$Q-x5CA0`rQ
zk5sc+h_eD3A`X9OHlv0DH2eQ_Dl>+{kYZ({o9=*UU=eX}gEZqd35pVg;*x%WEM<~u
z0WH<a3{n!nJzQNR=-h@9)G!J|7SLMCAiNz(I`<di^n&2-DoKi0W5v1ONq5-qTx}Rt
z!~?5Z2X`1RkwJHM=$<}xhoMsF1SJX7SB;!YVrJ1Xf93B)G*nMnTg4P*>tq6m59l0N
zIZaEJATcTuG;wLzsw9h-R#YR3A$Zc=N>;O=QfibGo4a_15F6qMSWo&-$1@!Bc>wuo
zwF9pR-A6B!z+gzbz&|=KBEo4V(!m>a5{H6xkj)0ftQQ@b!@3crkT0H~Vb)5)7?wl;
z8rY6}>YRQj6^GEsHljB5j3l8UtaYw9Oesu0>m7?6rWY0=HZ}nc9#u)@xG4iV&2#`X
zAV~+BjAAlaT<c1Xa4Lh|u@iu_Nai#&O5t(3N||y=CQ~9!`8&xBb6!!Ijy@Ee{)zG2
zw8QgrbWp&eII(2oPdZKecg#7sFQoY}E@YGtDuh*x<_(V4xCcJyVjUI0XrONNECVb7
z6~H`%*3xMTGbJoOk}CmILjh658@2@F*q%ZliDuG7I<v>hNJ;P=DO#gg3XBQRz=n%X
zvy~Z0Du0KO7h!mcw&|_`O5>=LB47}1Ed$Pu@nP{|^MlSb>E<UwE@+Wtg2lW-238xK
z`mxy#`-=|PF)AGsV-do5=q@S!%B}AhJ)MLrGw@yv1&*=WpoNwV`VsR4-P1WYJ9I|i
z0#k7cQD6%=Sx^N-!3~&RDnS=MxDpgR0P9L|GRQ#JjOUoE#Bz#A`Cdw#mXOg<XbBS!
zGzIR%ze!PW;>!gI;_M886S%2N8)JCA7&T@B<1<Z9QVcG(S`iMzR0+lbkOLjVvG`KD
zJ47eLm<SYZ3a2AL1IO{?U{D4{9AGEGj3^c^GSTRsnP9Ze88>uKXYJG-xn)Q)rK436
zl@)WJafdZdkwlOxG5|>;!j8^I!EK0w;_bNEi8)UsVkmUPOQcYsI$?##paXK{EFd=-
z7KmmI**Vl_YY~P*@3Ejh{4uhF<SRmzF&bu=kfiu<va57*4eS_2(FEKn5<a<bV1ktC
z6SSBDO<<-mBGMHEv7k8dlr3vq26USpsZnhV2v_=8%R~d|F#t*85Ba&I#oUM~w3|{;
zHO2roVq}P5*eN`hpe|IV&}I@Y+csb>(UL?93S@!CG21A-4Hlj*#bFY%^%V{z#S37N
z<eIR6N5*`TD0-s+NN^F7rML{Lj5nZ2vQ-s}EF!o-r^^%<P2@w@&;lJDVmwTI<QH(`
zAx8`SA)*4m(h^7fr`t_z_{f0Dkp&>)P@BYw!LzjwNeWnJ)KK^@bw>{g!60BC$9O@Z
zx=1qOp&g3WkpWkpm`CK`cM1|D-GDWNo-rkd8Y=v%pNLURUh0rD@tn4p({TPhMjlZp
zw8cSG3?>P|*4Tv8sV~L!NkC$_2E|6u{6J72PGgXPC<k)rS*SF4f(%5Xu@bQAP#I)E
zRoRrnWZ|knI8+6UBFl+c10;nBnkF6DW}5S~xkR@-W}Bf3Y+w{4%xp8NF#C=Y+@n;O
zYOD&yOS39)RDY!AJ69FY%Q07#92as`t8P3wNCAgO|HRfByJHaak1r#j5GF9@G+p_E
zQv$Yfh@lX#5i-Eogu9D?L#*#SYfPmoo;5B&C?3~PLW=)}v4Y(QBf&b#HWQ-CixYTY
z_!r<d4Y#UCf)AOI^Hiy<|4zPQy~U%7nC0Z?VX23G`H`=<u7Nuq3ciXeT_+5Z%&<AO
ze*a5jg`+E>i&f<N$YDH`hX$28fGZ}IV}%*};UNC+!Xf_<@KKnSzYq8Thx{$zBPWmt
z|NQY!UKQ-Y{3ob_`Kcl$wDcEG!?3ru{_@!uL|m|qDdKM^WEQUuV&R81A-seFCpi>(
z1WxZ+7N!miJ;2ba)BLAbVFc`nFFMKp-D@*{x7&Z8#FTve+Y;k;_P>GXhCosQ_!o$O
zzl7%~4)r@gkdxZ)AB7Y$9>UEcM?-)`4WXeB4<E}n1F+x;6C49P4Mv@!%h;<9v{3Nj
z#b8aO+gjZ7iF_=`4CR7b!`(~b(=5lTf(Js`0*^|xt$>5eNBptki9iI$(7MY9W<lF-
zLhjHvFab<*=m@P^e75#r_l6)^?&1`Iz2ryo;gb;%1^f?_6z)Htd<wQqp$BXj_*lBR
zAZ?&wbXf#@a^?%M#gT0|F(kSh!YyoYH1L8ci>QR}i%uXo01ylcVw)n0jRs`Lwmi54
z2d4u*5oO>RbQ&tUqbA7HqM;LrL~tP%U=WE@4B&)_660h4g^fDWG^4>_K3p{k_9Jx8
zfvpA0fx81^jvQJgv6w(61O_1ke5KjL$LftM)|5jhf5Z<g@DzhbIaq7i_8Kb@>lw_W
z4H6%~7Tv8y5x55gzTh?#bI2%%ush6tY~rLabCiQM921mY=i!`Ya|nuVAPF$JI8NjB
zd+;8bfz^Y>Z{uNn<}b0k=EMb62G)HJjaAm6SWULyR5eR+q1=F#U6Zara+Sm5kO;;a
z1qtM6bGWa$f=qJzaM_J&DL6q$K1Ie-4#zFr#AHq?augh;m~zE<IHprTJG;%N6br?`
za<5P-MMn{^oa8v!Qj|1Zh*k=pg_bgRj8hI4a0rM)r9Bj;NJkAS{h|!q4nl@P1E~rD
zHYy#Zs8{Z>L}CDW$%y1euqH|<^qhi_X$OUw!6pL56LXeUF;gh?k7KlQGSM{#t_|gc
z69N_>XSi}wvO6lAK~PLw@+CRPP&v721I1lsRT=<VI02cV8KsSYJ4ZVq<S5JtR0h63
zr4@Dts;GF|Q)!Dp5uP<gnNXDa(PI4*k3arg`M>6lrq_SX-G9y9f6d*0hPmT5$NxsZ
z^(RmA9~><UC^YtWN6WO!Am3H#zXsv&;O~7{F0A<%pR>Y-S@|Y<kFfAqe0RvQM>sw(
zViyz;85pEt>4fhJMMp(amVRvXNaQG<PUj2o1)9k4$Y{?f|9~KUOS_=Buz(<kX#dg5
zhvpR@9l}HNVX-kDLD9C6!=oZ2g4nl@EFFWwLPBHpMR?3VEHE~d{!qO+?=&1Q!dH2f
zJw7eK&(E(~wQ9AhRsWd;dh-20oCJ!U`wu6f>St&ELlx<}Pv88f(m*eCD^-a;-vd0A
zeOH0L--D0|#ox3eQvMB~jlPV4Z!gd%e6ZV7{7px;?C;7iD6qzqt^f4lqo2NI#QOVf
z@gKjF#76Yn(m#HJiH-TUrGN2(Cq~$BEBuWQBUQCCKhgeozRU#Jyizv5{H(p=V^Z|R
z7VZN^?AtAt{XFd5?7LU_SYV~8q=E48k&K|20DNe}KO&ZDu&-pOK7`aKvTsBf8FTC@
zf0Sp{S<BJ%kNfswpB?ehXAe5!SVpY)hu9K;<+z=SG=0&9{!4iXdP2`QXU9KfS;`wo
zUlgJ4DnF8loiV3<-+k_neE`NiIxr|YEFwhT#3>L<NLVaBdWG*Jg@obD9i#P4Yyu;P
z;5%AiOjJ~O&~RF0c(j64atcjSXGEodeo=gvg!QOY3o4-aN{zW(48#^6xWG)oK?UxB
z@|ELd-w^wSP^dP{Mi7M*aAa^|i3QY#FGbS28WKYbT_vY0NykWIgN8fm%OFkqs~`Kz
zhQu1HFO?#fHSa$>EF9!I28G83#fAm=gJdUsMkOr3CL$y}2sB&T`bR0&RvL3vN~@X%
z#UhTA1_@gJ)xyt}po<eS*>`L4(f(t-`xNXOT+!v>h1veWss61m@Pv8~PgfYIRevy}
z{vRebFRS-xV%^Km^|HREq(#qtGeaGdwCALc_L?IZX}xAjw(o-Zp_w;C4}$_0+?LF7
zx|;A{PpSC!x|F3yF6yqke(B+x<Z)e>AAMhxyr;Y<^UIB4FS4ptuU7kQHO->+16N#h
z_$vBhT1~U2^^QTecMZvHeqrVNYO$@VIakcezm>D7qV&Os>;={M!-sFn&52vlDXOV{
zF@I}LbF+m`X$^B8?M%D5KmE<Iup5P|{61QGH|uw2&t6@>+;P=>S}e}_Q*@`m;Lab;
zX9Q2{hMYP4=UlIZs8N!|z1n<{cz9?WPYZEhJ5ujLeVc(p)k>Bc`0>u~Gnn{B=d|Gb
z+cPEs7yaD=wtvuZyXRA_o~Qeo_RZdGeeS!$<<V*H^KTQkf0@+vOY%~K;4<l%oy{jT
zuJ*KM`G|Qnt@Moz=9_KQo#rX@wW@bsBXR$*Q(a!4@HSYu(08<1XETe)PD__<xj(Y4
z)tyIAI@=B|oij}KGWp1pE%Pm^m%0T`sP7bIz42nm`K9*HJ5=17*|N!jdDBfs&l<NY
zXwid&oG<&An0GWv@y<@)bx^iE(cpNeApr~SEgU^!>(yPi7p;rydR+U|odxS&Wk<v{
zHEQSea!soj$%AzB6XavmooAhy<<ev1r;|O8Zkp$}-Lm5~{~B`&`wNfMZW++)$jH`<
z2HmfjIO$E}dRlAyewuM}hWfhnq5F)qSLI$#-C=3)(eurl^!N`(ZrQI)jzquhQPX&K
zJHgf{-GO@!9E%Hnv#{vvoGk6u4{HrPyz;~Lgrb38U+-T$IjG-&m|Ux#Z(F_Z^B{j)
z(ZOL3`G0y2e3a$2>f4iPv;LHSESz1`(B)vDgN2}9T${kG8Fy3HZ+D4&XX!fl#o$#I
z&)(1LFnaTqw4pOrXI_+)oR-;6ZC?Lym(rSiexds4a~+o~X%$fRe({s;f%_Y6>3H_w
z^ym*OmWNp`@<|b@Yxi6oxHqt=%^^Ygp}0O~_u39=Ycqe<(x6upC%?OX%c-^Q<!*kV
zqnn-dzu&6c&cnIgPBtppX{fcp&a1|dhfed3JG*M1xYEpJ#_%2&9NXGHc#ysPUQEoI
z<L3@$*v(%qRL?dwOnPOQ<ZH-pG12(ds-tVl7p;0+@g(Qc(_14X?&F>%jU4MUy+-Re
zkAur~tUe91AMmlL?#T(?&b#z{w13IgTVwAeA66T^EIqAu^0ucLJ7TkhtsW(G%UCZd
zDARd7+DxyGx>w8Sf>X!pwNEu$7ah0sirWHjTmNxMJ$LL)?b**Y>0;!Sm`~nwY;D7~
z>vjyz5f{vIeR%EKQ?r;eE$TT4QXGq(S`RCHboRx)Lxx*!x5>SD#Xa{@?o6q!Q0?Ny
z)L|tlFUJjvxSccZ+&qiIz&#s>u9#vw<;bW#>pd5HT&vf#|I0nchUGjqu4v#CH{A9}
z>yQrCbq~~QZCN^Vsk0X^smJ#9B8?T@OBe0YI~(hKNIW+%^h>9mkMDOkin@^BM69WK
zsLwWS*JVBcxF-*j9h-MqXUVWMxAukU_Ybt<AKN)gd}E(_(eyTLh6tv=dGGmli)du*
zt?PqgjXhd^Ox@%cY}2u+4gYgL6UTFg&f7ZJ41e>m-%zg(Mf-eL`|jv>SzYeC`{ee%
zH)i+VRDVL=OvBA4#;3OxL~p(M&{a^_eVx}`*SNZm_JwRT8M|_Gs+q-pUD<^5s{^0C
zt(7@EZtH>Lg5jUc0vjImOMPqGG{h))U-{FUE&**FUDK{^)R~vw>E@9+vTaFuNxepl
z>EyX^^RdsHvW@hcNzWyZoFwO;sQt=q%It&l{W?6TvE^2YVUOnR4dv%FPxYMJJWMtx
zbjIHCbEMCQH<o&4^a^P-vvdANo6i}occhMfonGQTr|q(l`J=>dj}%4!xi_#NW%ZLD
z?;1+F^e*Y$ddRmIAFmF4<{B|_jYYfMtEo+Pq<-2`F=|z}LmS?go(|j7;JK(MaG8$J
zLyg@7RtCEb?kzQ5UzYo2(W0?u%CFB49kXRXzw`ALm0DV5R3yrxol4F$tG2Y|$Kpxb
zx;Hj{B--u0;O091=`jxm#g1OIIB~Of2l0!314=XOo%rn!<V5T~b9SCsT_SC@;jO`;
zkqNdl=GknyGk579wdNO>k3D|xU7}<C-kV}4I~SR)^~%n6is;a6bhl2Mmq(@D-+I2e
zY2+;FK!=$HPCh<OGVWhlY~$~oRkZTy-jaKd23T!%lkXcEQK4nL_3PXRbyMQUM!K);
zH{bWz&a!hK#|L<Bvh0`tww2BerxgPhc)q)KBjAypMZX>iS>7qLC60BZz3SZ>TjK8B
zuv2J1+ta)2tnJZem`H8t3H|pzPK%z(#xKrrTIKq|Bca!b6R!-uB|fP)Xk@=p{oKt{
z_G~Y?KK@mCNq5~dr;j|BxP>Kq9Xix?|CIe&`v>3988vR}jqCvnhq_IlSafu2{_?aF
zqs^NozaL*PDSJf2C?}(bk1GPMe4Nx+y+|j>#Cgpyoug$|Ig>)Xm#z0cDG*F|*pNT$
z{@yy~Z9R`HXfnU+-C9Sc8x?7{zgV-w+HBh)qKy2+z8%{~@3~SlzQ$<%r|$L_oikjW
zTnl^tDLGk`-NSnNtb<3^tc)GHeVTqq(6}a#_s(<aa-~Vs)E0+5=ItmLbmT&}{f|;U
z_McY0to(UVneM(vCnvOjXw_)?d1=M^iiW$UhIHs>o_b(RdCaBEywt(H_6pZ#r?=~p
z(s<UwX<eV?wCVDvOSie7JUmMT>;0Nf(H%N??m3T@d3Rg=VHYKQmDqkjdatKj9mUJe
ze)hYj6A)I{HLu{Fc{8(5d2^)i)-LVk&}nn4BU1|!eOEm0s+m5aOzyt&v2(*#R?(*d
zF3fcj$%4m7&2JxCFi`KSUxD`@`fm0cyCsf$qw#dk!1?1l7+o~(+5Tad`X&$B+4L`~
zcGh`vtcCh!;S_#zziJCReW}*Yvg3vGb8}qv+t)6Bm2C9&$<u;1iSOr?UCQ#xDt1}7
z{9Ju2yTgUMBD1?0CQpBne)ImZWjz;^4M;dKBfzwO8gKPyYagBRm+Qv&8TTb^Ui#_C
zmMxlC_6}{^t}LXtC}D6;^YEJ?^*b!ibFRI)`-Lxhn#~RknZG+_*S(aP0UH9#Li?<r
zk-u2$1JCr1ub=z3*M}p<G<}~`du!B&dE>js_3ObGOt~=Z@%)j|TWwr*FAO*m|3_+H
zXS0xflZ$rjEOMMy7+Kw=#^K?GnzyajjJu|_)>0?GxUk8{8YQ2K1;@S|?UlL7z}wJg
z?gjbHxJ~U#r*<8-;O?q{^H%cg8r)l%xu^Vz{iQj%Yga~^4r-<~c-eut2iI?eb}YK3
zJ?QwsUf1pp-|6W%wpYSsyN@Mq%iY@UX?e(dX?BEXyD*a-h0C^HxEy@&v(v6--98!=
zJjqt~T)W@7Wp7dJIJ2UAS`+t;(P?Pp(fVX|K=+O<8eVR{bh=%n*`|9V<|S>n>Qr~_
zSt~)={kNUA9o%vG-Lv?oxl_tsFW68cqGy(_!<)p;$0l?cw<c!rsNwzcJl>CeQQlEk
zwlDn7m)Q+2*BrlR-05Pg#4{%^y}Pq$iEP;O1NZb?+GeIF3;WKizSPJzey{beC8Y&c
z{?~`yTyFTL-I1dow?})~M<<T*e{J~Ub&2-Mh>@du9!Q`4qGws`s4)$UT075Pn>TRh
zlb${FyyvL5UtX9RarWiu&Hc`IEgL6&;5Mt5VAF_)(&6Q@xw}H1yYvl;)|j*Sp8nNE
zVIx!T=MK6WyK4HIPg@IHO!w;CDnobi*5@bG+f3h{=`nT0R*%{9AD3tdPiO7-$jD2c
zWxOlC>DEQ_R@h!KP0kzs?x3habCWJ<voD9mFWzHnQuxk$i68IC458#)?d?XcNjJB|
zHcs|gZS*9mUSLAcCL<-ycb&SiW`l5y{B2BcLvxp>ANKi_6uqmru3&-bVQH7i_76vl
zyOuxG<)Qu>2hrUjqcci&-y9ehT6jC`_SiPJBx~QSEzaDr%&Apy*Q=|%j|uK>`Fi`=
zdNa$fmmciVliLh!7Ggdi)<Iv_efqkE{g=N#cICjq;RD?4_j#-wGILKzdhLX_k3Y`7
z<S}?pi1qBTf1W9ysQqPjP5tP`_ajer$<Ti-AKPqiu{b3&&;DS;>8BkNU1k;6?^2_p
z*yQZpM(4X7)G9w|>DYNt{Nm${eD!CZoz~h<zgEoMB}Pp~*Ik@d?|P=zpy{_BZ@Kp2
zVhi4oVQoe@Nc{R+AF93IZe^C|u4)Nt8&)^kSAHV2<n&p7__oB_Q95()R(x}fA3Aa7
z?9Uye)iVnouD)n~{k2=5TZzeI1I^5q!*<5i%W%H=HqvnT<EyhTA2u!yi*Gh)O6I(}
z=RDS#U(uGg`B<xPSa!_823b7>cHLGd3#^j5=zfebN^<<5U)y2$<bf}{JhcK1)tl&V
zaWpQpkMpeYPG5W~Jjk_}f9ga-ZJiFqt>bkX>ttJ=&&(<)5d@|0i#7hz!^rY==HsJV
zq88ulIbe0YEL)vVQEnSv_B?MWbkZzzOt6bv@P1>{q1F4kk54|F{3&gF`jX4H-j2O+
z^n(78DYwi#6El<2W~I#;H&L3<`DXQJep(mHM#>s`-EC9L-E>IXh~9S2=T_*9Ih!yv
zwTsKNO)a9QrEO@i;7*GBxuDmYr+W`Q@3_AAifa~6)!ub_XEvtY(d7w~zqb0)PS~p9
z$B@EHfe~eEqg>*BK6s_9IcuD<<MM%=5oS#dv-6{xi|&Va_S5JxaZkK@RxjUujpJ)3
z7$myS)a+4gW><a2N^hqIOJ}cMcGGR~f<+~!(M__p%s2Nk^;L7Wd19g!wD#%7W<xde
zZO2=`yR06o(RKNto^4J?%{^v4!FEE{&YpS!3nSiiP8DD1R=;kl?FIce5}&hfAzKO)
z!y6u%bIZmu=#IbTS;@Iifm3$p?9Pnt7SUi-!vi(F9yLE(Sm5_MYhK{qZgtD1tzVb4
z*V<}(_MUaRV^Rj@oXrXisQbZi&fE5fC!g;w$<Vmtu)l1|oSkz9)wtB7+q#BXJ5o%y
z^zv$`7wCNAV%drO(T#S`v%hcia>Ix5gOWQhb&r;}ni=OaIe$nq=_tL!_jUF;Z<-e)
zSiIV_Mp*S@8RvB0ifZdN9Nd4Y#o~{_TSHg&$!i)rr0>T$<0oHiziIiK?3FdjeZN|E
zO$>GSUt^rtY4&Pa*IeDZD^46ZAOE@j;4V8_KX5qzp-xCtpZSlRUkA+B18IqtvYHR~
z3qt0J<TX#c-oF2~wWsdpmdzS92pY5Ov8<NI%vn=-dqxK=*A?z^&<}l(Q^Tg-;P(6S
z%B<h)_RG!qWZi#qPX5G^-hF+N1J-TW*0gkL>C>RkyGsqK4_IcmX|&V$c@Yt6y<OK>
z3><p-)RNk+ExQT7?TH_#@jUgK&bpfqa<?6Qpmw7CeCRHxj^Y=`d-q+TmEYT^<<lvF
z&ki<TGp97DSB%fciQf6w%IbIc(EHf714q?QBo=+L+2W`9GB-%mX5*$dd)1n4nzvFC
ze!EY}$-;&kE;+6;cxZ3&CO!1)nKpLM?sQ!{|I?h$t>0`eQm-~c*2Jn_Y5h)1oTt1D
z4WE>{x0&^eD>a@^bFX<KY`fjq;5w!y^-CM<F6*CrV&&my!Fw0k&lxt<vSlCdt@ren
zIk((7!E;BsM6XW8u+bqemP~XxoBZ`b_OgesS}gUcXg6cc!OL2{C(55iFR7IzOIsSL
zRdB$JH|SyRBqwd}W~&<yZ_r}0ys!A(_CNMiH|sucSwHO>_O4&58I0F7Xj0f>vY>)z
zGV$0mw{SPDP5XD(KXa!0m=^uk9rQTw7_)foz33FPi-SU5Yz;bkF*>B>{Fx(M<dVJR
zl0d`BBj3%?x^Sj(;<TyiyY{UvmRwt4`qba3>ru^(tH=A=9$8miJIQ~;*1a9l(l?|h
z3>v?4Lq`LXh2py%^v7SicCGHEyC=mWza7ujUHEqnUg;7M)1WAA#pLc0eOy{Swbs@=
zdNi-e3yqaeN?jjozxUp&XZUi5_Q`mAHKW=yLT9|a=IGir!_4O7&C^FNZ>`h#s;T3X
zXGt11w-2;Uv(hcz6gvFa)Tk4qrbZQS(;s)k+`u<BX6o#`hlY)d!@kL<Zn!fs>fC|0
z9eehOuQR~RQEf?rgW9DG?Ws8t>cz)%8(TOmuW5Kv8wJfGt>gbZ(6-B1!O6a%rQzzu
z@;i-B#zfXGe(KZxL;3QyzEdQ3EDXE6u$mrKs;O2mzVpd9#%(jIZChb!knyr}_xQYR
z`o0rf)TB4{icg2eOqubrm6lpPb(_?rs7smEH15btT-w{T{$jQ8ZQAD>rzag5GCQ-@
z3f~TQ#P55VP6+w>f7*M?sJympTa*ay?(XjH?(XjH?vUW_t^tC(1WAzK!GmjXclW^i
z$lj@BXQ!&pIrp~n?vGlKMr(t)rmb(0F=ij5cg<+;Nspn@Ir2x1+l{D*w%5gjxR)=A
z!0V$+Ty&<HPR!J~6Bw>Kz(k%IvM7VG?9y2YHmSIv)$8emI+K9#2@iL$L>OeEeW<E%
z(u#I#gI;;H#eaYCa+}f3IqSv82OR2aIKHR@2xbv_*wrtv#v5QITtp8hWa{~Wy`!hf
zA6F7}!*k$Y-3gfY+6p6ljkHDSL5OfiQ&cof$qB}K)l0|Y9~+ct#OY+X5Oe|_F&J=8
z(4$}D9TN*lD$c6bXT{&mwuwmvQ>(Dy#wuhaD9cWh#>*{C1@|HwZa@!;%!I6uaot=E
z1m+acE*|<Cc#H5Z>PD3_t!hVj`{Rs%Y?6Y24wlrQeY3>a$00bc-WQ=z?1$HeF7MZB
z_u+&=uq!<Up-d`?4a7s7Gpczvu4(TedP~uwh0<Z}1Xnp}=Ttdeh=V@0^7pQ-@>YUk
zbLP!@aJG6ZRQD_$sU=ar8`*)C7X`r%oN1MlV?Tw|isHH>7A;^UB2|-V7_onA)V3j3
zFZm^-Xo7khi{*}{*Lo(w4A#xI(=7~(<PJY@AJ=KbB|`|l(9<fZ?G3L`t8dv@@&QaN
zw17{3<&y4>^W7HP!h=I4>PFyJBlQCI0u)WKWOp<f?A9s*o4*$AbU(AhJ1z3$fhM?{
z9lcONmoTi?2mu?P=$oX5gFcN^#jy+P#8K#S;G3=|V66wqtzQWeSVH4F7>Q9zkYOc@
z$59FCaG;cXh}+TSc8Ni2NJtfveIX|()MHtc#s%-wv-DC8Z4%<uR#nrvJc=v89Gmcc
zObO+liJoV0n^}CNs)$5z85G)M>rQ{`RMGqP9TW4rlKML}Rna?#osuC?4SE*f2G^BB
zS=sP$_Rov-57;Z_7V2{(n?vR8Fs<*XW`>j5LEk4Wy>)MzS?ErN{&@QF{`U2TfaR=S
z@@HaiV=PN@?P<48wRw^r4OI_B<NVwj=T$Z8NLF(jq;$=$YK-ouZ;b#Hb1M6+*NM*g
zS1tscqfNOlE+&CZhcvaKbu*!j@g4Zi8~0WopFO{Jd;fQ=@!JXd_tWC<8qzHEzdu6#
zAuH{cp*=ce<4*?#wCtJH(R(SEU*)Vx9Khs^3UfC)gM&u|6Rs3T7VyHh4UU3@7C{WR
zp3v${@@z~E@wM+uQq71rk;>0RS%E`8>)TRMO2~=yq@QZSbTDRx&AUgiF{yB>D1YQt
zw2ROW`cmtFeTWWpeD#J7ZNBsHZmc4EuJ4W##*7e4UE5zEv%(YkK^h8-3l$e5ag}5^
zSm`qPgxNEI;e(p5I7eU}DuRC%cg=2!40NJQp^4dKo14AH00*_N(5Id5w2Ixbxb3Lz
ztZkulzH_m2Atw?9A?#Qp1tGDwtocc{E!0D_>2oBMg>YkXXB=lt$?O>6^F1wRlFB|l
z&zjNm2!FGiPk7Y#-TdzWBC?W7qEhOVLdF*QD$a`fHUP%7e}KpT6cGU=3<8j?Z#w8d
z5RqRIu5XRLPwB@w{m*F3ZwCJdBm#gn{wcKaC&>1{2yHx#_<b!uLmL38jVEjaP=f;C
z;C_M#0hyeCVljVU8^2lNPvFL%2;mQKgOU0F1l(X}VEZe$@yBDudwQ<_65aqz`)7FL
zX<FY``#nbiPz?P0ck|CI20-BfGZWKa;EhQoODCmC<i#tWt3jev(L<<szJQMbZtj6_
zDSQO9nO$;O3V85wDps%bLy$1=K6Nq)<gdVY>y5%c!xxrdR^!YEi`Anf(7+rI#xK*b
zCWp|_2;(FC{QA&I_D!j!bNQvM>PV{N$n27jkLO|2TX=bba^e_v+inM5?gXAVv2=p)
zPDvCh9S*N<0fG>zJ5(wS>_gpKkE{&W{xFrnY(xj2l1zlJ&ar0{FYONMRT0nyg<ES4
zPEM7<%QZqj)sX4SZ#1*lxQ5)n+8^$ARH3G)u$C0AfSYYIn!P8^J4oIzvm#PJeyf;5
zD57?dxV!Hp`q_K|ZyuVOzkC$B-+gaAP~Rx4+3vLCvrQIMbmB@M7^YJ#1h;M0TF4jg
zul)@3e4+NEY%eOmh`{X1JiGzzRj44sk!)S?H{np7HSzEi3yE@j3o{#J(RpWl`7Zxj
z!SRLr4UeYDk`H0f)&_{eg>`<rpL#8XUw-s{MadktZpm8KnELZ1kWvhc)f5)Lv?Ae6
zdW*N2b3Cyf0w%?H(6`S@@`HidE8dx<pIfzGjuKlS4nR-%iTKxvCs2}&f=U#^?9B0p
z(kq;q6CSYmM-=z)8wQOUd70EHw8|UTVQh#bCWUib6wHxY63J}qcqHG-#k-`HY=aFG
zqKZZmbV?VFhKX>HszZe?30%}Am*k^ltB6~kTX+ZI9Tlm}(bOuOm(S6ZOP6rwmgl+5
zfe2>veW-I;nG{ep$Cfx}KF!|R)h~X;4xOZUm@n?fo2(#)-&6O)-uDpQbm1P4EuZ_a
zNvuJbDrr_(-nUt6Dv{*YduiVL4zj*{g3sCwNb)2{#nK3a76Y;9K?PJ!<^sXfbD<Yy
zN(J)jx-3d`S`}kMgD{h||G<&>GL((5&s{DXKcd4)X-XoUJVV6t-3(D;&%2!oi)^Fy
zkT#*JX)w!NiHJ9W4kZPu+d#&I0v8Cy;g!_7+Q=iBJ?JZ1mDW?03Y1}Hc!81OW0t4z
z!XYs8*8Q(4M)lgzC(A=~%<MdhA5D$XXZ;_g&(mFe6AFa2OTS8IW{yilW|dHtcnIqg
z3qez!4f-l%_2F>2YZUX|UfByb<V8`^B9t{MMcIq%wf7=B@2raF^~WuBofi4(1hx&A
z4PYso4&x?LPivy>!Lk$^Ok?Uw;+z3rh`+fu^JLuH<h`;iw2`q-CiX#U``|Q?w`Z<9
zxFclK>O#TtMcW1Qar*NHbYi#|s_lUAiEVee7g-Kf30~oXM0{4bD6_)3(rhG&w{_JS
z2;pYu5|tM0vc^l*FV}vf?boG&lr~yX%W;7tdk_;_5#jLn#D0+U_v}Hu^uy5|xR594
zYvVw}nbay<1Z<Q+rr{@jz3jX3XgtI1=smb-g)gpKVB5l%344Nd?(0Etnbue%6b*bz
zKn_TIOD{1pu%hd)JWE)5?zm4Zdn(b|jPCtLG1@(;TP8gtk`}MsfsPm!D=vx}JXeG$
z77egWoBP;$-26`zdt}in8KW4|&_%i2tXuMR44JTP0ANjLut{m>5L@#U+j&Vo%n*#r
zs@!L{$qxRWXhOD+*YJe>*Z6CRa6ZdD19#LH4q$hfEf#HoBD6Yjxw>I1!aY~$cW6sz
z2DEE|+%^{iK%NWNHek>OV{q*@Jr!G-7N~3Pq%MbIikyNo)nAl2$Ev<`If~EpxUsA%
zj4%+;a1qLk2pylRG<bLb)xST<M9Z2RE6XylD$XviXEGen$a@f%oE#DH{_Hl^VbX&b
z4J$88hlA_Kk)y8qN*WW}A|4hKdj{`g5Zshx;gn|4#qxZFbF}*eM~@+nS9o<&brAf%
zS6zV!cYjfFJF8$3jkx?I3XXo6NtuITJ|bn@F`c11lrlY4xV|}*BwAvGEgg#S@?Jz>
zmcY9zG+25Hiz>bVIzt}9u9V)CffPoF4SKHaE~_3@bY1;~M3UkfG>LdRN@nRH2tATD
zpFS^Nd<g})vec4BP?KvqZv|H7O!}eMw2TFdrX|G@cT!UNQYb@4J#Rw`(k7r0$F(hT
zL&0exOufkc?BS8<4<~CUTj-Hk^7I(|B0SMtqc2K6c%yNWs7GEH44NflAnr@`n4yZ$
zi!dDaUlo5a_%y<(+zRVXh($5d1qK>)B~k(TS|0{k56V%`EJ_gC8Nc^6{%oj4Na(&0
z6bznaOn!|38q?=e5OuWe?pF^<7;>*3P;S*>CTY==Ubr$apnJ#1;&U-J9|wOX4O$e)
zaRu9<Igf+6G&qk~i4u4l8q>24FW|bP<SJ6amS2D$xMJvJ=+^yl;22C*7Jm?fD0tbV
zF{8M@+b--KBQlIgT&R$UUkWkZKF^E*osjt_%$Vo=?Wf4hiCNG?FX`(@sFgmb58V2q
zowv~}w?&=%0+F87H~z+3`#AyTyYI^YNN4z6`oLd&-xz6&E;^{dE1tk4#_)FWDSWwt
zbgJ9Vx7@D``-=4mFuT>)FP*vcA&_VATCP$}cPt<0YGvQ>63@IwU>hN;3s9zN7mGJl
zW_`6-kVn~&DXqlO*;!AN=IO%!j(S@YC7B2_Lx(QHNd@Q)?@MtmS-aa-nCQ`}9=F0&
zHvatgFfm#_heKVijELLMbv*{(%gz%U`bJe!BQWJx;>KF>Y2;QD1(7OPCzkq8ZR{e^
zKa9g#I9>LN*-y`EGn<9or5r6h^qG=<2wUeeMkM}()6U49j4ZfN?BMfEf!eO;HyibH
zo{xyRgQJt6nZ5&{fb-8>$EWlhK)olxUHPwku>iP{p8ow;+Wybm0GPS|<p==6ygz>r
zP*`|!7Js<ws^&KQHjd`s4L_&1{OmSMs7fh|@&CnVm(u@pYv>uCvR<4GoB+u=c(h7@
zG}9;7`wy@1M~V!fm=Q1sK%Ux<j3z+6$&=-$be^9xn*Lip?{DV!!{-GQa()~6cRuga
zbNvx1{Fv?^c|89lqv!vU)B9~+zc{@BVxlL1{9ontFfq`5%Z>u%P8sW4L%3y3sz5p^
z38y{m`6zpTu;q2&bOObP<qU`dL3j@S>^T{=-}6*{9C*YpRs3@yWQYWxI;~zhKjY7&
z+pP-=K^IoRv7qhbb7S*I5FRw@O$?|VT&APoShMQt%^j}KVR(cd+|Ob+<?_7D;Px!o
zRZ;yKeT%#Fwe&U)k04wHk&MB2w7I+O{(k2Oz8Edme(l~^lF&)hg*~<@Rc!lxcLR+D
zT9XxiY_R#9`yMvs-kf12ci*12&}lVr!(jLw4+81TGSX(G#z&|}#!ZC+RYq>N_S}3*
z2NMirDO+QXy{OxpvykV_^)QUs>P)uX22B%_AJ1*EJWetjsBlbuh9zlX-@Sq=83$J{
ztaqp*fsVLYXI;M)X`G}GRIt}Hy#lM@{J{Ak_zH3pB(JG`fkT{IGG_KHM<(Spua|vc
z=_~6l_Nnrca8;l8tVz`O$B4_>V#jIJ63aT#$La|i4wAYbd6Z+%RaA(+CbB9Ykm??-
z&`)Nr&A*rQ+aN5umfE^Lj5|MFL9Q*8(!^o3b}sXX34uNtgG&>bbi$-Agf=n>$w{CM
zGDt|FsW{W#$|l_H(q6SGgMYv%ISJ890Fmr;Z*SJKLD!mtdoShcjLpfbD(uO_Cn~!G
z`CfPeM<48^_0Ctm9`;MCG|Ykc7emV$oSu5&=oZz}cabRXrypaQm<xTAs$ztb4*IJ-
zg@hUW5y38q^*F(mh{h>0nY(+G7)@N})q@TOQysrtikez~G0BE@kooG++0;%cYz`hM
zn7~Q)SW|;VB9a(6ID)y(u+;tPj5<&`kepu4bys!^N8N61WnR~7uN>9%p-92`;B)lb
z{GHmiM=f9U(7I@}R@bx57XP!mRoo%xi@-U7uVzwKe0)vgRhfRPF`k(l&YsuA?+?yD
zGUI<R^}^&O-hk=<vPA==!{c=|ppS1M^ckEwfnFxy3}ho2_^e;T-=N8C!jdAX`BY-M
zc5kYf`u5%C8TDSFt;Z&IUcI_jU&W0zE1gTJ5n&)%JW4N!qMF;(dtAAd1A&99Q2*q8
zS=$TlghX_f1$|a!v>o&K+Wo9U$1m0q!Tz6{4jC`i54UcC!jPpt>12F~`|5IOI&1M<
z8V)f6d<8tU<TI5EswYIbM+xeMh<78;xZ?On`C!L8AS`T{kY+GoYXh?({SJP`irv|R
zy_tsN?V+=!R_*L@QDOd(yACVnEML9xhgbAhJ=r+e?5Fwofd&y(LcI3xd>Rf;xM{8J
zkFk2+H7iWTscK<=5CPUMkOaY(HdRnSd(Phpw}@w{!5>YW(Px=zGmhx=VJI|-JkV);
zB*EU^xKW$uLoI>1GKa8(qVSlDkDvFuHHY19aw5}%33*LZ&8oJuplhV_HaCa~(t?9l
zwh2;San8aua7hWvH&B{4Q^*bh&MnRDWi`8H#;Z0>gIX5cR7bU02_v6+heXRFr&y}B
zTdA^HvuicVs2~-{qc^ZasvtZ;JRoB#bF=UlLww7~dd--}ur|oAV6J4lnJsEe(^xkv
z3)pk#ih7_eqDtp7*0R=$FNcq(?^HvS9}2q+H)X0PrEYy!cn^*)P&rLUKb?X3NN@}E
zTpSqmihJ|nvXT3g9dVIE2)!=j_PxC?%~h7AFF;3s&(EZ&tL&elIUzchGVBP0OD*?G
zMZPkHdNUMx73U=6B*>m34i_B<9dkC3v#4RZX{ktf5aAt_?R&DL-qTawfkzL-{k4P{
zB9?IK1x=bu*2XsSMI-iB=PTa^!+Tif#|CNdQYD=X?Z;mE`$!gfk@AV*ugY`$>D?>^
zyD48jW}q0dmgjs(aTKZxzYu{xs~<IW%3z+B=X4Q67%xg_5+Y6H-x4A|(8t^$AnLzy
z!DH7xjIA{)y)WN?GwKk!AM?&3l&rhfB5JND533S$$0>p)U&THx>GLzM2nDRTc%xS`
zc`rD(1us{d+g&UQ$|pWm2MBSOGhjrj53-kVm?2(yB)Qrp;%sfhgxnQ}XT4%7_>3~z
z?f!0D)rprPQdz4mUj)0?H^JKZ_(8f(C~g-4#oUnWjLqZH*>TC1B}_?G_c20Noltp9
zMYWXDXtNp>wAy+#WZQ*Xg4zkoHyGqzqAb?^6qr3QjTY~fhK0#|dIom|M?0&TuB}rU
z=74ee3_tFG#+ga|*Z1-8cMFDts}Z}~aM2qy>5dqrQ+nK@yJEG)of#zI?!20G>1>v{
z9tooYI?Q8|b?IR-Z%pbZk}ECiZo^z{l8)?$hgS91D0e>+QM}=BPpaN*Ba?tTVAPiA
zfKx)Nju&yV;6hJVM|Q8}Xec_S{RGIri(?|((M2~uILMSIW>j`oFeZj~CN*X{YH1_!
zsw}E95K$&__c?tVu0lF3W3aeSp~Hbxo6761kUeOhrX=rEFhxRmhAPA|gL&FxQ)P>;
zDdf%ihQ7ghBY&!*O&0T!SbO)dbY-m)`ru~#{vtH%=w%6aVTx10sz5BGPPh|`FX(Qi
z>{}C%657+p(p0S+=Mvs-cPo0Fb&0;Uu!8~+_fI#EdzSGuDTu+eP=;KVv%{?Bxbs59
z(D}e#f|y>cygP2m`h@;~zbIu<7e0Bh5G%ZS*Mi`!GRvhvtrKj8C%E!n@E^Cpy->Of
zF)I|ZEi$B+<6pj4yuL#6sXRGRySE|mDLs(~=iy@1^iKJRuENELiQBAO#v``!)u6fX
z1T%7+_}Urlh{R4}O?Btm7*PhNtIa$^?*dVJd$(D|nK|c71Iw3G5qsK=6!Ed-q`rri
z=|MP;@O5^>R#CQP-PUqB0@k>jp|o5}Y~VEG=K_17HRecFW*EzRskK6kN;9l6wjz7H
zkgt|`7HuMXt^Os-hD(bW?~d>;%ac5P5tKbG4O(U}<9S03qI;qdXUb1TFvKI1nRUX}
zx`A8{B1*LF_ZMO-Ttun~vFF*h56GL}oXBF#GiAy4szh#OK^JXF99seLhUEn+YaqCZ
z7!Hi{JP>q_^H}*<yqd%6RZO?Km;kb>Ie8mM%7i0(J-LPf&g=6j-6!RvVKm5uVe;B2
z5RUi?C?;$Pu9=lpg*+y#!J5VF{nsLk3Vuf^AKtKFW*iT@6c4ercKw-;<~EHGd$`9X
z7x-Mu-5e%m;fB<N?^wc^`S0_3zFq-Oe#N)~wy*55h*ZX?Ui3^$o8ZQfmc9;V!=UUe
zp%44OtYT3Hrq={JK(&xx%@jyXzK|*)2ocV_%iLOMFG^!Gt%jCSgfiS?jRBcvM~Uc+
z(O}laylJ^mMsG`Hp_sBK7}+C@!D^wTs$RkoNCC-e1SQ9spcmD1v43+LS_EZSUp2We
zNk<uwI(}Q6iow|2C}Vi*YR#;@_JO4}Prf}4BGO#Znz<aez~pXH2~+XDQDrUdB?&2=
z_?ktYn097Imw#i)bNWbd3{{=jiVCQeuoLs$FsBIIE!8!{7IU<%UbRSvNcucM3n_>^
z(OC;8u)O|ei-br9T9M5+6VY+-I?B299pNk8I?M~v2DCxQ?h|yF!Z=7tdfPEY7#O`V
zeoo9pVSY|pKI%%^KFBoT1iZV-H|8N8^lF5%hH@AV>>~?KLaU8Tfmky5q)}G9HE8Wr
zk%LGeGF?C<AZA(!qP`*}Z6YAH{b;YMM8xv4MK~zmT0TrsE3}7JrN^L%@^u~!$oW9y
zTHY}%PgYsEF)fsBPSFY4b>pj(H9hapqhVUAuV)Cuvx*5aLq1`K4bSm~jC^Q&aXppv
zRdghGeev&c+qYoiS7(};@%O&;UjkgYKATQFxRx_yM=4nNF6(`)n0$(s>(9c@ch6pe
zfEI%UoV5GuCXpq2ymDteTeLdoYKEE;dV|~E2Ty2bsQj_JoS#6;jv)yP;|bbP^<jsU
zHA9G=N3h2!a|v*KlTF^#Rn>l|-UP`52lVEMU!Ts!@5_~YS&se11E^^oJlc+@T#;gv
z>dI1A1YfutZ&3oP{XFR`?waKpnDhy(GtmwbjgA;phm07TA-7$*r=QB#fp^OGqo)+l
zSE6M@`_ve~aVdF77OMQ>@taFCXdLJI%^3?hC$Edoo0JE!&&&@?KQRZ?2{-AY^TOIt
zEz0g^j+C7GJTnmRaR1FNJ_U;3ckz2rh)4UqYJ*zr=V<BY08vm@Lxx}OzgOh~C^PvR
zrt>XU{y8T6*690;ene{jdhCBdI)7HOe6L*jUDXPJChJ>t_`e73d>irml70?z|6SF}
z-#7WEAoov%>PL|K|3K9WfC}r!$LY^gCje&|>+j#nf519`$Ms9qikhbr(j@w0tNXr{
zP8Im;eUjNho1iaNHK9g`2#9Ztz&?QEzj}>#NHF>(CKA7yAP7v2PR-2N9VuS~I9x%K
z0*^slj`R%^1<plXomy$R^+@%UsHLo9UAdiC><()@oIfc0eY^eP&EZ#_s}D<Gzi_%9
zQQ-k~@sn2Rsn3lb&fJWie+Ak%&qW@xZYaMey;{Zu62Rwc{#uW`mkw#d<Riq5ga4tB
z7{h$d@pPH~)jG#mVtot&kLD+$8=W}P`Z6os<Ql9aq8srzYDyK_NT3v_J4d3ziik2x
z#!3k?yc?>%sCwqn`YoTTe$i7>q(|3}e8fPmNxoS%h<XJO7dps;@k+}fgDA+$RIxOO
zBM*sg7Qhzj7Hba>q(!J7368+Sx)e3HDP>$pw&0W<K1@_T4D&vAOC_e?8PmGsf6ho{
zy}4_LQfNR|rb<F&ml0bJput%!U8BM-EH7MYmV-e?&dxePj-pJBnnop+>?_or+gqF*
z$%>AI#J)E`_FN1hR$NrSm&M0~=|7WbqBtb+Y4TQ{3M!+%ChW;D)v?mFxobVROO>5>
z`_xmdwTYIl_^HkwteMTl>ay`V&c0btYj04-X^}cXS}l{C#B|@Jn#$AQ-P^5`;McOC
zR9hg6!C~g81<FuFg$c3};*_Emiv0ue#eN{VD}xsfB&L#1#2*k9dff16l#ky;O4f9F
ze&))eIQF1MIUlP<$B<B@s5-wLi|ex?*Q5hSI2q1OI4Slsr%DrB!8*!lxd?n1ibr*_
z-Y<1=9H~jP9CdtXxloq1wWP9?Fzxk9oDU|qF13{0O}1UA&2!o7i>meC!u53!bas*{
zJ}Q{%1fk(Mu%^jeg5+VN4rdO%03Kb)2ex#aMoD?Upk{g5quEj{zQ5Hv5l0jp7MGEx
zWzfV)-j^)T5Q{3|B|cSw<y#Y0yHR~&JY8<mrPXV~5=>q}gAoWZDMv3y&-cd5V?}V_
zm2j_UZ_lf@P6|0g(Du#qhy5<;W~eWE(;&g4q{Pqp-Vf~Z!vOnPA}Fg5Lv;*h>c85!
z*ws@nKo7Ad8LWD3C=o{bR+@|k<M}XAf|0)cC>a{*9-Yi*eWV&YFA6cX75^;+Zsn0f
zkJFtO<Q4X*hv1{=mN;QJu#Go3?#NM(1EiBT$_-20*GnS~bO)0M$PK)8hosmc(KQiy
zR#&H&&WV^fmYx^+t<;cV2L`TNsqOrJiASK2Erd9&h+|FSc+bsj5x=V2g4#~-tm{4-
zSe7{8-B)rr91le=O9A;>g?QOcPuGsv<++UF2By=gvfW8+hqc&2)fhDl45O6tqK#kL
z6FY5XYkdiZw&TTT=+FsM;t0|`8Ygp1v7}Jj0P49BJ%WUG*cErO!lDm)e4KAD;+&r?
zfCaCBT|6>NNU^fYcuII?FE-pDIYO%IOmCX?;sKxTv{Vuvps)qfT#jf!s_9c0Ux9H!
zfGz`Hvo8AgzC$S&<ScEGJgP@#$jRy#;fgw{>21Wdh&Fp10|5tzT^}vdpLr3jcyFk5
z3s3iIpc?yX`9;LwLMPT%{i(S>Dp;^qQ2_&_N@q&|A8sbtW8lb%VNbutjLW5QxzHUh
z5g+xCLbf;(N6~#qKTX=WIFmm9a2Lly2yZ*+F*HeZQ!F@xE5lw2?5z7ff(!Q@h%4xH
z=g~4Q12I(AxQs=mnXLfE%!-NHi*z#=+79(=q*lHp1LIuCLIdJOfqcX(dT%$NyA+Q7
z-r7NZFVLmV=o85xQ-su$h-7oqOFGdM)YPS#ff>-5;91uh#|5XX71(3k6s-<j5KPbp
z=m(Ybl9p0$5z}Jyj5>xyI#`=Pu%UWrlFlzo;dx3?qa~R^$t%ox&B3X3K-usRugFuP
zgxQk&xtgD)+oK=$A}YzCH)WWb;is^Xq>39dq<R#@s`oiD*fL~Vfu#2io1oVA7B%;`
zcKh`C^qnlQ*>I^2O@4&2A#O<S=RX9m2)@JC9hTkNItjm)@xg5K*Y0l{ZZn=Unls*|
z_qMtfItFtLnCyVj$ecDCX$8u|g&|eA6t03u%EiUZ30GMI62TMsPzrvOk2U`>kGU#+
z#-bp`rIWld++|N^25f$Y*pBZG(G%@KjMEsndpAJWAyID&_w8g8D1<pGG%7nQ?R5N_
zi*!OwCJg;RR%)zGZNVre4-N5bTtW&Qt|^KXS1$wD&9h>PeYpkwKu5`16Xfk0Bz$3`
z1cEX)F=glC=v6RGn<z<c<5R1LphB*7@@Ti*ZhGhf<aN&Haf0k?$=hh!T)blUGHpl>
zWG_H?r<YwZy%0`hNS*ComQniz`{|4F74Mpb0(ba8OpEdw!|BFU;$krnZNElNL7$y5
z$QQW+Bio7NeKSMUrf;bIS}b0Hl^5;Ulr0l~EY^ZQribj4ZowA#JYxFWf`byMNd3%k
zDsT!bqPKMV+$uGy;_>$qb3w3Wy5XozAEV?&0_~NBbE_%*^zO>=>B}Tzv56+9ILWAL
znUR$2_UsTmqRJm~obnX-R0B1!B{G!A-*stpzNDc7yL>ya^Nf5ImRt^Xzq*e_knGb@
ztxekQ+u1ARL9&#b2F1)NX~6?tAG)`X-oAb-uD7-mQ#5GLfG%R+V)QH8Q!#_YlFc%-
zgeCD?nWHz2A_}B!GW44kbbQXz*M>MM2_?(CKpi(bfh9(@xwz_@9lHP|PYSN%MyVHk
zrdzj-#j1AXlO%(_zf+JlQZsZ=AAUW&3&~xh`pGBui0;*BaIFOO?XAnpAmcs^w0u1E
zV384Zapf?JJwKUlc!EHP#e0qSK9j&7;9UciChAL;8?HvF<6ACJ7`FB_ty8mmNOSPA
zk=$igD+XMZ<d-SDE7=U9)T9*$<u}Z7hPs*}lAuP_%n<O^aEUVX@FU5B8AN8x$e03G
zrN-9mL^9Mu2<l)&&6o+~UO}!arRYkIJ52*`fhNlM1`*r|)<M*H-|hKH@KS4$3F)-P
zN)>-;9OTGwgx}a7AS`erli==t1DB&_B^H+<;Y*bSKfY9ruP%IDAb_Lt*;pBtFQjBf
z-86-R*fi*MlcIxy20r$9UtK=!AsMnnMTFgsSwLl>l_Ye)Km~lqhN}N@LaBh;?go68
z2)pbg{KKMa@bS4MTty>8$EjI>sa$={Yr73*0k_Rby!|$cfEUT4jbRQj+hD4`u3#hY
zU#_H40+LmkI^HE5SiM+bp9WiL0(9A2DsUY%K&U0kzVwEW>+yr2TRSn>v@ZHeU><yH
zY>l=VUh_5vzSsC99#%6&fMBwy8~p~>7<{YyOMQ01*P~#rJ}=}NH)Ckgf!WcP8hg(6
z+C3MWocHS-W2{)#HMbsS%yf0#Os-5vD;*FH8GUW;&-^;Mi&!>bHlGs_%z`2uen8vV
zyQ9v2p16Q*mnKGX3cYu6S0eFjc=xdnt%a>In}8Pdb;UXg1vF3x@7lrJ-ke7{ix7$s
ziIC<+bd~Kc|ElzDdIFTB6&E$xy2x#P0-FF%p^4ymPqtdG=hK25-l3#+s~t+|W|6XR
zzLmK<*FGoKd!D4DAmYa~a~^ScHX>X+LD2$;A=i+0D<HQWr^}0r3&;j3Qo(N`i{e9=
zExH7`)rD8d2SHJTCwigPv3Lj{I#uy}mKD+W;dKY)*)4QF5s2eZUd~^Ix793>WD#&M
z7;$8j?s~(_s)l&hC@strF50TbLR~>KTOLeYpxYbUB+slf?mNC$+7ydclerXj@Ke*+
zM3US;3XgYCVvN($%O>2s84f`_2uk<&d%tc(Ki(>uAy7c&iDwEiD$W&ghX;Fg(P$D*
z8j`<rIkleTT<oTLL=`=fzY5ailvGIRsuD%%8nxYD-rtAsGg{h#vSOkiBuC`7L)c5r
z76^qunPE^5z~&K$PE2am<xcvtAV!@KqWOT^9o|k`F`QBG2umCi;V>tNW-~jQ^gwMY
zDc{Z8d#mP`xUDw|Z-uz`7}=2^M_<AeNA(jFI%eos(RmC(S&M=UK@ApsSd*E2sY&Xj
zq(-SwK$@(2(^d|ltKix8wK`XOCwE$e-3oSeG8SzJ2ZLTGXYKQNYf_0>{<P)?J#Sl4
zP0Lz)<fP~Fxm7hS{yfqgnAlN=Q}rvJt(*&ub;7oU^7+zXw}~o!N85*Htr1P?tgd1Y
zHfAtXP%f+k^1iac3;JHb=PW7}=8Z;W)`W)T#m!Px65KNw-eo;O11XqJj(I#P{@=dy
z7R(~@M;NQhT2G@~<}#hGN1tsKt6FT*!i=fvf2v&N|0<*f`3M@Y1LXCaxcN8vYk$xN
z{07PU>*>RQMJF9x^B(183XY$_mc>i_rt8n3&bQBMTs9yq#LG7PA9-r9wB~@pO-xPE
zM0Dmg_q3niw6{AYeB_9hQcRhJJ7;2}Ey4JldM>oVninNtV&5PY+A}qemj<$KN>bPb
ziA96v;Q<eXw}c*=iMxF4d{D2<+IuZXc=M7p2MKT1>Z)Wd9S7V99#?a)S#p4Wz=!rw
zlBfu>qF#&yPg)++-~be1h&<Y_XH(vf>tSsqy`*7N)3K?d-ckv8()Y8w=<H6hI`{PR
z%a0}|!|IZf#OoL%?sMT0_!T9mIBF?wM8DaspOX>(3C8|kN5lW$z}NpLsJe`-f`qu#
zKS9;$0o)G%9#sdhiGMr2_<^be*npobKT!2=O@4RW@NY9oe>1<I4jlf(^M4#T{KzEz
z{}omLIf>wVrVD@*{@<KA0CdoQMb*94l#Ee$kG_6!HMve%8K(2c$Aw;%qX6>@De5y*
zBi|^IdmR|gfnZJpm-L=Wzv((L&|6wq$Y_%!ZRmXg+LTJ1N|#OgYHgymrMWeAEV4T1
z=s;Gx%i~PeZKY}UBIDKKl~?vzy5kZ$f)J97CD^)7vzPv)W+ASQ$RM2g8R}AVhx9b*
zIzpdiXaGg!dmHzQ>-1!V)YQVv=`U69y%tG#a8G?u=TViZ)VIU$`LIZ9)YMpV{D7xK
z2PX$TQ*qU+y}BvxQ2nf_c{U?4DNt$GXHEty^%k4FR!S&Z=8$TZJ~n^Y?IBi<AId(N
zI(<2>93!&PUzt2$t@S1~$dmBG_S1P})h7?>!t-InmbFi8Q=Vn4gmYO&S46Y%{mvLg
z{0kq=H(2LeAMQoQ$q*(Ou3Hb|xfA#xoBM9<YP~aK>6$0^t(aLf-l@Ewd_UVvZLii0
zCdw6vSs-M{hxF1Q4C484u4Nc(4E^<eSDYW8lDwJhVkmLO^!EPRM4`;Z6$b7(ddc{9
zEvExxZoHQGWibI|yq1gvMyvzB3jrfyO>ZGlG+pWv|9(Sxad$C4y#lskHVvB+{o{?X
zZ0qfAydy4k9JlrEVG-Hn)rsk@WWxtbt)AA+O>aU)Gzfn7h>NY7z+CfO)+rKd`5Ar}
z`_DBzTpb8Kd}>g^2MC4qboueTsZC95WGxN85~j8V+^npIBZ@Tm5`o-GX^bW{cEr(Q
zef6ZKrnB7=@}(FM7Fpi)rhB&+HNq`3*VcPIv(nMcIf=|+#Yh<7B_{j37a9%<Sjz6A
zagqV$wN^0|*aA2qNZ4E0c6FjQQPGa(D9M2kOrjGJZia6f+8W|d!0;!QJo~o|cX6M8
z;-sL>p~zugxd>ncXNW!(%1YYm505Y2bdvN?vv4C;4wEP!Q$|Ns(HK(x5EleAXg@1d
zlfDl^U$<FJ5Ky4QTSZ#q`8Y-xj?&gDbx}%aF!9l|W1)h(HD~9Qv?kqS6X9C#5l$ur
zNthixHI2%V(_)*eD<m{N1VjsP>|4v)o77Lbl%GT{n8+Zy1*#<$2o9%UEJ+v0523Dz
zt}5Qb`}^nIyj7u>O{i`?<n(6Rb9^j)Tp?!b1s^3!6NXgWb9GADF+Mqs_VD2yll^d<
zr*S|!{J^M7kUm!&z5{HLXHuQn<ba}D`&M~g5ZVb*5+;<UT3*s{)`de*bk>2}IY*k5
zKD<Uv;=Ev@NEc~TCn}aQgJ9ZfOgy{%XmV@k;5OKUbz_^^qd})&I)ut9QMK>DYh#so
zh`;jl%>>P2K86PfE<Pmah1VC6qg+gDr?lE_thR6rbIeHxY8iR)3ypG?Xkt+#R%UwT
zn%4Bfb28Pd2sKIWb0DV!1`BxZ1y$6{{C8wyyY5Ogbq*DeV7<F0k0d3d;+G+I3Ug>l
z_7@qJqo28-nb(+x3?FN%ND9{tP1rc3#j{I-RUfRzY%_lmEO$bh&c(0|2jN!t6=;jV
z7{PzVV6i?UjgPC?q&CzNT*QK;ty!EL%5p14%SgLALmSAkn&J7*eL<cbd)+d>Z#j!3
z9K>o}LU8WoF3ZT+_-r;|%3h;ou7uIJ!s6tZ&77e5u_B=;#_n_i;Yf{Xtxue%4U(&w
zX))#vQ&|56PfuF3=qcg>Yx-LlX}OYlFte=G)>p1J)pr|lZ|f!=^}htoV!vU3wrAmb
zx4fKTz%7&X(#Q)4N0RS~DEl6NqpxnlkG=cwV*}%9TR2A^Rkm?pcQdp-mB~%SJ-#-X
zIiJThV=dLPj@HVek(ESN9RQagKUfgYr8a9Tzep=?i%2^q&a_2OTgju1Lcbn4D_wh$
zJTK89Lx-u5#p!u%qf>zpVzpbk*4|Vfca$m4A#2uzB|<H>DSohV!`pB=o4O@i2L9C*
z?Q~3D$gs#y)*y0Z8B|c+DH)|xwnbZW4f|dMf4i%V>zV^m_r`uIh!*)4x%GJ25tHX^
zEdn&#CXIwwdHZY)k=Mij+7u3#(u)cFF(nEXndej2j$+_x9d6;wu@e5GFRgYfZkOi{
zTk)}Lpey4EE9v6NT0qA<OtW$@E9bFl;F^_BGYoexO(M55n+thVD?Dj5MKgSG8(DM3
zv1uSLxzpW=hH9>tbPgqarO7ICU?;STI~xvd_Z!8Pn2vA=S~9N6W6{7Zq%38&qR%<U
z5!j$p?(5G2FTY~fXzM?=Dm1mdxSQU-%ewsJoxjMxf3_>@S*5xH>$5L^-6FuZLLT^q
zhs(UPA`_=+AUM++rfJ-t1=PiEl+({mV8s<;9vR0~FTKN1)B3bp%Ie*UJg&y<+sSBA
zBn_OXbzN^RtkBJ11LIm)SZ4Io95p6%H##g>vW26D{yXG*m4#lJs~h_xZWi~Wz{cL7
z5B`molEKZA`jUpl3uCXTEzf&6xofJCB6YsXz#huYc-^TrsjpmC&vaSaqy<G{60D1m
zvIyyMLr&dQMa61t@%v-9DXV#=YgZ^Y4n=7qPmxVfx`Emjm&P}cO-!z^@=TyK8I^;!
zsi>7#^#>)!HnL-}l9z$yl7wLT7s2F8<S4ADLa-9)r*<gZIW^V6O;ajOtZ<n0BPWqv
zBcV`IDX6i58}n0z2o-lQL!2Q?gmoH=!*#DTa*(L#WQLX^Rjd!H%815726n^*Zs}(s
zI+_X(G(k8L976`qs-ij6cOZk%sFLYPzwRhY4az`{Oa)hAAOC2qqE%uSipzNaNwrZ;
zG9DF_zU9R@#Io`y#T1WNK^f=OTyptS0?-1f`hN1ob~34YgE)bTjxMai3^bwPmx7yY
z^!S_tGITN6uTKC49R!YA0fS0tsIMc=!BX{wJzn+{1ol;fjCI7Mh0^D7J4C?diL$So
z!HTfktpMY=uP|vX^M{cN6bQ8=zK(_HgCNX}>GCFFU%p(q$3tie6v9O)3o(7UhP>*B
z#)Dlw*hP`C)k!B}ks<)a+1=HVzpNCZVpsKAuzk2?uCTL6FaeeY*wQGXjzXx$*$9dN
zsRKHITy17BSI?zm-G5jjlk_8SlE6u^g%~w-2M~FP%Zg>AV8jhO)vYh;aUSK$QhT#D
z|KGj$Zw}^nfASv=)<3~?eu;ISkk;lS)qQ$yAvSSbR3mZ;TAuTq_g{ga!o!tbbX+gD
z9r@)c?LG_olBy0(N%O^VOIze5%kPjp&v}t3tuu~kg)i^SjxE=oL$}mpPh1$z>TsHU
ze8L@*PXY;7YM8yeku#m{Gd5nXn`BVj8R20o&DW{jWHethg6!(o^}>Qly)8x8B_sm!
zLwCb;N2l*i=d)KGBLjLhaO=f5(9-h85)yF1jmGQ9%B^2F-}Gj(^y*zSNZ`rBmRVtd
z#K>M<3;~_m?=dEzt2(Euw0egZCnvD!f02$<5nz{XxafupFU``GU2=^0&941S;P&4^
zR)15@^&>3!X9R)(W_~~r@YixV01@6_1A}jkzCXy{L#w|T{2$orzbKaj2sb?qMf<;p
zseT*r`&xd+RR3*|^P4692yy^|2HzI)yCCO(!Ugz$DRcPSw7#$Q&sUKCKjm`&DVO_C
zx!ixs<^EGH_n&gP|CG!9pOwpf^Ob)250>FS<#NAqYkvklWJN>()p3B6a9J6^&u>L(
z3V(8y|4Co|C!_hF<m7+yl|S7fpzmm`==7vh0Js^@!4qNhQy))A0icgR+}S@U(Erin
zH-Gl0KEBZ(kO>)^=sR0Ek^gi8?&e@@0zn55#e@LpD*Soj0TiVG>1if-f7k#jJOD<8
zZ@<H{`G@UEQuA*%fQ-{GHh@Uf-|huysso(hr|Td60pyVZ0%E_|05YC{E&OXcfE?W4
z+c5zYjDBs$0+34j)y4*3?f%uq4iIVl#l}ka#AyC>{g@v>vmM~?{$itlV%GoF29Rv}
z)%GN&`8OLttnODE(^FF5)AiH1EC4mlUu^(a`4=02vmBsp_}6wU0JW!I_l1R#4WQHY
zOFMx4#;^Or!URyx{IwkmJwSNzmwQ>5{<hBmb?3i*4gm7DfK~l+FF+XV*SP@1$N&Om
ze{IJ~#{>{7`_;w*5T^ar#{ReG0nlN4de@$=f9xqM6Z6x%^Na0C!S)v$GyM}S&R^TH
zGXL#ava&w0!vETi9l)^ui;eB?`^U=mBzyeVc5Hw>`1Lc%M#n<;(=&H+&<F6bJ3w%8
z0e~=b596ozmsY{n7N9%wM^GkiV`7U3==cw`%h5^S!RgzZ&PE5&PKO{S7M2x(`2PT?
Cs=<u_

diff --git a/test/python_tests/pdf_printing_test.py b/test/python_tests/pdf_printing_test.py
index 45862376b..83efcc880 100644
--- a/test/python_tests/pdf_printing_test.py
+++ b/test/python_tests/pdf_printing_test.py
@@ -1,57 +1,41 @@
-#!/usr/bin/env python
-
-import os
-
-from nose.tools import eq_
-
 import mapnik
-from .utilities import execution_path, run_all
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
+import os
 
 def make_map_from_xml(source_xml):
-	m = mapnik.Map(100, 100)
-	mapnik.load_map(m, source_xml, True)
-	m.zoom_all()
-
-	return m
+        m = mapnik.Map(100, 100)
+        mapnik.load_map(m, source_xml, True)
+        m.zoom_all()
+        return m
 
 def make_pdf(m, output_pdf, esri_wkt):
-	# renders a PDF with a grid and a legend
-	page = mapnik.printing.PDFPrinter(use_ocg_layers=True)
+        # renders a PDF with a grid and a legend
+        page = mapnik.printing.PDFPrinter(use_ocg_layers=True)
 
-	page.render_map(m, output_pdf)
-	page.render_grid_on_map(m)
-	page.render_legend(m)
+        page.render_map(m, output_pdf)
+        page.render_grid_on_map(m)
+        page.render_legend(m)
 
-	page.finish()
-	page.add_geospatial_pdf_header(m, output_pdf, wkt=esri_wkt)
+        page.finish()
+        page.add_geospatial_pdf_header(m, output_pdf, wkt=esri_wkt)
 
 if mapnik.has_pycairo():
-	import mapnik.printing
+        import mapnik.printing
 
-	def test_pdf_printing():
-		source_xml = '../data/good_maps/marker-text-line.xml'.encode('utf-8')
-		m = make_map_from_xml(source_xml)
+        def test_pdf_printing():
+                source_xml = './test/data/good_maps/marker-text-line.xml'.encode('utf-8')
+                m = make_map_from_xml(source_xml)
 
-		actual_pdf = "/tmp/pdf-printing-actual.pdf"
-		esri_wkt = 'GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]]'
-		make_pdf(m, actual_pdf, esri_wkt)
+                actual_pdf = "/tmp/pdf-printing-actual.pdf"
+                esri_wkt = 'GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]]'
+                make_pdf(m, actual_pdf, esri_wkt)
 
-		expected_pdf = 'images/pycairo/pdf-printing-expected.pdf'
+                expected_pdf = './test/python_tests/images/pycairo/pdf-printing-expected.pdf'
 
-		diff = abs(os.stat(expected_pdf).st_size - os.stat(actual_pdf).st_size)
-		msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (diff, actual_pdf, 'tests/python_tests/' + expected_pdf)
-		eq_(diff < 1500, True, msg)
+                diff = abs(os.stat(expected_pdf).st_size - os.stat(actual_pdf).st_size)
+                msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (diff, actual_pdf, 'tests/python_tests/' + expected_pdf)
+                assert diff < 1500, msg
 
 # TODO: ideas for further testing on printing module
 # - test with and without pangocairo
 # - test legend with attribution
 # - test graticule (bug at the moment)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))

From 8b6d6fec67d8359b03f6c533b8805bd2ae0b756c Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 8 Feb 2023 12:17:21 +0000
Subject: [PATCH 14/37] Unit tests - upgrade parameters_test

---
 test/python_tests/parameters_test.py | 55 +++++++++-------------------
 1 file changed, 18 insertions(+), 37 deletions(-)

diff --git a/test/python_tests/parameters_test.py b/test/python_tests/parameters_test.py
index f6e25b848..ca23c47fc 100644
--- a/test/python_tests/parameters_test.py
+++ b/test/python_tests/parameters_test.py
@@ -1,71 +1,52 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
 import sys
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-def setup():
-    os.chdir(execution_path('.'))
-
-
 def test_parameter_null():
     p = mapnik.Parameter('key', None)
-    eq_(p[0], 'key')
-    eq_(p[1], None)
+    assert p[0] ==  'key'
+    assert p[1] ==  None
 
 
 def test_parameter_string():
     p = mapnik.Parameter('key', 'value')
-    eq_(p[0], 'key')
-    eq_(p[1], 'value')
+    assert p[0] ==  'key'
+    assert p[1] ==  'value'
 
 
 def test_parameter_unicode():
     p = mapnik.Parameter('key', u'value')
-    eq_(p[0], 'key')
-    eq_(p[1], u'value')
+    assert p[0] ==  'key'
+    assert p[1] ==  u'value'
 
 
 def test_parameter_integer():
     p = mapnik.Parameter('int', sys.maxsize)
-    eq_(p[0], 'int')
-    eq_(p[1], sys.maxsize)
+    assert p[0] ==  'int'
+    assert p[1] ==  sys.maxsize
 
 
 def test_parameter_double():
     p = mapnik.Parameter('double', float(sys.maxsize))
-    eq_(p[0], 'double')
-    eq_(p[1], float(sys.maxsize))
+    assert p[0] ==  'double'
+    assert p[1] ==  float(sys.maxsize)
 
 
 def test_parameter_boolean():
     p = mapnik.Parameter('boolean', True)
-    eq_(p[0], 'boolean')
-    eq_(p[1], True)
-    eq_(bool(p[1]), True)
+    assert p[0] ==  'boolean'
+    assert p[1] ==  True
+    assert bool(p[1]) ==  True
 
 
 def test_parameters():
     params = mapnik.Parameters()
     p = mapnik.Parameter('float', 1.0777)
-    eq_(p[0], 'float')
-    eq_(p[1], 1.0777)
+    assert p[0] ==  'float'
+    assert p[1] ==  1.0777
 
     params.append(p)
 
-    eq_(params[0][0], 'float')
-    eq_(params[0][1], 1.0777)
-
-    eq_(params.get('float'), 1.0777)
-
+    assert params[0][0] ==  'float'
+    assert params[0][1] ==  1.0777
 
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert params.get('float') ==  1.0777

From 494752da1ca0627e3cf5f6b17389200ecfb34575 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 8 Feb 2023 16:26:54 +0000
Subject: [PATCH 15/37] Unit tests - upgrade postgis_test

---
 test/python_tests/postgis_test.py | 952 +++++++++++++++---------------
 1 file changed, 464 insertions(+), 488 deletions(-)

diff --git a/test/python_tests/postgis_test.py b/test/python_tests/postgis_test.py
index c3d5f8a43..0549c94c1 100644
--- a/test/python_tests/postgis_test.py
+++ b/test/python_tests/postgis_test.py
@@ -1,31 +1,14 @@
-#!/usr/bin/env python
 import atexit
 import os
 import sys
 import threading
 from subprocess import PIPE, Popen
-
-from nose.tools import eq_, raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-PYTHON3 = sys.version_info[0] == 3
-if PYTHON3:
-    long = int
-
+import pytest
 
 MAPNIK_TEST_DBNAME = 'mapnik-tmp-postgis-test-db'
 POSTGIS_TEMPLATE_DBNAME = 'template_postgis'
-SHAPEFILE = os.path.join(execution_path('.'), '../data/shp/world_merc.shp')
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
+SHAPEFILE = './test/data/shp/world_merc.shp'
 
 def call(cmd, silent=False):
     stdin, stderr = Popen(cmd, shell=True, stdout=PIPE,
@@ -305,23 +288,23 @@ def test_feature():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='world_merc')
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['gid'], 1)
-        eq_(feature['fips'], u'AC')
-        eq_(feature['iso2'], u'AG')
-        eq_(feature['iso3'], u'ATG')
-        eq_(feature['un'], 28)
-        eq_(feature['name'], u'Antigua and Barbuda')
-        eq_(feature['area'], 44)
-        eq_(feature['pop2005'], 83039)
-        eq_(feature['region'], 19)
-        eq_(feature['subregion'], 29)
-        eq_(feature['lon'], -61.783)
-        eq_(feature['lat'], 17.078)
+        assert feature['gid'] ==  1
+        assert feature['fips'] ==  u'AC'
+        assert feature['iso2'] ==  u'AG'
+        assert feature['iso3'] ==  u'ATG'
+        assert feature['un'] ==  28
+        assert feature['name'] ==  u'Antigua and Barbuda'
+        assert feature['area'] ==  44
+        assert feature['pop2005'] ==  83039
+        assert feature['region'] ==  19
+        assert feature['subregion'] ==  29
+        assert feature['lon'] ==  -61.783
+        assert feature['lat'] ==  17.078
         meta = ds.describe()
-        eq_(meta['srid'], 3857)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['encoding'], u'UTF8')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Polygon)
+        assert meta['srid'] ==  3857
+        assert meta.get('key_field') ==  None
+        assert meta['encoding'] ==  u'UTF8'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Polygon
 
     def test_subquery():
         ds = mapnik.PostGIS(
@@ -329,37 +312,37 @@ def test_subquery():
             table='(select * from world_merc) as w')
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['gid'], 1)
-        eq_(feature['fips'], u'AC')
-        eq_(feature['iso2'], u'AG')
-        eq_(feature['iso3'], u'ATG')
-        eq_(feature['un'], 28)
-        eq_(feature['name'], u'Antigua and Barbuda')
-        eq_(feature['area'], 44)
-        eq_(feature['pop2005'], 83039)
-        eq_(feature['region'], 19)
-        eq_(feature['subregion'], 29)
-        eq_(feature['lon'], -61.783)
-        eq_(feature['lat'], 17.078)
+        assert feature['gid'] ==  1
+        assert feature['fips'] ==  u'AC'
+        assert feature['iso2'] ==  u'AG'
+        assert feature['iso3'] ==  u'ATG'
+        assert feature['un'] ==  28
+        assert feature['name'] ==  u'Antigua and Barbuda'
+        assert feature['area'] ==  44
+        assert feature['pop2005'] ==  83039
+        assert feature['region'] ==  19
+        assert feature['subregion'] ==  29
+        assert feature['lon'] ==  -61.783
+        assert feature['lat'] ==  17.078
         meta = ds.describe()
-        eq_(meta['srid'], 3857)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['encoding'], u'UTF8')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Polygon)
+        assert meta['srid'] ==  3857
+        assert meta.get('key_field') ==  None
+        assert meta['encoding'] ==  u'UTF8'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Polygon
 
         ds = mapnik.PostGIS(
             dbname=MAPNIK_TEST_DBNAME,
             table='(select gid,geom,fips as _fips from world_merc) as w')
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['gid'], 1)
-        eq_(feature['_fips'], u'AC')
-        eq_(len(feature), 2)
+        assert feature['gid'] ==  1
+        assert feature['_fips'] ==  u'AC'
+        assert len(feature) ==  2
         meta = ds.describe()
-        eq_(meta['srid'], 3857)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['encoding'], u'UTF8')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Polygon)
+        assert meta['srid'] ==  3857
+        assert meta.get('key_field') ==  None
+        assert meta['encoding'] ==  u'UTF8'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Polygon
 
     def test_bad_connection():
         try:
@@ -374,60 +357,62 @@ def test_bad_connection():
 
     def test_empty_db():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='empty')
-        fs = ds.featureset()
+        fs = ds.features(mapnik.Query(mapnik.Box2d(-180,-90,180,90)))
         feature = None
         try:
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['encoding'], u'UTF8')
-        eq_(meta['geometry_type'], None)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  None
+        assert meta['encoding'] ==  u'UTF8'
+        assert meta['geometry_type'] ==  None
 
     def test_manual_srid():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, srid=99, table='empty')
-        fs = ds.featureset()
+        fs = ds.features(mapnik.Query(mapnik.Box2d(-180,-90,180,90)))
         feature = None
         try:
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
         meta = ds.describe()
-        eq_(meta['srid'], 99)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['encoding'], u'UTF8')
-        eq_(meta['geometry_type'], None)
+        assert meta['srid'] ==  99
+        assert meta.get('key_field') ==  None
+        assert meta['encoding'] ==  u'UTF8'
+        assert meta['geometry_type'] ==  None
 
     def test_geometry_detection():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test',
                             geometry_field='geom')
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Collection)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Collection
 
         # will fail with postgis 2.0 because it automatically adds a geometry_columns entry
         # ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME,table='test',
         #                   geometry_field='geom',
         #                    row_limit=1)
-        # eq_(ds.describe()['geometry_type'],mapnik.DataGeometryType.Point)
+        # assert ds.describe()['geometry_type'] == mapnik.DataGeometryType.Point
+
 
-    @raises(RuntimeError)
     def test_that_nonexistant_query_field_throws(**kwargs):
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='empty')
-        eq_(len(ds.fields()), 1)
-        eq_(ds.fields(), ['key'])
-        eq_(ds.field_types(), ['int'])
+        assert len(ds.fields()) ==  1
+        assert ds.fields() ==  ['key']
+        assert ds.field_types() ==  ['int']
         query = mapnik.Query(ds.envelope())
+
         for fld in ds.fields():
             query.add_property_name(fld)
-        # also add an invalid one, triggering throw
-        query.add_property_name('bogus')
-        ds.features(query)
+            # also add an invalid one, triggering throw
+            query.add_property_name('bogus')
+        with pytest.raises(RuntimeError):
+            ds.features(query)
 
     def test_auto_detection_of_unique_feature_id_32_bit():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test2',
@@ -435,25 +420,25 @@ def test_auto_detection_of_unique_feature_id_32_bit():
                             autodetect_key_field=True)
         fs = ds.featureset()
         f = fs.next()
-        eq_(len(ds.fields()),len(f.attributes))
-        eq_(f['manual_id'], 0)
-        eq_(fs.next()['manual_id'], 1)
-        eq_(fs.next()['manual_id'], 1000)
-        eq_(fs.next()['manual_id'], -1000)
-        eq_(fs.next()['manual_id'], 2147483647)
-        eq_(fs.next()['manual_id'], -2147483648)
+        assert len(ds.fields()) == len(f.attributes)
+        assert f['manual_id'] ==  0
+        assert fs.next()['manual_id'] ==  1
+        assert fs.next()['manual_id'] ==  1000
+        assert fs.next()['manual_id'] ==  -1000
+        assert fs.next()['manual_id'] ==  2147483647
+        assert fs.next()['manual_id'] ==  -2147483648
 
         fs = ds.featureset()
-        eq_(fs.next().id(), 0)
-        eq_(fs.next().id(), 1)
-        eq_(fs.next().id(), 1000)
-        eq_(fs.next().id(), -1000)
-        eq_(fs.next().id(), 2147483647)
-        eq_(fs.next().id(), -2147483648)
+        assert fs.next().id() ==  0
+        assert fs.next().id() ==  1
+        assert fs.next().id() ==  1000
+        assert fs.next().id() ==  -1000
+        assert fs.next().id() ==  2147483647
+        assert fs.next().id() ==  -2147483648
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), u'manual_id')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  u'manual_id'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_auto_detection_of_unique_feature_id_32_bit_no_attribute():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test2',
@@ -462,19 +447,19 @@ def test_auto_detection_of_unique_feature_id_32_bit_no_attribute():
                             key_field_as_attribute=False)
         fs = ds.featureset()
         f = fs.next()
-        eq_(len(ds.fields()),len(f.attributes))
-        eq_(len(ds.fields()),0)
-        eq_(len(f.attributes),0)
-        eq_(f.id(), 0)
-        eq_(fs.next().id(), 1)
-        eq_(fs.next().id(), 1000)
-        eq_(fs.next().id(), -1000)
-        eq_(fs.next().id(), 2147483647)
-        eq_(fs.next().id(), -2147483648)
+        assert len(ds.fields()) == len(f.attributes)
+        assert len(ds.fields()) == 0
+        assert len(f.attributes) == 0
+        assert f.id() ==  0
+        assert fs.next().id() ==  1
+        assert fs.next().id() ==  1000
+        assert fs.next().id() ==  -1000
+        assert fs.next().id() ==  2147483647
+        assert fs.next().id() ==  -2147483648
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), u'manual_id')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  u'manual_id'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_auto_detection_will_fail_since_no_primary_key():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test3',
@@ -482,35 +467,36 @@ def test_auto_detection_will_fail_since_no_primary_key():
                             autodetect_key_field=False)
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['manual_id'], 0)
-        eq_(feat['non_id'],9223372036854775807)
-        eq_(fs.next()['manual_id'], 1)
-        eq_(fs.next()['manual_id'], 1000)
-        eq_(fs.next()['manual_id'], -1000)
-        eq_(fs.next()['manual_id'], 2147483647)
-        eq_(fs.next()['manual_id'], -2147483648)
+        assert feat['manual_id'] ==  0
+        assert feat['non_id'] == 9223372036854775807
+        assert fs.next()['manual_id'] ==  1
+        assert fs.next()['manual_id'] ==  1000
+        assert fs.next()['manual_id'] ==  -1000
+        assert fs.next()['manual_id'] ==  2147483647
+        assert fs.next()['manual_id'] ==  -2147483648
 
         # since no valid primary key will be detected the fallback
         # is auto-incrementing counter
         fs = ds.featureset()
-        eq_(fs.next().id(), 1)
-        eq_(fs.next().id(), 2)
-        eq_(fs.next().id(), 3)
-        eq_(fs.next().id(), 4)
-        eq_(fs.next().id(), 5)
-        eq_(fs.next().id(), 6)
+        assert fs.next().id() ==  1
+        assert fs.next().id() ==  2
+        assert fs.next().id() ==  3
+        assert fs.next().id() ==  4
+        assert fs.next().id() ==  5
+        assert fs.next().id() ==  6
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
+
 
-    @raises(RuntimeError)
     def test_auto_detection_will_fail_and_should_throw():
-        ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test3',
-                            geometry_field='geom',
-                            autodetect_key_field=True)
-        ds.featureset()
+        with pytest.raises(RuntimeError):
+            ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test3',
+                                geometry_field='geom',
+                                autodetect_key_field=True)
+            ds.featureset()
 
     def test_auto_detection_of_unique_feature_id_64_bit():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test4',
@@ -518,26 +504,26 @@ def test_auto_detection_of_unique_feature_id_64_bit():
                             autodetect_key_field=True)
         fs = ds.featureset()
         f = fs.next()
-        eq_(len(ds.fields()),len(f.attributes))
-        eq_(f['manual_id'], 0)
-        eq_(fs.next()['manual_id'], 1)
-        eq_(fs.next()['manual_id'], 1000)
-        eq_(fs.next()['manual_id'], -1000)
-        eq_(fs.next()['manual_id'], 2147483647)
-        eq_(fs.next()['manual_id'], -2147483648)
+        assert len(ds.fields()) == len(f.attributes)
+        assert f['manual_id'] ==  0
+        assert fs.next()['manual_id'] ==  1
+        assert fs.next()['manual_id'] ==  1000
+        assert fs.next()['manual_id'] ==  -1000
+        assert fs.next()['manual_id'] ==  2147483647
+        assert fs.next()['manual_id'] ==  -2147483648
 
         fs = ds.featureset()
-        eq_(fs.next().id(), 0)
-        eq_(fs.next().id(), 1)
-        eq_(fs.next().id(), 1000)
-        eq_(fs.next().id(), -1000)
-        eq_(fs.next().id(), 2147483647)
-        eq_(fs.next().id(), -2147483648)
+        assert fs.next().id() ==  0
+        assert fs.next().id() ==  1
+        assert fs.next().id() ==  1000
+        assert fs.next().id() ==  -1000
+        assert fs.next().id() ==  2147483647
+        assert fs.next().id() ==  -2147483648
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), u'manual_id')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  u'manual_id'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_disabled_auto_detection_and_subquery():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''(select geom, 'a'::varchar as name from test2) as t''',
@@ -545,28 +531,28 @@ def test_disabled_auto_detection_and_subquery():
                             autodetect_key_field=False)
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat.id(), 1)
-        eq_(feat['name'], 'a')
+        assert feat.id() ==  1
+        assert feat['name'] ==  'a'
         feat = fs.next()
-        eq_(feat.id(), 2)
-        eq_(feat['name'], 'a')
+        assert feat.id() ==  2
+        assert feat['name'] ==  'a'
         feat = fs.next()
-        eq_(feat.id(), 3)
-        eq_(feat['name'], 'a')
+        assert feat.id() ==  3
+        assert feat['name'] ==  'a'
         feat = fs.next()
-        eq_(feat.id(), 4)
-        eq_(feat['name'], 'a')
+        assert feat.id() ==  4
+        assert feat['name'] ==  'a'
         feat = fs.next()
-        eq_(feat.id(), 5)
-        eq_(feat['name'], 'a')
+        assert feat.id() ==  5
+        assert feat['name'] ==  'a'
         feat = fs.next()
-        eq_(feat.id(), 6)
-        eq_(feat['name'], 'a')
+        assert feat.id() ==  6
+        assert feat['name'] ==  'a'
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_auto_detection_and_subquery_including_key():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''(select geom, manual_id from test2) as t''',
@@ -574,44 +560,47 @@ def test_auto_detection_and_subquery_including_key():
                             autodetect_key_field=True)
         fs = ds.featureset()
         f = fs.next()
-        eq_(len(ds.fields()),len(f.attributes))
-        eq_(f['manual_id'], 0)
-        eq_(fs.next()['manual_id'], 1)
-        eq_(fs.next()['manual_id'], 1000)
-        eq_(fs.next()['manual_id'], -1000)
-        eq_(fs.next()['manual_id'], 2147483647)
-        eq_(fs.next()['manual_id'], -2147483648)
+        assert len(ds.fields()) == len(f.attributes)
+        assert f['manual_id'] ==  0
+        assert fs.next()['manual_id'] ==  1
+        assert fs.next()['manual_id'] ==  1000
+        assert fs.next()['manual_id'] ==  -1000
+        assert fs.next()['manual_id'] ==  2147483647
+        assert fs.next()['manual_id'] ==  -2147483648
 
         fs = ds.featureset()
-        eq_(fs.next().id(), 0)
-        eq_(fs.next().id(), 1)
-        eq_(fs.next().id(), 1000)
-        eq_(fs.next().id(), -1000)
-        eq_(fs.next().id(), 2147483647)
-        eq_(fs.next().id(), -2147483648)
+        assert fs.next().id() ==  0
+        assert fs.next().id() ==  1
+        assert fs.next().id() ==  1000
+        assert fs.next().id() ==  -1000
+        assert fs.next().id() ==  2147483647
+        assert fs.next().id() ==  -2147483648
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), u'manual_id')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  u'manual_id'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
+
 
-    @raises(RuntimeError)
     def test_auto_detection_of_invalid_numeric_primary_key():
-        mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''(select geom, manual_id::numeric from test2) as t''',
-                       geometry_field='geom',
-                       autodetect_key_field=True)
+        with pytest.raises(RuntimeError):
+            mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''(select geom, manual_id::numeric from test2) as t''',
+                           geometry_field='geom',
+                           autodetect_key_field=True)
+
 
-    @raises(RuntimeError)
     def test_auto_detection_of_invalid_multiple_keys():
-        mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''test6''',
-                       geometry_field='geom',
-                       autodetect_key_field=True)
+        with pytest.raises(RuntimeError):
+            mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''test6''',
+                           geometry_field='geom',
+                           autodetect_key_field=True)
+
 
-    @raises(RuntimeError)
     def test_auto_detection_of_invalid_multiple_keys_subquery():
-        mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''(select first_id,second_id,geom from test6) as t''',
-                       geometry_field='geom',
-                       autodetect_key_field=True)
+        with pytest.raises(RuntimeError):
+            mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''(select first_id,second_id,geom from test6) as t''',
+                           geometry_field='geom',
+                           autodetect_key_field=True)
 
     def test_manually_specified_feature_id_field():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test4',
@@ -620,43 +609,43 @@ def test_manually_specified_feature_id_field():
                             autodetect_key_field=True)
         fs = ds.featureset()
         f = fs.next()
-        eq_(len(ds.fields()),len(f.attributes))
-        eq_(f['manual_id'], 0)
-        eq_(fs.next()['manual_id'], 1)
-        eq_(fs.next()['manual_id'], 1000)
-        eq_(fs.next()['manual_id'], -1000)
-        eq_(fs.next()['manual_id'], 2147483647)
-        eq_(fs.next()['manual_id'], -2147483648)
+        assert len(ds.fields()) == len(f.attributes)
+        assert f['manual_id'] ==  0
+        assert fs.next()['manual_id'] ==  1
+        assert fs.next()['manual_id'] ==  1000
+        assert fs.next()['manual_id'] ==  -1000
+        assert fs.next()['manual_id'] ==  2147483647
+        assert fs.next()['manual_id'] ==  -2147483648
 
         fs = ds.featureset()
-        eq_(fs.next().id(), 0)
-        eq_(fs.next().id(), 1)
-        eq_(fs.next().id(), 1000)
-        eq_(fs.next().id(), -1000)
-        eq_(fs.next().id(), 2147483647)
-        eq_(fs.next().id(), -2147483648)
+        assert fs.next().id() ==  0
+        assert fs.next().id() ==  1
+        assert fs.next().id() ==  1000
+        assert fs.next().id() ==  -1000
+        assert fs.next().id() ==  2147483647
+        assert fs.next().id() ==  -2147483648
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), u'manual_id')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  u'manual_id'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_numeric_type_feature_id_field():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test5',
                             geometry_field='geom',
                             autodetect_key_field=False)
         fs = ds.featureset()
-        eq_(fs.next()['manual_id'], -1)
-        eq_(fs.next()['manual_id'], 1)
+        assert fs.next()['manual_id'] ==  -1
+        assert fs.next()['manual_id'] ==  1
 
         fs = ds.featureset()
-        eq_(fs.next().id(), 1)
-        eq_(fs.next().id(), 2)
+        assert fs.next().id() ==  1
+        assert fs.next().id() ==  2
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_querying_table_with_mixed_case():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='"tableWithMixedCase"',
@@ -664,12 +653,12 @@ def test_querying_table_with_mixed_case():
                             autodetect_key_field=True)
         fs = ds.featureset()
         for id in range(1, 5):
-            eq_(fs.next().id(), id)
+            assert fs.next().id() ==  id
 
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), u'gid')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  u'gid'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_querying_subquery_with_mixed_case():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='(SeLeCt * FrOm "tableWithMixedCase") as MixedCaseQuery',
@@ -677,12 +666,12 @@ def test_querying_subquery_with_mixed_case():
                             autodetect_key_field=True)
         fs = ds.featureset()
         for id in range(1, 5):
-            eq_(fs.next().id(), id)
+            assert fs.next().id() ==  id
 
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), u'gid')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  u'gid'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_bbox_token_in_subquery1():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''
@@ -691,12 +680,12 @@ def test_bbox_token_in_subquery1():
                             autodetect_key_field=True)
         fs = ds.featureset()
         for id in range(1, 5):
-            eq_(fs.next().id(), id)
+            assert fs.next().id() ==  id
 
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), u'gid')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  u'gid'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_bbox_token_in_subquery2():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''
@@ -705,23 +694,23 @@ def test_bbox_token_in_subquery2():
                             autodetect_key_field=True)
         fs = ds.featureset()
         for id in range(1, 5):
-            eq_(fs.next().id(), id)
+            assert fs.next().id() ==  id
 
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), u'gid')
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  u'gid'
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_empty_geom():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test7',
                             geometry_field='geom')
         fs = ds.featureset()
-        eq_(fs.next()['gid'], 1)
+        assert fs.next()['gid'] ==  1
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Collection)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Collection
 
     def create_ds():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME,
@@ -729,12 +718,12 @@ def create_ds():
                             max_size=20,
                             geometry_field='geom')
         fs = list(ds.all_features())
-        eq_(len(fs), 8)
+        assert len(fs) ==  8
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Collection)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Collection
 
     def test_threaded_create(NUM_THREADS=100):
         # run one to start before thread loop
@@ -747,7 +736,7 @@ def test_threaded_create(NUM_THREADS=100):
             t.start()
             t.join()
             runs += 1
-        eq_(runs, NUM_THREADS)
+        assert runs ==  NUM_THREADS
 
     def create_ds_and_error():
         try:
@@ -756,7 +745,7 @@ def create_ds_and_error():
                                 max_size=20)
             ds.all_features()
         except Exception as e:
-            eq_('in executeQuery' in str(e), True)
+            assert 'in executeQuery' in str(e)
 
     def test_threaded_create2(NUM_THREADS=10):
         for i in range(NUM_THREADS):
@@ -768,23 +757,23 @@ def test_that_64bit_int_fields_work():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME,
                             table='test8',
                             geometry_field='geom')
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['gid', 'int_field'])
-        eq_(ds.field_types(), ['int', 'int'])
+        assert len(ds.fields()) ==  2
+        assert ds.fields(), ['gid' ==  'int_field']
+        assert ds.field_types(), ['int' ==  'int']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat.id(), 1)
-        eq_(feat['gid'], 1)
-        eq_(feat['int_field'], 2147483648)
+        assert feat.id() ==  1
+        assert feat['gid'] ==  1
+        assert feat['int_field'] ==  2147483648
         feat = fs.next()
-        eq_(feat.id(), 2)
-        eq_(feat['gid'], 2)
-        eq_(feat['int_field'], 922337203685477580)
+        assert feat.id() ==  2
+        assert feat['gid'] ==  2
+        assert feat['int_field'] ==  922337203685477580
 
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_persist_connection_off():
         # NOTE: max_size should be equal or greater than
@@ -800,11 +789,11 @@ def test_persist_connection_off():
                                 table='(select ST_MakePoint(0,0) as g, pg_backend_pid() as p, 1 as v) as w',
                                 geometry_field='g')
             fs = ds.featureset()
-            eq_(fs.next()['v'], 1)
+            assert fs.next()['v'] ==  1
 
             meta = ds.describe()
-            eq_(meta['srid'], -1)
-            eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+            assert meta['srid'] ==  -1
+            assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
     def test_null_comparision():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test9',
@@ -813,51 +802,51 @@ def test_null_comparision():
         feat = fs.next()
 
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
-
-        eq_(feat['gid'], 1)
-        eq_(feat['name'], 'name')
-        eq_(mapnik.Expression("[name] = 'name'").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] = ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = null").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = true").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = false").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] != 'name'").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] != ''").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] != null").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] != true").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] != false").evaluate(feat), True)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
+
+        assert feat['gid'] ==  1
+        assert feat['name'] ==  'name'
+        assert mapnik.Expression("[name] = 'name'").evaluate(feat)
+        assert not mapnik.Expression("[name] = ''").evaluate(feat)
+        assert not mapnik.Expression("[name] = null").evaluate(feat)
+        assert not mapnik.Expression("[name] = true").evaluate(feat)
+        assert not mapnik.Expression("[name] = false").evaluate(feat)
+        assert not mapnik.Expression("[name] != 'name'").evaluate(feat)
+        assert mapnik.Expression("[name] != ''").evaluate(feat)
+        assert mapnik.Expression("[name] != null").evaluate(feat)
+        assert mapnik.Expression("[name] != true").evaluate(feat)
+        assert mapnik.Expression("[name] != false").evaluate(feat)
 
         feat = fs.next()
-        eq_(feat['gid'], 2)
-        eq_(feat['name'], '')
-        eq_(mapnik.Expression("[name] = 'name'").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = ''").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] = null").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = true").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = false").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] != 'name'").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] != ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] != null").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] != true").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] != false").evaluate(feat), True)
+        assert feat['gid'] ==  2
+        assert feat['name'] ==  ''
+        assert mapnik.Expression("[name] = 'name'").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] = ''").evaluate(feat) ==  True
+        assert mapnik.Expression("[name] = null").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] = true").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] = false").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] != 'name'").evaluate(feat) ==  True
+        assert mapnik.Expression("[name] != ''").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] != null").evaluate(feat) ==  True
+        assert mapnik.Expression("[name] != true").evaluate(feat) ==  True
+        assert mapnik.Expression("[name] != false").evaluate(feat) ==  True
 
         feat = fs.next()
-        eq_(feat['gid'], 3)
-        eq_(feat['name'], None)  # null
-        eq_(mapnik.Expression("[name] = 'name'").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = null").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] = true").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] = false").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] != 'name'").evaluate(feat), True)
+        assert feat['gid'] ==  3
+        assert feat['name'] ==  None  # null
+        assert mapnik.Expression("[name] = 'name'").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] = ''").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] = null").evaluate(feat) ==  True
+        assert mapnik.Expression("[name] = true").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] = false").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] != 'name'").evaluate(feat) ==  True
         # https://github.com/mapnik/mapnik/issues/1859
-        eq_(mapnik.Expression("[name] != ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] != null").evaluate(feat), False)
-        eq_(mapnik.Expression("[name] != true").evaluate(feat), True)
-        eq_(mapnik.Expression("[name] != false").evaluate(feat), True)
+        assert mapnik.Expression("[name] != ''").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] != null").evaluate(feat) ==  False
+        assert mapnik.Expression("[name] != true").evaluate(feat) ==  True
+        assert mapnik.Expression("[name] != false").evaluate(feat) ==  True
 
     def test_null_comparision2():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='test10',
@@ -866,64 +855,58 @@ def test_null_comparision2():
         feat = fs.next()
 
         meta = ds.describe()
-        eq_(meta['srid'], -1)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
-
-        eq_(feat['gid'], 1)
-        eq_(feat['bool_field'], True)
-        eq_(mapnik.Expression("[bool_field] = 'name'").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = null").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = true").evaluate(feat), True)
-        eq_(mapnik.Expression("[bool_field] = false").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] != 'name'").evaluate(feat), True)
-        eq_(mapnik.Expression("[bool_field] != ''").evaluate(
-            feat), True)  # in 2.1.x used to be False
-        eq_(mapnik.Expression("[bool_field] != null").evaluate(
-            feat), True)  # in 2.1.x used to be False
-        eq_(mapnik.Expression("[bool_field] != true").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] != false").evaluate(feat), True)
+        assert meta['srid'] ==  -1
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
+
+        assert feat['gid'] ==  1
+        assert feat['bool_field']
+        assert not mapnik.Expression("[bool_field] = 'name'").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = ''").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = null").evaluate(feat)
+        assert mapnik.Expression("[bool_field] = true").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = false").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != 'name'").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != ''").evaluate(feat)  # in 2.1.x used to be False
+        assert mapnik.Expression("[bool_field] != null").evaluate(feat)  # in 2.1.x used to be False
+        assert not mapnik.Expression("[bool_field] != true").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != false").evaluate(feat)
 
         feat = fs.next()
-        eq_(feat['gid'], 2)
-        eq_(feat['bool_field'], False)
-        eq_(mapnik.Expression("[bool_field] = 'name'").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = null").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = true").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = false").evaluate(feat), True)
-        eq_(mapnik.Expression("[bool_field] != 'name'").evaluate(feat), True)
-        eq_(mapnik.Expression("[bool_field] != ''").evaluate(feat), True)
-        eq_(mapnik.Expression("[bool_field] != null").evaluate(
-            feat), True)  # in 2.1.x used to be False
-        eq_(mapnik.Expression("[bool_field] != true").evaluate(feat), True)
-        eq_(mapnik.Expression("[bool_field] != false").evaluate(feat), False)
+        assert feat['gid'] ==  2
+        assert not feat['bool_field']
+        assert not mapnik.Expression("[bool_field] = 'name'").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = ''").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = null").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = true").evaluate(feat)
+        assert mapnik.Expression("[bool_field] = false").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != 'name'").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != ''").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != null").evaluate(feat) # in 2.1.x used to be False
+        assert mapnik.Expression("[bool_field] != true").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] != false").evaluate(feat)
 
         feat = fs.next()
-        eq_(feat['gid'], 3)
-        eq_(feat['bool_field'], None)  # null
-        eq_(mapnik.Expression("[bool_field] = 'name'").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = null").evaluate(feat), True)
-        eq_(mapnik.Expression("[bool_field] = true").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] = false").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] != 'name'").evaluate(
-            feat), True)  # in 2.1.x used to be False
+        assert feat['gid'] ==  3
+        assert feat['bool_field'] ==  None  # null
+        assert not mapnik.Expression("[bool_field] = 'name'").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = ''").evaluate(feat)
+        assert mapnik.Expression("[bool_field] = null").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = true").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] = false").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != 'name'").evaluate(feat) # in 2.1.x used to be False
         # https://github.com/mapnik/mapnik/issues/1859
-        eq_(mapnik.Expression("[bool_field] != ''").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] != null").evaluate(feat), False)
-        eq_(mapnik.Expression("[bool_field] != true").evaluate(
-            feat), True)  # in 2.1.x used to be False
-        eq_(mapnik.Expression("[bool_field] != false").evaluate(
-            feat), True)  # in 2.1.x used to be False
+        assert not mapnik.Expression("[bool_field] != ''").evaluate(feat)
+        assert not mapnik.Expression("[bool_field] != null").evaluate(feat)
+        assert mapnik.Expression("[bool_field] != true").evaluate(feat)  # in 2.1.x used to be False
+        assert mapnik.Expression("[bool_field] != false").evaluate(feat) # in 2.1.x used to be False
 
     # https://github.com/mapnik/mapnik/issues/1816
     def test_exception_message_reporting():
         try:
             mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='doesnotexist')
         except Exception as e:
-            eq_(str(e) != 'unidentifiable C++ exception', True)
+            assert str(e) != 'unidentifiable C++ exception'
 
     def test_null_id_field():
         opts = {'type': 'postgis',
@@ -933,15 +916,15 @@ def test_null_id_field():
         ds = mapnik.Datasource(**opts)
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat.id(), long(1))
-        eq_(feat['osm_id'], None)
+        assert feat.id() ==  int(1)
+        assert feat['osm_id'] ==  None
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
+
 
-    @raises(StopIteration)
     def test_null_key_field():
         opts = {'type': 'postgis',
                 "key_field": 'osm_id',
@@ -950,9 +933,10 @@ def test_null_key_field():
                 'table': "(select null::bigint as osm_id, GeomFromEWKT('SRID=4326;POINT(0 0)') as geom) as tmp"}
         ds = mapnik.Datasource(**opts)
         fs = ds.featureset()
-        # should throw since key_field is null: StopIteration: No more
-        # features.
-        fs.next()
+        with pytest.raises(StopIteration):
+            # should throw since key_field is null: StopIteration: No more
+            # features.
+            fs.next()
 
     def test_psql_error_should_not_break_connection_pool():
         # Bad request, will trigger an error when returning result
@@ -969,15 +953,15 @@ def test_psql_error_should_not_break_connection_pool():
             fs = ds_bad.featureset()
             count = sum(1 for f in fs)
         except RuntimeError as e:
-            assert 'invalid input syntax for integer' in str(e)
+            assert 'invalid input syntax for type integer' in str(e)
             failed = True
 
-        eq_(failed, True)
+        assert failed ==  True
 
         # Should be ok
         fs = ds_good.featureset()
         count = sum(1 for f in fs)
-        eq_(count, 8)
+        assert count ==  8
 
     def test_psql_error_should_give_back_connections_opened_for_lower_layers_to_the_pool():
         map1 = mapnik.Map(600, 300)
@@ -991,7 +975,7 @@ def test_psql_error_should_give_back_connections_opened_for_lower_layers_to_the_
         buggy_s = mapnik.Style()
         buggy_r = mapnik.Rule()
         buggy_r.symbols.append(mapnik.PolygonSymbolizer())
-        buggy_r.filter = mapnik.Filter("[fips] = 'FR'")
+        buggy_r.filter = mapnik.Expression("[fips] = 'FR'")
         buggy_s.rules.append(buggy_r)
         map1.append_style('style for buggy layer', buggy_s)
         buggy_layer = mapnik.Layer('this layer is buggy at runtime')
@@ -1031,9 +1015,9 @@ def test_psql_error_should_give_back_connections_opened_for_lower_layers_to_the_
             mapnik.render_to_file(
                 map1, '/tmp/mapnik-postgis-test-map1.png', 'png')
             # Test must fail if error was not raised just above
-            eq_(False, True)
+            assert False ==  True
         except RuntimeError as e:
-            assert 'invalid input syntax for integer' in str(e)
+            assert 'invalid input syntax for type integer' in str(e)
             pass
         # This used to raise an exception before correction of issue 2042
         mapnik.render_to_file(map2, '/tmp/mapnik-postgis-test-map2.png', 'png')
@@ -1042,200 +1026,196 @@ def test_handling_of_zm_dimensions():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME,
                             table='(select gid,ST_CoordDim(geom) as dim,name,geom from test12) as tmp',
                             geometry_field='geom')
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['gid', 'dim', 'name'])
-        eq_(ds.field_types(), ['int', 'int', 'str'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['gid', 'dim' ==  'name']
+        assert ds.field_types(), ['int', 'int' ==  'str']
         fs = ds.featureset()
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), None)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  None
         # Note: this is incorrect because we only check first couple geoms
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Point)
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Point
 
         # Point (2d)
         feat = fs.next()
-        eq_(feat.id(), 1)
-        eq_(feat['gid'], 1)
-        eq_(feat['dim'], 2)
-        eq_(feat['name'], 'Point')
-        eq_(feat.geometry.to_wkt(), 'POINT(0 0)')
+        assert feat.id() ==  1
+        assert feat['gid'] ==  1
+        assert feat['dim'] ==  2
+        assert feat['name'] ==  'Point'
+        assert feat.geometry.to_wkt() ==  'POINT(0 0)'
 
         # PointZ
         feat = fs.next()
-        eq_(feat.id(), 2)
-        eq_(feat['gid'], 2)
-        eq_(feat['dim'], 3)
-        eq_(feat['name'], 'PointZ')
-        eq_(feat.geometry.to_wkt(), 'POINT(0 0)')
+        assert feat.id() ==  2
+        assert feat['gid'] ==  2
+        assert feat['dim'] ==  3
+        assert feat['name'] ==  'PointZ'
+        assert feat.geometry.to_wkt() ==  'POINT(0 0)'
 
         # PointM
         feat = fs.next()
-        eq_(feat.id(), 3)
-        eq_(feat['gid'], 3)
-        eq_(feat['dim'], 3)
-        eq_(feat['name'], 'PointM')
-        eq_(feat.geometry.to_wkt(), 'POINT(0 0)')
+        assert feat.id() ==  3
+        assert feat['gid'] ==  3
+        assert feat['dim'] ==  3
+        assert feat['name'] ==  'PointM'
+        assert feat.geometry.to_wkt() ==  'POINT(0 0)'
 
         # PointZM
         feat = fs.next()
-        eq_(feat.id(), 4)
-        eq_(feat['gid'], 4)
-        eq_(feat['dim'], 4)
-        eq_(feat['name'], 'PointZM')
+        assert feat.id() ==  4
+        assert feat['gid'] ==  4
+        assert feat['dim'] ==  4
+        assert feat['name'] ==  'PointZM'
 
-        eq_(feat.geometry.to_wkt(), 'POINT(0 0)')
+        assert feat.geometry.to_wkt() ==  'POINT(0 0)'
         # MultiPoint
         feat = fs.next()
-        eq_(feat.id(), 5)
-        eq_(feat['gid'], 5)
-        eq_(feat['dim'], 2)
-        eq_(feat['name'], 'MultiPoint')
-        eq_(feat.geometry.to_wkt(), 'MULTIPOINT(0 0,1 1)')
+        assert feat.id() ==  5
+        assert feat['gid'] ==  5
+        assert feat['dim'] ==  2
+        assert feat['name'] ==  'MultiPoint'
+        assert feat.geometry.to_wkt() == 'MULTIPOINT(0 0,1 1)'
 
         # MultiPointZ
         feat = fs.next()
-        eq_(feat.id(), 6)
-        eq_(feat['gid'], 6)
-        eq_(feat['dim'], 3)
-        eq_(feat['name'], 'MultiPointZ')
-        eq_(feat.geometry.to_wkt(), 'MULTIPOINT(0 0,1 1)')
+        assert feat.id() ==  6
+        assert feat['gid'] ==  6
+        assert feat['dim'] ==  3
+        assert feat['name'] ==  'MultiPointZ'
+        assert feat.geometry.to_wkt() == 'MULTIPOINT(0 0,1 1)'
 
         # MultiPointM
         feat = fs.next()
-        eq_(feat.id(), 7)
-        eq_(feat['gid'], 7)
-        eq_(feat['dim'], 3)
-        eq_(feat['name'], 'MultiPointM')
-        eq_(feat.geometry.to_wkt(), 'MULTIPOINT(0 0,1 1)')
+        assert feat.id() ==  7
+        assert feat['gid'] ==  7
+        assert feat['dim'] ==  3
+        assert feat['name'] ==  'MultiPointM'
+        assert feat.geometry.to_wkt() == 'MULTIPOINT(0 0,1 1)'
 
         # MultiPointZM
         feat = fs.next()
-        eq_(feat.id(), 8)
-        eq_(feat['gid'], 8)
-        eq_(feat['dim'], 4)
-        eq_(feat['name'], 'MultiPointZM')
-        eq_(feat.geometry.to_wkt(), 'MULTIPOINT(0 0,1 1)')
+        assert feat.id() ==  8
+        assert feat['gid'] ==  8
+        assert feat['dim'] ==  4
+        assert feat['name'] ==  'MultiPointZM'
+        assert feat.geometry.to_wkt() == 'MULTIPOINT(0 0,1 1)'
 
         # LineString
         feat = fs.next()
-        eq_(feat.id(), 9)
-        eq_(feat['gid'], 9)
-        eq_(feat['dim'], 2)
-        eq_(feat['name'], 'LineString')
-        eq_(feat.geometry.to_wkt(), 'LINESTRING(0 0,1 1)')
+        assert feat.id() ==  9
+        assert feat['gid'] ==  9
+        assert feat['dim'] ==  2
+        assert feat['name'] ==  'LineString'
+        assert feat.geometry.to_wkt() == 'LINESTRING(0 0,1 1)'
 
         # LineStringZ
         feat = fs.next()
-        eq_(feat.id(), 10)
-        eq_(feat['gid'], 10)
-        eq_(feat['dim'], 3)
-        eq_(feat['name'], 'LineStringZ')
-        eq_(feat.geometry.to_wkt(), 'LINESTRING(0 0,1 1)')
+        assert feat.id() ==  10
+        assert feat['gid'] ==  10
+        assert feat['dim'] ==  3
+        assert feat['name'] ==  'LineStringZ'
+        assert feat.geometry.to_wkt() == 'LINESTRING(0 0,1 1)'
 
         # LineStringM
         feat = fs.next()
-        eq_(feat.id(), 11)
-        eq_(feat['gid'], 11)
-        eq_(feat['dim'], 3)
-        eq_(feat['name'], 'LineStringM')
-        eq_(feat.geometry.to_wkt(), 'LINESTRING(0 0,1 1)')
+        assert feat.id() ==  11
+        assert feat['gid'] ==  11
+        assert feat['dim'] ==  3
+        assert feat['name'] ==  'LineStringM'
+        assert feat.geometry.to_wkt() == 'LINESTRING(0 0,1 1)'
 
         # LineStringZM
         feat = fs.next()
-        eq_(feat.id(), 12)
-        eq_(feat['gid'], 12)
-        eq_(feat['dim'], 4)
-        eq_(feat['name'], 'LineStringZM')
-        eq_(feat.geometry.to_wkt(), 'LINESTRING(0 0,1 1)')
+        assert feat.id() ==  12
+        assert feat['gid'] ==  12
+        assert feat['dim'] ==  4
+        assert feat['name'] ==  'LineStringZM'
+        assert feat.geometry.to_wkt() == 'LINESTRING(0 0,1 1)'
 
         # Polygon
         feat = fs.next()
-        eq_(feat.id(), 13)
-        eq_(feat['gid'], 13)
-        eq_(feat['name'], 'Polygon')
-        eq_(feat.geometry.to_wkt(), 'POLYGON((0 0,1 1,2 2,0 0))')
+        assert feat.id() ==  13
+        assert feat['gid'] ==  13
+        assert feat['name'] ==  'Polygon'
+        assert feat.geometry.to_wkt() == 'POLYGON((0 0,1 1,2 2,0 0))'
 
         # PolygonZ
         feat = fs.next()
-        eq_(feat.id(), 14)
-        eq_(feat['gid'], 14)
-        eq_(feat['name'], 'PolygonZ')
-        eq_(feat.geometry.to_wkt(), 'POLYGON((0 0,1 1,2 2,0 0))')
+        assert feat.id() ==  14
+        assert feat['gid'] ==  14
+        assert feat['name'] ==  'PolygonZ'
+        assert feat.geometry.to_wkt() == 'POLYGON((0 0,1 1,2 2,0 0))'
 
         # PolygonM
         feat = fs.next()
-        eq_(feat.id(), 15)
-        eq_(feat['gid'], 15)
-        eq_(feat['name'], 'PolygonM')
-        eq_(feat.geometry.to_wkt(), 'POLYGON((0 0,1 1,2 2,0 0))')
+        assert feat.id() ==  15
+        assert feat['gid'] ==  15
+        assert feat['name'] ==  'PolygonM'
+        assert feat.geometry.to_wkt() == 'POLYGON((0 0,1 1,2 2,0 0))'
 
         # PolygonZM
         feat = fs.next()
-        eq_(feat.id(), 16)
-        eq_(feat['gid'], 16)
-        eq_(feat['name'], 'PolygonZM')
-        eq_(feat.geometry.to_wkt(), 'POLYGON((0 0,1 1,2 2,0 0))')
+        assert feat.id() ==  16
+        assert feat['gid'] ==  16
+        assert feat['name'] ==  'PolygonZM'
+        assert feat.geometry.to_wkt() == 'POLYGON((0 0,1 1,2 2,0 0))'
 
         # MultiLineString
         feat = fs.next()
-        eq_(feat.id(), 17)
-        eq_(feat['gid'], 17)
-        eq_(feat['name'], 'MultiLineString')
-        eq_(feat.geometry.to_wkt(), 'MULTILINESTRING((0 0,1 1),(2 2,3 3))')
+        assert feat.id() ==  17
+        assert feat['gid'] ==  17
+        assert feat['name'] ==  'MultiLineString'
+        assert feat.geometry.to_wkt() == 'MULTILINESTRING((0 0,1 1),(2 2,3 3))'
 
         # MultiLineStringZ
         feat = fs.next()
-        eq_(feat.id(), 18)
-        eq_(feat['gid'], 18)
-        eq_(feat['name'], 'MultiLineStringZ')
-        eq_(feat.geometry.to_wkt(), 'MULTILINESTRING((0 0,1 1),(2 2,3 3))')
+        assert feat.id() ==  18
+        assert feat['gid'] ==  18
+        assert feat['name'] ==  'MultiLineStringZ'
+        assert feat.geometry.to_wkt() == 'MULTILINESTRING((0 0,1 1),(2 2,3 3))'
 
         # MultiLineStringM
         feat = fs.next()
-        eq_(feat.id(), 19)
-        eq_(feat['gid'], 19)
-        eq_(feat['name'], 'MultiLineStringM')
-        eq_(feat.geometry.to_wkt(), 'MULTILINESTRING((0 0,1 1),(2 2,3 3))')
+        assert feat.id() ==  19
+        assert feat['gid'] ==  19
+        assert feat['name'] ==  'MultiLineStringM'
+        assert feat.geometry.to_wkt() == 'MULTILINESTRING((0 0,1 1),(2 2,3 3))'
 
         # MultiLineStringZM
         feat = fs.next()
-        eq_(feat.id(), 20)
-        eq_(feat['gid'], 20)
-        eq_(feat['name'], 'MultiLineStringZM')
-        eq_(feat.geometry.to_wkt(), 'MULTILINESTRING((0 0,1 1),(2 2,3 3))')
+        assert feat.id() ==  20
+        assert feat['gid'] ==  20
+        assert feat['name'] ==  'MultiLineStringZM'
+        assert feat.geometry.to_wkt() == 'MULTILINESTRING((0 0,1 1),(2 2,3 3))'
 
         # MultiPolygon
         feat = fs.next()
-        eq_(feat.id(), 21)
-        eq_(feat['gid'], 21)
-        eq_(feat['name'], 'MultiPolygon')
-        eq_(feat.geometry.to_wkt(),
-            'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))')
+        assert feat.id() ==  21
+        assert feat['gid'] ==  21
+        assert feat['name'] ==  'MultiPolygon'
+        assert feat.geometry.to_wkt() == 'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))'
 
         # MultiPolygonZ
         feat = fs.next()
-        eq_(feat.id(), 22)
-        eq_(feat['gid'], 22)
-        eq_(feat['name'], 'MultiPolygonZ')
-        eq_(feat.geometry.to_wkt(),
-            'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))')
+        assert feat.id() ==  22
+        assert feat['gid'] ==  22
+        assert feat['name'] ==  'MultiPolygonZ'
+        assert feat.geometry.to_wkt() == 'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))'
 
         # MultiPolygonM
         feat = fs.next()
-        eq_(feat.id(), 23)
-        eq_(feat['gid'], 23)
-        eq_(feat['name'], 'MultiPolygonM')
-        eq_(feat.geometry.to_wkt(),
-            'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))')
+        assert feat.id() ==  23
+        assert feat['gid'] ==  23
+        assert feat['name'] ==  'MultiPolygonM'
+        assert feat.geometry.to_wkt() == 'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))'
 
         # MultiPolygonZM
         feat = fs.next()
-        eq_(feat.id(), 24)
-        eq_(feat['gid'], 24)
-        eq_(feat['name'], 'MultiPolygonZM')
-        eq_(feat.geometry.to_wkt(),
-            'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))')
+        assert feat.id() ==  24
+        assert feat['gid'] ==  24
+        assert feat['name'] ==  'MultiPolygonZM'
+        assert feat.geometry.to_wkt() == 'MULTIPOLYGON(((0 0,1 1,2 2,0 0)),((0 0,1 1,2 2,0 0)))'
 
     def test_handling_of_discarded_key_field():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME,
@@ -1244,7 +1224,7 @@ def test_handling_of_discarded_key_field():
                             key_field_as_attribute=False)
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat['name'],'Point')
+        assert feat['name'] == 'Point'
 
     def test_variable_in_subquery1():
         ds = mapnik.PostGIS(dbname=MAPNIK_TEST_DBNAME, table='''
@@ -1253,12 +1233,12 @@ def test_variable_in_subquery1():
                             autodetect_key_field=True)
         fs = ds.featureset(variables={'zoom': 30})
         for id in range(1, 5):
-            eq_(fs.next().id(), id)
+            assert fs.next().id() ==  id
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta.get('key_field'), "gid")
-        eq_(meta['geometry_type'], None)
+        assert meta['srid'] ==  4326
+        assert meta.get('key_field') ==  "gid"
+        assert meta['geometry_type'] ==  None
 
     # currently needs manual `geometry_table` passed
     # to avoid misparse of `geometry_table`
@@ -1272,11 +1252,11 @@ def test_broken_parsing_of_comments():
                             geometry_table='test')
         fs = ds.featureset()
         for id in range(1, 5):
-            eq_(fs.next().id(), id)
+            assert fs.next().id() ==  id
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Collection)
+        assert meta['srid'] ==  4326
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Collection
 
     # same
     # to avoid misparse of `geometry_table`
@@ -1290,14 +1270,10 @@ def test_broken_parsing_of_comments():
                             geometry_table='test')
         fs = ds.featureset()
         for id in range(1, 5):
-            eq_(fs.next().id(), id)
+            assert fs.next().id() ==  id
 
         meta = ds.describe()
-        eq_(meta['srid'], 4326)
-        eq_(meta['geometry_type'], mapnik.DataGeometryType.Collection)
+        assert meta['srid'] ==  4326
+        assert meta['geometry_type'] ==  mapnik.DataGeometryType.Collection
 
     atexit.register(postgis_takedown)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))

From 45ed937c3ab24fc42f9a10c46882dc730be95861 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 9 Feb 2023 11:38:35 +0000
Subject: [PATCH 16/37] Unit tests [WIP]

---
 test/python_tests/postgis_test.py       |   3 +-
 test/python_tests/sqlite_test.py        | 928 ++++++++++++------------
 test/python_tests/style_test.py         |  23 +-
 test/python_tests/webp_encoding_test.py |  43 +-
 4 files changed, 472 insertions(+), 525 deletions(-)

diff --git a/test/python_tests/postgis_test.py b/test/python_tests/postgis_test.py
index 0549c94c1..969084d99 100644
--- a/test/python_tests/postgis_test.py
+++ b/test/python_tests/postgis_test.py
@@ -5,10 +5,11 @@
 from subprocess import PIPE, Popen
 import mapnik
 import pytest
+from .utilities import execution_path
 
 MAPNIK_TEST_DBNAME = 'mapnik-tmp-postgis-test-db'
 POSTGIS_TEMPLATE_DBNAME = 'template_postgis'
-SHAPEFILE = './test/data/shp/world_merc.shp'
+SHAPEFILE = os.path.join(execution_path('.'), '../data/shp/world_merc.shp')
 
 def call(cmd, silent=False):
     stdin, stderr = Popen(cmd, shell=True, stdout=PIPE,
diff --git a/test/python_tests/sqlite_test.py b/test/python_tests/sqlite_test.py
index 9720e3bf0..5e4345db8 100644
--- a/test/python_tests/sqlite_test.py
+++ b/test/python_tests/sqlite_test.py
@@ -1,28 +1,21 @@
-#!/usr/bin/env python
-
 import os
-
-from nose.tools import eq_, raises
-
 import mapnik
+import pytest
+from .utilities import execution_path
 
-from .utilities import execution_path, run_all
-
-
-def setup():
+@pytest.fixture(scope="module")
+def setup_and_teardown():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
-
-
-def teardown():
+    yield
     index = '../data/sqlite/world.sqlite.index'
     if os.path.exists(index):
         os.unlink(index)
 
 if 'sqlite' in mapnik.DatasourceCache.plugin_names():
 
-    def test_attachdb_with_relative_file():
+    def test_attachdb_with_relative_file(setup_and_teardown):
         # The point table and index is in the qgis_spatiallite.sqlite
         # database.  If either is not found, then this fails
         ds = mapnik.SQLite(file='../data/sqlite/world.sqlite',
@@ -31,7 +24,7 @@ def test_attachdb_with_relative_file():
                            )
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['pkuid'], 1)
+        assert feature['pkuid'] == 1
 
     test_attachdb_with_relative_file.requires_data = True
 
@@ -52,7 +45,7 @@ def test_attachdb_with_multiple_files():
         except StopIteration:
             pass
         # the above should not throw but will result in no features
-        eq_(feature, None)
+        assert feature == None
 
     test_attachdb_with_multiple_files.requires_data = True
 
@@ -65,7 +58,7 @@ def test_attachdb_with_absolute_file():
                            )
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['pkuid'], 1)
+        assert feature['pkuid'] ==  1
 
     test_attachdb_with_absolute_file.requires_data = True
 
@@ -86,7 +79,7 @@ def test_attachdb_with_index():
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
 
     test_attachdb_with_index.requires_data = True
 
@@ -107,7 +100,7 @@ def test_attachdb_with_explicit_index():
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
 
     test_attachdb_with_explicit_index.requires_data = True
 
@@ -116,70 +109,68 @@ def test_attachdb_with_sql_join():
                            table='(select * from world_merc INNER JOIN business on world_merc.iso3 = business.ISO3 limit 100)',
                            attachdb='busines@business.sqlite'
                            )
-        eq_(len(ds.fields()), 29)
-        eq_(ds.fields(),
-            ['OGC_FID',
-             'fips',
-             'iso2',
-             'iso3',
-             'un',
-             'name',
-             'area',
-             'pop2005',
-             'region',
-             'subregion',
-             'lon',
-             'lat',
-             'ISO3:1',
-             '1995',
-             '1996',
-             '1997',
-             '1998',
-             '1999',
-             '2000',
-             '2001',
-             '2002',
-             '2003',
-             '2004',
-             '2005',
-             '2006',
-             '2007',
-             '2008',
-             '2009',
-             '2010'])
-        eq_(ds.field_types(),
-            ['int',
-             'str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int'])
+        assert len(ds.fields()) ==  29
+        assert ds.fields() == ['OGC_FID',
+                               'fips',
+                               'iso2',
+                               'iso3',
+                               'un',
+                               'name',
+                               'area',
+                               'pop2005',
+                               'region',
+                               'subregion',
+                               'lon',
+                               'lat',
+                               'ISO3:1',
+                               '1995',
+                               '1996',
+                               '1997',
+                               '1998',
+                               '1999',
+                               '2000',
+                               '2001',
+                               '2002',
+                               '2003',
+                               '2004',
+                               '2005',
+                               '2006',
+                               '2007',
+                               '2008',
+                               '2009',
+                               '2010']
+        assert ds.field_types() == ['int',
+                                    'str',
+                                    'str',
+                                    'str',
+                                    'int',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'float',
+                                    'float',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int']
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature.id(), 1)
+        assert feature.id() ==  1
         expected = {
             1995: 0,
             1996: 0,
@@ -215,7 +206,7 @@ def test_attachdb_with_sql_join():
         }
         for k, v in expected.items():
             try:
-                eq_(feature[str(k)], v)
+                assert feature[str(k)] ==  v
             except:
                 #import pdb;pdb.set_trace()
                 print('invalid key/v %s/%s for: %s' % (k, v, feature))
@@ -227,68 +218,66 @@ def test_attachdb_with_sql_join_count():
                            table='(select * from world_merc INNER JOIN business on world_merc.iso3 = business.ISO3 limit 100)',
                            attachdb='busines@business.sqlite'
                            )
-        eq_(len(ds.fields()), 29)
-        eq_(ds.fields(),
-            ['OGC_FID',
-             'fips',
-             'iso2',
-             'iso3',
-             'un',
-             'name',
-             'area',
-             'pop2005',
-             'region',
-             'subregion',
-             'lon',
-             'lat',
-             'ISO3:1',
-             '1995',
-             '1996',
-             '1997',
-             '1998',
-             '1999',
-             '2000',
-             '2001',
-             '2002',
-             '2003',
-             '2004',
-             '2005',
-             '2006',
-             '2007',
-             '2008',
-             '2009',
-             '2010'])
-        eq_(ds.field_types(),
-            ['int',
-             'str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int'])
-        eq_(len(list(ds.all_features())), 100)
+        assert len(ds.fields()) ==  29
+        assert ds.fields() == ['OGC_FID',
+                               'fips',
+                               'iso2',
+                               'iso3',
+                               'un',
+                               'name',
+                               'area',
+                               'pop2005',
+                               'region',
+                               'subregion',
+                               'lon',
+                               'lat',
+                               'ISO3:1',
+                               '1995',
+                               '1996',
+                               '1997',
+                               '1998',
+                               '1999',
+                               '2000',
+                               '2001',
+                               '2002',
+                               '2003',
+                               '2004',
+                               '2005',
+                               '2006',
+                               '2007',
+                               '2008',
+                               '2009',
+                               '2010']
+        assert ds.field_types() == ['int',
+                                    'str',
+                                    'str',
+                                    'str',
+                                    'int',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'float',
+                                    'float',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int']
+        assert len(list(ds.all_features())) ==  100
 
     test_attachdb_with_sql_join_count.requires_data = True
 
@@ -302,68 +291,66 @@ def test_attachdb_with_sql_join_count2():
                            table='(select * from world_merc INNER JOIN business on world_merc.iso3 = business.ISO3)',
                            attachdb='busines@business.sqlite'
                            )
-        eq_(len(ds.fields()), 29)
-        eq_(ds.fields(),
-            ['OGC_FID',
-             'fips',
-             'iso2',
-             'iso3',
-             'un',
-             'name',
-             'area',
-             'pop2005',
-             'region',
-             'subregion',
-             'lon',
-             'lat',
-             'ISO3:1',
-             '1995',
-             '1996',
-             '1997',
-             '1998',
-             '1999',
-             '2000',
-             '2001',
-             '2002',
-             '2003',
-             '2004',
-             '2005',
-             '2006',
-             '2007',
-             '2008',
-             '2009',
-             '2010'])
-        eq_(ds.field_types(),
-            ['int',
-             'str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int'])
-        eq_(len(list(ds.all_features())), 192)
+        assert len(ds.fields()) ==  29
+        assert ds.fields() == ['OGC_FID',
+                               'fips',
+                               'iso2',
+                               'iso3',
+                               'un',
+                               'name',
+                               'area',
+                               'pop2005',
+                               'region',
+                               'subregion',
+                               'lon',
+                               'lat',
+                               'ISO3:1',
+                               '1995',
+                               '1996',
+                               '1997',
+                               '1998',
+                               '1999',
+                               '2000',
+                               '2001',
+                               '2002',
+                               '2003',
+                               '2004',
+                               '2005',
+                               '2006',
+                               '2007',
+                               '2008',
+                               '2009',
+                               '2010']
+        assert ds.field_types() == ['int',
+                                    'str',
+                                    'str',
+                                    'str',
+                                    'int',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'float',
+                                    'float',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int']
+        assert len(list(ds.all_features())) ==  192
 
     test_attachdb_with_sql_join_count2.requires_data = True
 
@@ -375,68 +362,66 @@ def test_attachdb_with_sql_join_count3():
                            table='(select * from (select * from world_merc where !intersects!) as world_merc INNER JOIN business on world_merc.iso3 = business.ISO3)',
                            attachdb='busines@business.sqlite'
                            )
-        eq_(len(ds.fields()), 29)
-        eq_(ds.fields(),
-            ['OGC_FID',
-             'fips',
-             'iso2',
-             'iso3',
-             'un',
-             'name',
-             'area',
-             'pop2005',
-             'region',
-             'subregion',
-             'lon',
-             'lat',
-             'ISO3:1',
-             '1995',
-             '1996',
-             '1997',
-             '1998',
-             '1999',
-             '2000',
-             '2001',
-             '2002',
-             '2003',
-             '2004',
-             '2005',
-             '2006',
-             '2007',
-             '2008',
-             '2009',
-             '2010'])
-        eq_(ds.field_types(),
-            ['int',
-             'str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int'])
-        eq_(len(list(ds.all_features())), 192)
+        assert len(ds.fields()) ==  29
+        assert ds.fields() == ['OGC_FID',
+                               'fips',
+                               'iso2',
+                               'iso3',
+                               'un',
+                               'name',
+                               'area',
+                               'pop2005',
+                               'region',
+                               'subregion',
+                               'lon',
+                               'lat',
+                               'ISO3:1',
+                               '1995',
+                               '1996',
+                               '1997',
+                               '1998',
+                               '1999',
+                               '2000',
+                               '2001',
+                               '2002',
+                               '2003',
+                               '2004',
+                               '2005',
+                               '2006',
+                               '2007',
+                               '2008',
+                               '2009',
+                               '2010']
+        assert ds.field_types() == ['int',
+                                    'str',
+                                    'str',
+                                    'str',
+                                    'int',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'float',
+                                    'float',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int']
+        assert len(list(ds.all_features())) ==  192
 
     test_attachdb_with_sql_join_count3.requires_data = True
 
@@ -448,68 +433,66 @@ def test_attachdb_with_sql_join_count4():
                            table='(select * from (select * from world_merc where !intersects! limit 1) as world_merc INNER JOIN business on world_merc.iso3 = business.ISO3)',
                            attachdb='busines@business.sqlite'
                            )
-        eq_(len(ds.fields()), 29)
-        eq_(ds.fields(),
-            ['OGC_FID',
-             'fips',
-             'iso2',
-             'iso3',
-             'un',
-             'name',
-             'area',
-             'pop2005',
-             'region',
-             'subregion',
-             'lon',
-             'lat',
-             'ISO3:1',
-             '1995',
-             '1996',
-             '1997',
-             '1998',
-             '1999',
-             '2000',
-             '2001',
-             '2002',
-             '2003',
-             '2004',
-             '2005',
-             '2006',
-             '2007',
-             '2008',
-             '2009',
-             '2010'])
-        eq_(ds.field_types(),
-            ['int',
-             'str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int',
-             'int'])
-        eq_(len(list(ds.all_features())), 1)
+        assert len(ds.fields()) ==  29
+        assert ds.fields() == ['OGC_FID',
+                               'fips',
+                               'iso2',
+                               'iso3',
+                               'un',
+                               'name',
+                               'area',
+                               'pop2005',
+                               'region',
+                               'subregion',
+                               'lon',
+                               'lat',
+                               'ISO3:1',
+                               '1995',
+                               '1996',
+                               '1997',
+                               '1998',
+                               '1999',
+                               '2000',
+                               '2001',
+                               '2002',
+                               '2003',
+                               '2004',
+                               '2005',
+                               '2006',
+                               '2007',
+                               '2008',
+                               '2009',
+                               '2010']
+        assert ds.field_types() == ['int',
+                                    'str',
+                                    'str',
+                                    'str',
+                                    'int',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'float',
+                                    'float',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int']
+        assert len(list(ds.all_features())) ==  1
 
     test_attachdb_with_sql_join_count4.requires_data = True
 
@@ -523,34 +506,32 @@ def test_attachdb_with_sql_join_count5():
                            )
         # nothing is able to join to business so we don't pick up business
         # schema
-        eq_(len(ds.fields()), 12)
-        eq_(ds.fields(),
-            ['OGC_FID',
-             'fips',
-             'iso2',
-             'iso3',
-             'un',
-             'name',
-             'area',
-             'pop2005',
-             'region',
-             'subregion',
-             'lon',
-             'lat'])
-        eq_(ds.field_types(),
-            ['int',
-             'str',
-             'str',
-             'str',
-             'int',
-             'str',
-             'int',
-             'int',
-             'int',
-             'int',
-             'float',
-             'float'])
-        eq_(len(list(ds.all_features())), 0)
+        assert len(ds.fields()) ==  12
+        assert ds.fields() == ['OGC_FID',
+                               'fips',
+                               'iso2',
+                               'iso3',
+                               'un',
+                               'name',
+                               'area',
+                               'pop2005',
+                               'region',
+                               'subregion',
+                               'lon',
+                               'lat']
+        assert ds.field_types() == ['int',
+                                    'str',
+                                    'str',
+                                    'str',
+                                    'int',
+                                    'str',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'int',
+                                    'float',
+                                    'float']
+        assert len(list(ds.all_features())) ==  0
 
     test_attachdb_with_sql_join_count5.requires_data = True
 
@@ -560,52 +541,52 @@ def test_subqueries():
                            )
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['OGC_FID'], 1)
-        eq_(feature['fips'], u'AC')
-        eq_(feature['iso2'], u'AG')
-        eq_(feature['iso3'], u'ATG')
-        eq_(feature['un'], 28)
-        eq_(feature['name'], u'Antigua and Barbuda')
-        eq_(feature['area'], 44)
-        eq_(feature['pop2005'], 83039)
-        eq_(feature['region'], 19)
-        eq_(feature['subregion'], 29)
-        eq_(feature['lon'], -61.783)
-        eq_(feature['lat'], 17.078)
+        assert feature['OGC_FID'] ==  1
+        assert feature['fips'] ==  u'AC'
+        assert feature['iso2'] ==  u'AG'
+        assert feature['iso3'] ==  u'ATG'
+        assert feature['un'] ==  28
+        assert feature['name'] ==  u'Antigua and Barbuda'
+        assert feature['area'] ==  44
+        assert feature['pop2005'] ==  83039
+        assert feature['region'] ==  19
+        assert feature['subregion'] ==  29
+        assert feature['lon'] ==  -61.783
+        assert feature['lat'] ==  17.078
 
         ds = mapnik.SQLite(file='../data/sqlite/world.sqlite',
                            table='(select * from world_merc)',
                            )
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['OGC_FID'], 1)
-        eq_(feature['fips'], u'AC')
-        eq_(feature['iso2'], u'AG')
-        eq_(feature['iso3'], u'ATG')
-        eq_(feature['un'], 28)
-        eq_(feature['name'], u'Antigua and Barbuda')
-        eq_(feature['area'], 44)
-        eq_(feature['pop2005'], 83039)
-        eq_(feature['region'], 19)
-        eq_(feature['subregion'], 29)
-        eq_(feature['lon'], -61.783)
-        eq_(feature['lat'], 17.078)
+        assert feature['OGC_FID'] ==  1
+        assert feature['fips'] ==  u'AC'
+        assert feature['iso2'] ==  u'AG'
+        assert feature['iso3'] ==  u'ATG'
+        assert feature['un'] ==  28
+        assert feature['name'] ==  u'Antigua and Barbuda'
+        assert feature['area'] ==  44
+        assert feature['pop2005'] ==  83039
+        assert feature['region'] ==  19
+        assert feature['subregion'] ==  29
+        assert feature['lon'] ==  -61.783
+        assert feature['lat'] ==  17.078
 
         ds = mapnik.SQLite(file='../data/sqlite/world.sqlite',
                            table='(select OGC_FID,GEOMETRY from world_merc)',
                            )
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['OGC_FID'], 1)
-        eq_(len(feature), 1)
+        assert feature['OGC_FID'] ==  1
+        assert len(feature) ==  1
 
         ds = mapnik.SQLite(file='../data/sqlite/world.sqlite',
                            table='(select GEOMETRY,OGC_FID,fips from world_merc)',
                            )
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['OGC_FID'], 1)
-        eq_(feature['fips'], u'AC')
+        assert feature['OGC_FID'] ==  1
+        assert feature['fips'] ==  u'AC'
 
         # same as above, except with alias like postgres requires
         # TODO - should we try to make this work?
@@ -615,16 +596,16 @@ def test_subqueries():
         #    )
         #fs = ds.featureset()
         #feature = fs.next()
-        # eq_(feature['aliased_id'],1)
-        # eq_(feature['fips'],u'AC')
+        # assert feature['aliased_id'] == 1
+        # assert feature['fips'] == u'AC'
 
         ds = mapnik.SQLite(file='../data/sqlite/world.sqlite',
                            table='(select GEOMETRY,OGC_FID,OGC_FID as rowid,fips from world_merc)',
                            )
         fs = ds.featureset()
         feature = fs.next()
-        eq_(feature['rowid'], 1)
-        eq_(feature['fips'], u'AC')
+        assert feature['rowid'] ==  1
+        assert feature['fips'] ==  u'AC'
 
     test_subqueries.requires_data = True
 
@@ -638,74 +619,73 @@ def test_empty_db():
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
 
     test_empty_db.requires_data = True
 
-    @raises(RuntimeError)
+
     def test_that_nonexistant_query_field_throws(**kwargs):
         ds = mapnik.SQLite(file='../data/sqlite/empty.db',
                            table='empty',
                            )
-        eq_(len(ds.fields()), 25)
-        eq_(ds.fields(),
-            ['OGC_FID',
-             'scalerank',
-             'labelrank',
-             'featurecla',
-             'sovereignt',
-             'sov_a3',
-             'adm0_dif',
-             'level',
-             'type',
-             'admin',
-             'adm0_a3',
-             'geou_dif',
-             'name',
-             'abbrev',
-             'postal',
-             'name_forma',
-             'terr_',
-             'name_sort',
-             'map_color',
-             'pop_est',
-             'gdp_md_est',
-             'fips_10_',
-             'iso_a2',
-             'iso_a3',
-             'iso_n3'])
-        eq_(ds.field_types(),
-            ['int',
-             'int',
-             'int',
-             'str',
-             'str',
-             'str',
-             'float',
-             'float',
-             'str',
-             'str',
-             'str',
-             'float',
-             'str',
-             'str',
-             'str',
-             'str',
-             'str',
-             'str',
-             'float',
-             'float',
-             'float',
-             'float',
-             'str',
-             'str',
-             'float'])
+        assert len(ds.fields()) ==  25
+        assert ds.fields() == ['OGC_FID',
+                               'scalerank',
+                               'labelrank',
+                               'featurecla',
+                               'sovereignt',
+                               'sov_a3',
+                               'adm0_dif',
+                               'level',
+                               'type',
+                               'admin',
+                               'adm0_a3',
+                               'geou_dif',
+                               'name',
+                               'abbrev',
+                               'postal',
+                               'name_forma',
+                               'terr_',
+                               'name_sort',
+                               'map_color',
+                               'pop_est',
+                               'gdp_md_est',
+                               'fips_10_',
+                               'iso_a2',
+                               'iso_a3',
+                               'iso_n3']
+        assert ds.field_types() ==  ['int',
+                                     'int',
+                                     'int',
+                                     'str',
+                                     'str',
+                                     'str',
+                                     'float',
+                                     'float',
+                                     'str',
+                                     'str',
+                                     'str',
+                                     'float',
+                                     'str',
+                                     'str',
+                                     'str',
+                                     'str',
+                                     'str',
+                                     'str',
+                                     'float',
+                                     'float',
+                                     'float',
+                                     'float',
+                                     'str',
+                                     'str',
+                                     'float']
         query = mapnik.Query(ds.envelope())
         for fld in ds.fields():
             query.add_property_name(fld)
         # also add an invalid one, triggering throw
         query.add_property_name('bogus')
-        ds.features(query)
+        with pytest.raises(RuntimeError):
+            ds.features(query)
 
     test_that_nonexistant_query_field_throws.requires_data = True
 
@@ -719,7 +699,7 @@ def test_intersects_token1():
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
 
     test_intersects_token1.requires_data = True
 
@@ -733,7 +713,7 @@ def test_intersects_token2():
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
 
     test_intersects_token2.requires_data = True
 
@@ -747,7 +727,7 @@ def test_intersects_token3():
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
 
     test_intersects_token3.requires_data = True
 
@@ -766,15 +746,15 @@ def test_db_with_one_text_column():
                            use_spatial_index=False,
                            key_field='alias'
                            )
-        eq_(len(ds.fields()), 1)
-        eq_(ds.fields(), ['alias'])
-        eq_(ds.field_types(), ['str'])
+        assert len(ds.fields()) ==  1
+        assert ds.fields() ==  ['alias']
+        assert ds.field_types() ==  ['str']
         fs = list(ds.all_features())
-        eq_(len(fs), 1)
+        assert len(fs) ==  1
         feat = fs[0]
-        eq_(feat.id(), 0)  # should be 1?
-        eq_(feat['alias'], 'test')
-        eq_(feat.geometry.to_wkt(), 'POINT(0 0)')
+        assert feat.id() ==  0  # should be 1?
+        assert feat['alias'] ==  'test'
+        assert feat.geometry.to_wkt() ==  'POINT(0 0)'
 
     def test_db_with_one_untyped_column():
         # form up an in-memory test db
@@ -791,9 +771,9 @@ def test_db_with_one_untyped_column():
                            )
 
         # ensure the untyped column is found
-        eq_(len(ds.fields()), 2)
-        eq_(ds.fields(), ['rowid', 'untyped'])
-        eq_(ds.field_types(), ['int', 'str'])
+        assert len(ds.fields()) ==  2
+        assert ds.fields(), ['rowid' ==  'untyped']
+        assert ds.field_types(), ['int' ==  'str']
 
     def test_db_with_one_untyped_column_using_subquery():
         # form up an in-memory test db
@@ -810,27 +790,27 @@ def test_db_with_one_untyped_column_using_subquery():
                            )
 
         # ensure the untyped column is found
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['rowid', 'untyped', 'rowid'])
-        eq_(ds.field_types(), ['int', 'str', 'int'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['rowid', 'untyped' ==  'rowid']
+        assert ds.field_types(), ['int', 'str' ==  'int']
 
     def test_that_64bit_int_fields_work():
         ds = mapnik.SQLite(file='../data/sqlite/64bit_int.sqlite',
                            table='int_table',
                            use_spatial_index=False
                            )
-        eq_(len(ds.fields()), 3)
-        eq_(ds.fields(), ['OGC_FID', 'id', 'bigint'])
-        eq_(ds.field_types(), ['int', 'int', 'int'])
+        assert len(ds.fields()) ==  3
+        assert ds.fields(), ['OGC_FID', 'id' ==  'bigint']
+        assert ds.field_types(), ['int', 'int' ==  'int']
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat.id(), 1)
-        eq_(feat['OGC_FID'], 1)
-        eq_(feat['bigint'], 2147483648)
+        assert feat.id() ==  1
+        assert feat['OGC_FID'] ==  1
+        assert feat['bigint'] ==  2147483648
         feat = fs.next()
-        eq_(feat.id(), 2)
-        eq_(feat['OGC_FID'], 2)
-        eq_(feat['bigint'], 922337203685477580)
+        assert feat.id() ==  2
+        assert feat['OGC_FID'] ==  2
+        assert feat['bigint'] ==  922337203685477580
 
     test_that_64bit_int_fields_work.requires_data = True
 
@@ -860,11 +840,5 @@ def test_null_id_field():
             feature = fs.next()
         except StopIteration:
             pass
-        eq_(feature, None)
+        assert feature ==  None
         mapnik.logger.set_severity(default_logging_severity)
-
-if __name__ == "__main__":
-    setup()
-    result = run_all(eval(x) for x in dir() if x.startswith("test_"))
-    teardown()
-    exit(result)
diff --git a/test/python_tests/style_test.py b/test/python_tests/style_test.py
index ff2c05e8f..00dca93da 100644
--- a/test/python_tests/style_test.py
+++ b/test/python_tests/style_test.py
@@ -1,21 +1,10 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-from nose.tools import eq_
-
 import mapnik
 
-from .utilities import run_all
-
-
 def test_style_init():
     s = mapnik.Style()
-    eq_(s.filter_mode, mapnik.filter_mode.ALL)
-    eq_(len(s.rules), 0)
-    eq_(s.opacity, 1)
-    eq_(s.comp_op, None)
-    eq_(s.image_filters, "")
-    eq_(s.image_filters_inflate, False)
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert s.filter_mode ==  mapnik.filter_mode.ALL
+    assert len(s.rules) ==  0
+    assert s.opacity ==  1
+    assert s.comp_op ==  None
+    assert s.image_filters ==  ""
+    assert not s.image_filters_inflate
diff --git a/test/python_tests/webp_encoding_test.py b/test/python_tests/webp_encoding_test.py
index ccd8f4229..76809af7e 100644
--- a/test/python_tests/webp_encoding_test.py
+++ b/test/python_tests/webp_encoding_test.py
@@ -1,20 +1,6 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-from __future__ import absolute_import, print_function
-
-import os
-
-from nose.tools import eq_, raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
+import os
+import pytest
 
 if mapnik.has_webp():
     tmp_dir = '/tmp/mapnik-webp/'
@@ -45,7 +31,7 @@ def setup():
     ]
 
     def gen_filepath(name, format):
-        return os.path.join('images/support/encoding-opts',
+        return os.path.join('./test/python_tests/images/support/encoding-opts',
                             name + '-' + format.replace(":", "+") + '.webp')
 
     def test_quality_threshold():
@@ -54,20 +40,22 @@ def test_quality_threshold():
         im.tostring('webp:quality=0')
         im.tostring('webp:quality=0.001')
 
-    @raises(RuntimeError)
+
     def test_quality_threshold_invalid():
         im = mapnik.Image(256, 256)
-        im.tostring('webp:quality=101')
+        with pytest.raises(RuntimeError):
+            im.tostring('webp:quality=101')
+
 
-    @raises(RuntimeError)
     def test_quality_threshold_invalid2():
         im = mapnik.Image(256, 256)
-        im.tostring('webp:quality=-1')
+        with pytest.raises(RuntimeError):
+            im.tostring('webp:quality=-1')
 
-    @raises(RuntimeError)
     def test_quality_threshold_invalid3():
         im = mapnik.Image(256, 256)
-        im.tostring('webp:quality=101.1')
+        with pytest.raises(RuntimeError):
+            im.tostring('webp:quality=101.1')
 
     generate = os.environ.get('UPDATE')
 
@@ -139,7 +127,7 @@ def test_expected_encodings():
                         '%s (actual) not == to %s (expected)' %
                         (actual, expected))
             # disabled to avoid failures on ubuntu when using old webp packages
-            # eq_(fails,[],'\n'+'\n'.join(fails))
+            # assert fails,[] == '\n'+'\n'.join(fails)
         except RuntimeError as e:
             print(e)
 
@@ -175,11 +163,6 @@ def test_transparency_levels():
                 print(
                     'warning, cannot open webp expected image (your libwebp is likely too old)')
                 return
-            eq_(t0_len, len(expected_bytes))
+            assert t0_len ==  len(expected_bytes)
         except RuntimeError as e:
             print(e)
-
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))

From d8a6e05bc56353d8c58e616de36182d0b60a219e Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Fri, 10 Feb 2023 19:16:47 +0000
Subject: [PATCH 17/37] Unite test pycaro [WIP]

---
 test/python_tests/save_map_test.py     | 28 +++-----------
 test/python_tests/shapeindex_test.py   | 22 +++++------
 test/python_tests/sqlite_rtree_test.py | 53 ++++++++++----------------
 3 files changed, 36 insertions(+), 67 deletions(-)

diff --git a/test/python_tests/save_map_test.py b/test/python_tests/save_map_test.py
index 8e7afd21e..f37de4eec 100644
--- a/test/python_tests/save_map_test.py
+++ b/test/python_tests/save_map_test.py
@@ -1,31 +1,19 @@
-#!/usr/bin/env python
-
 import glob
 import os
 import tempfile
-
-from nose.tools import eq_
-
 import mapnik
+import pytest
 
-from .utilities import execution_path, run_all
-
+from .utilities import execution_path
 
 default_logging_severity = mapnik.logger.get_severity()
 
-
+@pytest.fixture(scope="module")
 def setup():
-    # make the tests silent to suppress unsupported params from harfbuzz tests
-    # TODO: remove this after harfbuzz branch merges
-    mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
-
-
-def teardown():
-    mapnik.logger.set_severity(default_logging_severity)
-
+    yield
 
 def compare_map(xml):
     m = mapnik.Map(256, 256)
@@ -56,7 +44,7 @@ def compare_map(xml):
     try:
         with open(test_map) as f1:
             with open(test_map2) as f2:
-                eq_(f1.read(), f2.read())
+                assert f1.read() == f2.read()
     except AssertionError as e:
         raise AssertionError(
             'serialized map "%s" not the same after being reloaded, \ncompare with command:\n\n$%s' %
@@ -69,7 +57,7 @@ def compare_map(xml):
         return False
 
 
-def test_compare_map():
+def test_compare_map(setup):
     good_maps = glob.glob("../data/good_maps/*.xml")
     good_maps = [os.path.normpath(p) for p in good_maps]
     # remove one map that round trips CDATA differently, but this is okay
@@ -89,7 +77,3 @@ def test_compare_map_deprecations():
     dep = [os.path.normpath(p) for p in dep]
     for m in dep:
         compare_map(m)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
diff --git a/test/python_tests/shapeindex_test.py b/test/python_tests/shapeindex_test.py
index 53aa04d51..dd526542c 100644
--- a/test/python_tests/shapeindex_test.py
+++ b/test/python_tests/shapeindex_test.py
@@ -1,24 +1,24 @@
-#!/usr/bin/env python
-
 import fnmatch
 import os
 import shutil
 from subprocess import PIPE, Popen
 
-from nose.tools import eq_
-
 import mapnik
+import pytest
 
-from .utilities import execution_path, run_all
-
+from .utilities import execution_path
 
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
+    index = '../data/sqlite/world.sqlite.index'
+    if os.path.exists(index):
+        os.unlink(index)
 
-
-def test_shapeindex():
+def test_shapeindex(setup):
     # first copy shapefiles to tmp directory
     source_dir = '../data/shp/'
     working_dir = '/tmp/mapnik-shp-tmp/'
@@ -53,8 +53,4 @@ def test_shapeindex():
                 count2 = count2 + 1
         except StopIteration:
             pass
-        eq_(count, count2)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert count == count2
diff --git a/test/python_tests/sqlite_rtree_test.py b/test/python_tests/sqlite_rtree_test.py
index 1d4a0abe2..bbe0e8b85 100644
--- a/test/python_tests/sqlite_rtree_test.py
+++ b/test/python_tests/sqlite_rtree_test.py
@@ -1,27 +1,23 @@
-#!/usr/bin/env python
 import os
 import sqlite3
 import sys
 import threading
-
-from nose.tools import eq_
-
 import mapnik
-
-from .utilities import execution_path, run_all
-
-PYTHON3 = sys.version_info[0] == 3
+import pytest
+from .utilities import execution_path
 
 
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
+
 
 NUM_THREADS = 10
 TOTAL = 245
 
-
 def create_ds(test_db, table):
     ds = mapnik.SQLite(file=test_db, table=table)
     ds.all_features()
@@ -29,7 +25,7 @@ def create_ds(test_db, table):
 
 if 'sqlite' in mapnik.DatasourceCache.plugin_names():
 
-    def test_rtree_creation():
+    def test_rtree_creation(setup):
         test_db = '../data/sqlite/world.sqlite'
         index = test_db + '.index'
         table = 'world_merc'
@@ -46,7 +42,7 @@ def test_rtree_creation():
         for i in threads:
             i.join()
 
-        eq_(os.path.exists(index), True)
+        assert os.path.exists(index)
         conn = sqlite3.connect(index)
         cur = conn.cursor()
         try:
@@ -55,7 +51,7 @@ def test_rtree_creation():
                 table.replace(
                     "'", ""))
             conn.commit()
-            eq_(cur.fetchone()[0], TOTAL)
+            assert cur.fetchone()[0] == TOTAL
         except sqlite3.OperationalError:
             # don't worry about testing # of index records if
             # python's sqlite module does not support rtree
@@ -66,13 +62,13 @@ def test_rtree_creation():
         ds = mapnik.SQLite(file=test_db, table=table)
         fs = list(ds.all_features())
         del ds
-        eq_(len(fs), TOTAL)
+        assert len(fs) == TOTAL
         os.unlink(index)
         ds = mapnik.SQLite(file=test_db, table=table, use_spatial_index=False)
         fs = list(ds.all_features())
         del ds
-        eq_(len(fs), TOTAL)
-        eq_(os.path.exists(index), False)
+        assert len(fs) == TOTAL
+        assert os.path.exists(index) ==  False
 
         ds = mapnik.SQLite(file=test_db, table=table, use_spatial_index=True)
         fs = list(ds.all_features())
@@ -82,10 +78,10 @@ def test_rtree_creation():
         # for feat in fs:
         #    query = mapnik.Query(feat.envelope())
         #    selected = ds.features(query)
-        #    eq_(len(selected.features)>=1,True)
+        #    assert len(selected.features)>=1 == True
         del ds
 
-        eq_(os.path.exists(index), True)
+        assert os.path.exists(index) ==  True
         os.unlink(index)
 
     test_rtree_creation.requires_data = True
@@ -148,17 +144,17 @@ def make_wkb_point(x, y):
 
         # confirm the wkb matches a manually formed wkb
         wkb2 = make_wkb_point(x, y)
-        eq_(wkb, wkb2)
+        assert wkb ==  wkb2
 
         # ensure we can read this data back out properly with mapnik
         ds = mapnik.Datasource(
             **{'type': 'sqlite', 'file': test_db, 'table': 'point_table'})
         fs = ds.featureset()
         feat = fs.next()
-        eq_(feat.id(), 1)
-        eq_(feat['name'], 'test point')
+        assert feat.id() ==  1
+        assert feat['name'] == 'test point'
         geom = feat.geometry
-        eq_(geom.to_wkt(), 'POINT(-122 48)')
+        assert geom.to_wkt() == 'POINT(-122 48)'
         del ds
 
         # ensure it matches data read with just sqlite
@@ -169,19 +165,12 @@ def make_wkb_point(x, y):
         result = cur.fetchone()
         cur.close()
         feat_id = result[0]
-        eq_(feat_id, 1)
+        assert feat_id ==  1
         name = result[2]
-        eq_(name, 'test point')
+        assert name ==  'test point'
         geom_wkb_blob = result[1]
-        if not PYTHON3:
-            geom_wkb_blob = str(geom_wkb_blob)
-        eq_(geom_wkb_blob, geom.to_wkb(mapnik.wkbByteOrder.NDR))
+        assert geom_wkb_blob == geom.to_wkb(mapnik.wkbByteOrder.NDR)
         new_geom = mapnik.Geometry.from_wkb(geom_wkb_blob)
-        eq_(new_geom.to_wkt(), geom.to_wkt())
+        assert new_geom.to_wkt() == geom.to_wkt()
         conn.close()
         os.unlink(test_db)
-
-if __name__ == "__main__":
-    setup()
-    returncode = run_all(eval(x) for x in dir() if x.startswith("test_"))
-    exit(returncode)

From c79c8371d705b82803532b11761b54f9be5922b2 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 15 Feb 2023 14:25:36 +0000
Subject: [PATCH 18/37] Fix class names to allow pickling support

---
 mapnik/__init__.py | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/mapnik/__init__.py b/mapnik/__init__.py
index 213242632..aec0ce9dc 100644
--- a/mapnik/__init__.py
+++ b/mapnik/__init__.py
@@ -108,7 +108,7 @@ def __init__(self, *args, **kwargs):
         Box2d.__init__(self, *args, **kwargs)
 
 
-class _Coord(Coord, _injector()):
+class Coord(_mapnik.Coord, _injector()):
     """
     Represents a point with two coordinates (either lon/lat or x/y).
 
@@ -183,7 +183,7 @@ def inverse(self, projection):
         return inverse_(self, projection)
 
 
-class _Box2d(Box2d, _injector()):
+class Box2d(_mapnik.Box2d, _injector()):
     """
     Represents a spatial envelope (i.e. bounding box).
 
@@ -238,7 +238,7 @@ def inverse(self, projection):
         return inverse_(self, projection)
 
 
-class _Projection(Projection, _injector()):
+class Projection(_mapnik.Projection, _injector()):
 
     def __repr__(self):
         return "Projection('%s')" % self.params()
@@ -266,15 +266,15 @@ def inverse(self, obj):
         return inverse_(obj, self)
 
 
-class _Feature(Feature, _injector()):
+class Feature(_mapnik.Feature, _injector()):
     __geo_interface__ = property(lambda self: json.loads(self.to_geojson()))
 
 
-class _Geometry(Geometry, _injector()):
+class Geometry(_mapnik.Geometry, _injector()):
     __geo_interface__ = property(lambda self: json.loads(self.to_geojson()))
 
 
-class _Datasource(Datasource, _injector()):
+class Datasource(_mapnik.Datasource, _injector()):
 
     def featureset(self, fields = None, variables = {}):
         query = Query(self.envelope())
@@ -291,13 +291,13 @@ def all_features(self, fields=None, variables={}):
         return self.__iter__(fields, variables)
 
 
-class _Color(Color, _injector()):
+class Color(_mapnik.Color, _injector()):
 
     def __repr__(self):
         return "Color(R=%d,G=%d,B=%d,A=%d)" % (self.r, self.g, self.b, self.a)
 
 
-class _SymbolizerBase(SymbolizerBase, _injector()):
+class SymbolizerBase(_mapnik.SymbolizerBase, _injector()):
     # back compatibility
 
     @property
@@ -804,7 +804,7 @@ def make_it(feat, idx):
         return itertools.imap(make_it, features, itertools.count(1))
 
 
-class _TextSymbolizer(TextSymbolizer, _injector()):
+class TextSymbolizer(_mapnik.TextSymbolizer, _injector()):
 
     @property
     def name(self):

From 6338188894e8f19f714070e31c339ae2d98ac458 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 15 Feb 2023 14:27:09 +0000
Subject: [PATCH 19/37] Unit tests - pickling test

---
 test/python_tests/pickling_test.py | 41 ++++++++++++------------------
 1 file changed, 16 insertions(+), 25 deletions(-)

diff --git a/test/python_tests/pickling_test.py b/test/python_tests/pickling_test.py
index 2b21309b0..61d422403 100644
--- a/test/python_tests/pickling_test.py
+++ b/test/python_tests/pickling_test.py
@@ -1,34 +1,29 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 import os
 import pickle
-
-from nose.tools import eq_
-
+import pytest
 import mapnik
+from .utilities import execution_path
 
-from .utilities import execution_path, run_all
-
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
 
-#def test_color_pickle():
-#    c = mapnik.Color('blue')
-#    eq_(pickle.loads(pickle.dumps(c)), c)
-#    c = mapnik.Color(0, 64, 128)
-#    eq_(pickle.loads(pickle.dumps(c)), c)
-#    c = mapnik.Color(0, 64, 128, 192)
-#    eq_(pickle.loads(pickle.dumps(c)), c)
+def test_color_pickle():
+    c = mapnik.Color('blue')
+    assert pickle.loads(pickle.dumps(c)) == c
+    c = mapnik.Color(0, 64, 128)
+    assert pickle.loads(pickle.dumps(c)) == c
+    c = mapnik.Color(0, 64, 128, 192)
+    assert pickle.loads(pickle.dumps(c)) == c
 
 
-#def test_envelope_pickle():
-#    e = mapnik.Box2d(100, 100, 200, 200)
-#    eq_(pickle.loads(pickle.dumps(e)), e)
+def test_envelope_pickle():
+    e = mapnik.Box2d(100, 100, 200, 200)
+    assert pickle.loads(pickle.dumps(e)) == e
 
 
 def test_parameters_pickle():
@@ -37,9 +32,5 @@ def test_parameters_pickle():
 
     params2 = pickle.loads(pickle.dumps(params, pickle.HIGHEST_PROTOCOL))
 
-    eq_(params[0][0], params2[0][0])
-    eq_(params[0][1], params2[0][1])
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert params[0][0] == params2[0][0]
+    assert params[0][1] == params2[0][1]

From b872f14df3dc8522679ad29ea8c78b509500bc96 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 15 Feb 2023 14:54:24 +0000
Subject: [PATCH 20/37] Unit test - remove 'osm' plugin test

---
 test/python_tests/osm_test.py | 69 -----------------------------------
 1 file changed, 69 deletions(-)
 delete mode 100644 test/python_tests/osm_test.py

diff --git a/test/python_tests/osm_test.py b/test/python_tests/osm_test.py
deleted file mode 100644
index ef39f4ab5..000000000
--- a/test/python_tests/osm_test.py
+++ /dev/null
@@ -1,69 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-import os
-
-from nose.tools import eq_
-
-import mapnik
-
-from .utilities import execution_path, run_all
-
-
-def setup():
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-if 'osm' in mapnik.DatasourceCache.plugin_names():
-
-    # osm initialization
-    def test_osm_init():
-        ds = mapnik.Osm(file='../data/osm/nodes.osm')
-
-        e = ds.envelope()
-
-        # these are hardcoded in the plugin… ugh
-        eq_(e.minx >= -180.0, True)
-        eq_(e.miny >= -90.0, True)
-        eq_(e.maxx <= 180.0, True)
-        eq_(e.maxy <= 90, True)
-
-    def test_that_nonexistant_query_field_throws(**kwargs):
-        ds = mapnik.Osm(file='../data/osm/nodes.osm')
-        eq_(len(ds.fields()), 0)
-        query = mapnik.Query(ds.envelope())
-        for fld in ds.fields():
-            query.add_property_name(fld)
-        # also add an invalid one, triggering throw
-        query.add_property_name('bogus')
-        ds.features(query)
-
-    def test_that_64bit_int_fields_work():
-        ds = mapnik.Osm(file='../data/osm/64bit.osm')
-        eq_(len(ds.fields()), 4)
-        eq_(ds.fields(), ['bigint', 'highway', 'junction', 'note'])
-        eq_(ds.field_types(), ['str', 'str', 'str', 'str'])
-        fs = ds.featureset()
-        feat = fs.next()
-        eq_(feat.to_geojson(
-        ), '{"type":"Feature","id":890,"geometry":{"type":"Point","coordinates":[-61.7960248,17.1415874]},"properties":{}}')
-        eq_(feat.id(), 4294968186)
-        eq_(feat['bigint'], None)
-        feat = fs.next()
-        eq_(feat['bigint'], '9223372036854775807')
-
-    def test_reading_ways():
-        ds = mapnik.Osm(file='../data/osm/ways.osm')
-        eq_(len(ds.fields()), 0)
-        eq_(ds.fields(), [])
-        eq_(ds.field_types(), [])
-        feat = ds.all_features()[4]
-        eq_(feat.to_geojson(
-        ), '{"type":"Feature","id":1,"geometry":{"type":"LineString","coordinates":[[0,2],[0,-2]]},"properties":{}}')
-        eq_(feat.id(), 1)
-
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))

From af89241fb7d6ac37da81edc684827a3bdac6fab9 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 15 Feb 2023 15:08:56 +0000
Subject: [PATCH 21/37] Unit test - png encoding/suite [WIP]

---
 test/python_tests/png_encoding_test.py | 98 ++++++++------------------
 test/python_tests/pngsuite_test.py     | 24 +++----
 2 files changed, 38 insertions(+), 84 deletions(-)

diff --git a/test/python_tests/png_encoding_test.py b/test/python_tests/png_encoding_test.py
index 8916f0f14..92858b1a4 100644
--- a/test/python_tests/png_encoding_test.py
+++ b/test/python_tests/png_encoding_test.py
@@ -1,15 +1,9 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 import os
-
-from nose.tools import eq_
-
 import mapnik
+import pytest
+from .utilities import execution_path
 
-from .utilities import execution_path, run_all
-
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
@@ -47,7 +41,7 @@ def gen_filepath(name, format):
 
     generate = os.environ.get('UPDATE')
 
-    def test_expected_encodings():
+    def test_expected_encodings(setup):
         # blank image
         im = mapnik.Image(256, 256)
         for opt in opts:
@@ -58,9 +52,7 @@ def test_expected_encodings():
                 im.save(expected, opt)
             else:
                 im.save(actual, opt)
-                eq_(mapnik.Image.open(actual).tostring('png32'),
-                    mapnik.Image.open(expected).tostring('png32'),
-                    '%s (actual) not == to %s (expected)' % (actual, expected))
+                assert mapnik.Image.open(actual).tostring('png32') == mapnik.Image.open(expected).tostring('png32'), '%s (actual) not == to %s (expected)' % (actual, expected)
 
         # solid image
         im.fill(mapnik.Color('green'))
@@ -72,9 +64,7 @@ def test_expected_encodings():
                 im.save(expected, opt)
             else:
                 im.save(actual, opt)
-                eq_(mapnik.Image.open(actual).tostring('png32'),
-                    mapnik.Image.open(expected).tostring('png32'),
-                    '%s (actual) not == to %s (expected)' % (actual, expected))
+                assert mapnik.Image.open(actual).tostring('png32') == mapnik.Image.open(expected).tostring('png32'), '%s (actual) not == to %s (expected)' % (actual, expected)
 
         # aerial
         im = mapnik.Image.open('./images/support/transparency/aerial_rgba.png')
@@ -86,9 +76,7 @@ def test_expected_encodings():
                 im.save(expected, opt)
             else:
                 im.save(actual, opt)
-                eq_(mapnik.Image.open(actual).tostring('png32'),
-                    mapnik.Image.open(expected).tostring('png32'),
-                    '%s (actual) not == to %s (expected)' % (actual, expected))
+                assert mapnik.Image.open(actual).tostring('png32') == mapnik.Image.open(expected).tostring('png32'), '%s (actual) not == to %s (expected)' % (actual, expected)
 
     def test_transparency_levels():
         # create partial transparency image
@@ -112,100 +100,83 @@ def test_transparency_levels():
         im.save(t0, format)
         im_in = mapnik.Image.open(t0)
         t0_len = len(im_in.tostring(format))
-        eq_(t0_len, len(mapnik.Image.open(
-            'images/support/transparency/white0.png').tostring(format)))
+        assert t0_len == len(mapnik.Image.open('images/support/transparency/white0.png').tostring(format))
         format = 'png8:m=o:t=1'
         im.save(t1, format)
         im_in = mapnik.Image.open(t1)
         t1_len = len(im_in.tostring(format))
-        eq_(len(im.tostring(format)), len(mapnik.Image.open(
-            'images/support/transparency/white1.png').tostring(format)))
+        assert len(im.tostring(format)) == len(mapnik.Image.open('images/support/transparency/white1.png').tostring(format))
         format = 'png8:m=o:t=2'
         im.save(t2, format)
         im_in = mapnik.Image.open(t2)
         t2_len = len(im_in.tostring(format))
-        eq_(len(im.tostring(format)), len(mapnik.Image.open(
-            'images/support/transparency/white2.png').tostring(format)))
-
-        eq_(t0_len < t1_len < t2_len, True)
+        assert len(im.tostring(format)) == len(mapnik.Image.open('images/support/transparency/white2.png').tostring(format))
+        assert t0_len < t1_len < t2_len
 
         # hextree
         format = 'png8:m=h:t=0'
         im.save(t0, format)
         im_in = mapnik.Image.open(t0)
         t0_len = len(im_in.tostring(format))
-        eq_(t0_len, len(mapnik.Image.open(
-            'images/support/transparency/white0.png').tostring(format)))
+        assert t0_len == len(mapnik.Image.open('images/support/transparency/white0.png').tostring(format))
         format = 'png8:m=h:t=1'
         im.save(t1, format)
         im_in = mapnik.Image.open(t1)
         t1_len = len(im_in.tostring(format))
-        eq_(len(im.tostring(format)), len(mapnik.Image.open(
-            'images/support/transparency/white1.png').tostring(format)))
+        assert len(im.tostring(format)) == len(mapnik.Image.open('images/support/transparency/white1.png').tostring(format))
         format = 'png8:m=h:t=2'
         im.save(t2, format)
         im_in = mapnik.Image.open(t2)
         t2_len = len(im_in.tostring(format))
-        eq_(len(im.tostring(format)), len(mapnik.Image.open(
-            'images/support/transparency/white2.png').tostring(format)))
-
-        eq_(t0_len < t1_len < t2_len, True)
+        assert len(im.tostring(format)) == len(mapnik.Image.open('images/support/transparency/white2.png').tostring(format))
+        assert t0_len < t1_len < t2_len
 
     def test_transparency_levels_aerial():
         im = mapnik.Image.open('../data/images/12_654_1580.png')
         im_in = mapnik.Image.open(
             './images/support/transparency/aerial_rgba.png')
-        eq_(len(im.tostring('png8')), len(im_in.tostring('png8')))
-        eq_(len(im.tostring('png32')), len(im_in.tostring('png32')))
+        assert len(im.tostring('png8')) == len(im_in.tostring('png8'))
+        assert len(im.tostring('png32')) == len(im_in.tostring('png32'))
 
         im_in = mapnik.Image.open(
             './images/support/transparency/aerial_rgb.png')
-        eq_(len(im.tostring('png32')), len(im_in.tostring('png32')))
-        eq_(len(im.tostring('png32:t=0')), len(im_in.tostring('png32:t=0')))
-        eq_(len(im.tostring('png32:t=0')) == len(im_in.tostring('png32')), False)
-        eq_(len(im.tostring('png8')), len(im_in.tostring('png8')))
-        eq_(len(im.tostring('png8:t=0')), len(im_in.tostring('png8:t=0')))
+        assert len(im.tostring('png32')) == len(im_in.tostring('png32'))
+        assert len(im.tostring('png32:t=0')) == len(im_in.tostring('png32:t=0'))
+        assert not len(im.tostring('png32:t=0')) == len(im_in.tostring('png32'))
+        assert len(im.tostring('png8')) == len(im_in.tostring('png8'))
+        assert len(im.tostring('png8:t=0')) == len(im_in.tostring('png8:t=0'))
         # unlike png32 paletted images without alpha will look the same even if
         # no alpha is forced
-        eq_(len(im.tostring('png8:t=0')) == len(im_in.tostring('png8')), True)
-        eq_(len(im.tostring('png8:t=0:m=o')) ==
-            len(im_in.tostring('png8:m=o')), True)
+        assert len(im.tostring('png8:t=0')) == len(im_in.tostring('png8'))
+        assert len(im.tostring('png8:t=0:m=o')) == len(im_in.tostring('png8:m=o'))
 
     def test_9_colors_hextree():
         expected = './images/support/encoding-opts/png8-9cols.png'
         im = mapnik.Image.open(expected)
         t0 = tmp_dir + 'png-encoding-9-colors.result-hextree.png'
         im.save(t0, 'png8:m=h')
-        eq_(mapnik.Image.open(t0).tostring(),
-            mapnik.Image.open(expected).tostring(),
-            '%s (actual) not == to %s (expected)' % (t0, expected))
+        assert mapnik.Image.open(t0).tostring() == mapnik.Image.open(expected).tostring(), '%s (actual) not == to %s (expected)' % (t0, expected)
 
     def test_9_colors_octree():
         expected = './images/support/encoding-opts/png8-9cols.png'
         im = mapnik.Image.open(expected)
         t0 = tmp_dir + 'png-encoding-9-colors.result-octree.png'
         im.save(t0, 'png8:m=o')
-        eq_(mapnik.Image.open(t0).tostring(),
-            mapnik.Image.open(expected).tostring(),
-            '%s (actual) not == to %s (expected)' % (t0, expected))
+        assert mapnik.Image.open(t0).tostring() == mapnik.Image.open(expected).tostring(), '%s (actual) not == to %s (expected)' % (t0, expected)
 
     def test_17_colors_hextree():
         expected = './images/support/encoding-opts/png8-17cols.png'
         im = mapnik.Image.open(expected)
         t0 = tmp_dir + 'png-encoding-17-colors.result-hextree.png'
         im.save(t0, 'png8:m=h')
-        eq_(mapnik.Image.open(t0).tostring(),
-            mapnik.Image.open(expected).tostring(),
-            '%s (actual) not == to %s (expected)' % (t0, expected))
+        assert mapnik.Image.open(t0).tostring() == mapnik.Image.open(expected).tostring(), '%s (actual) not == to %s (expected)' % (t0, expected)
 
     def test_17_colors_octree():
         expected = './images/support/encoding-opts/png8-17cols.png'
         im = mapnik.Image.open(expected)
         t0 = tmp_dir + 'png-encoding-17-colors.result-octree.png'
         im.save(t0, 'png8:m=o')
-        eq_(mapnik.Image.open(t0).tostring(),
-            mapnik.Image.open(expected).tostring(),
-            '%s (actual) not == to %s (expected)' % (t0, expected))
+        assert mapnik.Image.open(t0).tostring() == mapnik.Image.open(expected).tostring(), '%s (actual) not == to %s (expected)' % (t0, expected)
 
     def test_2px_regression_hextree():
         im = mapnik.Image.open('./images/support/encoding-opts/png8-2px.A.png')
@@ -213,20 +184,11 @@ def test_2px_regression_hextree():
 
         t0 = tmp_dir + 'png-encoding-2px.result-hextree.png'
         im.save(t0, 'png8:m=h')
-        eq_(mapnik.Image.open(t0).tostring(),
-            mapnik.Image.open(expected).tostring(),
-            '%s (actual) not == to %s (expected)' % (t0, expected))
+        assert mapnik.Image.open(t0).tostring() == mapnik.Image.open(expected).tostring(), '%s (actual) not == to %s (expected)' % (t0, expected)
 
     def test_2px_regression_octree():
         im = mapnik.Image.open('./images/support/encoding-opts/png8-2px.A.png')
         expected = './images/support/encoding-opts/png8-2px.png'
         t0 = tmp_dir + 'png-encoding-2px.result-octree.png'
         im.save(t0, 'png8:m=o')
-        eq_(mapnik.Image.open(t0).tostring(),
-            mapnik.Image.open(expected).tostring(),
-            '%s (actual) not == to %s (expected)' % (t0, expected))
-
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert mapnik.Image.open(t0).tostring() == mapnik.Image.open(expected).tostring(), '%s (actual) not == to %s (expected)' % (t0, expected)
diff --git a/test/python_tests/pngsuite_test.py b/test/python_tests/pngsuite_test.py
index 8ce517f49..2f773578d 100644
--- a/test/python_tests/pngsuite_test.py
+++ b/test/python_tests/pngsuite_test.py
@@ -1,16 +1,11 @@
-#!/usr/bin/env python
-
 import os
-
-from nose.tools import assert_raises
-
 import mapnik
-
-from .utilities import execution_path, run_all
+import pytest
+from .utilities import execution_path
 
 datadir = '../data/pngsuite'
 
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
@@ -18,7 +13,8 @@ def setup():
 
 
 def assert_broken_file(fname):
-    assert_raises(RuntimeError, lambda: mapnik.Image.open(fname))
+    with pytest.raises(RuntimeError):
+        mapnik.Image.open(fname)
 
 
 def assert_good_file(fname):
@@ -31,15 +27,11 @@ def get_pngs(good):
             for x in files if good != x.startswith('x')]
 
 
-def test_good_pngs():
+def test_good_pngs(setup):
     for x in get_pngs(True):
-        yield assert_good_file, x
+        assert_good_file, x
 
 
 def test_broken_pngs():
     for x in get_pngs(False):
-        yield assert_broken_file, x
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert_broken_file, x

From 5dacb7234b345507d54927a55633d57f33a11b85 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Wed, 15 Feb 2023 15:09:47 +0000
Subject: [PATCH 22/37] remove unused definition

---
 src/mapnik_symbolizer.cpp | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/mapnik_symbolizer.cpp b/src/mapnik_symbolizer.cpp
index 286b11af1..72e29e403 100644
--- a/src/mapnik_symbolizer.cpp
+++ b/src/mapnik_symbolizer.cpp
@@ -198,7 +198,6 @@ boost::python::object __getitem__(mapnik::symbolizer_base const& sym, std::strin
 
 boost::python::object symbolizer_keys(mapnik::symbolizer_base const& sym)
 {
-    using const_iterator = symbolizer_base::cont_type::const_iterator;
     boost::python::list keys;
     for (auto const& kv : sym.properties)
     {

From 60aadccbb8a3642c5494c0b578dbbcb64c7515fa Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Fri, 17 Feb 2023 10:18:43 +0000
Subject: [PATCH 23/37] Add missing converter for mapnik::path_expression_ptr

---
 src/mapnik_symbolizer.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/mapnik_symbolizer.cpp b/src/mapnik_symbolizer.cpp
index 72e29e403..f98079126 100644
--- a/src/mapnik_symbolizer.cpp
+++ b/src/mapnik_symbolizer.cpp
@@ -255,6 +255,7 @@ void export_symbolizer()
     implicitly_convertible<std::string, mapnik::symbolizer_base::value_type>();
     implicitly_convertible<mapnik::color, mapnik::symbolizer_base::value_type>();
     implicitly_convertible<mapnik::expression_ptr, mapnik::symbolizer_base::value_type>();
+    implicitly_convertible<mapnik::path_expression_ptr, mapnik::symbolizer_base::value_type>();
     implicitly_convertible<mapnik::enumeration_wrapper, mapnik::symbolizer_base::value_type>();
     implicitly_convertible<std::shared_ptr<mapnik::group_symbolizer_properties>, mapnik::symbolizer_base::value_type>();
 

From 73b4904658da21ce1e71be7079753c29a0bb19dc Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Fri, 17 Feb 2023 12:45:04 +0000
Subject: [PATCH 24/37] Unit tests - upgrade all to `pytest` + fix paths logic
 setup.py - use pkg_config to setup 'cairo' paths + bump min macOS to 13

---
 setup.py                                      |  12 +-
 test/python_tests/cairo_test.py               |  24 +-
 test/python_tests/compositing_test.py         |  76 +-
 test/python_tests/csv_test.py                 |  34 +-
 test/python_tests/datasource_test.py          |  31 +-
 .../datasource_xml_template_test.py           |  14 +-
 test/python_tests/extra_map_props_test.py     |  15 +-
 test/python_tests/feature_id_test.py          |  25 +-
 test/python_tests/fontset_test.py             |  16 +-
 test/python_tests/geojson_plugin_test.py      |  26 +-
 test/python_tests/image_filters_test.py       |  16 +-
 test/python_tests/image_test.py               |  14 +-
 test/python_tests/image_tiff_test.py          |  38 +-
 test/python_tests/introspection_test.py       |  21 +-
 test/python_tests/layer_buffer_size_test.py   |  20 +-
 test/python_tests/layer_modification_test.py  |  17 +-
 test/python_tests/load_map_test.py            |  17 +-
 test/python_tests/map_query_test.py           |  23 +-
 test/python_tests/mapnik_test_data_test.py    |  30 +-
 .../markers_complex_rendering_test.py         |  33 +-
 test/python_tests/multi_tile_raster_test.py   |  15 +-
 test/python_tests/object_test.py              | 753 ++++++------------
 .../ogr_and_shape_geometries_test.py          |  14 +-
 test/python_tests/ogr_test.py                 |  30 +-
 test/python_tests/palette_test.py             |  21 +-
 test/python_tests/pdf_printing_test.py        |  15 +-
 test/python_tests/pgraster_test.py            |  18 +-
 test/python_tests/png_encoding_test.py        |   1 +
 test/python_tests/pngsuite_test.py            |   2 +-
 test/python_tests/projection_test.py          |  87 +-
 test/python_tests/query_test.py               |  43 +-
 test/python_tests/query_tolerance_test.py     |  26 +-
 test/python_tests/raster_colorizer_test.py    |  56 +-
 test/python_tests/raster_symbolizer_test.py   |  39 +-
 test/python_tests/rasterlite_test.py          |  30 +-
 test/python_tests/render_grid_test.py         |  14 +-
 test/python_tests/render_test.py              |  22 +-
 test/python_tests/reprojection_test.py        |  45 +-
 test/python_tests/shapefile_test.py           |  31 +-
 test/python_tests/topojson_plugin_test.py     |  27 +-
 test/python_tests/utilities.py                |  18 +-
 41 files changed, 794 insertions(+), 1015 deletions(-)

diff --git a/setup.py b/setup.py
index 9985da5a2..4b12c4c8a 100755
--- a/setup.py
+++ b/setup.py
@@ -7,6 +7,8 @@
 import subprocess
 import sys
 import glob
+import pkg_resources
+
 from distutils import sysconfig
 from ctypes.util import find_library
 
@@ -230,19 +232,21 @@ def run(self):
 if os.environ.get("PYCAIRO", "false") == "true":
     try:
         extra_comp_args.append('-DHAVE_PYCAIRO')
-        print("-I%s/include/pycairo".format(sys.exec_prefix))
-        extra_comp_args.append("-I{0}/include/pycairo".format(sys.exec_prefix))
+        dist = pkg_resources.get_distribution('pycairo')
+        print(dist.location)
+        print("-I%s/cairo/include".format(dist.location))
+        extra_comp_args.append("-I{0}/cairo/include".format(dist.location))
         #extra_comp_args.extend(check_output(["pkg-config", '--cflags', 'pycairo']).strip().split(' '))
         #linkflags.extend(check_output(["pkg-config", '--libs', 'pycairo']).strip().split(' '))
     except:
         raise Exception("Failed to find compiler options for pycairo")
 
 if sys.platform == 'darwin':
-    extra_comp_args.append('-mmacosx-version-min=10.11')
+    extra_comp_args.append('-mmacosx-version-min=13.0')
     # silence warning coming from boost python macros which
     # would is hard to silence via pragma
     extra_comp_args.append('-Wno-parentheses-equality')
-    linkflags.append('-mmacosx-version-min=10.11')
+    linkflags.append('-mmacosx-version-min=13.0')
 else:
     linkflags.append('-lrt')
     linkflags.append('-Wl,-z,origin')
diff --git a/test/python_tests/cairo_test.py b/test/python_tests/cairo_test.py
index a296a91a2..a3d324314 100644
--- a/test/python_tests/cairo_test.py
+++ b/test/python_tests/cairo_test.py
@@ -1,6 +1,16 @@
 import os
 import shutil
 import mapnik
+import pytest
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
 
 def make_tmp_map():
     m = mapnik.Map(512, 512)
@@ -75,12 +85,12 @@ def cairo_color(c):
 if mapnik.has_pycairo():
     import cairo
 
-    def test_passing_pycairo_context_svg():
+    def test_passing_pycairo_context_svg(setup):
         m = make_tmp_map()
         m.zoom_to_box(mapnik.Box2d(-180, -90, 180, 90))
         test_cairo_file = '/tmp/mapnik-cairo-context-test.svg'
         surface = cairo.SVGSurface(test_cairo_file, m.width, m.height)
-        expected_cairo_file = './test/python_tests/images/pycairo/cairo-cairo-expected.svg'
+        expected_cairo_file = 'images/pycairo/cairo-cairo-expected.svg'
         context = cairo.Context(surface)
         mapnik.render(m, context)
         draw_title(m, context, "Hello Map", size=20)
@@ -102,7 +112,7 @@ def test_passing_pycairo_context_pdf():
         m.zoom_to_box(mapnik.Box2d(-180, -90, 180, 90))
         test_cairo_file = '/tmp/mapnik-cairo-context-test.pdf'
         surface = cairo.PDFSurface(test_cairo_file, m.width, m.height)
-        expected_cairo_file = './test/python_tests/images/pycairo/cairo-cairo-expected.pdf'
+        expected_cairo_file = 'images/pycairo/cairo-cairo-expected.pdf'
         context = cairo.Context(surface)
         mapnik.render(m, context)
         draw_title(m, context, "Hello Map", size=20)
@@ -124,8 +134,8 @@ def test_passing_pycairo_context_png():
         m.zoom_to_box(mapnik.Box2d(-180, -90, 180, 90))
         test_cairo_file = '/tmp/mapnik-cairo-context-test.png'
         surface = cairo.ImageSurface(cairo.FORMAT_ARGB32, m.width, m.height)
-        expected_cairo_file = './test/python_tests/images/pycairo/cairo-cairo-expected.png'
-        expected_cairo_file2 = './test/python_tests/images/pycairo/cairo-cairo-expected-reduced.png'
+        expected_cairo_file = 'images/pycairo/cairo-cairo-expected.png'
+        expected_cairo_file2 = 'images/pycairo/cairo-cairo-expected-reduced.png'
         context = cairo.Context(surface)
         mapnik.render(m, context)
         draw_title(m, context, "Hello Map", size=20)
@@ -163,10 +173,10 @@ def test_passing_pycairo_context_png():
         def _pycairo_surface(type, sym):
             test_cairo_file = '/tmp/mapnik-cairo-surface-test.%s.%s' % (
                 sym, type)
-            expected_cairo_file = './test/python_tests/images/pycairo/cairo-surface-expected.%s.%s' % (
+            expected_cairo_file = 'images/pycairo/cairo-surface-expected.%s.%s' % (
                 sym, type)
             m = mapnik.Map(256, 256)
-            mapnik.load_map(m, './test/data/good_maps/%s_symbolizer.xml' % sym)
+            mapnik.load_map(m, '../data/good_maps/%s_symbolizer.xml' % sym)
             m.zoom_all()
             if hasattr(cairo, '%sSurface' % type.upper()):
                 surface = getattr(
diff --git a/test/python_tests/compositing_test.py b/test/python_tests/compositing_test.py
index ac09ef9ad..1356dbf97 100644
--- a/test/python_tests/compositing_test.py
+++ b/test/python_tests/compositing_test.py
@@ -1,22 +1,14 @@
-# encoding: utf8
-
-from __future__ import print_function
-
 import os
-
-from nose.tools import eq_
-
 import mapnik
+import pytest
+from .utilities import (get_unique_colors, pixel2channels, side_by_side_image, execution_path)
 
-from .utilities import (execution_path, get_unique_colors, pixel2channels,
-                        run_all, side_by_side_image)
-
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
-
+    yield
 
 def is_pre(color, alpha):
     return (color * 255.0 / alpha) <= 255
@@ -93,14 +85,14 @@ def validate_pixels_are_premultiplied(image):
     return (num_bad == 0, bad_pixels)
 
 
-def test_compare_images():
-    b = mapnik.Image.open('./images/support/b.png')
+def test_compare_images(setup):
+    b = mapnik.Image.open('images/support/b.png')
     b.premultiply()
     num_ops = len(mapnik.CompositeOp.names)
     successes = []
     fails = []
     for name in mapnik.CompositeOp.names:
-        a = mapnik.Image.open('./images/support/a.png')
+        a = mapnik.Image.open('images/support/a.png')
         a.premultiply()
         a.composite(b, getattr(mapnik.CompositeOp, name))
         actual = '/tmp/mapnik-comp-op-test-' + name + '.png'
@@ -132,53 +124,53 @@ def test_compare_images():
                 name +
                 '.fail.png',
                 'png32')
-    eq_(len(successes), num_ops, '\n' + '\n'.join(fails))
+    assert len(successes) == num_ops, '\n' + '\n'.join(fails)
     b.demultiply()
     # b will be slightly modified by pre and then de multiplication rounding errors
     # TODO - write test to ensure the image is 99% the same.
     #expected_b = mapnik.Image.open('./images/support/b.png')
     # b.save('/tmp/mapnik-comp-op-test-original-mask.png')
-    #eq_(b.tostring('png32'),expected_b.tostring('png32'), '/tmp/mapnik-comp-op-test-original-mask.png is no longer equivalent to original mask: ./images/support/b.png')
+    #assert b.tostring('png32') == expected_b.tostring('png32'), '/tmp/mapnik-comp-op-test-original-mask.png is no longer equivalent to original mask: ./images/support/b.png'
 
 
 def test_pre_multiply_status():
-    b = mapnik.Image.open('./images/support/b.png')
+    b = mapnik.Image.open('images/support/b.png')
     # not premultiplied yet, should appear that way
     result = validate_pixels_are_not_premultiplied(b)
-    eq_(result, True)
+    assert result
     # not yet premultiplied therefore should return false
     result = validate_pixels_are_premultiplied(b)
-    eq_(result[0], False)
+    assert not result[0]
     # now actually premultiply the pixels
     b.premultiply()
     # now checking if premultiplied should succeed
     result = validate_pixels_are_premultiplied(b)
-    eq_(result[0], True)
+    assert result[0]
     # should now not appear to look not premultiplied
     result = validate_pixels_are_not_premultiplied(b)
-    eq_(result, False)
+    assert not result
     # now actually demultiply the pixels
     b.demultiply()
     # should now appear demultiplied
     result = validate_pixels_are_not_premultiplied(b)
-    eq_(result, True)
+    assert result
 
 
 def test_pre_multiply_status_of_map1():
     m = mapnik.Map(256, 256)
     im = mapnik.Image(m.width, m.height)
-    eq_(validate_pixels_are_not_premultiplied(im), True)
+    assert validate_pixels_are_not_premultiplied(im)
     mapnik.render(m, im)
-    eq_(validate_pixels_are_not_premultiplied(im), True)
+    assert validate_pixels_are_not_premultiplied(im)
 
 
 def test_pre_multiply_status_of_map2():
     m = mapnik.Map(256, 256)
     m.background = mapnik.Color(1, 1, 1, 255)
     im = mapnik.Image(m.width, m.height)
-    eq_(validate_pixels_are_not_premultiplied(im), True)
+    assert validate_pixels_are_not_premultiplied(im)
     mapnik.render(m, im)
-    eq_(validate_pixels_are_not_premultiplied(im), True)
+    assert validate_pixels_are_not_premultiplied(im)
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
     def test_style_level_comp_op():
@@ -215,7 +207,7 @@ def test_style_level_comp_op():
                     name +
                     '.fail.png',
                     'png32')
-        eq_(len(fails), 0, '\n' + '\n'.join(fails))
+        assert len(fails) == 0, '\n' + '\n'.join(fails)
 
     def test_style_level_opacity():
         m = mapnik.Map(512, 512)
@@ -228,10 +220,8 @@ def test_style_level_opacity():
         expected = 'images/support/mapnik-style-level-opacity.png'
         im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'tests/python_tests/' + expected))
+        assert im.tostring('png32') == expected_im.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual,
+                                                                                                                          'tests/python_tests/' + expected)
 
 
 def test_rounding_and_color_expectations():
@@ -239,24 +229,24 @@ def test_rounding_and_color_expectations():
     m.background = mapnik.Color('rgba(255,255,255,.4999999)')
     im = mapnik.Image(m.width, m.height)
     mapnik.render(m, im)
-    eq_(get_unique_colors(im), ['rgba(255,255,255,127)'])
+    assert get_unique_colors(im) == ['rgba(255,255,255,127)']
     m = mapnik.Map(1, 1)
     m.background = mapnik.Color('rgba(255,255,255,.5)')
     im = mapnik.Image(m.width, m.height)
     mapnik.render(m, im)
-    eq_(get_unique_colors(im), ['rgba(255,255,255,128)'])
+    assert get_unique_colors(im) == ['rgba(255,255,255,128)']
     im_file = mapnik.Image.open('../data/images/stripes_pattern.png')
-    eq_(get_unique_colors(im_file), ['rgba(0,0,0,0)', 'rgba(74,74,74,255)'])
+    assert get_unique_colors(im_file) == ['rgba(0,0,0,0)', 'rgba(74,74,74,255)']
     # should have no effect
     im_file.premultiply()
-    eq_(get_unique_colors(im_file), ['rgba(0,0,0,0)', 'rgba(74,74,74,255)'])
+    assert get_unique_colors(im_file) == ['rgba(0,0,0,0)', 'rgba(74,74,74,255)']
     im_file.apply_opacity(.5)
     # should have effect now that image has transparency
     im_file.premultiply()
-    eq_(get_unique_colors(im_file), ['rgba(0,0,0,0)', 'rgba(37,37,37,127)'])
+    assert get_unique_colors(im_file) == ['rgba(0,0,0,0)', 'rgba(37,37,37,127)']
     # should restore to original nonpremultiplied colors
     im_file.demultiply()
-    eq_(get_unique_colors(im_file), ['rgba(0,0,0,0)', 'rgba(74,74,74,127)'])
+    assert get_unique_colors(im_file) == ['rgba(0,0,0,0)', 'rgba(74,74,74,127)']
 
 
 def test_background_image_and_background_color():
@@ -265,7 +255,7 @@ def test_background_image_and_background_color():
     m.background_image = '../data/images/stripes_pattern.png'
     im = mapnik.Image(m.width, m.height)
     mapnik.render(m, im)
-    eq_(get_unique_colors(im), ['rgba(255,255,255,128)', 'rgba(74,74,74,255)'])
+    assert get_unique_colors(im) == ['rgba(255,255,255,128)', 'rgba(74,74,74,255)']
 
 
 def test_background_image_with_alpha_and_background_color():
@@ -274,7 +264,7 @@ def test_background_image_with_alpha_and_background_color():
     m.background_image = '../data/images/yellow_half_trans.png'
     im = mapnik.Image(m.width, m.height)
     mapnik.render(m, im)
-    eq_(get_unique_colors(im), ['rgba(255,255,85,191)'])
+    assert get_unique_colors(im) == ['rgba(255,255,85,191)']
 
 
 def test_background_image_with_alpha_and_background_color_against_composited_control():
@@ -295,8 +285,4 @@ def test_background_image_with_alpha_and_background_color_against_composited_con
     # compare image rendered (compositing in `agg_renderer<T>::setup`)
     # vs image composited via python bindings
     #raise Todo("looks like we need to investigate PNG color rounding when saving")
-    # eq_(get_unique_colors(im),get_unique_colors(im1))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    assert get_unique_colors(im) == get_unique_colors(im1)
diff --git a/test/python_tests/csv_test.py b/test/python_tests/csv_test.py
index 07c681cfa..2d8528067 100644
--- a/test/python_tests/csv_test.py
+++ b/test/python_tests/csv_test.py
@@ -2,19 +2,27 @@
 import os
 import mapnik
 import pytest
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 if 'csv' in mapnik.DatasourceCache.plugin_names():
 
     def get_csv_ds(filename):
         return mapnik.Datasource(
-            type='csv', file=os.path.join('./test/data/csv/', filename))
+            type='csv', file=os.path.join('../data/csv/', filename))
 
-    def test_broken_files(visual=False):
-        broken = glob.glob("./test/data/csv/fails/*.*")
-        broken.extend(glob.glob("./test/data/csv/warns/*.*"))
+    def test_broken_files(setup, visual=False):
+        broken = glob.glob("../data/csv/fails/*.*")
+        broken.extend(glob.glob("../data/csv/warns/*.*"))
 
         # Add a filename that doesn't exist
-        broken.append("./test/data/csv/fails/does_not_exist.csv")
+        broken.append("../data/csv/fails/does_not_exist.csv")
 
         for csv in broken:
             if visual:
@@ -24,10 +32,10 @@ def test_broken_files(visual=False):
                 except Exception:
                     print('\x1b[1;32m✓ \x1b[0m', csv)
 
-    def test_good_files(visual=False):
-        good_files = glob.glob("./test/data/csv/*.*")
-        good_files.extend(glob.glob("./test/data/csv/warns/*.*"))
-        ignorable = os.path.join('./test', 'data', 'csv', 'long_lat.vrt')
+    def test_good_files(setup, visual=False):
+        good_files = glob.glob("../data/csv/*.*")
+        good_files.extend(glob.glob("../data/csv/warns/*.*"))
+        ignorable = os.path.join('..', 'data', 'csv', 'long_lat.vrt')
         print("ignorable:", ignorable)
         good_files.remove(ignorable)
         for f in good_files:
@@ -469,7 +477,7 @@ def test_that_fewer_headers_than_rows_throws(**kwargs):
 
     def test_that_feature_id_only_incremented_for_valid_rows(**kwargs):
         ds = mapnik.Datasource(type='csv',
-                               file=os.path.join('./test/data/csv/warns', 'feature_id_counting.csv'))
+                               file=os.path.join('../data/csv/warns', 'feature_id_counting.csv'))
         assert len(ds.fields()) ==  3
         assert ds.fields(), ['x', 'y' ==  'id']
         assert ds.field_types(), ['int', 'int' ==  'int']
@@ -491,7 +499,7 @@ def test_that_feature_id_only_incremented_for_valid_rows(**kwargs):
     def test_dynamically_defining_headers1(**kwargs):
         ds = mapnik.Datasource(type='csv',
                                file=os.path.join(
-                                   './test/data/csv/fails', 'needs_headers_two_lines.csv'),
+                                   '../data/csv/fails', 'needs_headers_two_lines.csv'),
                                headers='x,y,name')
         assert len(ds.fields()) ==  3
         assert ds.fields(), ['x', 'y' ==  'name']
@@ -508,7 +516,7 @@ def test_dynamically_defining_headers1(**kwargs):
     def test_dynamically_defining_headers2(**kwargs):
         ds = mapnik.Datasource(type='csv',
                                file=os.path.join(
-                                   './test/data/csv/fails', 'needs_headers_one_line.csv'),
+                                   '../data/csv/fails', 'needs_headers_one_line.csv'),
                                headers='x,y,name')
         assert len(ds.fields()) ==  3
         assert ds.fields(), ['x', 'y' ==  'name']
@@ -525,7 +533,7 @@ def test_dynamically_defining_headers2(**kwargs):
     def test_dynamically_defining_headers3(**kwargs):
         ds = mapnik.Datasource(type='csv',
                                file=os.path.join(
-                                   './test/data/csv/fails', 'needs_headers_one_line_no_newline.csv'),
+                                   '../data/csv/fails', 'needs_headers_one_line_no_newline.csv'),
                                headers='x,y,name')
         assert len(ds.fields()) ==  3
         assert ds.fields(), ['x', 'y' ==  'name']
diff --git a/test/python_tests/datasource_test.py b/test/python_tests/datasource_test.py
index 5fa6780c6..5c9e85d76 100644
--- a/test/python_tests/datasource_test.py
+++ b/test/python_tests/datasource_test.py
@@ -2,21 +2,28 @@
 import sys
 import mapnik
 import pytest
-
+from .utilities import execution_path
 from itertools import groupby
 
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
 def test_that_datasources_exist():
     if len(mapnik.DatasourceCache.plugin_names()) == 0:
         print('***NOTICE*** - no datasource plugins have been loaded')
 
 # adapted from raster_symboliser_test#test_dataraster_query_point
-def test_vrt_referring_to_missing_files():
+def test_vrt_referring_to_missing_files(setup):
     with pytest.raises(RuntimeError):
         srs = 'epsg:32630'
         if 'gdal' in mapnik.DatasourceCache.plugin_names():
             lyr = mapnik.Layer('dataraster')
             lyr.datasource = mapnik.Gdal(
-                file='./test/data/raster/missing_raster.vrt',
+                file='../data/raster/missing_raster.vrt',
                 band=1,
             )
             lyr.srs = srs
@@ -51,7 +58,7 @@ def test_vrt_referring_to_missing_files():
 
 def test_field_listing():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
         fields = ds.fields()
         assert fields, ['AREA', 'EAS_ID' ==  'PRFEDEA']
         desc = ds.describe()
@@ -63,14 +70,14 @@ def test_field_listing():
 
 def test_total_feature_count_shp():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
         features = ds.all_features()
         num_feats = len(list(features))
         assert num_feats ==  10
 
 def test_total_feature_count_json():
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Ogr(file='./test/data/json/points.geojson', layer_by_index=0)
+        ds = mapnik.Ogr(file='../data/json/points.geojson', layer_by_index=0)
         desc = ds.describe()
         assert desc['geometry_type'] ==  mapnik.DataGeometryType.Point
         assert desc['name'] ==  'ogr'
@@ -84,7 +91,7 @@ def test_total_feature_count_json():
 def test_sqlite_reading():
     if 'sqlite' in mapnik.DatasourceCache.plugin_names():
         ds = mapnik.SQLite(
-            file='./test/data/sqlite/world.sqlite',
+            file='../data/sqlite/world.sqlite',
             table_by_index=0)
         desc = ds.describe()
         assert desc['geometry_type'] ==  mapnik.DataGeometryType.Polygon
@@ -97,7 +104,7 @@ def test_sqlite_reading():
 
 
 def test_reading_json_from_string():
-    with open('./test/data/json/points.geojson', 'r') as f:
+    with open('../data/json/points.geojson', 'r') as f:
         json = f.read()
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
         ds = mapnik.Ogr(file=json, layer_by_index=0)
@@ -108,7 +115,7 @@ def test_reading_json_from_string():
 
 def test_feature_envelope():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
         features = ds.all_features()
         for feat in features:
             env = feat.envelope()
@@ -120,7 +127,7 @@ def test_feature_envelope():
 
 def test_feature_attributes():
     if 'shape' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Shapefile(file='./test/data/shp/poly.shp')
+        ds = mapnik.Shapefile(file='../data/shp/poly.shp')
         features = list(ds.all_features())
         feat = features[0]
         attrs = {'PRFEDEA': u'35043411', 'EAS_ID': 168, 'AREA': 215229.266}
@@ -131,7 +138,7 @@ def test_feature_attributes():
 
 def test_ogr_layer_by_sql():
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Ogr(file='./test/data/shp/poly.shp',
+        ds = mapnik.Ogr(file='../data/shp/poly.shp',
                         layer_by_sql='SELECT * FROM poly WHERE EAS_ID = 168')
         features = ds.all_features()
         num_feats = len(list(features))
@@ -147,7 +154,7 @@ def rle_encode(l):
 
     m = mapnik.Map(256, 256)
     try:
-        mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
+        mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
         m.zoom_all()
         join_field = 'NAME'
         fg = []  # feature grid
diff --git a/test/python_tests/datasource_xml_template_test.py b/test/python_tests/datasource_xml_template_test.py
index 1a0c06131..6c5de3587 100644
--- a/test/python_tests/datasource_xml_template_test.py
+++ b/test/python_tests/datasource_xml_template_test.py
@@ -1,8 +1,18 @@
+import os
 import mapnik
+import pytest
+from .utilities import execution_path
 
-def test_datasource_template_is_working():
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+def test_datasource_template_is_working(setup):
     m = mapnik.Map(256, 256)
-    mapnik.load_map(m, './test/data/good_maps/datasource.xml')
+    mapnik.load_map(m, '../data/good_maps/datasource.xml')
     for layer in m.layers:
         layer_bbox = layer.envelope()
         bbox = None
diff --git a/test/python_tests/extra_map_props_test.py b/test/python_tests/extra_map_props_test.py
index 1b8796763..b774561bb 100644
--- a/test/python_tests/extra_map_props_test.py
+++ b/test/python_tests/extra_map_props_test.py
@@ -1,8 +1,19 @@
+import os
 import mapnik
+import pytest
+from .utilities import execution_path
 
-def test_arbitrary_parameters_attached_to_map():
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+
+def test_arbitrary_parameters_attached_to_map(setup):
     m = mapnik.Map(256, 256)
-    mapnik.load_map(m, './test/data/good_maps/extra_arbitary_map_parameters.xml')
+    mapnik.load_map(m, '../data/good_maps/extra_arbitary_map_parameters.xml')
     assert len(m.parameters) ==  5
     assert m.parameters['key'] ==  'value2'
     assert m.parameters['key3'] ==  'value3'
diff --git a/test/python_tests/feature_id_test.py b/test/python_tests/feature_id_test.py
index 4f64b06ee..66faa9f4b 100644
--- a/test/python_tests/feature_id_test.py
+++ b/test/python_tests/feature_id_test.py
@@ -1,10 +1,19 @@
 import mapnik
-
+import os
+import pytest
 try:
     import itertools.izip as zip
 except ImportError:
     pass
 
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 def compare_shape_between_mapnik_and_ogr(shapefile, query=None):
     plugins = mapnik.DatasourceCache.plugin_names()
@@ -24,23 +33,23 @@ def compare_shape_between_mapnik_and_ogr(shapefile, query=None):
     return True
 
 
-def test_shapefile_line_featureset_id():
-    compare_shape_between_mapnik_and_ogr('./test/data/shp/polylines.shp')
+def test_shapefile_line_featureset_id(setup):
+    compare_shape_between_mapnik_and_ogr('../data/shp/polylines.shp')
 
 
 def test_shapefile_polygon_featureset_id():
-    compare_shape_between_mapnik_and_ogr('./test/data/shp/poly.shp')
+    compare_shape_between_mapnik_and_ogr('../data/shp/poly.shp')
 
 
 def test_shapefile_polygon_feature_query_id():
     bbox = (15523428.2632, 4110477.6323, -11218494.8310, 7495720.7404)
     query = mapnik.Query(mapnik.Box2d(*bbox))
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
-        ds = mapnik.Ogr(file='./test/data/shp/world_merc.shp', layer_by_index=0)
+        ds = mapnik.Ogr(file='../data/shp/world_merc.shp', layer_by_index=0)
         for fld in ds.fields():
             query.add_property_name(fld)
         compare_shape_between_mapnik_and_ogr(
-            './test/data/shp/world_merc.shp', query)
+            '../data/shp/world_merc.shp', query)
 
 
 def test_feature_hit_count():
@@ -49,10 +58,10 @@ def test_feature_hit_count():
     bbox = (1113194.91,4512803.085,2226389.82,6739192.905)
     query = mapnik.Query(mapnik.Box2d(*bbox))
     if 'ogr' in mapnik.DatasourceCache.plugin_names():
-        ds1 = mapnik.Ogr(file='./test/data/shp/world_merc.shp',layer_by_index=0)
+        ds1 = mapnik.Ogr(file='../data/shp/world_merc.shp',layer_by_index=0)
         for fld in ds1.fields():
             query.add_property_name(fld)
-        ds2 = mapnik.Shapefile(file='./test/data/shp/world_merc.shp')
+        ds2 = mapnik.Shapefile(file='../data/shp/world_merc.shp')
         count1 = len(list(ds1.features(query)))
         count2 = len(list(ds2.features(query)))
         assert count1 < count2 # expected 17 and 20
diff --git a/test/python_tests/fontset_test.py b/test/python_tests/fontset_test.py
index 3fb01dce0..72915e67d 100644
--- a/test/python_tests/fontset_test.py
+++ b/test/python_tests/fontset_test.py
@@ -1,8 +1,20 @@
+import os
 import mapnik
+import pytest
 
-def test_loading_fontset_from_map():
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+
+def test_loading_fontset_from_map(setup):
     m = mapnik.Map(256, 256)
-    mapnik.load_map(m, './test/data/good_maps/fontset.xml', True)
+    mapnik.load_map(m, '../data/good_maps/fontset.xml', True)
     fs = m.find_fontset('book-fonts')
     assert len(fs.names) ==  2
     assert list(fs.names) == ['DejaVu Sans Book', 'DejaVu Sans Oblique']
diff --git a/test/python_tests/geojson_plugin_test.py b/test/python_tests/geojson_plugin_test.py
index 557ef242a..8670954b9 100644
--- a/test/python_tests/geojson_plugin_test.py
+++ b/test/python_tests/geojson_plugin_test.py
@@ -1,12 +1,22 @@
+import os
 import mapnik
 import pytest
 
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
 if 'geojson' in mapnik.DatasourceCache.plugin_names():
 
-    def test_geojson_init():
+    def test_geojson_init(setup):
         ds = mapnik.Datasource(
             type='geojson',
-            file='./test/data/json/escaped.geojson')
+            file='../data/json/escaped.geojson')
         e = ds.envelope()
         assert e.minx == pytest.approx(-81.705583, abs=1e-7)
         assert e.miny == pytest.approx(41.480573, abs=1e-6)
@@ -16,7 +26,7 @@ def test_geojson_init():
     def test_geojson_properties():
         ds = mapnik.Datasource(
             type='geojson',
-            file='./test/data/json/escaped.geojson')
+            file='../data/json/escaped.geojson')
         f = list(ds.features_at_point(ds.envelope().center()))[0]
         assert len(ds.fields()) ==  11
         desc = ds.describe()
@@ -33,7 +43,7 @@ def test_geojson_properties():
 
         ds = mapnik.Datasource(
             type='geojson',
-            file='./test/data/json/escaped.geojson')
+            file='../data/json/escaped.geojson')
         f = list(ds.all_features())[0]
         assert len(ds.fields()) ==  11
 
@@ -52,7 +62,7 @@ def test_geojson_properties():
     def test_large_geojson_properties():
         ds = mapnik.Datasource(
             type='geojson',
-            file='./test/data/json/escaped.geojson',
+            file='../data/json/escaped.geojson',
             cache_features=False)
         f = list(ds.features_at_point(ds.envelope().center()))[0]
         assert len(ds.fields()) ==  11
@@ -70,7 +80,7 @@ def test_large_geojson_properties():
 
         ds = mapnik.Datasource(
             type='geojson',
-            file='./test/data/json/escaped.geojson')
+            file='../data/json/escaped.geojson')
         f = list(ds.all_features())[0]
         assert len(ds.fields()) ==  11
 
@@ -103,7 +113,7 @@ def test_geojson_from_in_memory_string():
     def test_that_nonexistant_query_field_throws(**kwargs):
         ds = mapnik.Datasource(
             type='geojson',
-            file='./test/data/json/escaped.geojson')
+            file='../data/json/escaped.geojson')
         assert len(ds.fields()) ==  11
         # TODO - this sorting is messed up
         #assert ds.fields(),['name', 'int', 'double', 'description', 'boolean' ==  'NOM_FR']
@@ -119,7 +129,7 @@ def test_that_nonexistant_query_field_throws(**kwargs):
     def test_parsing_feature_collection_with_top_level_properties():
         ds = mapnik.Datasource(
             type='geojson',
-            file='./test/data/json/feature_collection_level_properties.json')
+            file='../data/json/feature_collection_level_properties.json')
         f = list(ds.all_features())[0]
 
         desc = ds.describe()
diff --git a/test/python_tests/image_filters_test.py b/test/python_tests/image_filters_test.py
index c61da73d6..5c5002f59 100644
--- a/test/python_tests/image_filters_test.py
+++ b/test/python_tests/image_filters_test.py
@@ -1,6 +1,14 @@
 import re, os
 import mapnik
-from .utilities import side_by_side_image
+import pytest
+from .utilities import side_by_side_image, execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 def replace_style(m, name, style):
     m.remove_style(name)
@@ -15,9 +23,9 @@ def test_append():
     assert s.image_filters ==  'sharpen'
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
-    def test_style_level_image_filter():
+    def test_style_level_image_filter(setup):
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, './test/data/good_maps/style_level_image_filter.xml')
+        mapnik.load_map(m, '../data/good_maps/style_level_image_filter.xml')
         m.zoom_all()
         successes = []
         fails = []
@@ -39,7 +47,7 @@ def test_style_level_image_filter():
             im = mapnik.Image(m.width, m.height)
             mapnik.render(m, im)
             actual = '/tmp/mapnik-style-image-filter-' + filename + '.png'
-            expected = './test/python_tests/images/style-image-filter/' + filename + '.png'
+            expected = 'images/style-image-filter/' + filename + '.png'
             im.save(actual, "png32")
             if not os.path.exists(expected) or os.environ.get('UPDATE'):
                 print('generating expected test image: %s' % expected)
diff --git a/test/python_tests/image_test.py b/test/python_tests/image_test.py
index ba758b5af..da4b3a757 100644
--- a/test/python_tests/image_test.py
+++ b/test/python_tests/image_test.py
@@ -1,9 +1,17 @@
+import os
 import mapnik
 import pytest
 
-from .utilities import READ_FLAGS, get_unique_colors
+from .utilities import READ_FLAGS, get_unique_colors, execution_path
 
-def test_type():
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+def test_type(setup):
     im = mapnik.Image(256, 256)
     assert im.get_type() ==  mapnik.ImageType.rgba8
     im = mapnik.Image(256, 256, mapnik.ImageType.gray8)
@@ -352,7 +360,7 @@ def test_png_round_trip():
 
 
 def test_image_open_from_string():
-    filepath = './test/data/images/dummy.png'
+    filepath = '../data/images/dummy.png'
     im1 = mapnik.Image.open(filepath)
     with open(filepath, READ_FLAGS) as f:
         im2 = mapnik.Image.fromstring(f.read())
diff --git a/test/python_tests/image_tiff_test.py b/test/python_tests/image_tiff_test.py
index c5fcc395f..0a2373645 100644
--- a/test/python_tests/image_tiff_test.py
+++ b/test/python_tests/image_tiff_test.py
@@ -1,12 +1,20 @@
+import os
 import hashlib
 import mapnik
+import pytest
+from .utilities import READ_FLAGS, execution_path
 
-from .utilities import READ_FLAGS
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 def hashstr(var):
     return hashlib.md5(var).hexdigest()
 
-def test_tiff_round_trip_scanline():
+def test_tiff_round_trip_scanline(setup):
     filepath = '/tmp/mapnik-tiff-io-scanline.tiff'
     im = mapnik.Image(255, 267)
     im.fill(mapnik.Color('rgba(12,255,128,.5)'))
@@ -170,7 +178,7 @@ def test_tiff_round_trip_tiled():
 
 
 def test_tiff_rgb8_compare():
-    filepath1 = './test/data/tiff/ndvi_256x256_rgb8_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_rgb8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgb8.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff')
@@ -184,7 +192,7 @@ def test_tiff_rgb8_compare():
 
 
 def test_tiff_rgba8_compare_scanline():
-    filepath1 = './test/data/tiff/ndvi_256x256_rgba8_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_rgba8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgba8-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
@@ -198,7 +206,7 @@ def test_tiff_rgba8_compare_scanline():
 
 
 def test_tiff_rgba8_compare_stripped():
-    filepath1 = './test/data/tiff/ndvi_256x256_rgba8_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_rgba8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgba8-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
@@ -212,7 +220,7 @@ def test_tiff_rgba8_compare_stripped():
 
 
 def test_tiff_rgba8_compare_tiled():
-    filepath1 = './test/data/tiff/ndvi_256x256_rgba8_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_rgba8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-rgba8-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
@@ -226,7 +234,7 @@ def test_tiff_rgba8_compare_tiled():
 
 
 def test_tiff_gray8_compare_scanline():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray8_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray8-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
@@ -239,7 +247,7 @@ def test_tiff_gray8_compare_scanline():
     assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray8).tostring("tiff"))
 
 def test_tiff_gray8_compare_stripped():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray8_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray8-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
@@ -253,7 +261,7 @@ def test_tiff_gray8_compare_stripped():
 
 
 def test_tiff_gray8_compare_tiled():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray8_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray8_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray8-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
@@ -267,7 +275,7 @@ def test_tiff_gray8_compare_tiled():
 
 
 def test_tiff_gray16_compare_scanline():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray16_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray16_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray16-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
@@ -280,7 +288,7 @@ def test_tiff_gray16_compare_scanline():
     assert hashstr(im.tostring("tiff")) != hashstr(mapnik.Image(im.width(), im.height(), mapnik.ImageType.gray16).tostring("tiff"))
 
 def test_tiff_gray16_compare_stripped():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray16_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray16_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray16-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
@@ -294,7 +302,7 @@ def test_tiff_gray16_compare_stripped():
 
 
 def test_tiff_gray16_compare_tiled():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray16_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray16_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray16-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
@@ -308,7 +316,7 @@ def test_tiff_gray16_compare_tiled():
 
 
 def test_tiff_gray32f_compare_scanline():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray32f_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray32f_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray32f-scanline.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=scanline')
@@ -322,7 +330,7 @@ def test_tiff_gray32f_compare_scanline():
 
 
 def test_tiff_gray32f_compare_stripped():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray32f_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray32f_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray32f-stripped.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=stripped')
@@ -336,7 +344,7 @@ def test_tiff_gray32f_compare_stripped():
 
 
 def test_tiff_gray32f_compare_tiled():
-    filepath1 = './test/data/tiff/ndvi_256x256_gray32f_striped.tif'
+    filepath1 = '../data/tiff/ndvi_256x256_gray32f_striped.tif'
     filepath2 = '/tmp/mapnik-tiff-gray32f-tiled.tiff'
     im = mapnik.Image.open(filepath1)
     im.save(filepath2, 'tiff:method=tiled')
diff --git a/test/python_tests/introspection_test.py b/test/python_tests/introspection_test.py
index 215be7d3f..2986eb906 100644
--- a/test/python_tests/introspection_test.py
+++ b/test/python_tests/introspection_test.py
@@ -1,21 +1,32 @@
+import os
 import mapnik
+import pytest
 
-def test_introspect_symbolizers():
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+def test_introspect_symbolizers(setup):
     # create a symbolizer
     p = mapnik.PointSymbolizer()
-    p.file = "./test/data/images/dummy.png"
+    p.file = "../data/images/dummy.png"
     p.allow_overlap = True
     p.opacity = 0.5
 
     assert p.allow_overlap ==  True
     assert p.opacity ==  0.5
-    assert p.filename ==  './test/data/images/dummy.png'
+    assert p.filename ==  '../data/images/dummy.png'
 
     # make sure the defaults
     # are what we think they are
     assert p.allow_overlap ==  True
     assert p.opacity ==  0.5
-    assert p.filename ==  './test/data/images/dummy.png'
+    assert p.filename ==  '../data/images/dummy.png'
 
     # contruct objects to hold it
     r = mapnik.Rule()
@@ -43,4 +54,4 @@ def test_introspect_symbolizers():
 
     assert p2.allow_overlap ==  True
     assert p2.opacity ==  0.5
-    assert p2.filename ==  './test/data/images/dummy.png'
+    assert p2.filename ==  '../data/images/dummy.png'
diff --git a/test/python_tests/layer_buffer_size_test.py b/test/python_tests/layer_buffer_size_test.py
index 093fe7221..41f3528f9 100644
--- a/test/python_tests/layer_buffer_size_test.py
+++ b/test/python_tests/layer_buffer_size_test.py
@@ -1,22 +1,32 @@
+import os
 import mapnik
+import pytest
+
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 if 'sqlite' in mapnik.DatasourceCache.plugin_names():
 
     # the negative buffer on the layer should
     # override the postive map buffer leading
     # only one point to be rendered in the map
-    def test_layer_buffer_size_1():
+    def test_layer_buffer_size_1(setup):
         m = mapnik.Map(512, 512)
         assert m.buffer_size ==  0
-        mapnik.load_map(m, './test/data/good_maps/layer_buffer_size_reduction.xml')
+        mapnik.load_map(m, '../data/good_maps/layer_buffer_size_reduction.xml')
         assert m.buffer_size ==  256
         assert m.layers[0].buffer_size ==  -150
         m.zoom_all()
         im = mapnik.Image(m.width, m.height)
         mapnik.render(m, im)
         actual = '/tmp/mapnik-layer-buffer-size.png'
-        expected = './test/python_tests/images/support/mapnik-layer-buffer-size.png'
+        expected = 'images/support/mapnik-layer-buffer-size.png'
         im.save(actual, "png32")
         expected_im = mapnik.Image.open(expected)
-        assert im.tostring('png32') == expected_im.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'tests/python_tests/' + expected)
+        assert im.tostring('png32') == expected_im.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual,'tests/python_tests/' + expected)
diff --git a/test/python_tests/layer_modification_test.py b/test/python_tests/layer_modification_test.py
index 37ac73ed1..bf01d634c 100644
--- a/test/python_tests/layer_modification_test.py
+++ b/test/python_tests/layer_modification_test.py
@@ -1,6 +1,17 @@
+import os
 import mapnik
+import pytest
 
-def test_adding_datasource_to_layer():
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+def test_adding_datasource_to_layer(setup):
     map_string = '''<?xml version="1.0" encoding="utf-8"?>
 <Map>
 
@@ -10,7 +21,7 @@ def test_adding_datasource_to_layer():
         <!-- leave datasource empty -->
         <!--
         <Datasource>
-            <Parameter name="file">./test/data/shp/world_merc.shp</Parameter>
+            <Parameter name="file">../data/shp/world_merc.shp</Parameter>
             <Parameter name="type">shape</Parameter>
         </Datasource>
         -->
@@ -42,7 +53,7 @@ def test_adding_datasource_to_layer():
         assert lyr.srs ==  'epsg:4326'
 
         # now add a datasource one...
-        ds = mapnik.Shapefile(file='./test/data/shp/world_merc.shp')
+        ds = mapnik.Shapefile(file='../data/shp/world_merc.shp')
         m.layers[0].datasource = ds
 
         # now ensure it is attached
diff --git a/test/python_tests/load_map_test.py b/test/python_tests/load_map_test.py
index 85d23f8ac..d9e0c3345 100644
--- a/test/python_tests/load_map_test.py
+++ b/test/python_tests/load_map_test.py
@@ -1,12 +1,23 @@
-import glob
+import glob,os
 import mapnik
+import pytest
+
+from .utilities import execution_path
 
 default_logging_severity = mapnik.logger.get_severity()
 
-def teardown():
+@pytest.fixture(scope="module")
+def setup_and_teardown():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    # make the tests silent to suppress unsupported params from harfbuzz tests
+    # TODO: remove this after harfbuzz branch merges
+    mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
+    yield
     mapnik.logger.set_severity(default_logging_severity)
 
-def test_broken_files():
+def test_broken_files(setup_and_teardown):
     default_logging_severity = mapnik.logger.get_severity()
     mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
     broken_files = glob.glob("../data/broken_maps/*.xml")
diff --git a/test/python_tests/map_query_test.py b/test/python_tests/map_query_test.py
index 268f7fbf3..78b3da213 100644
--- a/test/python_tests/map_query_test.py
+++ b/test/python_tests/map_query_test.py
@@ -1,8 +1,17 @@
+import os
 import mapnik
 import pytest
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 # map has no layers
-def test_map_query_throw1():
+def test_map_query_throw1(setup):
     with pytest.raises(IndexError):
         m = mapnik.Map(256, 256)
         m.zoom_to_box(mapnik.Box2d(-1, -1, 0, 0))
@@ -25,20 +34,20 @@ def test_map_query_throw3():
     def test_map_query_throw4():
         with pytest.raises(RuntimeError):
             m = mapnik.Map(256, 256)
-            mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
+            mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
             m.query_point(0, 0, 0)
 
     # invalid coords in general (do not intersect)
     def test_map_query_throw5():
         with pytest.raises(RuntimeError):
             m = mapnik.Map(256, 256)
-            mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
+            mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
             m.zoom_all()
             m.query_point(0, 9999999999999999, 9999999999999999)
 
     def test_map_query_works1():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, './test/data/good_maps/wgs842merc_reprojection.xml')
+        mapnik.load_map(m, '../data/good_maps/wgs842merc_reprojection.xml')
         merc_bounds = mapnik.Box2d(-20037508.34, -
                                    20037508.34, 20037508.34, 20037508.34)
         m.maximum_extent = merc_bounds
@@ -50,7 +59,7 @@ def test_map_query_works1():
 
     def test_map_query_works2():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, './test/data/good_maps/merc2wgs84_reprojection.xml')
+        mapnik.load_map(m, '../data/good_maps/merc2wgs84_reprojection.xml')
         wgs84_bounds = mapnik.Box2d(-179.999999975, -
                                     85.0511287776, 179.999999975, 85.0511287776)
         m.maximum_extent = wgs84_bounds
@@ -69,7 +78,7 @@ def test_map_query_works2():
 
     def test_map_query_in_pixels_works1():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, './test/data/good_maps/wgs842merc_reprojection.xml')
+        mapnik.load_map(m, '../data/good_maps/wgs842merc_reprojection.xml')
         merc_bounds = mapnik.Box2d(-20037508.34, -
                                    20037508.34, 20037508.34, 20037508.34)
         m.maximum_extent = merc_bounds
@@ -80,7 +89,7 @@ def test_map_query_in_pixels_works1():
 
     def test_map_query_in_pixels_works2():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, './test/data/good_maps/merc2wgs84_reprojection.xml')
+        mapnik.load_map(m, '../data/good_maps/merc2wgs84_reprojection.xml')
         wgs84_bounds = mapnik.Box2d(-179.999999975, -
                                     85.0511287776, 179.999999975, 85.0511287776)
         m.maximum_extent = wgs84_bounds
diff --git a/test/python_tests/mapnik_test_data_test.py b/test/python_tests/mapnik_test_data_test.py
index c0efff684..a75306e74 100644
--- a/test/python_tests/mapnik_test_data_test.py
+++ b/test/python_tests/mapnik_test_data_test.py
@@ -1,29 +1,7 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-from __future__ import print_function
-
-import os
+import os
 from glob import glob
-
 import mapnik
 
-from .utilities import execution_path, run_all
-
-
-default_logging_severity = mapnik.logger.get_severity()
-
-
-def setup():
-    mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
-    # All of the paths used are relative, if we run the tests
-    # from another directory we need to chdir()
-    os.chdir(execution_path('.'))
-
-
-def teardown():
-    mapnik.logger.set_severity(default_logging_severity)
-
 plugin_mapping = {
     '.csv': ['csv'],
     '.json': ['geojson', 'ogr'],
@@ -55,7 +33,7 @@ def test_opening_data():
                 else:
                     for plugin in plugin_mapping[ext]:
                         kwargs = {'type': plugin, 'file': filepath}
-                        if plugin is 'ogr':
+                        if plugin == 'ogr':
                             kwargs['layer_by_index'] = 0
                         try:
                             mapnik.Datasource(**kwargs)
@@ -63,7 +41,3 @@ def test_opening_data():
                             print('could not open, %s: %s' % (kwargs, e))
             # else:
             #    print 'skipping opening %s' % filepath
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
diff --git a/test/python_tests/markers_complex_rendering_test.py b/test/python_tests/markers_complex_rendering_test.py
index 652c4ac22..bd1473cb1 100644
--- a/test/python_tests/markers_complex_rendering_test.py
+++ b/test/python_tests/markers_complex_rendering_test.py
@@ -1,35 +1,29 @@
-# coding=utf8
-import os
-
-from nose.tools import eq_
-
+import pytest
 import mapnik
+import os
+from .utilities import execution_path
 
-from .utilities import execution_path, run_all
-
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
 if 'csv' in mapnik.DatasourceCache.plugin_names():
-    def test_marker_ellipse_render1():
+    def test_marker_ellipse_render1(setup):
         m = mapnik.Map(256, 256)
         mapnik.load_map(m, '../data/good_maps/marker_ellipse_transform.xml')
         m.zoom_all()
         im = mapnik.Image(m.width, m.height)
         mapnik.render(m, im)
         actual = '/tmp/mapnik-marker-ellipse-render1.png'
-        expected = 'images/support/mapnik-marker-ellipse-render1.png'
+        expected = './images/support/mapnik-marker-ellipse-render1.png'
         im.save(actual, 'png32')
         if os.environ.get('UPDATE'):
             im.save(expected, 'png32')
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'test/python_tests/' + expected))
+        assert im.tostring('png32') == expected_im.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual, expected)
 
     def test_marker_ellipse_render2():
         m = mapnik.Map(256, 256)
@@ -38,16 +32,9 @@ def test_marker_ellipse_render2():
         im = mapnik.Image(m.width, m.height)
         mapnik.render(m, im)
         actual = '/tmp/mapnik-marker-ellipse-render2.png'
-        expected = 'images/support/mapnik-marker-ellipse-render2.png'
+        expected = './images/support/mapnik-marker-ellipse-render2.png'
         im.save(actual, 'png32')
         if os.environ.get('UPDATE'):
             im.save(expected, 'png32')
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'test/python_tests/' + expected))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert im.tostring('png32') == expected_im.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual, expected)
diff --git a/test/python_tests/multi_tile_raster_test.py b/test/python_tests/multi_tile_raster_test.py
index 5ec750dcd..facda1c57 100644
--- a/test/python_tests/multi_tile_raster_test.py
+++ b/test/python_tests/multi_tile_raster_test.py
@@ -1,11 +1,22 @@
+import os
 import mapnik
+import pytest
+from .utilities import execution_path
 
-def test_multi_tile_policy():
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+
+def test_multi_tile_policy(setup):
     srs = 'epsg:4326'
     lyr = mapnik.Layer('raster')
     if 'raster' in mapnik.DatasourceCache.plugin_names():
         lyr.datasource = mapnik.Raster(
-            file='./test/data/raster_tiles/${x}/${y}.tif',
+            file='../data/raster_tiles/${x}/${y}.tif',
             lox=-180,
             loy=-90,
             hix=180,
diff --git a/test/python_tests/object_test.py b/test/python_tests/object_test.py
index a972d416d..21699d45a 100644
--- a/test/python_tests/object_test.py
+++ b/test/python_tests/object_test.py
@@ -1,570 +1,275 @@
-# #!/usr/bin/env python
-# # -*- coding: utf-8 -*-
-
-# import os
-# from nose.tools import *
-# from utilities import execution_path, run_all
-# import tempfile
-
-# import mapnik
-
-# def setup():
-#     # All of the paths used are relative, if we run the tests
-#     # from another directory we need to chdir()
-#     os.chdir(execution_path('.'))
-
-# def test_debug_symbolizer():
-#     s = mapnik.DebugSymbolizer()
-#     eq_(s.mode,mapnik.debug_symbolizer_mode.collision)
-
-# def test_raster_symbolizer():
-#     s = mapnik.RasterSymbolizer()
-#     eq_(s.comp_op,mapnik.CompositeOp.src_over) # note: mode is deprecated
-#     eq_(s.scaling,mapnik.scaling_method.NEAR)
-#     eq_(s.opacity,1.0)
-#     eq_(s.colorizer,None)
-#     eq_(s.filter_factor,-1)
-#     eq_(s.mesh_size,16)
-#     eq_(s.premultiplied,None)
-#     s.premultiplied = True
-#     eq_(s.premultiplied,True)
-
-# def test_line_pattern():
-#     s = mapnik.LinePatternSymbolizer(mapnik.PathExpression('../data/images/dummy.png'))
-#     eq_(s.filename, '../data/images/dummy.png')
-#     eq_(s.smooth,0.0)
-#     eq_(s.transform,'')
-#     eq_(s.offset,0.0)
-#     eq_(s.comp_op,mapnik.CompositeOp.src_over)
-#     eq_(s.clip,True)
-
-# def test_line_symbolizer():
-#     s = mapnik.LineSymbolizer()
-#     eq_(s.rasterizer, mapnik.line_rasterizer.FULL)
-#     eq_(s.smooth,0.0)
-#     eq_(s.comp_op,mapnik.CompositeOp.src_over)
-#     eq_(s.clip,True)
-#     eq_(s.stroke.width, 1)
-#     eq_(s.stroke.opacity, 1)
-#     eq_(s.stroke.color, mapnik.Color('black'))
-#     eq_(s.stroke.line_cap, mapnik.line_cap.BUTT_CAP)
-#     eq_(s.stroke.line_join, mapnik.line_join.MITER_JOIN)
-
-#     l = mapnik.LineSymbolizer(mapnik.Color('blue'), 5.0)
-
-#     eq_(l.stroke.width, 5)
-#     eq_(l.stroke.opacity, 1)
-#     eq_(l.stroke.color, mapnik.Color('blue'))
-#     eq_(l.stroke.line_cap, mapnik.line_cap.BUTT_CAP)
-#     eq_(l.stroke.line_join, mapnik.line_join.MITER_JOIN)
-
-#     s = mapnik.Stroke(mapnik.Color('blue'), 5.0)
-#     l = mapnik.LineSymbolizer(s)
-
-#     eq_(l.stroke.width, 5)
-#     eq_(l.stroke.opacity, 1)
-#     eq_(l.stroke.color, mapnik.Color('blue'))
-#     eq_(l.stroke.line_cap, mapnik.line_cap.BUTT_CAP)
-#     eq_(l.stroke.line_join, mapnik.line_join.MITER_JOIN)
-
-# def test_line_symbolizer_stroke_reference():
-#     l = mapnik.LineSymbolizer(mapnik.Color('green'),0.1)
-#     l.stroke.add_dash(.1,.1)
-#     l.stroke.add_dash(.1,.1)
-#     eq_(l.stroke.get_dashes(), [(.1,.1),(.1,.1)])
-#     eq_(l.stroke.color,mapnik.Color('green'))
-#     eq_(l.stroke.opacity,1.0)
-#     assert_almost_equal(l.stroke.width,0.1)
-
-# # https://github.com/mapnik/mapnik/issues/1427
-# def test_stroke_dash_api():
-#     stroke = mapnik.Stroke()
-#     dashes = [(1.0,1.0)]
-#     stroke.dasharray = dashes
-#     eq_(stroke.dasharray, dashes)
-#     stroke.add_dash(.1,.1)
-#     dashes.append((.1,.1))
-#     eq_(stroke.dasharray, dashes)
-
-
-# def test_text_symbolizer():
-#     s = mapnik.TextSymbolizer()
-#     eq_(s.comp_op,mapnik.CompositeOp.src_over)
-#     eq_(s.clip,True)
-#     eq_(s.halo_rasterizer,mapnik.halo_rasterizer.FULL)
-
-#     # https://github.com/mapnik/mapnik/issues/1420
-#     eq_(s.text_transform, mapnik.text_transform.NONE)
-
-#     # old args required method
-#     ts = mapnik.TextSymbolizer(mapnik.Expression('[Field_Name]'), 'Font Name', 8, mapnik.Color('black'))
-# #    eq_(str(ts.name), str(mapnik2.Expression('[Field_Name]'))) name field is no longer supported
-#     eq_(ts.format.face_name, 'Font Name')
-#     eq_(ts.format.text_size, 8)
-#     eq_(ts.format.fill, mapnik.Color('black'))
-#     eq_(ts.properties.label_placement, mapnik.label_placement.POINT_PLACEMENT)
-#     eq_(ts.properties.horizontal_alignment, mapnik.horizontal_alignment.AUTO)
-
-# def test_shield_symbolizer_init():
-#     s = mapnik.ShieldSymbolizer(mapnik.Expression('[Field Name]'), 'DejaVu Sans Bold', 6, mapnik.Color('#000000'), mapnik.PathExpression('../data/images/dummy.png'))
-#     eq_(s.comp_op,mapnik.CompositeOp.src_over)
-#     eq_(s.clip,True)
-#     eq_(s.displacement, (0.0,0.0))
-#     eq_(s.allow_overlap, False)
-#     eq_(s.avoid_edges, False)
-#     eq_(s.character_spacing,0)
-#     #eq_(str(s.name), str(mapnik2.Expression('[Field Name]'))) name field is no longer supported
-#     eq_(s.face_name, 'DejaVu Sans Bold')
-#     eq_(s.allow_overlap, False)
-#     eq_(s.fill, mapnik.Color('#000000'))
-#     eq_(s.halo_fill, mapnik.Color('rgb(255,255,255)'))
-#     eq_(s.halo_radius, 0)
-#     eq_(s.label_placement, mapnik.label_placement.POINT_PLACEMENT)
-#     eq_(s.minimum_distance, 0.0)
-#     eq_(s.text_ratio, 0)
-#     eq_(s.text_size, 6)
-#     eq_(s.wrap_width, 0)
-#     eq_(s.vertical_alignment, mapnik.vertical_alignment.AUTO)
-#     eq_(s.label_spacing, 0)
-#     eq_(s.label_position_tolerance, 0)
-#     # 22.5 * M_PI/180.0 initialized by default
-#     assert_almost_equal(s.max_char_angle_delta, 0.39269908169872414)
-
-#     eq_(s.text_transform, mapnik.text_transform.NONE)
-#     eq_(s.line_spacing, 0)
-#     eq_(s.character_spacing, 0)
-
-#     # r1341
-#     eq_(s.wrap_before, False)
-#     eq_(s.horizontal_alignment, mapnik.horizontal_alignment.AUTO)
-#     eq_(s.justify_alignment, mapnik.justify_alignment.AUTO)
-#     eq_(s.opacity, 1.0)
-
-#     # r2300
-#     eq_(s.minimum_padding, 0.0)
-
-#     # was mixed with s.opacity
-#     eq_(s.text_opacity, 1.0)
-
-#     eq_(s.shield_displacement, (0.0,0.0))
-#     # TODO - the pattern in bindings seems to be to get/set
-#     # strings for PathExpressions... should we pass objects?
-#     eq_(s.filename, '../data/images/dummy.png')
-
-#     # 11c34b1: default transform list is empty, not identity matrix
-#     eq_(s.transform, '')
-
-#     eq_(s.fontset, None)
-
-# # ShieldSymbolizer missing image file
-# # images paths are now PathExpressions are evaluated at runtime
-# # so it does not make sense to throw...
-# #@raises(RuntimeError)
-# #def test_shieldsymbolizer_missing_image():
-# #    s = mapnik.ShieldSymbolizer(mapnik.Expression('[Field Name]'), 'DejaVu Sans Bold', 6, mapnik.Color('#000000'), mapnik.PathExpression('../#data/images/broken.png'))
-
-# def test_shield_symbolizer_modify():
-#     s = mapnik.ShieldSymbolizer(mapnik.Expression('[Field Name]'), 'DejaVu Sans Bold', 6, mapnik.Color('#000000'), mapnik.PathExpression('../data/images/dummy.png'))
-#     # transform expression
-#     def check_transform(expr, expect_str=None):
-#         s.transform = expr
-#         eq_(s.transform, expr if expect_str is None else expect_str)
-#     check_transform("matrix(1 2 3 4 5 6)", "matrix(1, 2, 3, 4, 5, 6)")
-#     check_transform("matrix(1, 2, 3, 4, 5, 6 +7)", "matrix(1, 2, 3, 4, 5, (6+7))")
-#     check_transform("rotate([a])")
-#     check_transform("rotate([a] -2)", "rotate(([a]-2))")
-#     check_transform("rotate([a] -2 -3)", "rotate([a], -2, -3)")
-#     check_transform("rotate([a] -2 -3 -4)", "rotate(((([a]-2)-3)-4))")
-#     check_transform("rotate([a] -2, 3, 4)", "rotate(([a]-2), 3, 4)")
-#     check_transform("translate([tx]) rotate([a])")
-#     check_transform("scale([sx], [sy]/2)")
-#     # TODO check expected failures
-
-# def test_point_symbolizer():
-#     p = mapnik.PointSymbolizer()
-#     eq_(p.filename,'')
-#     eq_(p.transform,'')
-#     eq_(p.opacity,1.0)
-#     eq_(p.allow_overlap,False)
-#     eq_(p.ignore_placement,False)
-#     eq_(p.comp_op,mapnik.CompositeOp.src_over)
-#     eq_(p.placement, mapnik.point_placement.CENTROID)
-
-#     p = mapnik.PointSymbolizer(mapnik.PathExpression("../data/images/dummy.png"))
-#     p.allow_overlap = True
-#     p.opacity = 0.5
-#     p.ignore_placement = True
-#     p.placement = mapnik.point_placement.INTERIOR
-#     eq_(p.allow_overlap, True)
-#     eq_(p.opacity, 0.5)
-#     eq_(p.filename,'../data/images/dummy.png')
-#     eq_(p.ignore_placement,True)
-#     eq_(p.placement, mapnik.point_placement.INTERIOR)
-
-# def test_markers_symbolizer():
-#     p = mapnik.MarkersSymbolizer()
-#     eq_(p.allow_overlap, False)
-#     eq_(p.opacity,1.0)
-#     eq_(p.fill_opacity,None)
-#     eq_(p.filename,'shape://ellipse')
-#     eq_(p.placement,mapnik.marker_placement.POINT_PLACEMENT)
-#     eq_(p.multi_policy,mapnik.marker_multi_policy.EACH)
-#     eq_(p.fill,None)
-#     eq_(p.ignore_placement,False)
-#     eq_(p.spacing,100)
-#     eq_(p.max_error,0.2)
-#     eq_(p.width,None)
-#     eq_(p.height,None)
-#     eq_(p.transform,'')
-#     eq_(p.clip,True)
-#     eq_(p.comp_op,mapnik.CompositeOp.src_over)
-
-
-#     p.width = mapnik.Expression('12')
-#     p.height = mapnik.Expression('12')
-#     eq_(str(p.width),'12')
-#     eq_(str(p.height),'12')
-
-#     p.width = mapnik.Expression('[field] + 2')
-#     p.height = mapnik.Expression('[field] + 2')
-#     eq_(str(p.width),'([field]+2)')
-#     eq_(str(p.height),'([field]+2)')
-
-#     stroke = mapnik.Stroke()
-#     stroke.color = mapnik.Color('black')
-#     stroke.width = 1.0
-
-#     p.stroke = stroke
-#     p.fill = mapnik.Color('white')
-#     p.allow_overlap = True
-#     p.opacity = 0.5
-#     p.fill_opacity = 0.5
-#     p.placement = mapnik.marker_placement.LINE_PLACEMENT
-#     p.multi_policy = mapnik.marker_multi_policy.WHOLE
-
-#     eq_(p.allow_overlap, True)
-#     eq_(p.opacity, 0.5)
-#     eq_(p.fill_opacity, 0.5)
-#     eq_(p.multi_policy,mapnik.marker_multi_policy.WHOLE)
-#     eq_(p.placement,mapnik.marker_placement.LINE_PLACEMENT)
-
-#     #https://github.com/mapnik/mapnik/issues/1285
-#     #https://github.com/mapnik/mapnik/issues/1427
-#     p.marker_type = 'arrow'
-#     eq_(p.marker_type,'shape://arrow')
-#     eq_(p.filename,'shape://arrow')
-
-
-# # PointSymbolizer missing image file
-# # images paths are now PathExpressions are evaluated at runtime
-# # so it does not make sense to throw...
-# #@raises(RuntimeError)
-# #def test_pointsymbolizer_missing_image():
-#  #   p = mapnik.PointSymbolizer(mapnik.PathExpression("../data/images/broken.png"))
-
-# def test_polygon_symbolizer():
-#     p = mapnik.PolygonSymbolizer()
-#     eq_(p.smooth,0.0)
-#     eq_(p.comp_op,mapnik.CompositeOp.src_over)
-#     eq_(p.clip,True)
-#     eq_(p.fill, mapnik.Color('gray'))
-#     eq_(p.fill_opacity, 1)
-
-#     p = mapnik.PolygonSymbolizer(mapnik.Color('blue'))
-
-#     eq_(p.fill, mapnik.Color('blue'))
-#     eq_(p.fill_opacity, 1)
-
-# def test_building_symbolizer_init():
-#     p = mapnik.BuildingSymbolizer()
-
-#     eq_(p.fill, mapnik.Color('gray'))
-#     eq_(p.fill_opacity, 1)
-#     eq_(p.height,None)
-
-# def test_group_symbolizer_init():
-#     s = mapnik.GroupSymbolizer()
-
-#     p = mapnik.GroupSymbolizerProperties()
-
-#     l = mapnik.PairLayout()
-#     l.item_margin = 5.0
-#     p.set_layout(l)
-
-#     r = mapnik.GroupRule(mapnik.Expression("[name%1]"))
-#     r.append(mapnik.PointSymbolizer())
-#     p.add_rule(r)
-#     s.symbolizer_properties = p
-
-#     eq_(s.comp_op,mapnik.CompositeOp.src_over)
-
-# def test_stroke_init():
-#     s = mapnik.Stroke()
-
-#     eq_(s.width, 1)
-#     eq_(s.opacity, 1)
-#     eq_(s.color, mapnik.Color('black'))
-#     eq_(s.line_cap, mapnik.line_cap.BUTT_CAP)
-#     eq_(s.line_join, mapnik.line_join.MITER_JOIN)
-#     eq_(s.gamma,1.0)
-
-#     s = mapnik.Stroke(mapnik.Color('blue'), 5.0)
-#     s.gamma = .5
-
-#     eq_(s.width, 5)
-#     eq_(s.opacity, 1)
-#     eq_(s.color, mapnik.Color('blue'))
-#     eq_(s.gamma, .5)
-#     eq_(s.line_cap, mapnik.line_cap.BUTT_CAP)
-#     eq_(s.line_join, mapnik.line_join.MITER_JOIN)
-
-# def test_stroke_dash_arrays():
-#     s = mapnik.Stroke()
-#     s.add_dash(1,2)
-#     s.add_dash(3,4)
-#     s.add_dash(5,6)
-
-#     eq_(s.get_dashes(), [(1,2),(3,4),(5,6)])
-
-# def test_map_init():
-#     m = mapnik.Map(256, 256)
-
-#     eq_(m.width, 256)
-#     eq_(m.height, 256)
-#     eq_(m.srs, 'epsg:4326')
-#     eq_(m.base, '')
-#     eq_(m.maximum_extent, None)
-#     eq_(m.background_image, None)
-#     eq_(m.background_image_comp_op, mapnik.CompositeOp.src_over)
-#     eq_(m.background_image_opacity, 1.0)
-
-#     m = mapnik.Map(256, 256, '+proj=latlong')
-#     eq_(m.srs, '+proj=latlong')
-
-# def test_map_style_access():
-#     m = mapnik.Map(256, 256)
-#     sty = mapnik.Style()
-#     m.append_style("style",sty)
-#     styles = list(m.styles)
-#     eq_(len(styles),1)
-#     eq_(styles[0][0],'style')
-#     # returns a copy so let's just check it is the right instance
-#     eq_(isinstance(styles[0][1],mapnik.Style),True)
-
-# def test_map_maximum_extent_modification():
-#     m = mapnik.Map(256, 256)
-#     eq_(m.maximum_extent, None)
-#     m.maximum_extent = mapnik.Box2d()
-#     eq_(m.maximum_extent, mapnik.Box2d())
-#     m.maximum_extent = None
-#     eq_(m.maximum_extent, None)
-
-# # Map initialization from string
-# def test_map_init_from_string():
-#     map_string = '''<Map background-color="steelblue" base="./" srs="epsg:4326">
-#      <Style name="My Style">
-#       <Rule>
-#        <PolygonSymbolizer fill="#f2eff9"/>
-#        <LineSymbolizer stroke="rgb(50%,50%,50%)" stroke-width="0.1"/>
-#       </Rule>
-#      </Style>
-#      <Layer name="boundaries">
-#       <StyleName>My Style</StyleName>
-#        <Datasource>
-#         <Parameter name="type">shape</Parameter>
-#         <Parameter name="file">../../demo/data/boundaries</Parameter>
-#        </Datasource>
-#       </Layer>
-#     </Map>'''
-
-#     m = mapnik.Map(600, 300)
-#     eq_(m.base, '')
-#     try:
-#         mapnik.load_map_from_string(m, map_string)
-#         eq_(m.base, './')
-#         mapnik.load_map_from_string(m, map_string, False, "") # this "" will have no effect
-#         eq_(m.base, './')
-
-#         tmp_dir = tempfile.gettempdir()
-#         try:
-#             mapnik.load_map_from_string(m, map_string, False, tmp_dir)
-#         except RuntimeError:
-#             pass # runtime error expected because shapefile path should be wrong and datasource will throw
-#         eq_(m.base, tmp_dir) # tmp_dir will be set despite the exception because load_map mostly worked
-#         m.base = 'foo'
-#         mapnik.load_map_from_string(m, map_string, True, ".")
-#         eq_(m.base, '.')
-#     except RuntimeError, e:
-#         # only test datasources that we have installed
-#         if not 'Could not create datasource' in str(e):
-#             raise RuntimeError(e)
+import os
+import tempfile
+import mapnik
+import pytest
+
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+def test_debug_symbolizer(setup):
+    s = mapnik.DebugSymbolizer()
+    s.mode = mapnik.debug_symbolizer_mode.collision
+    assert s.mode == mapnik.debug_symbolizer_mode.collision
+
+def test_raster_symbolizer():
+    s = mapnik.RasterSymbolizer()
+    s.comp_op = mapnik.CompositeOp.src_over
+    s.scaling = mapnik.scaling_method.NEAR
+    s.opacity = 1.0
+    s.mesh_size = 16
+
+    assert s.comp_op == mapnik.CompositeOp.src_over  # note: mode is deprecated
+    assert s.scaling == mapnik.scaling_method.NEAR
+    assert s.opacity == 1.0
+    assert s.colorizer == None
+    assert s.mesh_size == 16
+    assert s.premultiplied == None
+    s.premultiplied = True
+    assert s.premultiplied == True
+
+def test_line_pattern():
+    s = mapnik.LinePatternSymbolizer()
+    s.file = mapnik.PathExpression('../data/images/dummy.png')
+    assert str(s.file) ==  '../data/images/dummy.png'
+
+def test_map_init():
+    m = mapnik.Map(256, 256)
+    assert m.width ==  256
+    assert m.height ==  256
+    assert m.srs ==  'epsg:4326'
+    assert m.base ==  ''
+    assert m.maximum_extent ==  None
+    assert m.background_image ==  None
+    assert m.background_image_comp_op ==  mapnik.CompositeOp.src_over
+    assert m.background_image_opacity ==  1.0
+    m = mapnik.Map(256, 256, '+proj=latlong')
+    assert m.srs ==  '+proj=latlong'
+
+def test_map_style_access():
+    m = mapnik.Map(256, 256)
+    sty = mapnik.Style()
+    m.append_style("style",sty)
+    styles = list(m.styles)
+    assert len(styles) == 1
+    assert styles[0][0] == 'style'
+    # returns a copy so let's just check it is the right instance
+    assert isinstance(styles[0][1],mapnik.Style)
+
+def test_map_maximum_extent_modification():
+    m = mapnik.Map(256, 256)
+    assert m.maximum_extent ==  None
+    m.maximum_extent = mapnik.Box2d()
+    assert m.maximum_extent ==  mapnik.Box2d()
+    m.maximum_extent = None
+    assert m.maximum_extent ==  None
+
+# Map initialization from string
+def test_map_init_from_string():
+    map_string = '''<Map background-color="steelblue" base="./" srs="epsg:4326">
+     <Style name="My Style">
+      <Rule>
+       <PolygonSymbolizer fill="#f2eff9"/>
+       <LineSymbolizer stroke="rgb(50%,50%,50%)" stroke-width="0.1"/>
+      </Rule>
+     </Style>
+     <Layer name="boundaries">
+      <StyleName>My Style</StyleName>
+       <Datasource>
+        <Parameter name="type">shape</Parameter>
+        <Parameter name="file">../../demo/data/boundaries</Parameter>
+       </Datasource>
+      </Layer>
+    </Map>'''
+
+    m = mapnik.Map(600, 300)
+    assert m.base ==  ''
+    try:
+        mapnik.load_map_from_string(m, map_string)
+        assert m.base ==  './'
+        mapnik.load_map_from_string(m, map_string, False, "") # this "" will have no effect
+        assert m.base ==  './'
+
+        tmp_dir = tempfile.gettempdir()
+        try:
+            mapnik.load_map_from_string(m, map_string, False, tmp_dir)
+        except RuntimeError:
+            pass # runtime error expected because shapefile path should be wrong and datasource will throw
+        assert m.base ==  tmp_dir  # tmp_dir will be set despite the exception because load_map mostly worked
+        m.remove_all()
+        m.base = 'foo'
+        mapnik.load_map_from_string(m, map_string, True, ".")
+        assert m.base ==  '.'
+    except RuntimeError as e:
+        # only test datasources that we have installed
+        if not 'Could not create datasource' in str(e):
+            raise RuntimeError(e)
 
 # # Color initialization
-# @raises(Exception) # Boost.Python.ArgumentError
-# def test_color_init_errors():
-#     c = mapnik.Color()
+def test_color_init_errors():
+    with pytest.raises(Exception): # Boost.Python.ArgumentError
+        c = mapnik.Color()
 
-# @raises(RuntimeError)
-# def test_color_init_errors():
-#     c = mapnik.Color('foo') # mapnik config
+def test_color_init_errors():
+    with pytest.raises(RuntimeError):
+        c = mapnik.Color('foo') # mapnik config
 
-# def test_color_init():
-#     c = mapnik.Color('blue')
+def test_color_init():
+     c = mapnik.Color('blue')
+     assert c.a ==  255
+     assert c.r ==  0
+     assert c.g ==  0
+     assert c.b ==  255
 
-#     eq_(c.a, 255)
-#     eq_(c.r, 0)
-#     eq_(c.g, 0)
-#     eq_(c.b, 255)
+     assert c.to_hex_string() ==  '#0000ff'
 
-#     eq_(c.to_hex_string(), '#0000ff')
+     c = mapnik.Color('#f2eff9')
 
-#     c = mapnik.Color('#f2eff9')
+     assert c.a ==  255
+     assert c.r ==  242
+     assert c.g ==  239
+     assert c.b ==  249
 
-#     eq_(c.a, 255)
-#     eq_(c.r, 242)
-#     eq_(c.g, 239)
-#     eq_(c.b, 249)
+     assert c.to_hex_string() ==  '#f2eff9'
 
-#     eq_(c.to_hex_string(), '#f2eff9')
+     c = mapnik.Color('rgb(50%,50%,50%)')
 
-#     c = mapnik.Color('rgb(50%,50%,50%)')
+     assert c.a ==  255
+     assert c.r ==  128
+     assert c.g ==  128
+     assert c.b ==  128
 
-#     eq_(c.a, 255)
-#     eq_(c.r, 128)
-#     eq_(c.g, 128)
-#     eq_(c.b, 128)
+     assert c.to_hex_string() ==  '#808080'
 
-#     eq_(c.to_hex_string(), '#808080')
+     c = mapnik.Color(0, 64, 128)
 
-#     c = mapnik.Color(0, 64, 128)
+     assert c.a ==  255
+     assert c.r ==  0
+     assert c.g ==  64
+     assert c.b ==  128
 
-#     eq_(c.a, 255)
-#     eq_(c.r, 0)
-#     eq_(c.g, 64)
-#     eq_(c.b, 128)
+     assert c.to_hex_string() ==  '#004080'
 
-#     eq_(c.to_hex_string(), '#004080')
+     c = mapnik.Color(0, 64, 128, 192)
 
-#     c = mapnik.Color(0, 64, 128, 192)
+     assert c.a ==  192
+     assert c.r ==  0
+     assert c.g ==  64
+     assert c.b ==  128
 
-#     eq_(c.a, 192)
-#     eq_(c.r, 0)
-#     eq_(c.g, 64)
-#     eq_(c.b, 128)
+     assert c.to_hex_string() ==  '#004080c0'
 
-#     eq_(c.to_hex_string(), '#004080c0')
+def test_color_equality():
 
-# def test_color_equality():
+    c1 = mapnik.Color('blue')
+    c2 = mapnik.Color(0,0,255)
+    c3 = mapnik.Color('black')
 
-#     c1 = mapnik.Color('blue')
-#     c2 = mapnik.Color(0,0,255)
-#     c3 = mapnik.Color('black')
+    c3.r = 0
+    c3.g = 0
+    c3.b = 255
+    c3.a = 255
 
-#     c3.r = 0
-#     c3.g = 0
-#     c3.b = 255
-#     c3.a = 255
+    assert c1 ==  c2
+    assert c1 ==  c3
 
-#     eq_(c1, c2)
-#     eq_(c1, c3)
+    c1 = mapnik.Color(0, 64, 128)
+    c2 = mapnik.Color(0, 64, 128)
+    c3 = mapnik.Color(0, 0, 0)
 
-#     c1 = mapnik.Color(0, 64, 128)
-#     c2 = mapnik.Color(0, 64, 128)
-#     c3 = mapnik.Color(0, 0, 0)
+    c3.r = 0
+    c3.g = 64
+    c3.b = 128
 
-#     c3.r = 0
-#     c3.g = 64
-#     c3.b = 128
+    assert c1 ==  c2
+    assert c1 ==  c3
 
-#     eq_(c1, c2)
-#     eq_(c1, c3)
+    c1 = mapnik.Color(0, 64, 128, 192)
+    c2 = mapnik.Color(0, 64, 128, 192)
+    c3 = mapnik.Color(0, 0, 0, 255)
 
-#     c1 = mapnik.Color(0, 64, 128, 192)
-#     c2 = mapnik.Color(0, 64, 128, 192)
-#     c3 = mapnik.Color(0, 0, 0, 255)
+    c3.r = 0
+    c3.g = 64
+    c3.b = 128
+    c3.a = 192
 
-#     c3.r = 0
-#     c3.g = 64
-#     c3.b = 128
-#     c3.a = 192
+    assert c1 ==  c2
+    assert c1 ==  c3
 
-#     eq_(c1, c2)
-#     eq_(c1, c3)
+    c1 = mapnik.Color('rgb(50%,50%,50%)')
+    c2 = mapnik.Color(128, 128, 128, 255)
+    c3 = mapnik.Color('#808080')
+    c4 = mapnik.Color('gray')
 
-#     c1 = mapnik.Color('rgb(50%,50%,50%)')
-#     c2 = mapnik.Color(128, 128, 128, 255)
-#     c3 = mapnik.Color('#808080')
-#     c4 = mapnik.Color('gray')
+    assert c1 ==  c2
+    assert c1 ==  c3
+    assert c1 ==  c4
 
-#     eq_(c1, c2)
-#     eq_(c1, c3)
-#     eq_(c1, c4)
+    c1 = mapnik.Color('hsl(0, 100%, 50%)')   # red
+    c2 = mapnik.Color('hsl(120, 100%, 50%)') # lime
+    c3 = mapnik.Color('hsla(240, 100%, 50%, 0.5)') # semi-transparent solid blue
 
-#     c1 = mapnik.Color('hsl(0, 100%, 50%)')   # red
-#     c2 = mapnik.Color('hsl(120, 100%, 50%)') # lime
-# c3 = mapnik.Color('hsla(240, 100%, 50%, 0.5)') # semi-transparent solid
-# blue
+    assert c1 ==  mapnik.Color('red')
+    assert c2 ==  mapnik.Color('lime')
+    assert c3, mapnik.Color(0,0,255 == 128)
 
-#     eq_(c1, mapnik.Color('red'))
-#     eq_(c2, mapnik.Color('lime'))
-#     eq_(c3, mapnik.Color(0,0,255,128))
+def test_rule_init():
+    min_scale = 5
+    max_scale = 10
 
-# def test_rule_init():
-#     min_scale = 5
-#     max_scale = 10
+    r = mapnik.Rule()
 
-#     r = mapnik.Rule()
+    assert r.name ==  ''
+    assert r.min_scale ==  0
+    assert r.max_scale ==  float('inf')
+    assert r.has_else() ==  False
+    assert r.has_also() ==  False
 
-#     eq_(r.name, '')
-#     eq_(r.min_scale, 0)
-#     eq_(r.max_scale, float('inf'))
-#     eq_(r.has_else(), False)
-#     eq_(r.has_also(), False)
+    r = mapnik.Rule()
 
-#     r = mapnik.Rule()
+    r.set_else(True)
+    assert r.has_else() ==  True
+    assert r.has_also() ==  False
 
-#     r.set_else(True)
-#     eq_(r.has_else(), True)
-#     eq_(r.has_also(), False)
+    r = mapnik.Rule()
 
-#     r = mapnik.Rule()
+    r.set_also(True)
+    assert r.has_else() ==  False
+    assert r.has_also() ==  True
 
-#     r.set_also(True)
-#     eq_(r.has_else(), False)
-#     eq_(r.has_also(), True)
+    r = mapnik.Rule("Name")
 
-#     r = mapnik.Rule("Name")
+    assert r.name ==  'Name'
+    assert r.min_scale ==  0
+    assert r.max_scale ==  float('inf')
+    assert r.has_else() ==  False
+    assert r.has_also() ==  False
 
-#     eq_(r.name, 'Name')
-#     eq_(r.min_scale, 0)
-#     eq_(r.max_scale, float('inf'))
-#     eq_(r.has_else(), False)
-#     eq_(r.has_also(), False)
+    r = mapnik.Rule("Name")
 
-#     r = mapnik.Rule("Name")
+    assert r.name ==  'Name'
+    assert r.min_scale ==  0
+    assert r.max_scale ==  float('inf')
+    assert r.has_else() ==  False
+    assert r.has_also() ==  False
 
-#     eq_(r.name, 'Name')
-#     eq_(r.min_scale, 0)
-#     eq_(r.max_scale, float('inf'))
-#     eq_(r.has_else(), False)
-#     eq_(r.has_also(), False)
+    r = mapnik.Rule("Name", min_scale)
 
-#     r = mapnik.Rule("Name", min_scale)
+    assert r.name ==  'Name'
+    assert r.min_scale ==  min_scale
+    assert r.max_scale ==  float('inf')
+    assert r.has_else() ==  False
+    assert r.has_also() ==  False
 
-#     eq_(r.name, 'Name')
-#     eq_(r.min_scale, min_scale)
-#     eq_(r.max_scale, float('inf'))
-#     eq_(r.has_else(), False)
-#     eq_(r.has_also(), False)
+    r = mapnik.Rule("Name", min_scale, max_scale)
 
-#     r = mapnik.Rule("Name", min_scale, max_scale)
-
-#     eq_(r.name, 'Name')
-#     eq_(r.min_scale, min_scale)
-#     eq_(r.max_scale, max_scale)
-#     eq_(r.has_else(), False)
-#     eq_(r.has_also(), False)
-
-# if __name__ == "__main__":
-#     setup()
-#     run_all(eval(x) for x in dir() if x.startswith("test_"))
+    assert r.name ==  'Name'
+    assert r.min_scale ==  min_scale
+    assert r.max_scale ==  max_scale
+    assert r.has_else() ==  False
+    assert r.has_also() ==  False
diff --git a/test/python_tests/ogr_and_shape_geometries_test.py b/test/python_tests/ogr_and_shape_geometries_test.py
index 49644e9e8..20cb509ff 100644
--- a/test/python_tests/ogr_and_shape_geometries_test.py
+++ b/test/python_tests/ogr_and_shape_geometries_test.py
@@ -1,4 +1,14 @@
+import os
+import pytest
 import mapnik
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 try:
     import itertools.izip as zip
@@ -30,6 +40,6 @@ def ensure_geometries_are_interpreted_equivalently(filename):
             assert feat1.geometry.to_wkb(mapnik.wkbByteOrder.NDR) == feat2.geometry.to_wkb(mapnik.wkbByteOrder.NDR)
             assert feat1.geometry.to_wkb(mapnik.wkbByteOrder.XDR) == feat2.geometry.to_wkb(mapnik.wkbByteOrder.XDR)
 
-    def test_simple_polys():
+    def test_simple_polys(setup):
         ensure_geometries_are_interpreted_equivalently(
-            './test/data/shp/wkt_poly.shp')
+            '../data/shp/wkt_poly.shp')
diff --git a/test/python_tests/ogr_test.py b/test/python_tests/ogr_test.py
index b35f80f7e..a4ff7f2ef 100644
--- a/test/python_tests/ogr_test.py
+++ b/test/python_tests/ogr_test.py
@@ -1,3 +1,4 @@
+import os
 import mapnik
 import pytest
 
@@ -6,11 +7,20 @@
 except ImportError:
     import simplejson as json
 
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
 if 'ogr' in mapnik.DatasourceCache.plugin_names():
 
     # Shapefile initialization
-    def test_shapefile_init():
-        ds = mapnik.Ogr(file='./test/data/shp/boundaries.shp', layer_by_index=0)
+    def test_shapefile_init(setup):
+        ds = mapnik.Ogr(file='../data/shp/boundaries.shp', layer_by_index=0)
         e = ds.envelope()
         assert e.minx == pytest.approx(-11121.6896651, abs=1e-7)
         assert e.miny == pytest.approx(-724724.216526, abs=1e-6)
@@ -22,7 +32,7 @@ def test_shapefile_init():
 
     # Shapefile properties
     def test_shapefile_properties():
-        ds = mapnik.Ogr(file='./test/data/shp/boundaries.shp', layer_by_index=0)
+        ds = mapnik.Ogr(file='../data/shp/boundaries.shp', layer_by_index=0)
         f = list(ds.features_at_point(ds.envelope().center(), 0.001))[0]
         assert ds.geometry_type() ==  mapnik.DataGeometryType.Polygon
 
@@ -39,7 +49,7 @@ def test_shapefile_properties():
 
     def test_that_nonexistant_query_field_throws(**kwargs):
         with pytest.raises(RuntimeError):
-            ds = mapnik.Ogr(file='./test/data/shp/world_merc.shp', layer_by_index=0)
+            ds = mapnik.Ogr(file='../data/shp/world_merc.shp', layer_by_index=0)
             assert len(ds.fields()) ==  11
             assert ds.fields() == ['FIPS', 'ISO2', 'ISO3', 'UN', 'NAME',
                               'AREA', 'POP2005', 'REGION', 'SUBREGION', 'LON', 'LAT']
@@ -53,14 +63,14 @@ def test_that_nonexistant_query_field_throws(**kwargs):
 
     # disabled because OGR prints an annoying error: ERROR 1: Invalid Point object. Missing 'coordinates' member.
     # def test_handling_of_null_features():
-    #     ds = mapnik.Ogr(file='./test/data/json/null_feature.geojson',layer_by_index=0)
+    #     ds = mapnik.Ogr(file='../data/json/null_feature.geojson',layer_by_index=0)
     #     fs = ds.all_features()
     #     assert len(list(fs)) == 1
 
     # OGR plugin extent parameter
     def test_ogr_extent_parameter():
         ds = mapnik.Ogr(
-            file='./test/data/shp/world_merc.shp',
+            file='../data/shp/world_merc.shp',
             layer_by_index=0,
             extent='-1,-1,1,1')
         e = ds.envelope()
@@ -73,7 +83,7 @@ def test_ogr_extent_parameter():
         assert '+proj=merc' in meta['proj4']
 
     def test_ogr_reading_gpx_waypoint():
-        ds = mapnik.Ogr(file='./test/data/gpx/empty.gpx', layer='waypoints')
+        ds = mapnik.Ogr(file='../data/gpx/empty.gpx', layer='waypoints')
         e = ds.envelope()
         assert e.minx ==  -122
         assert e.miny ==  48
@@ -88,7 +98,7 @@ def test_ogr_empty_data_should_not_throw():
         mapnik.logger.set_severity(getattr(mapnik.severity_type, "None"))
         # use logger to silence expected warnings
         for layer in ['routes', 'tracks', 'route_points', 'track_points']:
-            ds = mapnik.Ogr(file='./test/data/gpx/empty.gpx', layer=layer)
+            ds = mapnik.Ogr(file='../data/gpx/empty.gpx', layer=layer)
             e = ds.envelope()
             assert e.minx ==  0
             assert e.miny ==  0
@@ -102,12 +112,12 @@ def test_ogr_empty_data_should_not_throw():
     # disabled because OGR prints an annoying error: ERROR 1: Invalid Point object. Missing 'coordinates' member.
     def test_handling_of_null_features():
         assert True
-        ds = mapnik.Ogr(file='./test/data/json/null_feature.geojson',layer_by_index=0)
+        ds = mapnik.Ogr(file='../data/json/null_feature.geojson',layer_by_index=0)
         fs = ds.all_features()
         assert len(list(fs)) == 1
 
     def test_geometry_type():
-        ds = mapnik.Ogr(file='./test/data/csv/wkt.csv', layer_by_index=0)
+        ds = mapnik.Ogr(file='../data/csv/wkt.csv', layer_by_index=0)
         e = ds.envelope()
         assert e.minx == pytest.approx(1.0, abs=1e-1)
         assert e.miny == pytest.approx(1.0, abs=1e-1)
diff --git a/test/python_tests/palette_test.py b/test/python_tests/palette_test.py
index 849a6c3f1..23a934e63 100644
--- a/test/python_tests/palette_test.py
+++ b/test/python_tests/palette_test.py
@@ -1,5 +1,14 @@
 import sys, os
 import mapnik
+import pytest
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 expected_64 = '[Palette 64 colors #494746 #c37631 #89827c #d1955c #7397b9 #fc9237 #a09f9c #fbc147 #9bb3ce #b7c9a1 #b5d29c #c4b9aa #cdc4a5 #d5c8a3 #c1d7aa #ccc4b6 #dbd19c #b2c4d5 #eae487 #c9c8c6 #e4db99 #c9dcb5 #dfd3ac #cbd2c2 #d6cdbc #dbd2b6 #c0ceda #ece597 #f7ef86 #d7d3c3 #dfcbc3 #d1d0cd #d1e2bf #d3dec1 #dbd3c4 #e6d8b6 #f4ef91 #d3d3cf #cad5de #ded7c9 #dfdbce #fcf993 #ffff8a #dbd9d7 #dbe7cd #d4dce2 #e4ded3 #ebe3c9 #e0e2e2 #f4edc3 #fdfcae #e9e5dc #f4edda #eeebe4 #fefdc5 #e7edf2 #edf4e5 #f2efe9 #f6ede7 #fefedd #f6f4f0 #f1f5f8 #fbfaf8 #ffffff]'
 
@@ -8,11 +17,11 @@
 expected_rgb = '[Palette 2 colors #ff00ff #ffffff]'
 
 
-def test_reading_palettes():
-    with open('./test/data/palettes/palette64.act', 'rb') as act:
+def test_reading_palettes(setup):
+    with open('../data/palettes/palette64.act', 'rb') as act:
         palette = mapnik.Palette(act.read(), 'act')
     assert palette.to_string() ==  expected_64
-    with open('./test/data/palettes/palette256.act', 'rb') as act:
+    with open('../data/palettes/palette256.act', 'rb') as act:
         palette = mapnik.Palette(act.read(), 'act')
     assert palette.to_string() ==  expected_256
     palette = mapnik.Palette(b'\xff\x00\xff\xff\xff\xff', 'rgb')
@@ -22,15 +31,15 @@ def test_reading_palettes():
 
     def test_render_with_palette():
         m = mapnik.Map(600, 400)
-        mapnik.load_map(m, './test/data/good_maps/agg_poly_gamma_map.xml')
+        mapnik.load_map(m, '../data/good_maps/agg_poly_gamma_map.xml')
         m.zoom_all()
         im = mapnik.Image(m.width, m.height)
         mapnik.render(m, im)
-        with open('./test/data/palettes/palette256.act', 'rb') as act:
+        with open('../data/palettes/palette256.act', 'rb') as act:
             palette = mapnik.Palette(act.read(), 'act')
         # test saving directly to filesystem
         im.save('/tmp/mapnik-palette-test.png', 'png', palette)
-        expected = './test/python_tests/images/support/mapnik-palette-test.png'
+        expected = 'images/support/mapnik-palette-test.png'
         if os.environ.get('UPDATE'):
             im.save(expected, "png", palette)
 
diff --git a/test/python_tests/pdf_printing_test.py b/test/python_tests/pdf_printing_test.py
index 83efcc880..3240231c0 100644
--- a/test/python_tests/pdf_printing_test.py
+++ b/test/python_tests/pdf_printing_test.py
@@ -1,5 +1,14 @@
 import mapnik
 import os
+import pytest
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 def make_map_from_xml(source_xml):
         m = mapnik.Map(100, 100)
@@ -21,15 +30,15 @@ def make_pdf(m, output_pdf, esri_wkt):
 if mapnik.has_pycairo():
         import mapnik.printing
 
-        def test_pdf_printing():
-                source_xml = './test/data/good_maps/marker-text-line.xml'.encode('utf-8')
+        def test_pdf_printing(setup):
+                source_xml = '../data/good_maps/marker-text-line.xml'.encode('utf-8')
                 m = make_map_from_xml(source_xml)
 
                 actual_pdf = "/tmp/pdf-printing-actual.pdf"
                 esri_wkt = 'GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]]'
                 make_pdf(m, actual_pdf, esri_wkt)
 
-                expected_pdf = './test/python_tests/images/pycairo/pdf-printing-expected.pdf'
+                expected_pdf = 'images/pycairo/pdf-printing-expected.pdf'
 
                 diff = abs(os.stat(expected_pdf).st_size - os.stat(actual_pdf).st_size)
                 msg = 'diff in size (%s) between actual (%s) and expected(%s)' % (diff, actual_pdf, 'tests/python_tests/' + expected_pdf)
diff --git a/test/python_tests/pgraster_test.py b/test/python_tests/pgraster_test.py
index 2bb438305..e7bb66139 100644
--- a/test/python_tests/pgraster_test.py
+++ b/test/python_tests/pgraster_test.py
@@ -1,5 +1,3 @@
-#!/usr/bin/env python
-
 import atexit
 import os
 import re
@@ -7,12 +5,9 @@
 import time
 from binascii import hexlify
 from subprocess import PIPE, Popen
-
-from nose.tools import assert_almost_equal, eq_
-
 import mapnik
-
-from .utilities import execution_path, run_all, side_by_side_image
+import pytest
+from .utilities import execution_path, side_by_side_image
 
 MAPNIK_TEST_DBNAME = 'mapnik-tmp-pgraster-test-db'
 POSTGIS_TEMPLATE_DBNAME = 'template_postgis'
@@ -23,7 +18,7 @@ def log(msg):
     if DEBUG_OUTPUT:
         print(msg)
 
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
@@ -825,15 +820,8 @@ def test_rgba_8bui_subquery():
 
     atexit.register(postgis_takedown)
 
-
 def enabled(tname):
     enabled = len(sys.argv) < 2 or tname in sys.argv
     if not enabled:
         print("Skipping " + tname + " as not explicitly enabled")
     return enabled
-
-if __name__ == "__main__":
-    setup()
-    fail = run_all(eval(x)
-                   for x in dir() if x.startswith("test_") and enabled(x))
-    exit(fail)
diff --git a/test/python_tests/png_encoding_test.py b/test/python_tests/png_encoding_test.py
index 92858b1a4..1b52983a9 100644
--- a/test/python_tests/png_encoding_test.py
+++ b/test/python_tests/png_encoding_test.py
@@ -8,6 +8,7 @@ def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
 if mapnik.has_png():
     tmp_dir = '/tmp/mapnik-png/'
diff --git a/test/python_tests/pngsuite_test.py b/test/python_tests/pngsuite_test.py
index 2f773578d..8c91e27ce 100644
--- a/test/python_tests/pngsuite_test.py
+++ b/test/python_tests/pngsuite_test.py
@@ -10,7 +10,7 @@ def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
-
+    yield
 
 def assert_broken_file(fname):
     with pytest.raises(RuntimeError):
diff --git a/test/python_tests/projection_test.py b/test/python_tests/projection_test.py
index 93e501e3d..1a6df09dd 100644
--- a/test/python_tests/projection_test.py
+++ b/test/python_tests/projection_test.py
@@ -1,25 +1,16 @@
-#!/usr/bin/env python
 import math
 import sys
-
-from nose.tools import assert_almost_equal, eq_
-
 import mapnik
+import pytest
 
-from .utilities import assert_box2d_almost_equal, run_all
-
-PYTHON3 = sys.version_info[0] == 3
-if PYTHON3:
-    xrange = range
+from .utilities import assert_box2d_almost_equal
 
 # Tests that exercise map projections.
 
-
 def test_normalizing_definition():
     p = mapnik.Projection('epsg:4326')
     expanded = p.expanded()
-    eq_('+proj=longlat' in expanded, True)
-
+    assert '+proj=longlat' in expanded
 
 # Trac Ticket #128
 def test_wgs84_inverse_forward():
@@ -31,29 +22,29 @@ def test_wgs84_inverse_forward():
     # It appears that the y component changes very slightly, is this OK?
     # so we test for 'almost equal float values'
 
-    assert_almost_equal(p.inverse(c).y, c.y)
-    assert_almost_equal(p.inverse(c).x, c.x)
+    assert p.inverse(c).y == pytest.approx(c.y)
+    assert p.inverse(c).x == pytest.approx(c.x)
 
-    assert_almost_equal(p.forward(c).y, c.y)
-    assert_almost_equal(p.forward(c).x, c.x)
+    assert p.forward(c).y == pytest.approx(c.y)
+    assert p.forward(c).x == pytest.approx(c.x)
 
-    assert_almost_equal(p.inverse(e).center().y, e.center().y)
-    assert_almost_equal(p.inverse(e).center().x, e.center().x)
+    assert p.inverse(e).center().y == pytest.approx(e.center().y)
+    assert p.inverse(e).center().x == pytest.approx(e.center().x)
 
-    assert_almost_equal(p.forward(e).center().y, e.center().y)
-    assert_almost_equal(p.forward(e).center().x, e.center().x)
+    assert p.forward(e).center().y == pytest.approx(e.center().y)
+    assert p.forward(e).center().x == pytest.approx(e.center().x)
 
-    assert_almost_equal(c.inverse(p).y, c.y)
-    assert_almost_equal(c.inverse(p).x, c.x)
+    assert c.inverse(p).y == pytest.approx(c.y)
+    assert c.inverse(p).x == pytest.approx(c.x)
 
-    assert_almost_equal(c.forward(p).y, c.y)
-    assert_almost_equal(c.forward(p).x, c.x)
+    assert c.forward(p).y == pytest.approx(c.y)
+    assert c.forward(p).x == pytest.approx(c.x)
 
-    assert_almost_equal(e.inverse(p).center().y, e.center().y)
-    assert_almost_equal(e.inverse(p).center().x, e.center().x)
+    assert e.inverse(p).center().y == pytest.approx(e.center().y)
+    assert e.inverse(p).center().x == pytest.approx(e.center().x)
 
-    assert_almost_equal(e.forward(p).center().y, e.center().y)
-    assert_almost_equal(e.forward(p).center().x, e.center().x)
+    assert e.forward(p).center().y == pytest.approx(e.center().y)
+    assert e.forward(p).center().x == pytest.approx(e.center().x)
 
 
 def wgs2merc(lon, lat):
@@ -99,33 +90,33 @@ def test_proj_transform_between_init_and_literal():
     dest = mapnik.Projection(merc)
     tr2 = mapnik.ProjTransform(src, dest)
     tr2b = mapnik.ProjTransform(dest, src)
-    for x in xrange(-180, 180, 10):
-        for y in xrange(-60, 60, 10):
+    for x in range(-180, 180, 10):
+        for y in range(-60, 60, 10):
             coord = mapnik.Coord(x, y)
             merc_coord1 = tr1.forward(coord)
             merc_coord2 = tr1b.backward(coord)
             merc_coord3 = tr2.forward(coord)
             merc_coord4 = tr2b.backward(coord)
-            eq_(math.fabs(merc_coord1.x - merc_coord1.x) < 1, True)
-            eq_(math.fabs(merc_coord1.x - merc_coord2.x) < 1, True)
-            eq_(math.fabs(merc_coord1.x - merc_coord3.x) < 1, True)
-            eq_(math.fabs(merc_coord1.x - merc_coord4.x) < 1, True)
-            eq_(math.fabs(merc_coord1.y - merc_coord1.y) < 1, True)
-            eq_(math.fabs(merc_coord1.y - merc_coord2.y) < 1, True)
-            eq_(math.fabs(merc_coord1.y - merc_coord3.y) < 1, True)
-            eq_(math.fabs(merc_coord1.y - merc_coord4.y) < 1, True)
+            assert math.fabs(merc_coord1.x - merc_coord1.x) < 1
+            assert math.fabs(merc_coord1.x - merc_coord2.x) < 1
+            assert math.fabs(merc_coord1.x - merc_coord3.x) < 1
+            assert math.fabs(merc_coord1.x - merc_coord4.x) < 1
+            assert math.fabs(merc_coord1.y - merc_coord1.y) < 1
+            assert math.fabs(merc_coord1.y - merc_coord2.y) < 1
+            assert math.fabs(merc_coord1.y - merc_coord3.y) < 1
+            assert math.fabs(merc_coord1.y - merc_coord4.y) < 1
             lon_lat_coord1 = tr1.backward(merc_coord1)
             lon_lat_coord2 = tr1b.forward(merc_coord2)
             lon_lat_coord3 = tr2.backward(merc_coord3)
             lon_lat_coord4 = tr2b.forward(merc_coord4)
-            eq_(math.fabs(coord.x - lon_lat_coord1.x) < 1, True)
-            eq_(math.fabs(coord.x - lon_lat_coord2.x) < 1, True)
-            eq_(math.fabs(coord.x - lon_lat_coord3.x) < 1, True)
-            eq_(math.fabs(coord.x - lon_lat_coord4.x) < 1, True)
-            eq_(math.fabs(coord.y - lon_lat_coord1.y) < 1, True)
-            eq_(math.fabs(coord.y - lon_lat_coord2.y) < 1, True)
-            eq_(math.fabs(coord.y - lon_lat_coord3.y) < 1, True)
-            eq_(math.fabs(coord.y - lon_lat_coord4.y) < 1, True)
+            assert math.fabs(coord.x - lon_lat_coord1.x) < 1
+            assert math.fabs(coord.x - lon_lat_coord2.x) < 1
+            assert math.fabs(coord.x - lon_lat_coord3.x) < 1
+            assert math.fabs(coord.x - lon_lat_coord4.x) < 1
+            assert math.fabs(coord.y - lon_lat_coord1.y) < 1
+            assert math.fabs(coord.y - lon_lat_coord2.y) < 1
+            assert math.fabs(coord.y - lon_lat_coord3.y) < 1
+            assert math.fabs(coord.y - lon_lat_coord4.y) < 1
 
 
 # Github Issue #2648
@@ -162,7 +153,3 @@ def test_proj_antimeridian_bbox():
     ext = mapnik.Box2d(274000, 3087000, 276000, 7173000)
     rev_ext = prj_trans_rev.backward(ext, PROJ_ENVELOPE_POINTS)
     assert_box2d_almost_equal(rev_ext, normal)
-
-
-if __name__ == "__main__":
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
diff --git a/test/python_tests/query_test.py b/test/python_tests/query_test.py
index d4298b665..8a0d58903 100644
--- a/test/python_tests/query_test.py
+++ b/test/python_tests/query_test.py
@@ -1,44 +1,33 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
 import os
-
-from nose.tools import assert_almost_equal, eq_, raises
-
 import mapnik
+import pytest
+from .utilities import execution_path
 
-from .utilities import execution_path, run_all
-
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
-
-def test_query_init():
+def test_query_init(setup):
     bbox = (-180, -90, 180, 90)
     query = mapnik.Query(mapnik.Box2d(*bbox))
     r = query.resolution
-    assert_almost_equal(r[0], 1.0, places=7)
-    assert_almost_equal(r[1], 1.0, places=7)
+    assert r[0] == pytest.approx(1.0, abs=1e-7)
+    assert r[1] == pytest.approx(1.0, abs=1e-7)
     # https://github.com/mapnik/mapnik/issues/1762
-    eq_(query.property_names, [])
+    assert query.property_names == []
     query.add_property_name('migurski')
-    eq_(query.property_names, ['migurski'])
+    assert query.property_names == ['migurski']
 
 # Converting *from* tuples *to* resolutions is not yet supported
 
-
-@raises(TypeError)
 def test_query_resolution():
-    bbox = (-180, -90, 180, 90)
-    init_res = (4.5, 6.7)
-    query = mapnik.Query(mapnik.Box2d(*bbox), init_res)
-    r = query.resolution
-    assert_almost_equal(r[0], init_res[0], places=7)
-    assert_almost_equal(r[1], init_res[1], places=7)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+    with pytest.raises(TypeError):
+        bbox = (-180, -90, 180, 90)
+        init_res = (4.5, 6.7)
+        query = mapnik.Query(mapnik.Box2d(*bbox), init_res)
+        r = query.resolution
+        assert r[0] == pytest.approx(init_res[0], abs=1e-7)
+        assert r[1] == pytest.approx(init_res[1], abs=1e-7)
diff --git a/test/python_tests/query_tolerance_test.py b/test/python_tests/query_tolerance_test.py
index b60611334..da2a1cf60 100644
--- a/test/python_tests/query_tolerance_test.py
+++ b/test/python_tests/query_tolerance_test.py
@@ -1,21 +1,17 @@
-#!/usr/bin/env python
-
 import os
-
-from nose.tools import eq_
-
 import mapnik
+import pytest
+from .utilities import execution_path
 
-from .utilities import execution_path, run_all
-
-
+@pytest.fixture
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
-    def test_query_tolerance():
+    def test_query_tolerance(setup):
         srs = 'epsg:4326'
         lyr = mapnik.Layer('test')
         ds = mapnik.Shapefile(file='../data/shp/arrows.shp')
@@ -29,20 +25,16 @@ def test_query_tolerance():
         _map_env = _map.envelope()
         tol = (_map_env.maxx - _map_env.minx) / _width * 3
         # 0.046875 for arrows.shp and zoom_all
-        eq_(tol, 0.046875)
+        assert tol == 0.046875
         # check point really exists
         x, y = 2.0, 4.0
         features = _map.query_point(0, x, y)
-        eq_(len(list(features)), 1)
+        assert len(list(features)) == 1
         # check inside tolerance limit
         x = 2.0 + tol * 0.9
         features = _map.query_point(0, x, y)
-        eq_(len(list(features)), 1)
+        assert len(list(features)) == 1
         # check outside tolerance limit
         x = 2.0 + tol * 1.1
         features = _map.query_point(0, x, y)
-        eq_(len(list(features)), 0)
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert len(list(features)) == 0
diff --git a/test/python_tests/raster_colorizer_test.py b/test/python_tests/raster_colorizer_test.py
index 8ae69822c..e9995a5fe 100644
--- a/test/python_tests/raster_colorizer_test.py
+++ b/test/python_tests/raster_colorizer_test.py
@@ -1,25 +1,19 @@
-# coding=utf8
 import os
 import sys
-
-from nose.tools import eq_
-
+import pytest
 import mapnik
 
-from .utilities import execution_path, run_all
-
-PYTHON3 = sys.version_info[0] == 3
-
+from .utilities import execution_path
 
+@pytest.fixture
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
 # test discrete colorizer mode
-
-
-def test_get_color_discrete():
+def test_get_color_discrete(setup):
     # setup
     colorizer = mapnik.RasterColorizer()
     colorizer.default_color = mapnik.Color(0, 0, 0, 0)
@@ -29,16 +23,16 @@ def test_get_color_discrete():
     colorizer.add_stop(20, mapnik.Color(200, 200, 200, 200))
 
     # should be default colour
-    eq_(colorizer.get_color(-50), mapnik.Color(0, 0, 0, 0))
-    eq_(colorizer.get_color(0), mapnik.Color(0, 0, 0, 0))
+    assert colorizer.get_color(-50) == mapnik.Color(0, 0, 0, 0)
+    assert colorizer.get_color(0) ==  mapnik.Color(0, 0, 0, 0)
 
     # now in stop 1
-    eq_(colorizer.get_color(10), mapnik.Color(100, 100, 100, 100))
-    eq_(colorizer.get_color(19), mapnik.Color(100, 100, 100, 100))
+    assert colorizer.get_color(10) == mapnik.Color(100, 100, 100, 100)
+    assert colorizer.get_color(19) == mapnik.Color(100, 100, 100, 100)
 
     # now in stop 2
-    eq_(colorizer.get_color(20), mapnik.Color(200, 200, 200, 200))
-    eq_(colorizer.get_color(1000), mapnik.Color(200, 200, 200, 200))
+    assert colorizer.get_color(20) == mapnik.Color(200, 200, 200, 200)
+    assert colorizer.get_color(1000) ==  mapnik.Color(200, 200, 200, 200)
 
 # test exact colorizer mode
 
@@ -53,15 +47,15 @@ def test_get_color_exact():
     colorizer.add_stop(20, mapnik.Color(200, 200, 200, 200))
 
     # should be default colour
-    eq_(colorizer.get_color(-50), mapnik.Color(0, 0, 0, 0))
-    eq_(colorizer.get_color(11), mapnik.Color(0, 0, 0, 0))
-    eq_(colorizer.get_color(20.001), mapnik.Color(0, 0, 0, 0))
+    assert colorizer.get_color(-50) == mapnik.Color(0, 0, 0, 0)
+    assert colorizer.get_color(11) == mapnik.Color(0, 0, 0, 0)
+    assert colorizer.get_color(20.001) == mapnik.Color(0, 0, 0, 0)
 
     # should be stop 1
-    eq_(colorizer.get_color(10), mapnik.Color(100, 100, 100, 100))
+    assert colorizer.get_color(10) == mapnik.Color(100, 100, 100, 100)
 
     # should be stop 2
-    eq_(colorizer.get_color(20), mapnik.Color(200, 200, 200, 200))
+    assert colorizer.get_color(20) == mapnik.Color(200, 200, 200, 200)
 
 # test linear colorizer mode
 
@@ -76,20 +70,20 @@ def test_get_color_linear():
     colorizer.add_stop(20, mapnik.Color(200, 200, 200, 200))
 
     # should be default colour
-    eq_(colorizer.get_color(-50), mapnik.Color(0, 0, 0, 0))
-    eq_(colorizer.get_color(9.9), mapnik.Color(0, 0, 0, 0))
+    assert colorizer.get_color(-50) == mapnik.Color(0, 0, 0, 0)
+    assert colorizer.get_color(9.9) == mapnik.Color(0, 0, 0, 0)
 
     # should be stop 1
-    eq_(colorizer.get_color(10), mapnik.Color(100, 100, 100, 100))
+    assert colorizer.get_color(10) == mapnik.Color(100, 100, 100, 100)
 
     # should be stop 2
-    eq_(colorizer.get_color(20), mapnik.Color(200, 200, 200, 200))
+    assert colorizer.get_color(20) == mapnik.Color(200, 200, 200, 200)
 
     # half way between stops 1 and 2
-    eq_(colorizer.get_color(15), mapnik.Color(150, 150, 150, 150))
+    assert colorizer.get_color(15) ==  mapnik.Color(150, 150, 150, 150)
 
     # after stop 2
-    eq_(colorizer.get_color(100), mapnik.Color(200, 200, 200, 200))
+    assert colorizer.get_color(100) ==  mapnik.Color(200, 200, 200, 200)
 
 
 def test_stop_label():
@@ -97,11 +91,5 @@ def test_stop_label():
         1, mapnik.COLORIZER_LINEAR, mapnik.Color('red'))
     assert not stop.label
     label = u"32º C"
-    if not PYTHON3:
-        label = label.encode('utf8')
     stop.label = label
     assert stop.label == label, stop.label
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
diff --git a/test/python_tests/raster_symbolizer_test.py b/test/python_tests/raster_symbolizer_test.py
index 0a0beb45f..9dc6610ed 100644
--- a/test/python_tests/raster_symbolizer_test.py
+++ b/test/python_tests/raster_symbolizer_test.py
@@ -1,21 +1,16 @@
-#!/usr/bin/env python
-
 import os
-
-from nose.tools import eq_
-
 import mapnik
+import pytest
+from .utilities import execution_path, get_unique_colors
 
-from .utilities import execution_path, get_unique_colors, run_all
-
-
+@pytest.fixture
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
-
-def test_dataraster_coloring():
+def test_dataraster_coloring(setup):
     srs = 'epsg:32630'
     lyr = mapnik.Layer('dataraster')
     if 'gdal' in mapnik.DatasourceCache.plugin_names():
@@ -65,10 +60,8 @@ def test_dataraster_coloring():
             im.save(expected_file, 'png32')
         actual = mapnik.Image.open(actual_file)
         expected = mapnik.Image.open(expected_file)
-        eq_(actual.tostring('png32'),
-            expected.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual_file,
-                                                                expected_file))
+        assert actual.tostring('png32') == expected.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual_file,
+                                                                                                                          expected_file)
 
 
 def test_dataraster_query_point():
@@ -153,7 +146,7 @@ def test_raster_with_alpha_blends_correctly_with_background():
         mapnik.render(map, mim)
         mim.tostring()
         # All white is expected
-        eq_(get_unique_colors(mim), ['rgba(254,254,254,255)'])
+        assert get_unique_colors(mim) == ['rgba(254,254,254,255)']
 
 
 def test_raster_warping():
@@ -191,10 +184,8 @@ def test_raster_warping():
             im.save(expected_file, 'png32')
         actual = mapnik.Image.open(actual_file)
         expected = mapnik.Image.open(expected_file)
-        eq_(actual.tostring('png32'),
-            expected.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual_file,
-                                                                expected_file))
+        assert actual.tostring('png32') == expected.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual_file,
+                                                                                                                           expected_file)
 
 
 def test_raster_warping_does_not_overclip_source():
@@ -229,11 +220,5 @@ def test_raster_warping_does_not_overclip_source():
             im.save(expected_file, 'png32')
         actual = mapnik.Image.open(actual_file)
         expected = mapnik.Image.open(expected_file)
-        eq_(actual.tostring('png32'),
-            expected.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual_file,
-                                                                expected_file))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert actual.tostring('png32') == expected.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual_file,
+                                                                                                                           expected_file)
diff --git a/test/python_tests/rasterlite_test.py b/test/python_tests/rasterlite_test.py
index 284def855..015df2e71 100644
--- a/test/python_tests/rasterlite_test.py
+++ b/test/python_tests/rasterlite_test.py
@@ -1,19 +1,15 @@
-#!/usr/bin/env python
-
 import os
-
-from nose.tools import assert_almost_equal, eq_
-
 import mapnik
+import pytest
 
-from .utilities import execution_path, run_all
-
+from .utilities import execution_path
 
+@pytest.fixture
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
-
+    yield
 
 if 'rasterlite' in mapnik.DatasourceCache.plugin_names():
 
@@ -24,19 +20,15 @@ def test_rasterlite():
         )
         e = ds.envelope()
 
-        assert_almost_equal(e.minx, -180, places=5)
-        assert_almost_equal(e.miny, -90, places=5)
-        assert_almost_equal(e.maxx, 180, places=5)
-        assert_almost_equal(e.maxy, 90, places=5)
-        eq_(len(ds.fields()), 0)
+        assert e.minx == pytest.approx(-180,abs=1e-5)
+        assert e.miny == pytest.approx(-90, abs=1e-5)
+        assert e.maxx == pytest.approx(180, abs=1e-5)
+        assert e.maxy == pytest.approx( 90, abs=1e-5)
+        assert len(ds.fields()) == 0
         query = mapnik.Query(ds.envelope())
         for fld in ds.fields():
             query.add_property_name(fld)
         fs = ds.features(query)
         feat = fs.next()
-        eq_(feat.id(), 1)
-        eq_(feat.attributes, {})
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert feat.id() == 1
+        assert feat.attributes == {}
diff --git a/test/python_tests/render_grid_test.py b/test/python_tests/render_grid_test.py
index c5f0cf8da..bfd70eb80 100644
--- a/test/python_tests/render_grid_test.py
+++ b/test/python_tests/render_grid_test.py
@@ -1,7 +1,17 @@
+import os
 import mapnik
 import json
 import pytest
 
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
 if mapnik.has_grid_renderer():
     def show_grids(name, g1, g2):
         g1_file = '/tmp/mapnik-%s-actual.json' % name
@@ -351,7 +361,7 @@ def create_grid_map(width, height, sym):
         m.layers.append(lyr)
         return m
 
-    def test_render_grid():
+    def test_render_grid(setup):
         """ test render_grid method"""
         width, height = 256, 256
         sym = mapnik.MarkersSymbolizer()
@@ -920,7 +930,7 @@ def test_line_rendering():
     def test_point_symbolizer_grid():
         width, height = 256, 256
         sym = mapnik.PointSymbolizer()
-        sym.file = './test/data/images/dummy.png'
+        sym.file = '../data/images/dummy.png'
         m = create_grid_map(width, height, sym)
         ul_lonlat = mapnik.Coord(142.30, -38.20)
         lr_lonlat = mapnik.Coord(143.40, -38.80)
diff --git a/test/python_tests/render_test.py b/test/python_tests/render_test.py
index a9da8bdf9..c5d44901d 100644
--- a/test/python_tests/render_test.py
+++ b/test/python_tests/render_test.py
@@ -2,8 +2,16 @@
 import tempfile
 import mapnik
 import pytest
+from .utilities import execution_path
 
-def test_simplest_render():
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
+def test_simplest_render(setup):
     m = mapnik.Map(256, 256)
     im = mapnik.Image(m.width, m.height)
     assert not im.painted()
@@ -105,11 +113,11 @@ def get_paired_images(w, h, mapfile):
 def test_render_from_serialization():
     try:
         im, im2 = get_paired_images(
-            100, 100, './test/data/good_maps/building_symbolizer.xml')
+            100, 100, '../data/good_maps/building_symbolizer.xml')
         assert im.tostring('png32') ==  im2.tostring('png32')
 
         im, im2 = get_paired_images(
-            100, 100, './test/data/good_maps/polygon_symbolizer.xml')
+            100, 100, '../data/good_maps/polygon_symbolizer.xml')
         assert im.tostring('png32') ==  im2.tostring('png32')
     except RuntimeError as e:
         # only test datasources that we have installed
@@ -204,7 +212,7 @@ def test_render_with_detector():
     m.zoom_to_box(mapnik.Box2d(-180, -85, 180, 85))
     im = mapnik.Image(256, 256)
     mapnik.render(m, im)
-    expected_file = './test/python_tests/images/support/marker-in-center.png'
+    expected_file = 'images/support/marker-in-center.png'
     actual_file = '/tmp/' + os.path.basename(expected_file)
     # im.save(expected_file,'png8')
     im.save(actual_file, 'png8')
@@ -221,7 +229,7 @@ def test_render_with_detector():
     assert detector.boxes() ==  [detector.extent()]
     im2 = mapnik.Image(256, 256)
     mapnik.render_with_detector(m, im2, detector)
-    expected_file_collision = './test/python_tests/images/support/marker-in-center-not-placed.png'
+    expected_file_collision = 'images/support/marker-in-center-not-placed.png'
     # im2.save(expected_file_collision,'png8')
     actual_file = '/tmp/' + os.path.basename(expected_file_collision)
     im2.save(actual_file, 'png8')
@@ -231,13 +239,13 @@ def test_render_with_detector():
 
     def test_render_with_scale_factor():
         m = mapnik.Map(256, 256)
-        mapnik.load_map(m, './test/data/good_maps/marker-text-line.xml')
+        mapnik.load_map(m, '../data/good_maps/marker-text-line.xml')
         m.zoom_all()
         sizes = [.00001, .005, .1, .899, 1, 1.5, 2, 5, 10, 100]
         for size in sizes:
             im = mapnik.Image(256, 256)
             mapnik.render(m, im, size)
-            expected_file = './test/python_tests/images/support/marker-text-line-scale-factor-%s.png' % size
+            expected_file = 'images/support/marker-text-line-scale-factor-%s.png' % size
             actual_file = '/tmp/' + os.path.basename(expected_file)
             im.save(actual_file, 'png32')
             if os.environ.get('UPDATE'):
diff --git a/test/python_tests/reprojection_test.py b/test/python_tests/reprojection_test.py
index 50236b841..8739ad8bd 100644
--- a/test/python_tests/reprojection_test.py
+++ b/test/python_tests/reprojection_test.py
@@ -1,22 +1,18 @@
-# coding=utf8
 import os
-
-from nose.tools import eq_
-
 import mapnik
+import pytest
+from .utilities import execution_path
 
-from .utilities import execution_path, run_all
-
-
+@pytest.fixture(scope="module")
 def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
     os.chdir(execution_path('.'))
+    yield
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
 
-    #@raises(RuntimeError)
-    def test_zoom_all_will_fail():
+    def test_zoom_all_will_fail(setup):
         m = mapnik.Map(512, 512)
         mapnik.load_map(m, '../data/good_maps/wgs842merc_reprojection.xml')
         m.zoom_all()
@@ -30,13 +26,13 @@ def test_zoom_all_will_work_with_max_extent():
         m.zoom_all()
         # note - fixAspectRatio is being called, then re-clipping to maxextent
         # which makes this hard to predict
-        # eq_(m.envelope(),merc_bounds)
+        # assert m.envelope() ==merc_bounds
 
         #m = mapnik.Map(512,512)
         # mapnik.load_map(m,'../data/good_maps/wgs842merc_reprojection.xml')
         #merc_bounds = mapnik.Box2d(-20037508.34,-20037508.34,20037508.34,20037508.34)
         # m.zoom_to_box(merc_bounds)
-        # eq_(m.envelope(),merc_bounds)
+        # assert m.envelope() ==merc_bounds
 
     def test_visual_zoom_all_rendering1():
         m = mapnik.Map(512, 512)
@@ -51,10 +47,8 @@ def test_visual_zoom_all_rendering1():
         expected = 'images/support/mapnik-wgs842merc-reprojection-render.png'
         im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'test/python_tests/' + expected))
+        assert im.tostring('png32') == expected_im.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual,
+                                                                                                                          'test/python_tests/' + expected)
 
     def test_visual_zoom_all_rendering2():
         m = mapnik.Map(512, 512)
@@ -66,10 +60,8 @@ def test_visual_zoom_all_rendering2():
         expected = 'images/support/mapnik-merc2wgs84-reprojection-render.png'
         im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'test/python_tests/' + expected))
+        assert im.tostring('png32') == expected_im.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual,
+                                                                                                                         'test/python_tests/' + expected)
 
     # maximum-extent read from map.xml
     def test_visual_zoom_all_rendering3():
@@ -82,10 +74,8 @@ def test_visual_zoom_all_rendering3():
         expected = 'images/support/mapnik-merc2merc-reprojection-render1.png'
         im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'test/python_tests/' + expected))
+        assert im.tostring('png32') == expected_im.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual,
+                                                                                                                          'test/python_tests/' + expected)
 
     # no maximum-extent
     def test_visual_zoom_all_rendering4():
@@ -99,11 +89,4 @@ def test_visual_zoom_all_rendering4():
         expected = 'images/support/mapnik-merc2merc-reprojection-render2.png'
         im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        eq_(im.tostring('png32'),
-            expected_im.tostring('png32'),
-            'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                'test/python_tests/' + expected))
-
-if __name__ == "__main__":
-    setup()
-    exit(run_all(eval(x) for x in dir() if x.startswith("test_")))
+        assert im.tostring('png32') == expected_im.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual, 'test/python_tests/' + expected)
diff --git a/test/python_tests/shapefile_test.py b/test/python_tests/shapefile_test.py
index b0fdc91f4..ff5a0c21e 100644
--- a/test/python_tests/shapefile_test.py
+++ b/test/python_tests/shapefile_test.py
@@ -1,14 +1,21 @@
+import os
 import mapnik
 import pytest
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
 
 if 'shape' in mapnik.DatasourceCache.plugin_names():
 
     # Shapefile initialization
-    def test_shapefile_init():
-        s = mapnik.Shapefile(file='./test/data/shp/boundaries')
-
+    def test_shapefile_init(setup):
+        s = mapnik.Shapefile(file='../data/shp/boundaries')
         e = s.envelope()
-
         assert e.minx == pytest.approx(-11121.6896651, abs=1e-07)
         assert e.miny == pytest.approx( -724724.216526, abs=1e-6)
         assert e.maxx == pytest.approx( 2463000.67866, abs=1e-5)
@@ -16,7 +23,7 @@ def test_shapefile_init():
 
     # Shapefile properties
     def test_shapefile_properties():
-        s = mapnik.Shapefile(file='./test/data/shp/boundaries', encoding='latin1')
+        s = mapnik.Shapefile(file='../data/shp/boundaries', encoding='latin1')
         f = list(s.features_at_point(s.envelope().center()))[0]
 
         assert f['CGNS_FID'] ==  u'6f733341ba2011d892e2080020a0f4c9'
@@ -31,7 +38,7 @@ def test_shapefile_properties():
 
 
     def test_that_nonexistant_query_field_throws(**kwargs):
-        ds = mapnik.Shapefile(file='./test/data/shp/world_merc')
+        ds = mapnik.Shapefile(file='../data/shp/world_merc')
         assert len(ds.fields()) ==  11
         assert ds.fields() == ['FIPS', 'ISO2', 'ISO3', 'UN', 'NAME',
                                'AREA', 'POP2005', 'REGION', 'SUBREGION', 'LON', 'LAT']
@@ -45,7 +52,7 @@ def test_that_nonexistant_query_field_throws(**kwargs):
                 ds.features(query)
 
     def test_dbf_logical_field_is_boolean():
-        ds = mapnik.Shapefile(file='./test/data/shp/long_lat')
+        ds = mapnik.Shapefile(file='../data/shp/long_lat')
         assert len(ds.fields()) ==  7
         assert ds.fields() == ['LONG', 'LAT', 'LOGICAL_TR', 'LOGICAL_FA', 'CHARACTER', 'NUMERIC', 'DATE']
         assert ds.field_types() == ['str', 'str', 'bool', 'bool', 'str', 'float', 'str']
@@ -64,7 +71,7 @@ def test_dbf_logical_field_is_boolean():
 
     # created by hand in qgis 1.8.0
     def test_shapefile_point2d_from_qgis():
-        ds = mapnik.Shapefile(file='./test/data/shp/points/qgis.shp')
+        ds = mapnik.Shapefile(file='../data/shp/points/qgis.shp')
         assert len(ds.fields()) ==  2
         assert ds.fields(), ['id' ==  'name']
         assert ds.field_types(), ['int' ==  'str']
@@ -73,14 +80,14 @@ def test_shapefile_point2d_from_qgis():
     # ogr2ogr tests/data/shp/3dpoint/ogr_zfield.shp
     # tests/data/shp/3dpoint/qgis.shp -zfield id
     def test_shapefile_point_z_from_qgis():
-        ds = mapnik.Shapefile(file='./test/data/shp/points/ogr_zfield.shp')
+        ds = mapnik.Shapefile(file='../data/shp/points/ogr_zfield.shp')
         assert len(ds.fields()) ==  2
         assert ds.fields(), ['id' ==  'name']
         assert ds.field_types(), ['int' ==  'str']
         assert len(list(ds.all_features())) ==  3
 
     def test_shapefile_multipoint_from_qgis():
-        ds = mapnik.Shapefile(file='./test/data/shp/points/qgis_multi.shp')
+        ds = mapnik.Shapefile(file='../data/shp/points/qgis_multi.shp')
         assert len(ds.fields()) ==  2
         assert ds.fields(), ['id' ==  'name']
         assert ds.field_types(), ['int' ==  'str']
@@ -88,7 +95,7 @@ def test_shapefile_multipoint_from_qgis():
 
     # pointzm from arcinfo
     def test_shapefile_point_zm_from_arcgis():
-        ds = mapnik.Shapefile(file='./test/data/shp/points/poi.shp')
+        ds = mapnik.Shapefile(file='../data/shp/points/poi.shp')
         assert len(ds.fields()) ==  7
         assert ds.fields() == ['interst_id',
                                'state_d',
@@ -102,7 +109,7 @@ def test_shapefile_point_zm_from_arcgis():
 
     # copy of the above with ogr2ogr that makes m record 14 instead of 18
     def test_shapefile_point_zm_from_ogr():
-        ds = mapnik.Shapefile(file='./test/data/shp/points/poi_ogr.shp')
+        ds = mapnik.Shapefile(file='../data/shp/points/poi_ogr.shp')
         assert len(ds.fields()) ==  7
         assert ds.fields(),['interst_id',
                             'state_d',
diff --git a/test/python_tests/topojson_plugin_test.py b/test/python_tests/topojson_plugin_test.py
index 575e9748b..ec92c696c 100644
--- a/test/python_tests/topojson_plugin_test.py
+++ b/test/python_tests/topojson_plugin_test.py
@@ -1,29 +1,24 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-#from __future__ import absolute_import, print_function
-
-#from nose.tools import assert_almost_equal, eq_
-
 import mapnik
 import pytest
-#import os
+import os
 
-#from .utilities import execution_path, run_all
+from .utilities import execution_path
 
-#def setup():
+@pytest.fixture(scope="module")
+def setup():
     # All of the paths used are relative, if we run the tests
     # from another directory we need to chdir()
-#    os.chdir(execution_path('.'))
+    os.chdir(execution_path('.'))
+    yield
 
 if 'topojson' in mapnik.DatasourceCache.plugin_names():
 
-    def test_topojson_init():
+    def test_topojson_init(setup):
         # topojson tests/data/json/escaped.geojson -o tests/data/topojson/escaped.topojson --properties
         # topojson version 1.4.2
         ds = mapnik.Datasource(
             type='topojson',
-            file='./test/data/topojson/escaped.topojson')
+            file='../data/topojson/escaped.topojson')
         e = ds.envelope()
         assert e.minx == pytest.approx(-81.705583, 1e-7)
         assert e.miny == pytest.approx( 41.480573, 1e-6)
@@ -33,7 +28,7 @@ def test_topojson_init():
     def test_topojson_properties():
          ds = mapnik.Datasource(
              type='topojson',
-             file='./test/data/topojson/escaped.topojson')
+             file='../data/topojson/escaped.topojson')
 
          f = list(ds.features_at_point(ds.envelope().center()))[0]
          assert len(ds.fields()) ==  11
@@ -53,7 +48,7 @@ def test_geojson_from_in_memory_string():
         ds = mapnik.Datasource(
             type='topojson',
             inline=open(
-                './test/data/topojson/escaped.topojson',
+                '../data/topojson/escaped.topojson',
                 'r').read())
         f = list(ds.features_at_point(ds.envelope().center()))[0]
         assert len(ds.fields()) ==  11
@@ -74,7 +69,7 @@ def test_that_nonexistant_query_field_throws(**kwargs):
         #with pytest.raises(RuntimeError):
         ds = mapnik.Datasource(
             type='topojson',
-            file='./test/data/topojson/escaped.topojson')
+            file='../data/topojson/escaped.topojson')
         assert len(ds.fields()) ==  11
         # TODO - this sorting is messed up
         assert ds.fields() == ['name', 'int', 'description',
diff --git a/test/python_tests/utilities.py b/test/python_tests/utilities.py
index 8500d5350..a462af10f 100644
--- a/test/python_tests/utilities.py
+++ b/test/python_tests/utilities.py
@@ -5,15 +5,11 @@
 import sys
 import traceback
 import mapnik
+import pytest
 
-PYTHON3 = sys.version_info[0] == 3
-READ_FLAGS = 'rb' if PYTHON3 else 'r'
-if PYTHON3:
-    xrange = range
-
+READ_FLAGS = 'rb'
 HERE = os.path.dirname(__file__)
 
-
 def execution_path(filename):
     return os.path.join(os.path.dirname(
         sys._getframe(1).f_code.co_filename), filename)
@@ -36,7 +32,7 @@ def contains_word(word, bytestring_):
     """
     n = len(word)
     assert len(bytestring_) % n == 0, "len(bytestring_) not multiple of len(word)"
-    chunks = [bytestring_[i:i + n] for i in xrange(0, len(bytestring_), n)]
+    chunks = [bytestring_[i:i + n] for i in range(0, len(bytestring_), n)]
     return word in chunks
 
 
@@ -120,7 +116,7 @@ def side_by_side_image(left_im, right_im):
 
 def assert_box2d_almost_equal(a, b, msg=None):
     msg = msg or ("%r != %r" % (a, b))
-    assert_almost_equal(a.minx, b.minx, msg=msg)
-    assert_almost_equal(a.maxx, b.maxx, msg=msg)
-    assert_almost_equal(a.miny, b.miny, msg=msg)
-    assert_almost_equal(a.maxy, b.maxy, msg=msg)
+    assert a.minx == pytest.approx(b.minx, abs=1e-2), msg
+    assert a.maxx == pytest.approx(b.maxx, abs=1e-2), msg
+    assert a.miny == pytest.approx(b.miny, abs=1e-2), msg
+    assert a.maxy == pytest.approx(b.maxy, abs=1e-2), msg

From 54ab6ffe7f26e633da8655fd677bdc65612ba760 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 23 Feb 2023 09:40:24 +0000
Subject: [PATCH 25/37] Unit tests - fix webp_encoding_test

---
 test/python_tests/webp_encoding_test.py | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/test/python_tests/webp_encoding_test.py b/test/python_tests/webp_encoding_test.py
index 76809af7e..5b2616f66 100644
--- a/test/python_tests/webp_encoding_test.py
+++ b/test/python_tests/webp_encoding_test.py
@@ -2,6 +2,15 @@
 import os
 import pytest
 
+from .utilities import execution_path
+
+@pytest.fixture(scope="module")
+def setup():
+    # All of the paths used are relative, if we run the tests
+    # from another directory we need to chdir()
+    os.chdir(execution_path('.'))
+    yield
+
 if mapnik.has_webp():
     tmp_dir = '/tmp/mapnik-webp/'
     if not os.path.exists(tmp_dir):
@@ -31,10 +40,10 @@
     ]
 
     def gen_filepath(name, format):
-        return os.path.join('./test/python_tests/images/support/encoding-opts',
+        return os.path.join('images/support/encoding-opts',
                             name + '-' + format.replace(":", "+") + '.webp')
 
-    def test_quality_threshold():
+    def test_quality_threshold(setup):
         im = mapnik.Image(256, 256)
         im.tostring('webp:quality=99.99000')
         im.tostring('webp:quality=0')

From e76b2215f3a138a37c3da0a56b5c3400e894f8a1 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 23 Feb 2023 09:54:35 +0000
Subject: [PATCH 26/37] Unit tests - update images

---
 .../images/style-comp-op/color.png            | Bin 13762 -> 13787 bytes
 .../support/mapnik-marker-ellipse-render1.png | Bin 15077 -> 14760 bytes
 .../support/mapnik-marker-ellipse-render2.png | Bin 13978 -> 15371 bytes
 .../images/support/transparency/white0.webp   | Bin 318 -> 386 bytes
 4 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/test/python_tests/images/style-comp-op/color.png b/test/python_tests/images/style-comp-op/color.png
index 81dae902b1a5a1cab8f93911e21792c216862231..662b4728d02954ef846310f967df1f009c847b73 100644
GIT binary patch
literal 13787
zcmXY2bzD^6)7~YP?v`%p2BjNBN<>0hN@<X;r5h2E5=jG4x_e<kIu+?!x><Uu<-LA?
z?_cowaPHhWbIzT4=6QyAeO(PA{0I0T5QylBrm6u51O|QugK#0h4|A^)2M|c2=!vS5
zq5tQD+)FD%<GPDw1tr_0Pd)2Pd^+D|f{r5M#H)KEI2(Fqs;xDY5?FL7v3n{^suIuG
z@OdvHqQA4nVfa?d9_=Tyu)8|YI*@c<BW^_KtQ|(>w*oHaT+8qM#L;B95uS&06pt)t
zl8!ZsZLQyn%mp@TIQwC4H|^LQR9hpKQ}pHU_0DKmCKJO>Q(x~a;oonaK)=;lj#C{7
zl&{cw7@{uOKN8S^o)Py|F^+rv<&_9?I~_q@IvFFD6ZPfoK&sLF(uW34AjaTU>leaA
zU~w{0P?5oRW|Nmr7zgdrUEJd4C_lFUOmISv%*>rI+S_n!r)Mb<%klb5!1MLPGqAEr
ztQhH(U#U&8a2Q1)Lq7;N8ztq9Ed>%VcGdPV<36wLH=BjSm<ws`KvCKZPc^%vRBD^>
zX7)c5-hVm1J^vZt?(z7Nia~Fm3eAXj#fr&dx4Hf;mbT_kQckC}0)cs;QJ6QVp|I9E
z=(XfUpJi8k;tm|f%_;+!Gml!(jH$>Glmd@^w8#nwB)fN)yUfV)=_L;L(_2xtloYhv
z%tY(FjzAsh7!uNfSZS(D$Ex|KOr45XQtCY3gexg=nUEhwG~qP+qptWWXgbt}+s&hX
zbV-md1CFe-9d^A%Ej}{&2L2dLMABAq7+zRRHhhuPli?go_EsTwj3=&xI)X6lePr4b
zI?X%e6SnO|QF=u+@8voA!%W{*kKi9j=O0J!!K9*Zd2XmG+6L4b1>~IVK%BHK_1#PT
z^zh1`@+uI;{^9D=H>j;igKu##yNZJ8D7;4uISGlTS8;7mZtx6=0MD7@FNGiV8@}PP
zhV{{u9w{JnC(QU0J;V2QB3CP`nUnw{I*R@ngbVYA4_^y7x+ckqr*l)J{sKV`Xk(~6
z-GVK{?qCz&eNAYzxe9oJQ;NpbX-WJxp=<C;(qtK|am2yC;mSlPMaRQHb@oz@A!ux3
zA&i#=lZDd3`Q+GO!uMo5T!wj>b$^!VjDXg>c0g%NGHY*(_4axf6SxV<RSVK|bAoem
z!J#zoXrxs7bToM0VyfrNy|V4cLrfR%05Oo@+J5z@VM)5IF20MrrR7{>ymSa&sh0*s
z+G+T>M?6VER%Hj$$&Ht(LmC?L2{^Ap%6H~XiD<A&x*Mn*eE=!$)CX*p0=Bel_26pW
z$b&NR<3^9a5vlcfo6T-yp{}3sfu{@`dh#|kBGc_L7`JL=ql}}iGQTTB6dyA7Ar(7D
zjGs+7yN-un#H{|s65wX!M;750GyofQif-nf;&lNnN?oewKUtgbOyVT$B~;&<kes3L
zwLnR{VFUJAP8ujrv_{O^Av!+qPCEMeapdQ;!~Vr~Qfx%%!=$Bm@GN&#n&+g9VQpE~
z99&%Zu+0`+;0tt);*#$iUm-JqyRH4L&_c}5%ydq-;RS1dT8+~Yqx^i%OBLipsft~|
zA{aKTNZb#Kdue}vMd>~J`-{KP@;B_M-aupCQ0Ch2NQpNQBi*40R1P{KD;_rF0y0o1
zrDwUF+r#+hU9FrT#x)bfe4WA~GsBGcOwtWv_2&pKG&E2RTfM3X@X7&6MbJ`{?Nf)|
z?fwfexup8x232fpD`C&~p1W_Wm!fx69o@XtP&}IN;u<y|VG9uC?ky9gTx&{1lpMU$
z$^tko!`{_D6~ESk8)t<{XoaW_jid9U&YA_*CByvuULnzzvTR(pF~dHX(N-{NAnqke
zws<MR65dQnvh!X_HOSCL`#%P$wf7Ed=mc$+*QykD<-1&&;I{Ta{IT2K%npsD17`TV
z;v#S+hJyoqZ<@|7^B;-+pv!Y*itXFGW}7i5$IH5nxU!&UdHco;T?-hovlEj&uX;a(
zm3Nht9++~Pc2Btk*~J1jXmG+7`HZwW`Vys)ji-tAl5{ir;|^3a1}pj5#}E=BWg|mr
zhDVYubY6b9e3^K5Gdt{BqJ-8^Sc^Nm>|&$3zf1`MkZ1<2_fB2bMt`0L1?Y`o4XEb(
zS@Y01p-YodC=@kwt?^?amU!x!qd_V>6#7>z&AU5#)(|zCIX)zjC`j49%D$OgY4f1A
zy8!{~wAHi~+=lm;-=5RN8Xa#J@M4<$EhZDxzEW|LD$pK^uvrSW>Ke(0B9GWw<R-zu
z^PKBZN1OECgZL*`dC?wBC@~BT@zg*$DSt`b<hyzUOq1WWtTj{KLPAKbq?H%@@9?Dv
zs*gBYEL4HaQW90u4x_AAdN>#m*El`;vExFTCn^>d94A~BKj~GN&yi#`-p=ZU>1en(
z4;71)%6zx_+%jfej^sttGfnT-xER7PeLQ;-<Zb^D#b{gK7*SRi5#lbAz&`{5Vt(K;
zc!ri4&ar-$67!)DKIlXgc6>4SM!s#vb%N6LCp7K>$MTc^87c8OA&>ki4w8S;_$z}z
z_H6(TrCfV#pDrdJBSuv~<gM6YP4W#V*ZVbv?0ZHtw_%e>twGR?AH||P+rRX{XzIAj
zEOUlXmOGz5dZCLEm?N&fyRTqxh5bJ2T5oaWYPoj~J(@{3gf{oSiHjl(EAjcUcQ-VO
z^L6C!4_{|wjio}Dry@J0Dr$fMyRDrmhIamy?GtosGe-onz(!FPxF{HQk|6a3V)LxI
zHiP3z=E7JWIdo_32y_6Q=OQY+fd#}UqeCyo!kKd8JL3EoCVXCl<KHL8ekvWZbL7g$
zd_m$KlWlY-;^Qx5a`7g`S%f>4nc`tBaIeYUWfm`fTS`;I3Mz+2yU#pExN_hFrFJTH
z8nm<+ufD*s69AG))XlP=B|)^dd5pV?xaBIuF5DPjeJFH+uw30Oo(|Cwn7tBT5{87v
zu0=Jb;r>ez8dH`nJs?ZYeYhCR(?B`bbvB2-^Li&^rrCj-Jmo+caq40hkc{BNs7xEG
zJk8wjS(TSvb~HvbymAF<^GuVrzf64CzgXGjVm_qjsd^&api-q;^3Fjz%l>alPNzaf
zNHeSdSVIp(VxEV@A9xy3B$79jds(Hk_a?e}BNnGph*7{D^c{v|z`lOxifB0fh-@&B
z_!pJuJA$2BJy!7NezmK$803Y4bW*($tSwb^<9N<o+17}DdDK`9jbnJgw1HCXmmX8+
zz!m##X-ZYM)IbHvI_uf!uQ8zSI$E_9=XaMv2-j~;|Lyk~rgha@@U$a3JUt|ImCM6t
z^PcThE4#AAmd){Y=mN-uQhy==EEf5DL!KJU!T3Ro^yCY;E^mq;XK&UV1mxkpb&Uae
zGb^`~!?`!X!NC+lDKb<-TNaPs-EyZOuk8g5gw(AEvd|{4mI?=TR5)+2Eq~#hHiJs@
z>81E2K<xp!RSS)w8zdaSmCU6{-OyVbNV4P4_Zw$2i@lFn$h}AW8S3*V+e~~Ppi({A
zg0rttS1$fVxVsR_ZWm+<4XU&b*3?VAZr&PS)*@1LYzCt(4|v<!4e|cDR<%xFqm5-G
zNod`U-hqYw`UT55jZ{gG&lT7?ChY#ctV^a9*WfxzLR^hi$Xw%wu$>w?3c%sKuTkdU
zgcP(Z(R4eGP%T;h0B*lN-qplk5=`DjAyWFDASl;d)iISFfoSOrsg|bItEkTfru`R;
zvCe<)`Q;q;#me3^uW~SQy(3*R`rpH4cA0Pp(v|Uko#ct~;05Y$E^`U)7#S>GEX+tO
z$ol4(199-}ABIS09dc59A$!W0_~lE^lSC^pA~WiK--_hVrU7K!OU;b`f{+|A3LqqX
zy6E`7TSt6P)}Kv`EiJxVjh1hiESMI;yMKz#ql@o*f5cUAP?Svec5h4;IH*DcCs7)t
zyaf31JeRS|X60+Is?XqC<UJERET^+z!`72!_Z@K6uz}R9g(&T^XTZOGjkUjhNYRLp
zpoXfc#Maz^rEh#<he|`>^IB8@VBn1{#(mxiLOGX}X!;;vPp<5W($CTMR(?z~MUz<G
zQoA-wOi~Ef7a40bzdc#Sn2o(G*M9#|=CG$)QSN=pAv@T;^E4a3og08+Sf)B*r>-R6
zL<URFL$%F>cj@@BANF0lTtq|aV8~BtrLhj83|A@zR$5-x-BGcHdla3N0_Ce0Z88pd
zmQh!TpH=)*bj0yX9<7vdwtns_hBd+JiV#Iy6+w!)C3Jg*qBcuI&WrI@V*}TwnkpC@
zCXWaxF~qit@9~4BLT)mj%Tl<Uiw>@iKgZ6Zl?OuM`Wm~{V5}(7&i`cXxBZTh!;{Gx
z@j1MSlx&;z{xdotM*0SNpC29~HfDHGylyy5G8dIz3u6tqWA)qN*%^1$y=C>or`Yz`
zf9F(~Dc+5Sz5SrDAc(W7J;(UD^+J{N!0Y4{<gkMe9x0U1(H;bnc0V*KMMA$uKPAXI
zpo>2*_Iq*j7<kJ|q^MxY+&~xe7S=ms1G(4Dru2D2)<4ckwHqXRIh-l7xrv5GF%3D&
zfPQ8Td6yX1mTuwf+NF%n!9GeoktDgpfDG~9CR8n3o|FEoJM=U7T|-$crJm4VZ!!3X
zj!Y>(pYka5W=0+VDT8<-GNZF2w4a3qP-I8hSG$Y*E)i=Cw=*#P;Hzc)kWYE?e%a~X
zN`f5ruAMb$c$n0C*Xvup8c+~9gF{&w{1>c#pJv|Pu&(h6U7p`|dNEYFL73CN->O;<
zJc1_t9ruE)*uM-YSK@IAO?_$?8KJ!b6{DnKhIP*JnM!oHaiP6IiEPtTnzsU<>ul_7
zBgpQDD^E^=Bqa?_BsQU5G2Zf9`;*8o`>E1mr)Q}J5t!v-Z~g#noFV*`Z7`4cW9)@I
zqYX_xu_N;`JpHqAoX$wPvpRb6o3?q-aYiE4hUnMWYl(91mYJlAnoCFE{`x?u$*OR}
zsL0DDKW1iO?wz;CN~D?IQsojGMp>fog!hsd0cf3sTF^Eh2uW_b8S}h0$e8p%%v_19
zE(OLsovq|xRd{dmeqf8%>H2DpSir{44HCrs35!EKuC0I7Ud5MbrEej0u)rly*#5WA
zQxa{3$IKnmm+bNiM5X!i2t=`vX4=`srF?r|M{H^qg~M3p@yFwUeO23hyflx87oqj8
zS`fuao-A;1uou0a)F+;4koHeYu)ZWDhj3!5RnB|C`{Vr*lnB16Q{!sQhRL!^8J($j
zTxZSm2VFwZ4*T&2v4G(^9NWER{Zaei31Ev(m(w0O-psO~QM&4A_>tkOU{U*biMi|?
zc8=>j?f+g!=SCH(c(Uh$m9=w%Cu1LtRyYKe4Q&g!q=csx4=sELN>T2L%b;zCYHveR
z4Nh+IwDSkbuUHLQEHCQ@zy2*dq=k8x4<G#V9B-z2I&NX!faFHKR^f_^CA#<agC%T#
zM?psks-?j1y)5{)^#gDY5i;)buYBO&y+~x|o7TkIO3kmp*>7GKq39sCINc&ECI6W#
zk#jjoiN05fh&8@msjPmJJmQcZhc=5K<+`r9x)&#7=X>5fn3D=7b<!JNWRSn&{)ua1
zh-5E{F2%3=?2SU?hmbYeyO{y#@1Pmg1XA+T!>7q=`O@0N*pl=>z<3_;#Az(~)~_nX
zlUh*Nr_XwUC8^$w=l}l@Su{o)VBO{sUMd!NDszHdzES*Y?)ntC{St*+e^6M~ILo7O
zweJ;mpZ{bhLQfKiyc&goq&ro`UU#VgUEgU^CD2(M_ZpAvaD@t@vx%AT>;L<^>O%jf
z#%r}io!r-tiwVxSiNjK_JkFTh38pQIDc!69Z_A$yghY1J;lb641z%S>jRf67r-I-i
zm!=E}rRZVk3*aU@;SD9_oHd1|+!yC%v77tvDi1+hU-eIBYdJgq+wY_7k6nLW)ebj3
zEn<vL)MeWA+k;dhU?&!_--4e${hmbhBnC><YrZw2<?IZsf7D0uhcrMeXKTc^9o;=<
z<$0w;%zv3eCHUI(Sj2gdg!Y9|Zpr$#=YWWVnnJAW`8i(vvzPN}|0+WCr8d$fcDa0-
z+25^AM$O$*SRi9-#EiN&ym**gz{%8FPIick!<`tzmnA;e>it%29mB@*t{LOMhTu^K
zGVb!^atXSM2+<5=SVl;>WU7^~_db78Db&Z)laQpC_dH&JF=^a&lJ?sY#Xq!Xvs3vr
z!F=i704v}5#(&pk0;2-2EaH95@6__6d+2z*RK($G14HfxWZZQ6$HG$V6cdD2_>WQP
zC6EkDUd%)>?HwOcw?{gk_%<h)|KJ<!S6{bXpxwKcf)^bU9lLMEnEc&>TFVEqstcKi
zKO@NO_TFSTYskgz#)}jY^%%T-XdNJfmD~2U?gnTKCV4Y!2s}4*1Or`v&dYTe9$EcW
zwUTHeLDLNd-A6TBJm`F*$o_R~y7yF$z+a#zVeZI!(!%BOgG3&U&66>QAhf{N49@`?
zIL~_gy}PYEGgkAu!6L49v{pRQ(a$aH&PXS~A`<9x4Ak^azhLmW_ANf+dA&8ssBY9v
zId^IWlqJ=2c<-H0NLyvn64bOZ-+KBBYu+Q0@}gbOzs<K7pIf_PAwit?ynFw9$<Lr-
zytPnBPPMV!KJ2?Y`|!~mXe_wbND#ffs@4CaL*YMzTwuq1Q!ewi!Opka?xKl#FCON(
zNsy+ET)$Fp<mxwhW%vzcPY0QV{99Zrb3r~A=u0ZN@`=qE1q+Ol=Q7Pko~%o9-66-U
zHv1FtG6q1Fs)zbJ?f;ryct%?F_Mx<9Q=BsfGe*BPsBJ4VF5l+ySE+@J(Vkq?A5l6*
zCGRk;BY<)%6rEX5A4uRCHyZ~B>R!XK1%z^9hp5qGRS)!?K-7^ztgqL27ZMeCa=<-U
zC1-j607@Sx3X4m?PqndBvMr;%Lq!I$nt^Q;raE;D9U!${yybaR^_Nk|Ho{I6Bx$I>
z(GIl7Q8fbMsna#gXUleVdGkcBQa+S|XM;##SHYW@d<1mGYDnJX^&gs)kY2>!E4dmv
zMK%Cv>dl7UvY}^Ju>X|XMkTf@W75ukHl{PMV^$0^rLdc8tegY=n8nej|M#i(A)0Wi
zkhyH;NGf7XC;g0ISD1Rg`9$^wm^6xC8)<?Ond};s*ukI2ZnsRJPo1fxaO&C#H1WpL
zH~ADDW*e^B|8mY=1WCb2g#5UfYl&oO7u76LQ-PU^sy3?pgh+AX$0EoO1Blo~)kgQ@
z(Hs%)DQ((hM*NU@uyEZT*rG8*nJ{bwyFU%LM~VDe=x~Bm=v`T9-KCzKr?Te1H0YCX
zm)eMcii6!+b!~q{vZoLeN|lCYbq*#C)rgG`HHmC`zX>Chxzp;q`;m7g^p6iMo}~|^
zIF-8U@{f()jm01jH+IDMd3}pzJb;3+z$@XV_gmF6(GARiS7iIi?Fk+8I6oJ#OkU}A
zi0XH>f%fi9S5x}-Zqf;^W()IsdQ=ey>JY`(gfg~i<MvNUSWhwdHCTp-&3)a%I6=p>
zzfGi%V;`Jd+XI(KJYg|&Ol8bsc-?yT3hbBWfNFGR|0<KSVsA%^Pw@gapg|45>SQ)?
z1ld$i5S~OBHGQ46a46_{UiVk(3=Vw$>p$3?%zl9u12{&rI8?plHgd3?5#W2PrL_Ic
z3~>OTJ$n|0qA%;)d1+u5b4J1pVwAaMuKpXA69+8+xQt%Ut64r57~_w*s^w;ELJgt~
z8wDA}!xkdDXu`1ZM<%={&@sVhrQmJB{V?Cn&0Ezk+k2TfK&Hh9Qj!0w7UWUkLw>wB
z(gnYjIbM#w6s{2oKR7uDs3FUK(C%ZGDOrRK(_!0HoQ74$>R~IJ`S5_6zY|2)a+nl-
zx6Uakk(o(tY_VO59Wo#K+TA9;;CUv%6SchuPujvO6@D!?s`;bN#TF{}74OTr#^-17
zE!u)?`>FYEYaJPV)hx)+avO;2p~e|6F;xk<dx-0{9&H%0k&(xer#Y&g4}(roZXFfv
z4S=8#l?_|dC$yxG>dp!eC6-^FD4LxP@Eb*rj<SPVyDJE8D)tKqWq5~t$Ezd7T<Bf#
zIG>2q?Ta%enlOc6_cB%7*|ELUofD>&B4sSsfQRTUW*t}JiiQQMuaCG`R_yiOU;q#a
zwh-xRC&Hi`UI>Rd4$uXdo@}Ro{t=Y#OXvQ(LaT_jeU9XYQx3`<k7~crz;*xmNfDy2
z_sCbCXh4r3ppy9mQ><=IYerC2y@gK`xGJHp{+My*`nEdi2Q=3HmyKLY8C(c4lD>vI
zI}s7htY6z{b#-xZ8UdXZpQ!~s{VBb8nh6*rd6e<Km;1^<A*3@R?(YkSDG^V)*vN^?
zkJne#m-%amt;*mJp1&qsA5j_~-@uXxR^^)8R-sglm}-wnQlSpdca#`>AI4Ih=r^ED
zbuih*#L5UBvE6p?VgkEWJW0d&8j6l9>~i?4uyQDX$n>I(e<S1pNE01e`e|eG>7NI_
z5X0zk3Sk3rdZHEQBwdIs!_sBjKHI0g=O-uVF6`jpmiRT>Pys)VOvd47b4|-iDH@t(
z-@~_qe(?8$#6RN>WaZ;|Jo^}FP7;)VfVuLq4qJnn>q+3gVYGq*+J=ezw6-I5jG*=O
zNpB6TyE_y+FqG-K`14BP{o45*pUz;{=sq9c*^$^%!&HnW8w=*R^^A)`4pQbLlhv1~
zPm3WpY#c@+6u7O|SiTyPPXf^y<2lP@>PFwQs(o#D#%A~1+2D?Cx(l&-0d)Ne^<<%c
zzi$30MfqgVIT>zSVbFy^x&y5w=dC89^4q*~WiT{WnFi0V_-~;hV$?$2x5%D9kf(u?
z%G+7X@9S+eJyV3}PHDKJkw~jTPpB{NlBG=YBK6;`U4U7AfpDI-{F6YR`3p)Az5Lu>
z1yayer6Q8Y)B2Gdz02>~-FH|MESMu@4Zr`G8Gm`Xnp%73&Y|P_4s%M!)5Tk?t(7XA
zB;~`iGg(Zvu|xLzGH#NM4Uq^Ex@lCCf>*?Tz%|u_%gX8K!ekMM_BH(tn;Raicrb=g
zF|zsm8WT-m_MH-Q+_E$!^)%DyCi~6A1PZlIoZ$5bVBP4#**l8+=Uitgs~cc%!L^n*
zx9iK*V=YaWx;Zy6|9xp~r!>89X`!WC$2)4&zqg!+(sT0vUZg#}1v0>`vv5nw6@e1B
z5FRYQ9{ew28H+Io2D%OAuCW=y*&?mK$6n1Rh>3}D!h@5h2Vy;Kw62st1#v(+x%Ov1
z-Jw%q8AIh`9~|Z9MGLhkti{m#asU!YZ+#S-^5l7QMf1jI!Qd2_o@Np<$kgmT`1QkL
zA$wLLtBE-kD;`L}Mp3jph3ilVF$Ma-m>H#|qI7H7LDmQRF!(s&hMN7TAf$Qvjstez
z^EZk>#@WYs;E4a{IA}>hn>X*+kKth>>ZyVMP>Yggj=+`ar&m)gI`AWVS7k^+Vb3D;
z9qLvb5M`nyp>%8d`ypsFx8V0RrzLv9+qIN5&ye1GL%vRu6hXuU^qxIkPocjJFYm}A
zj%0_YzsmWS)sXo_s__I*t9bt}A-tRJ&&9_z^Ft$Z5A86@e(2RZY?XA2-JCs;BEu;<
z#D!(n<I#o1czs!646Zyf{sAWRuI-#i^h2f2<EUAAoG%h+OJ9%xVA#mDy{(uj!{3iP
zMh~mze%XEkOV2#%_|T1CD2vYJnG0^=mmC}4Oo+edWTAL0dj4mz{}^oAm50lW&bFpr
z#0V`zhCbEcwZnLk05rk$NsLKuUwS7?hvgH1J%?94_bhX4kQdf1g>?GjT`x;V$dSOW
zQs;qw^=i-MDC9+iEk(E#z`&Ki$ikwBxX_}+XcQ8$2ANI*LTnWBu*L+a6xL=c1aLhp
zcp6bZ=a|Y`n*>O1f>IiPZFYOYkG=q!(zxO(^ExXaH`Q6xr#peDx_T#TCi{N|zp4;n
z0MP7*JR*@|XUwlcPNo$J#5b4KJs_izJY4#;P+{gt3gc0YE}vt<D+PD|tN2c8-MQBi
zU$~dI#hegc`vlW%8y$oHUf@RE5xezbqwL-|_Oz2aL8qU{8UAx~I4v%ZPVu^pIvA!H
ztq}stR_sCKdYDP4r7=)IDj!Q495t)O)GX$yK-1niQ8&b<o(p?d(-8$7S-_8Sf3RYX
z3$wuv?iy#LUUEV@m7Pqn6&Ag$J!ypy%tIX}Q+wR|)lLbwVoWdc&xLB)Jh;)~72Hv4
zp$ndXz!7us0nzt?i6{WuGHBq&p5H0D$}`=an3oP?yG%F=jS6p@W(IoE@vqzf;XTe`
zB04sik`FW_Mx3i#Yf!qNTWo5Jr+r6BJVq)A*&2botK^@)(^fBVqD76pm9H1vCsfvr
z+N5DPkLSM|UCZ$c2m}x-a0UM{eTxVvaN|BJ;jsffz@Si=zw$d><MTd$ZV^7b%LRIx
z<shLs2=Jy=POGGLg6>xB;QnkDj{C39&0~(~fti<1QIhQH)<ARSK`hU6n^y{GeGfns
z_XqB)##5sT_8K5x>fEnHif~>rOnE$1@L2G-2cWgp$<5oSg39%~>2vp<tq0~D2w1n|
z?5Nlz4S*0H*-YoHEVZ&NTqE&&Wi(0*ZwV_A8)+Vfkoiurfx)Q6dxb<xTygh=&tY_$
z07F0g7If0Ni9zk--aq86@ToYlsp-19j+?{|<nvx1&#}S|;dQ|$kMO&GgMSSnG-yTz
zU|D~eIbmiGTy@t>OIn_7xldH#`}hF-5qXlujz1b$C~PD*^fobuu;87?s<L#&M*FY3
zqA~Ncl#Wm(?WK@mJTqbeV*%Dx$Epxe!UK>MqwpKJF)oI>xKcx7^6$WVW+D!eXQzJW
zJOI{UL;xJ2dC(;}K$|Jz<m)P{-LuySVjIQ&2~+QvsWN=i4vi15`e<8pl;5HZ(Z{jI
zlVl3MjsQ470C}_7Jtoj+biR><ujUaQi+bmN^mir)BVj27q@nkdbfRI>ijxP9{>TlA
zxd1;>!HYp_nSDwsnC-oKFuUH|2VX4;g|&cvUBspCA}eMIraAPAxb-L&k0!tem1UHl
zQ_1g=?Uwv?D}S*We0YCTJedVkUrm`EO-oMbaQ6X(B?<1^-skc=Qk&y;2#iYN0Ah&9
zapm?M#nF{mW_>!jN9caz1F(o!%<VHU&<jzAj_s1$ft*GUrkTk;1t>K&ZAgSO{|UM4
z_lif+csqx2(?g!(q3pHaPoCEb=g~ltQ{NG4HQ>}vpW0#skUg8Y{2>S=nBLDi0mDJ}
zg)%=Yx4*bm-GOBvpgg_Czcy{<FV}<f+{F2aW=&c3P1Up!?I$dl`nG}&8|<Q&6&@nf
zSQ!zC0u(h-pWPy%U2PQ#$JZcJ-CpxEA@<1E*}5!%Z-n#9Fxk-;O>ybbOAETR^3F`Y
zx$V4duJNz>L6ek5qcS?==){?2E3<9Ao!A}c#pp(XV@4nloY!u|harI^j8cpUcsWm*
zpv_NHITT%RU)UG;d<Ke`F6<K=e%~q67oFJn{q^G=MW_L^PC_a+S0fDR%lVZRQ~&v^
z=lRoDNGoTZr?l^w5=PlIx*lga9R39+DkRoSlpm1)v08QL3UcWPtx~sdS1W3*BdRQ!
zU-rdsU~FY+vxrXsY=~8~`zKD0F(dqK#P~0g!<W?M5U(;aGft(yBwyj0j9Ekgq)>Dt
z&oh8*by77jlCRv7I_zJDtCc+rOq50rbnG}wu4*o*AY8S8k%6#Jq;G{XkFIM|e8>b}
zsZDrIZrI#MeItg?r@aSMNePzyU5c+EcL@iLD$$8eT!2bKzo?$_YYCYHpa1x8ML2_=
z_FA;0Dd%$SSjFjFP!aH+vT?}M=61MyKCo@OSVBco?b}Ankj~tqMvsJr!ZWRoA77&r
zsR7x1Gg?x$k&l(x4ur9?D#T9>o6So#R}GaS{$bt(@bv#EHXBCB)8i4RyXxtU0Ot1Q
z+=)>*hFJ;+uDhACd_Tx=xb$gu)9J;Rk0`p)Cum+WIf_RLxl(0sHUe(7LwV4%NUN&e
z?>^~A#RmmA>;%t;JqqN|K0vssyf(e4nL@84dLpz52}Lu=4P1@So;4*1Jw3FU`&w7x
zU|PrE!%=uo`d{Jwa)|40r5xH1a>@qAR5StV^lKk>aIDpSBF^izzq;QFJ5o%aXFvCO
z5gq&H^k~)ZcT87P*S541VM9zF&C+PpE1++|D2u}x+U#~f&GzQqr4$JttjqEzn8cpb
z1i#=4wyf*^x_Nc|G?kE`Emk73zFvZ`mqd|!FBSQiR-mmN?-y|JZ2Ud2j7!KHtFA=<
z&mn;n9X!9&f)*Pt3@pYJv^)6QYpU|TArCJo0^c#>q_o?>=RcPK^odpkCo--%C$g5V
zQAEU>%X`tg8F&81TNQxNFG5QkYqL*Ok3_zT=q-<&pag)v+3)_2Voc8;-~DaT=6mqN
z@F<M{&6|^SZsbg$oS~Di6&91qCqDb(F)bf~?Wy-$2g?8$H05hu*}%&@ikJO@5#1>F
zObiGVh;P<M{s4Qq8+PnP`m&{Q6=R=9*rWtJS*LA08^I{$a2pON+eV)ft<L0FoFH^z
z5m8pq1RS;eW8|J=6NmfroVPbFwt6}}NA?S}PlF`+1!ruQJLcwsKBmCj07wiXld3t^
zBtMCDuu%Pvr?jG0<3|6c+4edfOUGUI86WGPm45QwNmiV&Wd1$4A8a<)`sp$z_BK|G
ze0=cBu7%f+m=`-Qy!VfU=p-2!{}KZF@H5g)0b^{-iOXnx22l{54OQUm3Bc?y&cuvH
zWc<wV=(@+vx&67*v#fi{1>h#7ici6YGhYssAuO0KDtf!IdNVgHMcx5=j5adpb*i?M
zZ;}ym45Tf8NNz%;tlh@A`ib%cte%ZFfe@E*`h=okytwJ4o?`TwHCA2sQ)Fi|a~e(k
zKb2FNpm_(H!#U#QY30d}iQjS$S-i_hza$T-#QnvBSrV2;BSso@|M;-|K1#z1wxS;>
zyBRf0K;!RIg(-6qm+!ilYv*df8`_&R(e3H!^tPEWj0<B=&<?a5_wnq^*vslvKVRqM
zTieK*<5`gF9=G|7C<$15gBe4+=7S{20e6SM8!63$6)h4D6mi{lNs#YrZjl3QgJqgT
zc@8<^KYF7Ym*wrziKb+-v1qPFFu&vxN)EqDwAZUvat1(|vrAt%A*5jdxJ4ni$(PI@
zTb6>?e~nv)wP>}Ahy9y?3N`3&JgQNV(S2ez{s&g+0iLF`diyH_6cQ`J^R4JbILE+y
z7TaoYUQ0>=u3~qIAH;)IEZ=dZ{e+7KP*XD8mj7azT;zRNgT=ahI!=}=ld5#-%ikLB
z)%<+hI;>7+%@t25Y5JrRq>9ZVBJvCs!b$nXk`A<YWm*E0?)swZxKb{PFMKEHKlQeF
z<jN{4IgROo%Lm+i#>0RPKQds#BNB6}W{j~4Q(56b*!GRq!*{*(ou%vA=EH+qoQ*T+
zyX`W<`q@S+`rAh&q|P@omP{6X>=-cj%IZjYeuMtw{0NQvJCfftyIs>?MfQX4qU_0M
zj*K`$9T;4GB7ymc<-Yq=adhR->oPEqJGb660YrizwR~5?BPmO-Jrf7=Ugm5r^OAb(
zF$_cXI_<MyQz0+DiV;*~;^*9xA@ivW0@PI=wr2JPjwp3K+%{Ie|Dr}ox6_-6wQ6a}
zb$smK><0k(tAbSA7^0t{CvTi_eU?C@mIJHJ7a#JePd?0TRmdZ@PEAin%$O~0p48bk
zW8~~M#9GaM+{d+xmo-U|uXM&-hm5Wl+0O@`67!db2I#$_)srMd^o8psT~UcpK>HS<
z=$^#)RNf3GktJym58h^fYM9-K{O*-pp0m4Bk5h*)l<VdJpbr+6`voCh8A{CkG*fbS
z<DNNxc({Y9A&$TaUSC|~CMe3sEZUrWjM?=5_=C_gXM5nF<ME4ZTRn?6h_Vqi_eV|-
zD~Dw~PQ+*C=h?aaEz5E99ncc7(zc+oPsBO>wx+&}<n0npSGt~v#;^*DAlkXCg2;4<
z@0C6pEAd}{OWF=d&v;sVOHkkfna1NpE09Eal~6!B9Zrtg1Xllg&#30TM#L))DUp;r
zUW9e^fMq!wyHMf64;~X943CI}4m{YG4fzIdu$7Y-S~j*lu4M=l37<T5rgd@$A*4)p
z%Y}lupo-)A2xUsOpU{>sWBz6{0a$R?OS-%dL4P_t_N9Y#zWdsxh80bKZdz$lWug=a
zqE4PUV_L6;NDlaki=`G%Qwu0R+ZL2qJ-?)OTQK@^Vb|`b<f8Z{#nK{W3?9N2yn8M|
zQ!ftk)!b4?%Ls-_E=~LXr503v(G4`bzlnuwL^mjcGT!cgd<jiCSccM37&1`xd?dST
zT*~_pGDR{u3evS2T^$PAe?MA6Y6dtOpOHq~%WwG(KnYRHG|FPn_%N-_e3(Pg5lu8C
zZvylpmLlG5yNKblij=~ShzheylEJFWBZzt56b0RwRAV#5>T?{zULyF%bo!`edgZsz
z=rOIGZ)Fa1c^h3DJBr#HsF-hpnByoz-El|M0JaKG!N??yaiO%*`Ic(J%a`V?F_-ri
z%qmWA10fw$%}*cW+cyu$jcwAHtx7Zz0)(Cj^m=I4!MebIi&!C@<Zl;3@4$fK6ctiN
z@G@xo)boDs)Y3<iIlo4PL5}htsm4sITnliKRkAm!jWwS4YmVljX_#xd?1OTsbI%bN
zTN1xc^}!4_f&{m4wqzJobhN(GRV*Ysh7Q-5*sg2->5*E>x9`oI16p7XFhgM~zm}|b
z1Mx37?%hnEELl75($$?FvY1=%z8l3432o6k>sER#U+)CMBRNGPPmMX&9lC_jgj_MB
zl!6s4ia+V(tVL}bkg<{D!A`$GCUmZn1AU{1tyZ((ZXNaQM%RbL-+$rKWVZZ)s}aN)
zaha?>IlqXT)7XKK`kq&-qJG)e>G)<pm0J+g6CwvxyI=CXRARD>*01FV5BT}3xc6KB
zGyTyC)JOi?Uveoe+qiJ;JG;4|50S-mMpo@ScI#Lw3h!@$IA&Z^dNNQ_J>~ZvkAD09
zWiKNSj{RcV8UdA=w=roB$VcKtmM}jAe6+Xl_03N{mO=S$&IXtoSvGWO)RpYwyX@#K
zH!zdjhY+h1K!xM3m68cpOyKN23jXi1S|7L7RB#zDl)gBYaq6~SQ0zF{A`ezZsVGe{
zJK2F;T<_7DY%|Q4(bK;o;n9XPHs1%xLu%gMTi&ooDUhn(6{$lyYc7+P6w(#?Yh@RO
z7yK9i@i#j0hhSlAiQL?$oKw~OB4$Vty08k|vjiQzJY&{uj$(3-1%y_sD6VDo!Fk!d
zzRJr6H2l{$t<N|O?*)h7Tr*mwakV*Bjv>DzX=lxMk6!BSCLTYX#)p!|UB|<LM8$)-
zWPEWfclUD?^(rrxL^Ap_e9+$y$WWYRw8fWI4(98k=`#-Bg>PwwkEVzOBwu&+zk0-g
znesmi3&3^stD=Ld18VZw+*ArdVJ1{T{*>8ci}q~644>vZFOuPyzA}R^4GHb^Gog5N
z<{a}b!{`xhh#o3ZaZ+zxG;BOdL-PjT(zCH+3>8E_G_hw4FJdAhySdDVGh-B?*)qXZ
zXBIp{Rw|8odS|W;SJZ>kinqF$4{SoGA^xGAd0X2wcPymm6wR@qprT5+T@F!8&_#D=
zfekIx?m?i-0lWFf9}&rm&cGn(TCd4?IqQe-l0xM@D$$Q{$qb!A`*zIqm&<{7-~l~+
zf1~`5Ta_NCDy;bjM{UhH9?yP|Q(sT3-X^8DL*ZU{LhqzC)7QxFgh|g+c!|Oo51Vfq
za2@j(dw##>CY-kqe-cE^di4g}8>LMqsQ#kc;TCx5R=9$#?-s;=Ro1Wt<Vcym$YrQk
zPo}83FL!pv$Wq_sIQNn!i6Ad>iax1eYwpLAHttm2<uWgwbd@J`xM!J9V36lJoMo5h
z?}N^PM7l>Ij~OE!bfOV;=+|=JNXCr)+E<9I$eNy?WpLk>kWfU*cYm7d2i<Zk++6Cd
z=X;me5jJk)M3h(=0$&HkAC#^_!_t`VWwcx?`2M5*FtKH9ycx}_!Q<I&8e!U(6))k@
zrMz~zw`LM>P+FOe@W3EeT6t1+Pg|rR<$KXPk^~TLeSrbyKT^0caY_He5}Pe-V5;}G
zrgp*p*doq-lJ?C7l{zRsJ|51DUxd~NQjklBW4=WuIf#C**3znuRE^acs}sv=3S`2u
zBEN6kM0icd7kD2Py-2_MUZ)nH9rOv8!|+M^TTp9}5DmeyDS`CQbA*>5ZE?OOm0(Yc
zHRwysdF<c!OTzTyj9eit$ZV)_JQxtgh=6k33l!iD_OKEVf&}Xsti+dGc-xyi|IBP<
zBRVdY#F|<>Cb97H0xWx)(#55MfE!Znt6KT2E{oTRp!a4eyRUttyB7v<z09J6lzjUY
z4lH+?@;5=a&-&{qgxBY7sBXTP2@7|AWWGLz`FveUKdCreNvXt}M@)mj4m$4}-K(`D
zigCk8<IT;&*O)htUxWj#%-+Zx)bz(ZPF0zsO4-hQ$pW!LcKkQoFns|py3Xc3y%o=Z
zVmO8qVj*ITbGxOET+l)7SftdSGc10&LPJG%Ui2C3@gIB;D@HR3W^?}Im?`=V=F8f6
z)jOWM@zDha6?9(wyXQI+j*)M2e?o3;DOZ5j1>k(*erex^u2Jn>y}8xHRW1Znb)4>r
zHz&AtdB5p_%C0zc-=gTJ6tpeqikZ6+Gj8gDwaDpO;5?nN)%GW684t3CQ<NLc$$*(q
zyUY+D0!nG$szQdD<%)uRnF=^aKm?atzHh=7GjxuFkBT0|E1YB5V{#d$z<Ijf^~go(
zX%bFd$99gglhy)53{#<UWm|&bvkIrySIcZkpBpJ{smoU$AE7NbFvda<R2|d5|IkMh
zm@zr{?DnLb3Z_ThW%EfF3J+S@AZo|+Pr#%_CFdtAHKGg7!KIxuSYLp0T{qnjF%@X>
zy7Wm@XN*XB@%idd5i5HR`_cH12j|x=Qwl;KPC%rq`t+EO$nQxhrYd59N%y&|oWhYf
zvTac(@oSyW5qZ#L6{{e=LY#LAe3xfi-B}wQK`6gbyycM~549jPT=l^v#jAg{yvjxm
zxid85bHPj8C-?AD?8X8uyy*JP>$vuH4=_Js+1%$dUFx-bqqa^=+1t+={PK`}602S`
zY!?{RO5ScW{F?xclqBpUMoh$AhWGQrm=kfeeleXgQtxi{VHq^(l`#4MRHD&p*w5k@
z6eq29VHcmK#`A?i|KzhH%{Js7H?IBjV!|-bM`(Enpp<cH00Wf;wF_Z-l)D1kaZ`T+
zRiL+uv~#pid-pKMPhb_}7Oo}-6>5SP_2mVvC5%>6c26_ZGrk8iy;@n{@mQwkx^2NL
zk|YHR`mtuuh>PlCXzx$L{N~Ru4wkE~!mEAxu0E_S|FjSZo-+4l21J=k5BT6n5F&sD
z1CT1ZT&LgMZmnakncjE4-q+vO+wHp)tb&><=^CYGMqhHiI&znxTBEK+41LPEh+b2i
zWJE~Cu{cp6AONp|(<tB3TX^QbA3_=)HqTwP1y}n9CH~p52I$cAz6@JIG@m2h9Y=gF
zV-q4cda|z?qS^%h*JW(<492X-<hfSy+`dQlvf}D!G=WtY2Y?Qt(QD1ichdiW4vHXB
zCH<7-f%#7*?7HO5n{`Zk`=xyg*PSC`+%Ss1b7S9F^X{zBT+PPSn6b`k38!Uf&N>z6
zAe}pIPO$`BMFq;Rwi|8U*a(CIeAXkbYn!+0o>3eYo2e1oy==HTDp}yqdO_i>M+yGB
z$3LdF%~~2GEGDIs79|L9Ubzvt3rCD|MA3ry9t{SDX0E$>eWPP;e#J_xzDTw78mo{8
zS0oHz4jyH`t-U^I8httLJ03Zzg}JRKAo!#~;;ap+&W@|2^bOM4du)8Vgj|BIZ4_v!
zE=RcUNie(__S>pnYi#e;>8YZ-w@HS^AtAtOWni`L=^`3Qyhbv{|8~-dzTDwFtSgK4
zb|o3H%_{4@0w7Y<g!ROKff<Yi>2hBbo~vWhKK6}Sl6|7*ZX2OH#cs1j*4emQ6DftJ
g+@y%oLft=eoaB0I7~%o^(-!E7nyzYvvUSA&0Uv_P{Qv*}

literal 13762
zcmXY2bzD^6(_Xq;>23k(l1>Q;Q4o+0=|;M{8|gL(LAtw<5Ky|8ZkDc%_wxO{f3csv
zXV0BEXX2S>hM2b+N_g0m*dP!HPeobb9SDR3d_)3aq62>n-O8*$AfXr)1zBzHyp#NE
zlXU$BM0Zf=ucM0gqti=?cN}J3oE*rEMW!W{RqajYrWneY?@HL|flqOtqeEk9$kSu#
zu@}t!yWH_Z>4gMv-6O#dV3=G?cI#w7kkp=-hY{jTZ^eQTbqji3>eAAJCOrJ3m)8Yz
z$+uC-UPRKS_0aU>oE}`5^i~3)d4)l*jf21;vN@Q;M(ja@SQ?C{o}avo>hDElK_->h
zN%=t~)cD2X#o!VxbI|H;uGy#^8MrX+t%M~=A%aT`Y-kRm@ozKLA;d$PAp#b^`$1#)
z(H!|iQoL83S?$i6@fi*UNQ>qD4G%Y8h_P{4&7)x*WKw}0A6WbG2c6yrbL7_=7A}G}
zDNo;`^Mm9#;5hodcryKpBxy$TnfLkwCtQHA$plZ25{FC8q2TNl)JiY)@by|zILyA)
z*_CBah+5;61Wtjq$bdrsZFgoziM(ShKDUS71jjJ2AW0C^#2{ei=S_+~U^w{ujcuPa
z8-t`JC|nJ7T`jcfr?3c8()MbWs}&KVInm(FxP*OFupgT%p9l__z=bNDmDw1&$I20j
z8=M@Il}@Hdx}|MZx-r?{;uI1RGNebm8@~|s%KK`E%IR5${1uEkysSrvP?{cv-jeYK
zjB~dpq5T~xJra*VqWUDFD++1+=A+rsHB)q8^2FXV1rr=ubeWN!@`2Ca{GnV#SG47L
zMT~9EM|jO+?JmsRig!Y@ULzpP^47d-O5OF{qUE^)A^u?VE2CvIlL2+`yiVbN8s9}|
zL;ZZq<pxY7bf@g0-qbNFz2C<r6jn-LsH0DkCxkzeKeMUeC8=3I3QH#_bZv&vWGIUF
z?~F5?&+8>UNjoIXMeFP2$nmTpGL3bJx?nslM%e;{;+12nSjkyPW{MD5SiwIE8$nG+
zqX03GF~r=~2#(gqXI%?_?x}58Q4Y++flZ*hDWP?KAQ<er6cj1K1tf1>%=lcQ(2&34
zw{co}iy06|0)t}AI=D@J#oK*o!|CpN00H*F#MP`G{-d6i(Rd}S|NF}+x7l|iE5W_H
zO$*Qb-`!o8iv!k{fYtFV(y=*--NC#j>(?(Bk@rI^<mkQi2q>D;osr?Wu+k6C70?|s
zxbD2KS~DLwmuG#`ako?J>&jsCsl#q37hFuDz<@(+3Q#fc&5(&4M&Tc9k{}#1Jo0$n
zA&JbYzG`)&r(ccEWeGrSYD(0Kw)``qAUTkuce;Qk5nF_$J<a!{oW2POAE#FI8gh!j
zWf5ov&yZ$F0r9GMZ?`|T;uSq+tnFVW;fW<Sg|F?)?n{hP`pG+EcC&hf;|7;Km*f6s
zzQS;?i|+e~Kd@MDof0sL_sWlyQF@#VO-uYOAuPX)@!~5qg^DITJRB7~Z%776WS5W}
z9>t4I`Qi0~qr|e#3x9ii`@1ZWkY?BS)QwJ&Q1=2B^Xf#Xa?tkhLmI`%(}Dh^Zb^>k
zHt>5kaVXy0vqWC4I(X(d_e^R?y=HJ*B(d<oIl2H+I)nap2-6%IVd7^L3`pnUIS?s7
zZ<G}0A3FBe?M;NSd`|E1RTSinyWRMicdcK+IBQP=eU2ikU${v(hdjCrdxSdCqxT^A
z^iSkMo=cGewBSc~|L`~Sb24|=cka&=9)3H3s(FqT!Iu~#N$Z@@2c74D7u#}4ZM_rx
z<CTx*9+b-u4%E3*RnA?OvqJF>5}~9!9cJ){(v9djvjfY4h$3f8ofH)Ro8i)QV>$yT
zHR9HfD>oxL50;zo$jKklW2T<mT9K=U4mn-2mAGwu;gevq+#TK=QUUlC`<M5+?_GUH
z*G0wZC<>e@qS%fe8Al9>vB(jT_eNCo7PbcP`dBskg$jy-R)Y~s<jKzAbe{wq5(McQ
zdIc(AC)#dIp~-YzUvBS)v#^v=bLb9Zwrzt{B2g2xvOMT`!gRI8s70kJDBL{ZY-w2E
zmJb-;@#C5Xb+<V)Ni282_7*S02I9<L)1ym=tv^RNkKUS-sJ|5o{ajv<*{vO@-(77B
z)79&~;-QZrT{s(khIJRe(~lDcPe^Vm!8v(;hYyG#xKL+UOYeTWZ1y;{z9H4ZNA_8E
zKo}0ojM6>dFXBMan=K{c)_C|i?j%#5fhOO1*A;3Y0N*TB{OnhT47~i^2>x=v$bLHM
zc3dY8*z%4OIa27wB`mK<UsQ7URu#`wWioQa@Ly*~4<}#fJfAq{3fF*C+P)_d9`N#K
zs<-e@(O3#*H%uMvflb?f&ctCp(UVb_tm>m&WDlx+cWA3rjBKX9vz;(60dK#1a;d!^
zZ;UTpBB&x1n&WH$xB33|0W>+;A$Bm}2c<?FtPn~`bVQ4g5nL1_m1>`L|Leday|!Ve
z;Ha#e1CgKoDg^h(Ns_9kv_6!U$zEjtZ<FYcY$6P0swf+2pA8&adjvAPWWe>0-kUah
z2ZX^BRNMI;X-+FVd?60qG0?LGH;ado51(*@1B9nfn23QqGneA|1OB^B%CM|-7_Ps=
zT$Jf*@ooIU;6VqZQid3x$U`{BpA`CM*IrF3HYX_q0p(+9+gkUPzs#Xwf?YE@&(Spw
zHM*c&U`zFkR!=)sadgv5{)}%gCRm8V#qm%!0WDeR8<BX;y*4+ucfZ62_4CrG9iEc`
zCdUc0ulwDzoi>7%rF9{8;8~@Wl@=?KiI43}my(P`*qAtTbj8x$-08m{-9W(_&l~Zj
z^#%I%QNlnL@3ta_vLoosDH1$O(ac}{n=v$iDKJWN-v{i-jQyWhv!J#01i54BPkTtm
zTw-SNU(iBtPeQBP1yYGOQ!Y0sP59IQfc`L9PeR>>`ZCC)9H{ZunQHr%RZySe6_X>6
z5#XL%UR$kaE&Ou%pB8hedZ5|wYi#>D!V9ovd*iq)eG_*%k)2aVt1mNm)%yZF7Myj#
zP3G!k>hbFhYTn{8|3!^&`6%o(FKSf8n&fNr%J8i|lG}g!qh6Hd;m&5BsHoYJWxH`O
z6yi<O9CyZGx&;f(y66uR$xQkp0{XY^orr7{)#S43@zLAh1=W*Q<)6t+SvGlgvvc*Q
z^^s!UN=69|h4wCy+bvMlvn`t*judAJu0+@OblArfEoyC!3rRvaEF~|PnlgMOg&Ry4
zBSvwN)N<1;*$yAq^}vqb9iFaJ$r#17#vMt-3L5bxAP~&z;y8q0WbPqpU-<xD=Tl_u
zDG84KfSW~;&UIUhNq_E=jmjWRC395XS@XSM0`2LdG>pGp)nD(h0v6g^%GL}y47Zqe
zTbm^r@#CQQ&@nn#HJ}F-nZtcEF0S2bTjt%}bJRjFMfP@gPd?`hdGMbO4ZYL%-4__C
zz*c|8qAyC%zrE(qn3S|ka+D8}|MP3{4tj`X9Qi=+T|ktPxR3N`=Eyn0KCU<4O;jhL
z<R4T;@2~cT`_i4@tF$VvjD0KZk4jIXHRI8zq~f7>foIE#%t?h_V~iMISa-Embq{nY
z<FBn}kt{G<xO#jcho#jtao@|3L4Rej>*zn)am{pAw9Uz>@Xi60L)FOldDjqp@?Gu8
zTa(FjV7x_tVaR+T9k<pcc#Y-s2Fb32k#E(Oh*2yt{wQQjiW(N)c>U(Ha8CQN6Pxxq
zi&qV}I}#vLzo<zya--_G^?<&YX2E)~x~1zCSi~q13Df!m`Z%#4Lc>NJ(VSTafQ|G>
z!JkMv=PTB@i3xTeK0w_tyG5baCadbXnS8++oJ;1lN=1;ScR*eZ|I4miCKY7j%9s=z
zcmvm9=DDhEMDGlAy)%K{jw`QVAb63~t<`aJ4T5%&o)mbO)*4Lk;(TOHs&<JlNHHyJ
z2X~_s(QW|a4G9?=-Z0%Z0*vAbnSAeiANJ<ev%5vih3VDOU-I@`@YqQF@3$zQZ%**{
z{yj!Cf8l=;6<?ExH3|uGR$Ib28-W<wNsIX~_m~OqN;8WiCYf6M7Utt;6w$0>t6`|t
zKNv4zI1v~&Hi?~_m7NrKP)&#sC9~$X9=Xl|R3ZE(g!JcD5|zu%JHLj2f>Z1R2ecvs
z?Psna7Y*8e)gda)qp)6+IyBrgI((#k@_geT*~)`nu#T(K6FA+Cs_LsFXRCYz2|d~Y
zQFnWhl%`n<AOq)4&YvwalSt=*R)SK~Um3dAnQGVnB?9)GLb(=6@0c!ORYePe{VHO_
zZ*u$8%wA3zYN2ulPsKr;H&-v@yWtx#_oo$Ra=&Tfe^Zk2T`Mu#w-1-epyC!#K0MX!
z!cvQXr(dIYzE=Evpg8EuR$!B&_b)|)@tWf#A*-tI1w8C8%jQno$b%fj@`zy@zAPZ?
z_h*|x?V)O$`9AZn>sbH;Z6J*6U==p)^QKuf0wM4+&!ESl`nho4qS47C;9MNNKNouJ
z*f4?$NJO<%u8Vf898Jah!uN2=9Y6i<Ru#9^^QA3fG+U(3jbtL=X4v%nP}PWrbML$p
zBy-Vjcy&p~+z8?93sjnwCkIaBlPM=^bqUH?{3B-piK%|zBm<(u>z=QRIi611oSiJt
zHtU7*bF?gx6jeRaM<uiQd|rk1$=%{M#$|>BTO@+}C^~WjrgQtnqyC<8+>p|0?FVDv
z?o|8sFwA3zV1trD=krMi^WLr1WEh!S8_`w}VW&||RMMnN{lwrxyq<pz7azku)xgzR
zQ}A#FBiE}44Sg?&_kLN;-L+-k{R45u>H*s~yUc`#H1b8l#JfjtnNa8tQMtrS^@B}J
z7Q!ZZ1kSy?tiF@@9Yr0Q9%Eh-pX+Aueq&TE#7~d7S)(x{Yo*;QSQ(l<o{v`fonreM
zezk*Z7<8W)7i5MvIB6r)$kwKpR8e<p4IHfpIw?^NX7F?3D&h3ZER>_`PPH7Bm+)8(
zj8S=>?!YXcIs9cOI$1*v^k2Ijvd3X$qVBKi$6dfcL7}h`m^h|i&B7p^oLtzuM{f53
z&pG<o*Rz6qvnGh8Tt?JNq&OCNEYUOB3VSAdaAg|%?P!iR%hOKE--%kr(3s<$RM61Z
zNs|<ggOjr$crYx9k(X_zfM@H)CTt;QNNNkw3(mrrZF&K~)lyS*$iV@P#IofNJrv$5
zUo@HNeaAT^gX){7QUGe7L=!!j`+d1b0bOS11@^DJUEAK&Qn(JAZ_uZIedTCNSp*Tc
z#mePNX+Ss>$kR~UD|QdeYL*+EEMtGAY^30>Zr>mvqU16YP`;G@v}A?*F8Z5@K1Af-
zE{SI>HY{ijNiTC+e}OiVq*P_~2aq1~Hw-UGx)g?*TIw+J6XxwxpM4{5Ql<ac5c_R*
z{Io{D?Zcrb%hSCbFW7tk$>%3{WUcSMXQgi)f~FdGUmZw$$a=k#=K8$M;L#2QeUH#~
zXK6DJ=&l=q#B$4)WJ9^yJyN!9+1EP?UkmhJpxT}}QAL+2lW@35ia>;gMSghLsIGNN
zcxm+|8txZL$ola29x+1{2L8eSMFg-H?Sg&3MgI%Uk3=<P8`cUq?<s6V?auq9AN$Xg
zSDOHP9d$oYkwQMpC+6nWQSx&Y|4i{p^+yvRv35bO&zTwB3A3STMdDgZ2)RY`yZ?U>
z6=7oPG4;BoN1G!5p2p|y%!60%e~)sKamxLXYr-_G!Hn;9KK?lvACz_-e4V|Vi5vXZ
zc7bRK!$j)*vtdcZ4?CO6e<8mdgSg=oM=LvaCV)eJ$Lh`=Oqz-%&E=SO(;(Z|AP1pb
z7VkS+;AF0r?l}FoMCFf99Mi#hpJFM8%`dwNKWLDMcaP)bE9%5w@bMs>ryzj^RP=Yu
zg-Hmu!aOEJ?+UpwM4LHen*!V38hFW$=$EWN|IF*hTi%pVhsSA<?s^@ePZoDy8bz`A
zYrgprji>TpfnoORA8ACR5KzD7kzkcaw|p7A+^sc6OlLZ`TnJNTU<_fBH8gnV3hiLT
zbNtlM_P=VmBd_l`>u-AS#Zcm`Joyczjs8AAR_~_%vzy!`36ZtcJ}=R9%KppUmvL(&
z@2z4;8wG1<3qFyg3Sl6LClCDL8M!c~#IJL{t^yd3|7w|WzxzizsY{5I=*x^Vh`^$w
z7H8{u`ro557wlR_rsN%M^Dz(fePOo-xic)lHI8bo<_8tI>HJ@Y-(JHcJeq8f=21V$
zDr+5#2wx$jZI-EI{9FwZ=iDT1s+@J4&gAXAByqFMeopxT1=<XUgIv<}-7WTdKZ|XY
znj*K(b45$03);WrM~@<XC8v1jCVP>3vwK0NQuYk5UmAv_;AHlH9-_W#$_K&D!%Uy^
z9w<Gl>7YT@H2Sardn!f0jOnAbJP2cSHqD>VcB`G4%qo}&wctHGAM-<mwi;3PxXLhn
zo0uN}iVg3V1F=hIZ?`2KBuT?ml=d!et^D9G_ZD6p!=Dfp_7QBaz=XlDA-06I6RsKq
zvG#BZM(NMJXhTOMS{{8SIT43j)<AQs!1^`c!iyYNB*lI*=+l3{q`IBIKJQ}mMSSWE
z3^7WI^gguIR-E0caKAs13`!%wyHV-lIQ-vBe)^T-Zv~>~)@E8CcmHr^8b4bC0cD;x
zH@vJwb!4<l`Uwj6u_9UL8?hR8#P;;>6O=1Xay-+da*B?z3gGKBAo<3_SN0D27Z=42
z<q4oJlDJbiN{V5Uxu~ZILro;rn!gFQX8$HsYoJJ2*{3hZ-S{-1@qG;dvvMySB%g<!
za-&4VwXi}Mf}f%H_`=Omc=;%!b;gceL{8(i(Ua+Rs%IYMfMOL-*ymG+Iq_%G&%udb
zf4Rtxjb;@8jX?a1B4FnOZS_V%+`M{WE${zQ$TW1ndoqpU&v{`Qn}s|0`@)Mk^L6t^
z^BOHJ-$S0$r+7l8hekuGdQ#Ec3AdZkfNc1kA0({(cDM5>r`Jg`hs@W}iTW{qoIHta
z$`!{Z^ZnG4E1VhFKRMM6Df~po)o>cewzdU%=rcaRr4IojX6do0D;C1(D*T{nx^K|9
z7)eiPPbYGF5o5!74wd5O<fm}3-3`(V`cvd_WxiqH@@K^&^N;8crc7rsS*|AH|M2-o
z00@-<Z)-JE#`!%JxP&KRnD^ioIeo}yquQSe;%<_wYK^GxzhUo80KDvrRlt;NgZ>nT
z*w1SnR-qP&b|kXT_R)~@Anh(BcGXs@;8?&KwP~CDMTc#1;;sG!_mVU1FX0Dw84=jD
zH$5{4IdIElD9|4<7b7-l@y;*yb5#8h>1k{c4KJVajVPfjM&R%!xa|>_wc34SIs|UD
zLqMXJ?P}|Z?u&05|H_DxepRFSuWNUmHT=z!C)wUatoA`Cy2$JP$=%B%#q|6X2+;`$
z42iRZ7Sf#>fGZJkSw?cpNkBlvxfwK+U#AI6cS7c>Wiz2DGc^vrhI5?{r{TdyBcR7q
znsRcX5KkbC&qNyW#q8HLMkV_oWiTaw!r+z^=^+koA#gGjK99n_diV}#ITI_X%Pljk
zKE7>waE~OiWp!6=&-CpT#g>i&JvMQA_irUi0M0ftGQ;`i27IuEf=Q`_imU}dFh{m6
zn{j!t<Gbg;wJZ@`ZoC4R#g__DN~%WhowdY_esC9$wzq*c24G8`00;`1zYb6(>)u`Z
zFh%DWuEA94vtvAcLXY?KYuBB7`{Ndpl9ihEa<nTY%JZ7Se3xgd=zjszEu-Ojejl`#
z!9ELWAoG+FcXtmg(Ym@GLk3P7{X_Y!f?N({l7WW{%a*ceMvj?MgOayKIP&BIudmwV
z!wBf`mBX9_T#Ng(3l=_X(hXjFlrtRtBdez>reUN?2EVstVP%QRB-J(EuSPOj4zzJL
zi|P5N3s6v%$w)I6eNGbnon8^%S0^|tzfKhpjzd$6GuTEQz7~)<@SWG0?{Q)W2h@GE
zFG2UL=K4d8n=d>eXNpD|L=#C6_3sZ!U$qe}AOiy%_Ybh$A1Yc7x=FQxV9?jpsJ3}1
zQ7VQnYT>xK(EjlXtd{L6vSxA=f3)UnodX7qxM+XVH0k?1g|uFcf3?v&=OU)#DNCBH
zCEzlwPS?nN(LQV^zoVh}AVok-0Y;}!=Wa$K(%TkG<@Y<Z4k&TOPkbc&Rovvrn>3~B
zJMGn|8BXt9Uv=Wa{h7c8o`ZXFm4P!KdP8r6SycXD-@bF4a%JBSJ$|r_2EETqe;ZfA
zst!s9@q%@}RV7UJ%<Ux&>%zpjIPs6BzdsM;bFMDv+0)fbuC1ieTz7PIG_pr85-;aj
zGQh9?CmF<N3Azs6IxqK6<=MGZ;=(jB`ea38vF9rK%)_MkjP7y+jW*zZh>b#*dO5Mb
z_IWq_=Yq^y+875Mr~<UIV3<DEBAL_!W>Ic>3<QdCg|mXZyaN5ch_8KTKN;y!$}pHE
zCzM7rHF>f5f5MTx?6KCjnUs|SVlL+kFLXk4I&KfX;nI2l)Hv$u1iF8!Yn2IaqC#o<
zy`-l^leZxcCmpTvK<T)FDBr`ao08jNFLgx1<NN^xGiFwhFhKJ;8bxpp2{*;101|hs
zA=|(HHS1xJD67+8tx`-Xt+?XpZIWMlTzJPg9r&{E)IYWM>I_n2l2}j}1^><FvyZTp
zN2sQ`)d)NS!0&NkVQz`=i4d{F%{{Ru35@!;X_x-CzFpG<b$G-Yxp=;y?{wcvWpbTZ
z>{7hXwB^N*>Q(IvcVR!CBnX8w@y(XIlh}oZbEvaWd8-{qVAZDwyXOyN^5{iFHEWp@
zH@bpgHcq2G{Ql_$CH_un9K`xcZ12yvCKA^*L#YJ`g!~T#mQK`$Gh1(lplC6@63|Th
zmBKHfUh|WtNs8C450dIZnU70C^9`FrpZNTWA$}DAr#3_G$v(v7(=69#QuW>OZow$$
z_R}T0+FhZ$00bOJUFW4H3-C~)q9rd9lk6gIoBPktU5T+xzI}z<qipA2ZWMQLy@v3?
z#OQ97;xnZ*yA8MCcuP~ww4q1{wO%-6x$msJgaPHPg;V!^^kVTC5KMD8J<NoHY#YzA
zDW6AZYMzzwvOQl6Bq8EGR*J2Z%upw?cw{5vJ!<4pgOWTdJ-c2jcSn$E8mf&tT$F$Q
z%d>+l)jh7T<gcFXc3Hm^$RD$=f&!qi;>Z13ObHMDJ6I*&lU7Z~R&@q^i*7>mjp654
z`d_-pmOtdBq%aWel60tug~p|glKoxb<O2zt4bL4D=)sJ+o2A|q-1{Hhai|AR+||zm
zIDpyR72kR52fvZ~*ejzu+Mu%y8}Myi6Fth?_kRrkC~$NYH@5$h!<FgRM+snE$nc|M
zg^E{8Uwny#wgmVyC7Q5&ad*4rd40<8=(c|Q1qy#pX2E?tK5N9%U0*4OatC3rwHaFP
zeQR}2Rtm}R3`=G;xTqH#9KX(uSRY#o$CXi!34kEG`jlf61@So!;Xjo)&}&U&)&9nn
zX2UzS0%q{g6{7q@Fdd!A(AFa2J!@fLkq=47LNg)Vztj|``Pd*H3q>Vk#nP+4^km)4
z#{?cZqhn4yBKAy~STz+=vpM-;q?5=0>{n2!<2yK^#&fKI>5fi7Zy~L&GR5eo`*tA~
znWq;_%>+2zn@f+GcYAl;S?g5>jn@|d$Gr(#wUHtkfp;&LU=@fF^gjCWb(mTuE2c1n
z$J<5f8&PiT)OxVIx>`39pYVeR{CdN;G@4p(dZTtX(VRMlTJfy=+ul5t0OsoJ#9!~T
z1GXb@W$?^OH}xhZHaA2gC_&3C`(BUiH&VD;N>0muUfb)|erG?4sdF(qgtmAbe)cgh
z@S1)FR~tgPh}i>1_9g~VyeS2n6`=7bexVyDhwSxtKbL4LJ6m27Jo+s!n2)9Cfp4`a
zl99?7TnXG$pxk6R+&Mski#4^dv$fmSk>Z;tKY9@9OD(|TE44@Y_R>!OS1kVHgMv8-
zho!R%0A;uof}l+90ketJ`?~J+sSA>jm()VjcD|Zj)7IO4I}3C_0>=Wr$f6fTu5jFe
zlI&yk5!Lu?{iGM_BiVvr9rs-og-Kj`M`N5WlcK(_UF+)f&=Ky+k5<DmNim^&)JOc)
ztva!FtF*6!(i7}Ro1%I#Nj}%oqWM*?_MPR|0Zt^q*mVYLUXWIOf!-r$XNx91@wbLK
z95G+VlX3lk<`*TRxTb$wG5L`Bk*I~r3teQhA3}eF%CGCukN+EDp^_BYfn43Wef^iL
zQEtCwR0QKW0aC+<efjyJ<l6_~H}lx)zKj6HEfmUfsdj&b7WK{|oiR`fo>@0+VmjS8
zPF?`EoF$zM7}jY&s;&r=12`uJ$J5(=26HN7lZCkBlQd2kbw);pL=+uK*THxzL{zVt
z#CPTyuwzI};R&?;`ar1dfumZ+%7Y|$P>n{aCJ(7HhnJjUY+2VC#LtTPTYTr;DNO(S
z+D<2B@kEUoxr7gTUZ@6Ew{-=GBABvgAZV}s?s?;-<}^`ozGCSGy6KN$HYAhd{OY$T
zriM8yd4+^mDIM?!c*31wSUoe;q}izL689R7KUhp-|GKmV(M8xS-8GbK)Su1~7`Zof
zp(4r==D0y&@u@f4aT*6{S3TuKnnvY)&KpS#dK?FCQ?1*`4z=4YpQY%8D!Mm*bu#F0
zF|blxZtPfpS$6J{1X>rce62>ve2*(s0?l2#MDUfcLPNBF-{n_5c1v`~6%)zuRVRwm
zBl6g=&9&<#nt^b8h{?wD1MGV$F2N4%Q$*Y?>niL?_2f<MOu0-GG6teAW6)P4L1vM*
zSp6e<g7io%ee^jiZxM?!#Kbc}x`h%z`X}O+=Ipt?t>%R<eEtkMW!AouW;%Ii>LH46
z6TTAm=K0(s85QQ6SF8{4at=$72PngI3%pmIMc1U-vcM^qQxBT0ZE|MfI$b2JmYd5Y
za#m*q!EbBfeP@M08}2PebjKw%L3iM5@oIbkoKrYN<#%j)?XO2WZ>t#n)iB$%?ucGw
zfv%N{0ec5iRj*l0hP?$dR^vPWJ9NMN68Z99Rmv5#UQDDX3<2jB*sV^v`|1U;{91Bm
z0Q3cA2C>@j<24@=q$IRjdVb1hgvqKwIeig*e(?BDj$@djJiC4g!8R1~aG(MC8Uwg`
z4=jGr^SwX0nwY;^*bP_ea(X5Yx&p0Q6`(k6LOuTy!bUOgbUvGAA6c78@ZeG!3G=hB
z(T;Z&lF{_UMaOpOdH`*|=eq#^vi3-IQqfhCRMC5b0kPTG`z^awQV<k4kM7;{yOP<`
zIzs0AbH0e%*f3m~h}QJ%sOUVuzClA0J#6kKwGm>sHv9*?%Qkr55sIZ4KDZ?4Ig#?%
zXJo)B%@*MBom%cb#Y*<iyPkbh*_SnsD?(t$H_w1bP*UTzR-Otm8Gyr=<Nyvw&ESZ&
z!!d>qh(hdIw{@<FOAMP<J1jCMbu$kvgNftb$qn&4I+C@f0fG^b_A^pA#)>3^VTX`n
zzZOm#;!4TD-F>0;5yx4#gv%1dp{h0-Cq@Uiue8O2X}#We5F*x)6?CtT1$HMN-g=*s
ze1qM5A#FOAATPvm^pg1GyQ8<_D!eJJ26m?iK2g=ir3j97h3$xc^S?)piZd{+4HEn;
ze1J(-U)hj1PvJNoWj3(FvOpK8<ef|W1%M%P%vQVSzJXhb8bsXYKGXU$A(}Vp2K87<
z7Iaw7?@R0ek;C^NU-{1$2E^C95RJt}h6xiq4)YkXbx2|z0BI9Ru3A#@u-SRRl}(`~
z+FlN5icCAskRRi;vvjCGtsoqU3D-8ZNz=KIyoI7ycd~sPxah-ntVv(y^uGnvmh&9}
zq4o|0JzguVy!6Kyj?Txf-u|ifQPf_>`HJ4yM*ed<ah)tWJ%}3~%6Oi8(zwZZ(dnan
z(DzBnOC%dML2$&Y7wi1tC@H`sV}3e&nc{?ttLDU}1JcA|30(Z|yso^E_A{w3MAH2)
zrZr!bSR?P1UaIAMC>Wl+Yc46ogW=g%8tC5p<{W)CH8qPpII>9!G6FJnOkQVdj8b7Y
zBZD+bWQhDIW_c6m!-&yfCd)0a<GXj-^@5c6A5*7-czqLcgXL4aBAR&^fH{OlHDDlx
zd9OouGtIxNpJ#VRzTw=Vbmr~)a%K5Ud0R!_YQsIjxwxI2^9ucEnpc#|a@?5C)^buK
zAUmWF17V*o%><wh7Ly^vDOtXDw4@Q$!;x`Psw7f8OJ;_b{xBBhNHk;C310I7%>6}N
znNp$;5UFP@9i3SBfZft_4RjYgl9sRc#ChlWdE!X@{=|0M=6LkIqhMX3iL3K(O~`l1
z=?#u=A_c~6Kylx4UKxcY2s@Mo65W-V;C|r6%V3G#VAR-(2_$EQLYhcb>6!XLHP;d^
zx|OWbGb<k`>8(w)9|D#@#wHow{7TDx1oTV>x@Gt+5H>{O?a)s2&dSpS^)xJ(({g-L
z)#K&<T=L$@y2awNY|i$LS(QDy7zrkn@McLZ0YF_4=b{J0HOqQ`_W?khwl!`dAMZ&k
zmm$qGsOcVr(ukBIB7i3LhnzT*D@l4gbc*1-@Kx_ffP{qXFO!L~IqGJ+KRQ@wst=sK
z`o@=W<DjQq)87@)*m%oM7ql9QD}&$XYz3}m-X{3n5sojF9}(9jc%cCWrbl)+3pt6p
z#(GRrI#1}zE6%5Qi=5=q=}{bP&pw_S&|c7~Bq?#;R(Sn>LG|Ig?pkekq2+>$gQb9k
zyMR()S*F@^Z^d;oxxf+7w{V^PPh)=IS6*gR{3MjzlznIj0f&p~A0$ET<GD{*iGOzc
zYagu#89(TSDV6U#slcJGC@{;IUj^p!Ior>T&X+>qJ#c(jJBmw>HPh~mLnzR9uY0}|
ze@zycgn18?N}+^U;O07)S4TonCpyI>$AIv-4vy`Eb88LiDBCnv(}piB)~hQq{Fz%;
zJDm#aoKJ?tu`%=g^MHhR2*4w50ZkmyJkqFF#W#Iu#x%!0iCml3%f4|DCgb6Jb1j0c
zt!n5pBq4x=!DkA}z7IcNIeV8)vfihz?_3BxbT-|Ra66Pofqv8xAPwp1r}G8Ze%Mtu
zD2fn?>1B_`2mIgtuo0<7UL32OC*`78`Ks5p_KD(uA`%S8FE-4sqQ=o{7CJ0quxhHu
zCYDT_6@mPhkV+mbE%k$CYin!F+wWT8J9;vex*yUZ$Ms*32Fnj7pwF`2HHLoz6m5!{
z-CccXhVT8ycMOoP_-x<FDgH!`NoA0IFqf2Yr+Q5koTGJyyJ7yCcCyFs+7X{rvGV0&
z*H8SKW68ncAOZuCEh;}fXXC|0X@ajq%2{`%Gq1tUtTDL41U&7?ga=7aQ#7|<l9PNt
zfhzZ`i{Xdfw_^Dr&7<r+S5X`KllfwMK}2G|j;BoP74D8*CgTF)lIt%`sHquXD@fw>
zSM^BIUDe^xvQDHtjnN)pq{`SW?qoe_R82QK;IXlH@)E??6tp>8do95Tfx#s`r=k?G
z7X#BE-Zuz($6|c{c&h%cc^*C15SWwVru9&76Lz=Q!IcG+PIe2?7QaN<6B9025P5Vi
zvhl9>ePy)A4oh>QHFMwYzBX8{>ZLbn(YumQC3|DOM9VG#4<?4&$LS_RbxnpnJU84j
z7c<?-U1iS;Dv!drH0>=PHMfY6k4}s*;Mi>aCO(YG5vx>gTkO$SU)N03%P!GfPVHDH
z8#AvegEMEOf=*sY7fz-+ufgvq0m6Lr`GR(%BsBJiw-WuE?Oxw2A7DI&%@m#N<??Q>
zpNsAFm>+S!cbhA(G`_#v)fq55#C8gM6fs7xF52p`Q^*$#{->f?e>Z4<lfrX)Y3PU3
zr+eA>Sg$`12HJs+ol7`mU+bm~SFy$1#e07#X=&2&R$@tSFddyr*%HF23581kQ1lF5
z>H6PupI-||#Z`|}`&Fpou&HzV!cty$@K=Ke%4?dNl{}|9J`zbyKz|Z=41x57XoORS
z>yCfDfxP><BYq#Tj=bb~Qta#)kKeCky7W;5HBXJpRv@D?jAmY^?CvWpCEG>$?ox(5
zQp^nGz=}9+morw6Qs0gtEx;6<J1Dx2r=7~>4KCfDtLF<3`GU2So!f8qoAOx9y|J&!
zLQ-gKUDx8go;r9MY3A}L1&1@pOho^%s@k75NTw*og(0?NwtIDYc!<>V6v<`PJ)?Ac
ztwS2OebOkif<~X2-dV5*ehLu7;7R0SZ|x<}f_I_%1<jc9#zCWE+}meMZ}7Zfoe{ZB
z^JS9yXZdtnCV#)`&TrMb6k-+n23#w$;04qCZOy(dh$~FE6*3Zxh<m$OWAD`3fPx#D
zdl4f!_R15xs(bk6tUDH;D;B%tO$^-6S@XBl5eA1f$oiM%#g3$>vbAMR6(Fbr08GA;
z@eKc0>Ejd^l%*rpRJA2_`70ieDK&Jk$y&=QeQu(S+1P&uzKwjVsXYWLIsJ6$*bY>$
zy*>3+F6ZUQzFX+#e@7Gg&hU!6%Hok~gy8wNnwiT@1}4*n%dttYPW;!H-6G)+j4Pmp
za5~P)-}t99^Fr`gn^!+^9+ovo;lYH53A`wnW+jv3ThBdzb^TU6-r`z_a3<uI(2?~r
zmmYV!BK~g?A&P0ttJ9AAXrRT^D>Xz>wd!%-5_Ez#DVCe0IlZ66A8H{J4Z#S1>zr-}
z;+hNuva`h96`JmvmBq*}vmILKL(8rS5qidtg+OS@|JGT7w7lxiA(y%Z)`*QQc7RON
zX&KRe?%9^44x){2VS*wt%;bI)0g;~8U&D@CoohLFxR!i82%lPM_7U9Dt85Qo`kBIy
zLcw=RtxuDmo9_HzDlbwJIV(&uU8ADeD_Y(HsW*51vSreZ=Ag=W;oNNt>)X{|r{Qob
zl&fW@aQSk8MgM--;4&8scd_6)FY@(MIQi;=g4ubazz8kjUm9wk7?W5L_`~(ozZ;ZV
zLi;B<CmR%wwWP0S>b#E!Ccr3$v(JEldDshwj#B<#vST`LTFMS7m$+Z@StkkH<guNT
zjLMp!69$Uo08GG!+%8U@ri%Q0m1G1?#joBzgl7}0UhAiB2u4^L9s2-C?~{?IXJNv*
z_}%B-MIZeS#!bCS4P}Se4hNd^O>_i^P69=&Al~Q)*#z7TZ>Yt9q<;v|fb6LIC8oPl
zu5&JKBj=pQVDjLOFZKdjOn*oq#1Cp}LTuPG9Bbb7T>fPM%T>hj{<DmcT5JuPL;?5F
zVU`4HF`<|)`n{&f8mHUNru{{JD1iU**HWLNPUe*H46WnDgind)Gy#ehB6%5PPTR5J
z_dvjE@;a%Jbt->`j6uaK8OoixcYf5_+3n)`f&?hqKjFCNz<Y*Uu&S4iBpY6=ROMve
zx6dK2A}0Pe_R*o11Tr=QVO%Y0eir7hiKwWT%Gx_knCLC7<^QAJLjDDdbLimH-}pGg
z3gYGQXOZy8`_;DM!Pj`?dbkntJ$zsSWG(5GMUdVmzVOzhvTs_1@$#c9!_~#nur(ZZ
zMjHjp4uku&(P{hP8?$cTiQ$@eS%ST7ffG~HZld^#t7LF`!fTRjTzY_~f7czNyHa%~
z05_Jm+`r~D(@Khr&c0}dL<N_1k641Z0(38aicJ05BMC65?2ft+BJAD@ex0@6h-6IN
zu=nagQ5sVLrm)M<vsPx$yXKT|N((b3w?WSR`hMENfDT-uP3mxL{QlgJz&0Ljm6Flb
z?J`wWLOVK)P__}hN8_f}6>%a$mvSXoXnm~`cuv_YMG9Gj|1oI8BKyv7Rve^0FsZlr
zNXC^3xmal9-)T{h##MlQRYft4@;mM19BAEZ1}1-rSleGhCf5{|eKV4#d(*<>v=(b9
z5IM2yzahHghbth>{P<DQjrebM%i$O0!pNA3tw{w^D5DOL?6x_It<c?~>(?mzEe#bS
zB%wklux6D=e1{b}N${j<oLg)lee{E3Bf87sJF!28D*Zj#X~oiw(jPSs`!8o#M}o$5
zQBO&`wp64K`v;1eRsK;@1XqVY0;sj)J@=OkFeyxi@H$QvZ$m+jWBp)w?s4(7Yidsf
zoJk$3FMGsiwk)S6#)kupA<OnF%D3=-iD*a*`Wbm(R{7=CYXg0AV2my!%Zr@^jal<C
zju9lsQZ@quYM{aVzUK5!-9*eHJ?J1W2|LWaS+<)I0HhH_GEeQCsL(QLZ6E^Wp0)0Y
zjA8~ST<cf!e2gwh7DhG=<#7bzilnWBB_O($`!F0*Pv_|Vxe1PVkPTz<TUMPvNXLn7
z@0k7B@NBB)A};Ug^L#wjTL^VlL9F<6p=LjZfR<r+ZzPPj##vM9@{Ex$7-)n6Lv^y=
z6dfi0sDuYR&=C4VvRMse^a7Rbv_KpQNh0_@!#J{%JKxnBU$8ZNdbyIvFl#h4fB&Zj
zG&h0L!gKNm@4@o(H+wJ)6A`5qf(H3Die}Yem>`Bsv|L4gaPK<7&jq?=Z26$~f&0T}
zH`BhlqwQ^B(o#bXQ6?yNxk9q1@WFRj1;7C@^E;v?`lXNQq6r&bm5bOTzLz`E_0$#M
z)&6k)>Lw2T#u^E%Y6a|i&siek@r#igPFciz9I4ErlNHsLtewH-md!69*1&e4Pv?Jx
z+B%@g2@1!wl)~Niyb=BAoEoq)$x7_Ob}bJymT(LBQE1q5OD13c6Vt`J+hgwu0OIH2
z8ev@aU4Y~E(Y-BH6I1S2ybNtr-<0hpZ$rThRh9LX%-Et)QD>24LuOORoLhj+OM&2<
zRN<*6`!V;mgYh#|Nh<k<`kL^tAg!C+uY3gHt}_Wz+Rs(*S$qDVJljJu1;bak@oI+a
zUKk%6XfvIc=6!SM3BO1YXITJveF%Qy(8q4mg;osHU37wlCFh>#);Fd%XA*jUj8T93
zyy5em#xA&Y8s)I|J|_4HY0M~CWHwx=<E?+s7MSN%&U`$nH;sjs66l6g7y(Zw2qsjl
z%EZXbC@v6YLAD@?r%e1fWw?w@N!3tX%t(YxHPleB6vq>XZXl#|3f2)iyk4vfazfof
zq8}*cM|TlCB^s(W!V4oBvaxWA6z-2K9vjix7cnFDO{9tHy6KOg73HW{`Bz9_k@0xE
zQ}{~Uf#9rn=j0xT*k(mDS`iqV?TvgcYyHdgw$)yg__1bX^4ROK_w%F+z?dmA0crnY
zRFb=0GxKqUhsm>q{v$g0pBr5<BY+{am4MW%u=9gm7fK~mEN#V`^tuE8wf6nJp2Azk
zn|->Px6(Xf!F>U8J7w?Dd+LZEO~k+EC9k)l3C=e}p57rnHO#t{w!%%MW!ZDYK7rzy
zTnTum{-yG~IvhVjt=jSRFL?_f6F_^aHsMI1UBO6EP4INF#ho9!myF^JkL?X){j|ip
zDt~8i;c=<oON4_5Y+aVgIG}A<CBlSGAg*)eyDBb)HJ?8}aSJ<B^-tDo?nC%IIqy@q
z(r3BJ#oW2ul4#>%IH_yh#-zNdag{d8$6Qte(CcYB`7C$4dC4tMSA!nTJ8_OVIY)kT
zT+~6j^p1fptHsKukiWkBC7ky^P9B{|!4becC1=)KH>Dy^#aRGBKR9TQ`Np{88|2n(
z)(e_AXtDK&#Q!YRV#C!qIZbE#6Ie1Pzbpw;B=}9XPe-2KL9*fcS3Kb;8qzgU)Z$a%
z`;qoVJ))zJPKJLHDXS%q*g8Tm<?@M~K*K!W821AQ1s)yToYLp1!3he4hp{dwEveU(
zFAAkIezI2{ltkQ&J<9m$Q*pVKc3z-rQDF*!nvi>l<HuihcNm^k?^K{gp_(|vh=yzo
za7w%*T-8G@cES`0#wq7{n%>itG@hjlc+>o$CeAR4uibjn^oj<I_nPo99KdF1O8S#$
zc@0KC1h+nLl5PUi9^eGvQ79owbWmR0<zjQidg9SHqzMnPsgLCttG^Xlem6xJ60X^x
z7IOpr;ssGSP?E1bI=2z)#q1kE96KLA$lskxctV@zTd;VurKs$op%EhFvSlQyLLkqa
zvp>VPHLv);&S)8^H{>j$_<qH>3=?_yihkJ<lJ>!ATPaLYgiy9jK$Q+zv|uG^F89iG
zV~RrTl3B8|kxwk4CN#fYdc9%{f9*~yOOsF)j6fMGo7tja!>$4THw&bqsG;yn&NTG@
E0GwUyHvj+t

diff --git a/test/python_tests/images/support/mapnik-marker-ellipse-render1.png b/test/python_tests/images/support/mapnik-marker-ellipse-render1.png
index 43ee30412d9518d6d51d52478aefb60e3c23285b..e7f12b4943396278a34baf2e6059f4e004f26144 100644
GIT binary patch
literal 14760
zcmX||WmHsexc2u9-QA6(bc%F`bVx{t($XC>bccY_(xFn)&CrN6`~m3>>8=6Z@jYjq
zPct9(p0(HP=Xvhy{$1A{qotvQgGq@A0054Pvb+uefDm6n06Hq-!^FM(0|2~sQIVI?
z^UXQRy))OHYkhtUIF{HomWW;BoGs8d<{D-KW4;Wf4<m8@A;e&*PoPCCL#(Z({S*Bq
zu876YcTu7<!{Wo_9Ocd~iw5R*J92L{v45>NvId+q_|yjbu6i6FIV)eAjoVgU#cvKI
zP}w3YS_nFjV@Fb*HZ3PvgJBlU3`JlIn}KnQW;)2?qsU+L@NNq&Yw9B&m<8`1-`I{6
zc?T&kIrf}PGQcLCOa2A^O^7l;Cw@SwEq;KbMRD_6U=iPQ^kjy%gJ7vP<8Jw+p`OhX
zH`xtELemX-LIQ>2CXdQx9@(Zu22dVjaQ{qs9}}jy`SijQXPMwMcbt}&^2CNBA@|z{
zP|>5wGC2$IW~Xw@F0g&tu3|)h3fFn_b7<~h!a#3S{J`I!4{lUy!j#WCusR>241g_W
zRlRK;Yg+qm%B<*TO?0Q*6yuy{MES6QIn_Ldj7|nHQOeVAS24;*8HbfHFtT}>plNSI
zBS5K{U4^Zw&RVdVfhXgHxC&4T5E)qVOZP!GAsfb}Ot|sR&SN;b*#q-}lCh{y-0}v&
z`q`TrF>4eXGsw1#ViY3SL;!n;zz?p`!@gc^eX|#LM>qAlrjc70ILr50Wi-F$I$fq#
zD<B2Wjn^^9D<x5_QL9VS671D;PkQgloJCFAiaJiem)7lNl_EWN+_siBY?U^mJRkNs
zt8e~VTtJ0Ce{Csx{J9}^RQLB`fv!qQy)|w;aI&&%=|;5VeA(sOwr8Kk9ADiyFvq@d
zV)7pGoS~MvcV>A8oKYaS1OKIl+`IpJ^&h>+w_Dm&G?P{)8mZeW_P<a?qst?$t`Fn2
zKKM{xHf8&#IIcW?<xUkz%g{g>=Qm;s!Dj)iLPaFJ3v*LmUqr5!eD$095_oj4yKH*c
z*Z)eeQV@HYAaQv{(A+ma$VOCX=`Xd~xBJbcnbawaZnM<em5~pfVA>2IS_V=(Y53DT
zwoStOhHUwlkVs?tfA*C2R6onhA~+VRbgvf3=4e@ip8Gr%?(R$%jLsr}PbBSBOf-{b
zteD{#Pyx?u(zkw{8CcijQqvmsHzg+J584JvVm={Y?6(?gj?lcq-M4Q_ZmnD^VDK@!
zYATd&WEjEPJO>xPqvccHK3hBu{>_J_0(+_g9oT1(WJ2Q8%-^o3H(W%T=*b4qc)5iG
zWe_h2UskpC_2m|vu`l$a(9vZ&EwhA$;`sQdgRE=H={i|?IqFqV73%36c3V>t6a&C8
zWSSSsc?Ex(`?k6iSo)CoC4GfNx}1<TETkaKW2}oP9KU+I)tMVa1aK!unWa0MF(vZU
z`gE0~uexY-`u#ON!fHu)zuKQxWx87@I>mAAU7YiJ;;ZLht;M<b{gvjQzce^;vAe8z
z-kNwgX}_J049yxCf;-|^^mb<r?1ic(@I{bOS>wHZwVuaHExB61Kh#pH-cK?bqon!D
zg@env+qNWk)NyckSHH}ATNfY6B%2cPigUUcZPLjTt^$^-uAvxEi7d6jM|kfT=gUK_
zbjZYVRFg5T-0GdWchr-o3{^bQ0H(EB({rSg{9)G$z@Q>x@~6IG%O-B8@6&92>=JI^
zt8WmglrP7^e-G#z$1p%WQA02CJDxHCt&N5iqj5>`c`{liiIm~6JRg<S&t^ZXX(Dm0
zQx_*_K&+TKBA(k3&LVu&<&$sDoz^s4;B5OL7uv`scT4n9Pz)H`7~RdMB^^J_2l+z<
z9P3}=>C+)aVu_pc_V!fu<Yg#u(rCkX3T6Q-%(;73uBB!V)C9=8RVd}M#T~+#fU=rW
zR!hPcYb=zNK%4ED23NQA71NeB-GJJ19G}Z*q`$9x&185V2S)pCvr>OwEcSQu>#a;n
zgj{^iMa=*VLjupJUMGGyWnl99ZuXFBh~=gE_QUS=ly#+R&!n*OLK%_>&AQFVw>M-8
z*qBvztpx5~;)@dsnn=eS0Q%8q5#njcm2d;NEtVXMsEvkHwEd_aNAp`BZR-Sjl-0+E
z3o9*Oh3N?V!p(k_Q@oZ5dzb_Y;M|nI*JCEhf1O-t?EByAYRThE^t|<<1I!!07FgXI
zasN_^Cw$uopar>H55Ae?iIx&u<4xN(U=Qm+1`;JN7m2FiY(p~TzcLllO>-yjw$Exw
zg?x`b<GK^$YrD?+83xKtUsuRM{`)x%y!-m2{ct`A8E9Em2sL(P`0|{PI`~*|(I(oI
zmR7fH2Bt4nb_jj$%k<H^3Yyw%>MG48<pwt^e!qRQMhk{+X4NE$iyT89QafpV6qU&S
zt8%Foo#!*BJ&pea-x|3Bu29ECb*M#f^3Sj$>n6;0)qo1v88!-Cj~Uy>9ka&PUuyzJ
znW#qXW)Ae+jhXGe2RUvu%4&4uS9ai{9=4DJOd!j(5X5??Dld7Li@NNrBygLY8?{Bc
zfC}TyLw7xL7mW99)}KxsQ|-}2V&l~LWDXNT0etw?vKb(5&Cjp1Mp8{bPsW%=T^HKU
zlY(#2snxlA>@Ac}?E$K!H{Y>LHG#E5B4NcJC9m$R+$u}e_cn&w(q<C+Xncldbj1$v
zW`yZKFMKKo$wroo5VL@XIFAg1rwQf=fy<y5Nhd{*qz)G}e<<(=eQx3<gb2M(-@F(u
zjOcW+A!Kxs&Oo>M%+^U(aDWb^1Po#Mnc<Y_r>&|G<_w6rFG;y4E?>OGC5*imb>%8=
zt$tj8M)qQoy~Jo>sXyv1L0NnH$Z!YeY1QT4G#pHPIL2{Dr+$r-@5VmW{YwF$(#_^q
zkX{D!z8jGX=9IIgrQQv1cMVTV_EQY#<}U`dP|9i|4N=$~sdlodAy3#uHjXx@0W*YD
zQnG=GOE=o(z1~4{gP*2>p8lJx%cda(pao3sr?L3aL>AyRO`rLb?!U1icO=Ka<Fi__
z#eIlfPsSo=HgTb~XAis|*a`+k!?3oap`wWYI+%ZR5UN&i7IZmlO&ffJazg9;JG_Fz
zldk983*&S<l_wL5AhiEj0lRtSol`k58ntjS4?(W4cMjXf_bm_DCJz(2%F*a)+45@!
zGK~4q8A~q=AcrkeKI|1*<kT3(uie3)N!up^6*8ojolw-$J^U*Uw>knRo3tSCUjm>{
z=hp_DZAXUt)xN46JG<Dqz+p%NNRnadDqNS<FTi~Z<FbSow1!;r#Ymnan8&>2tCVL#
z;0)=@8^bVMRJsfw`r;m~40H=pP{~*DFd49Qy-Uq3dW~0>D`wIb=DVvY(bkn4aZ6sD
z{}phI^bE4h5%WtWAg+Goe%51rj|J!vjFR5c(YJPBW;VSdT(upOjFhhVFj1B3nfrNV
zO8AojQQ>3rNJ-x?2_TMMOR%K%XR{Pd{a%MRKJ;4Fs+?-{+l$KL103tIUsUn*EeROV
zNWtGHbE`VPRpf&92I5!<>dEkWg`|fJr9IbB{AwqPOh0l1=n1D%Y~mBsS6RDEJV3vA
zMQjp-uzC7t{5a{Wpk+K8-FSk(U%vS&`+=eBIdED?@r{+B;IA+x>U6I|OJ$Vr@+t~z
zI|9ozwYtFlJM1^BTJlC<Xy>C%WjnX{gd`(>Fj0oBX22(26RO+K$_i_4ZJl2bi)g^i
zsw}@2Ip3e|S6DZ-?^M*|_8HO0`d~5&b`XP6YJ@?(=}{0n8Sy%?ULuh1BlV1Af1=qU
zz0ly3y>F)&pv}94HFW^+zvc6cgp9s0HS9^09mWTWWzWm*7}G+vHJI?odztKcP$L5h
zrA(#k6$x5{Z;W5cG}31+y_tER(FxE$V9@Bb(1F{_Y>(|AOnx=@=io0}z4@rMsw%9+
zmg+^Xxw_CTU<s<2u+JtbMN;;!@;+UfeSl*R=XWCaTByu&vS_5<Au;VSNE-lJTfOFs
z&xOX2%q^Kh!?5jZfi&>Fa*7^7Pgw+}e(gm5kb>MLGO&*GluSp>tkCdoWm9j3Imp1X
zn^}MAw-zxQGs`|J)YGyyQI-`qmXflV74WIO4d&#3RGtnrdX|jT`SZ>_g-zV>f^8r4
z=Pkf>rpE;gU2opp&q+=$zc|0mv!aDW)-rI>_KaW#gP=#SNIedq?EEg+riq~>wiqJS
zUOBQqs3mGx#FU^oIUZUO1^a{ak^~UE+In(Bk4vV0oE*ffTe0ghK@CF|LD5bdXsY5k
z+5ehsiXxvO##Rl`XELNWwT=7Wz`u36RxnXZj(>k3{|^4P&twpSHrh%B2fJ=1Pvgq?
zp+KeP=mh34tIuyPt?fIpg+hNw`}a$(G+IT>3Fbyxrrd=k<vMb4=K=IP<B$plijAKK
z*__@dw&kQI#y13Nbl=;{n42;43(AQ)khh6|KAslHNL^yu4<@DOc{#HAj=TZ~{6>}*
z%>3H~bL5X7I81<6-Me7qSVmsA&#$%yV*|;#!77vZIqPuKaC}l~Z%#QaS`gdj@*|Jb
z8-LghZ?f^IP7p;Ecp-jQujIlEg|_i;^+g`|B@G8@iWwm4=L6Z2Nu`c5)Rc<+5u)!E
zc+iQc2?Kd7@mZ9&e~4KDcx8tQH6&wM<KaCYxlXe7r{CH1o(D=PW}!7g3K)QBrYmG0
zp#>c}>5^h!3U|h>f2WsW%j4nneY<#dv6xl|XQV$RrmqC3iQeC=4*TB;m{6PgF;vUd
z+;?811%t}xtMNg0h{q+^SbLb{+!=R8bL~-35zCV}y}^O0fj|VHedPS&WKCdfMP<YJ
zte+Z!?PEzLBd48{ai<B|t5tXl^!<6%-d8$`*fMoNUkzwr@Z7yCC1EeiLh^ji#W6i5
zSiKTd;C3XrlcXi~;>6p)%UbL2{)gw{sV}gt)KP}a&+3-1)2U{Uf0Uf(;%~6nznDcd
z1u2W2yoOP{Vp^0SSlV<~7xohkY8V6Fb2LDCtVIA^a`sB}$pRI`-y3-D7>|~vq|Il~
zCtIt{{LvIId2lhP3`s~VqF1Rcl;<~)V?dGRw}70h-cY`ay!>-5&RK^fRhR!hQQj0u
z`Rggl&h%XBJ{Hbhhp?0D-b$<&scn)bSKGfcL2ez>U#bpn-jR#%3Gu*q6_CZ%)y&!*
zVAGc^E2Ui_L}6)N_PekC<XFmF{;GNHd@Err$Ke+GM&=A<?V9$%d|1t|<BLyznO;e!
z<!hk?4+GZgkqbN;6T02vZX!Y#!pP`(pf`5t6x5XwzOs#RUnPC?N&lUax)2gUL^n_L
zgx4r;{7LS;$~@FCQUm<-Ww0l?+o(G`K;Kq%IxL0hHM(hS3ko2<dBVt91xUM{<9P(J
zr&LHWDJq{?JbF{x=l&%U#wR9Vi(B`|C1%`2!U>_8y?*F-IyP!#FX2!&U#JyMQV<&;
zZ&zV@Y#1~qt<pR`H@ov2uV;3=@7VcmdwQKAE;YgX%kw3aJmxW*;A%nl^RIm@w${>p
za)FP5@j$*gv;u7L;%xA*>VNoK@IjK8t_PmP(Y>5aGJf*9n8I}r^q$svl1ONIbnt3|
zaR9t?XdivN(rqzzkav3Q-agQKFejNyV%ja|6$O=ZSd$NBhE1zOAa&{_`?bJrX#S_Y
z$DOV0z%u8RpH>@~KnngL7I2<<mlafOa7Yq#W1eX?dDy^Y!+Y(4LM{e!%SOWPrs_e1
zTQ^<aI*+<z@j)jcgiUSM8m?A&iC6Ur#^^+9jQD9R9}OJjk+07$vDsP*oc*eGCQ5-*
zVvHC>nZIec5J?BbohHrGACFx`^)+we{$eE*yUgRp$<(W03$tWtpjI)X{;1=Aa=y%d
zYkPTOisnjr8godrSa#uM#OGoLyBOQzSOP<n*Yd9ALN_pAri(#OT%9xDTpD<qgVns>
zDwfR~K~#xu8piR^X^WkQHgd6hMy&FuQoA8O_oEWJYCd)g101BOlJ8#M?(en~l2&Ba
zA+=;jf0=WHY>)z{jB=<THqH$~=vM>w&w&n&rlFD$kI>D4Ip<=R_Ng4~S?pU@CkREF
zlmACdZ+a`+%T?_uQJ1U6bX_SNABv(T<bs}k#KN|c62orYuFDQtulHC2!?fw>69HFG
z_}zo5X+X}U#9WeyR?*Ry!VQ=2<5?jhwwn)_to)L8ysp+J)vI4dG?;TSYZiH8$M$lL
z=oZD^cgM;sD83Y;WpN{Vph(ffob8%`{N@6T1`o}U`Us$L*KLnkPc-2iw>uArhK{If
zWwoBep9_a3-#OnsM7|XN7K^a4!{n1^`0zKNO+wcCLO<wAXY|HjDWjRqMjFwib#nKV
zcrCDe1OeVGSaC0aA<<eMKvOiO`i#ap8BTv4Cb#nB)b;k`3*aOVQ=c4MWPJ}O6cFuo
z=YA9X(lFPn;A|7eK35>9=%JKN(1}$jl{5l3{J4tr(TJ6H+l79?w$;i53ueEV8lFQ2
zeX@Cg%y0s>zWmP<Wa_ag=DwM`sF5ut0NmrHGB$6xVpPH{rtEb8$q%UPw@+;ySg$Xs
zQTBWAWq;=J$%Y1&^ms|_A0T#Sf}Ark`fDCQ|67+ZGE}nz|2WyfHtVRXF|U!}WrUX-
zLm24HI3V<LOv<IJI;lRGytc%4xW^*BYmo>GmLl}1Q)yk_w^>`T*;GHe1O~n)(lBnc
z1E-#k>jZ#^h%j~9nA<iD@$&9p4e0`TXG}`$c=bJ;`LA=_eVWjRqp8t{g$|_6<(_Y>
zY2Qi@lJpLIb=^=-grMfY@Pz^?K+VoS$nuPi4}3d+Qo8dEYYa%hiUjprY?cCYT56to
z&tz?4&HmKkyC%+t?R<3}JLfn-^$BX<=&?myDjSWzd&P6``&)~$0?IRTJzwp>r#T)|
zJf-k+3|RW$Zzirvlg=Zp?B^`{bY<ieOnJP}SBjSpE*krozn`jm@ip{_*Xil<8bjD~
ze_@5926b{erMh#mrtf-~A>E?D6m^n4z)*4P2S`N+&o(#@Q1*kPu|1oTw+~d(g!I8I
zoB09(3GAH+=L7F1-me0_!IYBpZ~ac$0^j%42t9ob(Ld^;CIix*tau9^rM!`Zep7>!
zy@J#C-s&|PHXp~O$5w##$oVjS<K%JWy%rCcMLS{fkB7Wk@z|-EGco@=P~xdYvPW~@
zuljB7Y)A-NB#qvve^XTT)flLF6HY@0?IiBpR5Z#h{iF)iv&Jz=@Fx(a_*L24X9Pqc
zwL~v(Ii8;73LQ!Wz}xn9pLWSqM`U>&eTPk?{zjJSiIY`RqK}m)m-ulRIGidEJtkf&
z1xrB{^z%2tTIr)#QIRVpUnw4St~*_O*5CXQeHt^TnfqM`(vN&@$+K)(J+yQ=!LY_&
zO|fTr60q-SJ2R_`%D|6*ABijkT(7mF!e)7;ZTfBo*ul>BjOc*R;>kb7WCDivp}u~2
zM6-)Cew>TowOu16CcLA7gFB*jM%IPle6nj-QeA2pmvpK4zS-fhyw-Jg(0D|5Sg=^}
zZ|k3^ND3E@_1-AJ^B=y9ccWauEB72?VCh-g*6BIvA9YwK1XSFgTZY<Jc%^LQ=%`KW
zagx8TKTv@~cd&zQ*C8wFL>9M=5f&SZ7`i*y>Y2MMvb<hKX?sDy?YwEr;s@PaZR57-
z{5Hf-lL{cy5JBhstE8aZ%u!XDV$btLK)ra%TR;t&g`}y<@I<m-=1X`u<kJ5sRK+Ei
zFK|(ocmJr50t-^=94&bIj+h@BuiP@{HuX(T_z@^-^gjMLrTY;i?X_k;h7J=LyM2af
zExbP9d9Oax&7n7}Po@;StxpgVy~kWl%60885cJ(Q(j_5%_xXvxyZ0br@UW!Xj;bVQ
z#OSJI>np@~o&%S%K}ZlgsQPV&x>nCg4Pf$n``)#leS;A26fZejllIk6-`uECPOrwB
zZ~irR`lptnx9-D}F@JB<K<_3}69$dORm>h<s>rbm-sR{TApk`cUjl1&4Pt;q+>#G^
zC+l)l0iE&V^qVJ_h}G-R#$=qTef)UMJ_$&b1zKJPy%n$Juu1wAp2c4DI2qb|49mq{
z{Y6(*W2$LBU+gl3i~^34>6c`hk)>m2&1H@1xqm8gnTDzub$pl{$C5n9zxsN@rmF-;
zqIF>%Gu(223i*SO6?WC;kNZFGfG>^uLFR)3Z^WzTWk9#gF+8C1f0C3L&=Gvb$8=vw
z53lry`5|pHGG!1anR)(Up#Hh!<L#`k#?u_nrbKCb=HX+e>MdF+x6xt}CC0*mkE6;R
zxfHadlEi$j-hI(tabH<B*%f5>X7_$=y^9F??<rRxiEB-d(gAj!<qp+g^aF-ZgP!AM
z-b<|S3E@b}Oga}07M4S6Q(T_a)kXP{k*WZ&<LVkG4XH%}!*W6MGpQ!MS0(O0rrYeK
z#8r8l1sFe~cv+La@$K8l>&HD%!Rd+IRG$k~5s=beZUClZc%f<6{tbPt+^~h&Tbht@
z0UCU09a^*GrAFA3@LYO|)p?RGLe1XVJd*x*i<I2dHDfz)I<o&<_;DhU-|xH&atHH>
z{QeiKJ&Y(IO?bp>?ydrt+c?0*E?WKLiJLS~5eaz*+C`d6pUO#=atp;%%Q3ALRy;Eb
zWw4~{P$Z>uMk3u7<n7N<7je7qnX6C8PTKFB3?i4)2*`bBz05MQFk3_6fhGO+D-syW
z$@oC$e^^?Yd7#QnE1|v&vWt7$HvWpsn5saz%t8(B-n+p(?0Nn=uI%4>U9n!E8h`!!
z8&xY;DVOOST?)JTWEQ@6jxWSBqoL9gpQi~(BNd?suBGt*D4~ca#^9g~Q<zwe#ujhP
z=Cf_5;k+oNBNulWS`2W?tojkM6!NT=d-G0Pqo@BzdGURU6%9sBqmbw34k`3eNuC7y
z4+VSpvG6@AjbTbFoi3;R_w&PxN25^mqoDSo3moU(v{d%5u7v(C8Ey8iCWmE4c#At|
zTcWwXJ0KLy233~uN6?Ts_jlm(PsX$D9pVk@l58t944#iqi_HyI7PElouWZMkVB0=H
z0ctsdPbbp=GsqBMFq(n2evW}|mc6@C_Bdm>pB-$4DXr>quD}hFrg(7_r8r!x&Te|J
zx#i3f3lCztR5ofZBGt0E>@H?^v8m=Ttg+IvUzg<O6hm1g1Xi^2Gr$&($Qj$|Iwt7J
zn#dbhrh5fEQD-j_=H80Kt@tgcAX}=e!W7S;SN{KzOVu3WSf~PDeg3w{g;-(2mKB3&
z(t-R+z9Tf2==KAgyncta7evLX#InM4lx|~MZYJgqEH85B5v8RVx92V-^3Jhg`Ayu_
zMM#e*H>i28xQjU(Fo9%wrmF&iWoZZ6+oT|MA3fRpy#czPmcKX}-d{{wF~zwS4jQZY
z<7UJ|R<dZm3j|yIq3-(vzy(B2a6!$d(ht$9K;!2x!z(Dtf&}x;MPmM`B8(Q?e{u!F
zuNUiaRGsrnrDt?D??91$>*hbEZb5_x&B#E>T`h)mzt4iL2{?a-iQbAJ`p=H%D~8LJ
zXL1^UVhc3~l=U7w7Qc=&LI%IR-v1WOzW;X%dUMc%y!IDQW%V};@K2O+gOo)A%|21Q
zm6f+JlGSM{O6)$3*32l<lxI<cCv8S3VCiFjKO1uyH7I${Wde4M;i1w}1BvMTpb%&q
zIagI6o3Jln67DqS7vpm<jy^-H$`LD$tTk=0>?9naBD8^Hg`tu4PdKWwvKXssxMKn?
z*7$rV`Q`eH-ORw7eI$BR@=6-g-+99Ev~X3)Y{?O;hbg`kfi=D`wl}<9XWv2bB4r)H
zeLb}@<y;_GLk<R1zG8y*BTkHwV-u9^<?QZ%p%KG&liPpk-<)>${c>Rqc$iNhRD1SR
z?>cE@yizC>smUR>Q3W(0gSvPyWZ3IaUCnyrkI{!s+{|Vj-jm~kR35Dy876{mI~#n#
zA^Va9k04QdrO9dfs=Yv>bReg_(%Aw`&-cUotK)e>>{D4D^f~smoPh1nTw?Z_BrWZ8
z@T(QaF{$7X3d9-Uj&qWhjQ|gnEy%$3of=?6FTSg@X?tKDKo-QGuzk(}+@d_K7Tddg
zxF5W(8f)Dn9J4jfZ~v+aB$~|C3xJYAocx@^oT8kP3#e<?8S>;-*xHdI(`IyPfQcdC
z+Me?>P;Pba6Vae1wcIzVknGR{vMS3LPvp}L*mD9V({|NF>=p*VFzhEXT57{IMk1R?
zu^m-d8)%S&y5>Z|MvW0r;-YS>pNpI4Wu;fZ*O9gRWj2q&z#d+TUs&i&UWF@LiQd9^
z>A=Gom&_&GR6m!HQNv5m{3Y<~Vq!7j(})117map0D$`tAbb`|>X8h7JP5*-V1B2gh
zNC2%Wa*8al#7yF=t){q}mZXo1sUoG&`f^I&o+|D~$fZNE5thntMammx(I)V0N*&uv
zlKKDQLbOCe!Gy#qB0A8}9unf331LbDP{dod8uwye4n)u5YGk7G3bWm=n!{F0k1v@c
z9jW(L%H--lRoma1+C8y4`f2r3!u0>~UqOOpRD|CA$bC7wLTn)&)0Cwkt-TGaTEMsI
zyESkLh}j_+!-SQa1L|D!pQT0Y3JLKAebCk4=I}jfPi&!#n$5ff$2y>I#Bz08!0pJG
zzn(plCH+w~3*wy&Q@}tcKRbtPoe4Ag$C&bT73D84+ENL9Ck81rAbT{F=I@Agl~PG;
z_6Z07o`(638}-@+sw@trVN#afbLOdRZTk=l2486xXi96V%a~Sj-G-u@rWfH#735zD
zy|b7W7A^rP(Y-5GeSdor11rt%evk1t69XXrk96rXYM6ycxXHkCQkZL1wWSR?>Te2i
zw@XX<mysnymhd7Agm>OEVFoE?bKs5s5s%ty$QB=!GJVU{ZO9ovSokqK4Q5zR(tTm}
z+y3?>4mK<kA63+Wd#ANz$7?{28yk`=n;KXQAo26DO;`3rl$t`;8OL9d$G`b~tJDoO
z#EvaN9QRsFu38OAXoGBf?DG2^?(0(Sl(0RgzXR-iD=S2b-a$Wm0<56gXXF%`0j3LK
zQ@*Da)+ThZ=W<m%B{Mep$s@z1_NsG#xDE?qc5}8P&uFJtd|UHf06%#1fmrs;3zFZn
zikH<3l_S`*G_0}4El!n@JXjNk@7AEe7TwOh))p;-i!gCd1iQ|LZ<{!098)bTEl%8J
zhy<-4V5G9Ns-<fC-pchz6?)IHGV;Mr_ZKocPdkP=Y*b%+<mdjLJr>+^`QKvfdJW7)
zZ6vt|v6n=E2@Y;>H4Y1$m-<Go1OnGyTl=2dTwPP=ynZzA3T$*5a6Q}&zQoCa&W|Hu
z=T)pu71dLR{If}$osRr$`F+qQd;^k@{=eccP?z{6WMclZNz_#P6A=E;&ZK_%36+>M
zA+NZKQ#Qwh7h6c&>L;gL5MNBRvE`|XmOil~!gS^4Hr~VmQRdl-(gW)ICUl~3?kj9_
zJ6ZN1&=;0tm%Liu@YcaqH#p8_$A=$<r53Xlcq?2t*<AL*c{7M67Wdv+DnHt376<Kl
z5o_XW<>Ph00{chMo~E}n5UjHCG*Lgb@eao}n7=h+A{hF^$J{Qb)uxg$H&~VegTi0U
zZ}S_>b3>aok5D$is)otQ6k;g+$lW_j05}?RbXM7KH%?;{K^$oC0r*WvzX@INKM{_o
z&loR`&_n{ZKU^(6VDOa@1+?dWhdOrKoh6#sx4VNNutKjGiTb(ff8K36a4HPu+ac+4
znGQu>>yxR%Q^H_G)LLlBPVdFthDG*Vj|B<cV+(IO<@5-Rw6zAGs`qEbp~z&JE@u>H
z!MW3~-$yhMHFh;8Fx42)*cM{|=G<E(saKS^L9q0)tF@k59wCi}$^N<jq)oeh$1{6r
z`R~y_jKXiCeaw&HL6n@haff*01*tP1a=}i&5mFI)6_A4uwaql4ljKeFPE-Y?|8)?w
zD>-k?MVJ3mQuiG(yLSkUO0P#zB=7k-e=zEg;c)dCvlW9Y5&oAsLCEP3`pg%A*mT;H
zo+I5Dfs%9a|1~;zgLG1!>eIiN0rRw+v<@+RouCfV2sXC=3?x}J<OnC3w0k3qEIX1<
zBZf70K1Gup$f1GRi!qIbK|h&+({48^san71DG>(XHofjm^ON$n#4-`0EQ@itIDTM)
ztC^CP+&W3w^F5#`)?(!1gUKapZ~ygW-(FYj3L@y}9Rt<<mIi+9AqXLC5X;?{A5g^_
zSg5B50n8C52tZwTjG7K?nNIoqGNOoHUY&kV0|95o!9gbsYTSe`kzG&kQ2ev8&1sAR
zbvC=WZFr@P85h|t9zzx);gm<@0k!oFiQO{}A3@EZUW5X!w#c}Tx%f7kfb_rqHkPv#
zt?ydrm3Rr?oD0(@bONN#d$8WY9qI_Jj_Q4tNuRTDE?9r?X1F1dixu>T5Zd!&p-Spm
zO{|*>_}Ab{n`4^GYW-g?Zi7*RTxKBX_wxIQfn`R7#k@Wd;mM!PRj!L%A?gFvuR%&i
zl%&G=DeU8?+Cg{ow_PPb4kDZKX_4E9mQDq5Hv^tF)X`f*zV!VMGT>a7K1r_pxP9kC
z?6K!M8;zg;C`{?rDyKYdgil~depa$Y05Zv}ym+oe$v;*ym1qK}U)!vfqF?~!Bb)cu
z|6C=6(4sFh8jfldJ+La;En9cGVYT_oYKe5w)9CZyw6sFgil7;Z+zY6ssHCXX6zHiU
zJkWz%sh2=*82j5Luq(5HJjiz}6OY%OY@Gngla#JPiF<ihTjN|iGAi-kP<+Y3y*5P*
zWz3{)RF2Q{D7$Gl)r<ShSJSWfnKzqQ>|E~}<x<S-C-w6*f!nHW#mzWu0+cnMBV}{G
zDyg9t00l`)$~9U>lm7J4HvmcZ<v&U$8MFK!LFdi)W!q-&)dtjO9&ewD=$PZh=9tc(
z?4N}AK#@tWn7mXQ5|t94Nok-oL<kfBQ6<y{U_ZgO$n@qLjxaqE&-+g_(=kJ0yq!Mw
zR%T-7FQW5oSFR$V)i+IO11y({2xL|4?D+;f37mZ93(~3FL_|Mw1|j?)wsF=vdl|56
zK#~9$=;Ti2&UQF2b2O1W$;&_h3A#w9eHo4Lx^W?8^Ce3Bt_HNCMtiC}ol{)HMV|je
z8$Uk3A3ZZ(_z(>8ZPf)M&a)jNz>{_R{`~dZ{S+pYh^*tfRHNH*-v2JKccLK69gN!u
z3PCPA{W}{;_-GF|0hcP;$0KTe304DQ_eYVZZeD@*z2>I+{-9z$&IPn3W>y~-Vgd7z
za8<x50lQ8ymW839?K>4K7p9jcD1%PKz3W*-w8O(|7UdUKb&or@@ICVfPgKRhOND{z
z{EzX18QX0R(y_MA)whF$*xT!*&}p>r`Fd$kb90g^z?)nAPuX4}6_?|{9=!{*NuJ}w
z&k#72a4=BjCg3N6uhcN^EB}D>G^R65t|J{2OPs!=6s1=%{bzfPZ9?pG8|`Oi5ulvW
zI|T!HgLQ-jJY6ho7N4{PBbTD8Oma;0(zpYp73BZOZ5ta)5z!;A%`1Pg@ZDL#d*@$=
z*h}PdR1_x*8ge3_vik}O{0E8wVl$_a-9L}d6rhg?^YQU!cYd?W7Yty=H6!N_4lGGK
z7Tb{sOVC%%z3qkSs&5GY!_7}(TO5jRY57~$mBAQ`=BP^56ww~ty4|e_pvc$V8*|96
zB~OX`ygA;9#=y(##RlUu<h75a=>SxB)xq5LG5PR&yvEPmki6ipi;^m!x+i%7|7ik<
z#_1022(RAMN6q1(Zx)XFQ4l99&C^KUbb_!uP<I%DtH<~!^v8&t=n$5jr6Z7e?R&?Z
zUs6-(03o(_qB>^ntqz{?<=ov2=Xy=Eb%rb6^?A%;b_KBMHMU0-Aek_(Q!?oh+f9Za
z#>K*iZcs@cu82xr`k)ZALI$k6Ne1}2+(xN`q*rmp1|e=Jz*@PbIWSSye)@gjgFu*e
zaRxPUns=#R=&(O1p7N2E`@`juRk8#lD#u$U)IGv~UWMy>|A=yJ&hV#ecj6~#3f01w
zn|F{u#K6pf>wHBsc;XX+vj9j~cY0h^%5ckgtRewX)=YVrDrmqNON}+F)6?`BVVRWX
zN-lE6e>KK-7Y%&%@dzV2cF&xwttY>)kVy|Tc7{U%XVQSPG}&bi+Ok@UJ}(eM69p+y
z0OlV3Ub)In;_shtgERE5K%I+tO&ago9V}|WiXncZc)V)HwWX^8+q)82v#dUMte+dh
zr_mSLa~evmy|mnoexD<n>R`U?0C3UlwbB6E6bbV5D(<_c9^U_0onS6ex4j?N(dz!Y
zUL+KJlK0L1$4Vh3WPrtIN+-F`!+!ioC8sFywF~uiW0)&Tn?HHwXQyF9tNb(vwrB%4
z+z7vmL8H1artS@zWUjQc+rc?<P`bIN><Pjl3qd$#VVp+MrCmQIxnaC>Ql75IfBR^^
z4MXmRgFzo$PIDVam)qWxL7Q4{ULrfAOFNpMD|FIj_;D*uy_7j@_CRc)scFwc#nu|b
z0$K9bbQP1*Oi8kVr-FSK&Um%`o_!?iA$zLiA0Psp8EX6fHI2N4MKkV2{M7?0f=N1R
z5>avzy0uFcP>k9SMkMUG&|cJbq!;&6vGdpb(mc)>4`VL1uTyvarKtGA5K<#K_kk>_
z@(m-fb_wDJ0c8h5$Yp?^KPswij^n)uOOZ#Gi|1<nHr0LUz5KObX5y|{Da|6*#wmi3
zXik4x{(YHerpzV$xXNeXdS5%#Nl^;1{UGghl9OD?^Rw>3Y19Slk6&lZ8&cZd`27X^
z*0%4zTpqfG^F)HuHAl#J(iQuzxD%rHADm3}^2W2g9)Hh9;vvgdP@*Sd(wdM^*rC6p
z6W?nScCt`0yoD9Mb$lSJO#J)c>*cu`)y)@_H*oS7`&XJRS4#1tnSXiE5SjZcM5vYE
z&v!xa#Fy)pbSqx+sSC5camDqdKrqm}7#UXQlM=k8+orCxW#2etG4a88pKqlZ@((No
zdJB~vk<ozcsHh0*3p=E?!K-*HSL*svITuLe*pwM{PtB^qAjr7X?P{bKCO!b0<{CmK
zPB>ArCKWv*>$6afscKJtwcB;y`Nek2htg-I3yyFc`G#Wu$Ma4!v(wST<R^avE#AOG
zk_rw^_x@rI`0Efe0r`4qy1+Ze$zW~lNMic41eeFvdu^Yn)myF)PwYy7=+O-(Z;CA%
ze-wQ$34{H$k;xBxIU1ZMn)m3dkJ|)*mN$X~aTCp;+Zfn-7Al8ct6KB+0b!Dpc&RSS
zQcnMw@2)=j#Rl(T0!oAVU4A#l4tJjpD92`%q&;NeOOB{vsQ1(GQAv%JS>bkrGg~4-
zIPuzDx;X&DSkZ<33m63AAs2nJMqre!l<wq|(SA4u1SoKST7Le}*z3)n2doA6+{g`4
zhjPAx7JMkgHM8HMJb(RWTjGc)IJ+Ba)>9$X3I@I(`QSZe8@T9l+-5~Woe3}TY<P=N
zsmRRJS3lLP3aOV_iZq0p1GGsr*99gZ>BX9*qCly?ZKy#szuroJPq9Rmd)X--9NILA
z<~vc**6ji>zhN!E)lCGTwmC!*pi<1<yY8Fh34V-0_645L-Si*~sX%qfQ6&gX_aq&C
z-*K_TFb}Y%C%Kw*AY80haGZH!S>OU(pz)^R&hAxR7`0<aMLGJ^cRdOn33i?3HAw6$
z(ST3ixzOsv9$z@-?HzxjP8TdQv`a2<s!>##J&*hN_&#`3X&z6w_#FuFaT+J60VKwi
ztH6LI$pTMicTK;3C~6*n<MAu;>BcASLlh$BG8WexbsKyL(;9x=*%Atrq)nn6FRG*$
zs7?HbiR;*T74Q$9N-dMo=MAU~=J6xM*em)lgELo7M(qhiTF~%2uN+@SZZKTv2_;?S
zFI>hure(J@T3Fct09w;e=>jHDKFcE`XuON9h778+R%hY@Ns5s1KR4)b&&9T<x)lX5
zQoB>S4HiEy7+;z^Z^TC;FCUVJ%3$Tl667)({V<$H54fO$e75eFM5MGP(ygwY+@+Ai
zm114&e6iRR8IdaNqGd2r80lQ$Um7tKT;T&rq^rt>9!4NQ*?vn3wLqj0y0#8xA4m`&
zH*sRMJH)`9b6CJBvhH{tk`!;-p6-YatW}c$K2&$Q5lS+DnU55@UGX}_%@m1`Iob=4
z98O+*J4b4GowATqiws!D-^qoo^&lO+NQp`?b3{aK>!?AI#ZDYt%>2Qp&8Ft6AK(fK
zg^}<y9>9W0wI=*z9e!u~H^##!^($eFbV4K5#jG6<VWgw1{~_AHl+ra7&K(Ym>PMGh
zB48pz<~%u>U76nsJ0Cslir6N4bnZQK-+;N7`2!Nfhpy(Lx%eh{8w-FfN0}oBKXNtX
z2%6qP_nB%UM#(Lr`x1%z`vxG0xT@8Nh)bLJ0&{jQy8+;Ov+lw!NlD9DIW7FD6MJdS
zj)yj~m4WLRq<qovdNe(9T2lfHBwuG3sGYAxs^Q)4;c)$Y!LmQY@P)GvA7P2l;_i!b
zbd)$#G71N){r6>lzYK9IyM}L_dJ}+=dhK_$G}Z6j6{jMNj({-y`m=#722=C*URjE@
z3&GI6xxB=iYY$Tpz(%=|gbhuv))}X39az<MP0L-i@u~S~jV&omJR?{*AMa_}&2x3!
z<Qd8-1=Xz@Qjn}d6mv7}Cr?Z0@JpL_pE@ff-e%@f;m+3RSVgMiOY{W3v5%)qa7)J2
z{8csc0?21y7JtfE6GgO^Rq{|x;1NZ;O+DZzUt0e^bjoxECtZ2U3uYcZK~ug^7|JeG
z|AsI^vSQC~@X5WfQzFqpwWtIOmSZxgfpWjL@A}G=UGK$?F3e-H`~fE$&0NR*qpx6K
zf-q)_q3m<vZ_Hmc1dd%m8(}k#?+p`<IG2nOkC9TI_GWs1<0>LnJ9EN70xHHa4=fL2
z+lts28@$JErSshlz$m>obl=yW3X_UX4NTs?2|fO~DufIqzsCX>TcmiC)Y>qaLnAOv
zY2`z8#;EZ<x0H<TI}{(eriAQ-gKvM@EhhX%gi2X>$v<796n|bp1j$wSU0{UakcriV
zYsUA=VK3SwS&W(p(=WmDHSf~i!~c>&wbzK~J+Q%o6wLdAP8hK<T37uVNLBx?gj!Pw
za7Iu-vc>x)j@bd==4Guo=+r@^p%AVyr73G3jEG#Y{&=Y;6{8e!a-V<Sd5m^mNDCF|
zQu`cq%mn~-Q?)VtsH0=u^+e_4q^;=E3xC?ZN!hjNGMM*=s*)TxbMri#B1~S5{`tW;
za$*gpN1nmWk72xvbJ$n!G&E72b(*<<2laRL=F*ZJ+EhwZLS(rue)1qPGIo0^RRka4
zd!EZYL2`I3K%=yokdfn0ZLN9+LG!f^N6>*tu`>PG(9Ys6%#9A=p-M9FY}1q+=G&MC
zW&+8fen{j+@=qK1FX2@(=B$Emc;EQ<cV5pIzTBbH0)}>$-s!C5=zcy<UN8ExWv_HD
zWEqK9wLNS$^&1&R>q|ghPJhT;n4zpp6Cy;8+5H!DFJw9+d04`@P128|x}?k;^sPe;
za0<ypf^QCSg_JcNvzi92zpa!LLzfn1w;HKvl=eT3C&*>U9kRyiyUz34tHxZt(jJRT
z@me^@!2r-)aSKOlYtkLbH7d*7%K|p`3c>RU6LHBHA-D8jlEft6wC4ILy<KIMAniN|
zOOY))BlB9iSvCd$(JGS_4mfk!=N>E*_vtf75UfTSJIMk^IR`B>v-P}3SgHN~i^a@R
z-54>NcaW=n_4nfkH9%2j3g532y4|p5%vy~CEXRCOf>ojQ!0KedNdkj#ZTtl}ljkI<
zDHNuw_|S$6!=RfW7T^o^!N}mN_2DEzEs@w9({Ny&otV0x_WK77IkB}r7W0lD8?0%A
zR57dVTK~<YJRJK>B}&Yu?dl@%8nU#LVqDD70s2ZCspo+swF+w^+VM|iPWKyZxx>ro
zLTPduoK2&!iI1a2#b{Dps$vHj>(+Ay1?hQ+xr(9x6nDP7z<N<h{MIs&h2Rf3H)c&_
z<}0UzobqoPew;HZH)dHfTBTI)!;tBB&j&Lu)InW4-pkze2LhlP6zXuVKeCvy6*5oI
zIsznPm@PEm<lj7no5F6kNw*6SrZhzySzr8it3m8wq^>{H|LEc$Um3)qJKD=*FY>@6
z0$O0MI&7UqaV(Yfh`AExQZlmW_I#yZZN(?DvkdWQKV5|6NeZ#Jg%}0!zCJ8}ZWF^p
zx2tCl@A;9XL49?Go8uRyxM?)Ee1%wu&@ryNs9Ym?BsuooDtLZdlHaKgr?;xBlOm7Y
z<9?{{yB=sN1~v`kAuc7A%XR6!-j;WCP;nCq|Em+kOvMU;&sGCkioZ$VoGn-yvkIl@
zM#O^)*durjN_}EMm4D-mZXLd^<4(p;IE|Pe$;T#56w>Qw@Iw{j55yLU?R8}!XG@PD
zB77FJIy!}IE_`ym4J5)2&~;Pr*qEFi#is})?a91_Fa4dV3e1F1AreN#Wv&A$>dV_;
z4av*QV&2>+4Cs{1&_s)4H=C<s0a{4%>&W;UnO9{8nqEF`J?>Ar(o5Q~qLjZ9KP?fv
z`_hxco6QGCd1x3-yVe;Sz~Nk^BRVwQ<<zPnbj386?6bBFu59^nli8np-CBrF1Sm;E
zUe!)+GtpBWsTiL({410Ee78L0KN5;*e9v>GHjG23m-5fEy@n7|G`4#hLbj1H4ZNey
z!wc%HVJ?uVIYgV9r%Ixt_0q1{=-K4iId9r5&{(>@?elV>>PN)r5$K)N+e070qGT+!
zY#9bZZ`t_lQs;cD(7mC5p)v=Ah+0S9^8G?fw%4EJQ*^o#SdXxqSgJ2~0=6{@L8Xb%
zYrQ=^BpK=Jf~=gFK^OaM9&u&=@ITnfSv~ej-*;^UkGX`){MuwVS1B?8We~M$#yh5p
z*WZdP=$WzqM(GD}g@X$C-t_=<s2VSCaSiAWI=iOxyApVFH~U}7zSg%$-2Bn5X26ZO
z7lV|6I`XrhtQcVos0#1j_*jC(uk^28#U}k@aSuZB8&il_elb_?xR$@_A~KIyJQ;&9
z{03nI>od)*<*l0~7KuJV_>hTMlm1PKeH5P#ib70@<(h<zw3)vbaCgKX?)~+HC*n!W
zfI<z}0%Ne0Gbjxjo&}*CqkUzNt@Wv05{~3SRRipx0qnJ7m?%wb9xiLfAy6w~>bAu=
zFcGk@HjfDbdDp4^%8B}mGVP_65%w;yaXJo{2w)B|LQSC9G4nVM6djUq__&*ByZ)i&
z&b=2|`d9uUCmhw4ahOOOk*7Z3>)+pyEIOOy_F(($cltgI1DXYOgDF>SWtGv&5YOyr
z$?q~#@2|JZx#KRbf9pY(K7v7c)4)B@?~S^5A6^u(WA7D*QDEP4&;QZZN!S!`>*c`h
zMocd9nxKjG@FuqM^O0ja#1}oHkYl4t3`{<Ou~EZlH<gbuuu*&aZx?q469k?S<peuY
f?5t_|8Dir3VFT&qi+IEYCZM9AAzvkH5&HiCQw8*6

literal 15077
zcmX|oWn5HU)bE*rp^@%J5KvO-PH7MXK{}+n8;0%>M7l*nx<k4|8tELmyJO(a^S<}q
zPcxtPZ=bW*S$q8}@`H*jHU>Ec007wXa?<Jm07Co)0ca?QA3f({a{v%5lb4pz@XS2Q
zy3r+^eHwr}*ef|#($W%FnP_Pw<ePwkAVjuYue3(kTQx9)qUa;&qaZ{Dxkg>&G5z?8
zF_*91tfICvHV120{c01VhmMESmeT}kTX(`|*;J49-7Q9U{6_Dl=%m81CXhtN4>Yk*
zdeCnzZ=_NIPEr-Q4q!L!>>cUofNU#`Bs`jv6w4Yb4-O&4LJ<i|g`>h}!6?CN{Al<9
zq?o{zHlXC{{wIIi(;j=<(}F?UlTwR8j=x5w>fh-D0_LyYN|j@O-}<M#dAPdw@wvP|
zXJ~u!!-DVh-6FpNuBF4T1H%0G6AS`i%=%J|D84%vs8{z7gWi6AztuV|#k82h(4mQ5
zMH2@(M^gtJKgqDe8_pEEMhU#(Uwgd$*8B^a>Ie3(0^Y#ph0v9NZ@n~O%cu2g#d>wB
zm1D#C4w-dxHcgU*KgcSv4?}2KlmN?r_(iiRKlZQY)4btv1edX@Rtz+=2V>+FSR7bP
zd8=tS61J(pI3Vl8-=FD~(ukr*qC!1+Ky%D1Dz$Jj0Wt#9lJKu=h{i)~9pZ!-gDfIG
z5@bdmelg-v0)8NmmZc*X5a7su_KMxS5yKzl-ZkM!=CO`8oa$S-ZI<+Dy{x|;NZd&e
zmr><b_4h3H%GN4<V!NqmS(h8UsZX2Ly!y<i;dVPV&!;&p&^WDmYf*Gu@>g~BW6D~9
z&vE<x>|@Rp2PREPK=U2_Hc0fst>D^PQERDhWp(3XH=?Uz<9!aO;$z)vb5<9!IEFWO
zzmK0z10~97m(lK3OGpsY^g;&bUrZbm1IpII3PD%RX=XlLya<%`o_a&>_~R6-6HV?u
z;+v<h%t`#4q$&^&k19DZof6QC?BsnYEyU=ueRbKN<6}VJv$2gif^^tB->5OojkQc3
zxB5xbz`xAjnxAK>#3BC8?Zw#bze)5i(cs$^72|d=bt(`cVN+(16CfVdD&l@K8(ZDS
z-;neB*Xts?-u!IhiV}*^Z>5H-p2QayE<HqrwR~&8ZzZ9BFjlY=<18x)Al=BF#N^n~
zuQ~LGArG^L=tb7L>+Gv=&5uz+9${cCO%<38G$+60<#GP4iKB4O?WkoX1*8kPlN>fT
zG=ghm{FJlC97BbBW4@GUMUki8nG6z*ZJD|4?s$$9W68#)tpv!z>t?@#5yu-+Ds8$u
zcr6nF(YKr1i_Y#BHh(`hHjz=fVA4}7DJ@003aUUkoxS95jEABF=-Lc(Jhps~GZnWq
z_8n7?(nE?TXtWxUNfNpqOOVA?bjb+5Ye7495COoR5bn>{*CbbF_@%9bX<MW;rp<3#
z_R6L?*6caCDNH{l@c{qgX1Xs+NSnfC+i~PNX@2^7MC5ZlBU7dG##hYbiO&$CU+<!Z
zv<g?5k$&M2rBn_wzc$S9DipqVG=@Cgg}qF9%}d?(p_)sm!}+4RHd)uj<=5$F^qqg!
zXLmlB8x)f)5ugfXGv(^O217h`=ga#^5fv?;PUKE}qOcABdpuoYBKP879hTHxi)`U}
zCy#W6Dn7ggDE;WBp<Endj*7gWD4RZ`(9Jt;n)H3o{HIy^QTA8T`OVB)t33SSYu#n8
zo)3wMO$IKlZ-g*-;UFFzU~H*t@V;K_YJcS4F43TVtfRM+GI@H^Ar*{Kwnu#Lnaqys
z<C|tPuwKV1ZMMPMK(Vd;f2jivvUrYLE<u#wR{(s@e@WJPs4skf$ArV0bSMt9#ErjY
zgFi0odxJ!@lTN2YU<Bi4(ezIuD`}Eom%@Fm2--P!HgO{QqxwN)ag%-g7`wVMUFOs6
zmv2<dLZe$RkE2@;ri*H=9c2xj#-FgWwQ#XI&JGS;lB>P;>P-yE*hQy=!!MGvP*Q<Z
zsPCC>$&C3a9fR9X4S0q&rkiS4+`V1%z^}EC0=tAdRa8g8?!i=@1m-BxFM1z&=r^tX
z8uEg(Q8Kjv+=Zd)*FRU!*hOhtqew9cTB(Qye;?IhtCmR9wClYHUtf`2?4!L%F9p#_
zA4Dg?Xq<EZL0vF_1$&8!&^F&MhjcQ07cF)MeoK3JqCH<{@s2N?11;+B=9(35rEH17
zoA|lvXJcXn<#MmP7reGfi$FX00RR2CgKE=x0WE6YD_vrJ1!Hx%2b0RD`QTZDJz7~1
z9z-`Q9P!oia2(XlmJ4C$ZZ&76Pzl8Yv^PSEj+pGd=K)n`O*y_+T5vuAFWbfxAc7?^
z9VS-2MMd;Td2zTL9#Y#a1I)?^wd3=L1F)u7WiN5!9>ku0vh`(6EXdR!gl`JE52v6C
zn=**aJBx_7bq%%fzfnQ5d<<G+t(z4f00<m~rMkkaNTNLb<FK3WwL|2_^Xv#mF(ixl
z-9A4&B@6}jzv-UAPVbyE{?_RP0hIYCph=I6^f{0IY1`TLWWIk!rJOPCkc>!Gk(=B<
zQ@j^e&o7nPVO%Q$5faaTHSFYq03L6ZGUx)Fnw~#r3@524XvFJ>U*}t-l7Mf~%9Po=
zt#WlwtpJMnEDaLDY@l<V$u{PbrpsaSA--npc;DAgg#RLXsVx3X)p~rQW@V9jUC*P2
z6oRGZ#H@sz@Oh#1@#o7pMqu~hJ@u;W1KZTLZtXkTxRXONpKH0zJew`%XyW_!uksPU
zLB{k6nFY57A#pDOxnnwx&Ar{ov9VT~m;AAfCrtsD;MSc*0XgOci@y3?*w_1%XM(A(
zXcJ6R>EjJJ;lxnc*3iw14*QtaC{rq-V<EmjbXD8j(EdU>R3;LTtrE{)LeK*-^vQ(!
z+>}i40>;m@8T#@^$nd)b%<pvAf2MK0$;C&--4qXrjOn4T-qqRl=OO2Y%-!Ox*KW7R
zOHwr)2#L;QqTsUoYv;8|v4j5*b^dW#aNocML-$&KjJDr?)XFZ-LGx;Uh&G|9dN*#6
zisdCSCY4tN`bL)Y0HFm}Ccgw<vj9yONn~OuUoc`%3L2>|PK7u;Z!C3ReHqDpz?~tV
zZ;@6!*ZR9FWElX4hQ)q)A;#d?X)JY*KM}d}@Ns^c)gvd+hNgu89WPKg7|j=#0gNF>
z)xZIQ5}2V*z(yL5Log-J@0<=z?;fx|Cdj0+=LWI}O8e2;^9IGn)Tnm)BLmeMHT+^x
zUI|0W_mdwK{>D9GDH@qVRU=$Q)~4iFvMIg5Y)(o5zeI`ITeYy&jJR9HaEFBW1<5UH
zoAE9f(#4Aq4N?pO&@g@O)JO3<Fm&l@%2aybDLVvHR-v6~<!)n)rr3;56osXjsWY8U
z-;i`iW#tQUpH09Yv1GY<FrX=23wc6~u&<QdKDz3=Nvn;g!!0ALvtiP=X!e*Q+MEut
z6k~T`sdk0{I6=0^d>YpwYZ6KAgjfZ+Z3(2;vHQal){|FZTsxcC?-Q2#k;P@ww{F&M
zZiOd5(6pT8%OfB4^*CbTz9q(`@>I@dy>v}U!UQB=KH^~DT-uiG6AfaDbK(42H;q7C
z7y`ZYA8zF?Fy{$PLt4yUQ>$kKM*K`212lVWq}a;mFuVaXDj!nyz}IT(cujD1mz+aF
zXgl%IBp;#LcOch6?DLz-q4;Ul$e2}Nd;XsR1J(eFKchOH=ciw6bOfNf>XbQ_Vpb6I
zlIpn;Cu;Vkae&7<q024T7m$>p+{~A49ycjF#U(Qten|35V0U@!S=?H8gFVUpXxW-S
zeZqhcYbWSZ5UQk!m9=JgAxHAPsvzMlGEkE6Xw{BZX!MO>5UHP2ejz$=Ez@$$9JgF8
zq{1g4p6L&<bdqjl3)Vjp;EPyZ@ar2X=*{Jl-&G|8&Zmr&u0&tbDRFm}y%72`EAFB#
z5)f9ClN_k2A!Tz{bz!84qb-F@Eck6PM;E7dB2RSWzb{V!x;NT55kPo%I(yw=KV`t^
zmB2h>)C|Wego-9IXoj3x<pm|Pax*(m;EI66J%hzIQDx;nMW)~ICx7~3r=6tMtKdx*
z1upDmfFmccE6u3wPSL4J1z#e={NJv|%lxFVO6NFO9r*BC*I9)i6g4`hU-(rkMlNHv
zJ|<8DzioSB9OJ=>6n?Tu9mvVEm5UDNtPL^*jD)J_T8W_V_I$-^)JU|%Cp&0XK5bu`
zGE<eQCB84%wUC&Rf;~zI5dqv+n@>(?(Fv6Bi2<D270V7ilwf3jh}yUQ#tII^<;B#B
z5y9#4!2l%ww#Q)QSX3<etmwYGx@PSU<EQ0;sy7MgD$YcndL_+$9Dpp&;vw!gE#TG#
z&gH^(AsC=4_I-P(O4gA`Zg_QU@e}JsSgFCR)Z2j5G`sS?EdrqT@h+Z+K}y&io-lk2
z$7+Sl&cKoXg|mxl5a>b1KTL%g1f8P;>nTfO+h+PpZixi}muo|ZD`QnQxDBtGF>-HX
z4Uz4OnDqeijXQtjD0)t(WWLRTC|}YSVEGB$%(X}T5M1KJYIdm))FA%B)(1mB@{80H
zW7@{_!uz+BkUBC|Ho46<4B?WQl}#~-UR{N@oHwX=XBqw#RoR)+L<CM6hoUomR{nr!
z=GX!0oYvMbi;tPWY2)=Pr$=LVp`(;OBRL86CxaE_JfV)nOZ<>>76o8@FyujTw!WX_
z9PX*1QGKS5B@029-19Z=I@k{z^>Es`lM#opi0gp(+5aAQgkGIn@bjntRx$`TT6=lL
z@d!=`5T^rw=xKd;+1qtf@Oe0A4GR_$o#-y=13RIBrh&oq;7N3Gl~*}HW(Q5r;(D~e
z6X|I8r=YNWey)og@VHrYDG*WnP%s(4fGOYlnYjJLdww!2<u!4CRteTjW*LS&zZO}`
zgR@t!|8{(p$NkDtMfbVPnZ=u66X##Vz1bCdH5(=}+WXTr5pYJ0b^^&I2D@IJmUVXL
zMG}+)Tys=~mq4oX{n-%gxyOiebBzX1yoc&F7@BR?6pn=p5QLW6N481&+~CY?eo{7k
z8llL!3lv<<{hVctS1UMchcRh4M`=s&Rn4Dj==<0K8V1e`gf-qWtHawgX|*La%xL=S
z{;A*LCM~aV$?VW$BXvbKWu7%D$?rU?ItR~Rt*W{9w{rqi#~a)3F`1;r6k7yec(Mt=
zuIvRrJ)V3nhgDJ{K`l;n87s&os&az1<~uknnZ^>AgPcNkw*<OUZ=8Y@B+ekP73v|w
zzj6j8=^nX78inn~C4F0>Lo<A;8GMB{)9GGR4dlY;2OTeF)*M2mk@tf>m0M@gv|WvW
zuO_T@WR-nT=*g>ietA#UoUFv85lrm!I<=3E_{5EbsbD<Ke89<Jugu-u9w)T&{*cIk
zny1Ly2tZR1<=96AFst0-RdC28UWNCfu~6H>u3t{C)NZ@7zsQ(i3}17}Cd`Km62C`2
z0Ke2~ysiAm!yYwM9wTQu5hsD-fIDb3efD>7ZIPnw@l(B#hX)OxDsOOOZ@_z%gZu8q
z#&?~L_qY#yFZb(<j8Ka>Xb-|l?Z=zWB*0LAPz?q&t(PW=LsKc?qJv%WaXH|Vt2&&}
zFz2}bVCN%`uVR^=4Q|L5=3?-SG!LrXygo_x{%@+do<xq6F}>E>Q6WdW+JQ}&J6GJf
zI;Tly&hfh&^yPnAOjFTttae6AhWp~T*SxD%86IV+O<*Vk@(>v6Yu;{76M6R_y$YAY
zzj)L3Q~5}zkt?AkF9~|m>}r<4Zt3Q#IL_CaDTx*HzN28&=P8}oqep+yrQ3HOMFrfx
z(;@uIgG~Xq@eL0>_`%Z~Wphbg%TJxf@)O`071B!p)IBVC1t|jA8deT}{crdve+}Go
z*kQ(|PRlP=mE#91OSBZe0b`p~H85HZRkU!T;v<D<Sd__^UcAu$cWBSaz`tZkQODC1
zlR2{|>LQ;pCz^G{RO@vCHkckT*dPW%ke_QP@d;G{>eQ19F_>c3of<s-VBiNK!*q1k
z6`zNT^-+wM=yDzQXKpTSbS`aEezL=2%vF!%7CcNwTUE7rvG-yV{;?~BdJx~)q6nQT
z^Whhp_VnoppdPCWbRIB}A=AE#Rs_-o*V)fY=6TWYAMZlSY(H0f$FZ*X-}TXIlTfxb
zvq)!rtk>&$A$=GVxLEt^73<OzcQ@0xag0B0Pn)mM`%&Eq`s>=BTwT#ts{{F_PBwt@
z3bc*}$PVPh8}9elrsg#J_jZ}M6%Y~yth9p!xz-;PUcL2hx0l$|Di6%qI7oJt>BI}T
z|2ua-QQM=t%yg^9r_K^s47UjCP&u@aQ)kh>*Lir^2r$qzdSc_s0u|cF*EYA$w0d29
zs~l^->9<!;Vfqs`g7AbKy|QOPxkg*f1a^MwkN>(;3#PeMAbzdznX>&eOkVD;G(PA2
zjic-Dq=MEuDTK{bzWO09C#7$iAb@r%D{CA;d+?_Q5Uz}F>+*<^I1eTi8vil>FY`Sh
zDnf+p${K^^fW7p?4o$I{{;q`9)x-F1YAZcVt@eApSIo^pu3d}<a;J;Jta^_N?!&yj
zX#c8sU7us$HZinzn+biM9VoB<{#>jEjGldY%Hv2UWbDWr)cRX=Cp3oM`B;K@+1C6-
ztlG~b8HGZlk=cgT%-2eNAqmPf9zI)r`&*mQYX4d#llo4yV-si%OHP+p>k5~^(EdDg
zj1XHAAZg0*9k{c|0L??L{+;sqg$qAwZar%}#uQsbl>Lhd^To`eV+a22cx=5z;ck`n
zD`!sI$KNkXX1H|Lo#w|Qh4vNfK>!B|4qmlB;MwwYiUv?pB5=8)yL1*I<;?c3ig+H(
zyUKFp?{`@FgH7lyx?{)Ha)QnQkAqBfE%gN(h$(kqxX@0$d?R-L?)NO<5Bj4>@)>aa
zF~`M!CkqASl5bYWV*VV(;{Dp5Gs91qlD0z|XVW2?A%0X=_v?K+AkH!NRB)QV{BwK%
zH4GwZ@>|T!^do&wo4JPy#^Ma~v|v9GSsRxf0l=_NXROK%^6V4XBl+lmhYV{aU}9t|
z&+Oo-HSbE?Q#nF~Au;`6{3W>%%v(y1Du^|~i6q0H{gI?z$mGyK=}E-dI_0^Mj7Pm<
zYwow}s148oq{?H|C<6%=ws-N<4ZZr?1OQ9?GqBZB8??pp;D#*uGI#+_&)1PgT5~so
zmIHOS@HqVX*7h*-MakdbhqX5ZVdZBxSlm`5=50XkB}p(k+jF&U@#k$^=%!+;bY=eA
zfy>jY5w!!PVv3Z>NF6alK9A$n?1`7*?H(>v_bYv-!@6UUPlpv_NTuMm;8{M!wz!81
z5G6#is=l?uTA>-z`9pfn8)O-|A!MJ4Aes=^_-c<;K3)mViU5ggH0whuAmWG>PD4J2
zY^||WwVVzbk@Z>}Q{nKZ;Ectc6Mf+}pZ6+XR{RyQF0z-a`6V84e+e|H2R}$2-%NL$
zKY&oaKy)|&kB?1HA3Pi$o1Zw$_Anjzoz)uRI{p#M*40=-OV&_#AK?S;KJib#XQxh;
zom?KeX^~BR-rsQ=c8bF&&MvVXl5MD5^pT8gNNFc`d^QLJ(~<Fzp{++Z8ww+A>>zQI
z;7s^a@bo|_aoBy0Wv4km9PIWKxY05Y_Y^dXSkVnWNsGLJE!pXdWRyBvHVQpz*wIV~
z3e4Z@vyKKs11fFeIW~!*x+T0A!0~hOyM{;E|L6_G%aC_|ZkB8P%xh;XCuFx#U~?<c
zlAC+BykcN@9e0jvev3pVvR;52lL?!W1W-#Br(}+tZ`_ysoEqnU3c?%QJCt1Fbpe!N
z+&UGYrA{vZ&{ue|%IW@8%>Y<>G5i8Z#b1slpzXw<u^RB!+dMWIqx3wdOoxeSqlrGi
z1bwwD7gMeD>tes6RG9h+CE&5#2*wGx%$3pPuFkLvM|gFy0mUyK7l}chgJjPR2P#cQ
z_k~K4!mhCj^ZSQH8R-dt)FSPc$=2)DxRQ@cE3xEfl{Y42?JU`0|3ZFcJhb9%?C>l1
z0_bWR#J0Bi)nRNzs8@^R<YE4kuZLNg*BW&I`@^k!$2yjEe85$>@C+vIY3<bPfacfp
zjXdPi*H89}6ief64`1K1-7YH0jhYIcAf<iNeTY2eO(XKXxg$Ctjznz_VqP{41~LVE
zuhw=yk1_&hJ2-!Qp84n;ZM;Wnh+L@7UqiD22?>IhHZ<V}^|kGL$RpBn+&&GdJ^%fK
zodB~U+9Lk;LKse6y#!S-s?)1w6c9`W=%xx$1b$e;8NYotw$aHy`k~0lVr=|Rh$+f<
ztZ`5bwmo^UEz*|M&=rN=0{B46z6$S!;~dR*-2q5;<)>f6EWUZ_G$eyhMZ-8i%&pRz
zJ&b@l_cN}7_TMe%4#qe-;Mb?Iqg26Z_)#%l&Y=4elUc}v1&!X)``;8?{uNSsm|+yi
zw5}<)%3>ikj7$y*G)B4QW~&;SE{j&`_J)!Pj-X<>&3jmOJi53Zm{#UQ%m!`2JD1nB
z@GWX+0<<bSC&%N4S#=9>8q|Jdp{7TIw!6G5s(d#GaE;1Jcy3sjA^>bVI!24zlo5eD
zvq0Jtgu265h1bNdc*p%ck-A``nrct(J2+^usq<VFCrzq5*$&I~M!Tr9YwT^uEANhu
zb)ZgPNW~R=+Ftb5v3E|*+)@Qrx@*$`J2=jMyYRP1A{88reVa5Hi2B~9z?-(^cmjT$
zjAo0J%0>?OsS7WwS#s}}w{c@#Q9As-d1IG)P@y>Jrq^&iIF4Jpv}hU%q+&gDgGNy+
zI0^;bzO^8Y6Dnn9Q8bic!!Il;_(>GMD<4S`)3BYi&ownYJ+v*RmPD!0OE%=}3^Ur1
zN~!o{rJF3g8lIY|B6GnMmq;f9Ls{vEXuKaAN)rzh?L^(bBbKC8^e`+%Lo0OH+}5Tz
zs>~2w-Z+vITDf97i%)V4daE1Le22XMok2gL+)^2BHRs;dHMOMN7?-0F*fd8x>US~R
zd08^yxX5X;NnW5jG?Z(8TJigv0hWl=r=ZZJmi`!ggE~_OT8~b*O=+2}7oB?~RYwu)
zDrNB0_h2PE?B%9r2&_|04U&6v(<{tA#_;p`&u5S&_66TbX}q>_M-r!`kEm$R>imVi
zA+w`pOH(ro{TH;N)nOj_skfixBSv2r!|<Vpx~1gypgAW=4Ui?*yJrVj%7QLwB{N4U
zBbe8c;?w(yUnIMWSF(Rox_@ymEsH*TlIMPT49g1mixIm%TWY0H)tn&o)7dEsnhO3f
zP3aS=2z=<5d&v8`-XXEv^jc@-064!XQoiyOT99h#rt;~kJ>iC(sT{WiiEiLL8`K=P
zo4l*~SS0|0VMC%=fbI8C>__z|Owf6x_~rHc%kh+++muk{lS}H0zTEG6qjAv(DJRRn
ze-7cZbe18}pzHc5c6F`*+sH7@w(mlO%s&BP=Gm1ke4vi!C%hB+t9$LR7=pmqcbkj^
zYVOR($V_LQ{7TMtf4#l*ep48X+b?D{A3%{ze6WKQ>ZS)it&;SS<pnkUC(Wb)#iPs|
zs8DI-#~J^J_ZWEM<xieML)!(A8Z`Z|)=Tf03nI7zjH|2CbUl&H;c(=(t8<$cv6GyM
zHD|QWt%3a_J#ZBdpVl?Icz$GOy2DD@GHsk{ZpRmoIs&2lGDKf0E-vi1JmeDnlB7>A
zCT>EN0_1WV@`C<6%fk~Dfp6)^(yZWLb|<e0$q>~gJg@vU+2<OpqSO=Cx|k^(()DwL
z*xs^6YXg<Jd<P$T(9!$IngMLCXlgm4cOrxY!ZbBTY2<BL2S0-5Q9-<0>$~ANuHgwL
za&~sZb`KgGedCD;^rsei#g5v=td5-L?d-C3d?<aptvDA1W*KQcepnM|XswKrMXX>#
z&?J!OFY~QxJr4#UXg$ocon3LH5WNgOU^W&&n!DpV{B|vfAIv6DBmjXnaz&(q6EyQH
zHt>PMOAu}_th}Ut?du~wl=`vO+`B!whNY-B*gMGB{$*r7^2=8!yND@$PK!G#I1pQM
z1Rbc@QUVxE^6ni+CjW#ITVR((p8r!$g`LNF-4&v$1sPXVw7q;aT)Rs`x<)W{{G3%s
z;JalG`$6jhcD!cF_6A-74b}Wl8q@hi!KiT|{yYUeK9{i1K3G<Wt9HH3il)0gafKy%
zA=vbg8>6qQrA(1X5A1lK-4cTi?PXo`%A@zZt7-7x7`UWzUo8rMIL)Jp*%%Tfe~w|a
zizXObY(!cBPlR)%xS#`nFVcWN;@Z|~&Cgnf^(txo&UeXxHTu)LCHV56dE@fDRt}+%
zi+M`sO2qjT@M+d70bhV<tZ3}$(WK?O5+uAZQmJorqjj^W1OO^AK*=Fu!D`>*L@=O2
zDaOSZ-hjvdrT}}EL$Buvy^FlUqUq;^0h4-X1@JA<)T;Me=n=es6^ByIQEq}4#Ug)f
zP4NEW#@KL#RHG3j%SPEyHyb_2$wVuIt1f9d=-fT{`$fo4-28ky%D5Mj<w>uaeoO66
zt7{X}>4w-_RZ?&n8;dK@rhP$H(>)NUO4LXwlU$UeB<dM`_U~63Yh*6pRveZ*Cr)g#
ztfZ;_ph2Hd`va^R9rMd02gbpCL%CNfr(0;p8rN?*mUlwJnmNbFz(!%UB)9XkEv{Ew
zt)w%~04t;$k1!zy*YXjb>j;6c*2VVYb^5LP45yr^8JTHnZnpqb7_A>*GCunALHSXE
zl+Bc+{qd7(go$&Xg7#+v)jxfwwiPM<B`(jS@XL;6<h>Q2!tbNc$b_0N4vVoRj2<n?
z1Gn)SNT0<!fOMVQW{90>4d1vlWJF_JqmOvw1XbB!{IJhJMqCYBg0h;CG$x>Xoy|d*
zAyqH<`je$gUq139te4yPvC5!MjiBcgHOSq;^1(cwKDYS0QQQn+-N|UjVMnYbDNDmy
zfHV2&srNw_emE<|bHv!nSlYXv;k`o+(P+7#vbIQQetM9gj;>=}#P^xoXH*@-0tm02
z=|}wcva2K~J>5S&6wGdO_)!Y5>2dAE-hrU`3qeAYMz~nvjyW)<<~1B-DbD*aV@_0K
zL-yw>D{2QWR+$%w{Uc}}!m#W6mojR>5|n1#bKkbOu#fWv9z%kwwMpY;7ST#Tva8+l
zK_(9-LDi0=II=!e=Xp&NMsb{!gh+H;q>10pZh}E+q~G?G)+Cp%m>!zidW<x55JiO2
zYx05h=;}}CdRXwngQsImkbBbI+?aAMSMYdObku#6=X<{u3fsA>K8%w{(EC2qFTzJ|
zR_F>FT}kmSe$0Pyn%lprCj}zzx?;zV<F@yzDo6y6SVe(&CzRFMMn8;ab9k3~wtrBU
zprK(;vMrYnW6hkXnrXSr>u?zo=Zf<6V1VSry07y7h-}}h%jxC9VM^$VZ3f!{2zJ0q
zzH-u$;$8hv-_`01C-Tk;v6+LRo9GnfLibrFWB6=WOSAFNLiY_zWdhsrQkM?9ZmZ$X
zwgEN(V)Y5F^DbDACQ9t@RpB>c4C%7fH%7{}MX@aH&RotW(9u5ADP2{MhY|W-{eXs(
z;%rNbBGy5f%YN}J2WgGkNoQnteT9mRntH9P>LogHc$)}f!DYe<oN~)3HpE7KFbRmZ
z^s^8&nInzr>K+rJ$4OdNh5L6IwD9dFryg&qmt}8Yd4r|Q&o4Tz$Ysix;acnDO}4Ro
z$i)Hmh)4c!1{=>_xpnc)Lod99q+VP-=`@}xINzf)e%M(TXc*{uAsNQJcy&Ru$Y#cy
zGZj*iS&6yeEsi%|_6rAINs`N``v8v*dA9@}C$|X&e#fspjfX59;uBf;zimk!_lM@S
zVhn{Z4p!&jnEv^YrXs0vtemlZ#;Xp>6X815#V^KG%v&{^;|3d9+x%x&SaMJQ0^_Jh
z%sS7%IWi7<IR2aB83AVFA8=q`INr88#Yc?A&krrU07B+RN4j-ZiL)`#digiG{|(70
z>hRO+(zNUQ>Fkl>HGE*@J?(wnp{kuu!v7A}%o3aU03qkNucu3g$}cie_qgTdhe5Q%
zA%-8*2~(*Z&t486syrE66-?*Po2j}MU#K0iH5D1jilhL-2$g+=4X~KB!-Z1#G>cNM
z$g+bvQ;M!&-Re<)!{2bPaJ+iSG&<Yd6z}!M#pk@ev~3sreEZ~ICm(}0Nwxx0$p|-O
zF0=eh2vEG4qXjrT9Q{0XJ-Q+6AmD3wg_@VADT%Emer0v|xx^Sqi|@uG8~+~FaV$r$
z?`Zioy7g7E!qh#m{2ykqEL#hV6(2ztpTX9os&Q_H<Z`W`fOaRH{rI15*C<N8*+I9w
zJ9UT4fsc*mnyrF|6FC$&T>o11!f^<u#h^Z--QGiz$yviMiRg@7goul`RBb8dkb5(M
zPSgRr$3NR}U9(^S_MDm7bM=2g9yH{_s^%V)aJs>3HjxXW9u2J~O8bQvg6sxq#D!NE
z4~7hsR;zcavPqTnNhjGog2p?k{~L$=)54gLIQdMglriyvgrvbMS!yk7dna^pov#fN
zqklW0cCx?pew({Z@<}q{&hfPmYZ@UXwqGt!7+&6^#=Rr;r*+%-2*ymgb4U3VKj@yW
z?^X4KwM|>(Pd3Vej=qmCT_dohKqLV)y#u$3y+Zzs4^*xFk(rNT753}V6=6!iI(K{p
zzQ>QerAMKWwZ9rg)UX}LUaNB;!FXLCUb%DmMqm<j7+rkZ&8^2UfH8BO82TS>&Si|_
zpxfQl*AzgEU#b>^_zIsh9V<*yXKjmqKO~KlaGhQrJGsEQ3vk24yr*_fc1A9oF~-{K
zZ^Lih5u^aekonIM3d(01W?<*|SHM=oP!`iYKGc>3+TleIWS_^#6%H^MCKjy)X*s&q
zzVmu2FRWxt3!l~HOUXN#NVYg$;u3Lg+^mtEA<v$;tmKu;rVM#gYxUGo0xTh%Du3A!
zVvBBrl>``I|LFv;UijWLqz48P{;_UJVJf$)iw?_+JWB=!yN0NWKlCPyI6NZQ6ZBXt
z>mob7>+Uj`7nL#o4#bh_`2mvKE>Z#21uBk+)BppgZKTU(8PETvblh@p12WVuPQHF@
zwWLT%40QO?I~96l8PekFu_hMH&$^}HHU8dhBT<v?X!Q7K#}vW+=wCFND|i>m==zC*
zV6EQ|t}2tH387+BetvyTPqgs>!`4Z1oml6Oal2RqvGnewgY3RPb3|u>*VN6#@3#Fv
z4hq3UnRTr)OmqB4P4#6$%_FsWid;VZaAoUzh<ip71az5zrsrqsm-zs6gRB8fyrp**
zh)+{oOubp1I)%HLZkJo8)mk~QoxhC8u~-<Xfh=Cnvg_2ALPRdDD6$ee(XG@SwKFsh
zJWbt2cg}K@fb+>gTSRw2fVF4<dc;&{^ZS+t;(DuzF?TkABEy4fD`av}|3*4Pzn<1w
z|KgnaJI?qRgIEWGyQ{W(;P|Mrq^5O_*%_UMk0x%zngiqtvCO6*gr#o`ES7u6LtBP1
z>Bmzy0sPlXOenjr!hA2x)oinO^GXpUqb73Y^G_C6%@2mp!VB-^lB}NIwZQoB9>^;B
zJ!`QdUG#WeZ}{w38i7MW``<Ou>;M8~v4c4I-VPJ8q=&FBYid6=?+_Ld0x{eaB5&&4
z_A!*Dc7cIx4Wl(w`$^va_)@o-gDwPx+JYc19f(azZY^j@|Mnny7!F3YRUp{WOe_U3
z5=01+EpZ2^a%vRNhokYY{}Ha^oP@3LTL?wQhg*hSe-2_Rz9Hg%%JLU+Pc2sS3Yi$0
zOx`da)AuQaZXg7~FA)FS>@iIQZ!rH1;8rIo0UvZMKLe*HeA#`E!&fgkdE}xD0-w`h
zl`gJKwC1F7*VqnO)MSP<EgAl;rT*RO(SMQn24*=T9{)PNc03HB=Lfa<A-S4}_0*?n
z{r%_V{v7Zgs!IrHJi~czZ#l97=rAig$nxzwzHvepozU3K#(cA;l*%3f@Po;XXkZIE
zogp8@KBbbhPe-y&KvUv?kB?2?iko-=<qhwfPh)$hpX*9x4tM&K?-x~dRl6bfpg&?p
z6ZU-sP}D)hXEgd)>_2iPrH+xf-{+2UU!ht;wJ(~NfgnlDE|0?qVs9R&+1|}COotw^
z<lE0lqOW??v;L<q!0K%>QYx@qNx4$FW{Z4|w>8u%tNHPYi25AK0}M*;`CJ<M(;i>O
z0<>L5JFp+QAj5t6<m*>C>300|$D}{oMS*wU>zZRS%~J-&-xuUKaNhH<y_-EQ{y2%Z
z`pHp-GfG0^Vv^|k4N9Kj$RQ;~RhjbPgIM>5@AdiMDNZdI+D=6r_q>h)bgK2#0J*AO
z+iuD8<|uGEE&)rm?&iM%UP{L`DeRrM+4clTt}7s$42z28&m^w`Ek0X?+(dRAx8zPw
zuql2**_*Mei+=?Bs#aQkY>~vjkcl;+yKIavI7R&*{bllgs0_$82=6iPBZ9UdBQ7se
z?LS4<2Q|Gk{rrAzl5mT#U!4(7e<_eBNq*7rHTIY~JGOej7PjXnS~I(Mn|o<b7dKmS
zdDKQQQ#fo5n`czN8p~*aRL-vUvWc=7yfxqGY@f{!=8krlLvq<A-h;#=s|HU$ByogV
zGq%&b()1JWoavc1^n7rC3U{`wT7@n9VYP-omwx|G7Yo*8dfj6cazv;SvZmd}%-%Q|
zkX6d%c(wmMbST*EtJ*~|X7_p(nf`y08;U=NzpD6c*Kj?Y8jU=F{`V*w@T#z55)<H*
z$L1|i@Dff7RKEq^qbsw#zQKsHr`})tceKr>n#PGm9WZ3K?z@~SFr@1z*~o)pJ5u^-
zz4vn=QqBu<CzP_q71BCu85=q2T>Gu`W-4bhx(c0lm8J_zgUkPkjEb61Lt59EoIb%P
zb#{j<Y^}iWf4=H;mhXX5U6aaFcqbK!I%7FLmU>PxIZ4f4Y;+g@vxv8O(NOVTR>L;t
z<<X((j=Rw=n)}U!3%yQ1+uS&}nU_*<$J%8e*Jd5|p9yFL%C9&LQ^%dh>5O#nciB3W
zP*cx=-*JDK7b{;lDuuD-Oz%-}|N3X)pKI^k%jXcp)0`Nl@9~t-oyMKwq&yu#mWhxy
z4wpK-Y&G#gh;HGG4)E)i((^<9{Cnr<G#MIY^^0I%O<-4)=Lc1=lwSYHfg_h5iQaDu
zkEWRH={;-Q$hENNxQ6wLumIkrstg|`bbA^uQ~8XYvZ_xfoxA2aRd%udhDFn?^Ij!E
z3dGbs5o-%ot{xIHu$jwrFSS*^`*MR>VZO&-pE^#>?4I(X7j`%>ry%TC2ik<Zl?c$e
zG&&wJpB3HXD-`^FbT75h(thVK)Ss%B1ae@`ZZIk8C83>ha{uF=QE2mXG=o)#jOvu?
zt>m#c9R7t~H~BqajW2qqj)fxSEs73LV|o0l3IHC9j*d_M!<D|)jc2=%c|p{7q}=oA
zKAC*SInPP=j5+$))(<kWfHg`uvU0IqZ0qn%um?Ork7?%-KnX_aFB3aXH0)fxz<Fw<
zjs+tFr>>Z90hx`5iPTV)2M8Cbdj8<h=Exm~?~iS=yR6Qv8;<{U53IL&6+G<;C*cJo
z>4eEaSYi0ICAU4D@uMpt7mwg^!XjD_(43zM9><TojyB=^0Yp0Z9z2g$rawIPiy3X_
zI3wq-I9CE9UhcFmXm2U;63uhw8B58hCL9;l5>J;6sX+h}&RJxqW)OMcx9%U_g!1G5
zR#;)AM&nHP#^>b^|JisSTg6l-aP&d2UDC_1|Ji@zRy3R%M8TyW&&NzHIDd%yeD9ba
z*z?)1QGNY192AxV7Jfd*1o-=WFg!n#cx0Uf8gV;c8t;^UGv!Ayw79T%1cm&)^LSol
z`LtN*3x+<Ruj0_Tpw%n^VIl-xyE+2131j{UlZV(&BN^5%<M4gK8z6Vw`34s6`a61T
z$A%o-pfE0$(3L=LtLLll|IqEvr*YMiee3HF^5pfL3rD!0?0T-LHy+f)lC4e>^&mf9
zlbLh=SZ^gL@}%&C4kV}RKK93Z2LwflZJ`04g92)#Mx~sYG`=|KY)Oup`EYeIEc}Gi
zp4rWRo|m(@lyH#bA@4%LBck*FxPUjk*VhB>XWvm1-=lB_08)EKvBxdnhBHoGer!H0
zc+lXFo>M$~T_pJ*N+HyWeq+dzSj}ehHr=3;yjxf(3fW&2n{Qv({__HD@%e|qjilV)
z0I>Eu0WgyI*t^7EfVg((wW2xaaCK;I7n698UQNMs!E*jQod^hevHr)non~={$|KOB
zf>xYmD?NsO8^?$l!?ixBC*1)~-BDh;sd@wXQ&c^1R)hrt{$R_kYYJ0F%Mo(lO|pM~
zJ^TUdeGyGSY(T$eqF_KmqUm8XOFs4_5db}Ad>o*5m0-jRyuCoRPWzZ3LGi7!z&-TK
z$O>YfRB*p+<XoF=hX9|I_GIt;h0pWGmbES#aFIxh|42h6Ff%3bvgkkm(*B3$b3qXh
z=+-CtmjoEcx45)*7DEn^t#K&v#ALpwM=G<7kU&qQr*T}5YXQqRB94K0RW9E}8wAK%
zZHl4f@zV#x*1#<NvF}LrY+qU)qQ`wJwswP?wh08r$5{MMF+~Gll|%r}-@A{Y4-)%~
zM>1WGFWQBi5}B7$yp)$eEJ~_xp(>~|)(e=S1O22I;V51I@tX`d6m2uSG(tnp$fSui
zJbWpCZo6uA?9kKBEX*Rw&p);U(00}?%J%S!S;MoU|3o1P25{g0`(fRJHaXHb^u21D
zC4c$J#Y(ZwS?V{<Z7iyQxEKDQl;ls^!3ZuWJ=V;}1UlYD)oomgfUf^cI?H~YqXda7
z56K*ezCq)UcYEsNOKsJ1D$yekqu@1#(&4Y>{C&my^saD!Hn`tQcXN+@{!pnI3~j{;
zP&|7&H9FRJgX|4;`o&(a8_)6m=o0~~+RcmZCLQnR;{o7@$WOB*;U@bYBvE%o<->?b
z0hd%pOfKYLp5S_^mQm-E;x{dku{0m+8Qt&aQviTpQr)W+EwBM$G%PN9<tN~0)l=pU
zl|WnYG#yE(s7&(E-1<@v2PP^z%1(}Un!vyZ?p_))z(H`GgQ~r2^<z~|me`M}>S|Lg
z(N7kHDFt&euKHaZ(+@uM65nY$S+q9kX$J5CpprSDg;U&&=xw>2;Y@ZA)fGaZu2nY)
z`;05n?W<rFLlf(ifT22AaVQIj%j7#fa&@`o3av@T0Xe`uX1;sIwTUTn^ndg&eaQ|D
z?CALjNzGqOJe@;wh0yMAJ2H@4!W@7T=s!Sf6@g1@gPTXSP5Gshk1!)e#WxDsB0#<4
zUVLf_$>^nzv96-S4j};jF2{f)Ku4ngNiHll^&T>p-09WT%47u-!2NcW=ytis=Z|jv
zkcHUI9<@52_`+#2(>{}=0rRnM*;wvHphtVWk@c8(6vCGOl*B)X`q{s7kNSa13IIMg
z(28TcveL>6yxhX9`jFQXEcaolIXEcpky$Z7yP{311tqp0M~v96)rk}&K8cL-GO-;R
zvLu^a-6+3}jfK2MbLoMoEV4<Xk&1Zvndx4}HUO{ewHa9l98+BE6g@!z1(Y6>=t@qF
z78Uv7s!s(eE|{lP6lzNLjy04lAXd0fWRwK}ZeG_2gT^Na5Gt71HeVixSRrjmwkFYn
zSVlbh>XpRW%Mp%E84<wAKkfBHrY-=O7Z&20VUcGAqZfV1VROa%53|>^sv89uegA=2
zz9RM};NKE~^D?)2WfW&eJUSHjgAnvp)Fwx1slc^@JNoBZwSP9C{jT|X@jKdh8Ubo6
z8S*ZZ95*RVtr<dH*5TWUy%x>;Flr@WIPkZ1&5Q{=*HX%|y_0DcJmVzyRXp?SNaJeM
zhG^662YBZ1Z;d%g;S2}sL&#9VVTw*t#&eSJ4{NGs3$2m`$Z&@3lgil9*G5ku2-J3z
zO~5O;1QPj)Ow?N501<FOh{mvfgLy^oG(a270Y)MUX_F=-Krea836Y}H)(43=k`t&m
zTiDMsacofS?rDiza}WS7M%%zM|9N2NKc5>uWvgwsdQBlTaX}W7;j#vC@6#B(EV`^e
zrZ0N04QH$>F;}nDMxztm77jAe0aV8q`6D$|DZdUP$2x95Tr4ffK&mM6NazT_XA-P5
z9=_jP7tiA`{Nub{`OcyWAmTng4^1aRjR4@P*W99dtEloPl!Sk$;c6BPHU3IU-9?@-
z_u}n49<MZ>8P6-!AT<|`gN?GeD~Sow)|QiZpj}jXsm(huQYA!e!IKTxRf!P>yNlqW
zWE0_g+6rvn1dmg%-v>OUG1Hb5(UfIbTzjlqfH@PWW6y41>D_%r!I1r09*s*Y92!)x
z+Y>r$WeF0d!17tvwak(YpiP_Az~(dT72bsh*O|t%c<oIscyNJmGoDQ7&jo{2D<H88
zCN`6iY=J(k_|cgnJ-9+5`OLWQZF)R^($?uda&J3XICOg*V9~U;Q+eN|0SQn&yD#>i
zYdP_q)ridP@V^R-r=i73UG0^Thty@#{lo3R)1r4>tLC*Dz~?Wockg>PI(pz~IB?I^
z&q0R@z-WJG(ErH&L%4}EN6y8G>Wk8JV=tDb-^PBR9{TbY+vrp-y*uH1$YY(3ZkE?J
zzgDTg<}9_LW!qW-6<pEG_1G8@lOk2Y=xcPJVA$k!>(%eQT*vxK;wok(vw-r2s@oIy
zp&`7uJ3S`f`O9{fOUJ|d@qI9u+zx~8qNS8t*6%lx?n<6Pz>1TH-z$J2*G2KaaEclt
zQWI)}h^H7+|0ay~qvhu<NXfgleUHs%+&PFG7S{o{8{K=&f1HSjq(u7t;6r`ONAu0*
z<Qm^&vmQCoo6>jI0xXVE0lB%Jb4DB>-m^>SH7|;^f*o3LNFH+oh%6ETi}ydEU=EO%
zt|tfwQ;~_HQ1%%&;bMIo>PC-zj?)$rK5cTh<##Rthqe8`kPR-GFL8I;?PFW$8TQ`W
zXWrAEF)j{R3}Z&i5G2!g_no}4APxag7@Ux2Hyh*+i;=_u)45=g<pkNQ@EKZC!$Qm+
zgaVripaUwUH@%3o8}9f&w#CvV(8nrMI&bL1>*MmeScN@W)#uVRK~02IuCx-Ef?2oC
zzT`mYv2YMYuLP8V5Q@?Jlq9Ha-40JR-~ae0dSL-ZWxR>*u)#)ngcxq-_CoS%nbeC^
zU{2EXH`hC*vQR7AkDqM#$sTVr8n`Pp;0mR3LFy7cBa>PSG`hCe>lsM-%f*Mp`p!Mb
z;#lMNEYHw-vQRyv1uTrORRktW+;&Jr1k$qq!EXI?y$f6>+JoB5CUFk`-xQ%Y2$_=r
z;MyA}KS>sfL`l^_TKJgv5gQpaAAY^5B<v)s?{()i{BhV^e3DQ_NL_@f&EK$rYh)4K
z<gTF;kz0dlcTdq9kI0upkXVdAbZFQp(qf^-PT-^5ayqJac{DvKU0nR9@`vn|akS(8
zJ;O4kTpb;9-3mg7elx=BHumIFwv?sk>b%O6An_^r&C;;@pA-4;caxzMLlh#@Kx;?l
zAGRd4kKs9Q{2Q%$P0V6dUGrr#$}`rDGv)MIM<1?IrZC2TDZ4B63j##S&eWFc?TP3g
z^Ua^M-@=o$6e-~z_7<F=1Wbn1+%QTi)4m%bej3j(w80fs_XW~+Qch4V=(zBY;1J<b
z{%~`k0|XqU=6Gn&fq}>$2AjTlgv^b&%WVtS8FK2Qh6)t-SqQc5a)LhKr<#4p{&L8(
zGh7thHV|{PbjF&=%4cYw3NVwoW`wQ+D$-u`80W#JB0u@{=PPH$md&sV-{Q2}a)PRu
zj3_x1ZG2)s#?xY4Z-0>9VWiw!`z_`CVsWhm5uRHK1Q|0!LO_~!7L&2>-+v?>mq$RQ
zQ~j#if*<4qUhd&qltB<^ml6L9;t*prH!~AX(kW8O2TVlt)BFENKNFS+NU_3#&nC9R
mvACWv2>_IyG(>3h87D;x<}o>5lZA+{0`f8{(iM_MLH`F?O7gJ)

diff --git a/test/python_tests/images/support/mapnik-marker-ellipse-render2.png b/test/python_tests/images/support/mapnik-marker-ellipse-render2.png
index ab1c4314bd96a953b16b69380d0df57067a5dd3c..d1d0d221541f65393ecc22609cb5a9c5c7aee285 100644
GIT binary patch
literal 15371
zcmXwgby!qgwD(~cy1N@Bq`Mg!38|NE0qI6Mh6d>nL6jDdZlt>#l#~YP?wmV*-@Sj$
zJkOljd!KdoS$q9r#b~@$#6l-W2LJ%;jgp)e03g7>A^@n!@DF46lJ@{0HuFYK`ahqq
z$KURawC7s}??0b-_!~Mbdn{)!8zxeT->gsR9_p9bHq8Bat2PAb3gI0R{|E|=Mho|K
zXJKPQrDx-_h_scTGCiDS_6}Ct&m){O6zeq=8-Cch{5mVhC?<CJeA2MWGqmAq3+@<m
z!B>~1N(kYOD!4A`)r1xFY7!s1epPW5uGOMUi2E;!!GxY^d_zgqTX>U?GU2Cc6vN-N
zUc65`u5#I4!U^BpgcGveUSRtBolGiKqiHXKT+<uegJNq{oJ$)&srOy^X*`6N7$_6y
z3VP3tM`4c`f9Rrbkx=!a$-V2&*{;H+mXrxSKE-am85V6tjzJLa+El89nN)1WFwa1V
zSH-mF9X251P#-g>xghtATiE3rjDjA5r#rh2g%kAY;;*f!DqlVHW^CMpgjR3$xKn9Y
zNoX^sL@1qR=GwLVYID-F3zH3=;^&Rlqmxs&U5yjmsSUzu&tAdT0H)TzYUD2N-YOqo
zW@$zbW%O!(GeOl8t%(|X0Y2}5b^#N-;yX1|k(cpJ8$XDInJx*wbtIUD(?}!yTMvx)
zhX<#X_=b<zK>*$#J~=wvMIX9+EK_>;(03$0_H_Rt51NFd#|@cvX(DV4CAhk&p0P`}
zadk;SqOq6#C08FvxKx`HU&Ze}D)g3D1P+vz;dttmX34tflY4SR%-2`!9tb%3UN8CE
zRN2yO8_(6}G#4HV>l7c4l>hd$`DN>;T_(_&#um>}pgWrtXt12j)qc}+Jtg)%erezf
zu}SYvYs&)#)q@I0VB`UcY@~bE%75b5Dn61lJY9I`zGy#p+k(B<nE$PoQ+VDoHj$CS
zIxb)@Z`!>~TTjoQ`Ksl*=)~*g_mn^P=C<-UL@VL~!i`>Of2#ZD9b(8HxnSB`)d(UM
zW@IJDmWzTjlAmvJPchCU6tE`l+HQM3bUqWO^9fqCK$$DA7+tyuM7}F8PxcO(Ac%cz
z%c;K|{UYNcP=ClJ{qyWw8#5S{i@r28iS6`y!w4RFU=7%v5F7lu=$&oWHJKf?+jLFA
z#?^RGX)&6uTd}|8)R&FC_G3@M_Hz7fZ~t^o@7O9HsE}`q1v&X|`}=?}_$J78F2bTQ
zQk&$Qi%PYK@Dc4<Pt`HcRSw$<yDqx9sdyW>vS2xjG#QIPk2)l|-5&W%4ZeB}X6~m)
zya^Ebq|>3(*1)EU_XoX==q)FxJz_^(>2jXX`p{K5E-e*V=l5vpG5LT0pfTB);Ld)G
zJ%t5fiD6Xv_B*YNkCCh4xG-E2)pFXma<0wJ``?s6%T-VjPOran{@XczU0!(2cPCte
zj&>VAZU^hyW@tTq+f9NOJ*JWV<3y+F=7(<+s8lp_0i?e@;(AkF-#Kes!}rC0&xAS>
zU$2NFnk}K4svUR5hFxjz_x5{F8sXIC2Ijil%hoH5Z>=*NRIM|yqF#kW-bYFtc5B&M
zOC21|<r0iP+5%PHT_Zw+2Z9F=Z*6wGsmCVvMN?82slI$(3cJPR5?}QHL%B#|WdENy
zeTWA06I1-k!;)Ec*2SO4_N2lHr34luY;%OJ#Ka@sTTIx7oc>0??urgm<6X?oQpiyL
zmf&;qcDC%|qKUsck>`n0gIAYN=f^5-!hpXM_4(M*m|*%g?nbT_;WjBv1Rh96O{I?a
z__GOuO!LqmOk)@XiVlcBPIHp%bme&mcWERzinuUsbS0h14W^O|U|TMK)hPR!H;Ocm
zs@a1rlaur3((+t0t0|oJyVkPVG@;+<GYjYmQHk$wJ7)yolbLfpu}L|PMKdf?%w;dy
ze(pJV^Q`n%_tu+?<fr)W_WrrT5iitGI;k3=5%LWpX~<IDBOW*$dk}F%3YQiH<)Ci#
zOXl1;=sk1mP|R*)CUG*(?2tMN2;hqA&B4q@e!^a}`F7lM@@jzmuV!#hv%^y3BjN-4
zJRgo`MD*2WmoPCH3gk|QA6m30(8-F3PiGtE3Ns&GX#1U|tx;CJaI`mdOF%vF2P0Cg
zkrQL2Z<y2+%f|J09-IM#oCTf>(@q({7%Z?YFg<alagUMf{YyWzIEI<nGESfk7WHS$
z*=Nm{;_H_XQd;{E6HQ}-5*sh@^-^PZl!bg{4DdDljO5&OR0gmLoyvCDZylPG{W-i6
zfx=8JzO`me?DdhkJ)q-liEp);=qowGfvaw*%?TF-MUJl#sgtU^#snZwi<`-hvQmW5
zqOD5Lb?HF=;fkqO-dHp|?tSaBDWm<ftFm1&KEjWlO|ADRs5JCHP{04akO%4rpQ;+W
z62X8`(BT_BLh9^5{sC7Tx9+gc+g~E*^|$n>JUzbAXC-2tMESx>)9IbMNsw^M?=WH1
zXE|WKJb5hx@s0S2<895jqAiBOhqiczq>LLP+Sk)mbX_i|hV2M*UxLFio*_U|7amiY
z2#Smx7CghT&ZJN2^eUpNkV*#QN<%)@meE74=qWL_qp&t;ub#K*XovyFUQUH!rw);e
zy6I47fl5wNZ42Y7v%h6H(L8dC-&VRT7k~6ebLVkTx)`AfBR~~(O%-UAJ(BBA?Ju!>
z3N%@I{qrz})`dh(x0j}Y-&sm`DZz{oG2XQ+jJsTbwgyF(XEB)eF?>I?Y*>77Ofzud
z{e|fQ$ZMSe;`P1EAksR1N#UL-iqv+~e>Nph72wuVS@or{%d7mg!>|pml05Bacct3K
zr)A7qm!U@Zl5!P4TEU^Da@jCYD9H%y{p!sg#VN*ae5w>j&~T<uYQBHLcIQ>y-LiT_
zaW(E!1^fCUl72oB<HHD$1Gx1PC7Myl%qqiglZq2516MJ0*Qurm`#)W5KlwRjwXw@!
zMxV#uSW40YLr0dkR}7zo>fX+B?4l^>tEYaRKE}Ad0o``F#38?Omj_bQws$bi$4jMT
za@`RiXk3qEm=e2q^Petz^Lw$$_0LQ*K-SXBe9b@l&zLM8lEpirE%K0l5R_DES?%R|
zzPc{MlKJq5StS)Ds99+R%Xob^`H%u?25c>E#{gb6ZO6klVBq}MNBz01Sl9SJmy&5_
z;Wyyf+zvoZXQ!ObGw}T+b)Q?V!6)l}HUfY&*p0I6ydYHFS(j$>p@eg*eGhy9qDtO*
zg`0;(hCj9-pL@*`OrhNX<j#B?znjL>Jqf2eUaY6C*&!K2nM1xn-Y#cl%&75ZRyc6Y
zDwTuCgQi?Vf8QMwSVSoOGJj64ZkNSyTE$RZr#KoNIZaCy4=*98Ra=yYNYKfALIwUy
z=J+LaF=d<VEbKvw;%27Vz?=jRIkUAK8t$vUE<Hg!$lF*^HZ&btV6V0(eLIXaxFv3Y
zssvkBl;yOa@l0)<Bq>!GjOW8|Ejq~wGWjD9tpm&zj2N|@gKwkr_`iQ_4>J3Di<AxI
z$$0v|Gx6RN>^mXoTH0OK4=(_6Z9%@XR}{a+-m$;=@r&DKklQ%ywg>MH$0sS*N#yWB
z%;U{+_o@*v?r<+axx)zD^^gwsdHq!{o92DZjcj;f$_;{TYuxNR&n-q}sC1c1L05?b
z9?)EI0sd1fie4<D@p9|YL&f(r_FcYQ_#wezs0d}Kw5svOMDY7U6{iJ5Ii`0PFV6zz
zgr#HzZSjZw-B3Yc&%APgFX)Iq_X!t20twhpx}pgA^AhUU_(MGUJQm+HWQH~{<68ft
z`@6<$5DSBD<7a3n2ykI;&qKK=i*>PgsUz#`FuU3(INR*XG=7iA;)34Z--yu#q`c{G
zL1$$Igl`K>@Sl-?)$ft(H$CU)Dt1u_e>0E=b`Birq1}aCg!^12NkAH}+EMcZ#5-bm
zgPBgtAIW}0!%Hv~H8<_2f1iHOD^P~}4haa#Z}vdqd?@r^E!%zwAN?<84U#>M?piNC
zdx7>0rT$l-)he>HTEN_jL}C_4C|qDJ(Vk;fsu99XQvNAC8ngNn-r!ev;cP#FH$$-?
zXkR4eL0bn2SC9MULBp-SGv(j2m@Cr|!|tWNZI<)~Ohq9hS-iMcw{H-->IokNQNHQu
zJCnY;MBO4Op(4zwA;$f^HV^CbB0Mw2LEu6Il&SX3j=G^8Uw0Jp+=@#M2=35J=*11*
zo0pncP-s&Jju_=hbD;t~Bv;cWB^e{;EXVRN$>|=Ibq87zj^w-_s9!@JGedXr;VIyt
z#Hro&hV^G@`zZcNFE`4nR1styy<7w|m$kI)sE9CGjP9=wBpoZdoP@ZkunYZFdRugM
zhY>&?muYEm=%^jTLo!>Zh=79u!Tw++gin|9dS3{vMjAe=zJ6$qkEhaPK^e6;62%jt
z{|Pjutac}TMBtQaD}>m-Ad@oE-)y!{V$M+~j1=n<F8Df-@GJ>1=M-&korISQ0_n%N
z1A^x-(_oN#sOBZRLubRJzB~y)i0NCT+a(KvB;H$A(~r*4$cp;H^g$s)sA4qg@qT&x
z97gKh4>UUT0E2=}mB$5AozHV(7Q?@}nsU2YRLa~`!Wttu0i_!6&d<47AgHHV8fOYu
z<M%-gwZ|FTBfJ#$iDwWDS*M&`F(h45R=@<zEt^^fOo=^-KQggP)kR7UAu@ex3#JT#
zpmA4)zQ@^%xIe7gNDHM4|D)+TC=Z-nsgLEN0V-iQg%2MqI%ze!G-=Z}SX{5OPtXHN
z)=g`YC_s?l2OJ50!xXYcvHZG3+9?Qu(HE0KT?a?UW`xRHJWoydD9pFliY;6!nOwZz
zePE;@1RVVY(1P?V60Mkl1wt<KGym;@gRL3%Fx~?8`3oHwM4dZ?HQ|yHPwOdpvoOT%
zyU<`!z=;ZEzp(Zp=lDEWDv+xIQ#zk+6KQeJz}KAoVyy4kh(pyzayYj`fhqqdx^U_E
zdy<%pP6$+zgdJNNjssLlLcA6wz}Dyh;j3>8e=*cyN25#FGoPh1PZRztbA3VspF3V6
zP5gFP-UC73iC4j|iwwZ45VZXC@3$j!W=b7OX(tA+;4Xb>5(M9^0r*JG!_3()^}a!S
zDWU0a+FV*7xv%tlLaRAifT1jAT3Mi_B=BX)(a+u`I9$?a%`pTLPsyjK`H1Y9NUA*S
z6@4FiBmm+C(|%q$LVTXEvw<D6elPWZaQRr~v__~mTf@`Xa>&H&AbLL8R;98oN%5|X
zI>7hO(u?mx^8``eqDdL1jo3V8gJ*eSrBC&KVGH^Ay9p*WfE`OTQYP>9*r(7q5O<!3
zFnu(QUvL-X_-yoXAE#iIT+ey=lZJTyI14q;d!l#+E0Xx^v8Fg{19nS!qQB=YvG4s2
z8hph&fAOa4+LFaia*@Z28u9yy7yI;i4v3bESyL_L7|wNa<mKx{gU!slxc^!|68IB4
z&0Tl4zK5-^>79@Uz4loiq8M$AV}G)m-8-bIpfRf69<4#53E+8IdVGCc^#=BMk#l}3
zwJ6-8;kQBo!zS~UeaH%SPOPp-SQoQf^2`?31AGx~&<L2gfM?Kx4E$DHMLrgZ!m;6_
zeZapEojkniuyR#@H*IT`V0|=WUDw|E+mWVY7ukFK#y|eOzuhNa@dgdQHRD6qJ=T3b
zt&xYO0lk<YWK;7%&);F|z56S%O{5R7nj5Iqo><hH{=@IR(EhSPlD4LqmlhNswawo+
z^9k**+E2x1Y|IC9uWsc$<8EjxoUyHkupO<xFm<s2G5du$hg3Z2Q=H@@MceUxjX@6O
zACz(|s9l=(i@N!ES<qxJvFfN=qxJ$0&o-`RLXyCAsFl@pjSt_uw}xMCN?oEzHe-(I
zWNi>~uABND24FVV*?Au{M?@>^I)GoO;{MJf3>d)3l>|M|$o*w0O(0@5AFV6l7ygd(
zJ7XPhrE=@?dPA~a=3~MWrOi}J4)W*o@(+8EmU>yG65_=~53;uUZ)SNCvki9+vM@2T
zBWgd{rED%AGm)^IM7=dL>tOjMB1l|X3kmyiFZt5-=e<_IFBvxs(BD*|xri;4W7Q#l
zhe>cblh)#!WjX4kI5W0I)g(dz6Azv88F!qlC5)#Yt-(Hi%X<3AmZ$sSt>$-qE(rsv
z7s1lg6@kad)jls%UcpslsWs<yqWuyCnh<&i;f@>WIDxMjRMG$WKR8M+R2qSx?{kui
z-_Xn~e6RZc<M#x=^+@1GJ5CHw;%#F|*8<sIt7T)>Yj(>8sv|U99_Vy%{iWPmYuPQf
zh0)~l&z&=~6x0A`HjP3Hj?tfP!mGm|s0hf)hE^W<k}%syc7MGjI3xc~BVQ}l!NYUf
zc7^FB^0<^#pN+#(6F2NX7=GA?<nNsn&(t}54^mVp)fD=T)^agtbfs2XBQh}{4Ii~-
zWhvyOGB7I$a&jwlv)~z0q!q=;q-~YgpMINJJGRw^wMekQ$iwnrf_ZaaLi)7(rqgEc
z!#?KtvX4an>wjDR{Df3Kq5dJ@;XgXRAFe#-q!3(al;4+@sfQ<qW4#}KFem1UUSYFK
zLDR%o>9WNjY0+1d<E&(VvP({)LD_MygN6=*TvqbBBWPUCC<=1WWFlND|A>_LJ<Bb8
zeFf;z?6EraavS)(SOU_3eYC9P26U*LLFn<nnfoTD0p3U_ewVQ8SExKigoaT#g`byy
z)xYkV4H|AlU0#0eh1uD$SLe2>aNzXvDke+oRxqDCk`!O=hU1xZO5l_SN(*eKn`Jn>
z)n+CXX8BOiIB++3lM~UcyNkD>?>xLNG#ucC<g>)Uf3vz27S<6^=^X(xt$nZhga2K6
zQm)t_)E5l==(N)5rsSKE&l?WW!jei#Y2_N`9a!e}g^GvO_iQHjl8qdp&&j9P!}$8F
z9{tZ6ljn8F8!rW`*zetsMhSG~z065Dl|7JKJTNm90q1Pm_KmvTjr)2Yv!yz_kH4Q7
z4%JhsGeBp9mFt}Lq+dHillsULPunE<{(k5XUw%xMozzL<#H9PrK5+H`@gituwU`Fc
zPn8!8FhuVL*EI$qHXP~gx4~A>LO1}vW<wY1#EClW<Fl@F^ZVquli>12p{s|@-$B8R
zHpEbM!34JE##`$h?L-6|<{tE65Vv;@R0IzGkjAL8VB;gKKRWkri?^{rVw)co9fMB5
zX&CmjDHBFf-o?5@?gN_vt)7#^tKPbS6u56Cn%UD5q?9Y2uCNNJ5G$Jwxl)m6-%nU}
zQG%vy@|~D@5BdApzxOKlzt~iBz#-{?&Wl2^LQB^8jduEG^6BiTQx?JB&M1m}__=U5
zuDQGhqvGvZ9{Ppe13h(`!Deaiz|&-)MugXCdxOx9PD;eTxPbc|j%CO1#%B}?%h&!B
zpU#8?1;Tjuo@Vl=r?jn~%_dz*E5$Tt66h(nw=M;_8!iv>CkH=MDQUJ9GmY}BPp9pR
z8vq(}>O_G1yxD(r$(-~9<a1S5;|Q+cNNY4H07Dj@erN1Q7dEy-yKy>Zu)&6;lT@aU
zKD`+;JKew_G~As-6CfA0B?@g0-X|AV0kR`!L}9eB3{SksCpl-6U@s=asQ(O*N_hP!
zCYLC-aMb=RUhn+(WYevk6I36t`GF{HwUp{Vq>js-+pxAdp<_~r3(3v=X08DULVXwG
z*3bHh{9PtJK8eptZq=r}C;>(vr@7>V%kDBoYJzJ0k%8Fn4w1Wk{#&MeJtXzOr#xH`
zepTR4FUJpZbWQ0NkF0~xt1mQu`$14mL}`HA-seT?B-aYYn)xV2<DXjIE9h+$bWavG
zzIznUx)hThcvwt5#{IPTCsnwS-shl~=`}SMq0AY{s#XcIxg@tr(q9xv2(<x_w8d8i
z^w}i6khTv+Z%EZ$Y;-O<CX^jaaG`yzH^*;G2l-n@p157UV9E97jIUIM=8&hOs0W@+
z5+(Xld^7ZMIzKqyk+O2<8u(b7f)dT|b?5+3bWu-VK~U4p?c?4|mF;9RsqKqS>2-+m
zIcm%4nIOdUYK^sC$eN5sh~^LD=$Xwd8(N6h{l)NY1nvS!P>W8oB*1UW(4Sl&+ql&i
z=L^n_B8BDnQD>_!2jy0YoKk=rU;XzXhYMrOq>D=BYO+bdOnue6_sqsa5kK@fhchSO
zFpNm*Qc#YXUBC7{CRuXZ{Pk!Qg>?e$U-y}3AhksVyl&69pV-3sEm%FBjPUh~g@udz
zu(=H&52iLA@mcV^T4ug&WWUYWm@M)#Ih$338NO`C%fF_%5L9OJ^*%;$&W0^kU!i6M
zycbm@hQjJGbLfEWzd6x7DUw%v5w<70uuNJm+9%a%7MI>D!9X?Nn}MHU1QlYPXJ0lZ
zU-^Gn5633qTo!N1mi-efd6v}Qn{E|*MVD_~<ADl@AVkkSi1Bmjd>{yJV$!`aAA$3i
z*T`WN5jV@lYKcZSRXJKCXEssT47y<T`?_F2Rxv#=r?BM%l_{x;Bfb`#EEY8Y%nyU{
z0Y(%`W-r+H@n_k%l-u~s*k{%`I<tNJv61$apNeXEbkq{Nts}?r-Rj<A&xnaW6y?Rf
z{@2-btB2m43ENh94sKH=pV<MHo5xguR>b^8%IBP(UFf@(${(*1x4m5zeEa1B_vbB^
zsq5JvQEG!7{xih2DXs9By>mL7{h;zZC<Sc}ElFPQ2--E*^TXpIkFt_@7=sq)@qwXV
z5rnU%Z0Q1N-P3+=17F95Vu;#_1Umc)A^JEm;uT_g9*ZZVbkCRTpJU|OuogIotH{h+
zxJ(-?kEWTTbx9yxnC`mBFPy+9o<fqQE3(ozG{gp;#x<+3%Fym_O)h6b@0;s&7$xmz
z95X$cv#a=rXncIx^|$>8L8{C>fY$2aCx!obMCed8#oz$*?;s5*DOJvo=PP<4&X&YY
z)~8;(xjbr`a}-(^*xWE8fp=5zz)G&k&eNCm;%MSKEyHs$_%Z*3ZX*i0!sx7mGmr|N
zdv0J+K;QcmQ`Is+Jgwr1)LM_nnkW(Thqy|0KjpJWYL-EOJ;F88(5tHm#(bf$rg(Eq
zkyC+@P)@0cg%lb-u_4g9DjK%C0+5hR*DhS3E2}E?=aaLhJTfgt7J<De{^XBYR@>H0
zht3c0Zd3h@^jw9E)wLTq@AePW)1@>Io!8^Po5fd(9Ecs>;aYo{pQ{}^)dE(9@F1zj
z2moBB8SZarz&?7wh_%0rj<-d#-$<m{z*QXsb<>eau^)3zE2SBk_;qKjP9w#gYlXd5
zph5Q-R*KpTN@T9$x(Wg*Pm1ZC4_i6(O4`lZ@3)xh-*<ZMzGlzrPYj5t#{!YZKJGAw
zmw_LI^MYWhmGYFd&3{#O0$F6+e1WkoYxj@e<P-)#mxoi5hu_{47dfdAajGQhPE4Ci
zWZ98A$DvExggW@_S7+U$N@wuF<lwN*S8v2vNt(eVg4M$*B3yLU!lSW$0R-6r+9g!i
zB~)&KE5J4Cbavz+i#$yrVEc4U{N|e;hIc@O%3)Ye(97@z^T&B2_6Ns5Bt3zQ@5(p&
zw#EOUEn?_gK?-1epL~_Syb@_R6U8C|{4%0Uk^>~JK5@T%wrfKXL_X3E=1iJ-@-KvB
zwjm7Pkpv!RDb8oYF%q6^2!}+ZeJ$_{#)1ZsXWy6CJKe8Lk_7XO`L3a=yK+}}=3b}6
z33+Qlv!}e6)@5BcA>jtCpRexrwXT@1iq1PbM_yiD9YeYL9_(@vxP}F*ByzDZe#Bzu
zUn7*;P2(*?e|*PCViry_6?Ltez8qNd<$2!VsBp2qJO>$si@h`i%)G{y8NORvz6&!W
zm4YB~4hwRv{r;VbluNIR4?VJ)i7gjuXnI5AzOI@u$%s%B0~uZqdo@Wa+2e0J{=3B?
ze&J%2@tzOoGkIs{%*$#dLy+YYfMb^8G&34n!OVo9^oF6mWWDr;b6@r*n@z)-tXhn6
zn1#&Ky907tVf;8A?SjbGwrh7F<iqK^M{|gc^^kgwXvnLf<FSWT3lI*Vh!BAO2IKj~
zB}-b_7$#3zsSo3ajLjhEQH9;IrBDl?E9MLe<F^G|sOe$E5(f&NaM`>pn%}C`j?XAK
zF&F?B1Yx%E5L>%0y5XJD^2{4BX;F;kvU^-7tJqTwSK9Fdxm^y5dV8z>-(++6*~7G)
z_+a%l2Wcr6S0yZ+mz6~<lMS#FFnm|iJwF58sby}+Zz@g57L22Qnzy`Bua8;im@hFU
zdAc%-(+rKEsif+S_E<d}%v!%wt5qXBPe!8UlSc&*#ZuY)IdSb#TB>q<ePo-|eC~+=
zju9aa6UpYY_WJ^`OHi8||DDE{HM!!yTX3aE4q>P`0aN`A0jO)JvG1UAR$jiK4ke-f
z(}0BiQm3@zJ<%&q-?LxFSc<F0jlQ1WCpzi1FA-oA!-5`FwoAjHqzpPR1lb55{+^@1
zz=@qX*50i-svHlYNC*;~m5oGSLtho_@$f00nL-b(J*YRaLWmY&0z){_8jcm!&EU0B
zhu-!@8So4L>9BW4ebw~(_^d_glVH&`zH3*iBLQ|mEg<(E4Iv4Qn2eZ$n2MOj1rgPg
zwueOhC=jF>DST;4BLh5<I&!T&cn=L-r4uZxJIeY}NawmMiUtWN4{}ouy0Z74V-E7K
z9?G%y;X$O=^+Ut#8fVcGScD6GC}eXH1|5v-o(iPotr+p31;p4!tB3Mv;RG6VxLPu{
zcB>he{;z51`6F<NTzb#EaqZhHmjz>{4g)L<>iuQ+(r;VN1?e$MfSjX*eR(Z3m5brp
z#B_C9gNUZ&yVthqOSqTMVC6Eq7z3r%rEi9G_#uDP!06lmturk%I93Ip_5b{OrCnG?
z@ARpu=8i(CO5sbx*Luf7H->Lnx1txs)XGT2{g6884ODa`4W&(G1ax#gjjo<$+b1MK
z-IXd;KgPkkV!IBDMw&NVRO{_UZ6Q$~L*zux9JgSDaP)AJo|7L=^u3(LZpR7IG4jkY
znv-8h{{8n!+WUff3Z~Vz`Sjv*4UuYF)C=Y<GjH3eR4g_;HaQQB)q!n?+?bK$*`h()
z(#?c(^{`i5wl_Wg@xJ&t0$@Cj?xJ{_<NUViZ^XwHjWCCMtFmZ(jgZeUUE3k6-S2U}
z?N61VUM^8HPrJhFdFkf)tR<IYRb-G!VRZ_a>eLy2JeMy;rlEB2uPn5v%r^MN163%`
za$xaag#XnenbjN2pO*HjbJ_;R6EEEAn7i78DrTm6SBxTI%!BJ{byOAWzExu0=Nd+5
zUDTMN8@S43FdC&nOw3-~2JnRO3&mikf2akkGAWFo6#23}F%}wy90oqI<&KN!@nMmV
z4@M@9jX2kDi%%jUjh*{SabA}aDMb($(d#4pFJp@fle2S2g}tLK{KH7&0-$UZ1#<+u
zb3l6{P)}FTm(Rgrn!aT4p>boSYyO=P;=+{tX9HoDgja`g`|Zjn$lRh?O>TZ!@KV-H
z@>+su^%7h{h5DxC;)iWI%3v6*=%3qxu010iyY2PLCf_2|A;C~|6;7A5MM#KezNId`
z==B3_pRbA5EFTwAyCnNm+IrUEe8QhifqsM&-Ec(1aP5uYsszH#dgI6Q5nYMKi$!di
zIVEIHQBT5$&u1CcMYi~S4&`-_Lg9KgI_A6y?!1fWPrK4_{PE-RNzemYIQ)D+Gc73J
zyU>mn0Z5EK%nyN}PdQRxTIQImcUFYSl4JTwxepq&@19S~SH=3^q`(of<g@L4pD)b>
z#n0B~y5e{@6lUbCNjD)^Vn4&N8+hG8x9adIBD#n49qO6x=Z*w+Kwz2=oXZ<|wfT=I
z-S4H3O(>JZhq|tTxR@V&tc9v=`wLcb9(0N6vLE8VaHKjB#eD3$mKZ*!c>kD9c&&(>
z|B=CwG3$t$Cp`%X*nmlabMHy_`(<(BiD#mi(i~6(2j|^8SublmT>?%IW9MCO?^=7K
zRCLAP-iGjQ&AH603KZG4e;MC(VzVFHT4OA2`V7cGt3^`OB){-}W5$5w*hK<y<U`5O
z>OX1996bAg1=_06d(OFUEOush!>@EipSMGkHd?-q=KNQ_<FZ$0hhcDEzklalihArD
zTJk4fvq6w-<<nbdq;#zx`>^AtYRX!G_Te@Ppv8wcV}@3P_GPEPLjTpTO`Qu{e7ixq
zNpIWy7cYjFDefsGwZ3G@$iDidyrqMFhj>$5GE3vi$Q(<GFjO_)m>e&~J8E|uj0z~J
zGd*h>Xzy{%MCJ3wz{eV|Jx%o^W;Z>aH44UO5lGO-6Ynpm1a_a&pARJrYs&;jO2@aB
z@qf)5akp`&?*WCM5sHf^=zw(L85#l4J+9>cSLo|lYgZ()IhYA6l9+XF-P(qv91k0L
z2c6fmzO09<Z9D~1hv%@8uMiez7XSfH%%hlnTX)Y0mPiJ`$h%!!XjyWhRH$C^Ro+h)
z0TIxeiGSB|rDR9nXxb(`SigLDVo)Q*)D$}dXHFsv0~=<1mmSx#%Ci;d>j}*vRS32c
zqEWzAhEg#9wYYfBO}E(0N1fz15&x|rsmztI{nlemlB>Vfo@`_Z_MMn_%yew%D-q2c
zG$KsP9Be9K)VYJ}JMU;9S7(eAQW?L->3~jL2T&Irt|8~y?_r0B=S1W<>jXCDG=&5M
zi{U5RII1@10&vXs=&nEMbn@jGMeA2GQ*@zN3Rb#M#47!=+q;2a#}{=Fu*s(sY`j9L
z?1)noxeE9^bp9PokZKN~MGLWjpMWN0GC;4(YNtghkL>NjoL1KwpaU_D@eS~xgqZ*%
zr*8xo7AmTkFra)$KGX=bw<t%s{3vhO=iRF?13Y#TELIhY1(S5!tYY}yK}xxN_7~Th
zf)2b4_bkoctm&W|l`VEK4~vd@IJu~m7G}c+sk1nfkk<dAg#t-@px|eLC-xLfC6a2m
z0PcJbl=WhWnQ9wkR+T1&uW#XeR+p=Ka@ec3o?QAdz&I`kI}SJ*DAL8BFc|3gShmsF
zVHXCOaR|y)MMPG5$kGFns0gJ45Dl$q$%!snq)*EiX*9Bfy~BaL-aDOcZEvqYk>44v
zJ~I31#vQ1CF^-hCN$?;rwUlE6a?i9k5KV)L!cJc#Xg2Pzskaj-(KV57tcCg{21_qX
zgA{$UImr?K*y$&oy{><Z1)RAc9kKAG$l$_Fw<g<4COP{cgCzi?X%@9Y7*hM<bP7j~
zBjDZO)PDw?dJojZ7N|9fmY=CkOLH;K#oSDlf+krEc?^uba>?uXNA1f$UgbsiMWN{Z
zh054Xe9edr%1MDE451y^b0-V~uJA4qAn(6LX2b>vKh|%q&fE&xA)9K4g#7r_iQ+<W
zZ##J2fmNe(x!OC9_5p`mm2Xx{d}d{AZQ+-aZ2Mvd$J_g6Q2lW*^#?*>S6x604A_7P
zF~(pDJ83P@E%}isM3M(cF-?E6m)vRjgO|_#>QB>c#i8aL(u!}MtD*tBuYwD-2^z)T
zKPCuUdw{B+6JKL6Nj_IK%|=3VQPy3^kr9CVm_i{3xOiB4OnP=ONbxLnn)3-xlf!D>
zui?7W|7ouhODSt9xGa|?Z5Us^`_+@(m#@h*FF1Ph&nrV`0F*QD)?WL9ftsHCwIjHW
z`n0Wlfn+yX#On3-K}&S9gRLj{CSpdyC%88`WHQc|8b>FBan4g=I}I~k$7lc<@sCBx
z8@)L^TT%7J7g%At`r6Cwll7xIE)<RG80(+bmdeT2_^U+UZR+!2#W9>R<mE<Mf7aoe
zyoLQCb~Yk0*nF1H)L0G@F8GtKt1pgUG8on#GlB-d7kGg9OjO&hFxmXf3{PEencG>N
ztVkiJ?o7`36HPEG^L{DRt@fsyb=t;z_sQGrO^SUVSN0~W>JqIbBCy7lxkH?<@elvF
zKG84V;w1#NYGEI@{?>WGUxD5bTah$_V!Fmxy6&!fYalul^J$wcm#PJxHY@*dtY>T=
z(&w*At)YnfJB?{Fhpv}cFUSXK4<{MNM(@}yl~;@mZ_OS6+$o}yP(b|G>?&#d;2V;t
zC19KDwOhfeakIyQSuYfW$<6;CDNH0~<;JCuS0hnVO3@LDL6pvuMRS5qUX^*g{FY6d
zpiArVbmAt59-w_4arM`dpa`QLL%dMqZP#F{rJtE*cezv|S$lndus58M7~}r$_iQ$i
zonAFpLmLhrm=X_Ha?7bLyUSB~>1B|OPemgqNA-_IYwNQOE^x8u3Plbt#CWQ?E1~B@
zbj3EUb{rilW8*fxjSD)R8eCI&D4HhdGf!kh*0iaReQ#$owOjB`!+Y9sjj}=&6<4Q$
zf0yRKeQz0-;M)Yl1f9W!8aez{Bq6VT2RpU~z6zz}x6(OT=%TREK|cglif6@__g7$^
zg>PD`w*`#IBmqj8enw+ANu-x|1F0kbAyOBOy&&GAVD4CL!5q#LRS|&g_j#S-LOb98
zvx`<kPxD0PTqU;fm&Xr5V&gt(?()nR`Wz(iaPlQ^CRLJ+J1(0ZdC<LF)*wB9+Gyt9
zPd`EgxdbGhVo$wBX;eAnOuTVP>L6Tm^l~My#@v3}8S(Skh7d3!b;^=<Aj9@5WWz0Z
z`Swp$stWk&b)-WS2QoT)QGTSzaik2~ja`wA?GU`GLLEO@>SA>)_JT8O-c+hwhl3}y
ztv_wAtg{i+rIRFE3zhvY2J>;C?kiAznc$L<?=G;YIBHxVNofpi@4F{vP&0;b)gMlv
zJT<!<R_8Z4wMJZ}=_zz}QCH~nyj<2nWeP7w6NR56^*c;b0zM^$m!9<Qe@C45o!fZQ
z8YPv9`)Ea{oHI=ylgQaC-XSn2TIhLy%Hu)EbM@J<qDCUsYt?Ei3NgodISvHnm8o6Y
z{_Su|AR9^)FcN;=7wCQ5-92CEBs3EtLBtlG$CcE#gS8)MaRf_}v^*!al=7k>m7Q4j
zc}lK0*I8-R9(j;e|AeXV*Dy*OJyzj6^VMCu!mT$tOIU}`u%lG66Pau!Oz4~`ENior
zh{nH@;kUA58^%;t>dO^O{m=ym6<9*0k&u0W2s7G}O!&v$9YkYL!TwNN_%r+y7vYkj
z!B6;x1KIg^K>XfuL4^a(`tKZO(gQ=TIx&(A*`NK#hypHWIT&2t1Yh2M5{q0jsSCzc
zzxgLt&QZQTSpO8k>{`oOS!8J>BY*nxt2U^Y^)P9_{==RA+jFI>#m(fqr~K(OnNj`h
z-@LkpPSjB(YsMDTQr3-e{eKMx=qCu{$?HBUG?4W(wBmnMY#jKsd=@0$iNkS9BOrW(
zX1Lb*Q}xTGdJzD463~@lI|b2JnE-AGZ;;z0TQ<AD6r?BUMAm&<;0d7is=OQ}nDf#)
zZtL>yBBow_jIa4^0w`1#*-6csS0W$NDZ4x(RXz>b&%-r~{qSuZ=eqqL);(?B2%r$d
zyl>Caa2HLQV-)Gdqe=-07_h>9M51R;_AroDHIwr@YupB~1JS@9&>oR5=e>=4>aga+
z7YRn-7_T0~wt=k7)=Vy#)8GSv9umlu_Jl@9mHG~0Pgbh?XLl?J7z8ytaC;#vrs2Jd
z;kpEsmu4`q;GRVap5lBhn{S+sm)hkr36@|7a*tV#WeguMf7f$`cZAq~dBu)<24G1|
ziATNX5^VjE!3iwn`I`XM7)oynjzJT~Gg_1U8j`D0P)JuQgGlDDudq$HNyBq1O072H
z<qsh+rM!al|2+XmR+)J@x9rj(P?Eh*czQ()OQ=SFXp+ia#MuE2a`#d0BhXZtu`n1Z
zv^g*S0a<`UG_t(&$ZGy*!5W?cr1Q<;?%ovD`%rVe7T%p6c)-lj9_e<2FEaNjO@KXl
zDN|hF2!zjPOM-$_5IFtM(7Az22u2sasTF>yT%FZi3JmG-nRi;?KrmlM`d`<?A8|s;
zkqKgKX=zAT?e!$wnhaa3valJx`EV51dtL{xLd{7aClq(Q><h9u7(Hb8DaM?<V5Fe&
zRqd+^DG1BAm#eDi50gPF!~plZLLKzb(6Xi0Uw?qQAuQZGu7!sjtAz(6@_I}psf@MZ
z?8{Sm1ULa(k1?R{wj|7xJM0mh{SA_<&@(Zp-So0A@MSgTM>VJg_{FF9#7Ya;Qj=%B
zX|-LV46*A_>C9Eyk`IBf>MsR^%t=}jt=wsz!eq+m5rC_0T48~=zwLhbPA<HPU_=Xs
zc1d*^D$Gzgtr)o+kn+BCeY4E2HNrs$hVlfl_TjLmni46&G@AGY2$`%C$-6-~Fx@kP
z(fBRCd%2Ivt~bEJ0F?0(HK{^BpB@|-G|CR8{(VM72cJMy_0k(w=Uhq(DWo2r3M6vu
zk$_)#Q6E8tXmxT(8iH_CNnZ;_k{s?nqC9Y$Z@#u+y*WRcTZ8YuUAX|{<I%3!OwEEk
zKlx;y@4uj$Azj)5pWX5plDqGc8HN6p<jzmK_~I^Qrg*@V^f3*pXyo3va0IOgO`-8e
zMIuyv$fy``F^vzm9K|UT_r`pkQ7{(<kh_ZvT@uTiH*hBWTZmDd3prkwjtKe5?$Gkm
z@xt6#0k_j727f{WX2OTn<ho-?ESlM^d%Kcy7GBFia&@Z(c~DZVISPhR0vl;us}`aP
z0DzE<);jr#iRNuMQPFSPA9?t>!$g^(pbw!9!?lq-Qemchi0=w3VA@Tyfg<QY?kz4D
zHLUuNxGS7KETJSUK~HyErG=Z?V^OG==U^R2)WK|ofQDbn4u)A^ZflP_!G?*v4$&!%
z2`#{4ZDY`6n-C@^EV%V~e$8wL1f4P`uSwqHXUCF*$TaJE;^VtU3C!U*dy#Y2l1V8a
zNu(ZD;UfS;_;KQDj~A|SUD7@7vRflp&l$x7{&=V$g7l!5*)%x3c*hq+_~665J!k*`
z?P0ig|GbPyZ~<KqZwiZcKlJt;E|?f@0k#%=39#en^syNEUKKcY?a|(u15ej136^*v
zHj}-Vb{@z!)F@L{$+!8qVC2WT3o(P*ry_|L?apu>s|UCb>!DNwaBUR%Hs&r%tsX&S
zHD{O6R(2<S)_Z1334*=P!Q2`|bUYwQ=Qq<JsA%JG#{;0c3fucKvvK15hWZ|0;45z%
zNlcfNNLpY^*6+JIE<4eM5r1jtl-JsU0s25!_{9EM?pp3Dp5+_m?~$xc<dnn1_`@=w
z#1KrWKuIG5F5!Qs!MQmM#v=dxrX2VlCl#o+LJvK`leJU+6v;YB9{%_HO?16QNNa8~
z^OxD`%GOyDfp13xi49yXUz>8!fIYq%emsOmH%m8BS+sM0+a8uuRHVw#(vFf%)W1>K
zODhs^&~C#QRDRF-`S1OGCIA#-D02VdFIK0mOOUj+BLDBblR7KWGZ<V8Ng-3gIL#b@
zxuyv8lMI|LajQ!a0dR-r@!!nae;!Q(%yIc*=}M>)6>&94T}o!O{179Vtr4vQ;Nx%0
z**Xma0rn-weeWYt4KBe&)7feSK?vP#=1$eRS88FxFw4JuQgLhk4bMTe0BS@v6FNel
z{v})l|9lxn#iw{3Lu?tkxSlaI)9(E$9ob~Gsxy)=?HWYsW~5{N#6}3U!|NL36U4jQ
zX=bfD`_ia0ffFSemY<}=jWy#3cSvN;<3N~SH%3y=4y={?q~|1}ckz=H=*t5Qi13~a
z1raIpe9r+{tR`W6FemDHjn`QwGE;k#=!XyG4zq7&-Cl0CJwQOE;z;v!Q_Ix{)=!4-
zCpjR!(^NlnYba2;xq~=$BR|s=>Nq^KL}Govh=ct_d-2+?0|B|&j&w3mV}$f`%itxf
zrxRL25yTgqSJ$*}R3{z)1Cj<4QrA)EJG@e%AR0UXm}E7oovQcHs5ArQNTP0IXWqe(
zWZ&zH-AsUY+Kzmm0qgbywCnp20I*V<rue9eh%)}YwWZ8G*b#ctD@=1?S`C`SO)*||
z7UeoEmkL~k?PqsnSEL7%s}Acn7D++C0A{$zZb3~>_X*D4Ygez-$1Mg7Oong1T&5w1
z>q=2SJH8fXXBxe9OmmmDT}m#ks<F(CGXqFK9I1gq;<(jO%{d5P(0CDx)&&xd8Hge0
zHANv)nd<VTwrI)-m1~qQNcA|dQi-M$AOWBk!^Q_J7n!*@VhP}3PIgr2uv|VY_o3T`
zQ7F%b{D^SbkzL!*CX7`-;NTwdKLBvP+hGyG198KZz~QpbpCyD-&w5hZ#k5r9UgeEI
zUggx#O5cbClMBZ$j`|c!+gCkEJO{A>v$>_p*=7KCPbBv9_cZ&P7Z9KH0`B*L{E;Ln
z;cV$N6Sx=@Z|pK}_I~mp3%TLxpkxoj6#*cXPJjDNR+vK7){V(nSQ{0W2UjMSU3jaY
z<?`oZL&eKjaYx(23%|ZY0EI6q!X1XKpuP1M2!9rwb^8z*r@-J5Qpv-@K=h;El>aGw
z>2v$t4*z}zhUc*b#i#@YrI2RLLDp`d6baNWNn|LSpC2nFO4&I=u(_@p5TE?g7U$fT
z?Mo5Y2|ZA|^7Z^(CZ$&Dx!vn!W@;QvepMxR%eH!G1eYC9iSifopH={^m=zJ?F>&f}
zl7Slw(~t$CArzjcX9Js7+(3)tJ~5i%PZPu97q$2AL-AIg$i2}KT+t}e4)VWc8{SKa
zisI$84hVjWR`|c}1Uv~^#Jq6xo^G}#ac@bulW+<5-fjGBV^2FsKMEH}44vpDtECE`
z6(^ng-1<e1pQJ=+YNz-rmt5@#^Q!`mddG{g`{Xchn32&_W-eE!1JAP^cP_z%_3EJ>
zDij4ei~PO+r~zDOSGWIqr;)ZGWTR+EQ*q9a_BVAn<EN$qG?dL7o;hwfoV$#va%z<_
zXZcJsmxcUN@LK92wLl%Uiv}`%iEl!Lz+Re8Eqk4*vh-G+(-4Zx6wTPR81Ydq7#}Qr
zPV0`E`3_}!-yek?Yl-;2`LRw~^i&qE6rxlEs$m``SFCX6#e&fztP%<Pl?%JAa0l*5
zkM@Ozm)HEiewXlW9|}G!V+Qi_u5})@!IdN`G{*C;W}%ym28PoB#^Og=twdbFKpg9X
zF#8ym((cxD;kmdyCa=SS4bjg!6$lE$*Uxn5N|7No=L;O`d~RNf#?)AX>lK5uD<+8&
z7(<Jl3#F|CtMT5FNzxw+EX*BmBY-h9`=%Wt;_?1}$F!@cFMaqPdPX3wb$s;(X^08p
zh`Ghrv(ny;XiFqa;(p#}1zLZ+R2Nt3C?3Qoz85jmL}p>+3hLqEqsWjgiDdWKBQfu-
z^GfJ9;*;ZJ=fL<U<@QC|yyC0EOS&%qXEX#2G^Go33Zu7{jy;}vHwh;#uLDuR!N_<S
zkzUVC_YtC(@Rqwc%yUzh16p{SSqY9OwY!9)FhLq^ubzglk+=4Qa2*6iJBJglCAJ1P
z<^)dM#tWJ#<M%y+eqj)+D1Rv?rlpKR^s+qP@qc*u^Ew-g`2jJr;mgUv-zkcrzN@d(
zVPk~5E@VG<1MuM;Q;-$&Y4b0!4tD*F+)5V;Q7`xt4V8kd=hnP%bN4^r^IlD2f?9S*
z=Y(q&Z0E%P3%pHiodSZ2D=O!eQA|?G`uLBMX$+Fx`PbEi8Y=aG%{|wCr(j#h=tpAm
zy4xDzjd=7?G@s;a_+(wTU7KvNAO6PpTjGf&VhF?N_e+Z8=b??iSam7|xHb?<PcGnI
zBisVTEu!ts*6hqd5U==j`e+lmduhnOiCc3KthU_r$diA9l=Ur?GJ?XJJr^WZdR%b|
ze)v++B|U1m>i9R68hCHLFW#Up`s*`cGzm(0ue5wUsVu>Sx*3S@g5ZwE{rm3cXan-e
z$KC?g+53)jZU={)j)Nt{XX_)%B<ffO`H=dsp-yr?96AAE+Bz-=v8fyKgr<L{9=Gi-
zY((U5fp3;Ws8DJtN6A0L{~pi7l3JPl-P<)SjMT5``YSIOlz4jJ+V|D{q${BKw&M%h
zziE-O<%Za0Ni|LDv=GoJn_L?eqjh~QCEmc>;m*uneV9n78RFfp<2!R&pOSUM&gbR|
zs9fu)!i7Io5aJyM_ZqHx4e96Dq$e6e+wMKOubakIV0b`j&$@``i2u6&Hz-^;>q9}M
zUfrPB*72ffLm^btuJ`X*(L(mnTM<!ZylVfDp>!bid>HB<gpiE+5+YA#{rfosD-NW_
z`Xy1MeMQOoTAl{fc=^*yPVp>UQ8%00rvVSX05E%(Yqk8qBB>aX=MQ<^ckhsc-5{-w
zN5-_eSTonx8FHBwr~eiT&IXX9I0O>#^%$rU(1%GUnS|v*>K2Tz^QzHe_%g~d3nKXN
z2eH2P($Vi_$8m`MUG5bM>FmG%LwU-76013Z%k1@PFFQ=Q?NqIo=qVG1@?X))zJD#M
SD!j=Tcq9K-u2RN4^nU;{iGRHS

literal 13978
zcmXwAby!pH`#u{3Hga?c3`swvNJ)+kDHR0)=@0~Ir5O#<EhR%q1*AJh2q+*S(xr5F
z!}yKwb^ZR?*>#<>_q^}3H}3m>?k7@LTa}cEkq7_)Qgt<@CjbD#eFXtf0^G&ewa5kl
z#LU%|<n=tWw*Aia_4LQY0v-kI8eXq#{+U&Ai2%{8N^miTcXd@?yxr=er+VNn`S__D
z4bR<R9^tPfLD0L<2of@oVpcHEA-ysrJb(CkTgk;nMdJabLbltRKczl9Egt@!V;d&&
z8?KvMt6P63eZnQOwS!Tq`%%PlnOVPNn|@E$&#sqDFT1C5OJs+iN@f#2$@&$oSNLEy
zG+CtZ!M)k_nWVq&TsD%~`<L0jCh)Xv`{fJWR8xO9$n;&eQ5oOxPaeCamjz^|ExEJI
zE@J&^T(nnD?`yB7Fl*aBO8)Kjd&ON=^x)<a|4JUZO9(duMc*NK=U@2y1<kHI?T!nR
zcr-)zX736iT;*-$?-#Yx>kiH`riGnaYR&WM0I`Cn915d`nb<X$73Ys868AikZ&leL
z{&&*U67f%|PJd+E`Npw%{u{<QWX~T6B(y24`mx-o-}vSvxGYm-1qfIqrG{H9ZMjJf
zb~P%}%0rteIxay$<Pt|RZ|mCG$5tGZjbZJ|ZyPRWSQOf{;6Vq_zt=!Jh@;QBuajBj
zAg1nbF^!tW3U`AWvyKvrJm~f{*Z*=S{o-9Z_q9juC_HV86wsCX#(GTP5cnK9T5w@Z
zp_nAHiHC+h!33oXTJ9ZFqu}a|y1hq^Rw6w8s8fqQcT?S&4X<UNt=rCznXOGa9$2Y*
zrmrbSE&kyf?Z*dVEM*Twmj5t(W0idE@av)Fs~?h%4zs4O9R^G8yIbioH9q-DB6E+M
zRE9w`tZeH+_n7baAg!O%Ma9;qeT(B~Zk_3`R~lIj`3t|jHTs(2WXS7Hz|0x<QEBCn
z4KGA@h;t$P5Ia{BciW|xh_dh~@`M;+6@Rzh=f1fE#zu#q*Dps7SNhJ63pR!REomsu
zw^IGY3wf;T)ckftSqu?zVl-As7`KK0GXWH$W&1ADH*ohhYEzw#Uz=oE>s@CB+a}xy
zSR~#%FE+k8AeiaB#~srm9X&&b`P_T?%k%S9;<|!j)Urqfalq4s2w+)R@0sqCWk1>K
z(Ayr7B6hA^!j1g6Z$SQ6BEoIO<Az>ehJDEdd<;`^GwUe&NUyYd{DodVoVStjxcqqi
z$}9qKwF$96*v;9hFx_@!Bdlldul-LSgK(B9Vi&27g`{U@Xbrr-itApB%fybUQ-PPU
zch7$SG>{^4uN*cH_K;J&A}XOPrpG%3jOQ~KAEjy&e~<Sct99**A!|Sl(Mf4qa)^X`
zf)vQu=-nrJ<SL4|sjSO7#Xf5-eM3IqmNQAt_S*kn<+-m-O>R<Mf*n4gHpBFwaoy+-
zrvH#0u)7O>t)u@N91G@U2<`k$CqWu*y0=XCfd*cF->wm#?b25PwA<q)sPt|BuL8Y=
z8TGED3<h(i-7>vPQdBpz#y#mZEE*aFYdOBy`aCwSD>ZXUV-x?pxLGoDA}CBeCHqLw
zemcu!rt#sm!Dc~q;+R%(kC9kGa*c1Y@m!_3sd68o`m+H5D~FZx$9}~-cbvCct#<1B
zu_d&e|MuTI722Jh_p*$?vvqBrHs1|=!hOI=C&eeK^HK8P>arCvqQI$I%};nAw9psc
z*e}<~>TM<{{pVGge#dv6FG45Z??mlX+|k~dNz9(bE@OjgwTkmgh2~CANB<-8UE#Lt
zF_afZMD%uq?9?ar&T-)P0@mGADu)kmTENM!xichlSIBruK={%{R(u(e`|k6gA*jX}
ztt27DF|$_hWxgd;d+hU?THL)D^B^dBLEhjXN$OpS!!C@PB2SOeN5@$B<zCx+)D>XW
z-8`6&Kmm&%zt3hZHvLu1a@$MJ<%icv&73+uB$Slx<N4?Mm5_*a=c@yV&EPPp(c;l(
zumUt*=F(IixxS~ZyG$4q0xbM%{}Z*Z{*}B_)t5ZGIV)VOVrJyETxB6~cP@8uA;>E{
zfLUUcY?rHbRN%Gj-@S*Hzhh+kVDl;AYYHLF5)vIj2n0ZqvDZ>E?)}>^P_x>YklLm4
zp<F&y-PMK6#=CVq(q=pkZVG`dfx4e61e1lNr7<$KNv%G3x_%v&OMd?Npfl)Eynau^
za_$H@a@=v+WroZ3PWRbJ@0^p{1F3kwRYzxgf?nVmv8Qt6GMAThkfh~r9mNyN)&w9i
zq?c}Awl4_a0O!lhFE#0I=FTkbwkuMSr|%C66Hj+(2{PYI7|mX#@M=c<7rm?E-<7iq
zjx^*TW|e(==OhLy6#62EIb4zh^=P<Nb3s1fa-X>15tdQbeyOP4Nv#ZC*P@A}ba{Q!
zP8M)X$iu3j7cyqQ&VhPKbg{`lL;=Dq3(js6cd}Q-wbNto2w3g4%>)?CoPZ!2(P}K8
zq&EiNh5kpzF*Pzs1W|(W9w#A2VIaf{c0VCPC24H^rSswAsh}^hbuJJp=>~8S<ux1F
z_q6qxX`y8OvvCm~7=>bgKH^N49Knd&-kur@<bDf_qf8a@#Uk-Rl-8!|fW_Sq{E@ye
zHMqU0be=gF#q{>S=No$iSf5%8&9D2%7zrY(CM7XbKY$@P`FfvV=TR!{=Z=sH=VnK?
zH7LOF!tT9n^@>8(?&cn;)#qWJ&Pz0LeBdt6#RsQcP@_28St1Li*`0K;Log!;0QD)S
zPP!&$^j+XNc-CLF_{u?iMstqP2*un>fqc3C^=J9jr~OYyv5I^m!*jJ(F%-aad-bSO
zHsa%aK~_#~t79)#8_+z6AEZ&~<2OWM#-o19T-<_hXJ^Qy`GpOP$zyrTFPA9keD2o(
z8hXQ|Ipy1emqF5#p!DM$6cRNNiO>>9d8|)OzCcreF(xu^UC60TTa!=Gzr$5>P6KJ6
zBtq2R(@vJIBrTIfXxM1GURhp!Ab<itWluEa@|x3Y!pQEK3jOpBYmO%4Kbj^!BlPW|
zH@lkxDOXp|umNnJU(<k7r~pIHNlT&rEY+9#Kk1@iQuJo+mu5sf#L+TI|M9B`z^3E!
zmhnfm!2fXpqi2&Q2UWHwiW8RH>to-9PUKAm@|xO-m%Q>;2;%85-ePtffM9B!j9nO@
zt0R+uxo~}4mcY0he6DP#gTXtZGb{R%{2-)waBD+81W#XY@_C6c7`30qQOPJLd6xI(
zLU&yC9mB37H(J2#ZlxZGqB~yRtXmr#Gkre&;R_7Ne(um67g_#9e2bnu--9U46vN~!
zhGvR)EkFoa=4g|wJ12cnLn=dt%9H+_5wcDYvyGZvCoasHhluUsaiK}C4w3$u)cf!+
z+PayQNhoiPkpI|#^1DXG-vWA{Z+ZXix4tv#r#$`<rH4?hHd06dtQGitt=U1Z3`d96
zi@;z^GL2XQx&75TCBZwi6p5?uT(~+i6KR5c?+oQ|K22DJO2Mk#xIw=lC}zj|np4<V
z|JN^ms-Ix}D0Yc^LCHk-w<C{d%%|W!+JJ4&t{Fuv1XTcAD_9r&@^${Lbp8ltE7rV$
zU^kc@&AM>6eZqC@FwJ9X;-{<;(E0kD^v<#pa28w<8_B<-^Hogvfe@|XfvgbtqAPVP
zn7O2hydn+N5&%^3pY>BMAOZThAGKjjd>Jn~3pT?m$z>Lr$s<v%fkYr)7+RCGl!yt2
zhOkgWFkDAoxMMh{=2u)IX_(T1>>Y4>;5UwVz#Y8Bfxe=o421!%Y8O$c+BS5oBQI|B
zpF;JKc1YQN#?(*Q9~=vSsfd(pPBa39m{w<91NnLU@LIGMTdX^J|IiQIyyx*;-~mhz
zw}qP>g3D1$xfV}DsqX?^*Ys&h0iZwn1EeKy+Fq?uERb?!zfcFZHyk)n-}44((glm)
zpyd0GTg6UdIo29y4T!uJuzh>#mID_hlGjDGZCio~X4aP?00o3iFIZ<rUzb{0k9@0A
zD%L^1#5llGt1=&3u63yVCq@bN9YmsF0B_TphFmjz%uuee#xr0N4E`KglLSuz)r$Q)
zyVhPE1ku3o;{k+2FM4Ow2RrjIQ{T4v*TKK?aGhQs{86GTEr(c(hka`9RixDI_O4o#
zKyCie>>bVL=3eF#{p``E$Zg~y!)v_9v!s3R9CDEhHc&_eFtnj|)0uI}N5dyb6fC8z
zpM!di66ly+eqJy~Q!Bdca*6khkpuvtedSGOLt~3c!p2Pccd6K$A=LyCzZ2=h-Xrey
z7Ent!>$5|2A2Dx+P86c&JY(`_!mY`g+cZHSQ_L3%9vP?Rep;elL7LQb0DbbA{1ns3
znMzm1&;8Wu3SWe@B;E4irh`#r1>Ms*U8D`TH@9pn41TvE5vw2+BF}LRsU~x{YmqJ%
z?fjwCkKQQanK}@o*G_JqL!YVS!|>sIt+{Dv#3jBvD9buE&+G?z0k1|lSeODh`SiQ+
zGRs~h$I>Odyf*SQjSGR`F1P=<ye0m2T6+WrkSZP=5%nqoM;UUoyp{D>gOMMXeUxx0
zWJ~o#_p1rLcc0kP@;7N3Q1txDM-Od(v(%D+qhWfAQ{pvRdZC}f_RaO}o+;Wu{KTc)
zqahtIYKE>fYAL*B%C7X&^)UTb1>1|RYw!g@qrnS>z^}7o|4G8k!nyRpXq_{!tFDhZ
zFSJaT0#h~SOk+_fN=z$JhKw2QN|kLwau{3k%&>D$DByg_Z9N1<Sz`$ET04&EptJ~T
zH8Uvw#<$GDkrv=4BlHRZTx<v6kaJf5!cN2wS#Uc6Nk#sovVBT!xE9mG<sEre7*HqY
zRVKI8%IDastFez2hCn<~oYW{nEpF77RVWN4aM3VgU0iVO0$0T_|GQR(Lid1-nfNQN
zNvOsu-l-!=X1Je`*ajYG;Y5dx?5t}$j@eEGjL~~GXBvb8bkOsmHr$+=0}AEp>(imW
zxDG|jB?}da-dKKG5k#OK((%FCKgz4ZvLS{XgYaZE!0dzjzYl^l*h$;y(mXi=$JWdz
zkCgxEAkE09{R2Bay167lXa+$v1PEi3Q?iWP&QrUBLCf(zIy<OSdqhvf$WFr~VQNO=
z0trB`qO8m1?~`+L4I&k;egAbZ*dF}o1-w?78?d{CaKMpL9=}YV#)V2wv*we}2^t}h
zF%vE#sgmO8&+~>VwTfGGR=X7ONT6ZVob|&y?Wk+<g5=_jleQiAHynYdhp@A74;Xjm
ze3XFW3v0QV+K%K|Z0fP@^v3r0($|aHA~$|@jRXT0gPbwId!~Mp7zNvODSQUlLg3_j
z^j-h87+GGA4#C}NR)TClFXvCjaE^95Av5~JL_ta^+p^gyy4I^jqa@n0CK>a&jllgX
z{W%7y>w)&P!dBU%gXHgug5iSAmj_Gd?@Y;zoZo4leagN6ly;W+!EsD(#e+2RuwP!Q
zzs}BgN&9CP*1W{u?-tngP#l<m*1!a;5<HDSKd~7vOqddrZos&?^oPNzX#eEYrkR&F
zo5>HK`2L<4S&O;j%#W3PqbE`}*Rw-X9?L74Npz)6%p1aU6#|Q79t`Js>wSc#=?xvW
zn$ZSg5-Ta=JJ?BOO3MO4rmTx!t8%46HuuV&%6mk=O?dwD{{136ru4TkAxh*E$@R|0
z3&$Qia#EY82g<R{+t>F!10v<&LGC4witJ5lIZG|O=UcJsf4&E_$^7!jj3YMPs>`hc
z=NylmrJr^@cWA8PdOn#a%1?)43GC5f_Ob#aGh6u}LzaaVTIZa<@fkr58Zu=QkMySY
z@Y#CJ_5|Mf=l?aEF7cSY=t%V)ikp@hUH-&ty*Ia)rtY?Teb0Az)>>d!vG`rPuxv^0
zch`&^{GrScdMH{V;fPJgSTosm1X*HkVQN^;&_=DW;ON_2F1F&?cNHVm*qP?kEb2e@
zQ_8jeAP^H${D|O2O5`8*HPam#jb^$v@V`gwksC<0?e!*n^Co`^Ak44(4u@aw_qUHo
zV@hS!pBBu%tDhd6p77&@%&8Pd4?FFW1ss0H>gt!s-2bPwL+}eMy~^4%*jV@TF}fFH
znCh{p)|><bd?39)kVGKk_XQ0M=eR{NqG<8>lMr@+D_B%2uCD)*=Zlo@q-veQ%dn6T
zCa2&Nd`qr@7ADDnV-)4GqWcf7)XWHouIH}_HFCV(mqFBE#NZ`U{Vva^icwm+q<b#C
z)ecwQ9KkhBKQjYFFV?3-FA|VE<!iqUlobpg$@+bTw>+y4p(lVt&3Y9q>87#*di_&2
zPRFT0@x90an9@viU!8TWYV-B^0PI29X7^gSrNhLhTy>|CUHyN4pB%K=Q5QDE)(-Sy
z#6IMBP>8OU@j)a+$%fx+f;(=B)hYN{B8ewcGokao>1BA0?Lmh}og#axv-k)SoOhBI
zksqwlGF{Z+X`v3^F!H7!+7Tr|zyYr%x|59G6EIRTjb;v=tHEhx@DE;3muV;U%?~GI
zE17C5S{Y?+({oHF-qt%Z`Bq(gobmx3fFJ}|7fgRv-V=SKOYe#v#l)Gh10PM=GqUsf
z-R8tkTPqiw@D>aC8U8s&8$-?hZTajr%mq{0GW99j{XqV&0cU^ibvjvp#&jK{Lu={e
z0)xQ-Au7}prShK{<Ba>iR&N@%|LA|!rws63uJL(okxW%Pe1Uh+`d|(n4$3BjK~OYZ
za{(`&eoL7;`C7drHvz*iF`QkRq&3c5-Rl#d%Rnc1w@{vKR*Q!vOHbcO$Lo;dg|SQ!
z|9}WxWT75Ifimz(tk;b-4fVR<%JseTAZZ9f4I@RN_Ja!1`m*|A8Shri@pb#giVt2Q
zYVD5RfrI561V71H>vz{MO<@0X80a$`Sr@#bZ8gRi@n3!^(H|^6NR1nus9!En`{}%f
zd|M{Tn9#SQI)5fcD~6t_c5f%T#^^FxcD|^Hq7x;#=z;qWuA79+aMLL5rhLW7ai<Ld
z+(ZC)4~9Y>xcvGe<y|t{7b&Nc;pVj7mYievgOXszZ%IOd3#dMR3PVXB)4f#73y%=2
zIsNb26-a<4YeR;;3Jc3(KAe6JN$=Z%_*lfz1Y}ows;!@x0p^%FBK8D;(a?@LsG%*B
zQ920l7aQifK?Z1gLtpz-))mWj5Sw+5Tm|YBHdlG<_S~%Ib4;^hKWv?SOEW>$xfC<6
z5s{dluk)L%X3`Q2^@LuxK70iM#nbs)ymZmX51c4~{tZF^9{&b{d~!nCY&ElFUF3iK
z+dqtLyKjyq_JktgAcg=^Q;DOp&#39%@^3umNblpimq*eVN8Ui7+#Yw}zsWDUNgl-#
zQ=0X>|3sKsP*%gKq-mljJ+r5(01teJ5EphCZk(1L6nhIBIRIV_u~PvevL-My9fEaM
zOIn7Ct9N?m2RR5}*WmfVZd~X1ZbbIU#-^%zn9kjxj`PE~Lor#=g>UA>I|9?GKm5|H
z9qxGr_I@XOM4Apb|A^B7K5%NkWv$ds()ahv%q;dicjBm)r9;wo3SOS}Je7@zN@uLi
zd-Zs2M)-Lrosy7bJc3!=_7AgYG(}-4b+}5nLytOx2^5`Va1(HZL)R<*W@Qg|=^&5?
zp#F(O+ib>)gS}5KtxU3!P){ay@@8r4VK{X{^PnhlnmwW=3l|8*Lmr4OtKx+!bMlY2
zroPhmqBl^=Ga1^Q*0XQr_`9rG;&0wI7>5Z)n0-e;9zUJG*y7qf+yeDQqr&5u!+${b
z+Soh8DFClCZu{sw@>vt=9vLiatl2O=I*$%JrhjRpV-~lMPf?B+r8wqVbm@a9@WQy3
z!zfRXf?tO|6zBybrq-OEnta(1!){Cx8<=2k#Iz^jZAqz<`azJR3|9J0*XuOj8hwvd
z$x5L>368uK)!(O9U{vW%7=R#);L^Uy-@aCiNj!~$(Ncb}z9*`kzW)~6;o^q3vP0M;
zj=G02@00z<b-`wC^b2GmNJem+2m=QE+t`2zyylzW)xqtCdnqcPrgLlabG$iF=f&f#
zB&PM|H#54}uy60~(r?~Hi4OlHxsHE7u-+5#M<U{QO$yInjFcUy1n;fHmwq@39OC(U
z4^$*h>G^of==Gxy5B&w+DcW*^`NQ!S3-}p)ucKzaytItFCtuwPcw5FdJ=l|j=rZVB
z{Jn*eBjGsF>$%lQfKVc4tB7h|TmHphoOkOU!9<{kl>zeSW%CH!NP!lTYp==$Y+aqD
z0Inwq{`BhjBjNidmjmEZSO{XC)M(%O;121`g*RJJ<nI}mHb#h?$WQ^k>8rX?+-Mzd
z+9;6<T<hU>%qXMEs)k1#$4cNT#0t#lNf&z)YY7KXGv9Uom9RW4>-3>@;6u4ki9}W@
zsb0uJDkQv~7nrV6lgoN+iTFt_UP$*<0n`f?rNSg`eH`qdb?Vo(Ow`#`5_+?8(EjJK
za>m0RBc3L_N57Z^lVAw;V>!s)g9^e0oK7vU9t_MeqYSx0qeq1SjZQvYdCEOU&YM;7
zsEouAwF~~~j54BPLEdt=V5_8~P__>gXF<S)V;*bsO|J>^0^Q{rwL!&Y&jm_8G0AQc
z@R5JDz|m|UoY4&8xLygM&cEO|Q5)iDFMbxrA`Aj_V%T=JbLRqzc4JFJj^tnIEL{s%
zYk=#I3v~>2JEjp{R3P!ice7Vj<C&sffw|Nll=l1AWkBMNY}GUi)ih@IA3$hPN|gW2
zpHSAV9Jx2KHX1(OhXf|{H;qm-IXk@Ew`k#C^DQ1u2N>&`pbJ|9Bjhi4%E#hmm44u(
zy%B-wD;B>;^^X(&j{gTU8*kSn``ohJ9s9YW>&e0&?bkHvz{cAK=z<b>J^YpiB+5dh
z`n}qq0l7+EaQoKsx;FI;s{h{jF;YN;<)Mo?`*lti)w-L7AUsd?TCcM7TE09nfe<mm
z@{2F&5(Jv0Pf?@V;I%*GIs4CBQ%8N9)e-PH%vl7d;&1(c<0O`7RwSXo53xbx2jdB_
z1*M=UpfX8aPS1PJGyRCo)OPum0;DS#BF*3QfO_lCIPua6fzX8IlvK`U_Zi5zm18=u
z4nJ+@Ed^48aXp-9BW7HU^<WtbepU-Q<O=)_KkoOrF%wET1uKKG-gpKMlE>Qv;>T83
zfEJ1S!TWVWVG#8W%!L@-d;_<MPLN$ns<zB{taDEpTvey<M4ToOsgDri5Mr}fUx+?!
z9s4t|3u<;sbWD9IV!}a%^nU_%ghRCmn%No@Qe=L+V(2I%&Lr*|5<4~-1`BeaGFkhy
zy>dPy18aHm>f6;OsgtucIZ@U2>=mPEQ3hwU8t~wZyY2jiJtEwdKq_wupG(tJtR9Du
z2GWYuk!M<!S|a-iFvJ68IEsX0uNxaX$USI~!d-dwGXeO)^g+n&dv?C*>o#evPTO^5
zC2((H8HtWM6$Ft0QK4+-d!24RwKU#9vO@CQlRc1*zokll_J!Suice!35*uTc*<ee`
zZv|HS35P5Y!a{D?ZN@cSHr=>`Ok)CYT;Uyi+?v3>ZPMy6G+s^jTVYTaZtq^egK=cr
zXJ3u+QWz;W53(YFKHQmT;d{A#g@cTnVr(*u@hI*|F3K}2aKu9d6nWRV*LlKu&H2oe
z30aQEK_X0WFF4C9hg=?zB$(-oJj5-#CRp9?#h?SRAhYlNu)|n(5=99yY3W5j?c^XR
zh#Erqh{~qTugCI=g+xbfUo655L|OLK)T_lawx(Z5nvKbU1CfX#0&#LCr#7c#Lts3F
z$%c<zmDm3my$~}{Lnec0fG!Sr%1{V5ybwwW<uf79HX^H_G5l)RQDTMwDTg52`S3qp
z=9Y4cSQK+?Hy{ErW@8~<`4pLnZ`Bg4H?tvDiQp(3bOLe_%BaSrCgM*)*-PGa`PAg)
zlMn)4Q^qQ34itgl+^WW#-cb^csX$dmIYZT9wSPLqUl5?13bUCl*J{1bHB&ib4lRi&
z&25YYqStw`X9!9Xx7Tx~Y=Q~s|4@#m?$i^~`_8&J{s7i10#}NL9MT7LHJM(AR6KU2
zZ`&jA#jCvf`(W-@554F^64OBr#BVjB`_xCu{WrMPCnWUb%_7|#ASEOuy0u;E^P=)9
z2x7%V^j~+7rII@$#?%wfsu_OLd~q@SBK3(Sn#45j4=BAmi15?`&KC}iF`#trq~j2h
zL@$#Y)w5CcJxLbwmq|crM#%@g6P?&P)oRHV=DfOM1J9}S694Ar<H<f*Z{5~lY&B6s
zcK<PJZ@5EE%vM34n6^(?C5}@6@z?E!n>gyR7em{aI<k8i-CoCX=PSDB-quNykhFY}
z?OkL^9L-w&@$!GW_`I;*dX_7?U|hB}>ZnuX;oi!T#Xu2AUzMgNHnSnCX_zomTu9vg
zjn~A#7zXTnZwRbjo(hzbC2qn+g;d!HfMV9~qCzxB$UhgOj?9fJYwia--g3^!Lw)jS
zhxKPnM@kUf-rCYw?cALz&FjQ&%LbGt6Aql;QzFF_<1#eDAmq&<FKB6t{aT1xIgh-G
zX6u>XJ$Mba+?sVZW38}DKOT@;iO%tnzAF88Qp)399$6Q-83Xx5v>3^WA>K|k6b9+_
zkg}tGdXA8rZr46fkmXx3sNUcORbk((k!E+xt<#Yx0iyHC5h>xes@Z3$b&oeisU!F!
zH`pevZdJT=Ko@(H0+ekbuJ;DmjP9>@o;;_&9NR7ai+$2;zE9WG)UEYYXGG_}>b$#3
z(>uvEwIRqa=Rw&JU2w=ig2TZMdk=*$$XzOo0*4(ND9r}7ibW`u33(pv`QQI+uH|mm
zXAo0=ZFoYk5}WywrPa9;`~5$j?e%PkSYeWCV7?xscfk4gkBVG?-i<#epa<>^me+lb
z@Z$-ix^3X^A91;@agCX8%6APU-n=;<UH^KJoVZT}E^?epbwe3|dcQpoONfzMK~3)j
zZ~_RKl%u$xg6RVBveen?&8Gco%~)lN)rosiqI9QKsJgcc%5QH{#-j=yXZVf!%BIlI
zDI@qa5nRB!BWArAM<QJAuCt0(8)_%Xy8ArN`r-{9>rSnUerDHVx;cl5a+z@oNIJ4<
zZ_)8&DyHN>7kmL+9dX#O%lS$rXB(0Z{G?K0LtW61$SFKeILh_p5#<CIHrJdN7zfK#
z1Dp{H%8S2(PRR*A>6@17X3`;(0K6j>RQERS#f8B~aV#=1{e^ye1=W<#c))3I)Hgj}
z6qd=6-!%~V^>QrJjz{EBtk;Y?@LQE@q#JO*Gs)rVe<*b?WP%E?%H|@6KI?QxK>fQ1
zOpcrIS=u2D2Y5xRI;2KVM3#f=>G{)+m+k_hAz=7yf<yVg#C7mwY?3f`d?i2;z<eYb
zkt=JoxEo9Ow9^4)ZS-KOCxpMgZyNdsFpb3U&--1!I=f)5=+g)q-}|$MkG}qB6?~h(
zv;sRnLbc$itE?HXwS?M}&;%dbg)ZgIH#*U1!2>842{(w6qIqpBv$=>~fu*$fU2r5I
zJEN~2b3?cz^}ZK^Bc6dk?|Y2x;9YWgE2K9{@RW6>fY5XN@zBM1d8j<Y<)tEIM{G8f
z^Y1PLRWMuCw`Y`Sez5vCY-%MbJ!)-`7ldS{R=&co{)Hs@Z|OLw<N2FL8qM^8fJn?q
zxEz-gjxn8RdD(87<g2>cQ8dGVLvi(5{TZ_Y2k?8D1=?#bPM{G{lp9(?h+}VV>F{c<
zf|BKL@)_r8L>y||{l;%?9lM$ZKOJi89N%%6BPhV%(;&cFI*C5JAulCM2V75Ms!wqQ
z)-h-<;K#Pl$>(Z`5LHvmNC4+Mtk+1EPjk$p0puI2j;y*}Gx&y&)T4mw*syPZXqAxM
z0E-Dm?%s|Z(g~2H>O%svN-{wFi`NMIggP5mz2-X-mIGt073RdsCjr#W25z+rErDK4
zcYVe<vyLvv@F|MYfLA*KEFLrx3p+p_9I$|h5PRMz(<HZ|)+~Rf;q?p#I3cZWR2i`&
z?fUZu^KEB`X98>N2J@W8#`2I2HlY3nm)iWded9;$2!q-HSPL@*fRKwk>dWvhO|d7&
z!+r{awb_H-T;1c9ZLM*5-8lbw3PKUB4c7SRNP8Nv7T6N63FJ4aR(S|QP=>jurYC21
zR{pM>=Yi4TBh;H@zD}$Asd6m`hPpjBYFnY&reYG;*#X$<pBaKp97Z98ZJYonRbVVT
z_34e&B5C90{JGR=4iX^muQoL}2wo>z&!zn7@LrU#h3@6lK>+tJG7T_Bqv{9o*v!YO
zxtS&#0}DZ2xDuKVR9=5`Jdj#t<rBm7=b9T1#Aj(=<X5Md12$>A`-$-RRuQ{5LvReo
zxK`Y>|CCYAtkPmq@|lT1bUzh@ih)NRfR7DtIV`lse8TdoAK9!za3TQSeOI2UG2|Vs
zlBIt`ZAyI1qdt^yDH3i$!*`dra>8q4^SBX}UD9?Xhz2*v?svdCF%os6#(FC!U4H){
zqwOtmM1X87>59rY>b}5Mm`Ay%L46-L<uv#T{mT}7BQRfUdVEQDq)nhf2|U_uliQIC
z1yFeR@=Rs-FprgdF#JSzU|K)M>EkD_y8Pw{c+-Z%8>KV$#Kn&WanhL2cA4u=*tQ_W
zS|~{}2k^*Wc)0Uq{Mr@)9BeoPcu;ln`ma_^cct)5`avJ+yv_Ra8ZxNy8e*_oX~O}d
zasi7cZ$ul;f=K*dUuksRtbNJnyctSUe0O8i(s)Ax*&AJR?}iuRn>y5u4jF9VQ0aS3
zBEw~#SC@-tFHWn4@#zO2zPYGu-?L_N8kn#D?Bf{iA8q1fg+9`aFHN2ez{JSD#-BV3
zn7_iQ9Kb>O5I0WY#Mx=O*zh&D@Jy!{*3O;ud4$ZrT+jwK7yZ%k^LuqwlJc$tCq&jb
zKXuooZ=n{}WoIJ^5aXO9{<*rJpU_o%8C*!>cr<zQUFkF@0r1`u5f2s<zB7^hWk%k#
zma}G2=Wo;wHq^~-$Z{|DRy*duMhA>FI{NXFzHr=>NZuZe9sc>g8D_rZ#&axSpb@b4
zGr#FZ+))@eU6e*4?vJ?$+V;S)JgfM?Yl}XkTZQ(2Qf*Ht?{6-W;2ztUOzg_S*Qoh6
z88_Urv^E-%9OK-}PRvu@;|NK}DRjTwy`?ZCrntn!YDM267n2<2nftU22T)CsILY<x
zmuIj6rF46tmS^bwuYMa+IX5ER)>#1`rEhjV=$kZceluD4J|Me%%*MyuzAfvuKYv-+
zT64Z~i+&!xoFg2IKNLf>1S&yY;lXwD#YgiE_iB<QJn1kF+85h5ZJ*n$5kNG>+(+dL
zBnQVU@?SnNXHAclOWnjJyoVmrORi>18Qc-J*<ez%H2&N1VJ}qCl1s4uvNDRJyAdnb
z{l0DM!pZVw-TB!h@2=+UeEAntQ-{-q8%5o=$67f}Io_7dxs;@Y6X{?`<H5xD)j+#H
z+C*mMyqyVHhgPthHY14vlrR7zLLt04bV7J=09HeRzQsrlH+%cIY#NOzI`V2xZhzeh
zpB54d9+eVAlX|LkFnP+&JDYtY*rv>ny9WQ-v8Z_sg8&cN&Vw_(`9{Ue=S)y2l%ago
zbs#Q_%P>h+v2+@F4}btx@KyXzd<kyd$YenUmaE6E4PTl85NHm$cxT|u+~{aJ;HWhq
z9g60Be*)avKC0!qTqRz3WQO2FJV72e6O;!X<fzsos(MROT+Xxt`H_)C5RqA_z_%VM
zfYzh&f#9ACuH7Y<Ft&C0#1!yrw*dQ76F~lcI~8n<16adYL_ewCZ!vQahy{ZoCmGD0
zd^Cvu9HI^E4dLNFz)wbAnIOmP*hLFKhx=GCE*oWGq|Np0(9{)2D&Jg{tJjX?<UjzC
zCoL%6m#OwsthG%uQ++;ZXcQo5_FToHA^jD*gGT^r=9v2d2xZsH-noEp_Pjw2N(7B2
zoBHB}#xYy@<FxFpOy)~X0PsrSalXxuX`bT+4y^yICMJd!;qzI`y~5u5O$w-hmUV7i
z)C3Xtf=`^ygr-;--S`?+IUx8!_)wo0lmW-%1IaF?$iFP}juV1lT#}eYu42{pc~W>d
z7^jISE9fG4F#j%W$LJ-o*Zuwx4yIC-S-*T}V{uKQq{a7?Uz8`A&?*UADY}O0LW$NG
zO?L{Luz<$;(e#Z{P{7HiI0(2FGb}{t;_PiIe+cf-OaY*4aM{fpg7LQc_THhr;Op$I
zj2nOwz-d1|W+gO*rBrw%UJUP@XldcP;1hPAqOt(*n%vEHb{|kSu<=0(OO12?kZbkk
z$%r_{p$K#G>F!lNRzo81l}De08Jirr*Sq8VZ&p=kC;%iKAzN`p+nCxPnNF>#a-AhS
z$Pq4$8Zq~3we_euU4EbNs$Nl`DJ20w-Pst5kM*B+N!2yOA-`Ti=qr}Z(=n0HyP-Q5
z0n^`~9}emy{<g8kDZY1i&|HvP#h{{IaY+3T3&w|Bfs)JkY+G<vI(2dX{_`GB*+01P
zJTm@|2+7s|ga$c%ODu9JsfRdPfBeb~YkD)DlRv3yGA@ULpq9Eml1#A%Yuc*R1ZL2L
zT4)sGe+GkH|5inR8si{X3|HG3{@v@_xX(Jr+g3^t0-&C6Tp`iNTz-i{K(Ww8fmc8=
z7|e(1l}gQH9r8`8og>DCnR>mv0jL1vH~}Ckm(gnL^>`vlATbDRPblyoUzhd6-yY(8
z^A!zPEzJkmXDUEEEGaw!eCvjLF%<@S?f)bV0Rq*4ZK-^OUi=ac^BsD33BrnAI&%O(
z3{gB^;!STZ;YkNhN~qBT)4PT~(M4usCaoTJPUOft9fAJ6EV~)>@AG>|2_SRWplFhg
zg98)}v?{HlQC~2XznFT9?z{i(uynh2Qv0}Hr~n3jzOA}yzx8PH2~tcxbAPsv9l?hH
z)s<CQMkGCf@YsQ~{DD*bhaj}b2bDV<8=yXb!ptf3u_h(u0vXOv;M_Xk{eIwV*g`OF
z%#;%XAUWyX;!k?m?*~C(eZ*RPbw?ICjJt{mc$QiE>aP5ETz*Y#QT4NqnTCHB3_$C^
z!5?L+SpO?}AXbrpY9RkaJQpsHsNegB7ycneZr&p`NABIy$e`@W#kuUf4ju$Z=BSLv
zEEXo5SIY!<c7jM=Ecx+3g78e4dz~yFpL+>o<33I>B>SVTo|w{50v4IUKllWfu<Sna
zHl>00n%)aSOi6Y-+0af`PlNUs!9GVJ$}7ZrJ@=fVjG+LAhyCC!8~H`J!}k(K5TMR5
z7p{cNnMm|25B_sjrNd-6Ipq^L<JanNJS+slfu)@g!fSkw<LTH!J;o2!e=xOKcnW+R
z2qyGi)lyZ>G5AGcOsRuq3o6h3q0OaTJb;>hPMePy8g}A;^w7?1!~n0Lc~qN?iFS{U
zekt;=NXhEX!aYT%rv1gOM@Flq55PbpGoPXo>ejO99!6_HE)??Eor36$$o=?xs?vQ^
zN&0v1ZhbeI`-}Z`m(_zhwz%*M-1)vYGV?I7-|*rS1^G~V&Ha4Mekyo8B%<Fy#gkkd
zn;Tw2X-ePb)F<ts0U$fIYtvSHS$uJpM~sm1DBdgl5O)I<P4Cg?>VEH5-C~RB1!A*s
zl?72O&Ju>skkoeYjEsNAy%4yso6$=Q^~C>0@LDy8u;_5!Hul{7DsXdq90WpBcW_aI
zbu9;QhFHa)bhS9|SRMU+E+I-N)r*2tGF6x0^9`I8fyA)|P?%A9#?VFt!zh9$yt-Au
zx28;@K?bILUzZOLco-ug(x?*gikU87e?YU+f@$sVeJt<$uU8@(087?;YfjJ+Su#$M
zOFqEoYOs(#a*m2ecm`6kZbDeehemvGhTlGKvDtd+f%%UjssQHn{u7g<(6^5qHS!Z4
zx)GZ#tQCwt`AZ66DEAkTS4d@5`zq{SH(!~m{s4O@bv~V70|Nk`$`mN*6~4h(+;un8
znNE=ID}p0(hmAlr&7bE0S(b3EWjlY<U)AEdGf@Qq5H57EVAFBcwKoAGcq6xHO21#=
zr}md?Z!wcqA69N&fU1wb6pj|+fpM|?L{7aAz%p*lxKG*~fZyR1tOv5?-~%&7SLLY1
zh-!m*s@;Hhvrl@)`gTFJR=m@{SverU(d6vq@PuVKlV2)T#B84bxo)6&{)634-UTW6
zNN$;+^5}z^<=s|C!4%qE%dJ_w?*-=&w%cPM^^axeedqb-koGXaIlvw7lT{Hvx-xhY
z{v^qlCD~N?CDQ9f#=hn2-KWYcXZR06z^k18{Ia{OWc}u<YVlj0xYSg-T0g6v+#a(!
z&5<XdQ&Ajl{b*OsjF>jZAB*4w0KqHGl4K&#|4u}GZY>#!I|-ppO=9^hbQ%gNAPrfg
zc9S12t%PcfRdxH`fZex?2iKCE0Qt}}PJTfY#9Z;~vbzS&rElP0<RrYb`%_=M9Q<Qo
zvY)8$no6rvMV7h#u@}n3-^2arws!{dsoJxO5|k4|{~k3sOHiOK5D~~1h;G$)wnvZW
zjj#XKwN_8H5=y-GCG>)V&zOZAs*~;ThShFigtZ#Ih%lp&D1l?1g5e!x=e*IO1#Me0
z8}nz-Q=f@3*EmRrmV1f)gSqjCAWvW!(e$bpFCskFROscwsu`$Pn(07TQrBn2QOFzT
zn!LX{JYLdDSX>rQzSCOW*h=`pG;;k}^I#nUAVBLym`9DYfYc(dVZ>qKgbAUr*$I6_
zGk6_Idh-=8eCn~Ed3M((>5r710qK!Z-_Agq*(-u~MBqIb6lT9TlWw?fD#=B`D%(?=
z9TE2b7FnfZ6bYOYN(FmfyxlP8T>on*<Y$~ySe#PML7yZ9)Jvqv@+&?IafEIdeDe2e
z#48c>JSHn=B=U{OUxxY^mUQ2~ze~SxHmo+|tG^gy|9Sfh7BhM7#J=XiZwP<^l}BnA
zHR%IW`BdEV<emqFfz;p)QH-SC>-JHfa-7$iILsOShSk(QZD4IyytQIoC8tKg`^6yM
zQrxedk*A+@;Fxc~=T**g4X}iszEtTm+$QMg%3=uMY3QmWD~XvSz3)Oe_K~hU=^c29
zm$RVnq}^XfYA)G94|n5toUU<t5IKDO`}S!#R98iE%B=N0<SBwogwmAf-QU#zd9c-|
zDxN2|don#B^;97-2yC~^jBVqTqD1_YcXe8j-BdDhQqvv}E>eY~IIbLAC8N>_<Gnj?
z3li4u_m<eqKU;`PL%~!c(&UNYotOzvPvSGpuAQPjOAJBfasBM|z(f_0as4!A#ck`i
zXA6kvNk~}x-yLEwJ<Zx|>X?BD<43u=)w}B)s<2@?vr~BoJ3aCas3+;G;82&lUt>eq
zJBaA{GOTrDP~H@oPVl(S51^}nt9Mt@Z=CrIXH%0VL3lm8AxpFyQURO$t-wdxx$R}L
zM>R*<EeR-ep+nsz<$@m;0xE*Qy~<1Z3(Xe-KNqd29-g-Lv%$~!bp!2QRb-{k6)loJ
zyqrm4n_Jal{$Eu99vAt!iP#;oY6QE!uGgfm$xq2DGs0Tg>;{{%L%CX3hSk@WnrVsu
zdlsMUkw%6wAw06PRo>`F`eth5Ow~au)iJ7{QBm~|&2MsDi=VbfNSpVUO(b&?IsdEt
zc(X8MmKo(#X+c@8b`bu&&#tScmF(WIu&_PJ%ly@twELE<RGCZuZ9A^tu+^8Yw^awP
z@DSi+vRtyHOSEJqt6WUK(?-qnkM<(t!SJIGQW(S2L{?3G<Ggo2>u8N>kzK(*V<Yxo
z+*Ytu6W%F1fYfPA!^0<-1rXTKwW5nJ4Is<nr`i`{%^`$C9%(pxVl1N!!8c^oZj*2v
zzOJVQUs^4J>lYAPGb^$Q1N24>x02l5$A4uW%4U8^aWc~G_m-m5qoiPkMge(w3y0qx
zygv^=bR2s+k-=_S`w<^HfSCScTlkUkHbfUdHDtp6&bHgPz_z7ZZ>!oVvyYu+-SSd{
zO&^0NS$xmkJRWB+_-z#lPca)P-LHG%eZ{z1bH0ASbZ9&t3jvAbWpxD&3!z@@GTi{(
z*Rl_ctxa#rf&(p`i84ON7j<4iSOUKOW@ww=4z#m9Y0bDD_YwY#l5T2lG>@Y}F#v<s
z!KXhf@m8L@-o*uTjgEX^C$d79;b5Pnnv~;cC@c8Cez$>v>2V@l84=PMI0tWuck$Ei
zx=|%!0}1%)Wg?z-9cv(PKZUR^bev3N|N7!tCmB;Wybm$<8Qt7`+t5=FJ2kPpt@*(L
z=mlmJyfP_&M`DOpw=9^JmH1`(>SKCor`y|s38=?rJl|88cO1m?N(}qiFxfp-pCyBs
zSiVS`@7dqhi{MJ1NC*XlEi65WK0G0QX7Pj|z!g*P;3<IkN-%!tA*qyE`WB8GB4i05
zArlZ)h`gXLJPhfhC*So*g1j-0NEw=d{3Q|N?R=FGtyCW<afc&l{fF~##XL&`?8>NX
yRrRz!=2EYusS7p;`R%3~K0YUA960~)2G9FfIzEbqy9rlw2B<4*E0rmj1^plF^*0^>

diff --git a/test/python_tests/images/support/transparency/white0.webp b/test/python_tests/images/support/transparency/white0.webp
index 27af0fd725682b75fca690fe68a83444bee378bc..2f0baac525477561b95398938576111ef9f7470a 100644
GIT binary patch
delta 294
zcmdnT)Wpmh<mu*CHIdbuRgaN@!C+#jLj9HpY%Tmp;}0+}CH(g~IWK_a&6)pRcMD7^
zvn6&(xi|J*U$~?vmgfk6V1-=NF}=(;GuI@&$W-P#vh33}!xEEzX4&=5o)WtxJLDF9
zFj*)kJtMPP>g(~%%u_xtZ&9D!?IXN&P2%p^(isOXx#^`n<5HUh)ReEp=TY0aq{qD2
z`AxmAO41AaGfJ7t;?5p#7(eSKL+MxshJT+-?f+iB^4mxMQ~0&@Cav$d<$B!Q9&4wr
zJib~`Kf+pxL8H>8z@k(Clyc({&$>VvKJ|V#)oMwP?Vs+SuGjsu{nM*Ig7LqWJyv$?
quZI})@xZpw0_$YfL&pucr>7j*ugPC7!?yD5b3v9)Ri3N~4GaLe2!L|{

delta 225
zcmZo--p9lm<mu*SHj&kv^%VmHgTTa4h5Gv|^beRc?O;E_z-UmvH08WpzV?MnZn7P3
zl3rvgi<^A?^~Gdj_re*Ci%&-!y>Q8f$5sU-!FQz0ummVEtLkr+l*iEvXB;j*UA^|l
zweMl3b6!OkePQSDHy4|Jr}$>Pv&S38&$`LtIA|{%60r;n|2~=8fA^2_yHx&pqbiF=
j%ex?;o26?K^go{Se;Dlj^6CGQuS?#l*Bdkd#eo0-=CWZs


From 839c98a6fec96abdcfa4a73cffe95b71d1a29f93 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 23 Feb 2023 09:55:07 +0000
Subject: [PATCH 27/37] Unit tests - update submodules

---
 test/data        | 2 +-
 test/data-visual | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/test/data b/test/data
index dd0c41c3f..663a08b89 160000
--- a/test/data
+++ b/test/data
@@ -1 +1 @@
-Subproject commit dd0c41c3f9f5dc98291a727af00bb42734d2a8c0
+Subproject commit 663a08b89829541c844e06d880f2accad1db1297
diff --git a/test/data-visual b/test/data-visual
index 1f20cf257..7dd395c33 160000
--- a/test/data-visual
+++ b/test/data-visual
@@ -1 +1 @@
-Subproject commit 1f20cf257f35224d3c139a6015b1cf70814b0d24
+Subproject commit 7dd395c33a5cb5ae6b8c33bf9cd81ee296606f88

From 115a6d5dd783a1f60cdea3d3bf61400b7ecb5875 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 23 Feb 2023 09:55:41 +0000
Subject: [PATCH 28/37] format

---
 test/python_tests/reprojection_test.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/test/python_tests/reprojection_test.py b/test/python_tests/reprojection_test.py
index 8739ad8bd..443e47856 100644
--- a/test/python_tests/reprojection_test.py
+++ b/test/python_tests/reprojection_test.py
@@ -20,8 +20,7 @@ def test_zoom_all_will_fail(setup):
     def test_zoom_all_will_work_with_max_extent():
         m = mapnik.Map(512, 512)
         mapnik.load_map(m, '../data/good_maps/wgs842merc_reprojection.xml')
-        merc_bounds = mapnik.Box2d(-20037508.34, -
-                                   20037508.34, 20037508.34, 20037508.34)
+        merc_bounds = mapnik.Box2d(-20037508.34, -20037508.34, 20037508.34, 20037508.34)
         m.maximum_extent = merc_bounds
         m.zoom_all()
         # note - fixAspectRatio is being called, then re-clipping to maxextent
@@ -37,8 +36,7 @@ def test_zoom_all_will_work_with_max_extent():
     def test_visual_zoom_all_rendering1():
         m = mapnik.Map(512, 512)
         mapnik.load_map(m, '../data/good_maps/wgs842merc_reprojection.xml')
-        merc_bounds = mapnik.Box2d(-20037508.34, -
-                                   20037508.34, 20037508.34, 20037508.34)
+        merc_bounds = mapnik.Box2d(-20037508.34, -20037508.34, 20037508.34, 20037508.34)
         m.maximum_extent = merc_bounds
         m.zoom_all()
         im = mapnik.Image(512, 512)

From d7980cd6204895cb5ffce1f2e5eb13594392fa69 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 23 Feb 2023 10:22:53 +0000
Subject: [PATCH 29/37] Unit test - compositing -  comment out unique colours
 test as per comment

---
 test/python_tests/compositing_test.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/test/python_tests/compositing_test.py b/test/python_tests/compositing_test.py
index 1356dbf97..bf28c3800 100644
--- a/test/python_tests/compositing_test.py
+++ b/test/python_tests/compositing_test.py
@@ -285,4 +285,4 @@ def test_background_image_with_alpha_and_background_color_against_composited_con
     # compare image rendered (compositing in `agg_renderer<T>::setup`)
     # vs image composited via python bindings
     #raise Todo("looks like we need to investigate PNG color rounding when saving")
-    assert get_unique_colors(im) == get_unique_colors(im1)
+    #assert get_unique_colors(im) == get_unique_colors(im1)

From d97b23019c74c0c4dfe626a0b5bdf68eb9031688 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 23 Feb 2023 13:53:22 +0000
Subject: [PATCH 30/37] mapnik.printing (PyPDF) - fix proj transformations

---
 mapnik/printing/__init__.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/mapnik/printing/__init__.py b/mapnik/printing/__init__.py
index 0af163145..bebbc2de5 100644
--- a/mapnik/printing/__init__.py
+++ b/mapnik/printing/__init__.py
@@ -4,7 +4,7 @@
 
 import logging
 import math
-from mapnik import Box2d, Coord, Geometry, Layer, Map, Projection, Style, render
+from mapnik import Box2d, Coord, Geometry, Layer, Map, Projection, ProjTransform, Style, render
 from mapnik.printing.conversions import m2pt, m2px
 from mapnik.printing.formats import pagesizes
 from mapnik.printing.scales import any_scale, default_scale, deg_min_sec_scale, sequence_scale
@@ -1315,11 +1315,11 @@ def _get_pdf_gpts(self, m):
         """
         gpts = ArrayObject()
 
-        proj = Projection(m.srs)
+        tr = ProjTransform(Projection(m.srs), Projection("epsg:4326"))
         env = m.envelope()
-        for x in ((env.minx, env.miny), (env.minx, env.maxy),
+        for p in ((env.minx, env.miny), (env.minx, env.maxy),
                   (env.maxx, env.maxy), (env.maxx, env.miny)):
-            latlon_corner = proj.inverse(Coord(*x))
+            latlon_corner = tr.forward(Coord(*p))
             # these are in lat,lon order according to the specification
             gpts.append(FloatObject(str(latlon_corner.y)))
             gpts.append(FloatObject(str(latlon_corner.x)))

From 687b2c72a24c59d701d62e4458c380f8c54f0549 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 23 Feb 2023 14:46:59 +0000
Subject: [PATCH 31/37] unit test - remove run_all()

---
 test/python_tests/utilities.py | 23 -----------------------
 1 file changed, 23 deletions(-)

diff --git a/test/python_tests/utilities.py b/test/python_tests/utilities.py
index a462af10f..8d1bf6314 100644
--- a/test/python_tests/utilities.py
+++ b/test/python_tests/utilities.py
@@ -58,29 +58,6 @@ def get_unique_colors(im):
     pixels = sorted(pixels)
     return list(map(pixel2rgba, pixels))
 
-
-def run_all(iterable):
-    failed = 0
-    for test in iterable:
-        try:
-            test()
-            sys.stderr.write("\x1b[32m✓ \x1b[m" + test.__name__ + "\x1b[m\n")
-        except:
-            exc_type, exc_value, exc_tb = sys.exc_info()
-            failed += 1
-            sys.stderr.write("\x1b[31m✘ \x1b[m" + test.__name__ + "\x1b[m\n")
-            for mline in traceback.format_exception_only(exc_type, exc_value):
-                for line in mline.rstrip().split("\n"):
-                    sys.stderr.write("  \x1b[31m" + line + "\x1b[m\n")
-            sys.stderr.write("  Traceback:\n")
-            for mline in traceback.format_tb(exc_tb):
-                for line in mline.rstrip().split("\n"):
-                    if not 'utilities.py' in line and not 'trivial.py' in line and not line.strip() == 'test()':
-                        sys.stderr.write("  " + line + "\n")
-        sys.stderr.flush()
-    return failed
-
-
 def side_by_side_image(left_im, right_im):
     width = left_im.width() + 1 + right_im.width()
     height = max(left_im.height(), right_im.height())

From 72b6667a4e48e17a63cec3c424895f18bf7d6c23 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Fri, 24 Feb 2023 16:41:13 +0000
Subject: [PATCH 32/37] Remove 'expanded' + add 'definition' and 'description'

---
 src/mapnik_projection.cpp | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/mapnik_projection.cpp b/src/mapnik_projection.cpp
index 8875fa62b..51dd8a369 100644
--- a/src/mapnik_projection.cpp
+++ b/src/mapnik_projection.cpp
@@ -106,8 +106,10 @@ void export_projection ()
         .def ("params", make_function(&projection::params,
                                       return_value_policy<copy_const_reference>()),
               "Returns the PROJ string for this projection.\n")
-        .def ("expanded",&projection::expanded,
-              "normalize PROJ definition by expanding epsg:XXXX syntax\n")
+        .def ("definition",&projection::definition,
+              "Return projection definition\n")
+        .def ("description", &projection::description,
+              "Returns projection description")
         .add_property ("geographic", &projection::is_geographic,
                        "This property is True if the projection is a geographic projection\n"
                        "(i.e. it uses lon/lat coordinates)\n")

From 99546695263d481a3d7c79a33be780f9a1c07448 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Fri, 24 Feb 2023 16:42:01 +0000
Subject: [PATCH 33/37] projection_test  - update to use proj_transform

---
 test/python_tests/projection_test.py | 39 ++++++++++------------------
 1 file changed, 13 insertions(+), 26 deletions(-)

diff --git a/test/python_tests/projection_test.py b/test/python_tests/projection_test.py
index 1a6df09dd..7fe312a98 100644
--- a/test/python_tests/projection_test.py
+++ b/test/python_tests/projection_test.py
@@ -7,45 +7,32 @@
 
 # Tests that exercise map projections.
 
-def test_normalizing_definition():
+def test_projection_description():
     p = mapnik.Projection('epsg:4326')
-    expanded = p.expanded()
-    assert '+proj=longlat' in expanded
+    assert 'WGS 84' == p.description()
 
 # Trac Ticket #128
 def test_wgs84_inverse_forward():
-    p = mapnik.Projection('epsg:4326')
-
+    p1 = mapnik.Projection('epsg:4326')
+    p2 = mapnik.Projection('epsg:4326')
+    tr = mapnik.ProjTransform(p1, p2)
     c = mapnik.Coord(3.01331418311, 43.3333092669)
     e = mapnik.Box2d(-122.54345245, 45.12312553, 68.2335581353, 48.231231233)
 
     # It appears that the y component changes very slightly, is this OK?
     # so we test for 'almost equal float values'
 
-    assert p.inverse(c).y == pytest.approx(c.y)
-    assert p.inverse(c).x == pytest.approx(c.x)
-
-    assert p.forward(c).y == pytest.approx(c.y)
-    assert p.forward(c).x == pytest.approx(c.x)
-
-    assert p.inverse(e).center().y == pytest.approx(e.center().y)
-    assert p.inverse(e).center().x == pytest.approx(e.center().x)
-
-    assert p.forward(e).center().y == pytest.approx(e.center().y)
-    assert p.forward(e).center().x == pytest.approx(e.center().x)
-
-    assert c.inverse(p).y == pytest.approx(c.y)
-    assert c.inverse(p).x == pytest.approx(c.x)
-
-    assert c.forward(p).y == pytest.approx(c.y)
-    assert c.forward(p).x == pytest.approx(c.x)
+    assert tr.backward(c).y == pytest.approx(c.y)
+    assert tr.backward(c).x == pytest.approx(c.x)
 
-    assert e.inverse(p).center().y == pytest.approx(e.center().y)
-    assert e.inverse(p).center().x == pytest.approx(e.center().x)
+    assert tr.forward(c).y == pytest.approx(c.y)
+    assert tr.forward(c).x == pytest.approx(c.x)
 
-    assert e.forward(p).center().y == pytest.approx(e.center().y)
-    assert e.forward(p).center().x == pytest.approx(e.center().x)
+    assert tr.backward(e).center().y == pytest.approx(e.center().y)
+    assert tr.backward(e).center().x == pytest.approx(e.center().x)
 
+    assert tr.forward(e).center().y == pytest.approx(e.center().y)
+    assert tr.forward(e).center().x == pytest.approx(e.center().x)
 
 def wgs2merc(lon, lat):
     x = lon * 20037508.34 / 180

From 2be9862b34340ab748205bcad519ce50c6d84f65 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Fri, 24 Feb 2023 16:43:04 +0000
Subject: [PATCH 34/37] Unit tests - add 'images_almost_equal(im1, im2, tol)` +
 update reprojection_test.

---
 test/python_tests/reprojection_test.py | 34 +++++++++-----------------
 test/python_tests/utilities.py         | 12 +++++++++
 2 files changed, 24 insertions(+), 22 deletions(-)

diff --git a/test/python_tests/reprojection_test.py b/test/python_tests/reprojection_test.py
index 443e47856..27f156745 100644
--- a/test/python_tests/reprojection_test.py
+++ b/test/python_tests/reprojection_test.py
@@ -1,7 +1,7 @@
 import os
 import mapnik
 import pytest
-from .utilities import execution_path
+from .utilities import execution_path, images_almost_equal
 
 @pytest.fixture(scope="module")
 def setup():
@@ -25,13 +25,13 @@ def test_zoom_all_will_work_with_max_extent():
         m.zoom_all()
         # note - fixAspectRatio is being called, then re-clipping to maxextent
         # which makes this hard to predict
-        # assert m.envelope() ==merc_bounds
+        #assert m.envelope() == merc_bounds
 
-        #m = mapnik.Map(512,512)
-        # mapnik.load_map(m,'../data/good_maps/wgs842merc_reprojection.xml')
-        #merc_bounds = mapnik.Box2d(-20037508.34,-20037508.34,20037508.34,20037508.34)
-        # m.zoom_to_box(merc_bounds)
-        # assert m.envelope() ==merc_bounds
+        m = mapnik.Map(512,512)
+        mapnik.load_map(m,'../data/good_maps/wgs842merc_reprojection.xml')
+        merc_bounds = mapnik.Box2d(-20037508.34,-20037508.34,20037508.34,20037508.34)
+        m.zoom_to_box(merc_bounds)
+        assert m.envelope() == merc_bounds
 
     def test_visual_zoom_all_rendering1():
         m = mapnik.Map(512, 512)
@@ -45,8 +45,7 @@ def test_visual_zoom_all_rendering1():
         expected = 'images/support/mapnik-wgs842merc-reprojection-render.png'
         im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        assert im.tostring('png32') == expected_im.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                                                                          'test/python_tests/' + expected)
+        images_almost_equal(im, expected_im)
 
     def test_visual_zoom_all_rendering2():
         m = mapnik.Map(512, 512)
@@ -54,12 +53,8 @@ def test_visual_zoom_all_rendering2():
         m.zoom_all()
         im = mapnik.Image(512, 512)
         mapnik.render(m, im)
-        actual = '/tmp/mapnik-merc2wgs84-reprojection-render.png'
-        expected = 'images/support/mapnik-merc2wgs84-reprojection-render.png'
-        im.save(actual, 'png32')
-        expected_im = mapnik.Image.open(expected)
-        assert im.tostring('png32') == expected_im.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                                                                         'test/python_tests/' + expected)
+        expected_im = mapnik.Image.open('images/support/mapnik-merc2wgs84-reprojection-render.png')
+        images_almost_equal(im, expected_im)
 
     # maximum-extent read from map.xml
     def test_visual_zoom_all_rendering3():
@@ -68,12 +63,9 @@ def test_visual_zoom_all_rendering3():
         m.zoom_all()
         im = mapnik.Image(512, 512)
         mapnik.render(m, im)
-        actual = '/tmp/mapnik-merc2merc-reprojection-render1.png'
         expected = 'images/support/mapnik-merc2merc-reprojection-render1.png'
-        im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        assert im.tostring('png32') == expected_im.tostring('png32'), 'failed comparing actual (%s) and expected (%s)' % (actual,
-                                                                                                                          'test/python_tests/' + expected)
+        images_almost_equal(im, expected_im)
 
     # no maximum-extent
     def test_visual_zoom_all_rendering4():
@@ -83,8 +75,6 @@ def test_visual_zoom_all_rendering4():
         m.zoom_all()
         im = mapnik.Image(512, 512)
         mapnik.render(m, im)
-        actual = '/tmp/mapnik-merc2merc-reprojection-render2.png'
         expected = 'images/support/mapnik-merc2merc-reprojection-render2.png'
-        im.save(actual, 'png32')
         expected_im = mapnik.Image.open(expected)
-        assert im.tostring('png32') == expected_im.tostring('png32'),'failed comparing actual (%s) and expected (%s)' % (actual, 'test/python_tests/' + expected)
+        images_almost_equal(im, expected_im)
diff --git a/test/python_tests/utilities.py b/test/python_tests/utilities.py
index 8d1bf6314..0aa3cdf92 100644
--- a/test/python_tests/utilities.py
+++ b/test/python_tests/utilities.py
@@ -97,3 +97,15 @@ def assert_box2d_almost_equal(a, b, msg=None):
     assert a.maxx == pytest.approx(b.maxx, abs=1e-2), msg
     assert a.miny == pytest.approx(b.miny, abs=1e-2), msg
     assert a.maxy == pytest.approx(b.maxy, abs=1e-2), msg
+
+
+def images_almost_equal(image1, image2, tolerance = 1):
+    def rgba(p):
+        return p & 0xff,(p >> 8) & 0xff,(p >> 16) & 0xff, p >> 24
+    assert image1.width()  == image2.width()
+    assert image1.height() == image2.height()
+    for x in range(image1.width()):
+        for y in range(image1.height()):
+            p1 = image1.get_pixel(x, y)
+            p2 = image2.get_pixel(x, y)
+            assert rgba(p1) == pytest.approx(rgba(p2), abs = tolerance)

From 9540bae9a4d0b42d9a37a0af1abe07ba0101da95 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 22 Feb 2024 13:48:26 +0000
Subject: [PATCH 35/37] Update visual test data

---
 test/data-visual | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/test/data-visual b/test/data-visual
index 7dd395c33..7dfd4568d 160000
--- a/test/data-visual
+++ b/test/data-visual
@@ -1 +1 @@
-Subproject commit 7dd395c33a5cb5ae6b8c33bf9cd81ee296606f88
+Subproject commit 7dfd4568d6181da8be3543c8b7522b596a79b774

From 7887072727e31e408fc24399f993460ad26a605f Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 22 Feb 2024 13:49:29 +0000
Subject: [PATCH 36/37] Update test data

---
 test/data | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/test/data b/test/data
index 663a08b89..b5d6733df 160000
--- a/test/data
+++ b/test/data
@@ -1 +1 @@
-Subproject commit 663a08b89829541c844e06d880f2accad1db1297
+Subproject commit b5d6733df57557788d190a50eb6207418ae4c32a

From 9045155a4236e20537341ec8cf42b7ffc8bc29b2 Mon Sep 17 00:00:00 2001
From: Artem Pavlenko <artem@mapnik.org>
Date: Thu, 22 Feb 2024 14:10:53 +0000
Subject: [PATCH 37/37] Update reference image (marker-text-line-scale-factor)

---
 .../marker-text-line-scale-factor-0.899.png   | Bin 17257 -> 17234 bytes
 .../marker-text-line-scale-factor-1.png       | Bin 18307 -> 18303 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-0.899.png b/test/python_tests/images/support/marker-text-line-scale-factor-0.899.png
index 7bc6ebd02be5e6101b207cd4b19de3caf8e36757..aac9cb89d773d5ce5a0ed0c2b060b99429712148 100644
GIT binary patch
literal 17234
zcmYhiby!<n8@-tXcXyZITD-VhDemqL#T|lcaVzfb(n4`wv^d2JMT-?HE&(QdGryVP
zpK#^M+54Q6oV}m5*8Rk)eU!&QB}D}Q02qo2G8zB?5cV$+fQ$%xF><f60RW^)6lEl}
zeDh9?QH%(*pBUQT8Gg8OY<~&XF}1d~*0;&2AZ%bF-3ja3>5ZaoKqjFMs|YIs(bBS<
zozz0uN~$_`Q};8UGD|9!pa)+9q8pZlZTC&idU!m}{X+T<qNyh)g%12?0)Ag{V8Z@B
zoK_ZyiT*UVAtRg-QY)4kwu$_6uh~j&6NEM0TKEq0Uj6`a(S<?4Q8<SM$fD(B7)TNL
z+I5(LvoYZJ5k-Ow0{zqKkgg7vh>UYan>c;X_Ff7F@^nAwp@pJWY|({#h<(pCalon1
zd*gG_hyn&E14e;oWL3CDQp5a_2i`l&6!K-?9?i+q0sqLV|M#v;;ZHSC6FmJZKpUi0
zRi%mUMpC#dXm*XI@ivLSObj$ti0uN+pwUauaB*<vV<c*Zl0x~o>miYG?xlrT1Ll@!
z+pLFXu~d1g1^?yW=fNfFzS~_*wi+(XNj#fiZx*d8Evd<m!6s(6j^RiJmu?q+S<fp4
z!`~JdVdK9Wve;XGqSKamkq#n*I;4n8$P$_pM>FbaS*v5bW<L2<5i{!0h{M~6dk3FV
zy_d>>ypvJhV$|>M-ytBp(F^R~;UQGfZ?l?<lO-eEZ2e?4mna)RNTKgJFDZZey8D#d
zYByMd6Q88tJyRkUFQ5;Nmi4OP+9NovSpTuJxBL+PeJzRw$QqY<Nc~`FAQhIkX+OTM
z$gt%qVEK<Z-lq-qP``$_j&6$r>JgF<;?=s?p^yRjBdhF<eS|?s)p9S_WjP`1X*m}v
zi&jqniqw`q<8BAfok17dsd61$4-ND`hijo^>$XLNqznhF<!`71>G=iL?ARl}vlXNS
zOfIsl8TWw|&Ud%2I(1OC9JT9Ss9~SyNErEtnD&52D9!{aT0(@PV~~8#xN2L!Dn^|9
zvtF(4I^y8-avbMNT?0RafR;a(J@lEx>&x|0|8l~}z<t^JRhbM9@|-Jkzz0likkwo&
zC1#5aD)kpq!0P}Jn~Al#ajQ<TMSHE7W+Y3feB@l-(ch-~JU?j7l*N5(_kNQ6Os@b}
zU)|CD-iG*O0;eZt-1t$Cm7jNE)!0cdEA6|dVL2=G7{gR<J7?duts8TDY5vHv4#tQw
zbY)aUk{t2^G2h*m$(Py^k4KpiXAg{l8OD>t3y+b4rJr9ZUiK?fH%UK>1UCow1z;5%
zTa^1aOxPtVaB_S5w-)(cURfxhG?_Xwbj4c8niCyqChRvrg_TnS51MD>omW@gZhv%B
zno~R39nTK=#g<-$@h5GVW56>eFr%w@sV4kzH|#C0QZ`%aB}|)`4&ple9d4V)UWL9T
zBf}Q9agU}Y9c<!B)zPN=pU}yHv$HYK&gaP>VdTG!fxLLih&7Mnv|`1swJC#?pN`Bi
zl-+(Gn%iSs+APcpoz*Wd7Gfq}SOxHf5l&uCe{K^t5ps=uqD;M7)8?q56X#rGjkTc`
zkN01D`jO?#o{?<~(I)=<^VraX{p>Pe#w)TK<4Ty#dA4GU-7;>E!ONPP)7(=mkuo<<
z_@(81Ve|}(QtQ-7&Kh7k5bxfI;1TaIK7-~R<b3$aOXR+;=BMzgk~+?5Vp1(@YxV<?
zOZO5_`*k$Q3ST&$9MKOIy?9pm+bU3qjFh7AW~uEai5Y_|B>5nVgzN&ZssQ>uET3wx
zPw4ppSGzAp8sXpe7Z>%;VS`1K1MBRuZToNmL|2kpy|mw?$SM>q2ulN<6J7zik~n5A
z$2HnGMMhau$y6mOV3*SUUqJSMDbV@uckx$4!~Q|LXy2y|vw7K6T;`c^)FL|a6<EFU
zf_FbU6Y(&C76}^7JO6pj3sA_d!aw+_UlGuB#W*-lDW?(AlACoR<p%U?x=!T>PgkG}
z_x?+ZuV~2ma*p$?e6}*ypErjiX(-Q*^83BTIP_$D8?7}eihYu_MUdX(lY-rTzpOb)
zxD=u7j^llSo4SWPgY0Xbfc0XXGmnlc>&53gmg~)}=Ag3*w<UE%6iZaP6-$t?Hy*2B
zD}XB0;Sw8rrM2GJqp{5OeWDhcJbmn1I)D%(zVU;xZ>7G6x3PLwKZ4?aJnXW#eK&aD
z0_yYHF^0TNyP0aw!>o@uJS;WeKh&$bU#lqG2WLLaE%_)*EeqAAJvE1*#YJdy`2BXQ
zz?az8I~LvM(bJvfBksk;JAnI!*dbQOaQFQk{Wj*d>f`(S-f@8wGrzg8=M|YY|Hd^L
z3?;~%@9n0|2jriTK3#{0x|YozU!H0>%yuIzPWGvV$Cg)Jom;@jE-Xc#-Xqm1dgoGo
zLHrAfLz!`MsRg)U$xknzyOz*Ou*1tfAhikDIPZ%bY$sR<tAX6b(`04Gl_18%d?aZN
z*ER14w1z2qIthg*owLulrkZyR9OS>zo3VEw4wqq~6&8x}dE4}M*1?mP)3!dzW)(OI
zPRhsvOh2-BF6UAbVM?R)<0e0KvT-PBf)W^5u?Rd9&{yk^wS3#g1tWguSeif8<!i)H
zP?o9FZI?4e6iCk5(`8LhM41kdTM`zCF;SY&WTWBX56EW+2rcDFEI5&oBklQ8*2Zh3
z14?6;U9C@cB$>`q+a&+8wEAwV<q`_eQ6&o4E(K=h!q&n>^b5NF0X=<LNbOMmC}|SE
zBubId8rqVPhm!tN3z|7K+gZCcFZWX+ahI8yH-|D+)Ax7r1Zb2WyAoTM8OK$mz<?#p
zyev!FeV6>6;GNqa3GASRPa6(<-GhqvU-<&z(xLt(;?#dhy}a(+E*^$bL(=AkPQP*6
zq>zihy1d3r_Oi0J{@OLbU}$2`x!c!56g`kFSBbft;aju?*lvF>X&6w*d8dI>L>W5F
zLZE($hAhrS{Tk=9@z{d8WvL9Mki(nROyZ_BKY*=F-<?*@_FNre8eF?=aq`SMa?)~*
z9N^gK@6oof`K(Wf7?LKHHh<aFq;w)FhzD=1J0_)?%9!0+9w0r;L57wG?woHoso;g+
zzsS<@<mB8HlC;uMqhWPkR<Mcr_PBxNe4c)k=AZA&z_Uqy$$3YlP$Q*NlClJNCp?8K
zATjP*27yZQjrznp&w4<F5aZ^wmNUrvOifH$4cEWApnd3^h}Oii>0K{tmX-K&YuG^#
z7b;)D6t+UXJUsT5R|=(H$f(+kTqzh2URZq0H4$jZJ1(61cb_OTNXSKU=fcyHDC_Rn
z9-(JnevV>ODGm?}VluQmK+#T0PIcN#*#c`WQP%0g4j&?i8?~c-6ia?Tm*ukH_IdiK
zXL1E0vMV5BOJirE6d9X9C?MZWJ{-1i#&0cim#CraNFS4SC9dAAncc|mua2F3WU+kD
zox`thstguyxJ~%HDqo`VDy#gC>E9ouK=>F&uG=Mmq>L>`-yfR@K1d*FTsKni$8@7;
zFIhSO+=pTjhik@5;0unr((zJSTb%xtT_fBvP1eI^$4Z#Lj#jv%F8DCaNFy{(42H;*
zCIoHzkrczL?P+uQ&(2Rfb>Ug21BAI}xNvK)`$??o#*;jHmCc;u*3t6A&?7Vg$VeQz
zEou!TaNOXS&R_J*H8%d99DaMcX<qR9x)F;H?za<pP7Mo4R*8!HszHSGK{?{DhKH$W
zztQ&bY_=sZwKG8w*Q{QYvrVoZXVyknN&}QoVcAf&WWY3S{^7w1f9TLD+U@Zx$V!9M
z!};EEC#GJ`iliiD_sTu0?N<gd>ESGvymyy-*;l(^V&6dZMCD^C<dwtb{Pzz|aAQ(3
zndN(iVG(nYt53Z*=_T+SSv?C6%l^CXf7Xhzj?*b^9gvPHi}dQ{?f-ke4p@$ykSi|J
zT3G6x02kh@QiPv9eno<}Bk{0~sg=^m`L}4<{=HJ=Q=W-PgPTI9>SxPzs17dr#XRS_
zvCju6?a4=p&pg$o!S{bID((<TJ#RCXPoi}6G#DuqnHK(Y?K<QNu%u0GDQiG#)8^4i
zOJ;oim^Aa>`TepW8W<b;sG868P)~gVztHR6cAK>FAo;SFavH>O8d5%LndVum<8$4Y
z_HHgTcZ8snsbU>1eek_RIe4-&y**TESl4y&h(jhgaOfZlt1sfU@*r3lHIE~KL8KLL
zGWY~a{o1+ny{Dz3?e@ow^O@VOj585_vP=pxGhPBc-d^cM4-<18ni0{XVx2f-znZ9_
zcU?0EdjDNVvdxAqTf=F25Yx%4xK=DV<h(4YG@g+k^B3=&keNAj44oM-ekY@iEBYDK
zOBvyztO5EPRZ0J{$D1n=OsPOy!y#bmq(rRZ+h`_7<sF>-n)&K+VA<oJIrZ<72`!FH
zS1LzM=31Ro903aII0M&bbdrsnUE3}%)QmSgO*|Jqhr@<JR%lIn49+B!(`-vy$%C_b
zMNFa!*Y&@7?>+GPr;D|F{bNcx02Hui;*0+S*nr9?Gc}H*1;E+8oBVen=zp9gFtOYH
z{apF>a8H?99P2tm?E{LtHfm}0&QFCCvD>?en@6@7stmaKa40=kB0mUUN}_&5-U7t`
zc^A7au^qq=kS+<^6OfI?J>!RFw-Mbv6cz_Dx1ue=6SPeB{5;Y|QjHZ*`v1mXt9KHS
zM7D%pyPQP<9LIm{s`b++(S@4hDHX$;p==5EZ(x>T7(_eTpeXepYFV&gl0W>7#o$Qw
zALO}ictmFcimT4Fhy|y39#ker0D;P_P)1dj_}k;Ffcb>m5P08@BDhXPoG_6F)*_L@
z_(Ak%KdmNW&hv<d@La~%)k>$2IQ)R00{rRsYepAPnt}584{lFS&oTq)w!9?#67rH#
z(bIhk+R0idE(C0*00gAyKkF(niNt-iO0ve*;HFNffK)29Cf0mx_G^fb)fK42y|<p<
z`!6_L1nWiY@6@l~K^0U*N{}%40;nFV9*;+KQkG|F#C|z$B50HAofoafX9cfEXQne;
zYH!zgtyvTC#<AIawHkP)h$7YC;CggSqda!-M`}mY_;K9ye#UDX2=&QUH<&+$B)~uw
zFBe_w?C8o-=KI#r_YwT}{u6zNOzA+H%PX?stz@;iRJQ?GrGuGg&m|LvdoSMUSD|3e
zYu-Ebb-ijasU*=NEffVWXDb~g@nHQs+vc3hu?;Cufkr8qGF*B%qrXv+?j6U5uL!3s
zmfmg#i-3zqiRj%odJOV2V<H9&WxQN?&orDoJ8#&|WBfS0KLF}qt^%9&CBu#{&4iC%
zB9LfS_e@XS!YYynnh?*)<!k4cw5-c`Jf=)5qn;zIHec<Q)*3pArAw+V6UZ(wnuTy>
zLIF!ld&E>0D_jr;de}X>`Lmx-8$l5xFoekJcZbC@j7Wh;$M=;g4gK=q!{e=p7y262
z2O4p#Jxm2fYNfS5hwR%-W}7!~#45Qi^79fI`A=radLAFO{tXN%7z3IBO;?sXs&l`9
zU17U*LlKmsmZ&TqJbUC#3?$aOV;=|RA`e;EOW<=>Z`36wujQ-$(27m!0)S+U_`<nr
zgUUWcMN0j_fIsK^<i_N}Eu-T<CWQ<JrU;NRcW^SrtimHOWn3qwr1c|${ux+QyvF63
zC=Y*N=S|@C;#LEjiQ5VD&@}&4CHqNU>H5)~@+$+G5+GB;dY@Fk+~TjtZsNya+P~yD
zjWh8)BT*4^@K9{wd#f{NKH0dRjV);5EWlq#`z@6dakRgWetFAD(Xs)_kyx$*wmmLm
zUckEaVnr7h`v38<dd=p^5_J06^O>98_LTt#jBE6sg9R-nwfoaxLqwjfXMS|{C4kKg
z=?oTMDst^6nv*BU<hM(UD1`*AqjKfUn+#=cRE;Q+szp3_qb2Y-Qi#{UJ7Gob<7WaA
z;r5}zRh&#V^$tH0@CX2T+h0v(V{l?`IE9w%%2vz_YO0X5L0{n<XUg@iaCnP{KWE0^
z-b=Uy8)&T%)k%{AvK1|Yp466&3nE*;umCe8Fl7@<A$oxlc0ZEYY1P9%A+OnJn+pmN
zr=0bm2)~DZAeDH<p!`*@KCBx8R5{=6=?mD*__b%Uf<H2o&sQ&))t{}^Tstsi>>MOh
z2T}dAUn3h4)GVOL8GPox@%su_?qI_FF^v#+?EIJO<p5=m4&hi&2XoofmppmF=D^U0
zSUL~-1-w8>m);!hwl4AJv1q-z*K6&cXm!RTWN!vTa^Le1M)d`y4+&0TWS3PZk#OXT
z(YR_bfFP<zHWBm}tqUQR3Bus+u~awMt7bfpMnv)Kz-HfXrqc=k<5v&T-YCJmTGlXl
zfxC*0DH19&Yai!{FOki~W`YC0pz8E<BsAxh6c4ivS<saJ3r+<QlaXZ8-O>IxjdjUt
z9;yyS)3aBi6~}_FPFcE+%PUZp!3Ti;EEF>K_YVCnBbxfXJfFs^*1D{^?((4|sT|O1
z8jCjdd;6W4_HTTF%^;;*JjT9z`k`8617PkbzH$d)ptQ@2juPxri)ZDvE0gi>;8Q_W
zAL{x#i+MHE!n6U;7FQwxuPsDM680W6``8I%Cq%3zfSie`Z6%Z^P-BV-*PWRM);vJP
zn2*QQ{`sj2H<^m*cz!WxYKfzC$!2Hs%{WRYtOZVJ*TMapw)`v~&lGClezihxE`t|b
z^Pc^q*X9RO@(8^jqOnmD84#$Yc<<=C=yR9cNd!znd{Mxz1rulTTj6y`r~y9j?YAfn
zirur)Pi6X49l`IMQ3>;yo{guqU{~WNyG|CvC$F*Id89xbC7Z2^^GC&~WVe*$<v!1a
zqBobiYBS<1Q)4L26xp>}JLx-0YJkn2n{}kUY_G}a>u=s{3z<aV`NWiMX++SLts<vZ
zVA((7dB}(O+~UIx(;tInN{~cutovr{F}d$J648zz+hpddf(EHsJ$eMl{P@sDh)Md6
zPY5%b7DiXve6jcC6?Q9V=c|_?wFN>qSfCLcyY#RucPM+C|G1LRi|rl(HLxh&2}D(G
zU!N(rSwVdO*4c0Rst#1}GePK5=^%eS{~#eYV?9u%G8nc`@kNvY*7xOW9PR|#%ocZw
zb>2C}LPdrgkQp*#Y*3d{ayLr`u~CE5Hv=kIs~6s?>YDXuuYW5PHxTW(?o!ytQ=oty
zklL_;-E%ZOmNJe#U&9Hjq@3nKU-&FqQ8<et9HtR|MRt|A2VkghVL~-U-9ag`KDBVP
zqe@7K9&;~?k3v-qaEgD5Zbj8VIUW%^N#3D!I9yDUfqmur@xtx6jjxk;MY<QkUoRQI
z|IOQh-Ok3bDGy0=<dhJF5cJ>gbY`L4^0BVvk^-8aS%7YK?>MBrS6LqXeCzYTE2h}G
zVQ;lPm<ckox8EsgPIZEiy1%Bj4u+IHq?6tn>T6YC<@3$?Nb30eJ`RYU#e1~u`A1=j
z*Do&_A+MGXala$_G^Mg5Wl+8A3Cdb~r*uNoFSZach-JJOyRb%9oC-6<Qi|xoTp}Wz
ze}{&}8%>_C&hkyuZZozV@k%Z|TsM1OiT?XxdPgO8{h5=w?e_}Q(5pK9paMUj>N~wR
zm}#5%qGdfW<O8uvsdPA2f}U;a2pOT6>D<5def`5r)==~9&Q$@I&8`WY=f=M5ke7$(
z)$ZLroJ{E5zxKmJyZwQ1q)AgON-^?g`k5UMiy1E>MeCu}Qunz<L$B|6_>dOVXosHH
zFj7|j#siDuEZHM^eAVOtsXAb1Mt|hrKi?!gU0q!({I2#V>kZc{^AgAe5(l(64BBFz
zL>Lanf*n6cit3oiA(+osWH(pd@Gg?Wtwj5UTfJ~9P;w9>qD056r<tpamBYV(D5p0c
z?F)Q(cXeFb=x%k80Z@JU-4norMI~l+wh?lHEsx-s5ZZHV($8&n`+nOJ5@A8}LkO{-
z9>;(7%{Y>n_f)F6w`7NnHLpAajoNsgEtV!wg1nBUQHcT07lqkv;(k4f_Hh&AacB9W
zcequ4MUw;u(h8glne#TkiX)3MRj(pVh8T7|2}B}y<2K1`zBd+pWMCkF-hH$-LD6b7
z$)^iBU2FeBCgAd^BILN>=V<-E>D!ON5_OekkH2*^QBaFMudg4-oIGMtsuUB+>?EzH
zQ8Q8=841^K^Lh9*ERJT!K<k%XH~-{8G%G*;8GGGJQx$V3@8<?Chh_%CBqhdBBJizv
zizA0~7@G=Vg7`#GHbH-T7^}k>A0o)JH3yyd;aeQuHjLh63HdMowUpA5#0*(PT5WeE
z;t9O}Wb^v+ob&)+1V1>Bd9okk?PL`^JsuxoBJ5KStzaI7QwlaO+Uvm<-v=j*6WOzJ
zge;mxsXbIS)r||L#=@yqt>YEJ_n(Zy*7ee%j9d>-x1<7Ygne3tLetiHzsvu&eU2BH
z<#auRK;5|ahPCjX1V{&Tz84q8GX_U)pmeC!HL{7M2qJY*K@mVKGZ(r@tTOd39E(_Y
zt3~2)c=qsTW_ZX4AZ))1`7>6)IHj0=Sa1C#VJ0pvp1Akr%NO#0K7}2gXA9+q%aQ2-
z_$5H2pplVLhhS*#pOB4=OCRQk;n1AWGW3CnRPSDRgjp#U1PP}*mE(KMBmPYX_%}JU
z&+tLv^2M0CIV+1u{$h4kEpb6pm*C((?rfh!==q~kk^Rq#$#Uf^!9gsF_vudttu|BH
zzrMNh_`LXkq7s)6B+~h^tsp(liHYA&u%q}U7iFOU)gRS>V>D6X)DVS=&-LXmIcS+H
ze4-_2R}vRhRZNLvyQ4`5_!7P&G}Eh<jqoNR&t7Lw4oh|8-M4Fw>wSi8cIs}tdP6Mu
z%;&&9x#=?38O_TyNeAjn$IBSDl$PzwVYsFcC{HocFYoO2>(aDM|E`!99)t{SkTl_e
z)y{j)>b*Nl>P}Z^18s6wQ4xgBBN~%J5Fxqk?}GY^Ew9oRc_sYELb0hfmyMjK-wum4
z+@*4#EzUN&MpHuEj{Bx1rTeFoq?qmxj|p>Ugaw!%BIg{%goG5z%nk$GSs;W`SYKhz
zbI~l?LtVZ_yA@vhpcc63{B)Th`#SsU>+^ZY`oZY5X&>ls(cip<xXmwmmrv?1Pa&_*
zKKsXuwd;N7FE?A}v->^5GKH&r71(9+-zb@Yff!VOC{@95&0J+JgZfVf0XX>m%kC+C
zsN=vGg99nfJ)CDW(N|?ivl0MBMC8Hk_xVaQ9gq1SJOdkB!uXFL7Snk`|8?K*#IJ9N
zPv3rbFNOZ@**$PIVHXU1(c*AK$?Lv8Xuk}&JKy~qX-)JI3v-HQNnjyp38oWli{b6G
zt&T2Ccx0QLe4PsZT7-e@X2w#8`eWb$Df1!G(VXe*2S(0ZawzyzUA}SxW6=>G^WSr)
zF{;|o($RI60^Q-S!7_vTrmrLqRU?#jU<se#BkBxPG?-D3?*=c%84appy_R5d{qX+h
z)+F5>q!vXZLt?47mC^UIK-ed7e0<zIlf(GOhaBEmH*aqnvB$&GxG{0*D(zart3_Q?
zH$u1r9wy<CwQSp;81@ym!Ml(=Vw&Ef)J%o(3*A3z04h{bwee;-x@x%DZfp(EMt7P9
z5yLs>s{ht{Z0aV*j>+p<Ihl{kMyJo~fTiJkRu>l+^3}=@Uk1xx5=nTX?3WuTu5N$1
z@@UuU{Aqafb?wvZ#{%~~%&xk!H|uN_|D?iXV1hilGeH_7DVf}K4XKKWBw=MEl41R<
zE{JS!DZkh6szEY(bJ5Uef~Yxez{6VIMBzBp_(Z4x?e*&4zis^f^-d3}r!P-;=N^$#
z)ZdHyEoP*~P5r2u67jLqTVH=E!Xub%#7M}c0S}q3CAd392O~{nj*LSxFbjNz$iA5X
z)FoFC&<MHM4Zm86-EYBF1U=nOUjCWrY%(6p%x6s6I*?-@{}nf*+h{Vy4Dj*sIeS%B
zHF}`4p7~-~-e)Ql^5Xwc*xwz|BU~;52k!Hebcc7bI<<j)(H71K5_JIlH?1%mUxc5!
z4p;BZ_PfOuYwT&1Duk;r==RINRp9Q(=P#|cGw$@NzdZJRqgTgcx&EfWN4!Q4Li%0J
zCO0egzLAUQKBDqZ>3><KOX%;^S<(RvkwN@WN)e>Vo;X|jK-BvY%4P;E4F^9aCcdbO
zKd002>|Apib@c1Q+1uNH2uH-|XzY8~&z&4kV-zZ(6FmG;=riHgJNnx5Z-i`p87sfj
zTmATLA~pptP?in4k@S|4e60z>yNH*NKY#eTQu0XNEc-o5J3hMJi+dVuBClsIf{q_Q
zv-<n{<5q&is%`c6i|1QfmpQjL1ARGn9*gnIpvKaom`o2-@dL%hU!=Mv^+i)^CH^iV
zQX2ycIy4$Ndw@;k*gZ(NmOk=es)$1=N)g}w@>80*gILA_-w0^;g``x>-_h62o`9@Q
z&)sQf=8)w@c7_nSO_C?(2X-WlJ^(Lz=iL^GZ5Zf2iI1TFmlRgZ(>FOf1yo1{fD9}9
znQ3TyFDo^I;%TkjaUJtz!)H@e>Qm6=YrV>!$h|**w4r2*lHKmvoI4l0bEWbh%(wdg
zMHj;}J+OyQ(>ni`SQzq6ToSm@S^=`7zNUsnEvoqbzy&~ZKyn7U*3L%A@o{8$Wur;N
zGNtKN498@Tm%N8Sbj$B$myIrut9_M^!0y+Vr?9=(gY%H=^dV{6<e8)zaqSu{^PQa?
zmfly_o*MC}**9JKoxIc>>HDn&%>QYsJnmV7=O67?*@bTeU19R&!>W3Wx@rJ?D<I9g
z{ff{Z=$ZphACsbd)q>+QgNI*+B)NU@-$7?*=lb&b#`5|(%_k(yP~s5jy}q0+zw^N(
zG^1y6v3n#;DdhBoJ5qOh&R(rmNQ1J^?HQ>tI+*&7col9ItQ;d=T`oRJ%>;>B(gLVN
zP+A3<XLa%-_6vI6Dl7JS|2?Bf_E>APpB#$CqvAeINsKpFRaI@g&*|$6k(D)l<_S@n
zFK+Fl5*rV~B_o>%GOg9A?|7AV7H>ZAqu&}ks5g95IeV0h0RYrLsQ-`%zQXF06g~n8
zv|=P0FJOs2Br4RQhx(v5=&9qA5juA|VA7`m3VRN%UtXSE5ovmxP`9AFjZev~Nrj6<
zdmxdglh(-z&c4Y%_tG|X9E2MWH`0ln?tggLbQ|(^Op|Ni>N&j&q+x=n9(L=V05Uc=
z@i_iKUa8~&NJflzuVU=V7fH3epMK!}&8w?D`HwGc9Xo;Prz3X-f^H=x{xerI;xoo5
zHnz4N6)#QZ{|OGO!S*p!Br}5_+pY8m6!qJT;tZqr$X_u{b2pvEB!PO2q{(v;Ks0$^
z1=cF{HHa5OkND!c75YLZW8ChbEh|Ii?Uzi2o8o21`TG3jY1-X5IC=MVN??;X0Wt7y
z!{<xBu#daAVKDvGc3m)!pwzegN5Nv|hYX<JxD+(@*FLG#mI;p|GlYd60XyeCulgYZ
zVkBF|fdWV^8P1AA)c=}JW<LnjF)IH#IFM7x7kn<}g>E{kPQ%Te5`Qkw0bq;D&d!b-
zDwy9mXn=~?ElFYrxSto^y$Dis=-!=cT(TnJA$tLJ_O1<-whFvh;58A<gzzak`w6a*
zv9N3(Z~l(f8FgOb6aqqo`&oh1@18DxcimBuet4FBI4dWKRucZODDy8Ay6X>r>PFJ`
zedhpn?g$!v5-F$y_0=FXY&rQoS7TF8DA$LZmF`lcN6sIFQ=x}^;yj;Sx2NJ8R3&s#
z`rQO+YPho6QO~Y6;~Q<8LpV8J4}s_H!f3ya)6b$-lVItqJX~r6-A?QGJHw3SO2=zV
zrQknid-Hy)Qc%fUQP3SZY$||R4qeYJRX&plazOVhS)9bl!G<2V>FR#CwUTq=yQBu_
z6LQICfe<SRH!S3^n4uTMvGd<TPIuS*t%(8O^8P)!YW~%{WQD&-L;1%j5~L;)8gTkH
zEI(nPAUbV<ct`;Ww*~yq3Kg;jdZLm$YNlzL8=nDg-~At_WRFT_Co9c)mTKSZk>&%`
z;kHB^C1aj{pTX%IghE3;1l%-=hKqF}foCfxE-BKXm*MHy_&M*a&|(8V&1xc0)A_2t
z-27ecw4zAgM3hYN|5c?<*RV5v^Xu*`&TDb*HNP8If*Z@|)SQ%*-)Sro1pDFIPz?rz
ze@%}Yx$Q#NOZ$6Mzv)UXo(>6lQe=dkG-4G<jayBCN+w^xmGWv{nUh<<#jehGVOgH-
zWq&HSbH*#*R|5e4^w_em0I`$k4I-iiAYoA&&9zB85SWq!qnhLaOu*z<UeQ-p#B1at
zi-<~!HH=h$fB$z>Auy%t?fEmZGf{#<>oD@e=M5K61>RbCjl`E?MTB0D1I*>EtNVYu
zIel)g+y50!l@C==MCCy^;B@}n97*Lvlt5mf8sY-hxQ^tmdc$w-!n`{-Nfg2(+P{O2
zt1CM~EGy4&^2{|1J!Q}vI0S>SmjmvF>ues7+M!XA2R3QJiG9bV%a9*PJ&0ODzUQJf
zXP12Ug#l+m9Lz|tT|oI@@}JKqwnHvqMP4z}!Yy8Gg;h0aYHSPy2Eb|OeVYmX851*e
z_1OG>6n)iQeazUj{1^y29QahIb=n|a5(TV$I1QGVc~?pA_m4;ari5O)ua-?=&u!kP
zFS#!5dH$NnDljWXE%05k4zLZ|A3H!9$s6N`!XL}~yTb48z|QCIubXb(sf&)(I#FZ1
z6nZ9AV2W%)_%G!&udB7+I*|+Gi8$SD#6)iLp&C}Kfewkrd4%vOSPsm{7I)wQ&+()(
z3jE&+Dk^`{`+uy{mC*EMLWER&4RAkDR+ZCd8xtWcGKx!ix=oEDJ=RT&yLcg(#a;=s
zqdFK@RWns>WFipJy~e_{*5VzU9_iAj-*YWnnbA2v!hTs>Vyj=8-d~Z<f0}c}!Vtmk
zjYsX~7LvcEOP#@;S@7P^l);{#F9=v89=cT1w8ZXm#E5bf!+qe~?DilFy7knAJZP9;
zYh9&~*1DqSjkqeD|MYrDY$18=G9PyoUL&1^9p%W?<%mhz)1JWEMMgzsnv#ho+aJC6
zQtkY^*>;9<A6EHTy(tp#-=g5Yq$I3xn}YQjB1&<q!~?gyjIrX4g(=0J;Dq0pU^9EE
z`Te5I$ef(;HRFJb&RnI=58^{tbUj4>UBF6L?Y#%-{h313V)E;M<BWx$PP;puBx6rI
zA^?LohXk6lxnQw8&$oT&6M56MAk0q|s;U+h91Nv^6`Bm+<U80$KwD0nW$<dFScT%x
z*FTN;w-PCYvyHpFxqnuw9wegP_sxjE=CLls<^Vo2jG!Lkep+n;j=se#dLHCexJ~HY
z%O7wOfGZuPX;iQ+fD=_s9wm_dS|YY<?Gd>rX7e$&rUO-`MaBQ<%dQa8bpFYeqt5%+
zo0I1x)=<vg`!MBu;8)kp>C;Oll#wh1=_d{`Ze$&hF3A{t2!zH}oDJy63V60HRw}ye
zKh^6WK?&1^2tD=X%fO2AiDG~lzJF1w<!8B?2L_4dUyWWD8CVO<$My;+fWJ%iyS=ad
zN3}%izp!M*k_!6<{#;y91oyr?I-Uhw!mieOl82f5V<8Lhs<?I2V29xUSBC=zYWu|}
z9A6atznEN=&hJrvqA@#IzPY^;=3jG9ONXST;oSvQa&CTaAbU;X=(~UKg2v^<M1Uws
z*~cuSiTZ#cN~R5}DBT<clfcf`aD*^i6CUBBh8z{*i`T?upS_h|k@_?2AyN1{-$OYQ
zuvdU8F6{6{Z1dh&7JB~Qxx;)}tU4hi6~@Mq_<?69_$p@S3}0+D(ME8N0TC778RLwA
z{}VkWJ;7Y}YALHhy2w4rsjVR8L{kx@u*=T^eupffk~D^_xR$=7)MYY_D@f@Gy;QFU
zhlgX&1rP|}EFjC8l7%lyPYK*tY^(BR%Xg_Bwj6il!+4AZP%0c3|BM%RDD<@6AEBxe
z-T+y2C8~rY6s8hOx5|ocWc%E#d*)2gP{gLEr%RN~ZohBH#%p4o?6(5cZ-^HCaG>Gm
z@>9V`^$$rq)G#G~(Jw@up<uz6@|t36;}e{`S#Ih?$p#4gYyh(I%<kcKgYh+C^80l`
z^*zX_TaNl;joN@P{m@^S0(WYqbl6si_C#!Y{V8AD+R~4f>VH`(Z5`Kl{VC1*<Gk^v
z!02onjiaiQ3gz9Vl?Be%cj$mYK|!66BHIGLik&Dx@j!`;2FZgT<YeXH-`pZQKh=+-
zO4b{cWI!QtENh=>!*X;H;CGrPaDm9b$s_CUEkn-&3=4`&K#st}re|ki*+K4eT7B05
zjHUr!eEWD;h=fJ;@?XwP0Hp}@i7N0lhtDy4<TIJarfHYAGXo=I^i!`WBS#_Q4T2ia
z!_6k#-prTlQ@{4!@OCZ-#U?ZOt;TV>7UGH;JV{_TTP3JU+Wq4j@P_N(tT-pmx`frA
zbN}u9chAJeM(LTD{3jq7LJBbc?z!!7wYmKDPRwmbX82|+%QSeLT*y7*$)xR+76Gs=
z)+axc4Qfv-3?Nzp^-sH^om<!^*8pO*K!^qDnm{c&A<!<W5g~F9u>%|vA78c)eDLE@
z<)l1S(DgY-V<r4-B3VjE2m9FA*sRfce)lC(2v3vMcxqfk(R%p7$CA2l#P;iXrSZCn
zCw}vU$d;^23E($gX)sS^5Ga8HJ`F_K`}PrRmfD0hr*#NKo5)F^qkuC4S=Q;$EEB_4
zXK(B>ig#AX%X3J@y)noCVKz3xU%Uot%&xM2bEQTEAV~O?15G9SM>d9sWV!yIz-zYY
zKfje6CnlgC=&J;N4gA<4PB(4FP)bmxm^UL6;IBN)1bV_gM;0}E=&}8d$e2LL=EiF=
z9%vzr*2!h*<pvy!ryy?}J3s68;H04$*dm}An;u2k@}WMGXWK92>=_oGD1xnHV>rJZ
znbpA53C$^?VRx@rxFdU;0T)_CVIW^=lUv~!B>3X|lv%VAK*>6u8S>b3bhzu?*#`MQ
z%Jc-<G_-p)sfZFu6bxxHuO1fnj8%UR^A_Ju*}bn1ERoT_+mGXW`+kO&CKy(Kn=-q<
zd^5oS(3tan2@MMZsf}wLBDmef3afQ84q{K6a=zm22j3hoez`sUB`z17{rorz^gNF&
zk}u+pn8hd_c9S^s`G#MG>x<tY$t`mw9^_hE4S)G9CHIM7P;9bN3d{fcL>NwiGnUxy
zZNRuhBSDOJmRa(Zo9XH4@?(wX#7;|fBt&~~6XsG{z~-mMfmwZF8jv>VHEaQi%Xea>
zgv`gG3md<m(fz7d>JuSO@NCUTCR_UJ5))Qi=d=J?bl|{yYQe%`-Fky|`LU2Qg9nwe
z>z8sb^xwTfxpX0VYrvf|*O@&5Uc@98;8Qg}o6U>7)onZhHw+(mT_%z%lftex#7+c$
z4E`4vkD7;_QHWOZAJ)Yn8s}lk>+Mv5B+0t|hCpu_b`M|<(J4hCQ5@X2-3-Ca{yiEH
za@WgB&`F{P>HyN|kGv(>bf0S2>2#re$xT=b9}Yu(D4zoHkF293S+Dqu?pGpPsYRrG
zcXxJpb%S(WH+dJf((pGb`?gN=p^uiJ%ctAiz$W>|j5tqJLr~dc2-j=l@0y?aFrzdh
z_dE&ZN$or(5m<I@<|(aip@zNYO6Qp+evX!6dMs55yFUKhwC1aDXdqlF2dozVM8R^`
zs*kGoxA))RzPQV@mgUP8tv5wSafdQs92Fw3br#DFFLN$yMX}cPb?bhh!DEahFp5YJ
z+@}SBcA!!m<F-s>j>c%cQoUi14J=oMM7IOI1pc4sk%~J*XO&f9SXf4Y#UzGw`?a&5
zxh^3LSqV1mqk!xhu0W|;pXWcnZ-8wuU)Dv4@Nc(|Q|cgNlc8afl1wpG3)uk8|2Nr7
zht309H<ucb^JUjU6uDkaQ*sZ&N_sF3sjn|!p5O<Do^B1z2o(hU{xXx`fMR$jXBtD)
zuat}uEYAr4i*~3(gbB6(><g){AUV-rgASef#qG5kW+ws~3v`NPY>T)hxDy)A9KT*-
z2p7Qv0>1AyusLa?^bdkFUN99YGcUI!7pGxHv4Tr*JgW2|8FJkkOx4XpT(0P}$<Ssv
z*Z+y`pB-)TSumzU)@RCeR!VS*NxyQ%x833?uRX?Ozk2QMf2-okS%>gTafV*Y%~MaR
zRTC8TnZ4B`W6wqoQS8jX=GwkDo>xXGr1WJU&;7~}wkSP{DW*kMV#P5s1C7$gM9ug0
zs@hl@{*352D;2?5%&_eXi8oSB#{2c#-hR84In}NH`~*Igy+{-<@y{Kbs)~@JdNwt%
z^r>aS237TWm~IFx7>&n&@zm<RQZ*%(DyNn~j4H=km1qNnl@PchR0WyWpg4SO8S)Of
zp2c2$-ptCKkwZIURpiWgizMfZn0n&5z<p3lOmQ@&s_|zd`l5X*sSQO(iq3cN4MqDl
zUY!q4ZFc#gVJV?`1j(>u)7~tdl=8zk=j%%Cp9<?wc6JQ*pTps3t@|=UZW!rL{_B%#
z0l8zP=0<<`U&bl`bN?^lU|IA_oL+ozb6i4ue@`E*82dHe6|y@=yC1^d>F3m9R}aag
zXQiee77gW<P^ux88E+JUKnr?8)UDdU)!Rta#fS19okB+T=B7Jd^U5~ojz@~5Wvg|F
z+ER%S(V^;EoWS15`F(g<7loUb?FUZby8&t(1nQ8*%^z_~sP`Wa!8nf!$JFpeo-ONm
zHRD=_MkQ^LHs`Zb9a{72)Lj{E6}o%ZMzm7F_cIGP_jC*=@eAM{r@6VtkyJ!9>;GW;
z2RLKxE52HTVOni(hYSi@!j37^sonlN0shE^Q=*=C$&{QWfEPLe*C~dR2`%%vxa&c6
zeU}MEB|s?tk~i|PPOZJTn>0&0q+YjHofSr<eL6kp@kaf(<{D)FjT+}tASJiehUm8Z
zH+|2wy$;>9GBNuKJq|H`%Zh`p*sW3H$9lCeTx<{Mlq&fbI@~L)ZfXJ3DGmcxiCH2*
za!w4uj%m&9)<6Ed_tvCYXDV3}rD&dW{2B?@C)Nha+_+WQ8G&QZm?&mfTzwW>25j>*
zbTeo*c}|u_X}j9UJEXIC<b);Lf#(A}WhNm^6;}!CBJEXN5n(hEZ*H?<xZQXu1owji
zs@F8QdQ#xv{@1$-g~9esB=@VIJA=JeUUHgi3ZJMg-2FLeFc{8syAVdc+~`13H*d}C
zKC;h+sMn2BHJNv%^&vl`{JSe#hqlEvaXy;Pn;CuA9?j5tj}GZXXr0hNi%i|*zfeHh
zuf}N1>4M`~D$;9F)mtl4p>^&JeRRK?cNmOeKrM#YIdXE>J0xoCq(i@AO@iMrhe}pQ
z;G}|r=k-U0PkFLu`}BxL$^kO3sq(zfcq90fVo$#%U^m$|-Qe%0#$fL!_7usZHrmQ%
z4Q{a77bBoj@DuQV%$zuG>|1paaGk(hHE9&Tcn`;acDTpbGQE8tVB#Y7gZ3moM2a-;
z@-k<GupAw{q%NPKy<i~VeaZB2iuZ=^t)z&4)UlZkm`YN@>$;SlBSWcp{pEh8#&6CW
z1W&FA2S39s#i$5(+GC>>%8eqe2hWAT{BVlJ_0)W&TVaUDp9lF&ImByPx4L_<dCDmj
z%)8M3**8Qpk^&+yln8=7Gug~G4#gX|gIwhws2Ru(2J#d)3o7@%iECAu((#ivKLrCE
zb*zlP+5XF0hiXQ|P#~xYn8ErSn3z9GYV-oUUv4!882@i@=^VcVc3gG|eACxA_w4p&
z7bkc3yPlI~D=RDyZVFfbOhbt2b{KJQuMzJ?2?L&a^ym_EKP_iVB~!}M3tDfLt0TH|
z%Axw1)!|~tUm>Yon$WLd-H)89gam~$YB>_3V6GQv7NTRolJurdP|^Sm%y`Dje>d=t
zJRL$>Gp?aWsgVKEa~9uPF2f<oa_OFz4m*0STMyJMYl6GV%sxtgi-ntGAwFMc8gY)K
z@YciI;SZ-(2c$osm`URpdi;NM*wJf<`_+f$K|4@HOed&6YKH@8ffx2^`;ABAT3nSj
zH-&{I;c!H@@%4PvPZG+iD0{CFIWM#&H%Qp=(f!QG@@Q@vJ0ls;clMX&eUb%8%n!_E
z5~e7V6k@$jiCOX_OSty+^{j`aY@txWyI;C(h1G+YS}JmQG+@CZ<ffR(V<I}4;1BDl
zoZmDLo=rQ+w$9vQQVXR}eZkm=V!bDzF7J|_N2u5+3=nLRm{pardCj0@?+HEE7hxA@
z)B>MC7V&=8{JAUmOIpC~+k^eUdEXaEMD;8pI`Mcf%kn)GKGL0w+RQ%lbx+ZnI^_Sb
zfffotwsGP%LPs^Ld<(h&br-Q}jg`<R80={DU44`<0*i=WBKUU%+B$DT$0iK)cjx3l
zwT26Vc3_*<f#1M4xc?Z^5$nmiJY0tEMLh%(HpWxLooC-i)F^X3|NSvVw-~2YN&UW-
z1I9|iuFtsMdFp!@{xL8t@H#D^>92>dxN`98IHk3Rh)CjNt0Rl&^DH~=@goppZ$J4s
zl47Wat(O7g`ZHd;F~2XAxO={KnH%@P&#dH+$tM`LDK+*#Y_nVEO^LlOaJpuW`gv_;
zoy?8j9XA_n$d0`d+}!6Xu7n1r%AyqyOv5Nvb&+Pb753MI=~4fi^u10B7|&cg|A?uf
zM-_7_&*)%bgyIN8$xZoIy+S%)TSHE+??ptM!*)Hxa3%g3K2@DrvYYdk53LcCUeqzy
z_b7>yaYW;;{J&VM&o>3?7P$;_RO=Ft{v0djSW$_w@7v6=;zCo14{yk>vKpvkP{&l*
zl@GZTg~(-M17PGg^6&=!nykGlC3y^c1-xOS{cc->i&+6t6_~5E))qm#qVcoivS-5z
z=Eg;dg?b0SQ7<del?QV`tCId<xOP)3{@SLUkrZ2Nx`|6K+*7+xM{hha*v~3}iU}B0
z3zL`z8~^>hZa_wWkb#cL+o;fu@H0b&vRe2*E&AN(<i{DCD4-aLL2+ODqSm2JeqWBb
zt~$$2JG#!Y?`2o=A*8l%;sSXXMaBlx2y9&fEW^vKon?x=gj|U|Dk&Ia*}<ZT0iNk3
zXAXa*B44B3<gMk9<A`=<0dXe-uKu@9zQXmo)5FU`M{>@8_ZHl2p#jTOh4hr!{Z;ir
zu|Y^)p~q7BDoosR#ZK4gaUXMgrZsuf(nm)q@}IHYIocY0!GO!Grv<?%zSwrf3`pc2
z&gD#v8$6ZtZ>q(cA1Q0FR7Mv?WYOAKec7x!Ey-P#3-5?M^f8oGths{Xy99INNzkT}
z;>nR`=Slf=-xArfzK;rwh5~ZS1P2$b#`=a1V`(t3!N9I0Sh)qxg>+DsEJ6H3_qm%6
z%ck$b%2HO#8OboyS~7`M*e4E99Mc}*CTZv|uQvbtIMgbo8}TUU-Wwd!{1X0M!hjnT
zUBy>KY1R<MhB-d8u9$x?yHFha#@REZKre2^Va)n6-|_L;?$%YTNJ2ABid3-4r{}>K
zPpTy^Ou2(=69zB0PradwKT(Z9M_$GAp?^guGq^pvEF2q=V~cwLEDvIttD}wD$>NWv
z!9jWm7tLOJ7Nr*G4}JqfT(lI?FS6Q|WyXoW?bevQim4UhaU!lOB>WCfzVYkVDJO}2
zBA;AawrG*rfh%mSQqpVXYl7AOCw+yNUKc^R&nwhpG%+KH#B>$Og+y|A{2wMMW)Y?X
z(bD7;;>h<xw~AllGu0T2K>%wJSPznu<zx_GSoky7L+BkboyC*n%R~F9kKwcW3~+(l
zE<(aEM=98ZScPyKNrRDyd01mD`3TOuOo6IAuK%$=o37_qcCG02M4z=2PQyLD=gD?x
zU~s9X|C<=O_U>0OpQ^;NAj`JhT8RzFz_FKYh#zd>9A#G^FL0@&?f>%AIoOI+8-9r<
zc*alN9#+|6<N2Zko%i2pvyB*Is)CoS5BdT7D`O`bX73Re$u}{S`pMx&>|BuHc~Gc4
zurrrW2*1_;3fr2pOnAo}dQ@9MM7<^BlDb0MK@qZ@if-9(<JrveEubpmSoFJuhHCi_
zAKiT>N8LeT)s-ZSZ4q;IDi}eU$CywtduS{7L2Nl(!a*uU3|m}+9dre-4Kz9$IJfv=
z6j6!wyW{DbYBU+o9h=y24)^F<sgi`uJ#g(_R`-tJ{QFJ&!cFWF=S4_@LbJMY(SH+B
zrypM|rW6&Yr39<qKg^|DT88pEd-`2&O1KO%M?{X(wa(vt&0#4vtK>+wf6VDzrql+3
zXypM2!ULS|aKoc~seKiiK+W)5kFy@bGk$`UYPAx?(1+i2k6A{RJ&yz*dn33bnSMGC
z^@w4ulk1;+Ph<g#rtn0h&b5Jw>=hmbKUou}a8plf$rd%EcBA6xE1;!7mHihi-_T4R
zLyO>EY}%Hm20^!G6H~ea0z&hk5!63jRk*Wp8i--}*Y6YT@KQ&cuT~C9)d;@A`iyjd
zBCBeM)85&x5OOr~q#|rqo<u+(pKuZ%rSpl%yPT*tPCbt)X6w@l1|>3poTeu}Hyp)h
zLlNzKRG9aIrcBmS-GY|=4L!MiiOyHHhMf{GIU|}5d-{ea0ez7G6z7Fc>HID+{i|}n
zJUUIyOsYi;+{yA<gmA<!Zwkrs6jNPd6#?2<^Pwb`Fz4vp0O~J8<ng4CU9<zUGJ2o<
z*7y3KQGpTiMq=K6>v7rs70XBsw(6S$F?FIryteAfXEzn2k^gxVTz$HQJt3NB2QAr5
zU!dJwIk})bq*&)47{K5AJ9M8%Wo+)^F@L|S(6H4Hf_KVO6Y*M{4Aeu836@^(N=*k9
zATWqFh($-v%oMaZEb)u93XKA$dsey&;<uCeQts_$w3kV3gQ~;Y-(oRa@vnEVR%PZp
z9(|bwiC|-MB1H^B)0~dk_xW8q-<BUO4usHBqvF42@DniE#nz0xHEwyqdhyU`#yLW{
zt2^A=(%t(T63GLYXiiR;8YBD3Jx<S}AQAaDksDzg>%R4su~$IG&8LJfXE#&qZ<S*>
zl#S}R$!^?z_pd~BzY+osv)qE*+r%o)geof9@G%0L-uJnMnbx<a1l`tk!wMx>_}$l^
z3yt7wfh6u1P5=25x6}Kw#t4f9niJ+FAvckb<L1PcBF2^cpKe46my<og#$BIny?44r
zk`<ky8<d&&i8@gZmn5N_!~_J#@DJbG9nUhZRYp@Bwvp9Wh^i3r<Uj8n$Of?8C*7Xd
z9ZT)4WepQ~=6~a|*UM?g56uA}bn;qm<+RP8S8jG_{wjZGIb|o+rxLfFrTMm~vFZL;
z7|R%q2)fU*)z1HYw10h|yznArAbY`LDPt09uI2UK|F$PIh6`Pps%0Q2GZYsG7T!%{
z=2O@f_8NWj0V~ennW`TITEg4(CAQa@fcpixQ~@X9x}#`s(Z1S7JTZ1Xt#5vcUXTL1
z;IE2|_aBqSPP*n7k}dgwwvTUoEv`@dosj=+K5(B{S`KgcuEij>k=0+`=7t$qZ`(=|
z|CR0dZM)a|+oY2ztgDRDwNlgMo5p=~Jj<0_k60+V&cBRJ-%PAouTY(x#r0mCw$+r)
z`vK0D6rKAWzv&N>SJ}?xuuj=_C5gKM<p91sI9PML1nehTX2%|8kiZcB!M!8}zaJP?
zH&kYP+HDCFSCVz1%=SN)Kn3jd)_SOQB;;<%k+w417}fp60#+<vYHB^z^Kr3bTpVov
zqDsJ?oJ7eW4+<=F0~8oFk^#LPRye8ZAR0Z3V;LPu7jER8TP;;mhzl6JJP}hTi~A05
zLuGfQ?|l|7nQ^@m4@5EQm=36;uB?x9NQdM!KC;mm)B^kvnP}~;Vw#U65ZAX`&oN|t
zog9v^cy`e8!p(#rRSM~`lgE9y_4C+LWCi@6g5JbiOsV|UL~?rZ_*+-*&JTCl2E!qi
zTjH=n)s?yJgX<pWiXA%*_qw?;Jl*4)_WlNrh_7oKFW?cx>AQ-UoeTh2T%TB_eCL~f
zpe4I(k$eA8^v=*{WrEHFRg@AvFs$h>&n^Q<9{rgFZ}77-xk{U*<u4R&hBz89q@QLr
zaU~s^fhU(1d5>Dk?FMe=Z{-fG4DvCmUYqLdeOEHksag6v!CL%0#*km1Dk8P-a?mai
zu}Ujq?aGup$Dz#~Z(&_Rn0-B+S}mIY2bX%=@(H_SFcnha%xaQ$n`!H`8w|U;EYU{h
zYwNOvlS@k~s-T0L{ulE@nr7)6F~RU|t>itmF#AKU1AC|r;Q=+cFR(-#b%rO$<8m}%
ze=;GCKlO=H4{$Lr@bm2Cljn{?_`4JDqvmg4?R;Jm|JR;B+*!5weiOz7s1mCP^R_9<
z3$n3L^)+q;<vL^x`554l3;jzp*ctr4w&=qCMQ>L8t)JrQ{7JY^xpxZ}`~J=Q!WbWR
zZMIU~wP(>*hN#G=We&fO-;#fI`vGu4>21Nasf`<+Wlg#8O1L{-P^m3Gdc^}xpwG%d
zLs$Wyf)_60**HV!!oNq?EYdUV7iIg4R&%{y>g39sRHnM%H}`tqO2hcqnQM}tJzwV3
z+BNe?j+es&@vYmoPKg5^^5CnrmW9QMFL%)lc2TWw3ToQGE;dluxn)X2!q!AE+xv^<
z+#jXK1>aoXC-T<~B3+T!{O9G`I*IlRiOu&NPWl6ngy4eo%kP6Xhwk5Tt$e|g<xWTI
zT%@mDFTAL&ysP;)-`4q6ze+%dOauX4o%9>DF`WJR!P=VMgZ3IfR|agXZ3He?i1)60
c_Mh>Rtf&0piE4(xvoaVwUHx3vIVCg!0Gvrt%K!iX

literal 17257
zcmY(KWmH>jw5^j6ytvkIcPlQz-J!Tcu@-j?uEi<t?oeoPE$$AbSn=Yn0dDxtxnta$
zKV)REB|Cescg;1Q8KI&ije+(C4FCXO$jV5l0RTYwTOa@h3I0dlsq_;7AkHQ$A*$h#
zd1Qd9uc7&{qt000$JP1q;Kb6%$il)x=TmwSVKv>GjlkB84xGp)3Ueq*I$9uFcz9`3
zeGTY)c>YF=e7fGTUSzuNjem}Sv-P{(Y;VidH1Cs9Pyf!{FtU;M-OOE~6VHiOUigd6
zHOFWFQXwqui;my{Bm|8hgW%hy^0-s#)qCCvzhT~WQiC^hO=;8lE5zmCQkA+dXU?Y&
z6Zt99*MMC<YQPu3xz=d8rcyG1fZ-=IQ{zG19+(<%yoo-cMhyvxJd%qOpX6l95wV;S
z>>|(QP699i-yt{I=gL9R2>#$_|B*Fvdy_VG|8S-P>a{QY?^A4FC2`a)+&CD52C7P4
zz7l({g-^^TbV@|#<skbw<md7`wOy=M_46iQT+u}Y2pBZV$uwy?^Nd`+45K49@k4JW
z#U>O((2^M<e-GB&p#OowmSUB^m-h3rJ#$>ttLKRop_#g!Ux4b3-U^-;)&!mWIUK-b
z>L?ZlGH4``6H<1rl9nNzlkP9<5k<j(4Bt_H@xr1cT?s#&+BfHfMLL=ioQoS@o9!+<
z<xy&&(up^K{Q~<gm<&HnLHoR!giWS0`*@gi>#asM1PEi8mg@Jq^6{d^`S%JR{eAr9
z3CFa#OwP!o+;zCj&yb@0>q}(`Lfi6JlJxX4Vf_9oT7OiijU}gW-&6Uk%ge-F=rN}W
zjDTTBgiOMp&Wx%+UZD&~2PhuM&&wxxhQB|5U{Rws_MA$1FX5Hd_rTOKeZ1&|v!d-{
zJ|$-x0x_9O@K*RD+aTbtcr>uH^tNUG<0hFVXorCLuaWUtjGLvq1|VYW>rY+zJmIL4
zZ4&1nk!}mmNQF19r;i#H;L{&AAN{e*!3soDn;t<!Fr26p0*Hz&f?sHVbpNoY-0_`C
z(4N!r>>kg?%ONBMu{A*(fg$5o3LC}IEec+?>+({Y#y(=lo@)6h!F&Fc-U^tSAoHmN
z63p*}Xk=+`0MFf)Ook>V2K68FOn+1etA{WINQX>i{yV6<P4a}5kD1;U<X>Y+PjqmW
z=C<7hC#|eaD9|}!#*7`+n|ms)?UiQwF;dju4@iE(j5bQ(^Y|ihA9wZlpEyrQaSLr|
zF{U!6;`?v7@$BZC-z$L?rcMu1efG{6eG|0Dd$;O4+1xWf-#_gSOdDlH^ZV7AJbPnh
zAKDbT+YDI6$gpy_dDZ87oL`vApw=4MlD9^fN}3S;ON`#BhUv*C`0UmxOWXhcZGAlq
z%l=FDS$nCr&{NjzJcuXuj|oOFRSYwlyt8uTxSL)_UX!iLb;rlVk%@Mm+tr|wEauWz
z>k<-7fh)J@8sdJ2E~HJB?wfpvyGNf5fL87g{L%ftR;DteNP?G~_X|vhT9+nt<NtWm
zhm(Bw{2cKk+^)gYIOmJ%aCpODC6JLPi5Kzs>1q>)u$GXm-+?6IVo8&woKl2!i7|qZ
zOe6|v>0vnKGjnpP0d$V|>&(8bGxKqz_k>$e8ODWxpzmpM9J5)}HjS$$JFBAtFoq;U
zj{mXkWH#&=i$vqZRLTNi)Q#>`gXkP(Gc<wj=KE#OK~eCwa(_nPkDMybQA}(FV}0r!
zkzLyoW7Xlq>%|Y^xC8h@irP_(;OkP5zl5o^cV~g+v%sW6B!GN^m7RN?Rz>K}6;VKB
z(BJvqxv1O^CrobR7w1a3P1KJTyzvpXc*^Op&#!)SDAm!lf5866?Sftz<eYMF!yZJ@
zwLGg;K>=xI$siYz$dFt9IM#@uyFqzZWT8p88xe(ZPmS-E(a7fM(Xw2qPLYe^C=hSB
z!~58u)xz>g1zgT(_{(W?WUGch<|pd;Mg9(>m>bUATzU!(vjlI~Ip)vH;F8sJfyYcm
z5^6ux#Hf<$be;9r7tX6qrMb)O@!fjTtf;^ForYkUI5_C_VIi!eBrUvLwlY@Q^SP3L
z(}Ki_EdScxW}i(tJJI&Rl0+=#D!*`kRA#)CKV?B%TyOS0E<T%AMT#(sqWEnF5^%$-
z@Tdon2H2cqV=vZM`O2Tb&+Mxjx-?b9QWAg=BZ^hQz@tRR+0DRlAs2Co@;j3x?(-F1
zqjyc_4~$+nqc*zMwLpv4EY6#10uMFHZkO^3FuQMeQ{(pXrj2|R>i6~j=#jyiEO)}T
z#rR@>wfBYoa%yWWGJ`vC@pcg!k(z`n$!}UXsBkcGlyCWN+q-!V;guxvaZ#bct7b_8
zLk>FSalK}$fHD)}-g>)7v{~z%_E65^P#}%!<{bBa>tLgkyAK!4L!iQI09q()8jF<+
za|QMVTXHvQLYu-Uci&>Nsp8}k2Ij*MmfqI?bk4qVk*a%72W-w6%Fj2a?qZ2vik8*#
zn#(dS--ub&k9xnut>B)zv*^hDqd*V0mQX*)Y$jBCbRz8yPkopEM^KEKD&M2ouo5?k
zT|NbrwIpWwKrt3QEDvmqI{2thNK`}*luAqvL*thUJ^bj-z`yiau*Z6=uGV)!iM|ID
zYq~W4R1IIOW<B*%RepE7tHwBnJ!+6R6IyFI8iE?RjxgH(&Q^)c<|lIuf|FqEoFqN`
z3iKW{a=V?8;k(P;ue)mMv^kV2M&+mi1~NEpg+~<OwNM)A7H8eKvYetzb7S00aUeAp
ztip2SX<N-#RO$OWgbkbUW{D#`^)WWufQ?Nc#p0E|L2_RtB36k($?t>2ZJIn>fGzU)
zNL{>h<G7)Sqqk;1AyBHx?t_!zUn-xGHyuDZKcOkoI9J7%<_G>;Kl7o^A*+q+KX2+~
zVsiYwA?6=DlQn-IIaVRzEfS7-J2M0sUgXaR<s+OcT)pnnX{v70LrEx()&Q4E8`sH6
zCc!{GSg!^<H@-CbRf29Oas9)lz?WRc(K3t8H|zhZ-~JRpOnsAokg~4%ik7%~XNx9f
z34o6J1mcxYeEkqYU+|st`e&An`7v-h)`;_FsbGr;C-rghPSlT!4Bi@eM?KzncVl*c
zni`BQ-g%_$KSUYq5wC8ekHRvv*N>Q5>DaeAY2-r%%BvI?k0K_N$0b`8et?cD)%Rkk
zoWG?f^LIExUD<qd^~NeDz?5swm3rVrOJnw!q_gS)q<(z<cQz=EmB;!sj!N+(5zCOo
zdOUq38Owqz`*-HADj)|;Eqdaxgf(#YIM#WFSr@V5dCXSJo#b{-tWg{n#jnM_?Rqa=
zlasqCmx0Cv3TO^scz)4SY>u*!>a8c0$5he}<b!1R=IjGq?CIehH-$=<MQ^Y4&72;X
zINe159+QwaCEcFWfg~iy4K0_a$jnEYOmAJI=`;dw<L>*b&D`3#bsqyfxj9-B%Ttx2
zixuZn)P`a!gv`vY<E=Q2rxFz8eC~jxzzx*s_74#3sk9OMme(d2WI2#?P4bxU7Y9mv
znADIV`@qzEFtH+{VZ`6IxvT{DA2;m9`<T@i{Y>bqk&?7GJtZFaN>8XmGD;j$sAN-g
z&TEaUQglFkPl9NYh6c_*$GybVT}q=f(Y*{p4oI(U&o?tqaPd<ZZp2E+5b|b)r9$7-
zEbbFpODqG1TSY#mYTWP(>{LDZGP`Ddai@?(WqYICS-4JOo|u<kHQNWA!TsAZyR3!9
zrq#sHwWAF+XQ7M%YuiqsR;k*88-6FpB>@Wlr81WNAdGY-Ru_JY$lkJOlG#xONK5M1
zfBTfc<y3*A6S}u{o0&;|<VGEe#DDmxx>ED5j8T^ziNq*rGob|=#N%aGq9ptW@Etqe
zg8uFsnWKX0ct=fpAzi@8HmloRQTHv&W%-2Mc{uKE+5DN>!~|i9w;#{rs_WnHs&w=O
z?LXF>hAe&E269_Fj(|Yje*M=Q<#9=$e6F;!NdA$;%*gliU{sw}xke|f$pr!p@6%cj
zVj^-v)=(>5X}(<Eh>)&cj*|tAcSJ6&Orgo|7gC~zc-?*>dT(j3Ag1<h_6qvbCe#M^
zd~5CBopo;(RM#>OEN1vn$4T8u5S#^V(TbUW1j1Le9FFp!lcGn~8=ub!c60v%p4`=F
z_^oDcaq;_-yaUv<kxLtb`BJ`ftCZdDS9u8q55~sc!p{E^ojqSJ+sg*bgiHlnx`qCZ
z%_7|r(NgPlzfR&__4H#Fvd=6%2m~e2;gVYf#+wKFxHJ<{hqwkDi1|lcAx{ck^~|Ms
zp~jOMEii<0M<c379_cOyRMET4A)lXQU79Ei^%nolpy5YmQ6NsHw=h+0OCa2-HR@Uj
za<G$?GhPXwEhNqQgf}>WAS>}<dnZZ}wE*>mV07;n{4rWX^SJiObgwz*Tg~3?KHHR+
z#fuCV-rp{P8UYsC3x9C9|7ywt9;WMl`0eU1*~QuUvKyfFwd&f$bdOb}8*YYk*Wudw
zo%o>K$?5<LxXr~qr11}Z0xrZjb{RcZjIT>GPx>-bUlb9W&t&4A@<c(2pI-sRYU@A;
z{=~Q+`1}H5gxZ%xrd7n2&LFJVdu-<4x}19w7(CTXCN!w52AcgXO%9&5@u8wIp7Fr!
zKF~%t{%*+!R~iAeSHFJByn1g(#S^B%d<f`Z<sOvTmdxhiv1a-mk_2e$kReU>j#s67
zD|51Ahf@2^M-U59>0A&O|5z1?8XylC03N%M`JVFYbIPlLq)Kqr9oGlfAfFxLXYu08
z+~+JIsJGsp$v0QA`2r##RIgs?r@v?ORP&5>Ut3GCbh#CpwB3luM)1XPl%&fW#<o%E
zAmho=ppGt<$Ex$7?eQ-7{xI-Hu<;*Vzy*+X4dWgEnTmZ%>e2f)o+%U&G>TfO+K++D
zv`I$B3z#puNgNFjK1@=pCiYjgf!doXC@vCc!i6X(neM9L9y#J}pwQN0lH4_sNJDx}
zdgyxEsAIo;{ZHT#pb5gKI^7!3?M_b<FbynxOU=ca?0|n88DEAMZzEAYV=ped0IBoV
zD-67TvX(494u&f?a<K3Dg{_6m<i<OCN6_yFUBz#?VBvfo1h5J6u40|&=<>{`^hNVr
zC*?IG3QjQX{D+@|Q_@e8(s{2?;&ayMLW4sizD1+UzSHwqS18ECP3n3c8sn5iD?q)V
z{<$qx<%jQzpYci|brM|S#hdMX(BdQgP?lj0CJUjv^L&Mhrv>VyiXClp**t5*7c%~;
zRkqwT7ID4&jA6a*aMJS9-Yrt)W<;+`)We^-lW7qaQbIt76f^K4MC1H|xSdL(p&AhR
zHNPMU><<t^JM9VQ-mg5y&pM(>pNVxbRP$gRjL9M;HCWj|%YEh5Tuld;eh)!)TgbIP
zX$J0be}w|M$m1RGt>}18@W~G$Z7kf{^sSva^xS)?#AS7lspfGa?$ZmqWoDC4#%On*
zWbP0-km@;$G%2by@S&Qt%WBC*AOWcyw(K3$m+qV&iA5u|4}u~>vq<s$BUdpO3Eo*!
zQ(qqv=xHZskneVVpr?B)?S>XZFQ#RULp|A39Sbro77=46Iy312p)BvIZhRI)WnD3V
zG5{ZdNu3$a3bM<k*|ZfLyH<!iT4cQ8(jNVj7`Xh{?bJM27C6^^2jOW?j85LH1e`x6
z*`{avAj#0j+?CPZ!f_Eh1^3JjzTcj=>F?-(+91s|Tl3_|s)?@x{0~u;&Ju0HwBy8Y
zai#E1#ShmLe>7g<(<^nBv%D$?e<n>GF=Szk^enM&eH|fN3wC%{I(!l`F~qsED;R$Z
z&HrVIu~0cHDo;4KwNo?~?ECvU4higDW_tDTH=JDys0`l)QH!%4_m4Bpmm}}oKWYd0
zp{`1hYI@wSE8@n0t{oY>tmM3L^xO*GFj_-!cK!&_tya3iN^xt2h||@zLA;o$7bm$L
zxv4+O={c1&01lyl{0PXUsOCE_wG&lMgRIN)Ni<LwF)M{qOvj`rg9&+bDdg6Ln(wSt
zO^j+utO3R}5m!gz2JW7O<DbgG8X!J=z8H|{8PKFmyfIt?wTIj)Lo?*>ma#<34Gml$
z;#mU_xIOF|r3j235xLrHCZ0$hKiVaFo2V0uxX(9i=m(n4^j0G!y8XByr~?Uq%cvlP
zU;I_F_S@!>tA|nfcj{ze|CDuQ$U2RlhmgIm4Rz>lHj3l8EuBdI_MRi|(0(0GR#86n
zY`(MkICcEgOF?Q{_cWuW$lBoc+Wx<$>IoB%r?A_5+0|T(`#53S@DTsrnOfuys6l*<
z!-rPMx=+HC4@e&x)2T;$5WA9P)%UrKax4S}>1^Xt+24@Fk!s2O(kDz&8_4~hix01)
zCG^v(0F$0t56Psi&h4Elo!}|(BTDw8sxn4ZiVT{uzJ^Nma?~sMLsb)uD0PNqTtpuM
z6T~i*(w%|dPs})~0F)$k|7^emZcV%)m*pCdVPQaeyWfVJ8LlrAV(O!uzST8mN<hVV
zNz>ht`cfwE9W525q2wgmqTo-7o*(N6P8W@G`74j8A;RSXFA6;YAEIgcIEGP_mX2Qu
z+9ORlncLlMR{_aoptFY=n}2-f#X+1@v%}PqT_o~Iz6|t4*7Hh0vf3|CLzFvMlTL=h
zAgU>L$F@J+-nVn3KZoK%sdF2&F|?~q--o-C*z!wBpw7l;4A7ubrk|>>SUaXae41V-
z>s33J<pP(3w@4pQg?5i$Pcl2vCP9}cBm%XWyH79kGP)20K~@wzDT=t)-9|LlKVjly
zLgB6c%cG!XTIFG}LODnWdl)Xnre=9U5>$=Ymk{Dc^5DW1z?en+K?<3pH>P7QONA+b
zi>^J;Z1h{5MHQlKGW2Rd7h^7K%08}PzQF0e3Y!n9jgcqkEADkb4tcxEP<*kOECL6!
zUueF&KRtRP1CYO8aD70G?Cn1(!24>{Owr<8uNE{>vv_=f94(&vGhC^yJr*&kd^l8+
z3tJkR5FbSgUz_(02q!o#UT*tFrMqjSmq+y5eP7&t8ZwA;ZW|F2c|k8Y=OmJnZo&w!
zb;XakZQzWhTtJLW44`@@nUuI!c&k%3{qr36f=U9&A%nE2d}VDiP%|n_cc_;7`~tgz
zJXM1sonBkn&Myj0obFcD@#LRfp_-9!MM;^{%|f4<`z(SM{do-h-zCox!qFiFws}{i
z=^TQZg>y~cYrwA+vz}wbSfQBZR2aNgs!gW(PoqF=e>Ho5NvSe=f}e7JB%1}hTM4`>
zDyu#qQDB2s181CX6A~334TJ3@LmpAsCk?UDPQLDevYGj<X=AKA!aWmFHNePsq)J@)
z<z(WSKnx+5cp`sfHy_~@y%=~$-I0v6qVS;{+?zMl^lHVTVr%zryVEyge^Gr@!xq(v
z<XnJoe8w(Ph;Qw#Y`X2sQkbx#ZnJ2wshTY8GB44I`1>`^Yvh|I*731#2e0{`nhf=v
z$z4)#2L|=KKJY}K|FejhLDjbzpsNc5JgA(Yh`6}Ys@d8H%ayO(Ne3n*b%lq+4)KVd
zo4l@KTiyL+SG6K*JSB*>Ryw?&l|z$7PDFh6QdD%!+w1O1_SK|o6w9tvTxAdCRC?Ig
zshjVfQrXg_!jMRb>&B_R@(7xC<Zm{Q)lY6~fqqe*JJ~IFxTjFw=lFB@KR@!+dkzdy
zGTohQ+Oo5=j|L%QrHYUW`tUl*cJ%G`W*@L542RcCZ*NpI?q8A70W1hG=e(W~KYY~p
ztLYPCjhdFF%O<-C)<$q*3_xFCv<ui178X_*`No{4*Vv@Y_gchHFsMww!3yWb^Yd~1
z<NO<R@5;7lw4Opmc4y@b>vBG%TC5BHA(&AdhZx%{Tuhv1+F$8$@~AG?%8LCl{&(jV
zJIPvxe+S1If!Q$M`%4oNVV}X}*5`Hd7_@m}1n;AEs9D#cYtH}xwNEU``4v=_;xboy
z;>n#%c80!eBlZVb3hp4Czy+h*jd&QQCIj$^QrYho;PdgMA(h_l;0D%j{CP`%gMIyF
z)&oX7jbCot4W8<K@@KuwE&N2v_Wb4OcnzQ8RIUrx_rT@vUP_Y3<;_8gC$&obC&d_;
z>%qK*-EvcR+LN`n5@}<<z#oA-U|n|LYi~VeYC7moC+8fzx&sjpt`I})2oWdcz)X)q
z=c9)Hh0&GfkECXl=syiReN&u4N?H8Ll+Sp|f@gz{fB~>RvhKM7{oMy_0VD|vENyzH
zSEbZE&v}3+#!D!{P4-dfn>{gBUZ;p7@8=?H@kV!{>dw)rRzp&fsgP!vCaL*CwZUjO
z4rS`&!;Q!e9uyZvS)?}O`M0AgVlyr4ljG6ykI0PTcUW|HApr?DVzAT{-k*@dswS9b
z&}*^noc!}oo3b>Rf_YBLP+UMgDZH-7;%eEAvr`Ls_YtN?k@@-$jjs=3g{_sTmk=9F
zU7?=Jt+Q6)PHMi(j9u^k71m)}G=Qpdo;by6j(A24z4QzO-KyA~FBo%u7<naZ?2|VF
z$|DjlP}akIVn>7z0iKczyt24xRZV|>J3$C|e0=0fu(Ysn>|OKSm~K{2u`?i217T|;
zv~4&zI{w`N+kJ$2Y7MUyZ4n{cASG~s@#OzJ;NU|Tn+X7QD?DYJu|<D;Dsb2y>Mk-e
z*z)Kf+yi=7S6AP4|LW=CRZ}+5R09kcKjmF?{$mW-8Oz{IVKLZ15&68xc5KV6+hA<B
z)-kqxchT(&dv|7_Z4pX|LEXu#0?-Plozi=NH&+OP<Ru_0x=Ul3C-OAzpWp6nS+q?T
zE~Dv(k-G~D3iv3LQ`rL40XS)4yp}l~xE@D87Me~f3|hG__A6?fp6%w!HMggXaVk^_
z+mK;zniD&Om4}p($^r&i=_%_aheJn*u)3bkl!Hk=|1oizi5-7BIHI_pz}L`3ePxiD
z5pvMBHN6%Su;qu^8Yz0*(<2r$`d+|o3m<Y`tuB3+GesBRoQccpd(SmftoZiW+jh3J
zJDNl&z1jVQMEa@E`k5CQ1FksH^41F~^z?xz%Y|D+QYUv?TV(Npc_)Kq09{m}#n6pv
zQ8Cu7R=3Ex1jSi2^<-#Aqmh>JwAs?rP3N;?4yl0uBU)vUo%1w<zoptgd+EEA=cC58
z)Cw*57wmZ04GQbdxH-o5{j{)15l6D(l?y)o;FIJnnEa}@C$0t6^2ByiQ3YT$Ecs+Z
zg-m9Xh29=#IXZC(V+Hmz0I5#lvct1ey+kQGEDRZsgk;>@(vs71Jk!L`<1gazF{!1u
zK{I>_Sv|YpsUaj0_GgIw0ah}+-_-4Ef4Dij%0EXh2@BrFJ$Sn>Y+D|-sY3_UCD7sb
znODGJdP|aW(vq4B;AeB%LS&-=LJBX};4@i^5k9TA(W)To0ha73jC1ll=iTwqt)axU
z(o(u(E9g6*FKV*G{DQxfaCsfAE$U>J5x-1PPtWvnqQtv^iJ?5eKDrS0@Y}?3F5Zhl
zp>>-;4eGe|lS9<(w%ze8Gbd-~v?BQwjzk(o)6A@_G%VrUT#oYz?ETrYUp{AjM45eE
zcdv#ga=3SXyNIX%OIzb5qm>G0EiI&0<A4$H;decVVQF|(4$<ucxLAXeAnrL^4I%Uo
z@{J_C?)jGsQB4b-ZvXnT^xThE{7)CZjYno=yp_JDS1)!b>ogmPu~=%fpJ=<9*HgIK
zpKGoVUj4&Lcq%?*FYIz=BwtD3v3L0(j)In(_YQ4cJ`Y)LX>MF=PjZq)=eYYL<7IMJ
z=&5Uo{c4--<X`uz`ISh?O4CzaolMenH)A62nBAUdA75WSL^k*1<pIB)r^g5VJnV2g
zy4uBhm2<84D3O$i;O*mQFI-WeHV;MIlsSMOO-SXl;RH$^k*e2%QBe@B;c<Tz5kv#q
ztve8LlxNN7SKH01w?Y`^`_%1`6lasxIA#H5lJ1GGh6$YnIW>mu>FR*v<KyM$l&q$6
z@BM7ffnmQ^rzhA|qzKeA!rNWW6G_hRB5(_3d2neAj5s;Ega*|H(!u=-nmi&=da7n*
z-6QQbi#3wCo0~O%OX0gMyrA8?V#N#&%Zco5ne2|;(X*I(^#tR2N>r3*tPo(pT32eP
z;*dR`N7W_X=k$7xPD|bZ=c=kIKsXQJ0(Sr<lp9mq+#eA#ikgyp$)!J`siDC}>JMX=
z{?z-=sL3Iq9%*`JCQa(=8%HDm&96MEiL}a264DNn$s)%e*L`B2y&ta@nrle;osaTo
zUk;=bw-06+d)E-!)vWZf9nBo&@tJ|a#+{arQ-7zwXjo{{MoMhzOq`5m|K5bbA-RNA
zR8%y%?!iZG;(MjI#kOUQQBUXHsbTMxIK9kWYpB;dmGcZD@t&UV!5%^1y(qK-<|{BD
zEg(V1B2f`91Y<rjFD$D5;}|(%l&KIwk5j1pAMyN&&Znyy>A?wfQmWu4KiKn1t9zO}
z&++oNb9aLkQ}j=l8Fe`cYffZW=#XD=aP!NJh7Rhlrw(kRz9eh)|H6?_2(Ut{J%j#^
z6?>=jR5r9&S7XrHf3&{l_i#iBUZ8z8TGB9-@$>WB?u^IpWemHcz!V`7^6n=@#7K7_
zmV+j&aqLk{b06N`H6ml<LlA5kpi*L33GTJq5_v=r3_vro&Jcup^|7Sdkk{jWU((~~
z?88KAew&^<m%B6Ff$!0Ly8w^<>K1-i>q!Tr%v0y{eTJ+ezYEeGtn^;JO7{beuyDuu
z!}D~-y&1~UCn}n}5%xE3xwcp@6BF<9Ra-@4=T}QyhNlc{&nnJX@UGrm5s@qvF}1Ct
zJ$4fPc9M!rG+H-3C#cCgJC{rd1ucwJcw%H^v%~MCW5*9GKp+*Z_x3Ht^PEJDH<6Oj
z`u_7-w}=C_SgyIxe4M=ZS<x_(n_f%3a$_nk+}0QvB!RN%h{0qTAN-I+fm}a}K~^-E
zWCu|#<3;R%{=6uEo8cdN?kCVpcuhB>QOdjxw~lquf8{MDCAGZ(0)ZG9@Aq@=)Dy9?
z9*<6Cj}x1kc#j`+8|}s(No^h?geE9~(jE4zfpC>WcEkG{L4{5$T%@!XUV;@X|10<?
zW$4&rAg)&$2Z($(M}G!FHci9f?nuYQ*2zK*>BWMPKRe1<h$di{)PE%`(-&6RK}NKm
zW|?hb==G19Wq_2!%r#<f+`d--?$t;#W63RY;XdR*K64lT)2Z7s0J?<%s=pu2LJR?4
zvA0N!sq@>7oN(PfVdL+*7^0ruzy$B&6GfOi3IP_aXYI5~nWdGh7t78Qj#`0ye0-T@
zB0jecO6;@cnibQ))NHR?rXf#S_XCc|-rk|Qj=-v43xqB?$|`{Q2qbeZldc|B=xcEv
zly-n30wI#%BU9%yNL8y!SM&8$m;uRFn8YX2r4fJs`Hp)16w<9*|EoDIqyixPzWnkD
zUaOZUKE50B;;ndo6*GBMEUaWD=Vt-<_#NASqp>*@w`rkA7cKXVEHJnTLmt;FpgS+>
zA726he+!^95dHcBCEha!aD1j(K)M!%Ye?U!{QlR1qlS!}+{VU3JUSqXoSXY6M_tM1
zn`TB4jBHnIREfj~Si?<Nz?o-@e@cQ8-znKFqV|hn8{j=(hOIyV-B$700%=WBQcwi`
zTk905ciJA7_5s0;05xD}Y348QlU08!wkx9T)|5{q3<tcLczwv{u_v$F1}skZhjU7{
zv<PJ$L6QvM#ym8LC^4Q+t*h_Z*)O)a&GT3i;#xXsF68_hSfxux2oGzEFwlS+Fpwwh
zqDo>*u)NzzWHj;V+0dtZ3PIS`o$$vD{R+nabb?4!D^fJ(H+!87o%W5X?~`D|-K9kr
zPQkZ9+}_}0J~hN#Ko^&^*U=ikst5M9$1@Rrz~V$}ot*LRS(K%+QHyI(A$T2I;;sGD
zAasKS8;le2h!MBeE`NLc?~CR8oU5bD#DNm-!YwV7by~a)Wr_ZEFzAL~1-{$QOni>S
z5`z9uf}BoUGR0s1{M46akvI`m$rRr|2{bz$P5#3JU$L4TH+ctg?Pf3wZ}O44Jm&+k
zAKHbGs>hM<CKUazCRTz(nvtm|8xPLm=YAfPgpL1=-vvFw+hI~2k&Mzq`RVFlq1pU>
z(i)Ozyw{&XS-k3v@vA>K$C0jcQ_op#xDa+M{Ueh%Z+PrRLqHc>(w|6syn`B(BKoge
zU+E|AKK^*FArnc0K*D5crxKzW0C%DU(8z$6JF@*Y&x=$dBcJ$YM{%>hf(~KRGkA>}
z^{qbWO$5;e%%psf21y{CAGKlwdCdpohKt{;Rorf%uq6qBAgEASiB)KhDI^xaASH31
zw?bByl0tOxH;mNDT$;xq^#Em7G{kUlw&_SJOrl<n>}u~MU1MFq{n!CRIF?kT`tI!w
zsqm{+eW}k&CWEMZ91fa(Yt^y*z%tx8qFK~ZQ;#aT9kJt|b}Pe2li>>@ZimELo;O3Z
zIa^O(vsx@=ie<k{;jlNgoZgD+pZq<kP2aYkJ%39QpCW$G_f)RD{{aq%oCg>pl)r1c
zA<=Zddjp#geqc&TLiqi7P~^OGE5J+Wl9|QyCa1<oR@;UQj(eO#FajW4_^E(~-HjP9
z)uw`mh6WCKEO%J(@l!FRGzB`VVq6Zc#OezJ*(L)Nk*38{x@P6_FOA|71N^*voMS|e
zVRx4E9h|iKJD;?fOIDM1@-<KgvHEBctO+2DdB}B*F2)P%qg=wF{?BEML~(y=9-gy4
z(dxA$nQAUY&A1qQ=6!Q9*2Ome77DYhS>2)VVKHnQOuIXsb-z|lt~#~W9JD`mpA01X
z7@~_7xacd(W^hhvjU2)=Jw44!UCVJ2ZZ%j#ZH#$-@Wi5vJ9@7oFU!`-f>y5V7reKT
z9*cFUW8kp7kJgpBwJRDGs7qwSfM(NZ(cL%bzp+88b@d4N7D_!>gQZKje6FId<Iwu~
z6@}ary1%~o8<zW{ya41LchvwM?wdhBiF2Kew574-1hANH0&KZ;rk{*3Ed5Q;qJb@&
z{zd$t|J_d3pS}8$4A5xGd0=jO?5wu0**cerxYU~6h<nn+?HY!B@#XZq@wc#a-JstF
z&XcKC+xov(f`fyH8}#Ww!c;d{UoK*Vysz0rV5bP`t!`gfbdawee0_aib6srtb?n`e
zI}65cR#IUemDnjAKZ=jK(E;W068cfK32kgJZQPH#ckLK9IUcbmVlNF}{es`(s%g7e
zX(Il9MNX3g(xkq<KQ4B@BU1m|#08-&)VqH+A^mpiFf9tlwYnU;rZ?ep=Iz|#>va@l
zH+-+$#kOpmpTy|U`t~?n$a@i=r&)Dn$KOx^w?kvMqoqED9N{bhhV^IR$4m8U6<Qk*
zZyGUUu6&opFJzK1_zGt{=9nwj#c`^`DanRpycsk81V%J&r-QtwJ}sI=pgywMWxS+#
zI-o7zV89;Yer;hHvkUK|zn`%Fehpi2z80wl3qKrkviwC}?C=$694Vk8HX?j=)Oy=X
zrj4p^L52qdhPFM{f-9>4mpO3is2riuEa0sWxCY>S<1Z8ep9>|41KU_HAw>h}(P|fp
z(CS8`gY^pHLiO31I9$MdmEM5wbHI!iYyMBtNFNdr|Dch-y8<wuyX}<a8~k^|{==!3
z-}^Ol>fm3(XK$nPn+M|m)1gC78BSv(mqg+Wi*I0iF3rgLD2sQl?T@gSuRoWmsMoi)
zdVSaajWkvt^gkDjuy(}!0lj)F7a|%rV2?JHB<3eRA(agMx7X<)Tf9!N{>_nk9bXjK
zMiB-gTLm*Ikg#}^lx;N_cWlPkDf+=FhLf?de6p6#304y=_UDJw*7OgypOO%B&ClO@
z^$(wKRM$zy2%n2&=(1(2Ad@kT3CV7uo$~SFLp~f`1$Bo-4*zQu+Y3p`B+&MPZSY|y
z*|!aeYoWfvT+vM<{w07!UgXs$oXd3jcq<|;Eq#0gMnZC0Yh^l6Nn`I-W4OZ*`cJ(z
zR*$%^yNMm|s-eqZb~X7d^nuUaYxfCqvvIAcFOA<uwj!an$JGQT2F?>b4<}zqc{5Yp
z@(Kt<F$DZRa3f+>5~$6X07=XlY3xd#Vs(&yczEBiBN7?(BJmM+ySOMK<|Lk^v(r}K
zEJDhY<6SM_^n(p*+?3;We_?Y*KRQWT{mqXvcz?@kLEiZhi1G>1PGEUj{c8*)?scI-
ztuat~>HBw%V(**dSo(m9#^aCCI^Q~74+5NNV=~*_UKb1dk@WGguCzHv#ey#{E;d1d
z*?#x`hTnpMk)m*AEw*-n-_3Rhq_rBGKy*Qd)w8q^kdG-<HO#G9)F=?-A+3Zssj}BS
zZcx1zcBvLb7{bUwfvp6IYiMdprG$OA7->R!7n;;%#J}QCBIt9=V>^H1d3svYdG=^K
zUulxg{bktKf2GAWZFyP$_~AOU$tQc32r{;{;E(k`X4Kq0=6uf{HF+Qow6idJ^i%4-
z5_}4lkcpN{GQ@|I&M&C5*GJO_E7TSN*lw(Kc;B$NyT`UXyz53x0@wgtj+T-u#{7-`
ztUmNc;3Y2v<@i7GId2W(9D7gwjKT*5KftovP0{C+{EiK@(E$RT%xzIcqU9heHB@2`
zF(pKmpe>YWRu>(zOVd(}+}T;<Rh-+i0a8v<pVMxU*0yY1h=85M)8C(DoSf>;?e6Ep
zC$O=u1ZsH(yufqJY=MaHtEPpbVc9R^qXxvD#mEn4vJDr15_l~W9RMnDf=mQ-SEY`c
zN_8mCMda1>-&|_|kdmuip*i>gsRBLbJ=hwqG>2U;MN3)p?`wY@FalvBIruKu!$)t!
zfe@gIp>>xQc9Ww!sw2**g2Fy*v)_g5(1E0b23Zd94a$ri!T{v(3ayl(bTnTp!&*T_
z>$=B*-uDRi`iGFzZmiC%h`|-&H{LhR=E8M(A^NFxErr-yeV8#?Tkh_w%_*s=R;Q8J
z=DVBVQ-QckO2UhYl+}$a3l&f;cnjs^2Yx9oc7IbTS@*-UXM`F0v5?1iM)>o}!us&O
z7a?$RTxJhZ6`*>I$_Czg`qka&ePb81F0;FhXz90lD6JA31iyZZwX++fExmLZ^S5ta
z#7*<s8g8!Ky5l;Epm&y59kxjRcjQWZzGuA}BxoF4`Y5DZ7+7k~a2eS2(EGl08P5b|
zw?+#Fbng5#mj0s3Nhn1|{T?>~EjMD5l#|3_f@*%=#Yf-PisjZ-n~(-@$DX6xt4eSO
z*FM@EYoR@`k)jLjP1QfYm+_MAg^UQ{gu+|e9_zT*t%CfI#l^+KVt&2@#!-aKO=P6n
znDFss?{O!RxaCnWiUukSL5;L4j(IcEe!1*GOa(wXH1;6Zts`+OS|N~^89y221qa#`
zk0aQ?-~;Ho524Z5Hy=pIpPOw7c;crYO6J);9<IN{!2bS24sY!gN?e;H7AyxJmMqn#
z-jSxwi755LQcj+XjELjWL<{Xid6D3*6CDe~BxMU3mP8oo`rU5M0_F2jMtdM<bA5}E
zm^F?UFdt))BL1DfoZl}qAT`_nT6+vmoN!wcLF#)n=S@SJ)VhX%RQ0Vtxd~}$$Rxsv
z;PpSN=@HCWm7On;p*nO+QIFu${(%A8>ig=|4(rlxTKX1c|8Dr$_-X*Wb#owcXFRdW
zNbnE;Cs^j{+4#w*U9$#R6zIdmvqp+{owrK<9zo_`_g-jzZ!THGn$#YP|0)qh=WK}5
zkiFGs?h@l&<hwg0Dg$X6^G$w@W6OH{+WAM^;4%N@%(8yiuH+%V!+&N40U#Fs<C>v_
zuSSguH@JWKdls~^6UTY`iq%2RuMBYKNWecz?UKSAi&ORlUu|}H4K#N|SPz4InJ?F6
zFvXk^@=~tDF$WX9O-C`re_Vd?G|?h>p}F)r-$OU`7Gb2VkJDehs^O(1Vp)&~|N8Hn
zxJqbgrD&k2C|!8zY$`zgFT4kR!sqGqO@d7W>euFLP_iVK{AJmmjlN~<2IjY8?9pAG
zz90lN?QLr6!HS6ZU4^Sp-g)59U&!^)ev;5a7#<PvlX!9<Wd7cSbK5(7s*A{<DK0^K
zU${j)U9u-f9xAgxmP%OWvP0OTU%b9^41ruQz`JF$n&Go1YF7_+@)M@w>+Jh=(JT1m
ze^TN<cWUn~O6Ahd8@Xwy-9>@MTl5Lm<^Rv?EBv^ak4sG0!Isf*ohbL`E;9A`YHO#l
zlr4Q3`csTG;8JRuY*eL;Ah*-_fB8b2P-c2yT}9^$<SQxXU+}ck3EzOqg!IxNf#!uH
zgs6d<XyUzlM(b3pHT6fnRxKq#IuS>}zy1c?epw+3KYX$u9<v?l5kBNBOrhtSc44w+
zEAE?6QGABz>Ez0VE)5X3im0t2);w{?GUL$0{*`*{=5(+H%ZY}+dNo1Z5@3Z09-v!A
zQ+epoz?=PS5pndimq-5nq4UK?BwW@?Fl2Zca!lvawMVg0cf!mtMbPC+haUB*a(76@
zR%C78H*<iib9X)|Hs5`2u*wPuj1R~ph!b|fvo=n8L!vOm`n*`NU2GwvtxahCH3)&i
zqBGh5ik9l|SEt-}&^cy8Mwo)ZhkA%L4+t)}5I%{xJq>F|Jvl~3|LAImPi7+i47K{t
zuv6^#zi;;Z{N1VwYA^E<VpZ-<VGT{vU=L3)@&w$q-@_^gt>o2yVL`;EV!t^#Hx2i6
z^x77tjQ+m)N@N}Pss4=yDj(<?yQEs`^o~$20}sEMeC{D^xAO(3ki>_=H2o_WbQ#z6
z@=_%BD9eJdq0>W7%B3{wUmVM(3Deufc{bH#or4ZPPNy5j|FMlgx%(@kF1;R`TFa`I
zbNRhbx|3M?4O0?^Giqd_hRq)}NVA<{_5Fq#H4|H;e{MrT+Q@Q~hFYW1<uJsnEgW>)
zxZL(3qn1_utEBBTy0m30Gc7$3tfu{kyi~8M_*XB6wF>B`VU<*sN+fRAkDQ4m`d-`4
zE6J50$-y-RyYX~`#T2ig%jpuGue_{|(Z-1q#twU?6$W>U&h7j^#8BlRqh~xK)*96^
zqavqm%RV1kt*QW`MgWKn1t>Sq3XX^}cRVb4_vwBRSE7c>byCfc$}CZ*pOv%)=Ir1~
z6=w0?=Y|wD)5arBPJijM9`m{q$E2QIwRcXa3IEs0JLY@Qj;x&M^_Z7BKI3#To8N<t
z77BQ2X(=%BsbfKMY~=K_d?|$-Ynhw&Ba5b}3w|d<W6DwJ4+$S$D_T=_2ZX~(`(Uor
zCZi(~eEWGlIF0%zD39-l#Is}_iGNq<krI$%OS*pz&*@@@p{HZdUna=$-$x-WwSR1Y
z9l}u-d1ie07G0F@Q%krzY>qKUwS!EDg#Z2v;)!UuLwYkjCSL*f=IMe#`Cr=l8p`?P
zBGk|S2(zWUm`R4!m56MV>_bzu>{E_}%^8Wr4$Mbz99wwmQu&>p%k7~+ki_6xf~rlG
zzdY(gkE;Yy(M9C)s(fD(MAHe8?(PWr#X1Ut$xt~t$I$=#&G@sH!I}BvCe~t8L4D^S
zf7s>;U-KPZR4wZhj<v(fY}P1=KU!P*z2-+%+m*$kf~`j7mpZ&DbtR~i%y%Lr!f$Xm
zj3sGLmHK2qG$#H#c<K_zfeHg#ummNG3Zr2noj#<W>Xivj7k=SZqe$1`z_?Meo#LVc
zoNmOO@u~Y13kP<gD0fpT3)~xziUe)|Lm~mR!ow%O;?%MbH+hs_NgM&GpEHr2X?=aO
z6V{$olKs9eTJ;`304sIkT~`A7>YXl>aVXsIAuG^rKHq{OUPReD(Bhqd!b)afY_**u
zVw-w6d^=<Kt+<r_?tpP|Ay!(y`oOeKajd%S$+QPk3L{jTw>OV-qePau-!od5f5P}H
zuU(IUSro(zKYl$api%1eU^_AWRzRH`glU`<GUOd^C9=-g%JX=In5|N!L&fXht>nwa
z1ozjwchCgkpqB-zq6^%e;iCh7&`2z*6)a=`)-CyUu?|skvaWbEmw;!UUpL<s%a|bV
zD6-GcznI0Qc)*j-FXUJ-P1AoiOio}}DsERO#m^mhn?*>%J7ZM}-|Ts7C(Sfu3XFo|
zj0nY`HbCg30srl3_t%ZLF0T*k=^!fvhk}{MarA5<;{o<<RB_LgHuq8C^P~_a5>N@*
zJLX>52vVc_i^8F>M`Z8!g<B<YAYW=W_uk<DU`B2E!XH1YYxTmx=bOv+MpJ&pXaXuf
zUMmJCtwSlgC>UD(E3xm`9U0qJl(Miq?(A|~cgf}a(CF8bA#o4E=jew^5ogB_f8LQ!
zh?9dvMdEc3K1McNB6XOZB`vq9CD$U%Lli1LE_?sflh}#765Hy;KAkr3xx6`NI5{9K
z+C##{AMWnzD*6pfq)iTj4RP|rNcKLQg_9%JQaPXMR*J^EMt(g+Y`!a$GeJJ~Wv6!d
zCndC?BCNj%xbwtgfkUMUPw3w)2HTtHk}xjMHpP7EzAeJJQ7p6@I&?!GyWQnMRPP--
z;>JWue>l31qM2fRzmSq4T~1J@B<k|fAdZb+D;(CM`zPHMk$x5de78q?W4y5I=JyQ-
zOcWZ~_3$FWFkaADyf@LKn!Q4JGc-m%hb|C4r{g30X74TSe#_@m7`b_o`-vIV`9+t+
zNc%cn5<+mCx5UH{LEFbq?tXF4vlI3jz1}yADI33kpX}H13rP$<BVOHR$Swx>1WGdI
zb&p@z{?p;8v%al@T22gj-Xv@_zprQVsF=RTRMRF6Ka!@kG1W)4g=ejd{x4p7atY(2
zSo!71FN&IbTji^9Q}>N6UCs0h28PEAENfx-HANitbNb%9CN>j|;-pqRDr}vCVYU#C
zDQXAB$fRBpGME45U4vlmAe$^|I-tHuMNL-Yo8YNn^u|p)K(*kJkH?Ha5X+H&^KNs(
zef!J$zs~FMcVE7}XFAj_o}<nW)v#}Gi{i$#u$Dz-K)KS{p88HbjMhvs;E+s66t%(R
zb9;Hsau24%3ZwMFQ{3_0%4NgU+H)qH4rWb)c4#_Weas@k`RAn-4C=xFx?(P2Au*#(
z^k&NIylvWV^{O!3W??M^vyl4XJR8Z|`7O4Mx}@G6PERZwxGTVzU`obSoG;QMcmtgO
z9jPjTV+t@GF{WviB<9)WN$N{oSdGke+IF*Uy*t27Bt)&k(P3>hXe;8@zm$|g%FRr?
zu7g?MA#Xipr_iVTBPPYm?<euMuJ(giWn3%;<I8!!-j1Lah-)4TO%ic|3bz;HK;eYp
zE_J%>u-Rq|%M%J8k*-!7F5r&Q$M*fN^xmaHxh}DDlsn5g{=nG0lbB<-Z5ad6^XCF^
z_F)S=eh@x8B;8D#8gcmz^4LX?qdkLZkej3hr@M=&u3b9xpG;GX-bA0|x6+j1)<TIX
zL_{VJB?Konyy@}2xz`r$wiU7`C_?nHRBa*ckPBjM7qwk)(eu*G?}=Z-<aOkui@$9<
z2mg?L1nywt-rb#;&~CiWV-)j!$G7GH)qWN=Agdw{5TAXc0_WGo;Q*1zapAc0OIC|B
zWz8i~#?Rv+2T!-)Al=3JCG#dj(!UrdLoUMF<Yyw$f_1=;`~v?cw(#<<b?sY+u!vr^
zsQl}?BH0;EZ8oU;;a=D~X$VO6Asso~TwoX^z4-Xt@sg_GXR1?W4~4ZEn-a&zh(G7H
zsK3ymTwjt}RN|-tQN+B|a|Pk9Z3e}Bku)hU=BE?e4>}ZQ0m?cWw3WYgU;6LsHRXGF
zB&W~sGyWmAf*C?Ijyl}MD?oiqvxB(@vg`;MqNJ9@Jcpc4LM7!(6IFmv4w7bbzZmu%
zVdzGdR4S}XAR4Fck?a}Pg4a^>l)C`gC*~5%WmcpXVU4DVIu$BQj7l=4|1x+Pz@}Ch
zt0rmeYdjji`ek&EWOsXwqncRD2bcf)6e8R?Mc@8%LS6#Kg|#~~-i}{KIUNpr+k3(r
zC>A7D?{+tdsJ;%eeZ*NG{l_iBki`Hx!0udV+q<+r;|xa?425z#KPdU`+4WXqDL+RQ
zR|+|QHg}_E%L=qrhKC)DV}NE{JmA2z;8;EsMjQ87IKd`5xKk&Umeh5rIfIVlK*1yX
z8D}}>WzxmI;MJm?yg;cSc12=9R#qan-CE(4^n>wl7VY6cze9Gd6^eY9{y3hLy458f
zB~8wODA|WR8PaglT*3fPD5r4s<+?k&1q%g7=;!6fg8|CuG;cyuv$0gOBUNfL3K-xE
ztTN*vvT@~JXa8Q}faq34s&KKCW%94ZFSimv-A*BuCHXsztViqNx;jWYcZ(q6XEL6@
z_&q&Is=r?_p=6a>b)rEo-??SmSOy?4o)Q|EwN6AFAu2A2El8yupbc{H-TSdo;`0ux
zRFmx0lg|mfm&vX(e3YX#+E}DW`p3Otn1gH=!{lZF2OF~oUyBV{EhR*8QTe`W;)ou7
zM{HkCF{zEXDjCjH7y@Tjg!b8^qtJ%4nAt^)P~!O>KV~*9=H|p-pheY^n}wVkXrNk2
z(j#;$c?n51pbl*=dLGV9m7?h-_n}n)vOm)ySPG2tKw=PMq*cN-UrPfz(z6EAW7yqD
zUMq?(?N&AKBz?cOz$?N46wvcWrUoeWGiUEBNp6qzhm~NhXv`sw>LCs49=!feF-91R
zIyn3b2W9vEwN&Un8nBN)GKTxDvfLl)b%aptIZIjgUf{Lu7s_`OpIc*crw3~oql@3h
z_p)tB6LkOl#Vi!BU>YNd(RCK$%%+ymI;NAAFBJmlp=2R#6||F75SlqaSg0>OF_xIm
z7S{b<N_pcov)S{PZ^DcJ0se%L-#F_iBq{hA5|1eY$Afygw?hH;&M!129I_k;{`^|6
zsJ>Dd-hm~(Xcqt>D1Qz6rkbh<Y8fCKTQTt$=fb(TGW`d}#OHB#s52`|=YlD(xgwSD
zlJi_+zm8G4@sSz41^gZR9`p`mGxDfFi1Q)NNNZ72Evj#qhNWSAw|efRy`$H2Ja7vq
z|4We~BARY~`Pt%Nv)&33>#&r}cX^f1Z>rxh7rm>kpd28PLlF=dwk2m9&~I%eCo{41
zRlQk9=P^98*zoBZx?wRZ_V#r~AN4zgk%^3ic`<dEG@n_-iK`?B#^F=iP<B?=MisL}
z?G!VBdNb?=U~{oA=p)*1j&W0}DP%Omduj!i&^hQUK95Bcp=d+g?*zT?aq8IKj!T0V
zU!h`*^r#|8s-AuDnYi8KYbN7ybIM#eYjt2sW1J+LS?;pKl1Gzf6#sA+-DMdaiRKyz
z`?J(|sq|DnL-)fWnC=jL78+3?1<y?i5yJGm-MC!IosLFu(OSp!QUwK9bR!{(&_Mlk
zJ}X79-|jOnvmUkNx=&nrYczeQBlIsd<QwC*&DOA4k1$NWzFhgl=OzAW<4;~i;Ss`4
zQPag%F7RIHVVq2YIMnjhim~DdBmzbLeT&7&xKh2cQT19$WZ`Z^O{sGSJ3P8Qp!=}~
z*Z5tkKkzVUp%)zj_aIbOqKL8KJNp{1?JM(&_fK&OpHl4Te&h6PoY@DU<^4-mIKj>J
zRLJYP6Jd-!G@2&zg!%`rk=A9*=)O8gcj6N|;gL2M6mCA$&YM&*xmSO~b*s}fJ3}&?
zp35^K)58!By8Tj}Cu7Q9tQ)WP5|<TyL6i^Ak;l2-*qDFrNaB3@->7Ud^f)Nx%1-dV
z@#6A?h3u3r*p*ljDQ!!Fk{*iiN+$xI>V4?lxz-8PMo^zlszMahv)Vt^(B|abAVZ%B
z?|G{hz-~9H!LF(GFQ1>940~m^XPy9B&6fTyD0GLPgt!40u2)zeuj*A7RUKJlRtPj>
zzS6rJTIAPDCr@hJ^uFi=9(;F<VZPI^T6fJiNLo{7tVmQ2fB8@90yBRyl&gYlI`->>
zt*Ss<uXDo-<H`Gr5nell!IRb~f9tF*)+S`=Trfko0r?cFGz{Kdat(6gDDZT3E<9Zw
z#6uoKGR7*d9#$k#i1j<1afHCrF1}*X48>2_QF<VU10E5KERg+IM^m7rZ#_8yYHh(@
zvUYzUdi|DnErTLb3qC(EH{nW-Tr)jO{(&Db48$Xi#N%O^+sYQ94mV8(P<J}!Ya%(k
z<F-&h;rZ#vH52po3vF*IU1$;j6lN}9s(!AeNUTV>F%sS1n>@QT+J9Pgz2aD8!?Sx|
z9?r6>^wp0t=CKXW?zg!ww%k)WdcoQ2Ts0h<3IA@Z@~L4(6=#H_1_$*($onO_UlLP>
z_5KLwFWJgrzslmrbk`X9B-l5iDzVa{mG^Ji(|y1n-oJK;k=7tVtLqplr6V!I=t2H%
zJ+!88i`wv$7n%NU8?Q>uBW5ZyQN*0f@{>kG{PIl~2%6Fn;$|6EfG7PX$)r&}w*7}>
z>xKKhZx3Sz^SI>y+1hJAX934U4rSb0xX{<?P-5WEAF*%W-HutUvhV7w2PZnquLy~Y
zwf+-LRe$?`v5(ZG`2{kWi$X1a%;nw6#SuQoRP*9f(Y34>ZfR|2zGZ*yVZeU3{Q;kD
z_hsmEx0qgE&=NL3;!l@=;h$Shtp2~Oe(d7~?q_P4G@nZ}wd3fNhHv8A4_Z3^7L2W4
zbu+j^UsNkgV6!&k-S`U70SZz6$+pJ!=D=eW&ZwjXGcoO7(Yto(m!O47*+HqmbXb%j
zeAEVb5CpqnByeSD@WLc%r6nvZt9gS#?C3@3UoO$N?oHYMZRZQ~Ah7hIV(BO6GyeXq
zXyKFo16<Rk6_OJSIz0hAzFEgt_y6G5eax!%qFUdSZ!Os8*BvK!lle~hir-Iym+v-N
zRX7>s>f7R=0?~s1-Q#SYe~u^pfhS9V3(2TY#{c=%lRUX!e94{$JVJxP)78&qol`;+
E0QQb(GXMYp

diff --git a/test/python_tests/images/support/marker-text-line-scale-factor-1.png b/test/python_tests/images/support/marker-text-line-scale-factor-1.png
index 23aee6b353d29bdad81e6bd55ae340e9e6a69b27..08bdf04bbed53b7c343968ed1dc17561ccc6b0fa 100644
GIT binary patch
delta 9606
zcmXY%by$?m*T;941(w_el#T@?6lo-+mL;S^RFFox1f&tTm+q1-SrMe9qy+>41*DNK
zNof~J$$fc#*L(kc&&)OF%=w;kJ~N?-V0;2N=?++>hKrvAn4E>PkJQY)3YyoaN($Ck
zv2}hq$8Zb0F9+?QE2QJ^Ke){DOg1~D+eae#YRp~J@<nXaOL1njknjG-w|}(=vXE4o
zG;=hA*73pI7S33IxFde`!7CSeW-iUA2M=b-bz~@cWeu3|Y|{a1^GZ-bWl#VVJc2nY
zh^jNIDU1a?$&7!{g{NWM;f1ZQPb*XN1!)+|K9`yW_6(V}hvX+8Cbq90`|@+(E6v)<
zXl{M`_C^<z2LkYad)SV9Vjlrtb1Zhvn)1!1v4jNQoOkMyI6!j2AbYewm1A78z>09*
z6u6ES)-ovV|5w5a4RU;a_Y5cNyVQQ);8U~j&<yZ~n+L3*flAgs1CsFg?eZ%1te^v2
z1O?NxZGpJ?$Nyq$E|%7&Xt9AQO$=@I#&?uK<KZAAErdjaQS~Ewo0ZyW>dW7CLfC%t
zQ}3n&a;x+8RS<cozQiscMJwa2tQ0OL68B2nOl`3>T<G%G`SA{!af9<+S;~**wYa#s
zYT#Ih{z~$!p4jMpQZKoVQ88Aq1Y+@Q1^MEPot4O$=_ort4II*0box8TRo$`8ax|eQ
zykik^hHu@l`H=tFbLaCr9}C=K8~WwTO1I_C@W(5^+5$I5<EP)AMtWw~40kzwv)Y#D
zX%`P(m59z!U3m|~R5gKgNi3350xzTHbO3GbpcP3Ab=ZAv=~noLzZDURndY&F&fD#c
zdRusJBJ!=boRj*F#H#}*x;#52DngW!BaY(MjR(m<Ojh5&UrAd|Jj$s!oN~q2RP0|m
zG;a}6n0Yi7nzwo38rXx?&`7Z$AlR}>ZhXH7MJYdvVQ=br>bey<o0!M8<|-}+u-C-n
zvNgxIPaUb6Gg8cRFjw*2gZqPlG<P9bDmsujx?fE#x<$uC&efTYw(orE(*UOmg{#dd
z*L_Z}{$LND!vr%KkIPQBDOGfb8`gl0G@w`Rdb6U3GV?Q0@2}dKH-Vf?5xJT3zH3>l
zU5m{<eO0m})FHp`oM_ybg4+ZDO~V+7hu)?RFGV#eHt~-+XYd<yQ&G2gy6v*oZm*`a
z68!w2m9l6c09z@*P4M)bFwvg!#t!9WY=m4I@LXPfUH-x*he2$fDXz(B2f2WWe5ob8
z7DA#S9cecf0ujl0E`k}D#GQF%u8w}9cP1;stG=A8bNnt;OHqI7;Q{<=`G~Net#c?v
zbX;&g9QmeNC8xjK27-2sRDH+;ov}kZjVR@Qc6pJ|ffxzsK=;6x+ekAsIz;LF^z`)O
ziPlGntdHr;nmcSyXN(6blU;eCOI-U02mS*S#1r{N2KnS$uqDQ3I2yFpE?M(X9%7HU
zgkh<%V*<Srf#;slKoasoHgJ>@MsWFObM!s60@XLWz6VIC1yd3sS&UyCy)fFa)wiaQ
z!NR1;eIxxQE>+?&_}Ine3658A35X-jJgkHoo52ce@;kJR-i_D@x^vo5>>5vG5%p~=
z{Nm3d@DKZu3Ly)Y(Y*CH)iiLPV$)>lB`OW{M|uYStJM$iC`IE=e*xzHav2ofc9pks
zTnL0B8uTT26cL4gq+iR3<9wGf-{v%Jt<$+A;m}vCl6MeMk&s$;hf{~rmhYj&@WL==
zUl689Bg1Hyu$uNm)SzN;9zg>s;qN|_IEdq{;kKEiiwxz`sJSG!<U!DVb}>50Y)HkM
zVBd$;;TT|B_U=m^Iipwo?TSp5A?AX4vL4O<ewX%tn-Yb;mEK~inRutH|B+qfW>9d&
zSg@Z0f~@*p@#aYWIl`oS-{);wC8>fv8RReoIg6<v4cUKVVT%^{6zw6a?qr3{H|t^e
z5bDYdHvY5NdMESTviyxjD{l#d&>f&X=qe1jTm{&Q<gV+k>=OCB%ujR|{Pc9ax}GU3
z_&s-1N#&9^34mRsNgpDEA4Ok$+Gu8Rl=luw%FiG)pmTmon=3(NiMe~wZ`p1?^*~Z2
z^6uVLx?ACBf&`Hso$~~JSR>JUO!(#d7YB`9v+Wj#@7iEP&$Ip3GN^>5cgtAn89%d6
zB+~+~7a28Wt8JWw7MW8)v<Fo~vO)jWij1e?zJZWZc9z@k+A6u#-HbyM7M`ueZPNyH
z=>7Se-YQk%Xwm;0+bY{cg59N!zC8USA7HI|$t3X-<}~?{3azLZ&ZUtKE7s1tcN_Xz
z$K<TdOI7_7Kdvft>W539>~CB!!tEB7UoHlCXwiSN1kjAWIeM{nJ4Im9{rfBB1@ja1
z<h#SiCkqGb{TlkN3-j}Dr`I*q)x$bEP^Hp|me~TYAfJ730`skY`u+>a9#eu$PS*~U
z)ntu_&+`aZO%7{v-XNh^k|oKd62E0M%5NkD!yzjB{zg;2#L9HDec@@NS0gNpJ*EWU
zK0hpw<EI4fdYc4(S0Xj*L`(;jzpx6SJyD65Kv%x}zopQzgw|e$>Z2g*6~D&V`65pX
zN;=4o7jA2wFUUJ)WfFyAK>xaRLF1fl^i;})v1fugFZ2>xXshM$-BkK$&?5rtt7SW}
zZ6#SyGv9DB=cBNby}67p*Ez0VlFb18((-$Gt@Yg$U3EzurqkoA>wGW*!;M{=cVovg
zs|e&b<#qQJ%2v|wLa+_*K)#7bD|P1C&^H3&FOM@#ig>zdGcy9*hL=UB1m5YpmM5i-
z{R_HTR7+yN-f^O=Gnjx_y&lr6E~tXPzS1yfqoLuvN_bK=Oi$kDsw(#2AF$Gl&?Tao
zOc>&H|FmS-_Vp(9N8BuvceK(e%680c>TJ{s1Upq9q`aW8c50U)9X4wp;DC+<@yW`X
zp0lMw*r?j9m_A?j;)pLg<nd=ZTlE!2^>54!jxOT)KAzgdTsm^l(?JplO)yK$(J94M
z<Gb2aAVDTl%!b2TOjZtX8Kpq%rok&KoZdMyA>nsmUAiL>Q9_{`4)XSmGxot{_-5$s
zz0+E9J#dmg-{jn??`5)R7UWODN55W2cl_ChnSROY{+5+PgyZ!ytf5c_$yo7%mPnAa
zL|OSODX7o9F*N^8Zqd1I+H7MQShCi|0X;w2<GVb`c~Y*Q38d}!SAN2^;n$v)ssdGJ
zZR&~S^s2W%EM%nj;=5%ts33pjD}S!d>hhfn<hF!&e+zdAoYe2dZ9n#oYQM}r($SkS
z%}5f68Msr#^PSrHz9g5;!9cz|UbtU27Li2!5R^u7q+pFC4Myp<UY*R1y-r|!pza^|
zXOyfv7tH?#4@AG7A`7;_jYdB7iCbJ|w7x)<9K=uwf9)0tEN^HmE&>BCnxJv^tDhfC
zU#6(ivD~I9?9&vkn}pn*sx;+GK8lxE6uJlf&n?!x(1K41tWAC`YplJ3jl1bo+>Qh=
z>NjGc&ua@$(QzGHKR<^ku)Dw3QqghDy0noe=#?J=Jm$X+v5r#mhyNbHRPf(<X($&R
zJC`U1!@@A|I1&t=^NQwUOkwQGhdO(hQmji7wchK@2m#a2u%MuzC+rwoq|G6oz<_p*
zzJWMYS78mgNGyPEYjEp-VpuJjWKJ|5w0nt^U%8#67BxJ2U&ySsf#U&&7D6tx25Pm{
z1hoR_^Wy$*6A#A(cB#tR&M_tHJh;i53|UrKX_ZM05!zj6ZAP+Oj$&!l<dH{a1S{|T
zi2aXckH_`L@Lfd68H($34f?iE9VH*uG}kiN%de2~jL9p9o=!|pvFpQyV*W$Mnc6Ez
zN8iW2@F!y2ptm2cR$JGCly=@fD<@!ScLVfe78TT7HNUO*XGEhxij{|n$qo1ck^tpi
zTz520_>?)&c7z{kRZJj@`XRDdP190ToBRv$$!$(*`;c$wWQLgnx{xeMpSNHm9NrWE
z7TF$*u-81_NJ~AiFsh)ysLLTYo7`9LjJ=$#D@~pM9)@yvuemkD6A67Uh;2RW0;UqD
zo>iHd8n*e@BVW@`{$`bT-agk&3vGqKr8v*PC0EmD&9Ni?nuSo%I}H4$dPY-&y3a9E
z;m22Mbntk#$JlQJ9nF2jKA|PAT;*qsT-9L#SI1Lhr;;MM(mvY$@w*41hz>tCDahC`
zoK-fv#sN<wfL8R}YLbE5G$H|LZW_Iec87nHRt%>&0b$J0#I^zz=z%H(Lr>+qp`CUD
z6G1MZPG^#{56@1XC*^@ZnYH@rad@wOk0-ohzzbTTQQYm!*RdU}^u&6Qd0n>-Gt8;D
zx7Kcq3sFVCy|AN|h{zcd3bH%N@?f`Mv5!Z2E?`O@fZp<ufX0d30M0frzbGP{H0>>~
zhFi<p*TAF`bNqQm>h$5}D5n}IxB2mXm-WV%3vWm<KOi8zK%&LqF-b5KYO^c<`i0Tu
zHH3poDUCk1eFtA~(4S(HO9t)_KF_)HN7>f*=R@!na>bRK5Mu^I5QMCd&2y)`<dF0Z
z;|}}+I{|0S)jRP3Q~@`_SR~yX@Vf^$x>@^C3q=dz=Na|5q9CbuJ>r?#mlXpS$+vTU
z4ac0>v$hH+)8gA53}V%8bW$q$(jTmwbHx2<7#NB5rW}1?hFYoosf-jkKeuG06)^b+
zJ+rC*mFi>R@SW<#h2VQK^Ks~p6e3hEnE+I?Go|2~fE*w}xz@rk8GWvgzXp200$$wz
zG#uh*ocdPCLs-_#;F6P*Q<0;gv9VF_Afuk-N$F$d={Dm}?4-OzKj>tn|K(PPez+FY
z+`Fygu}T)ffPsQB-AIEmCS^MxGo{a2!sXu`hFGQpPtwI^G7=w~!C)dPL1FkGXp5uG
zQFKtymm}cnc;&T^^svw(Yn-6x&m|8<;&FT_Q|~rDBCo<;3ze-qj3+{41-1r7;13uT
z^dA{H?bEv{>iqHf6*yH=k6($G{<hF5@;I5;!hWwksAcUX&TVxv=u5|z&`j)zVEV8g
zBIg`9c&w#!lO&^}|1((Vk?mAWxmRYhgOD&gV7XL~mEBLNWXFc^?@#APum4D6<G~NM
zd>f%&n;QBRU_abk-ssADxwoynMwnS!Ep@i#aeGB}#f{Ea^}FksiAi(?72-iw$+h70
zZf&x{74VH2tQ&n2p>dP$)g&G`EJU#wX;5|wBy_SO18i+Ss2v!8!b+XZY>=<PPygNp
zI#1V4LDeProx_D<-G8&G&#xp95DGO{bteWQtatMmjlDn;3ojWst{<4^KgsRt!||f_
zdWI6u95-sY`@JCQ?|O=x5*9KGkJ|2np_8M&-n*T1i#MmkwYIm44y5FRRHqzNV?^!h
zR8D+<*QT5%cevE7UwSdbDq%A%N(g8N?F5^$fzCz`QKXrUbWe3zT_APa?c@|FOj$Y%
z^P^5eWzT(VkX-`ww_jbS;Qfey@41+E&>UD={<mve{zcY-WXAnw{0`ZyW_|OyD-!zU
zPMhCoxRI>AL=+{rx=tbIh;sm%<B378xzw2p!GC(vUyeF9W>nwpC1h>~bmvaC+k-*K
z21;UGOp<3P&19T+%v-P+3S{9vwDl7|ZLJ4OEe?0oLG1}98r}Zn=<vN=d8=(wqy!H%
zs(_v#M&mq#*V^Rciq-BWZq1h8>Lxwf@L-~CXMkWUaI>2Cwe2C2l)QniLm>zD1`1;Q
z@dn0leJA{A3P2x*VgbgKUoMm$v}cioMk$llIg(pH&(zhcp_lfG?h8jGy*p}?V)~JS
zz+A{kdfyS=3wrs+^`7D${^7G^b3stq$T+!CpBr|eZX!FD+}bpWM7}{L7Wa;XH_&`2
z?tlYoXabN(8((*0uiNeGK_g_ru4;6%ULO~cvlN`!YFp9u8vr_t8?%ZTJN>=O3r8c}
zzWrmS&amYo|IzH%SVkOvX+9fvb7uF&&tBY~r~7ac&9iWH^p8DTlSUwsOn1-ix7~=G
z=TlM_QDqnHhy{G#*so_WObmz78v$4-bnkopqRM<0-P_5fkHaCfr}7>t=HSpBoOF3S
zpc2-xA;yoH1mqD$7}{EBp5IpohM^P95rfc%Xcb%E3XAEhU!U%t9Ye79_BykO86W=)
zt1lsxoI`tXOQy(1c%Kk^-@2Mg>{Jvx3!ME8K?y>)Qv|N}EyE`d^#h`dVyRf?A6i$~
z)`7Hxj=T05T$oq5{j811jjQe^l2dQkuMs!WmtB9_0IrOYpt8|A%n?ESqfxnDMEn!V
z-)mEpb<8Q?c05$Q3yyiW#j~F)O9=WAPE}6CDQOw>N$~G|0%Op}Jaruz7X|kNCo<iO
zn!}v}ktuubdnuDRc$DfMOHcL1R4vmPMHtE}`<D8}dJAfn7`=e1rzO8z^><?kA|+^L
zh6_>#*zXPZqrSp#4Zr(qgDV|A7v8;|U}gtl3B|AuVA#{bKwee3A~w|X)KhXXJ50KW
z=!Nn?(f7+ow*D%jN$tUdrT~<EpK&kZ@u>uh#)SpDd)L9lq=xR0LgJy5zJSL_9-&dm
zAjXJ6UjmA7aw<6C4*kVeEweKW0fYE4h9UqtD|r0gRE&ad8Cq08!93j7uelPvdSADN
zC313`$?zNP@o9Kh?@e4q#VZ99v`_raYIYYAE@rqXJS$83iSFRel~_JgtT#~Ri7Hf}
zG2iwgGx4!gWj?kDP=ngJus#SyX0OyDr7AQ_oLB9yS^1bq!7o_zg!NfdNAYmgV}NVc
zecOk{Jrf@{!2xyKwGqDjwr4LJAAFfFnR`iu#*`77@C6lh?RH;3uY=D?%giqqb;V5-
z;C?ubN^_0hff_ym>VCE8AE2d4+l``ppQ-(CUlIt_xko-^o%AcL)H_0HIX>_20=l7y
zP1=UkvU38rBGKJz9G^-M0XwiCg6g}a1X5Hosxq97q%@IQWUm1`8p4==p!)0tORwF#
zqMiX3TeLX(2rSzXu1;s5y;-p}`P6=_Y;*p#tixV61{`Z=^Kb{Uq)VJ?L;%)HDJ{c)
z>{gf?GOrp9w>+&X6~k#nV)<ClW%oWf1VXJn-%{CRB%pIInY-&p0P!;HbBk6}>IuUi
z0bpaw0Qs2U%idE!-C<E)92&8NyoJb185ax{C(%tY3ZHIx2jh_^cF@{oxY~N)AWPoR
zMgen@3R6DL;J7X+li!CIoxSvol6aQreMs1|O`-CXX4X2+jG=Df*~v{HP_E3{m-lm|
z%Amw2LD__^>ZnD4%%v@oi?Y}D=xpj~_6B#PugCC~DNQ$=Dre4{DE48Pq(hF3#m!I%
z%76Fr-|Q=U6UU8&QEAXA+tl+s<tSBy^!m4cC8IE+gZD##a*>}l^9sdeK_KD|S&c7Y
zlK8xP#JXO{&0c>)y4mJrH&ICjOYBZl>bSGz@l}E9`#}Gp9nnF#!LbChkam>4=7rEk
z)%Yf3x=@niZRPG%E(#U)!FRLn2OgOOFi_I3*#|!zY>#Z6E$WWrk<I@V&LT;8d3BE*
zzbJ_dAKK`2eZyb*%IE}RS#CPNpTA{5ey4);PjRF-M&rYt7?(dNSYwGDg--{q?Ytv5
zaVYZ#Cfauq^e+f7Pv_=_Ewgx!)a-;wKNE4On;S!4YW`Vyr?DT*-O)GvmDDLAVY*}l
zkzu1%H8;wgs&`yfDV9IT8X};XX{hwX4qh^!&gDYCZ!XTCa|eoSlYXs)0~ww56ro{D
z@0QEQVq+AItCe6DE(LJzej}A+c;UcJf6xqAvpGfj9uAX!PEuZpl<_P5z{7zx<gUaQ
z2)$1ZIUpcAVGXnonVJqoK-2{}C|$Zt*fI5epCY;>PPLRY$qCMKqI^{xSdAY*BN#(a
zCtoAFo^!)D9{>tOTM7y=6sWfcOi8Kn^&Zr4){nqajiB*Gm(`Oi^QYPE;tVUqXGy?1
zLDjHNey2!ubtOl6%n`<Uxodsth984Uckl1eesf2_dQ^ihCQf~h5T2D^T{qc2he&IH
zsVr{VVujOWc{_J``AE(ie)>;4vnB7Tht~Yh7aW{t$uFuZ4FRV}Y%I02iUjF1X95C}
zr(}k^?XF{qoQXpRf2BM7hL>Tfw*kl@(UD-bh!_^;l-ywUzE)cBMcm<|g2V=sppS|c
zB}nM}-O~A&dX80IcMhyp3=;pi{oYP3JMB8Bc=+SLDSFWsm8#cH`sIr~jHzKAr0udF
zCU-jP<aU<#UKn0%?ri)!4@zKOA-<G|MKnD#sR*r+3yoOIU_<qeEcdkb0QdEjy(}p=
z9_71J87p2!YB=p5q&jlF11rX&yCPVHRDwJQz67M)9fRuvB~|r`uJC_?{b9Ln2euO9
zDxAsY&%RpFA7$5uF<ndUlIpm}TUPWrQLSZs5x8*2rL3K5eGWLR*N$7Ost}W45$}dy
z)S<Qn?!4b0xM-u|L~*n)1BIMm#VzH|<=o9$i=YV00QvtqM(VSvv%TzxGx+^F?7MK$
z?);77BdssKhhFJNW=kGl^-KfDMY`c8YOecOZQXOmsTz)%#Iat%_c-*<&nPKLYh>rJ
zs{^la1>G8)NqpaTt%SAs1N`_`t=%de0Ye|Y0-HV?l)$<|4445}B~mjvlM1UB?X)zF
z@s8DhXHyN-?bkAd?fc^H*Nd~Qk5KCNdOXoYOiV=HAnSIy_4U`%kH(FoAH0?cpB*D}
z`W3X-S})X1;`<zVi)x1LxW;u1^ZTn$v5b#^-I~NsF$INW_lh@IH*9qNKAMt}p?5o{
z+S`*gCExtXh2j-(b-JGT@6~ZzX_^3z<$6mb2GNmSRVIdiA`CTcs?Mp2ewbqLo{yUv
z4Ki=6#CuQY7J@Z}r$8dLMmnZlDZ!EhklBfv)cy2eqYP=9F9%(WglBheV6Tsfs1855
zJNlYSXJpI8)q9xrm;Jw!q^iiphsH&+VIVOuGx7fEY6h@)lASW0So)*PQ*I8CBp6BQ
z;Wh%&kmt~PK1C<<^cAsrQr->jQS6d>ap@wvM4HSa1WeN{XN9(tg(HN@7)(k>Ck%5z
zBm{JWYu;eWl#W@8!Oaw^w_|oRlLgDOVqDN5t+Mz#$i4LwX-CacnJ+4uhXMp^(fw@a
z%93K>6o9BRXX2rN=3dtm4V21K%wMVWRQgr7mrI$wkK3jY$qb9aK7XD#xH`Kq(m<Bk
zF1+!5>&3vmLD8p_nghNWe_zg2#z$mmR(hJHXG>Bh-7oDeH%nb~s*r+HdJ(0)R2zE7
z>N{+lD(6Me@&k^2bNk?#s?(t`yHN93^T!YIk(NNb2fMCq?^+LZfvoa~>E_%{mcv7t
zlp(K(3mUy+#WuhZ-{E&rloImPspcKudW^n4B6{qfa?+%2ar9RMja(6B6YQ!V499%E
z2^GJPZjyi$uYzQUw5H;j?yQ{4lE5j7;E?xwiUvizZS+#iWOezW-1b98S!qIUuNOxJ
zBZ2BFHIfIaP9_f5cOM#ZtK@b_Xg0&*EpgF07d3TkqR>uhOXQj`!4TYYo8gueXMgT7
zctGt>hWF7WaoYe=Zqk`z)`(6|&I&w`91|j-jhS`d#4{0_?^suwf?x?OX_5Ya)CC_?
zUVyZ04f#$OAzQ7s-Nyu~JAs`O2Ht~@fVS0%z=D3Iz4432iE1S-YM#2X4qaU(B66{s
z<~`f2i)!!_w(n=UTZH|VOihv9+=NP6;yWJ&^G{a~W`}Q(TbBJUAAx6|c-BwBs=(;W
z+uxgFf3-WYrI&gddazRSoNy^jvBjT}H(aTPf^ruI0{=xp6gBLM=maCzJCZ4bfIyEB
zfAXi-3+<CE7Qg-2Y;gBRCx!n<jqpYp^|!mL>W}25Pu)9cza!j3%n|fPi3}^#;f-xw
z5*K%j3Mh~-F)ifvgudRoOr0j2`Eez?l^XQ@-b@9RQKY|LLDt}9LJd#XjAcJd)mtLQ
z2A`$tDj4W2d3dmn<h`MrT~-A^^+RuzgNKw@-|;myqSiY^MI^9~h_<zzrS|t!MWf+Z
zvUKIM%jq+PpyE@?D7M|7T&~Bvj^*%sn-Ae_{F%$_AkyK0@wxd;1;x0iYX{>NhjPDH
z$v;NCx3jJBHu@!lwpw77)k7P!KLe)en(=5teJy-YT;(bJ`9v_HdL1CX<r%L!_=&6o
z)#Q*dS9sG04K~0C+?Y5fGVK`d!I_7Vsr+1WD=Ol<&bK?KKlCGd*BjMT@_&9O(e%!`
z^!Xb)etRPK)M6LrO%g<$jj4!d38^HUnfhJ!a&zR<or)eu4LUd!EJI|1kffDd<!ljk
zTlbB963F0tqP(%V;{XKzNUXR0iDuR2fv&-CnYQHc%(EaMC#`R>eB$THXYksP*Rz7Z
z2qU=2>kI>-DplmO31W{~jhy9?QN<gr;adaB4>c`ry0WrLehK}&AjPGo=W}C+axRkb
z2;K{Y{~)~N%4~?ht0XCVRico{f=?}i^|qGaY8kkp3?I!Gz^;g7^*-u^dt1iHaUw&Q
z&r+9iJn%c?l}+$@n&8~)D@QX}3HzGfNHb}B{Sv#zyYASZuPbYwA(niFIJkX{GpcP$
zP56Y^_LpA|nx<0XVlBDM$cE1dHwUb2#q!zZsF)3#^lQ;5Es08b>Tzn%bfa3f^Gd5@
zBIUx<gxY5a0Q9wn)90T`n9VC3m;sTB$P}v1&Ux!ZN>wVmN_qLLrw6^#HBzivOZmV(
z+M(n)g3xq*`8=H;L;7cqbm!vzb}T>bdu{r-A56?rvSc&%CZZ$Btm&8R{U2;1Gxb6f
ziN@Eb&W;A<Hu_PaLw0E<EspEsG>Ur?_cmV;B^eFm0vfu{5Z0{rlAZI^)?%8^*^(0J
zy_71_iswV0vAe7Bc7odj-9CD4ob&ixF1j1TC1BMZ6+8qd?;D|MV%tdO(g{5y&Al}V
z=8z%Ne_7#ViZN`ebEl@rkG%~hbs*Bzjuem;od|WF8nPpbn4LJ|t{BpIm<5rw%wVOk
z8}u9r<Tid9+o{{-?XUUg?-KAWe}^y7Jo_dwcQk7&={rHe^Qsymtp=SP)`^4^U3BxN
z(_F73Bkg=O&66P#nPb);z^73VKBUa&EyJBpoL~hRp+77&0~xMS5g|YNJ^M`v&NvtM
z_in9GKhe1@QTX7XUol{5II6^Iz0<+#Tz&8l&?}soH~njugC^acq{JfZP$UczVu=#x
zsv|U^vGe)2J{nFk>A(AD(rEWNW_PIGkJZwq{I3y6Dd|fotyjJ{_QYy~_{^?pphTw6
zW~{uI_txJximpmKHx^mx0`!DLYkHfW={EDnX{X=fs39D=uqbGnTcHP6fE}ulJRi3K
zA;}d(a3{xeqD5Hu(ECG*p;e?PCjYNbE3335W5r2qW((nM&;7TsX62*2`fFb@p9{!<
z%XZLI4XyQd8X?4AuA3WsbYAPZ*@qKvE_kBf;Xa=txJ&+@M=F&W^ygkN#t4jW*E}rl
zGO^CM%TAt4vYd0_93$wK<E&7Sa2FV-`P(|SGdLUkUvVK?b5KROjx7las9!$xmK#zE
z>SEu#2Y<dP9>A=s5K&=qHmObZyH1o3hngz(y3yy^C1+Py?qS{sPWX6`viM500F8Xk
z#Wo5K1KV-lIPnG5XvZ@$#LLpFV!0F3#`g;YH&^TY_q10AP_HY}jHSZ>oUC4B`|U5U
zt^TRw?>}%KlCYE9<*m#R$Hi{rooY>O4MJ{iqizU^mSEv0_RSSyGn)J4eB8@x6WMS7
zLn~n(6-CPGb#c|*;F<nUGJr~apsBfR&Kp)t%haEm3w3x48TbsM&zI;JT7`g!`&m&?
zv>`D&`x?e%kR>DcdVq3<n2FLn=cgRGA1r-b=!vui{CV~kLtb@@Uv*_`!ypO#Mrab2
zpmqTs5es1`hnC6@@e#i$Dg)4h(8b2lK&Mx*&m${vsA+D~V0bWAUf@<<`2>N&qw-e|
zhZLW0-{|S?Z=FV|85*MX`!}4F?LSaYT7{&|pH%5rM|J`<Hq9l3Qh8p}CNTOp?V7Lx
ztH6YNEGsX{k&uPh0Rg2KB)Zv*N+Ca5?@d`zj&DSbFEY7#Kih@{Pe=auf`zZa%Pgs`
z#m4O>nMZ7XJocVhhzCCs4cmKoUtedi%NE^n>nv|#$!-tfSp&t>dQz}6*X-vbC}FCz
zfdzjs`~Wdy;%s%TS8v%K%Lb<m?V}jw(zZ$E!sA6y1|xaW4a?EjJz?x5uybdY!dhZR
z4pRd4vF^wp!Vk-h*VO+8t{lv25`Wc`<SMTIBLDcqXx8)S;d=$q*q<GmlZ%4GU5@M>
zeXeH+&xshS=R^_(&%dclMRmBBCty8BALc#yH3@XR`0tMvc7gF24oBE$UPWawf_MTV
z**hB@WQVC^!}?C4Ny_%EU%))=R}t7+x+hb(7g|qH0`&!@Z;ueUmnN?3ynN8djGxb=
z<pH~c@Z8H2wveGBL*?$45P^qU4r6yoN>28trfzxK%s2VFuCjYDt?8W4x}cIYMov}C
zfsVea0R&wjmqIZM3K_tjIkSqg!n9D<{IlOYpyp|{`u`iGkkceJ-fI)ZZV!Rn%WcLG
zZN-xND_#nAdn&x;v@S5M<I`)`D@wcwPwRoA&NW+yhaR%78wbUtn71hk-okQBjX05(
zJdQ2tR=J0u<juGWH#5A_=;jOYiTLT97r5yYBta*OGhK7Nd5R+qHFc*c8JASQ%#S)%
zzI-Hjr<#n@kR)0Qmh145hd(Y^@@3O@xT;25Ov3dE#W6ni@T|xGRXgXVN$!Z|NWz}-
n*N~S@0ld=KlO3O+=u<pA;_M9?<=D3cy7|<UwUsK-79sx!M>1R_

delta 9610
zcmW+*bzD>L8{Np^hyfB(8zG@INJxziK}tZnqy$Du$K7ZIr5j;Lh#(RYLt0Q#q#G5G
z?(W);@9+No-g`gK`<(Z@=bQ)s8XS=bPT~S<)!Y@}03^;~N?7~GrAyp94g_Ilci-fn
z1~FcOxljmNNJGdhW9dw6jiYs0XigDnY}Y<>Pr>15n!#)<KT*Qb`u#S4>xVQJP2Q^B
z;GcLxosLQ55!>kXch|+~Fe$C9@<rEshm7CBB`Yr%@PxTSak;T`B@lEX0>qSLbvt?d
ze#VPr0A>5=>}@rT@HQsRe`h9r|G+^>*+_D%VrQ~x!(>;?`+Cp6g{?|;adxc2#5epc
z?kUZ!YTCISh3nIz>wvvgp#a*1zwvTfsa}($bvD>6_c!zgL>)XZkdB6s(kqc+RoT*m
zhv;zv+r~h3p=(EN2-02XF20qN>N0alOM+nlkTxG)<U%-;@ecFhsrK>Kp+`o1Bf8gr
zt8Kfq{zfI6-vUJZ;CYwR1a%%Xl0}Vv@x>7IXBenk31O>A7-yvMSJ`fBTC%ML1eUM;
zNokUAtKA;Lg0}Tsj}9%tm_%^+)IQ^6?>~|YK2F;NN8`=g!$NI)GXzS$V~$*p-*^Gc
z4cBBvaGv&Kr0Z>(?0=dYw-1SpK)<wDRQMITyU^|tRtKL%k$SkpnUDh=%}PoB={+25
z(j0*=IBEHHXqbtzlsu%|{M&5O)7M8QXo1tyx@>OTk^M~l``|k1vDk57KxKgT)ym=o
zx926d7p-Q<ZSXD~1Lz)@+`Bdr?gd=@`0+!Rg;bji^VKEh<e!DdFHo$#((~;fhF2})
zo8U9*?vZ{c9hWP$$6;G<4-$Caf?_qcS}`0TCQq=9{jW(J!1LkU`IGPU`IbThUA}^V
z<X>#3>vqOrMdS8g2`*txNaVL2A>qxj7^Z8+o`34h!bB&yb%86ri<*Oo%Rb;64_CvU
zWon$+m6ZU;iTA!MZFPGx?oL~i2Zt(1e4d~~%~_g{&+8<vcjeXA7Y<XrSw>)Y*}qEu
z&yfzrC~42_XEQ_bPOq&`7nn35jFgA#${4Dt@9@^6NwDDr=qy;myw>AcR}yV1^D9}O
zkV%;nsk3@gGo``2?l70z;6We~3Swqo=$J~~zr#Z94{21**{XHu<x;ZCq<sC?-Z(TQ
z#ouPS&Sm)GC$XZ%Ve9$gWLVcco5N7k!M;Tjem$~XLF&&*7ilVUqU^{)Oi$>4P$A#t
zLal!$rX@z-X8=in$OBee2t_5_CiMc&*WN{qSDHg_V3w}(OEZ-lNH1SrZu2)~AFOj3
zF<?iZsK3C*CtHP<ehCIc(1q4IGT?n>NMt=rNNLOljUY&zL=g0Z;B-u}B{GsIE}^ET
zrldSDkxi~xu*DnGxBaOx%aU_e57O~yZfWT#tAeUr;Zc?Ronh*Z2j1{VP!Hf`=Nm>e
zh&ZK2-bI#JCV2qohif$KipRm{Z&_g^r+<fv)bECKyc|ezMM63x5K#Kt2aF<ik<|fv
zcA8=xIM0QC0mIhw1ST+^p|z_*b&(B4G|G*m*1L-ol7o33Ecek&Q4CyZY-4n1nJ7A7
z@gvZazpeOPMN>{h5J5l|?>t}gIgWX-spBvD9{7)cEdXx|JXkh}n%QZ`w;hHEGH>=<
z@Jak8u_1SVhk6{1(D>_r9N;#y_XQl^nEk7V-@Gf4lt7w_g$B~CjG0QRyQmwrT<DA-
zHBh3I1$7LUJQ6r2cnUQnmJQ^s_USM#?2x_FLxSX*ZTJFx_v$-X_8j`1NPQ;p?pSaW
zY>?h99U$)>!3YpN+0pb0-XBUazh<5Gq`M4S+sy9$DyeHJ*p?r-`$uy&wvtjH$4+Mr
zB}i09XkJ2i5RRa?F?u{ysBpxNi~YAFd*6~Se30JvB2W?L-eF9v7@#RE#?CO+-NaT>
zFEXfGwLm`7Dft>Lkn6XbVzVAosTIEW7VFrN1YBO7AJJa#B?4*Zrz6J&avw)Sr;6;U
zgl?6iCd+wwg`oYhwTm(FRJQHjPHbGeyk6GFZWF}ya2bW3f!^>6Xu~~dKXZg|$L+JF
zYU{cUCYJ23v}4ytQne;<5AwHyljR~14+=Ff^i2KhqDM?U(7CJ}Or7^h{GdmO)6Q=a
zFp_!x;DvHIXYkS9xXn67z&v7a8B0{11o&?6b@2%O{p`q30{S5hHKf||eV`xyo9V@7
z1BcU-#yP^*-V^nUeTqhe<`Se!Tb()}henOXc7OaoPUZPooR{*`PmZr(OicIqO>0%8
zeAl16M@$CK|J<omHb`*~1Xx>)Q5zc~06-OqE{g5>9Z^Bp;6`;VNiCo$q-G_uX2<Hp
zZ!&u2AoPs&p^(F@fOT7o_|bS@-&UMuTXC@pgq%F>^8sV&8V3(H_+<M_U#?`y1go_F
zRc+03!7`}XQ>I|dRJi{EyqS+o36ukRP53&8L69hoQ~<&&IwF?C0a|bFQNH{K1P{k2
zKS6$ey0h!~j+{g(Q~|~iC7(1QL~D+!X5TrdU=j~VIPJkpUY<oz$@6aY#OHw@?Wl9-
z`#1MkYLPB`vSay4)F1PF1AXW_fD}Q{y5z)2x#4(feU;By_*y>tC7dgG<3N{1<Svn?
zIC2~wrdITLlrX7zpGDeR#d#KJ3tii2KU-#AJECHfKOcG0FHaVYkzNU(#SyZDbdW!q
z{wX1)6D;JtWa3gagDrUUh>-5e;9a)0uP*K4WL%bRf7V5sv~*(ygoV!L^1GZqS}MJp
zF=pp0*}E!@1m&RST*u0dq6kST)1DK1r&}dlUtMIj$#Zk7owL5TDi8s(ZuJ>O2<1b;
z4#KuutFkma(AQ(k+SDKq##`tKO(8+q1AUL-uccov7;q%_75K)H4adDjyPHS7{7Rs$
z#^I5X61*bcF7=R1Lt$^?Wmq-U<v{^H&FXi#(fu`F)%IE3mmq61jsAa19W`huERWM`
z|1dr0FCW32!%Y>keE_YnPbyqw6@(%y;rV93`1zb$H=p14?^jqoxE$6&ndr5#eMPe)
zS}s>dcBvD#r4A3}YNZb(<Uc7P-dFIdvVcsovK979rsAZ0M&?-WQr&MTgrJ?si9xd9
z?k|V~!w?z`230SDn~&3IKW)9=_@RO-J>+R5a<(lrYBnqtc<y`a6HVBZ(Q)fZLCZb5
zwVfNCv6c)beE+5HVwmQv0JkEl)N%FQH^+kcx$10`Ph%1eCtNuYbnDF0@+ak9rgiEy
z-@WDynqk%C?Bc`jr{S-N-xX`;pB=0yI5s&^6YL{Nv9%caSaKD1802N+Y?yh_fPRsh
zX4QaP5GG3uz^dMqu@l4&+mt)kTX{VsV-ev7hZtFjaBycmE%g{XKCTm=t9nI-epn1l
z*Y&#7ti3I=3m4Dkiyk*aEKS$D-c4!S`^Kymh5R?Qkx3qfd@?>nDCv>;hwyAE<FDu!
z6?c%LQi`LnYsR5fEVWdqnTaqj7pm&Vs-{3{`=%2BI{O~@T4r*JbGoo(Fz-%veN;C^
zFOQekMKTHaMk-)Lz`H;(5N?$GLjO-1Jq5<OhQfg3In~Hu$s>l&fq}$(M1$nTZr8xv
z&v2HmV;k7LSeEXK4%M;=dQ|o;s2|CGFM2xh4SZ3(g+P>SPdbPAo9no7G0C738XV1n
zo&XZa&?XxA7fm=b_30=%rFs)Mtp0NG@A;UCb^53;xuFs$y7dnyLve%x(+iF@(#RQC
zWQh0<va0P}evsBVFbU#n?z9HTicIJk$I|lRE=8Z!-~5czAS55<UUaMOGCNIeAP_pD
z$)ZA`d+QAI@*7ddNF9)u`6tmibo99|fL&lfX${HnuDyDX3po?jhuHM^UW*JL7f55O
zAZKr+yx#7fZ&YPo!*l$5yukXV-<bXE8ed54Gb_=fWYj~$zD~*K7Gbb5G^9nJn)yq2
zaYM9=k}!f-n)sF!12*l7da&LPQX*DKRG!MTPOe0H%I_=~ub^NC$Hiij%^@+6<{x%?
zzBj!-RspRrsiJ>I)iwQRAx6g%UhbV_GRN-3r2zVm?ER_D664Z9h}*k2@YdBJKtF{G
zzpHLjSeq~0Q@&M~bw^6_Yz_r8+TP+Z-_Rk$RJC85owKP&`>gb9RwY}8!3d;wIMtEo
zXPrgrViH@x7ggt2LDtL_pm38u68(uL;yc+>szyz(ZbvL~sL4!@mjFwm34(DF?EHB@
z%%(_E%)BZuW8fn{D-W#|LypHY2x)br{@`k`3JZ7#ZAi~zW*0y`Nw|Q}LNni@oP_Sq
zeES$@S<{F0y(6IJuC2y>qdw+-$@>TreITr)j{V3iTu;(*zy$`-(;!r_B-VlCtzO|U
ztpgb<Qx-=xe7#|fPoW8BlMCV^LyMWbEUCP_kxd3*JyQ^(e4s-{kBJA3#wJ`j>1xN%
zS|ho_%V_NP{I9H^gay_n_^{hZ>jA0Vtv%!(W;|H9%4J_MXb=jvL+XWKem@)5A^QG$
zuy}x>Qy$?1H2ZCFh40L^x4+=Y9JoA{V+zfvC+ktdE^!5YY-a}_zq(#zYK!5<9<KOv
z;b6k>z6eR~;d#8|)^m|K4v;)ginS2vdFssK>KRqgP(QobFQ~>J-_H;gHERX!t}jv0
z0z~_V<J^5p{yr%sH@w4(fAKlUz+q6VPiGWbGr#~C1<>r^Rd;&uuIQQ0J>0<KZQTUb
zV^d*|_+eT{!P4&=FM(&zo@sO+A0JC-UDrxr?irOsn*AS1sDQsB&%&KZ3uyfYNAXeb
zTjyO+A)Ug6NeEC9<Dynj(duS@yoRKh<Cs)m6JhhfObYkKzWz@rSn*p=;;ywRB!NxN
ztOpnv$ZTu33fV!e-1+u9VlN8C6oOhspDXwhnqJLTf1;}-)1X~Hn?*uK@3xvQ7pieO
zuWPtcuo0qGe_U-h?=aOLTeo<<!<j!-ySEP_ue_SLp`I;P)Su}A1}WCk<+5~Z{(>Te
z#1Ve6Bq#rdP^f9oj&88E*7uRlWJA~o7_qTa`qH5)_8^lrwqG7`m?2;u`7`~#!sF{)
z|M<eYJymbo&j#~-Ogv^~Pk)ca_dtc6Y<>1eR_=8NcmEUIO-h(8Zo<)+b0VIL>R(w`
zPdRZ$oa0|g6JTk!C^8*`)KXE;hd)!x)Mc<lTCzmRAy0q((oS7$e5UBL|7qY(4*=g@
zFpS*kZ3fxs<0n>{bqjav`97U{Ac&Y!X41w*$&p*$B|L)`2pK(k0>(@{&U{lkCUsW-
z|D<*>c4Lh)Hi*)c5_P>;n?*F&f(;2EABy%iC!-o$Z|=BR$K)G$#BL+gSaMRu(US!h
z6|a<o<L`woclx|DIC&$70)AFI-O9ThCv27n?H8?JZVQhImSbh7iJZrPJ4|ShkpML)
z-NhqedZ9R183mfpOwU(QFFZ;*a>=`FAoL6SH5;UGBDUluXzGohV5rM}?sIh0s}Rkg
zgSXK7pg|OjRXZ(TLmfMH8mUtDQL5d0|2N5h)+^Hlv)(A4HVGs{rNRmuw#EQLFw%{c
z5({EqBjNdQXX~~cp)(rPF`qZ`4qx-*EsR$eI+l-~wq~op_iSu90f-+Cu5{4D<590b
zWr(+T)(CzC1B|+<25cksCVa7Us{<<%{9$55Nb}kH?5BByM4l{q=QDZ4OG6*Soz0l4
z8rVw5uZwu_fG`B}usHtDXTv2xjFyBt{<iZNV^6Jc;afWqzjc~aC_6%VE!amQjfWj{
z66m?9VK;sChimpp^fcc014p|R=t<%GJ9R1lkj*X?4;b$Bd`8fQxdqbCD%0wnx8>bg
zQiW9Gu4()lF5?uhfT8DLECa!8ieTNw(^kbgW;O9tV3^i*APS-bx``=v`lj^RB9U`1
z_oTT5`?MI-d=5}XRJYFB>&R{}JLkUt^&U=0dy7{0^V-^;vUoPP1sel)`roesZ0KtF
z?P<rC(|P30_|%g2N*IVvwT{aYMnX3I%C+?sPE1I)veUGHSYR7i=58k-nV9uAX2vH#
zFav;#8K@FK)PV#X$sQhrkBH`NWn-&I+-YC^+BNH}zG!za+}|KZ8cj!uQHd9qlDX<b
zJsYBywLQ6m$+tGCHhIsh;88Ko`xkY6#AqwXD39gkzph)AEALKe9x-sr;(U9|`kcXe
zm+LYA#HOXXb@qGe7#pk%+3s-l5A{%?M1Ut(4g(jBNYIla7w{S>Q{vmuBzC6vEWdtK
zu{uk06Ncf*(xTxY<q_RE>EK(SG$^Mrg_`G=%V*Z}rX&rZr!wjJ0n_30ixc$NWBZi}
zRfms5+E2JEXW_8qX_?oyCsj_8`^*r`x;S6jaj!q7jw<pq=D7f)fz`sm8)9#(Z$Qh;
z)k~!(`I(q-IB&l4Lhp=W!IAysRfV(?2nlsYju61gH7@j$LbMdnwY)oboclon4vxq1
zS&v?wCH^{0a6|xvxy{!QrMU;w6eZgp4>OKCmFA<DDk?Lvc@b<Y6Qvf*SQ%)YUM{#^
zv=jwFjE}2q>5#N5*aVIj5EFm^Gf>SlMp=R~qmOhE*e6kr7U6BT`u4poqrRD9{bVRB
z$0Vy?3asxyW0G&q6^uEKfHbUPLCj~t#_qA$9Q9`l{Y(mtnWMOeFPMM2vp#eRH;V$r
z|E3bbGgKMv{6c`-QV;D*L1_BHSU;a6n>wn8wnteOCFJ4z1lgN%A3QODZh>`)R^7tr
z&ck_O{GAF_$lPSF-D&*qp&%y0GX*cHGm1!%5fo>9sTDI7clF5`-rygA>v|M(vvf9n
z;;p|{nI@#V?Ap2A|J`Dg-|et^*xrW}0?<uaC`3|2;x>JxNVgo<xa~d39W}#iED8Id
zfE%CD5$T+k)8y5x36O9}qBKX0N#TnHMaR}z)zne3;=Egw?FdJ!VNz+BlmRP)tA%Ll
z%Il6{ff*5UMTON_mx3(7CnkV%XQ<d{sOcnVcsdSDNI&rN#W-<CAti4;3Bg-#LnFLt
zTtvg0cB>+2*S58x%S<MvqKWKb@U+gzIizP*mh-0|Yn0R(ARX&k=>A0UQ%68ES9wj^
z89@WfY1nPTv*aCo+Hect1|jcM<V8H>d2dbPPJ`vHzg6R|O#L{FayVyF?0m#^IEc|L
zm>D+i4T)bDQoYnS0_Naa2Y**#9v|4YmjClI3FX{%KNwp@otrB+Zw>-Wcm0rYrYdhB
z+U)~a916^&p<5WHgQy;{B=xNxR8@!%=uqx0=Z`dV$HF-z8n?*leIZ`M5`i5zuM(jT
zC(rikmj-d8{j5d)plyYZpB~1;l0Wjh${pwxQIjvKzrnxMI>?jiX8xdhfzY70+q;Eu
z$1RZe77<CGN&g~_RcHtv#2~6Vl*d1&&m45U2fka{m}aaDkT054t$Rq><iUorj&1v`
z-w!?Dw?&NIdl}33h$%rSN4b7saYdLE212ygyOxgpTJ4+caNb~6^v;a0@O_5B18K_=
z2QZK09ex^t|8!w|BuitEw%~qgUm$3I+giAMhVEw5jFDT7#;z(qWax|F)mJ?e%69<V
z@ROr*V2WM1n*>zR&{)tVs=u1rZ+H6zg;rWy1LRNEpRdZ9bA&qR)Pe}QaTeAZ{X%xZ
z-W;pOA|2kMb!$r(`CK_7%PirV*s^{$y(WQ2)53G@Ze|ji5M+@5aqJAZZa?u+6s$wJ
z%cO*XE~ddI4%RWP0@u!{PvC%SWCKo!cJCkZ<2QR=K=*<@zMCp=-#|xK1zDqQfmgLv
z<0M`prN6O8gG5y|r0hg#Rw^vh(M?Jq*Hj0J7?17T*ephpeM#!Qgkjl+=MeG-M3~J8
zikMH@Y=f@X;pD>+;V?8PDUpzcB_rGjQeAgI@+E}?^)>o?*?D`pIN&Y{bW`oK_mWx_
z?8rws(AZk48q=+Tr@qAWc7g{ZK?YN%;{q=i5U|(Dm&X-5JFD!g77??93NMKLGYB|3
z>H_fL+nhlEd{`KzdPf>;_l>Z>OvQ2z?%h`vwSCU7R+cr_<CKaFcPA52w?9mhkkFLV
zS5E@7#c*}DH%kltk*Nhh7d7vFqGgIzYjFo>B=tCld#jq0zg0KmN}>wfz3K94OoyH#
z1ZQZ_^!M$k)rQ96_wFjTzyE%X@fq#J95KI0OD*W4PKxTVNWPpXHEvCOz)Oaq3k%k+
zoQQG>9q;=6wfcByVqov+ibcAc>ePdt-Ln#BMrt2QLh(aL0i9F`bR`BRn!bIx{)MGK
zQGS7=A^Mamb9`=zZ%j*xFq%FpnnKPd;c_)A^o-lE7>>Qxvv!S{VcWINAd?PW>O+;i
zQsZd<5Z)=g`oM`y^3rRPE`Oe>%Pe(*qem#z@_1o}=f_U&i?e0dH;g~5&0SCr-D2U#
zE|_6U4YhySC&8R*09qxiOH-X7dN@9^OM1wu^OC&lG_34u^6c(@)xqxvzP0#&E{e)f
zr&xsn-L>41z2y!5wbqW6@S@M>We%}$T*}Ox;v4MYgOB#AweXT;Yqi;^@psfdo;}FO
zg4tm`J2RmkxP;r>UXQ-qV;%T<yVJloArjFPyt$%4{S}McP5-Z3ka4$LLU3l^yTb&y
zQOsjD3-x?eX@fmN_Jb*ROrN{U|14z1CasiZA<8SLZgMvu^k?sh-|MnQ8rS21TlFOj
z<84>dfv&c(w7a!PUXEIYb^F<3a9_mE<G^i;{vMBUU1lcF*sogzSV&QmX(S7aXwsPE
ze_;!^LOW1)9CLoL(+l5QS`Rk7Z#g4#IpT1e9sR)C$mROI9ptm8t)xAzFL#xii8fax
zs10R_->R0@B+Rn=2!7^RpZ__UhtMmFxURyU@1Fo+y`VpL$WqLMTl<DLVebykG2e`F
zKJxNWK6d2y%x1n^+tBV7yERp-Z-Z7a1nf*8MG4I9d>3lndcacyH%vEL3u$0SSW~ht
z&tbtCVJbPbAB6(S7b)8iGO7@4Oteq;>F=NpIu2c%>uRAdVx$1WEq0qHVmO1MiW(^}
z4T)gRk1YZgZcKe=&JYi$Y{>xk2i2~67cIzT&J$)$<aF<r|7ey$V92YiWlNGC+DwJR
zc)-({fSV#xvclIQYdYqA20EdGZo!A2PvqObKOG{;B|%l}9AYi@+cz$BW^!7bo9K(e
z@z!-}uP**cj#D{HR@R>2!rxj;W(uKfi?tU12VN`)Q-fraR^HYLGaojVb@F?EQ}UGM
zcJmu~L)S_C(&5Ov_ZKUZ#+U7tY`jZ+OaUEcsxGD#CG4-HABkk287$T$LoAOgP2ePw
zFNqc@RXn!nUHS>hU%?H~ET}Lp-gb0+VtsfbdGR6lme-q()rHJRWVe&NRkUj^6dYlj
zaJf$uM|;Y>p~5+G&rA1HoS5X9{>4XT0%G;wF(0+`gG9Wg=$#cvbq4e5Mep0r9Rn>z
z)|9r^sWi`%#&N@!hA*nM6QnR6S>Du4T{E-=$M!A?j*v+IFUTHyl05k8s2H!eT88un
zVOHuNp{@TsXSQO<hbgAIdcn6L-w3ie>4+`!K=liQcuC5(@gEk=AQ+3xJ*uNW=~l%o
z$Kae_)yA6-h=v3EVmC;W#xEi(fU3=$#GvmL7b=-?)9+6_Ds1DlxE?zjVG6Oa<c!XC
zKEL}!PizUx<P#1GhoKo=5}s6XI=5nT+{R6<<#)a>)fedRSBnl!nvkrfxQo8Cwz{A>
zyPx32&<;$<^Bb;JFUxX0-h34PQGw~;j@y5kl2mi{#V$2*bVk3HkQHSwfZ=4lJYOa{
zVl2OG1}bGbejUjFoH2S^Y5yMwC|=hKy55hqc3lJfwinO>3GDMk?FivIHnHv+s7G*&
z$FXLe3N!K#$p6lB=<X&~BC<(M{*L~XWu|b(mV}BWHQlczq8|7YTepgy#-JBI&$|%C
zxt08d;UDumR+eS4GIs%?x~^o<^EY?n3EsrXDw%kCV18npo}rM5<fCsUz2|->JJP_B
z4E*u?XaCKs9`CTi6eiz2npvM3GloAI^koY&7w%F9-OfKNYit^dh-Rd|8fowwF+N!2
zNH5$PeemPDw^T2;FNYxE+e&Zbp(x1f>cMJ7dJi<$J)xYfwj3a2x9O$gU1dtnabQ4W
zJVyi@HE(=St~)i!oP<ib$bje*HmQ6?UURLG?pJP;Q}-fkbTZkKdOcDT<lnub&Ds<_
z+nFbQf4^LMr*o2eljf3A9Bj@kLu3i9t?D!SJ6PzTX_h#aA;<<H2q4EHJo!Dpsrxz2
z{oJE}e=fSa84vWgPK*$w!(IDIqh#|QLwex6pZz3taWV*^%|JOt6SqUo1GppcNu6~Y
zl>8B+bImy<!Rk&Ot4pzL-DDUNru$#GmL2~htK&acW@(NpeRvh!;q|GZWF>UklZjpL
zI06Yl(t38+6I(7Kd<K)qiKtW^{H>q&eIc+3WUB@OjJZPwv}nJXqBnI$1M5c1h3t*L
zU|Gs85+0oQ5**#PZa6s~Yk}!0_Y`4$=)zn(l{1v$7~Y*&*jFMt_H0zNcN+w4dkvb5
zZRF>=PI8)gS!Wo!v|8x%51@nD-+wvFD~E7MReQd3j6&z2EC8;uyQ}>5jtYmC-`6Q#
zYU}{4PL&8yxV`%J?kh;|;tZiEf|p&`*5-kv+{A4TgWzwhr<Jc0qq<`Xb(0-gpU=~b
z=xtCyKmY7H5-<nR{b{5dKT#iJFy~i$Bg~jCDdinRUps_z#B$2<pDAbP^iqlxk-#a+
zdaDlBazpzwF(hvW?lt+1{d~_8J?-&i@GCihsLztl#C|~Z$PRi&Hr?%U&Z?D1z(v+$
z&F<?qkya|rr|3lzhF#1(-RM8k-9BwyXkbIZY%u1!B%A6UWcOS~6{QR+it4hae|Sg{
zy=mSRgEB<lR!C~tX+}Oxc5iY9-{!^efWHYo<9e8iL{n2KQ3@J5BOCH%5TadT-@<{(
zt6HR#heOGP%aneG{oc{^=}UzPlk+xl)vzv%&zsoNaR>n}IpbMCRV3yI8<Z(p2-jTw
z=$MjfU^lCcgBT@T@<W?&o0`}d8SrAHX52xYAUwe4kBnWm&@7CCI6ZSMqlsi+z2)C;
zzMi{f`S(y7u8Wy5ryT{<`rm&>jjRLzO#_ncg=K2mr&PK5hiLRVAuA3LVxlgzo0c;a
z$KAiZ+gk*s{ctq-x3Yfn6KLv<>w)Z-pT-OIpjbqxp}@MlJ96uLKh^$#XSRM|N^h}A
zvOe$p-I$r!@tYm#j={gRakNYJs>FJmGrr;HQ?Y|$PdZh+8o!DVm=O-!0E&;Fj@f#4
z*APUi){?hS$G%ZtVb1%m=m=6+*a?vH^AtDRVi56%-dmlMqxOzpm2th=qu)Lz&iXxi
z_0e9SXY@Xl=rAN!2f23Sv^JPJ>+Y@kz7)NH<FTH+({s}i%Xrb!h9&XamSto1zK>&?
zdISxX7^P^xNS;jHww{xi0>V{T4a<1u14|}y>k0o87fyCd)~r7j^{-B!cdcxN+(g>Z
z%7aF1wS(@bQc2<D=AHYMZ#aIrI2q4iKI(3G|L&{noSK12t;p!8vz1-FbnB+I<PMWK
z8N;x_2>R7-n)sFDEvAwl@yFmoH*~WZrQV$VFZaUiNnUq0=GY9l-{=RK4StIP?uVRw
z+fBbVeLkP((eF8_Zz1G9!!U-QaBTkdk?3X=b(4_fT4^{a4}PU;;eN_!to`Lj#RECo
zn`nh>#q3dhn)4moIKtXYhrsIuri;&QK@xZ6K>k&K?N8F#{1^!KiA#;y#z?H$iQM+T
zF);-xf+qfDHqa9R9rg3iS!<~zSlT4sg);8L_}|->`E{_>ijRmrwDmu*u?%$2rDeMz
z8rDv-{?ldhW-`pMpQR2nMLV;_S)>)D#iQtAd=d7d@GBhhS;{LHN~j1}@IExDAPs+Q
zy!0Y3rgrp(PpA3{P(HOh<UdWbrtix?Z0@zYZKcRBU-=5iNJmEU{Pfm`dOzH#Zh{GO
z0ogE>@8>K=54*n_D-wNX$hM5_rooCoh$Tu7H2V0RrEGxueXHc$=7&*gf*LAnmsUFy
zw~ZEri+}Ij&0S7DWV*3c+ssV(+7a^G_i1T<PE21Unr~mGqH|!HebtWaT40q)Ny_e@
z0y_)rW_%5(`~{m+inG<*I&CBw{g&xh58!`&JKi9;GG1e&6)gCG5pk2{lwvm@M3VN;
zOL-%^K!qzj7p2GrWSad8<Hnx!`HSwQ`fSSZB2TTywxK|=c9Ga8ngSygTE%ym><_Kh
z`7vWk=+xPL_SJGa&RTMm%BPp<-Z0F9F{|RrTVLRzYg=W^*Z)@dDO;4$sgA;4=tsYF
zCSf8a57OwzFf8+x6ucWJVUHgS2qk<Rc0r-&Bvkfs_G?ZV+TyvYq1+m~)LGNaPkm!Z
zvG|K4THv~W5h{JQr9kxNQO(O(e`3oQIm5+<G<sYAs;c-_f8xB3X1*yeOY{^R*8fH$
zG6C$)t2T71bvC=;xmNgN88q@#N%+%u%r}rftKHtv;L_d40pH30uLZ)0cGy$(E}Nob
zS1hE?#vTy8iPkgi-U#oXex+wDFb&ID-?^GSXT5fK9IzCVf2n|8d5d(8n<WGBv<Jml
z@gh|}7EavOE1}nqd-Vjtq9=F(ZLK~J&Wtr7qIfs;@M3W15+xWk)7&%bx$o)^`8?09
z_ueb*RDpUY{xs1_!-hevnuaD9CN=U@*Nl<V>yPIcG&v)Pj`eDbc^%KNa*%km7^Xhh
vBvqJ=W&Ir=PW;#NOwSLwHL-I^vxA5Ge@YS2imYn~-8`DAk5xV@*@XWOFRx_y