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(CC-BY-NC-SA)

This document was produced on Di Dez 15 2015 using mapview version 1.0.0


Installation

The easiest way to install mapview is to use library("devtools"). With devtools installed and loaded type the following:

For the stable release of mapview:

install_github("environmentalinformatics-marburg/mapview")

For the devolpment version:

install_github("environmentalinformatics-marburg/mapview", ref = "develop")

Introduction

Working with spatial data in R I find myself quite often in the need to quickly visually check whether a certain analysis has produced reasonable results. There are two ways I usually do this. Either I:

  1. (sp)plot the data in R and then toggle back and forth between the static plots (I use RStudio) or
  2. save the data to the disk and then open in QGIS or similar to interactively examine the results.

Both these approaches are semi-optimal. Where option 1. is fine for a quick glance at a coarse patterns, it lacks the possibility to have a closer look into the results via zooming and panning. While option 2. provides the interactivity, the detour via the hard disk is annoying (at best), especially when fine-tuning and checking regularly.

I attended this years useR2015! conference in Aalborg (which was marvelous!) and attended the session on interactive graphics in R where Joe Cheng from RStudio presented the leaflet package. leaflet is great as it gives you a great deal of control over the individual map components. This, however, also means that in order to get some useful visualization of spatial objects, we need to do a fair bit of coding for the map components to show what we want (e.g. we would need to provide popup-text manually for each object that we want to map). What an interactive functionality would need is some default behaviour for different objects from the spatial universe.

This got me thinking and sparked my enthusiasm to write some wrapper functions for leaflet to provide at least very basic interactive graphing capabilities that are directly accessible within RStudio (or the web browser, if you’re not using RStudio).


The result is a package called mapview. The main workhorse function is mapView() (mind the capital ‘V’) and is currently defined for:


General design

A call to mapView() will return an object of class mapview. This class has 2 slots

  • @object - a list of the objects that are displayed on the map. This means that this slot will contain the re-projected (and in the case of Raster objects possibly re-sampled) objects which enables tracing of the modifications that took place.
  • @map - the leaflet map. This is an S3 class object (see leaflet documentation for details on the specifics).

By default mapView() provides two base layers between which one can toggle (a standard OpenStreeMap layer and ESRI’s WorldImagery layer). Depending on the object and/or argument settings one or several layers are created (each with or without it’s own legend) that can also be toggled. Note that in order to render properly, all layers need to be re-projected to leaflet’s underlying web mercator projection

+proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +wktext +no_defs

which in the case of large Raster* objects or Spatial objects with lots of features can be time consuming.


In the following I would like to present a few use case scenarios that highlight the current capabilities of mapview (largely taken from the help files):

Raster data objects

NOTE: similar to spplot() for Raster* objects mapView() has a maxpixels = argument to avoid long rendering times for large rasters. This is currently set to a default value of 500000 (which produces acceptable rendering times on my machine) and a suitable warning is printed for larger Raster objects.

RasterLayer

library(mapview)
library(raster)

mapView(poppendorf[[10]])


RasterStack/Brick

If you pass a RasterStack/Brick to mapView() this will create one map layer + legend for each RasterLayer. This is likely to cause problems for larger Stacks as there is currently no way to tell mapView() to only show the legend of the highlighted layer. This means that some of the legends won’t show in the viewer.

mapView(poppendorf)

There is (to my knowledge) currently no way to provide this functionality in the leaflet package, though I have seen solutions for this in JavaScript which means that this will likely be available in the future.


SpatialPixelsDataFrame

Given that a SpatialPixelsDataFrame has an attribute table we can use argument zcol = "column_name" to plot specific columns of the table. The zcol argument can be used with the …DataFrame versions of all Spatial* objects that are currently supported (see below).

library(sp)

data(meuse.grid)
coordinates(meuse.grid) <- ~x+y
proj4string(meuse.grid) <- CRS("+init=epsg:28992")
gridded(meuse.grid) <- TRUE

mapView(meuse.grid, zcol = "soil")


Vector data objects

For spatial vector objects from the sp-package I would like to highlight the following arguments:

SpatialPoints(DataFrame)

data(meuse)
coordinates(meuse) <- ~x+y
proj4string(meuse) <- CRS("+init=epsg:28992")

# only one layer, all info in popups
mapView(meuse)

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soil1
lime1
landuseW
dist.m50

","

Longitude5.73
Latitude50.97
cadmium6.3
copper63
lead159
zinc765
elev5.7
dist0.0593662
om12.8
ffreq1
soil1
lime1
landuseW
dist.m80

","

Longitude5.76
Latitude50.99
cadmium2.1
copper32
lead116
zinc279
elev7.72
dist0.211843
om5.9
ffreq1
soil2
lime0
landuseW
dist.m290

","

Longitude5.74
Latitude50.97
cadmium1.8
copper25
lead81
zinc241
elev7.932
dist0.12481
om2.9
ffreq2
soil2
lime1
landuseAh
dist.m160

","

Longitude5.74
Latitude50.97
cadmium2.2
copper27
lead131
zinc317
elev7.82
dist0.12481
om4.5
ffreq2
soil1
lime0
landuseW
dist.m160

","

Longitude5.73
Latitude50.97
cadmium2.8
copper36
lead216
zinc545
elev8.575
dist0.0921516
om10.7
ffreq2
soil1
lime0
landuseW
dist.m140

","

Longitude5.73
Latitude50.97
cadmium2.4
copper41
lead145
zinc505
elev8.536
dist0.113941
om9.4
ffreq2
soil1
lime0
landuseW
dist.m150

","

Longitude5.73
Latitude50.96
cadmium2.6
copper33
lead163
zinc420
elev8.504
dist0.179216
om9
ffreq2
soil1
lime0
landuseAh
dist.m220

","

Longitude5.73
Latitude50.96
cadmium1.8
copper27
lead129
zinc332
elev8.659
dist0.233596
om7
ffreq2
soil1
lime0
landuseAm
dist.m280

","

Longitude5.73
Latitude50.96
cadmium2
copper38
lead148
zinc400
elev7.633
dist0.336861
om6.5
ffreq2
soil1
lime1
landuseAm
dist.m450

","

Longitude5.72
Latitude50.96
cadmium2.7
copper37
lead214
zinc553
elev8.538
dist0.070355
om9.4
ffreq2
soil1
lime1
landuseAm
dist.m70

","

Longitude5.72
Latitude50.96
cadmium2.7
copper34
lead226
zinc577
elev7.68
dist0.0593662
om10.2
ffreq2
soil1
lime0
landuseAm
dist.m70

","

Longitude5.74
Latitude50.96
cadmium0.9
copper19
lead54
zinc155
elev7.564
dist0.255341
om6.4
ffreq2
soil1
lime0
landuseW
dist.m340

","

Longitude5.73
Latitude50.96
cadmium0.9
copper22
lead70
zinc224
elev7.76
dist0.364067
om7.6
ffreq2
soil1
lime0
landuseW
dist.m470

","

Longitude5.73
Latitude50.96
cadmium0.4
copper26
lead73
zinc180
elev7.653
dist0.429295
om7
ffreq2
soil1
lime0
landuseAm
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.8
copper25
lead87
zinc226
elev7.951
dist0.380328
om5.6
ffreq2
soil1
lime0
landuseAm
dist.m460

","

Longitude5.73
Latitude50.97
cadmium0.4
copper22
lead76
zinc186
elev8.176
dist0.249874
om6.5
ffreq2
soil1
lime0
landuseAm
dist.m320

","

Longitude5.73
Latitude50.97
cadmium0.4
copper24
lead81
zinc198
elev8.468
dist0.266212
om6.6
ffreq2
soil1
lime0
landuseAh
dist.m320

","

Longitude5.73
Latitude50.96
cadmium0.4
copper18
lead68
zinc187
elev8.41
dist0.451037
om5.9
ffreq2
soil1
lime0
landuseW
dist.m540

","

Longitude5.74
Latitude50.96
cadmium0.8
copper23
lead66
zinc199
elev7.61
dist0.30971
om6.5
ffreq2
soil1
lime0
landuseW
dist.m420

","

Longitude5.74
Latitude50.96
cadmium0.4
copper22
lead49
zinc157
elev7.792
dist0.293359
om6.4
ffreq2
soil1
lime0
landuseSPO
dist.m380

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead63
zinc203
elev8.76
dist0.532351
om7.2
ffreq2
soil2
lime0
landuseW
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead48
zinc143
elev9.879
dist0.619513
om6.6
ffreq2
soil3
lime0
landuseAm
dist.m760

","

Longitude5.75
Latitude50.97
cadmium0.2
copper23
lead51
zinc136
elev9.097
dist0.684725
om4.3
ffreq2
soil2
lime0
landuseAh
dist.m750

","

Longitude5.75
Latitude50.97
cadmium0.2
copper18
lead50
zinc117
elev9.095
dist0.809742
om5.3
ffreq2
soil3
lime0
landuseFw
dist.m1000

","

Longitude5.75
Latitude50.97
cadmium0.4
copper20
lead39
zinc113
elev9.717
dist0.880389
om4.1
ffreq2
soil3
lime0
landuseAh
dist.m860

","

Longitude5.75
Latitude50.97
cadmium0.2
copper22
lead48
zinc130
elev9.924
dist0.749591
om6.1
ffreq2
soil3
lime0
landuseAh
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.2
copper27
lead64
zinc192
elev9.404
dist0.575752
om7.5
ffreq2
soil3
lime0
landuseFw
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper25
lead84
zinc240
elev10.52
dist0.581484
om8.8
ffreq2
soil3
lime0
landuseSTA
dist.m650

","

Longitude5.74
Latitude50.97
cadmium0.2
copper30
lead67
zinc221
elev8.84
dist0.49452
om5.7
ffreq2
soil3
lime0
landuseDEN
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead49
zinc140
elev8.472
dist0.32058
om6.1
ffreq2
soil3
lime0
landuseFw
dist.m410

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead48
zinc128
elev9.634
dist0.336851
om7.1
ffreq2
soil3
lime0
landuseAh
dist.m390

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead56
zinc166
elev9.206
dist0.249852
om4.1
ffreq2
soil2
lime0
landuseAh
dist.m310

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead65
zinc191
elev8.47
dist0.0756869
om6
ffreq2
soil1
lime0
landuseAh
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead84
zinc232
elev8.463
dist0.0756869
om6.6
ffreq2
soil1
lime0
landuseW
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead75
zinc203
elev9.691
dist0.162853
om6.8
ffreq2
soil1
lime1
landuseSTA
dist.m150

","

Longitude5.75
Latitude50.96
cadmium3.7
copper53
lead250
zinc722
elev8.704
dist0.0974916
om9.1
ffreq2
soil2
lime0
landuseBw
dist.m80

","

Longitude5.75
Latitude50.98
cadmium0.2
copper33
lead81
zinc210
elev9.42
dist0.440142
om5.9
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.74
Latitude50.97
cadmium0.2
copper22
lead72
zinc198
elev9.573
dist0.4619
om4.9
ffreq2
soil2
lime0
landuseAa
dist.m530

","

Longitude5.74
Latitude50.98
cadmium0.2
copper23
lead86
zinc139
elev9.555
dist0.222701
om7.1
ffreq2
soil1
lime0
landuseW
dist.m240

","

Longitude5.74
Latitude50.98
cadmium0.2
copper25
lead94
zinc253
elev8.779
dist0.103024
om8.1
ffreq2
soil1
lime1
landuseTv
dist.m70

","

Longitude5.74
Latitude50.98
cadmium1.2
copper30
lead244
zinc703
elev8.54
dist0.0921353
om8.3
ffreq2
soil1
lime0
landuseFw
dist.m70

","

Longitude5.75
Latitude50.98
cadmium2.4
copper47
lead297
zinc832
elev8.809
dist0.0484884
om10
ffreq2
soil1
lime0
landuseAh
dist.m60

","

Longitude5.74
Latitude50.98
cadmium0.2
copper31
lead96
zinc262
elev9.523
dist0.168331
om5.9
ffreq2
soil1
lime0
landuseAh
dist.m190

","

Longitude5.75
Latitude50.98
cadmium0.2
copper20
lead56
zinc142
elev9.811
dist0.38581
om5
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.75
Latitude50.98
cadmium0.2
copper16
lead49
zinc119
elev9.604
dist0.489064
om4.5
ffreq2
soil2
lime0
landuseAm
dist.m550

","

Longitude5.75
Latitude50.97
cadmium0.2
copper17
lead50
zinc152
elev9.732
dist0.57602
om5.4
ffreq2
soil2
lime0
landuseAm
dist.m650

","

Longitude5.76
Latitude50.99
cadmium0.4
copper26
lead148
zinc415
elev9.518
dist0.0812194
om2.3
ffreq2
soil1
lime0
landuseAm
dist.m100

","

Longitude5.75
Latitude50.99
cadmium1.6
copper34
lead162
zinc474
elev9.72
dist0.0373369
om7.5
ffreq2
soil1
lime0
landuseW
dist.m170

","

Longitude5.75
Latitude50.97
cadmium0.8
copper18
lead37
zinc126
elev9.036
dist0.771698
om4.6
ffreq2
soil3
lime1
landuseAh
dist.m860

","

Longitude5.75
Latitude50.98
cadmium1.2
copper23
lead80
zinc210
elev9.528
dist0.336829
om5.8
ffreq2
soil2
lime0
landuseW
dist.m410

","

Longitude5.76
Latitude50.98
cadmium0.2
copper20
lead80
zinc220
elev9.155
dist0.228123
om4.4
ffreq3
soil1
lime0
landuseAa
dist.m290

","

Longitude5.75
Latitude50.97
cadmium0.2
copper14
lead49
zinc133
elev10.08
dist0.597761
om4.4
ffreq3
soil2
lime0
landuseAm
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.8
copper46
lead42
zinc141
elev9.97
dist0.44558
om4.5
ffreq3
soil2
lime0
landuseAm
dist.m540

","

Longitude5.74
Latitude50.97
cadmium1
copper29
lead48
zinc158
elev10.136
dist0.396675
om5.2
ffreq3
soil2
lime0
landuseAm
dist.m480

","

Longitude5.74
Latitude50.97
cadmium0.8
copper19
lead41
zinc129
elev10.32
dist0.581478
om4.6
ffreq3
soil3
lime0
landuseW
dist.m720

","

Longitude5.73
Latitude50.96
cadmium1.2
copper31
lead73
zinc206
elev9.041
dist0.287966
om6.9
ffreq3
soil1
lime0
landuseW
dist.m380

","

Longitude5.73
Latitude50.96
cadmium2
copper27
lead146
zinc451
elev7.86
dist0.233596
om7
ffreq3
soil1
lime0
landuseW
dist.m310

","

Longitude5.73
Latitude50.96
cadmium1.5
copper29
lead95
zinc296
elev8.741
dist0.364067
om5.4
ffreq3
soil1
lime0
landuseAh
dist.m430

","

Longitude5.73
Latitude50.96
cadmium1.1
copper22
lead72
zinc189
elev7.822
dist0.331454
om6.2
ffreq3
soil1
lime0
landuseAh
dist.m370

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead51
zinc154
elev7.78
dist0.211846
om5
ffreq3
soil1
lime0
landuseFw
dist.m290

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead54
zinc169
elev8.121
dist0.103029
om5.1
ffreq3
soil1
lime0
landuseW
dist.m150

","

Longitude5.74
Latitude50.96
cadmium2.1
copper29
lead136
zinc403
elev8.231
dist0.070355
om8.1
ffreq3
soil1
lime0
landuseBw
dist.m70

","

Longitude5.73
Latitude50.96
cadmium2.5
copper38
lead170
zinc471
elev8.351
dist0.146576
om8
ffreq3
soil1
lime0
landuseBw
dist.m220

","

Longitude5.73
Latitude50.96
cadmium3.8
copper39
lead179
zinc612
elev7.3
dist0.0537723
om8.8
ffreq3
soil1
lime0
landuseW
dist.m80

","

Longitude5.73
Latitude50.96
cadmium3.2
copper35
lead200
zinc601
elev7.536
dist0.119286
om9.3
ffreq3
soil1
lime0
landuseW
dist.m120

","

Longitude5.73
Latitude50.96
cadmium3.1
copper42
lead258
zinc783
elev7.706
dist0.0921435
om8.4
ffreq3
soil1
lime0
landuseAh
dist.m120

","

Longitude5.73
Latitude50.96
cadmium1.5
copper24
lead93
zinc258
elev8.07
dist0.249863
om7.7
ffreq3
soil1
lime0
landuseAm
dist.m260

","

Longitude5.73
Latitude50.96
cadmium1.2
copper20
lead68
zinc214
elev8.226
dist0.37494
om5.7
ffreq3
soil1
lime0
landuseAh
dist.m440

","

Longitude5.73
Latitude50.96
cadmium0.8
copper20
lead49
zinc166
elev8.128
dist0.423837
om4.7
ffreq3
soil1
lime0
landuseAm
dist.m540

","

Longitude5.73
Latitude50.96
cadmium3.1
copper39
lead173
zinc496
elev8.577
dist0.423837
om9.1
ffreq3
soil1
lime0
landuseAh
dist.m520

","

Longitude5.73
Latitude50.96
cadmium2.1
copper31
lead119
zinc342
elev8.429
dist0.27709
om6.5
ffreq3
soil1
lime0
landuseAh
dist.m350

","

Longitude5.74
Latitude50.96
cadmium0.8
copper21
lead51
zinc162
elev9.406
dist0.358606
om5.7
ffreq3
soil1
lime0
landuseW
dist.m460

","

Longitude5.75
Latitude50.96
cadmium2.7
copper27
lead124
zinc375
elev8.261
dist0.0122243
om5.5
ffreq3
soil3
lime0
landuseW
dist.m40

"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],"meuse",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[50.9566138504223,50.99156215511],"lng":[5.72319018528861,5.76303964144362]}},"evals":[]}

Another argument you can use with SpatialPointsDataFrame is cex which takes either an integer value (default is 10) or the character name of one of the columns in the attribute table. If the latter is provided, circles are scaled relative to the respective values in the column provided.

mapView(meuse, cex = "lead")

","

Longitude5.76
Latitude50.99
cadmium8.6
copper81
lead277
zinc1141
elev6.983
dist0.0122243
om14
ffreq1
soil1
lime1
landuseAh
dist.m30

","

Longitude5.76
Latitude50.99
cadmium6.5
copper68
lead199
zinc640
elev7.8
dist0.103029
om13
ffreq1
soil1
lime1
landuseAh
dist.m150

","

Longitude5.76
Latitude50.99
cadmium2.6
copper81
lead116
zinc257
elev7.655
dist0.190094
om8
ffreq1
soil2
lime0
landuseGa
dist.m270

","

Longitude5.76
Latitude50.99
cadmium2.8
copper48
lead117
zinc269
elev7.48
dist0.27709
om8.7
ffreq1
soil2
lime0
landuseAh
dist.m380

","

Longitude5.76
Latitude50.99
cadmium3
copper61
lead137
zinc281
elev7.791
dist0.364067
om7.8
ffreq1
soil2
lime0
landuseGa
dist.m470

","

Longitude5.76
Latitude50.99
cadmium3.2
copper31
lead132
zinc346
elev8.217
dist0.190094
om9.2
ffreq1
soil2
lime0
landuseAh
dist.m240

","

Longitude5.76
Latitude50.99
cadmium2.8
copper29
lead150
zinc406
elev8.49
dist0.0921516
om9.5
ffreq1
soil1
lime0
landuseAb
dist.m120

","

Longitude5.76
Latitude50.99
cadmium2.4
copper37
lead133
zinc347
elev8.668
dist0.184614
om10.6
ffreq1
soil1
lime0
landuseAb
dist.m240

","

Longitude5.76
Latitude50.99
cadmium1.6
copper24
lead80
zinc183
elev9.049
dist0.309702
om6.3
ffreq1
soil2
lime0
landuseW
dist.m420

","

Longitude5.76
Latitude50.99
cadmium1.4
copper25
lead86
zinc189
elev9.015
dist0.315116
om6.4
ffreq1
soil2
lime0
landuseFh
dist.m400

","

Longitude5.76
Latitude50.99
cadmium1.8
copper25
lead97
zinc251
elev9.073
dist0.228123
om9
ffreq1
soil1
lime0
landuseAg
dist.m300

","

Longitude5.76
Latitude50.99
cadmium11.2
copper93
lead285
zinc1096
elev7.32
dist0
om15.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.76
Latitude50.99
cadmium2.5
copper31
lead183
zinc504
elev8.815
dist0.113932
om8.4
ffreq1
soil1
lime0
landuseAh
dist.m130

","

Longitude5.76
Latitude50.99
cadmium2
copper27
lead130
zinc326
elev8.937
dist0.168336
om9.1
ffreq1
soil1
lime0
landuseAh
dist.m220

","

Longitude5.76
Latitude50.99
cadmium9.5
copper86
lead240
zinc1032
elev7.702
dist0
om16.2
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.99
cadmium7
copper74
lead133
zinc606
elev7.16
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.99
cadmium7.1
copper69
lead148
zinc711
elev7.1
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium8.7
copper69
lead207
zinc735
elev7.02
dist0
om13.7
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium12.9
copper95
lead284
zinc1052
elev6.86
dist0
om14.8
ffreq1
soil1
lime1
landuseNA
dist.m10

","

Longitude5.75
Latitude50.98
cadmium5.5
copper53
lead194
zinc673
elev8.908
dist0.0703468
om10.2
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude5.75
Latitude50.98
cadmium2.8
copper35
lead123
zinc402
elev8.99
dist0.0975136
om7.2
ffreq1
soil1
lime1
landuseAm
dist.m140

","

Longitude5.75
Latitude50.98
cadmium2.9
copper35
lead110
zinc343
elev8.83
dist0.113932
om7.2
ffreq1
soil1
lime1
landuseAg
dist.m160

","

Longitude5.76
Latitude50.99
cadmium1.7
copper24
lead85
zinc218
elev9.02
dist0.342321
om7
ffreq1
soil2
lime0
landuseAh
dist.m440

","

Longitude5.76
Latitude50.98
cadmium1.4
copper26
lead75
zinc200
elev8.976
dist0.385804
om6.9
ffreq1
soil2
lime0
landuseW
dist.m490

","

Longitude5.76
Latitude50.98
cadmium1.5
copper22
lead76
zinc194
elev8.973
dist0.429289
om6.3
ffreq1
soil2
lime0
landuseW
dist.m530

","

Longitude5.76
Latitude50.98
cadmium1.3
copper27
lead73
zinc207
elev8.507
dist0.315116
om5.6
ffreq1
soil2
lime0
landuseAb
dist.m400

","

Longitude5.76
Latitude50.98
cadmium1.3
copper24
lead67
zinc180
elev8.743
dist0.320574
om4.4
ffreq1
soil2
lime0
landuseAg
dist.m400

","

Longitude5.76
Latitude50.98
cadmium1.8
copper22
lead87
zinc240
elev8.973
dist0.249863
om5.3
ffreq1
soil2
lime0
landuseAh
dist.m330

","

Longitude5.76
Latitude50.99
cadmium1.5
copper21
lead65
zinc180
elev9.043
dist0.489064
om4.8
ffreq1
soil2
lime0
landuseAg
dist.m630

","

Longitude5.76
Latitude50.98
cadmium1.3
copper29
lead78
zinc208
elev8.688
dist0.472778
om2.6
ffreq1
soil2
lime0
landuseB
dist.m570

","

Longitude5.76
Latitude50.98
cadmium1.3
copper21
lead64
zinc198
elev8.727
dist0.287957
om1
ffreq1
soil2
lime0
landuseAg
dist.m390

","

Longitude5.75
Latitude50.98
cadmium2.1
copper27
lead77
zinc250
elev8.328
dist0.271622
om2.4
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude5.76
Latitude50.98
cadmium1.2
copper26
lead80
zinc192
elev7.971
dist0.385807
om1.9
ffreq1
soil2
lime0
landuseB
dist.m500

","

Longitude5.76
Latitude50.98
cadmium1.6
copper27
lead82
zinc213
elev7.809
dist0.418417
om3.1
ffreq1
soil2
lime0
landuseB
dist.m550

","

Longitude5.75
Latitude50.98
cadmium3
copper32
lead97
zinc321
elev6.986
dist0.244474
om1.6
ffreq1
soil2
lime0
landuseAb
dist.m340

","

Longitude5.75
Latitude50.98
cadmium5.8
copper50
lead166
zinc569
elev7.756
dist0.135709
om3.5
ffreq1
soil2
lime0
landuseAb
dist.m210

","

Longitude5.75
Latitude50.98
cadmium7.9
copper67
lead217
zinc833
elev7.784
dist0.0484965
om8.1
ffreq1
soil1
lime1
landuseAm
dist.m60

","

Longitude5.75
Latitude50.98
cadmium8.1
copper77
lead219
zinc906
elev7
dist0
om7.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium14.1
copper108
lead405
zinc1454
elev6.92
dist0.00135803
om9.5
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.75
Latitude50.98
cadmium2.4
copper32
lead102
zinc298
elev7.516
dist0.135709
om1.4
ffreq1
soil2
lime0
landuseAm
dist.m170

","

Longitude5.75
Latitude50.98
cadmium1.2
copper21
lead48
zinc167
elev8.18
dist0.26622
omNA
ffreq1
soil2
lime0
landuseGa
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper22
lead65
zinc176
elev8.694
dist0.211843
omNA
ffreq1
soil2
lime0
landuseW
dist.m260

","

Longitude5.75
Latitude50.98
cadmium1.3
copper21
lead62
zinc258
elev9.28
dist0.320572
om2
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude5.75
Latitude50.98
cadmium4.2
copper51
lead281
zinc746
elev7.94
dist0.081222
om5.1
ffreq1
soil2
lime0
landuseAh
dist.m100

","

Longitude5.75
Latitude50.98
cadmium4.3
copper50
lead294
zinc746
elev6.36
dist0.190086
om5.3
ffreq1
soil2
lime0
landuseAm
dist.m200

","

Longitude5.75
Latitude50.98
cadmium3.1
copper38
lead211
zinc464
elev7.78
dist0.287941
om4.5
ffreq1
soil2
lime0
landuseAh
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper26
lead135
zinc365
elev8.18
dist0.423826
om4.9
ffreq1
soil2
lime0
landuseAh
dist.m480

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead112
zinc282
elev9.42
dist0.554289
om4.5
ffreq1
soil2
lime0
landuseBw
dist.m660

","

Longitude5.75
Latitude50.97
cadmium2.1
copper32
lead162
zinc375
elev8.867
dist0.603225
om5.5
ffreq1
soil2
lime0
landuseBw
dist.m690

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead94
zinc222
elev8.292
dist0.614071
om3.4
ffreq1
soil2
lime0
landuseAb
dist.m710

","

Longitude5.75
Latitude50.98
cadmium8.2
copper47
lead191
zinc812
elev8.06
dist0.00135803
om11.1
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.74
Latitude50.98
cadmium17
copper128
lead405
zinc1548
elev7.98
dist0
om12.3
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium12
copper117
lead654
zinc1839
elev7.9
dist0.0054321
om16.5
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium9.4
copper104
lead482
zinc1528
elev7.74
dist0.0054321
om13.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.2
copper76
lead276
zinc933
elev7.552
dist0.0054321
om8.1
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium2.6
copper36
lead180
zinc432
elev7.76
dist0.146578
om3.1
ffreq1
soil1
lime0
landuseFw
dist.m200

","

Longitude5.74
Latitude50.98
cadmium3.5
copper34
lead207
zinc550
elev6.74
dist0.135684
om5.8
ffreq1
soil1
lime0
landuseFw
dist.m140

","

Longitude5.74
Latitude50.98
cadmium10.9
copper90
lead541
zinc1571
elev6.68
dist0.0703333
om10.2
ffreq1
soil1
lime1
landuseFw
dist.m70

","

Longitude5.74
Latitude50.98
cadmium7.3
copper80
lead310
zinc1190
elev7.4
dist0.0484831
om12
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium9.4
copper78
lead210
zinc907
elev7.44
dist0.0054321
om14.1
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.3
copper77
lead158
zinc761
elev7.36
dist0.0054321
om14.5
ffreq1
soil1
lime1
landuseFw
dist.m10

","

Longitude5.74
Latitude50.97
cadmium7
copper65
lead141
zinc659
elev7.2
dist0.0316663
om14.8
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.8
copper66
lead144
zinc643
elev7.22
dist0.0122243
om13.3
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.73
Latitude50.97
cadmium7.4
copper72
lead181
zinc801
elev7.36
dist0.0122243
om15.2
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.6
copper75
lead173
zinc784
elev5.18
dist0.0373395
om11.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.97
cadmium7.8
copper75
lead399
zinc1060
elev5.8
dist0.211846
om9
ffreq1
soil1
lime0
landuseAh
dist.m270

","

Longitude5.74
Latitude50.97
cadmium0.7
copper22
lead45
zinc119
elev7.64
dist0.451037
om3.6
ffreq1
soil1
lime1
landuseFw
dist.m560

","

Longitude5.74
Latitude50.97
cadmium3.4
copper55
lead325
zinc778
elev6.32
dist0.575877
om6.9
ffreq1
soil1
lime0
landuseBw
dist.m750

","

Longitude5.73
Latitude50.97
cadmium3.9
copper47
lead268
zinc703
elev5.76
dist0.0756869
om7
ffreq1
soil1
lime1
landuseAb
dist.m80

","

Longitude5.73
Latitude50.97
cadmium3.5
copper46
lead252
zinc676
elev6.48
dist0.12481
om6.2
ffreq1
soil1
lime1
landuseAb
dist.m130

","

Longitude5.73
Latitude50.97
cadmium4.7
copper55
lead315
zinc793
elev6.48
dist0.103024
om6.5
ffreq1
soil1
lime0
landuseW
dist.m110

","

Longitude5.73
Latitude50.97
cadmium3.9
copper49
lead260
zinc685
elev6.32
dist0.157469
om5.7
ffreq1
soil1
lime0
landuseW
dist.m200

","

Longitude5.73
Latitude50.97
cadmium3.1
copper39
lead237
zinc593
elev6.32
dist0.200976
om7
ffreq1
soil1
lime1
landuseAh
dist.m260

","

Longitude5.73
Latitude50.96
cadmium2.9
copper45
lead228
zinc549
elev6.16
dist0.200976
om7.3
ffreq1
soil1
lime0
landuseW
dist.m270

","

Longitude5.73
Latitude50.96
cadmium3.9
copper48
lead241
zinc680
elev6.56
dist0.26622
om8.2
ffreq1
soil1
lime0
landuseW
dist.m320

","

Longitude5.73
Latitude50.96
cadmium2.7
copper36
lead201
zinc539
elev6.9
dist0.298835
om4.3
ffreq1
soil1
lime0
landuseAh
dist.m360

","

Longitude5.73
Latitude50.97
cadmium2.5
copper36
lead204
zinc560
elev7.54
dist0.0812247
om4.4
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude5.73
Latitude50.97
cadmium5.6
copper68
lead429
zinc1136
elev6.42
dist0.070355
om8.2
ffreq1
soil1
lime1
landuseW
dist.m100

","

Longitude5.73
Latitude50.97
cadmium9.4
copper88
lead462
zinc1383
elev6.28
dist0.0122243
om8.5
ffreq1
soil1
lime1
landuseW
dist.m70

","

Longitude5.73
Latitude50.97
cadmium10.8
copper85
lead333
zinc1161
elev6.34
dist0
om9.6
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.75
Latitude50.96
cadmium18.1
copper76
lead464
zinc1672
elev7.307
dist0.0537723
om17
ffreq1
soil1
lime1
landuseW
dist.m50

","

Longitude5.73
Latitude50.97
cadmium6.3
copper63
lead159
zinc765
elev5.7
dist0.0593662
om12.8
ffreq1
soil1
lime1
landuseW
dist.m80

","

Longitude5.76
Latitude50.99
cadmium2.1
copper32
lead116
zinc279
elev7.72
dist0.211843
om5.9
ffreq1
soil2
lime0
landuseW
dist.m290

","

Longitude5.74
Latitude50.97
cadmium1.8
copper25
lead81
zinc241
elev7.932
dist0.12481
om2.9
ffreq2
soil2
lime1
landuseAh
dist.m160

","

Longitude5.74
Latitude50.97
cadmium2.2
copper27
lead131
zinc317
elev7.82
dist0.12481
om4.5
ffreq2
soil1
lime0
landuseW
dist.m160

","

Longitude5.73
Latitude50.97
cadmium2.8
copper36
lead216
zinc545
elev8.575
dist0.0921516
om10.7
ffreq2
soil1
lime0
landuseW
dist.m140

","

Longitude5.73
Latitude50.97
cadmium2.4
copper41
lead145
zinc505
elev8.536
dist0.113941
om9.4
ffreq2
soil1
lime0
landuseW
dist.m150

","

Longitude5.73
Latitude50.96
cadmium2.6
copper33
lead163
zinc420
elev8.504
dist0.179216
om9
ffreq2
soil1
lime0
landuseAh
dist.m220

","

Longitude5.73
Latitude50.96
cadmium1.8
copper27
lead129
zinc332
elev8.659
dist0.233596
om7
ffreq2
soil1
lime0
landuseAm
dist.m280

","

Longitude5.73
Latitude50.96
cadmium2
copper38
lead148
zinc400
elev7.633
dist0.336861
om6.5
ffreq2
soil1
lime1
landuseAm
dist.m450

","

Longitude5.72
Latitude50.96
cadmium2.7
copper37
lead214
zinc553
elev8.538
dist0.070355
om9.4
ffreq2
soil1
lime1
landuseAm
dist.m70

","

Longitude5.72
Latitude50.96
cadmium2.7
copper34
lead226
zinc577
elev7.68
dist0.0593662
om10.2
ffreq2
soil1
lime0
landuseAm
dist.m70

","

Longitude5.74
Latitude50.96
cadmium0.9
copper19
lead54
zinc155
elev7.564
dist0.255341
om6.4
ffreq2
soil1
lime0
landuseW
dist.m340

","

Longitude5.73
Latitude50.96
cadmium0.9
copper22
lead70
zinc224
elev7.76
dist0.364067
om7.6
ffreq2
soil1
lime0
landuseW
dist.m470

","

Longitude5.73
Latitude50.96
cadmium0.4
copper26
lead73
zinc180
elev7.653
dist0.429295
om7
ffreq2
soil1
lime0
landuseAm
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.8
copper25
lead87
zinc226
elev7.951
dist0.380328
om5.6
ffreq2
soil1
lime0
landuseAm
dist.m460

","

Longitude5.73
Latitude50.97
cadmium0.4
copper22
lead76
zinc186
elev8.176
dist0.249874
om6.5
ffreq2
soil1
lime0
landuseAm
dist.m320

","

Longitude5.73
Latitude50.97
cadmium0.4
copper24
lead81
zinc198
elev8.468
dist0.266212
om6.6
ffreq2
soil1
lime0
landuseAh
dist.m320

","

Longitude5.73
Latitude50.96
cadmium0.4
copper18
lead68
zinc187
elev8.41
dist0.451037
om5.9
ffreq2
soil1
lime0
landuseW
dist.m540

","

Longitude5.74
Latitude50.96
cadmium0.8
copper23
lead66
zinc199
elev7.61
dist0.30971
om6.5
ffreq2
soil1
lime0
landuseW
dist.m420

","

Longitude5.74
Latitude50.96
cadmium0.4
copper22
lead49
zinc157
elev7.792
dist0.293359
om6.4
ffreq2
soil1
lime0
landuseSPO
dist.m380

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead63
zinc203
elev8.76
dist0.532351
om7.2
ffreq2
soil2
lime0
landuseW
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead48
zinc143
elev9.879
dist0.619513
om6.6
ffreq2
soil3
lime0
landuseAm
dist.m760

","

Longitude5.75
Latitude50.97
cadmium0.2
copper23
lead51
zinc136
elev9.097
dist0.684725
om4.3
ffreq2
soil2
lime0
landuseAh
dist.m750

","

Longitude5.75
Latitude50.97
cadmium0.2
copper18
lead50
zinc117
elev9.095
dist0.809742
om5.3
ffreq2
soil3
lime0
landuseFw
dist.m1000

","

Longitude5.75
Latitude50.97
cadmium0.4
copper20
lead39
zinc113
elev9.717
dist0.880389
om4.1
ffreq2
soil3
lime0
landuseAh
dist.m860

","

Longitude5.75
Latitude50.97
cadmium0.2
copper22
lead48
zinc130
elev9.924
dist0.749591
om6.1
ffreq2
soil3
lime0
landuseAh
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.2
copper27
lead64
zinc192
elev9.404
dist0.575752
om7.5
ffreq2
soil3
lime0
landuseFw
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper25
lead84
zinc240
elev10.52
dist0.581484
om8.8
ffreq2
soil3
lime0
landuseSTA
dist.m650

","

Longitude5.74
Latitude50.97
cadmium0.2
copper30
lead67
zinc221
elev8.84
dist0.49452
om5.7
ffreq2
soil3
lime0
landuseDEN
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead49
zinc140
elev8.472
dist0.32058
om6.1
ffreq2
soil3
lime0
landuseFw
dist.m410

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead48
zinc128
elev9.634
dist0.336851
om7.1
ffreq2
soil3
lime0
landuseAh
dist.m390

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead56
zinc166
elev9.206
dist0.249852
om4.1
ffreq2
soil2
lime0
landuseAh
dist.m310

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead65
zinc191
elev8.47
dist0.0756869
om6
ffreq2
soil1
lime0
landuseAh
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead84
zinc232
elev8.463
dist0.0756869
om6.6
ffreq2
soil1
lime0
landuseW
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead75
zinc203
elev9.691
dist0.162853
om6.8
ffreq2
soil1
lime1
landuseSTA
dist.m150

","

Longitude5.75
Latitude50.96
cadmium3.7
copper53
lead250
zinc722
elev8.704
dist0.0974916
om9.1
ffreq2
soil2
lime0
landuseBw
dist.m80

","

Longitude5.75
Latitude50.98
cadmium0.2
copper33
lead81
zinc210
elev9.42
dist0.440142
om5.9
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.74
Latitude50.97
cadmium0.2
copper22
lead72
zinc198
elev9.573
dist0.4619
om4.9
ffreq2
soil2
lime0
landuseAa
dist.m530

","

Longitude5.74
Latitude50.98
cadmium0.2
copper23
lead86
zinc139
elev9.555
dist0.222701
om7.1
ffreq2
soil1
lime0
landuseW
dist.m240

","

Longitude5.74
Latitude50.98
cadmium0.2
copper25
lead94
zinc253
elev8.779
dist0.103024
om8.1
ffreq2
soil1
lime1
landuseTv
dist.m70

","

Longitude5.74
Latitude50.98
cadmium1.2
copper30
lead244
zinc703
elev8.54
dist0.0921353
om8.3
ffreq2
soil1
lime0
landuseFw
dist.m70

","

Longitude5.75
Latitude50.98
cadmium2.4
copper47
lead297
zinc832
elev8.809
dist0.0484884
om10
ffreq2
soil1
lime0
landuseAh
dist.m60

","

Longitude5.74
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cadmium0.2
copper31
lead96
zinc262
elev9.523
dist0.168331
om5.9
ffreq2
soil1
lime0
landuseAh
dist.m190

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Longitude5.75
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cadmium0.2
copper20
lead56
zinc142
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om5
ffreq2
soil2
lime0
landuseAh
dist.m450

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Longitude5.75
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cadmium0.2
copper16
lead49
zinc119
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dist0.489064
om4.5
ffreq2
soil2
lime0
landuseAm
dist.m550

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Longitude5.75
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cadmium0.2
copper17
lead50
zinc152
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dist0.57602
om5.4
ffreq2
soil2
lime0
landuseAm
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Longitude5.76
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cadmium0.4
copper26
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dist0.0812194
om2.3
ffreq2
soil1
lime0
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cadmium1.6
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ffreq2
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Longitude5.75
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cadmium0.8
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lead37
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dist0.771698
om4.6
ffreq2
soil3
lime1
landuseAh
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","

Longitude5.75
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cadmium1.2
copper23
lead80
zinc210
elev9.528
dist0.336829
om5.8
ffreq2
soil2
lime0
landuseW
dist.m410

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Longitude5.76
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cadmium0.2
copper20
lead80
zinc220
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dist0.228123
om4.4
ffreq3
soil1
lime0
landuseAa
dist.m290

","

Longitude5.75
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cadmium0.2
copper14
lead49
zinc133
elev10.08
dist0.597761
om4.4
ffreq3
soil2
lime0
landuseAm
dist.m680

","

Longitude5.74
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cadmium0.8
copper46
lead42
zinc141
elev9.97
dist0.44558
om4.5
ffreq3
soil2
lime0
landuseAm
dist.m540

","

Longitude5.74
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cadmium1
copper29
lead48
zinc158
elev10.136
dist0.396675
om5.2
ffreq3
soil2
lime0
landuseAm
dist.m480

","

Longitude5.74
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cadmium0.8
copper19
lead41
zinc129
elev10.32
dist0.581478
om4.6
ffreq3
soil3
lime0
landuseW
dist.m720

","

Longitude5.73
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cadmium1.2
copper31
lead73
zinc206
elev9.041
dist0.287966
om6.9
ffreq3
soil1
lime0
landuseW
dist.m380

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Longitude5.73
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lead146
zinc451
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dist0.233596
om7
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soil1
lime0
landuseW
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Longitude5.73
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cadmium1.5
copper29
lead95
zinc296
elev8.741
dist0.364067
om5.4
ffreq3
soil1
lime0
landuseAh
dist.m430

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Longitude5.73
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cadmium1.1
copper22
lead72
zinc189
elev7.822
dist0.331454
om6.2
ffreq3
soil1
lime0
landuseAh
dist.m370

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Longitude5.74
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cadmium0.8
copper20
lead51
zinc154
elev7.78
dist0.211846
om5
ffreq3
soil1
lime0
landuseFw
dist.m290

","

Longitude5.74
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cadmium0.8
copper20
lead54
zinc169
elev8.121
dist0.103029
om5.1
ffreq3
soil1
lime0
landuseW
dist.m150

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Longitude5.74
Latitude50.96
cadmium2.1
copper29
lead136
zinc403
elev8.231
dist0.070355
om8.1
ffreq3
soil1
lime0
landuseBw
dist.m70

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Longitude5.73
Latitude50.96
cadmium2.5
copper38
lead170
zinc471
elev8.351
dist0.146576
om8
ffreq3
soil1
lime0
landuseBw
dist.m220

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Longitude5.73
Latitude50.96
cadmium3.8
copper39
lead179
zinc612
elev7.3
dist0.0537723
om8.8
ffreq3
soil1
lime0
landuseW
dist.m80

","

Longitude5.73
Latitude50.96
cadmium3.2
copper35
lead200
zinc601
elev7.536
dist0.119286
om9.3
ffreq3
soil1
lime0
landuseW
dist.m120

","

Longitude5.73
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cadmium3.1
copper42
lead258
zinc783
elev7.706
dist0.0921435
om8.4
ffreq3
soil1
lime0
landuseAh
dist.m120

","

Longitude5.73
Latitude50.96
cadmium1.5
copper24
lead93
zinc258
elev8.07
dist0.249863
om7.7
ffreq3
soil1
lime0
landuseAm
dist.m260

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Longitude5.73
Latitude50.96
cadmium1.2
copper20
lead68
zinc214
elev8.226
dist0.37494
om5.7
ffreq3
soil1
lime0
landuseAh
dist.m440

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Longitude5.73
Latitude50.96
cadmium0.8
copper20
lead49
zinc166
elev8.128
dist0.423837
om4.7
ffreq3
soil1
lime0
landuseAm
dist.m540

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Longitude5.73
Latitude50.96
cadmium3.1
copper39
lead173
zinc496
elev8.577
dist0.423837
om9.1
ffreq3
soil1
lime0
landuseAh
dist.m520

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Longitude5.73
Latitude50.96
cadmium2.1
copper31
lead119
zinc342
elev8.429
dist0.27709
om6.5
ffreq3
soil1
lime0
landuseAh
dist.m350

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Longitude5.74
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cadmium0.8
copper21
lead51
zinc162
elev9.406
dist0.358606
om5.7
ffreq3
soil1
lime0
landuseW
dist.m460

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Longitude5.75
Latitude50.96
cadmium2.7
copper27
lead124
zinc375
elev8.261
dist0.0122243
om5.5
ffreq3
soil3
lime0
landuseW
dist.m40

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Apart from the cex argument, the same functionality is implemented for

SpatialPolygons(DataFrame)

data("gadmCHE")
mapView(gadmCHE)

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Longitude8.31
Latitude47.46
OBJECTID 2
ID_0223
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NAME_2Baden
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VARNAME_2NA

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Longitude8.32
Latitude47.35
OBJECTID 3
ID_0223
ISOCHE
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ID_11
NAME_1Aargau
ID_23
NAME_2Bremgarten
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

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Longitude8.16
Latitude47.48
OBJECTID 4
ID_0223
ISOCHE
NAME_0Switzerland
ID_11
NAME_1Aargau
ID_24
NAME_2Brugg
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

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Longitude8.14
Latitude47.29
OBJECTID 5
ID_0223
ISOCHE
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ID_11
NAME_1Aargau
ID_25
NAME_2Kulm
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude8.05
Latitude47.52
OBJECTID 6
ID_0223
ISOCHE
NAME_0Switzerland
ID_11
NAME_1Aargau
ID_26
NAME_2Laufenburg
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude8.18
Latitude47.37
OBJECTID 7
ID_0223
ISOCHE
NAME_0Switzerland
ID_11
NAME_1Aargau
ID_27
NAME_2Lenzburg
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude8.35
Latitude47.25
OBJECTID 8
ID_0223
ISOCHE
NAME_0Switzerland
ID_11
NAME_1Aargau
ID_28
NAME_2Muri
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.86
Latitude47.54
OBJECTID 9
ID_0223
ISOCHE
NAME_0Switzerland
ID_11
NAME_1Aargau
ID_29
NAME_2Rheinfelden
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.95
Latitude47.29
OBJECTID 10
ID_0223
ISOCHE
NAME_0Switzerland
ID_11
NAME_1Aargau
ID_210
NAME_2Zofingen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude8.29
Latitude47.57
OBJECTID 11
ID_0223
ISOCHE
NAME_0Switzerland
ID_11
NAME_1Aargau
ID_211
NAME_2Zurzach
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude9.37
Latitude47.37
OBJECTID 12
ID_0223
ISOCHE
NAME_0Switzerland
ID_12
NAME_1Appenzell Ausserrhoden
ID_212
NAME_2Appenzell Ausserrhoden
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude9.4
Latitude47.31
OBJECTID 13
ID_0223
ISOCHE
NAME_0Switzerland
ID_13
NAME_1Appenzell Innerrhoden
ID_213
NAME_2Appenzell Innerrhoden
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.59
Latitude47.51
OBJECTID 14
ID_0223
ISOCHE
NAME_0Switzerland
ID_14
NAME_1Basel-Landschaft
ID_214
NAME_2Arlesheim
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.51
Latitude47.43
OBJECTID 15
ID_0223
ISOCHE
NAME_0Switzerland
ID_14
NAME_1Basel-Landschaft
ID_215
NAME_2Laufen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.73
Latitude47.49
OBJECTID 16
ID_0223
ISOCHE
NAME_0Switzerland
ID_14
NAME_1Basel-Landschaft
ID_216
NAME_2Liestal
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.86
Latitude47.46
OBJECTID 17
ID_0223
ISOCHE
NAME_0Switzerland
ID_14
NAME_1Basel-Landschaft
ID_217
NAME_2Sissach
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.75
Latitude47.4
OBJECTID 18
ID_0223
ISOCHE
NAME_0Switzerland
ID_14
NAME_1Basel-Landschaft
ID_218
NAME_2Waldenburg
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.59
Latitude47.56
OBJECTID 19
ID_0223
ISOCHE
NAME_0Switzerland
ID_15
NAME_1Basel-Stadt
ID_219
NAME_2Basel
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.67
Latitude47.57
OBJECTID 20
ID_0223
ISOCHE
NAME_0Switzerland
ID_15
NAME_1Basel-Stadt
ID_220
NAME_2Bettingen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.64
Latitude47.58
OBJECTID 21
ID_0223
ISOCHE
NAME_0Switzerland
ID_15
NAME_1Basel-Stadt
ID_221
NAME_2Riehen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.32
Latitude47.04
OBJECTID 22
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_222
NAME_2Aarberg
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.8
Latitude47.19
OBJECTID 23
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_223
NAME_2Aarwangen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.39
Latitude47.15
OBJECTID 24
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_224
NAME_2Bueren
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.43
Latitude46.95
OBJECTID 25
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_225
NAME_2Bern
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.26
Latitude47.15
OBJECTID 26
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_226
NAME_2Biel
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

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Longitude7.62
Latitude47.07
OBJECTID 27
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_227
NAME_2Burgdorf
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

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Longitude7.1
Latitude47.18
OBJECTID 28
ID_0223
ISOCHE
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ID_16
NAME_1Bern
ID_228
NAME_2Courtelary
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

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Longitude7.12
Latitude47.02
OBJECTID 29
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_229
NAME_2Erlach
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.51
Latitude47.08
OBJECTID 30
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_230
NAME_2Fraubrunnen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.68
Latitude46.53
OBJECTID 31
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_231
NAME_2Frutigen \r\n
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.95
Latitude46.65
OBJECTID 32
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_232
NAME_2Interlaken
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

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Longitude7.63
Latitude46.89
OBJECTID 33
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_233
NAME_2Konolfingen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.11
Latitude47.12
OBJECTID 34
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_234
NAME_2La Neuveville
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.27
Latitude46.94
OBJECTID 35
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_235
NAME_2Laupen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.32
Latitude47.27
OBJECTID 36
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_236
NAME_2Moutier
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.23
Latitude47.1
OBJECTID 37
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_237
NAME_2Nidau
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.54
Latitude46.64
OBJECTID 38
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_238
NAME_2Niedersimmental
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude8.26
Latitude46.66
OBJECTID 39
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_239
NAME_2Oberhasli
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.42
Latitude46.51
OBJECTID 40
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_240
NAME_2Obersimmental
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.3
Latitude46.44
OBJECTID 41
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_241
NAME_2Saanen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.37
Latitude46.77
OBJECTID 42
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_242
NAME_2Schwarzenburg
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.49
Latitude46.83
OBJECTID 43
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_243
NAME_2Seftigen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.82
Latitude46.91
OBJECTID 44
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_244
NAME_2Signau
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.68
Latitude46.76
OBJECTID 45
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_245
NAME_2Thun
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.79
Latitude47.05
OBJECTID 46
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_246
NAME_2Trachselwald
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude7.69
Latitude47.22
OBJECTID 47
ID_0223
ISOCHE
NAME_0Switzerland
ID_16
NAME_1Bern
ID_247
NAME_2Wangen
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude6.85
Latitude46.84
OBJECTID 48
ID_0223
ISOCHE
NAME_0Switzerland
ID_17
NAME_1Fribourg
ID_248
NAME_2La Broye
TYPE_2District
ENGTYPE_2District
VARNAME_2Broye

","

Longitude6.92
Latitude46.68
OBJECTID 49
ID_0223
ISOCHE
NAME_0Switzerland
ID_17
NAME_1Fribourg
ID_249
NAME_2La Glane
TYPE_2District
ENGTYPE_2District
VARNAME_2Glane

","

Longitude7.12
Latitude46.6
OBJECTID 50
ID_0223
ISOCHE
NAME_0Switzerland
ID_17
NAME_1Fribourg
ID_250
NAME_2La Gruyere
TYPE_2District
ENGTYPE_2District
VARNAME_2Greyerz

","

Longitude7.09
Latitude46.77
OBJECTID 51
ID_0223
ISOCHE
NAME_0Switzerland
ID_17
NAME_1Fribourg
ID_251
NAME_2La Sarine
TYPE_2District
ENGTYPE_2District
VARNAME_2Saane

","

Longitude6.92
Latitude46.55
OBJECTID 52
ID_0223
ISOCHE
NAME_0Switzerland
ID_17
NAME_1Fribourg
ID_252
NAME_2La Veveyse
TYPE_2District
ENGTYPE_2District
VARNAME_2Vivisbach

","

Longitude7.14
Latitude46.92
OBJECTID 53
ID_0223
ISOCHE
NAME_0Switzerland
ID_17
NAME_1Fribourg
ID_253
NAME_2Lac
TYPE_2District
ENGTYPE_2District
VARNAME_2See

","

Longitude7.27
Latitude46.79
OBJECTID 54
ID_0223
ISOCHE
NAME_0Switzerland
ID_17
NAME_1Fribourg
ID_254
NAME_2Sense
TYPE_2District
ENGTYPE_2District
VARNAME_2Singine

","

Longitude6.13
Latitude46.22
OBJECTID 55
ID_0223
ISOCHE
NAME_0Switzerland
ID_18
NAME_1Geneve
ID_255
NAME_2Geneve
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude9.07
Latitude46.98
OBJECTID 56
ID_0223
ISOCHE
NAME_0Switzerland
ID_19
NAME_1Glarus
ID_256
NAME_2Glarus
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude9.65
Latitude46.61
OBJECTID 57
ID_0223
ISOCHE
NAME_0Switzerland
ID_110
NAME_1Graubuenden
ID_257
NAME_2Albula
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude10.07
Latitude46.34
OBJECTID 58
ID_0223
ISOCHE
NAME_0Switzerland
ID_110
NAME_1Graubuenden
ID_258
NAME_2Bernina
TYPE_2District
ENGTYPE_2District
VARNAME_2NA

","

Longitude9.4
Latitude46.59
OBJECTID 59
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MinPress998

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MinPress989

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MinPress1002

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MinPress991

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MinPress980

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MinPress930

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MinPress929

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MinPress981

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MinPress1005

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MinPress970

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MinPress902

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MinPress1006

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MinPress962

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MinPress979

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MinPress976

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MinPress985

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MinPress895

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MinPress1008

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MinPress1005

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MinPress882

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Additional functionality

For the remote sensing inclined, mapview-package offers some additional functionality:

Red-Green-Blue images

viewRGB() provides the possibility to view Red-Green-Blue true-/false-color images of RasterStacks/Bricks. Any band combination is possible.

True color example

data("poppendorf")
viewRGB(poppendorf, 4, 3, 2) #Bands 4,3,2 correspond to Red Green Blue

Note, by default the color to render NA values is set to "transparent", so let’s change that to "black"

False color example

viewRGB(poppendorf, 5, 4, 3, na.color = "black") #Bands 5,4,3 correspond to NIR Red Green

Fun fact: within this tiny area one can find at least five breweries (see below)… Welcome to the land of Beer!

View extent only

As mentioned above, it is possible to view only the extent of Raster and bbox of Spatial objects. Clicking on the rectangle triggers a pop-up window showing the coordinates of the corners of the extent in epsg:4326.

Raster* object extent

viewExtent(poppendorf)

"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],"poppendorf_extent",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[49.6987360507454,49.7692718887291],"lng":[11.1417132622267,11.2529678227802]}},"evals":[]}

Spatial* object bbox

viewExtent(meuse, color = "black")

"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],"meuse_extent",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[50.9566138504223,50.99156215511],"lng":[5.72319018528861,5.76303964144362]}},"evals":[]}

Overlays

To make mapview even more user-friendly, I have defined a +-method for combinations of

This means you can easily combine objects by enabling things like

mapView(meuse.grid, zcol = "soil") + meuse

","

Longitude5.76
Latitude50.99
cadmium8.6
copper81
lead277
zinc1141
elev6.983
dist0.0122243
om14
ffreq1
soil1
lime1
landuseAh
dist.m30

","

Longitude5.76
Latitude50.99
cadmium6.5
copper68
lead199
zinc640
elev7.8
dist0.103029
om13
ffreq1
soil1
lime1
landuseAh
dist.m150

","

Longitude5.76
Latitude50.99
cadmium2.6
copper81
lead116
zinc257
elev7.655
dist0.190094
om8
ffreq1
soil2
lime0
landuseGa
dist.m270

","

Longitude5.76
Latitude50.99
cadmium2.8
copper48
lead117
zinc269
elev7.48
dist0.27709
om8.7
ffreq1
soil2
lime0
landuseAh
dist.m380

","

Longitude5.76
Latitude50.99
cadmium3
copper61
lead137
zinc281
elev7.791
dist0.364067
om7.8
ffreq1
soil2
lime0
landuseGa
dist.m470

","

Longitude5.76
Latitude50.99
cadmium3.2
copper31
lead132
zinc346
elev8.217
dist0.190094
om9.2
ffreq1
soil2
lime0
landuseAh
dist.m240

","

Longitude5.76
Latitude50.99
cadmium2.8
copper29
lead150
zinc406
elev8.49
dist0.0921516
om9.5
ffreq1
soil1
lime0
landuseAb
dist.m120

","

Longitude5.76
Latitude50.99
cadmium2.4
copper37
lead133
zinc347
elev8.668
dist0.184614
om10.6
ffreq1
soil1
lime0
landuseAb
dist.m240

","

Longitude5.76
Latitude50.99
cadmium1.6
copper24
lead80
zinc183
elev9.049
dist0.309702
om6.3
ffreq1
soil2
lime0
landuseW
dist.m420

","

Longitude5.76
Latitude50.99
cadmium1.4
copper25
lead86
zinc189
elev9.015
dist0.315116
om6.4
ffreq1
soil2
lime0
landuseFh
dist.m400

","

Longitude5.76
Latitude50.99
cadmium1.8
copper25
lead97
zinc251
elev9.073
dist0.228123
om9
ffreq1
soil1
lime0
landuseAg
dist.m300

","

Longitude5.76
Latitude50.99
cadmium11.2
copper93
lead285
zinc1096
elev7.32
dist0
om15.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.76
Latitude50.99
cadmium2.5
copper31
lead183
zinc504
elev8.815
dist0.113932
om8.4
ffreq1
soil1
lime0
landuseAh
dist.m130

","

Longitude5.76
Latitude50.99
cadmium2
copper27
lead130
zinc326
elev8.937
dist0.168336
om9.1
ffreq1
soil1
lime0
landuseAh
dist.m220

","

Longitude5.76
Latitude50.99
cadmium9.5
copper86
lead240
zinc1032
elev7.702
dist0
om16.2
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.99
cadmium7
copper74
lead133
zinc606
elev7.16
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.99
cadmium7.1
copper69
lead148
zinc711
elev7.1
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium8.7
copper69
lead207
zinc735
elev7.02
dist0
om13.7
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium12.9
copper95
lead284
zinc1052
elev6.86
dist0
om14.8
ffreq1
soil1
lime1
landuseNA
dist.m10

","

Longitude5.75
Latitude50.98
cadmium5.5
copper53
lead194
zinc673
elev8.908
dist0.0703468
om10.2
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude5.75
Latitude50.98
cadmium2.8
copper35
lead123
zinc402
elev8.99
dist0.0975136
om7.2
ffreq1
soil1
lime1
landuseAm
dist.m140

","

Longitude5.75
Latitude50.98
cadmium2.9
copper35
lead110
zinc343
elev8.83
dist0.113932
om7.2
ffreq1
soil1
lime1
landuseAg
dist.m160

","

Longitude5.76
Latitude50.99
cadmium1.7
copper24
lead85
zinc218
elev9.02
dist0.342321
om7
ffreq1
soil2
lime0
landuseAh
dist.m440

","

Longitude5.76
Latitude50.98
cadmium1.4
copper26
lead75
zinc200
elev8.976
dist0.385804
om6.9
ffreq1
soil2
lime0
landuseW
dist.m490

","

Longitude5.76
Latitude50.98
cadmium1.5
copper22
lead76
zinc194
elev8.973
dist0.429289
om6.3
ffreq1
soil2
lime0
landuseW
dist.m530

","

Longitude5.76
Latitude50.98
cadmium1.3
copper27
lead73
zinc207
elev8.507
dist0.315116
om5.6
ffreq1
soil2
lime0
landuseAb
dist.m400

","

Longitude5.76
Latitude50.98
cadmium1.3
copper24
lead67
zinc180
elev8.743
dist0.320574
om4.4
ffreq1
soil2
lime0
landuseAg
dist.m400

","

Longitude5.76
Latitude50.98
cadmium1.8
copper22
lead87
zinc240
elev8.973
dist0.249863
om5.3
ffreq1
soil2
lime0
landuseAh
dist.m330

","

Longitude5.76
Latitude50.99
cadmium1.5
copper21
lead65
zinc180
elev9.043
dist0.489064
om4.8
ffreq1
soil2
lime0
landuseAg
dist.m630

","

Longitude5.76
Latitude50.98
cadmium1.3
copper29
lead78
zinc208
elev8.688
dist0.472778
om2.6
ffreq1
soil2
lime0
landuseB
dist.m570

","

Longitude5.76
Latitude50.98
cadmium1.3
copper21
lead64
zinc198
elev8.727
dist0.287957
om1
ffreq1
soil2
lime0
landuseAg
dist.m390

","

Longitude5.75
Latitude50.98
cadmium2.1
copper27
lead77
zinc250
elev8.328
dist0.271622
om2.4
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude5.76
Latitude50.98
cadmium1.2
copper26
lead80
zinc192
elev7.971
dist0.385807
om1.9
ffreq1
soil2
lime0
landuseB
dist.m500

","

Longitude5.76
Latitude50.98
cadmium1.6
copper27
lead82
zinc213
elev7.809
dist0.418417
om3.1
ffreq1
soil2
lime0
landuseB
dist.m550

","

Longitude5.75
Latitude50.98
cadmium3
copper32
lead97
zinc321
elev6.986
dist0.244474
om1.6
ffreq1
soil2
lime0
landuseAb
dist.m340

","

Longitude5.75
Latitude50.98
cadmium5.8
copper50
lead166
zinc569
elev7.756
dist0.135709
om3.5
ffreq1
soil2
lime0
landuseAb
dist.m210

","

Longitude5.75
Latitude50.98
cadmium7.9
copper67
lead217
zinc833
elev7.784
dist0.0484965
om8.1
ffreq1
soil1
lime1
landuseAm
dist.m60

","

Longitude5.75
Latitude50.98
cadmium8.1
copper77
lead219
zinc906
elev7
dist0
om7.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium14.1
copper108
lead405
zinc1454
elev6.92
dist0.00135803
om9.5
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.75
Latitude50.98
cadmium2.4
copper32
lead102
zinc298
elev7.516
dist0.135709
om1.4
ffreq1
soil2
lime0
landuseAm
dist.m170

","

Longitude5.75
Latitude50.98
cadmium1.2
copper21
lead48
zinc167
elev8.18
dist0.26622
omNA
ffreq1
soil2
lime0
landuseGa
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper22
lead65
zinc176
elev8.694
dist0.211843
omNA
ffreq1
soil2
lime0
landuseW
dist.m260

","

Longitude5.75
Latitude50.98
cadmium1.3
copper21
lead62
zinc258
elev9.28
dist0.320572
om2
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude5.75
Latitude50.98
cadmium4.2
copper51
lead281
zinc746
elev7.94
dist0.081222
om5.1
ffreq1
soil2
lime0
landuseAh
dist.m100

","

Longitude5.75
Latitude50.98
cadmium4.3
copper50
lead294
zinc746
elev6.36
dist0.190086
om5.3
ffreq1
soil2
lime0
landuseAm
dist.m200

","

Longitude5.75
Latitude50.98
cadmium3.1
copper38
lead211
zinc464
elev7.78
dist0.287941
om4.5
ffreq1
soil2
lime0
landuseAh
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper26
lead135
zinc365
elev8.18
dist0.423826
om4.9
ffreq1
soil2
lime0
landuseAh
dist.m480

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead112
zinc282
elev9.42
dist0.554289
om4.5
ffreq1
soil2
lime0
landuseBw
dist.m660

","

Longitude5.75
Latitude50.97
cadmium2.1
copper32
lead162
zinc375
elev8.867
dist0.603225
om5.5
ffreq1
soil2
lime0
landuseBw
dist.m690

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead94
zinc222
elev8.292
dist0.614071
om3.4
ffreq1
soil2
lime0
landuseAb
dist.m710

","

Longitude5.75
Latitude50.98
cadmium8.2
copper47
lead191
zinc812
elev8.06
dist0.00135803
om11.1
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.74
Latitude50.98
cadmium17
copper128
lead405
zinc1548
elev7.98
dist0
om12.3
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium12
copper117
lead654
zinc1839
elev7.9
dist0.0054321
om16.5
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium9.4
copper104
lead482
zinc1528
elev7.74
dist0.0054321
om13.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.2
copper76
lead276
zinc933
elev7.552
dist0.0054321
om8.1
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium2.6
copper36
lead180
zinc432
elev7.76
dist0.146578
om3.1
ffreq1
soil1
lime0
landuseFw
dist.m200

","

Longitude5.74
Latitude50.98
cadmium3.5
copper34
lead207
zinc550
elev6.74
dist0.135684
om5.8
ffreq1
soil1
lime0
landuseFw
dist.m140

","

Longitude5.74
Latitude50.98
cadmium10.9
copper90
lead541
zinc1571
elev6.68
dist0.0703333
om10.2
ffreq1
soil1
lime1
landuseFw
dist.m70

","

Longitude5.74
Latitude50.98
cadmium7.3
copper80
lead310
zinc1190
elev7.4
dist0.0484831
om12
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium9.4
copper78
lead210
zinc907
elev7.44
dist0.0054321
om14.1
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.3
copper77
lead158
zinc761
elev7.36
dist0.0054321
om14.5
ffreq1
soil1
lime1
landuseFw
dist.m10

","

Longitude5.74
Latitude50.97
cadmium7
copper65
lead141
zinc659
elev7.2
dist0.0316663
om14.8
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.8
copper66
lead144
zinc643
elev7.22
dist0.0122243
om13.3
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.73
Latitude50.97
cadmium7.4
copper72
lead181
zinc801
elev7.36
dist0.0122243
om15.2
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.6
copper75
lead173
zinc784
elev5.18
dist0.0373395
om11.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.97
cadmium7.8
copper75
lead399
zinc1060
elev5.8
dist0.211846
om9
ffreq1
soil1
lime0
landuseAh
dist.m270

","

Longitude5.74
Latitude50.97
cadmium0.7
copper22
lead45
zinc119
elev7.64
dist0.451037
om3.6
ffreq1
soil1
lime1
landuseFw
dist.m560

","

Longitude5.74
Latitude50.97
cadmium3.4
copper55
lead325
zinc778
elev6.32
dist0.575877
om6.9
ffreq1
soil1
lime0
landuseBw
dist.m750

","

Longitude5.73
Latitude50.97
cadmium3.9
copper47
lead268
zinc703
elev5.76
dist0.0756869
om7
ffreq1
soil1
lime1
landuseAb
dist.m80

","

Longitude5.73
Latitude50.97
cadmium3.5
copper46
lead252
zinc676
elev6.48
dist0.12481
om6.2
ffreq1
soil1
lime1
landuseAb
dist.m130

","

Longitude5.73
Latitude50.97
cadmium4.7
copper55
lead315
zinc793
elev6.48
dist0.103024
om6.5
ffreq1
soil1
lime0
landuseW
dist.m110

","

Longitude5.73
Latitude50.97
cadmium3.9
copper49
lead260
zinc685
elev6.32
dist0.157469
om5.7
ffreq1
soil1
lime0
landuseW
dist.m200

","

Longitude5.73
Latitude50.97
cadmium3.1
copper39
lead237
zinc593
elev6.32
dist0.200976
om7
ffreq1
soil1
lime1
landuseAh
dist.m260

","

Longitude5.73
Latitude50.96
cadmium2.9
copper45
lead228
zinc549
elev6.16
dist0.200976
om7.3
ffreq1
soil1
lime0
landuseW
dist.m270

","

Longitude5.73
Latitude50.96
cadmium3.9
copper48
lead241
zinc680
elev6.56
dist0.26622
om8.2
ffreq1
soil1
lime0
landuseW
dist.m320

","

Longitude5.73
Latitude50.96
cadmium2.7
copper36
lead201
zinc539
elev6.9
dist0.298835
om4.3
ffreq1
soil1
lime0
landuseAh
dist.m360

","

Longitude5.73
Latitude50.97
cadmium2.5
copper36
lead204
zinc560
elev7.54
dist0.0812247
om4.4
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude5.73
Latitude50.97
cadmium5.6
copper68
lead429
zinc1136
elev6.42
dist0.070355
om8.2
ffreq1
soil1
lime1
landuseW
dist.m100

","

Longitude5.73
Latitude50.97
cadmium9.4
copper88
lead462
zinc1383
elev6.28
dist0.0122243
om8.5
ffreq1
soil1
lime1
landuseW
dist.m70

","

Longitude5.73
Latitude50.97
cadmium10.8
copper85
lead333
zinc1161
elev6.34
dist0
om9.6
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.75
Latitude50.96
cadmium18.1
copper76
lead464
zinc1672
elev7.307
dist0.0537723
om17
ffreq1
soil1
lime1
landuseW
dist.m50

","

Longitude5.73
Latitude50.97
cadmium6.3
copper63
lead159
zinc765
elev5.7
dist0.0593662
om12.8
ffreq1
soil1
lime1
landuseW
dist.m80

","

Longitude5.76
Latitude50.99
cadmium2.1
copper32
lead116
zinc279
elev7.72
dist0.211843
om5.9
ffreq1
soil2
lime0
landuseW
dist.m290

","

Longitude5.74
Latitude50.97
cadmium1.8
copper25
lead81
zinc241
elev7.932
dist0.12481
om2.9
ffreq2
soil2
lime1
landuseAh
dist.m160

","

Longitude5.74
Latitude50.97
cadmium2.2
copper27
lead131
zinc317
elev7.82
dist0.12481
om4.5
ffreq2
soil1
lime0
landuseW
dist.m160

","

Longitude5.73
Latitude50.97
cadmium2.8
copper36
lead216
zinc545
elev8.575
dist0.0921516
om10.7
ffreq2
soil1
lime0
landuseW
dist.m140

","

Longitude5.73
Latitude50.97
cadmium2.4
copper41
lead145
zinc505
elev8.536
dist0.113941
om9.4
ffreq2
soil1
lime0
landuseW
dist.m150

","

Longitude5.73
Latitude50.96
cadmium2.6
copper33
lead163
zinc420
elev8.504
dist0.179216
om9
ffreq2
soil1
lime0
landuseAh
dist.m220

","

Longitude5.73
Latitude50.96
cadmium1.8
copper27
lead129
zinc332
elev8.659
dist0.233596
om7
ffreq2
soil1
lime0
landuseAm
dist.m280

","

Longitude5.73
Latitude50.96
cadmium2
copper38
lead148
zinc400
elev7.633
dist0.336861
om6.5
ffreq2
soil1
lime1
landuseAm
dist.m450

","

Longitude5.72
Latitude50.96
cadmium2.7
copper37
lead214
zinc553
elev8.538
dist0.070355
om9.4
ffreq2
soil1
lime1
landuseAm
dist.m70

","

Longitude5.72
Latitude50.96
cadmium2.7
copper34
lead226
zinc577
elev7.68
dist0.0593662
om10.2
ffreq2
soil1
lime0
landuseAm
dist.m70

","

Longitude5.74
Latitude50.96
cadmium0.9
copper19
lead54
zinc155
elev7.564
dist0.255341
om6.4
ffreq2
soil1
lime0
landuseW
dist.m340

","

Longitude5.73
Latitude50.96
cadmium0.9
copper22
lead70
zinc224
elev7.76
dist0.364067
om7.6
ffreq2
soil1
lime0
landuseW
dist.m470

","

Longitude5.73
Latitude50.96
cadmium0.4
copper26
lead73
zinc180
elev7.653
dist0.429295
om7
ffreq2
soil1
lime0
landuseAm
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.8
copper25
lead87
zinc226
elev7.951
dist0.380328
om5.6
ffreq2
soil1
lime0
landuseAm
dist.m460

","

Longitude5.73
Latitude50.97
cadmium0.4
copper22
lead76
zinc186
elev8.176
dist0.249874
om6.5
ffreq2
soil1
lime0
landuseAm
dist.m320

","

Longitude5.73
Latitude50.97
cadmium0.4
copper24
lead81
zinc198
elev8.468
dist0.266212
om6.6
ffreq2
soil1
lime0
landuseAh
dist.m320

","

Longitude5.73
Latitude50.96
cadmium0.4
copper18
lead68
zinc187
elev8.41
dist0.451037
om5.9
ffreq2
soil1
lime0
landuseW
dist.m540

","

Longitude5.74
Latitude50.96
cadmium0.8
copper23
lead66
zinc199
elev7.61
dist0.30971
om6.5
ffreq2
soil1
lime0
landuseW
dist.m420

","

Longitude5.74
Latitude50.96
cadmium0.4
copper22
lead49
zinc157
elev7.792
dist0.293359
om6.4
ffreq2
soil1
lime0
landuseSPO
dist.m380

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead63
zinc203
elev8.76
dist0.532351
om7.2
ffreq2
soil2
lime0
landuseW
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead48
zinc143
elev9.879
dist0.619513
om6.6
ffreq2
soil3
lime0
landuseAm
dist.m760

","

Longitude5.75
Latitude50.97
cadmium0.2
copper23
lead51
zinc136
elev9.097
dist0.684725
om4.3
ffreq2
soil2
lime0
landuseAh
dist.m750

","

Longitude5.75
Latitude50.97
cadmium0.2
copper18
lead50
zinc117
elev9.095
dist0.809742
om5.3
ffreq2
soil3
lime0
landuseFw
dist.m1000

","

Longitude5.75
Latitude50.97
cadmium0.4
copper20
lead39
zinc113
elev9.717
dist0.880389
om4.1
ffreq2
soil3
lime0
landuseAh
dist.m860

","

Longitude5.75
Latitude50.97
cadmium0.2
copper22
lead48
zinc130
elev9.924
dist0.749591
om6.1
ffreq2
soil3
lime0
landuseAh
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.2
copper27
lead64
zinc192
elev9.404
dist0.575752
om7.5
ffreq2
soil3
lime0
landuseFw
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper25
lead84
zinc240
elev10.52
dist0.581484
om8.8
ffreq2
soil3
lime0
landuseSTA
dist.m650

","

Longitude5.74
Latitude50.97
cadmium0.2
copper30
lead67
zinc221
elev8.84
dist0.49452
om5.7
ffreq2
soil3
lime0
landuseDEN
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead49
zinc140
elev8.472
dist0.32058
om6.1
ffreq2
soil3
lime0
landuseFw
dist.m410

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead48
zinc128
elev9.634
dist0.336851
om7.1
ffreq2
soil3
lime0
landuseAh
dist.m390

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead56
zinc166
elev9.206
dist0.249852
om4.1
ffreq2
soil2
lime0
landuseAh
dist.m310

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead65
zinc191
elev8.47
dist0.0756869
om6
ffreq2
soil1
lime0
landuseAh
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead84
zinc232
elev8.463
dist0.0756869
om6.6
ffreq2
soil1
lime0
landuseW
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead75
zinc203
elev9.691
dist0.162853
om6.8
ffreq2
soil1
lime1
landuseSTA
dist.m150

","

Longitude5.75
Latitude50.96
cadmium3.7
copper53
lead250
zinc722
elev8.704
dist0.0974916
om9.1
ffreq2
soil2
lime0
landuseBw
dist.m80

","

Longitude5.75
Latitude50.98
cadmium0.2
copper33
lead81
zinc210
elev9.42
dist0.440142
om5.9
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.74
Latitude50.97
cadmium0.2
copper22
lead72
zinc198
elev9.573
dist0.4619
om4.9
ffreq2
soil2
lime0
landuseAa
dist.m530

","

Longitude5.74
Latitude50.98
cadmium0.2
copper23
lead86
zinc139
elev9.555
dist0.222701
om7.1
ffreq2
soil1
lime0
landuseW
dist.m240

","

Longitude5.74
Latitude50.98
cadmium0.2
copper25
lead94
zinc253
elev8.779
dist0.103024
om8.1
ffreq2
soil1
lime1
landuseTv
dist.m70

","

Longitude5.74
Latitude50.98
cadmium1.2
copper30
lead244
zinc703
elev8.54
dist0.0921353
om8.3
ffreq2
soil1
lime0
landuseFw
dist.m70

","

Longitude5.75
Latitude50.98
cadmium2.4
copper47
lead297
zinc832
elev8.809
dist0.0484884
om10
ffreq2
soil1
lime0
landuseAh
dist.m60

","

Longitude5.74
Latitude50.98
cadmium0.2
copper31
lead96
zinc262
elev9.523
dist0.168331
om5.9
ffreq2
soil1
lime0
landuseAh
dist.m190

","

Longitude5.75
Latitude50.98
cadmium0.2
copper20
lead56
zinc142
elev9.811
dist0.38581
om5
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.75
Latitude50.98
cadmium0.2
copper16
lead49
zinc119
elev9.604
dist0.489064
om4.5
ffreq2
soil2
lime0
landuseAm
dist.m550

","

Longitude5.75
Latitude50.97
cadmium0.2
copper17
lead50
zinc152
elev9.732
dist0.57602
om5.4
ffreq2
soil2
lime0
landuseAm
dist.m650

","

Longitude5.76
Latitude50.99
cadmium0.4
copper26
lead148
zinc415
elev9.518
dist0.0812194
om2.3
ffreq2
soil1
lime0
landuseAm
dist.m100

","

Longitude5.75
Latitude50.99
cadmium1.6
copper34
lead162
zinc474
elev9.72
dist0.0373369
om7.5
ffreq2
soil1
lime0
landuseW
dist.m170

","

Longitude5.75
Latitude50.97
cadmium0.8
copper18
lead37
zinc126
elev9.036
dist0.771698
om4.6
ffreq2
soil3
lime1
landuseAh
dist.m860

","

Longitude5.75
Latitude50.98
cadmium1.2
copper23
lead80
zinc210
elev9.528
dist0.336829
om5.8
ffreq2
soil2
lime0
landuseW
dist.m410

","

Longitude5.76
Latitude50.98
cadmium0.2
copper20
lead80
zinc220
elev9.155
dist0.228123
om4.4
ffreq3
soil1
lime0
landuseAa
dist.m290

","

Longitude5.75
Latitude50.97
cadmium0.2
copper14
lead49
zinc133
elev10.08
dist0.597761
om4.4
ffreq3
soil2
lime0
landuseAm
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.8
copper46
lead42
zinc141
elev9.97
dist0.44558
om4.5
ffreq3
soil2
lime0
landuseAm
dist.m540

","

Longitude5.74
Latitude50.97
cadmium1
copper29
lead48
zinc158
elev10.136
dist0.396675
om5.2
ffreq3
soil2
lime0
landuseAm
dist.m480

","

Longitude5.74
Latitude50.97
cadmium0.8
copper19
lead41
zinc129
elev10.32
dist0.581478
om4.6
ffreq3
soil3
lime0
landuseW
dist.m720

","

Longitude5.73
Latitude50.96
cadmium1.2
copper31
lead73
zinc206
elev9.041
dist0.287966
om6.9
ffreq3
soil1
lime0
landuseW
dist.m380

","

Longitude5.73
Latitude50.96
cadmium2
copper27
lead146
zinc451
elev7.86
dist0.233596
om7
ffreq3
soil1
lime0
landuseW
dist.m310

","

Longitude5.73
Latitude50.96
cadmium1.5
copper29
lead95
zinc296
elev8.741
dist0.364067
om5.4
ffreq3
soil1
lime0
landuseAh
dist.m430

","

Longitude5.73
Latitude50.96
cadmium1.1
copper22
lead72
zinc189
elev7.822
dist0.331454
om6.2
ffreq3
soil1
lime0
landuseAh
dist.m370

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead51
zinc154
elev7.78
dist0.211846
om5
ffreq3
soil1
lime0
landuseFw
dist.m290

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead54
zinc169
elev8.121
dist0.103029
om5.1
ffreq3
soil1
lime0
landuseW
dist.m150

","

Longitude5.74
Latitude50.96
cadmium2.1
copper29
lead136
zinc403
elev8.231
dist0.070355
om8.1
ffreq3
soil1
lime0
landuseBw
dist.m70

","

Longitude5.73
Latitude50.96
cadmium2.5
copper38
lead170
zinc471
elev8.351
dist0.146576
om8
ffreq3
soil1
lime0
landuseBw
dist.m220

","

Longitude5.73
Latitude50.96
cadmium3.8
copper39
lead179
zinc612
elev7.3
dist0.0537723
om8.8
ffreq3
soil1
lime0
landuseW
dist.m80

","

Longitude5.73
Latitude50.96
cadmium3.2
copper35
lead200
zinc601
elev7.536
dist0.119286
om9.3
ffreq3
soil1
lime0
landuseW
dist.m120

","

Longitude5.73
Latitude50.96
cadmium3.1
copper42
lead258
zinc783
elev7.706
dist0.0921435
om8.4
ffreq3
soil1
lime0
landuseAh
dist.m120

","

Longitude5.73
Latitude50.96
cadmium1.5
copper24
lead93
zinc258
elev8.07
dist0.249863
om7.7
ffreq3
soil1
lime0
landuseAm
dist.m260

","

Longitude5.73
Latitude50.96
cadmium1.2
copper20
lead68
zinc214
elev8.226
dist0.37494
om5.7
ffreq3
soil1
lime0
landuseAh
dist.m440

","

Longitude5.73
Latitude50.96
cadmium0.8
copper20
lead49
zinc166
elev8.128
dist0.423837
om4.7
ffreq3
soil1
lime0
landuseAm
dist.m540

","

Longitude5.73
Latitude50.96
cadmium3.1
copper39
lead173
zinc496
elev8.577
dist0.423837
om9.1
ffreq3
soil1
lime0
landuseAh
dist.m520

","

Longitude5.73
Latitude50.96
cadmium2.1
copper31
lead119
zinc342
elev8.429
dist0.27709
om6.5
ffreq3
soil1
lime0
landuseAh
dist.m350

","

Longitude5.74
Latitude50.96
cadmium0.8
copper21
lead51
zinc162
elev9.406
dist0.358606
om5.7
ffreq3
soil1
lime0
landuseW
dist.m460

","

Longitude5.75
Latitude50.96
cadmium2.7
copper27
lead124
zinc375
elev8.261
dist0.0122243
om5.5
ffreq3
soil3
lime0
landuseW
dist.m40

"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],["soil","meuse"],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[50.9554871853171,50.9930155840681],"lng":[5.72078928623714,5.76549754284379]},"fitBounds":[50.9566138504223,5.72319018528861,50.99156215511,5.76303964144362]},"evals":[]}

Basically, any combination is possible.

The zoom will be set to the extent of the objected that was added last. Also, layers are overlaid according to the order of calls. Note, however, that leaflet will always render vector data on top of raster data,

data("breweries91")
mapView(breweries91, color = "red") + viewRGB(poppendorf, 4, 3, 2) + viewExtent(poppendorf)

","

Longitude11.23
Latitude49.88
breweryAufsesser Brauerei
addressIm Tal 70b
zipcode91347
villageAufsess
stateBayern
webwww.aufsesser.de
founded1886

","

Longitude10.42
Latitude49.5
breweryBrauhaus Doebler
addressKornmarkt 6
zipcode91438
villageBad Windsheim
stateBayern
webwww.brauhaus-doebler.de
founded1867

","

Longitude10.93
Latitude49.27
breweryBrauerei Gundel GmbH
addressNoerdlinger Strasse 15
zipcode91126
villageBarthelmesaurach
stateBayern
webwww.brauerei-gundel.de
founded1887

","

Longitude11.29
Latitude49.86
breweryKrug-Braeu
addressBreitenlesau 1b
zipcode91344
villageWaischenfeld
stateBayern
webwww.krug-braeu.de
founded1834

","

Longitude11.51
Latitude49.79
breweryBrauerei-Gasthof Herold
addressMarktstrasse 29
zipcode91257
villageBuechenbach
stateBayern
webwww.beckn-bier.de
founded1568

","

Longitude11.16
Latitude49.7
breweryBrauerei Alt Dietzhof
addressDietzhof 42
zipcode91359
villageLeutenbach
stateBayern
webwww.brauerei-alt.de
founded1886

","

Longitude10.34
Latitude49.07
breweryBrauerei Hauf KG
addressHeiningerstrasse 28
zipcode91550
villageDinkelsbuehl
stateBayern
webwww.hauf-bier.de
founded1901

","

Longitude10.32
Latitude49.07
breweryWeib's Brauhaus Dinkelsbuehl
addressUntere Schmiedgasse 13
zipcode91550
villageDinkelsbuehl
stateBayern
webwww.weibsbrauhaus.de
founded1999

","

Longitude11.19
Latitude49.78
brewerySchwanenbraeu
addressAm Marktplatz 2
zipcode91320
villageEbermannstadt
stateBayern
webwww.schwanenbraeu.de
foundedNA

","

Longitude10.97
Latitude49.06
breweryFuerst Carl Schlossbrauerei Ellingen
addressSchloss-Strasse 10
zipcode91792
villageEllingen
stateBayern
webwww.fuerst-carl.de
founded1690

","

Longitude11.37
Latitude49.56
breweryBrauerei Enzensteiner
addressEnzenreuth 8
zipcode91220
villageSchnaittach
stateBayern
webwww.enzensteiner.de
founded1998

","

Longitude11.01
Latitude49.6
breweryKitzmann-Braeu GmbH & Co. Kg
addressSuedliche Stadtmauerstrasse 25
zipcode91054
villageErlangen
stateBayern
webwww.kitzmann.de
founded1712

","

Longitude11.01
Latitude49.6
brewerySteinbach Braeu
addressVierzigmannstrasse 4
zipcode91054
villageErlangen
stateBayern
webwww.steinbach-braeu.de
founded1861

","

Longitude11.06
Latitude49.73
breweryBrauerei Greif
addressSerlbacher Strasse 10
zipcode91301
villageForchheim
stateBayern
webwww.brauerei-greif.de
founded1848

","

Longitude11.06
Latitude49.72
breweryBrauerei Hebendanz GmbH
addressSattlertorstrasse 14
zipcode91301
villageForchheim
stateBayern
webwww.brauerei-hebendanz.de
founded1579

","

Longitude11.25
Latitude49.64
breweryBrauerei Friedmann
addressJaegersberg 16
zipcode91322
villageGraefenberg
stateBayern
webwww.brauerei-friedmann.de
founded1875

","

Longitude11.25
Latitude49.65
breweryLindenbraeu
addressAm Bach 3
zipcode91322
villageGraefenberg
stateBayern
webwww.lindenbraeu.de
founded1932

","

Longitude10.63
Latitude49.62
breweryBrauerei Windsheimer GmbH
addressHauptstrasse 13
zipcode91468
villageGutenstetten
stateBayern
webwww.brauerei-windsheimer.de
founded1767

","

Longitude11.43
Latitude49.51
breweryBuergerbraeu Hersbruck, Deinlein & Co.
addressLohweg 38
zipcode91217
villageHersbruck
stateBayern
webwww.hersbrucker-bier.de
founded1920

","

Longitude11.03
Latitude48.9
breweryHochholzer Brauhaus Poeverlein GbR
addressHochholz 4a
zipcode91807
villageSolnhofen
stateBayern
webwww.hochholzer-brauhaus.de
founded2005

","

Longitude10.81
Latitude49.71
breweryBrauhaus Hoechstadt
addressKellerstrasse 11
zipcode91315
villageHoechstadt
stateBayern
webwww.brauhaus-hoechstadt.de
founded1926

","

Longitude11.27
Latitude49.88
breweryBrauerei und Gasthof Reichold GmbH
addressHochstahl 24
zipcode91347
villageAufsess
stateBayern
webwww.brauerei-reichold.de
founded1906

","

Longitude11.25
Latitude49.68
breweryBrauerei Hofmann/Nentwig GbR
addressHohenschwaerz 16
zipcode91322
villageGraefenberg
stateBayern
webwww.brauerei-hofmann.de
founded1897

","

Longitude11.31
Latitude49.45
breweryLeinburger Bier
addressMarktplatz 14
zipcode91227
villageLeinburg
stateBayern
webwww.leinburgerbier.de
founded1617

","

Longitude11.17
Latitude49.71
breweryBrauerei Gasthof Drummer
addressDorfstrasse 10
zipcode91359
villageLautenbach
stateBayern
webwww.brauerei-gasthof-drummer.de
founded1738

","

Longitude10.69
Latitude49.28
breweryHauff Braeu Lichtnerau GmbH & Co. KG
addressMarktplatz 1
zipcode91586
villageLichtenau
stateBayern
webwww.hauff-braeu.com
foundedNA

","

Longitude11.23
Latitude49.55
breweryBrauerei Wiethaler
addressWelserplatz 6-7
zipcode91207
villageNeunhof bei Lauf a.d. Pegnitz
stateBayern
webwww.brauerei-wiethaler.de
founded1498

","

Longitude11.13
Latitude49.88
breweryBrauerei Gasthof Ott
addressOberleinleiter 6
zipcode91332
villageHeiligenstadt i. Ofr.
stateBayern
webwww.brauerei-ott.de
founded1678

","

Longitude11.2
Latitude49.73
breweryBrauerei Penning-Zeissler
addressHetzelsdorf 9
zipcode91362
villagePretzfeld
stateBayern
webNA
founded1623

","

Longitude11.22
Latitude49.74
breweryBrauerei Meister
addressUnterzaunsbach 8
zipcode91362
villagePretzfeld
stateBayern
webwww.meisterbr%C3%A4u.de
founded1865

","

Longitude11.18
Latitude49.76
breweryBrauerei Nikl
addressEgloffsteiner Strasse 19
zipcode91363
villagePretzfeld
stateBayern
webwww.brauerei-nikl.de
founded2008

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qMqSkckStxpIdc/twm/tHjzAKkqDE0E1YbZaZLYV0Hj1iJATPP3GWN669x+ziDDPVGkIJ5ppNoijGFjnjyYQHW+vc297j9PJxvvz0czy9ssq1tXuMJ4ZHe2vMN2f5uaefB2A0HPPja9d488qb3Ltxg0qtzPOfeZYvfe4LpIMh165c49rRFXq7mzRbVa6vPeL9+zeg4pidb9E/7JO2R0hjOOwdUZ+Zob/dJp+kgEQ6gU1TX7eMf/CQAqUV7uN7Nm0fnPj4QIJQDlP4CuqM9RETAc4JbM96C9h5wVElGqkEEonQgqIw9I66DHsjin5BPs4pCoMKNVu3r3PjjZRMCFyagQKLwAkBSpENMpQOvYYUa1Ts2aXzwhMgcdOiIgJvTyupvC5lPUhJDSoQWKkJEoVTUz0qteRpSihCJhNLUlGApFwuESaSh4Me48GI61sbrPYOeE6MOXH8aab0FjBQFP77kreI249uMRz1OOr12dzeYWtjl+3NPQ7aR1x/cJurt+8yKTLiUkCROnqb+xS5wQmFEKADidQaoXybrQI97aIVWX+CEw5roBhlxPUIHSpELHHGYIoCgSWohoSNhLAWY8YGk1lsYXDaElc0y8dP4ELY3nyExZG6wktGUiOFIA4cSSkhCbxml+U5B5t9ssEYk1lkKNGxxhXOHwIlfwZ3cg6TO1Qo/U2zAuEMKOVFKSEQSoN0IDWu8AdLlwNkrCi1EspxhCgsQbWMqAjmSk1ExxLUK4heGxcKYhdBJnBGEMsQZxzZ2HH74SZ2v8vl53+R88f+JnxfADgHUOL+4BWOHr5PvxAsNFcI3YSaMiwvnKY1WSB7H97ZvE0WG2aPLXJsbo65ckxFGLJOh3UFJ5eXOFab4+LScVaPLbPX7XAs0HT7A7I8ZzDosXPUZb7W4Pzpsyw3msSpYP3BFu+s3+Lpp5/ll77wZUBCkfH2tQ/4yx/9gCtv/wSTpzz/zIt87eWXOb60yt5+h9rMLg9v32JrexM9W+GDjTUOu4fYniG3OcPDIb29NikGZQX9uzt0d/sIhQdnZdFagZ0Khxak0oDD5bnPeQiBfywhCCJkJBGBQEmHMIJCGpxzyGAKIta3z0oJhJLgLEIob0+mHkh6R2O0zCD36VQhBMLBo80OQjlwEhV7INFKYSY5tvD/xxqDcALjHKNsgpiyABUFSOk8y3Qg5ZSROqb6Af6zaEVY0shAIWPtNZBRQZ4ZbGYwBlSsKYAkCjjVmuf0yhkSYVheOUOe99FRiXLc8odomPlWWFgI/KNgszHr+xv86AevcfX6NR49XGdzfZudnSO6R216/RGZsThhkFrSd87vUyAIa4kH6lwCDh1JhFLE8yWiakRQiejc3vX2e6zA5X6ftEJkBhvKKTrbxyJwWAuZuTBPFCSQWkyWowNLVAVXjIlVTDlKyE3OJM09oGIpnKVUiQkiwSD1In+ep9jMkE9GnjEqC8bvuXAgtfgZOYRQIiOBCoUXoqzwwmHhtQAZaJT06C2k8FR0KqLoOCKYgHSKuBxjC8NkUoA2HB22KeoSkxtM4NB5iHACKwEpKIoCJxxCOuYqCVVl+QB44wev849e/uLfuMYNYOgUgTVUK8cIY82je69TLkuOn7rMiaCK0AlxRbLT7XBx+TTH4xKme0ARRjhrOWj3CcoG6xQnV5ZZObbAZvuI1668zf7mI3IdUarWWT5+knNnLmGwdDoHvL/+Pt+98kMmwwGn5pooM4G84IfvvMefvP4jrt+7xeqJRY4vHOO5S08zU65TSio88USLiJzR8ICbdx9x+LDL/tEONrPkozGDUCKlJmlUsIMB4+0Rk6Mhvqm2UwAW/i4K4ZmuckjlENq7A0JAkWaISBEnEVEc4qTwdnEVTCPG5IZsmPsqrf3vtqlFGF8xZChw0lGkOcXYQgB6akW63Hj7OIooxgabFqg4IEhCiMAJQTGeYHIL02pv8sKjmfXX7ZzDppZimPrWVOBtTsT0IcMDnPDXJ7RGJ8prV8ZBLlA28G1GEuCEQAaaMA5YOXWSU8dX+dzZp/jqi98gac6y1z7i3GyLSIUwnIAxUCqDhPbhDq+/f4UrP3mLG+9f497dh2zv7NLt9EjTDIdDBAIZKpQApPK9Pd5ZE0IihUAGiqCs0dWAuBETxiE6DtGRwo4LlFaUGnWcNKTZCKcFxloQ4NIcjPCfTTqMKciHE2xmKM2XiGRIKCUKi81ydm/dZmejS5E4VE0SB5rhJKUwBSKLIVGM9tsEtowKHKN0DHqMFQoVS6SUGGuYfghs7j4ZEMJGhIwUwgrIvZijlPJdaGpAOFQUIEKFVAJnwDqLlI5iULB/d5eR6qACQVHRuJpjVB+jiwI5VDg0QiqknKK9s6RZSjE2CKMYRDnnyzPYSZdv/d4/Z9DN+WeF5YtffYmPDb0VoFaFewhkWCZL97mxeYdOvUGz+oBWucy5RoA4dYb1vrekzLBPlhbEzTrlWKEK+PDOXfYGB6hIE5ZmqFdLfLB2n9t377K4UKXZKbEwq3nq0iu8+eGH/PHrH3Aw7NGZDMmHGe/cuEVr9nVaYYu/+M73aXd2+frnP8vFC6coxSX6+0Ouvv0eq6d2eeozz1Kp12i7CQ97B8SNkFJJU69XGCooJoZKLaHarJHezRjv7/mH1pdZXOGQSJxz0yoqkJFGBD4rIITDOkEQhSTVkCAOQEhM4byolUiENKjci1zGOKwCm+ZQWKTSKKWQJU0+nOBwRInGKIfJLfnEQOGIWxGq0OQuxwpfFLJxBkisKyhGOdJpzzCFZ5pxKWQ8yHBM8w3W4grhmYYEl1vg4xbUa1Y2M9gYLM47IUZgJzlF5ijSwouWoUDHIUoEzK/OcenSE3z24mW++aVvML98EoD56l9nQsgLCDVI2NxZ53f//Pf58z/9Nld/cJV+v4/B4IzzrCYUqFB5+i8E1jjAt1tOSoQUiECgo4DaXANVCiCCMIwQgURIRZ4WDDa7pKOUSBuKtMBqL7pbxFRLKMD5lgPpcyRFljM66JIkEbkIiYOApBxirWF7fYvNW3uoVkx5pUqtWkU5y2Q4JphYth9s8Wi4Tv1ElXK9Sp5P2P5o+3EREUKgAolzBmcMNjU/w3aMNAgwmcHmBhkESKUQUoH5+MY5RAgms54ejo1XfTPH2OQMqiFRLUINA8xhzlgP0VGEFRGVuSphYLEYsAprwCiBQBHLEELNQT5gsPOI+UaFL7/0Aof9PT787rd58tVfeHydVcCUFshyw8bGLXrdLlqUuPJol0YoWK6WaSQhIqzx2jvvcns0YXW+hZ5tYXSJNDO8d38TVVL00yGgWJpf5PTxZR4+us/M4jGWGrPs9Md8+60fs31wxKOdB4RRQFINqVVizqwsEGY57996n8P+Ht/8+Vd59YsvMx732VxbY+3qHcYGzjz7WcJklrW9O1y9d5fD/hGL9RZSa8pJwrgzJBtM0M065ZmS76HJETL0Do+QPuQ17RR84+srLSOHCyQ6kuhSSFAO0JECJ7yxoCAfZxRdg3HOs3AhiYMAax3jSYGwEhlIVEn5LtH4nANK4Ix3G4JAocsxgVbUa3Uq9TrdzhH5xFCkBmkUQjlEDgiDywVOS5yxjIeZlygC5S1qHaADf23WWFxmIBBeyLYOpRQ6USitscbhJvhhu8IXH4tBT+3SWrVEa3mWy888xc899Tn+zkuvMDd/cnpKPu4/pquSAHCwv8+/+OPf4w//4A+4/qMbDPsjdDnwLZNxkFnvUCpwztNrZ6bOpLDISKIjjVCSUjPhMy8+xdFgyNbWDg4B0jHeHzBqjzi8/oioVfaAkls/96MUbsqWUNOY/rSVEkAxTuk+2GO8N8ClllKjzNy5RUr1mLwwuCwn3csgAKwk2x/TfbiLa4OgQKgK/c6AsHJI2hlhjUOVFViLVpIwUKAC0lFGUfwMQEAqXO77PqkDhPTH08favMUjQoHNcy8whgodR+T9CToBVYpQsUYEGmcNxgqq1SrPXDhHL0i9T24dOoqoJ3UG+RATOopuSl3HlMuK3IyoRTHHmrMsVSPmKye4cneL779xk6+8eBGAQ6AzCujv3cVkXZ47fYoTzXnGecp27wBBykp5ie3BgJ5yDMgoxn3yvR1KmSAqadq9EWLa/tisQyAVrcosSsQsNWZ58fKzOAebh4fs7R9yrL5AUg5ZbDZZKFVplWboDCyb/S5zSzO0IgiGh7Rml9l92CaenecXv/oVTp85zrjbZ3i4C0WB1IrhaEJRpIx6I3oHHZLZCslchd5hl+Fe1yeFrPNgrKdMwU2/hBcUBSC0Q2sIQo2QlnySURQKFUqU9pqPsx6sXW6wxlvGqAIjHRaBjAIKU+CKwusKWMzYkTmDDCWqHBJEkqQckSQlPvf0F6mVYt5//y0erG2SJ8YH3Kdth/u40uWFPzbG6xYiL7yVGGsvpBmHy/Fa1ZS+Su1QWhJGgW9ZjcUUHmSscCglUaWIJKxQqZY5duIYTz97ieef+Ty/9so3KEX/BiN4DAbWq7AiwDrL7/7J7/Ovfvtfcuu9e4xHYz+wJ/yDj8bvm5xCylS5R/qOTSUaVQ3RkQYrfDS+UqNwhm3l2cdoe8jO2w9x0qBrMUpJzDj3ek3mP4tQFlWVPuH7sXWPwzmfyUg7E4ZuCA4m/TE2FLTOzKASjU5CzDDFdS2ibOjcPMJmGUoqRKARLsOZkFF3gJtY4rkYqRQUGQqBxeAmAiVjGsuln6EhBP4QEQqQ07mE3DzeFJTDFuCk8oELAy41KK2RkURF4rFlqbUimalCZjBOcur4EofDPkpUqZQi4lIFM8ihDNnYUU3KhHHMYDJhMmlTCdsMhvfIzZh379zkwfou37n7y3zj7/wClRDa+x2iYsCz5y9SjQRYw7Cf4XSZo9GQu50u7310m49ubWCyEfuVJt3emJOLJ8lHbfb7HeqNkFt31/iz4A0uHT9DtValNTPL0uwSTz51idduvEFVCc7MLdKMz1CNQ+YbVSpxwnZvxJ0Hd1jbuEP34IjrH93npZcO+S/+0/+S8y+9QGm+Smv+GABJvUpPJphanaTISNMh6XjCeDhE1gPmzi0iIsXat+/T3+tND4f344Wein+OqeduCQJNFPuBCRlIpFQ4LVDOP2hpL0Mo5VsHKdHlELCYQUY2sWSTHCEcKg5wqcVa6w+t8bSZQuIwOOHV8KIwFGlOo1Xjq7/w7+KyAYe9EXudIwb9IcZ6gVBHChlpf8gBO7EUWYZz3mYTyj9pQmmkcNgixxrAWGTg3SZjLFle+BZmWumzPJuGrRRBFHHuibMsrxxndm6Gr37pa/zSF1/5hFNdQDpmqz3kL9+9wh/90be4ffM+OYWvnML370IJ3woIhTMWV1i/r+DtwFChq6HPWSAItLdm1+9vYkOJMpDlBo1idnWGoBUy7qXkkxyExOYFznoXSEx/Bx9nRaYiqiv83wXv+KhAYoVlcNAjmY8pz1RoHYd0kJLUqrRONBk/GDDqF2Ac1krQFpNnCKGRgbdCyR2EElmNSBoJM405ZueWOPv00icDgoykp0oWcG5aMYDcIabOg7XOp+EQaCEpUIjI+TyC1X4KsjekMILwWBXd1Oyk+8SEEGtCJNJJtLDMlBoIbRmWNEEUkeUFu0dHDEYpNkt59uRpmuUay5Uqh3GXtYfXuX7ny5xsxjDYZXY+oVWLCG2KKSwulCxXE+I44sqjm9y8c5s0dxAqOuND5ihxanmev/joFptH24TRLLcerXHUGdIIWmitSWZiZusNdBLznbvv8Yw8yeWF44TGsNtuc6PTZWVxhfV2n7tbD5gEGaWFKqcXjnF8vsSHb/0xN27fYjS2BG+/xj/+z/4JdeDXv/l17j9c4/Ur32PYOUIqRVKtkhcSESi2b2zQ2257EU4Kb+/68ohz5nF8VyhBGAXEpQhwTCY5ucvRcYiUAcoKRKI9vZ7akL4XcKAVQUUD2k+sCoHD+LTCyPoBqiBERpDnORJLHMZQaGId0yg3ochYu3ePjY+u09lsM84ywpkQEWqUBYmhmI5UIBw6UDjtD7fvPC1Se1tUKQlOYlOHUN6GtIX1cXY9BQ0c1ocKg5YAACAASURBVBqElBTWIDODzXzFrpVKnJpf+IQTncGoC+MB+w/vcfvdK3QOOxhnkcHUIhU+rSHCaTE0UxPnY0BWPi8gAk/cVK7IckvcUEgV0e93mJudp9gfkIuMy08+QfW5iyAltz9YY+3BOlKGoIY+Wq58mlcoPz+CcL5Vcd6qVDXtbeNI+aSwlFQbVRq1WeYXF0iOad/Sh5ZMORqrdbL7I4px7gVaodCJZ10ilKgwoFZrcfq5U8yfXKI5V0baglopZKae/KzIlgPpFV1bGFxeeLblBEy81SICL4LY1GIVPoMQexAxOPJuTjHI/Fizm1BdWqAymzAYDxh2ck7MhbTqcwgpcUHEuBgjI0muCvJJSq/dpd8bsx6WaM7MIpMWZ089Tb16jK1hCvtXyQaaxZmIVjMkdwXGGSgyTJGRR5KDdMitjUN2DkZgcgKlqVRKlEoV2sMu927eIesMGDcSggAO2ofc3llnYn3lHGRjbt9fY86VuDC3wmypydWHt3iwv8XhcMSD3oTOaEBv0KVaqtCs1rn8xDO88tmvkPUnXM+2+OD62zxav82993/Cv//NX+fUucuIqIwp+qgAgjhkPBqRDzM2rm5y+GDHV/M48HtvvJhocwvaj5JbawmEJpQSrCGzhqIoEJHGGEs+9vajTjQCgcmMrzrW4pw/hD45JzBCAtYzDCFw1k97Kj2tkMqTRGl9QElLRX8w4P/43d9ke3ubR2trTEYZqi6xzkGakWc+Q6AD6R9g41OUKtKoYNo3F9MhOKdRcYAKAqSVFGnuNRPlxUprvcCHkCghsVZjRcE4TXmwtoZRllqtyvfeepOL5578t5xlC5MRZBlZmvFwZ5u1wz3CSoWkEjMeD5FC+WncUPnIfuoeh5ZUoFCJ8sldJbFYgiji1KkzfHT1JirUqFaFwaM9TjcbFBOgpAhnKhybmcN0xtzNLelwgEPhKBCxmE4Q+0yPzZ0HJcvjsFAQh8SzJWQ9wE5Z1eLiMZZmFmg1ZihHAdbAxs4W3d6RZ2UyBOcj7dI5pPLOjUQwu9zkc1/5EhefukgUBWg75NkLZ7h84QLzlSd/xrSjEQhhsbnxyS9rUHGADBQUPsgghMMWlmJSIAOJy8AqiZQOl3kqFLUSkmpC/Zl5VhdXkZnDmBxrMjrdAeeXy+RWYIUjdZYwKpBYBt0+ZAWlKKBc0SzNlqglKaPxLkuLy5xImuztb3Hv/h3Ozjcph/PIRCNLMeNiQloY7nePCAP4xc88TTwZ8u6te6STlG5mCQrLeFQgiwqFGeCMIB2PKM80KAJFtz1CC7i5fpv9UZvnFs5TC0v88MN3uLpxi7icIGXC7Yf3sHnKc8fPMTfTYGhzanFE92CXpZl5Lhxf4u0bOYNRxrdfv8qNrd/gwpOX6Hf2Odjv4DJDOskZdHuYNKW90SHPcnRJeRZQ+IMilLcGPVPzeo6UklAHSAujYYEVEq18wMW5ApCYyZQRWH8/ZKixzuEygxlPfWjhB5CwXtyTSvoHRIIprBeShWPUH+MKkHZIZ79LNr4BssA6CBoRTnsQ8CEcH9udazVZPnOasXMc9faxRUaRO9I8R4xTPzshptOtgSQMQ4RyZOPCf37t/XmTQzEpUKUEpSBJyjTqDWbn5llcWCQOI44Od/iL177N11/6hf/baZZgC8AyNBnttIMqWVaeWGWct3lw/y6FkwTCt7qoGKMKTJb76qZ9NkM4gbMOqQXHTp7k4vNPczQ6YORSDiYdFmoNojhi8cQcQU2R4Oj1+mx8tM7WnYek4wz98ZyJmzJw/o02cBor//jlA6ocUD5Wg2aAVT6urisB7c19+odtolYFESgeXH3IKD0g3crAmil7dDgFBkFYltSqTb74jRe4eOEcQRnOzp7i1176xt/YpZ8KCPVnjzuX+Ty0GReAQ9cUUk9jkR+HKHDIQBMo4RvFxDMJEo3LLTpQhFVNvBjSXJjh5Pwpup1tchuR2ZxxkdLtDpmdaSGkpBJHCNlkOBlyeNjm2Pw8QbnEzqTDza2H1E7EuAzaY8VirNhYv8bG1kPK5iRqMmZiJ7hqgyxwxKU6/ZHl+s4+M4HiKy9+nUS8xg8+eJfZuRa//NKvcv7kKVZbc/z2n/4p/eEB1VKF5559meMnLnPU/yssBQedfZIwptxa5d2bV/nzN1+nlw44fuwkUehIewM+f/FJXv3sCxyNRzzY2+Dexgbv3LhOIwk5Otzj6KjNMyfPctDpomdbbOw8IB/26A6GZIdDRKixWMozDfbv7SO1D3m5/K9fLqNCr0ib1E4lsilIOIcSmjDQ+Oih9Yr4dPTc4kFETofNHA5RCD+z4Hz1tBmPwzBOGNASYyzKeapapNa3i1JSFJlPp7qCIs/RYYiUXrswJkcqhYwDlJTMzFT51W/8En/v136NOxu3+O4H79JordBKarR397l//zb37t9lZ7dNagw6llSPNRnud6g1SowHQ7LUIAJvNwZKc+78aYJySLPRYmV5ldPLx1mcXaZSqnJr/QY/fPctZBQwO1Njpz2gMTvHE0tLlIwhH2U82j5ga7+DFPDk2TN88+u/TGYG/OTNH/LhnXuE2lEPA9LuhL39Np00x1qLMhl5mjEaZ1Rmmpw6eZyZepml88us7e6RFDGzzTo2TynXNEWRMRhMWF9f49qPb9EbjlBl6XMZUYAKvGBprPWzHME0g8F0cF0pdDnCht7alLFPjB5t7NF77wAbOWpn5yjVK/R2Dhn2j0gPClToX0+gdOBDV1NXRIch4/GIe3duU16ocWb+wv/juf/pI19Zhk0dxcT7vGEzQNc0dmKhACF94ERHIVIq8n7us+jOeSQTGl0R6JJgbnWJ+ZUZZuMZCjdiWIworO9vhDUcdQ9ZmJn148dxQrNWYetol3qlxkJ9nuE458HODh8O10gzzfPnPs/y4knm4gHL8zUaeoV6IBkNhuyOO3QGOR/u3udXX/oFXn7+KZ7r91hrD3j1zJe5ePoSG+3/lkurJ3jm1JM0Fsr84he/jhnn/OYf/A6VSotyUGem3kSHAZMsJ0oSQHPj4QOufPAOe902UvgK1m3vUI9Cnj33FOVqg61ul1pljtnGMg8f3eGjnVuMizGzMy2++uxXePP22wyps77+IeSWuBIzOByRDwbUjjcpJSVUojGTbEoffdhIaIETHqDx7B6m7eYozQkwvr+WDgyIUPiQWGYR0v9rpUAJ7atSYb215YzPMrjpKHWskHoq6OWFB6apQK+0/5mUYhq9dWjs9M1XAmtzTFqgE3+tYRLzzDPP8O9985eZrdf5s/d2sUry/IUn+MWXvkYpLnH34RavvXuNRxvX2N++z53NdWwp4NHIcOnsJQ4O99nd3iHLR2QipVaOeOaZy8y05liZW+LY7CILMy1yC3vdAx729rm7fZ+3Hn7IMM0pJikz1ZjL585xceUcq/Vj7O7vs3NwhM0dJ5ZX+I9//iugG3ztiXP8N//in/PwYJdGvcbC2SahLlOLY9rtAw7aQ9rDgvW126ycO80TJy6QSIPVCUuLy5xNlugcbTAaDCkmOUY5+kd9br3/gL6doKraa0HSZwBQ/ksUH+/hdLrYON8axRpRUhg5zaI5kM6R9lJSk8PYMN7rUtMJJxaOceeoTaYs1sipoOszRE45cDl7G4/49u9sc+Gp05x/8Wkebt8Cvv7/DhBwwgtRhUEn2qucsfYvvjA+Ux6WYhpLcwihaK91SXtjULlHKCMgUlRny7z69EVOLh9jdrHFzd1DHljJoD+hFZep6oQiE2RFQbWa4JzhsNum3RswV5/DELKxv0cxTImCgHQEqQkoyx6tcsCXLn+W3Z0tertbHB61mSDY6rWxObx46TlOznhl/3w3p1QEzJcdf/frf58P1+/z5+/8iC8/83mOtZpcPn+ZE8evcDRss7Z5k4XZFokOiKIySiq6/QG39w/YPNpDCkcSBJgip310RBZKbq3fI0xCFqoNpBRYJ0mWTjOedNkZ7xBXI9J0iE5KxFYw6oxw1lCKIxZXm/Q7mpnVBUSmUFphP7a7nJzGkC0mLbB57qO901SclAojhX+v5cc+Oe5xqMYZn6JD+AfeFX4UGimmo8Xae/8hCNxUQPajxFIqXMBjJuHfeCVRkU8dCuFH3V3ucPisirMeSETuOH78JL/y4ssEY/in/+Nv8edvvY7TlsmNDca3Njlz6RlWn3qS//w/+BWM+1WOhkPevf42H969yfiZQ5Znl9hZP+DB1jpbR9sMOiMWF+f53OXPsjq3QiMps3dwwLu3bvKou8WDzibrg13G+dC/4MUKjLMcZYare4/YGHdZSeZwQ0e7N0QEAZ2RoT+BagVOnPkCrz53gz9+4/v0J2PCIOVka45auQlJQtIcspoaGs0Si8dWef4Lr/Dg9pvUKxWqMuGJ5bO80z7k6LCLCiNMnvLwxiMO9zvIRE2j/p4FOOczJUJJlAihmNrISiKnsW1d8YlHWQ58klNCHIacu3CKYn7ApBijSyFzc3OobsztG9fAOazxz62K/O9yxkIoiWsJ1UaN8lKNKKxw0N7mw7WfcPnkCz8bEGxuwfqXl+iyDyi53EEgCKqKUq1Co9GgdXwFV6REUtPZndDf65IPM4KaRgWKVqXB589fQIYlfumLL/DCKOf+5gavX79NYSsslGpsbq9TriZk+YSNziHDdEyzWubSyTMc9ifc2HjIWFvmZ08yP3+B0bDP4eZHNN0CjWaNxsI8Sks2ByOEDtk4uEVZJo/BAGC+7m05mypefeZJzszC+1ev868/ep8XPv8KzZlZ6qWEtZs32E5KpGdP8vTJ4/TzNnd3N2kf9tnf28c6QxAo6vUmBugP+vRdzo+uvEm/3eHy+UvMz86RFxnbR0fUVcLywiVubDzk//zJd0mqEWlvgiEjChS2b2h3+5SWG2ANezs7xK0E1zFY66a+tEHI6cNqmL5kRqBjjU6Cad9fYNyUHYBXsI2FnMdRZ2fxgmsg0SXhB5qywr+VqqRxGoxR/k1Y03coOONQwucJTJr6gFThwenxqIH2QhtCIDXIUCOV4tjqCvNzy7z9/jVef/dd9rb3mAwHrN14xHd+fI3ZZoUTcw3+4T/6h/y9v/+fsFSp8rUvvMKMrjB3/Ay12Rbdg0MO9tZZW7vDxoNHGAOtxhwqCnj/wQ3e/Oh9HvS2GbkRY3KUlJQIiESZSChEKIlDjc4g7fbY6hsSk1DkghMrJ7l48gyhKx6fk1//lX+AKc3wJ699m4NhD3XQ4WgwYX13m16vw2J9jtXlRZLGCqKV8LBzSCmIiCYWIXMW5hYYj0bElRIHW0O2Hux4JmD/ug2Qyo+Z+wy0Z4A+re0ToAhQZU1QT5DlAJ1Mq71SzDcXWa2cQDtBrBXaabbW1rl16x658YG0fOh1Pzf28x9OOnSiqM82OH/uHOfOniVIQobjjA/uXefyyXNAmc7e/Z8OCCYzSO0jsTL0F1xkBUE1pDpbo96aoxKVCI0kG1sac2VqCwv/F2HvFWRZdp3pfdscd/1Nbyors0yX7aqurjZodMODMAQHIDkQKTEkjqhQ6GVGEXpRjBShF86THjQxMjMhYRTiDI0ASgORBEiRYAOEa7RDd6NddXlv0mdef48/Z+th3yoMh4PWrYeMqKrIm2aftfde6/+/n95Gh+76HkjB/EyDtZkDrC4tM7swx/TUHE1vjAxL3pRXub1+gd12HUfX6OfgKZ/l+QVadc3s9CJHFh9j2BvRHXYxUnPo8LO4bsaw94BENOlsG7J4jNOo0pifYy6M2B/1SOOI6UqN7mCLdmOef1uh9sHWPR5bWuD4yadYOPw4e/sRvpRUAp/5hQX6PytYGo/xTclKa4ZnjpwA5XBxdIM4HCEpqXgVZueWieIYv+njulXiMubdm5fZyQYcWVxmzqkx2N2gHnhUENy6fIVL1y7QnG1TrcxjyMlKQzgaUxQFi1Oz7A87jAY98mzSOMysDbYsy4lUGYSr0Z7CqWjLGBCSMinIcjsBKvLC2l+Voswn/nhl+wZK2bOn8CwSTRiJKa0FtsQghYAwsUY1JcgzW4iUa2EpeW53Htt4kEhK2wjUVqlH/hDGYhtaUTbmR6++wpXL19kbdsBTaDdA5CkpA9b3Bmx39/G//S1q8wf40qc/j4tABA5zzSYNAXOz0xyeneb0qSfY2Nnn0vXL3L1zmcuvXeTq5cvc3VpHLVZpLjapGIXqghgU5KMRWZJT5DlurUZjtkJ1yqdwE4yvOf/E4/zy859lbXllYur6uZLxt3/pV/nME6f54Wsv0RmVdPOcQkkqJNRq01Rq8yxMH+Duhbv09/oEOEiZkhY5K8fWKKddRtGAYmsXGWi0VY8htbIjVmVdww+9KAY7zbA3fYP2Nf5MBV33rJ/IFUgFgVOlVWmSK3AdlzzO2b58i3ff/oD797YRDhNFZ04RZRRljgoEXsPFbwU0phosLC3SaFZI04w4L3jv6lW2936P7rDPX770w19cEPIkIagEKNdKioUBtKDaqjM7P4enPZQRpOGYEgNOFV0NaHnTNFsNVFxQ9WsszE1Tb9c4eew4aJdxMuBBZ4/NfpfNaATxEKeU7I/WObC4wJOPneWZxx6nFfg4eEz5DZ5//ONU2wMqfsD+3gUankPNUaSjIZ1wTBA2qU63qHtVot0+zy4cozk3S9jf4+0blym05vNnP87X/+pbfOvFP+OXn/4Inzr/SQ6vHGbl+AKEBXFhWD2wiKwp7q3v896li5RxSFhmuKWL7wWUuUEUhlZ1ipqq0+nuk2U5nqtxHUmz4hMXI15671XinZDH1o5y7uAq79+5z+W7d3H8Cs3pZegkbG91qddaDMOYuWNt8jQn7w5gVGJSKyF2PE0WRRNVoUFp0BWNW3PRgYM0ApHYjr4o7Wi4SHNMIZDC3kWVryenhQnpWgpEIcjGJdqzBilVSIosJ89BSAelpf1cxnIyMQahDCrQdqcrBdIXiKJATP6YSSOzyAwmtlbid9+6yI33bxNnCakuJ/gz64lxAx/tKNJRxlvvXeD7P/grvvRpOxk4dvgkf/7tv+axs09y7PgybaAhBOuDId/+F9/gcu82m9euMeqOSURKI5nCRxJ2YsZ3R2SjjCgcEZsCYQpUafCqAcsHl6jPNqjPTfHVX/0qp0+dBLLJ3P9v8xCWZ4/yS59q872/+TOWckly/Hm8j32VI7Oam+9dITcZg50exyrzpG7JKBlidIW9LGLXHdMP+xSBojpbYzwKJ7AUoJxMjPLJ4y+ZjF1LJndEtKdQFYWqKVRLY0RJuB7iKEEUd2nUHbb7W9y4cIWdOxuMsozczZHS2silMpSqpDSQlzm+rlCvN2i3W2jXJclz4jwiNwVZGnF5q8O4MLz7h6/+Yo6U1VpbyrJEItGT5pLCFQ5lBq4ryMsU6VQQJbipJSedPHGGL509y96DbW7ubGECjZQlZAnd4Zj3b95mMApRqqCIEtIU9pIQ5WpOH4ipuFWa7TkkgiitoOoZUnYY92/SEIYp4UAYUQgo8pxoMKS316VWb7A6u8zZx8/Qy2Nu97pITzNdmeL7r7/B1775DXaGA+6NXmEzC/jtxhwHlU+SZKRlgXYcpqen2b2zzYWrN+nlEaXMkY5HEg4QAjy3wurqMWbdJrcuXUKWBUaD8H0OLh2gVq/ydmdEr9inUa8QpRG3H9wCUzC7sMB8Y4FBvE273STJEloLbaamlnGGEaPcQ5eKYX+M8hxcz6GIUoSwJhjlS5yGsvZyV0ACxNYurBxNmuV255GTfkFpKPIcaQTSkRNDmh0JC6DISoQUZHFmNytj0WSiLJFmQjAqBCj7HkJbypI9qkhM+XOTDKVBFiByQ5lLigz6nSFRxaL2HnoDTCmQUgH29OJWPbIy4SdvvcOP3n6LT51/minfZ5Dc45/+d1/jxMnH+exXvoo2Jb/3z3+fb//pt8gbKfkgtvftmiLaHbDRGRPtjkmTDOUphGc7r0VWkktJLiPubN/D7fkcr57g0MLs5ETgguJvnRAevt569cf8/rf+b/JMsbrQpBZM8cHyPKXRNJmit73O+VOPsznc4R6S/jDh6t33GfpjSi2YXpym7MXcvH6HZBhhtP09CCMmcnOF49rCKMqMltegOx5TVBTUPISryfZiercGiG4CjSGdt9cJ/IB0HNEb9S1Apu7ajBMB5JIsKlDKLoTSlIT9GE2fmlOn2+pjfHCqLl6lzvTUNHPTS2hdAT6kh+C1fKSxvQTlSHRp9enR3oheMKDabJJJQSENnmMXhCMlrlflzKGjfOGFL3P99jrm/Te4cO0OnW7EseUV7mxsc/XGLYQ2TFdnEBXo7O2SlylN12UmcBHZmCzsU8gm4yp04pyrV18jGXc5O7+MdCsksqSQCsf1SNOCcLvLicPHOXnmHAQu/9Mf/BHbw01++6u/zpWLN/jGX/0Fu4M+rqNZajd5fG2ZA/Ozdj04Pp2NDTb3tijzAke5qKpmZ9SjojTTc1UcpXFczeqBNc4dO0VnfYPphSrCnSMtSwaDPjudIbJQFKOMVqPGOE24OOxxv7uJHwS0ajUcpTFFQjXwSbKESsWlmpXsdgYM9nr0bnbINQjPml0qs3XG/bH1jgTKWpKNzclQ2uLtjDRoTyNjgZC2cEtfUIxzyqygjASmtMIkVXXttUFKKAqrKQgE2rV5GPk4xRQG6Vq5rFBW64CZkLQ9W0QwUBZy4pwziLK0BG4JxcS6LhwrNEJYoY9QAoUEqWzjdYKCM6Xhzq1r/MG//hrPnPvfqUrJf/Ebv8PuTo/b3Q7f/M43ef9Hr3PpwjWSSgQYRE0hHdsjyKKUcJiSJznSEZZx8BC2Iic7fwlZmuJUAqZnpujubcHh44AD6cRarut/6xm4vbNNuJ1SVKpcv73O4oHTLH7sY+y99v/iySFTOiAbhmTdAdmwyyDsY6KYllchUSV+02d5eYGde9vE/THK0+hAY0pBmZc0mot89Iu/yoG5Q+y+81MWypIXr7zGRtSl7MRkuwnj9T5GSurtGrLiEBUh43BEaUA2HSr1Clo7xElEHlo5dJHmyNyqL4VS5ElGd2ufYb/P9tYGJ547wzMf+wRHVk8i4zF79zbp7l+HZ3/tFxcEFQRgcishFZBjGx4iEezd61IedhjFCdqDwsSoQiLcksWlOebqM8Rpju87NJsN/ubSz7iwvc7V9S2IC2SgqWpwcEjThJ4jqHk1mn6LueYsrWqNKIzZLpaoKlhbWWNt5WkuXX2TPCnQVYc8HSNRCDcgdHNCITn57LOPvv4fvvEGo2xAe3aG61evMRQRQSNgut7kN37py/zqxz9vHWKAdqE/7nHp1nX2t/aRhaD0LU/g2NoaJ48e5vZ0hywxPPX4edwMbt6/BQ1BLahR9kvCYowyGVk0Jh6GlD7cvnuPYTJgv9vBURUSEmKT008jTJ4yHIypNiqUYcqg2ycaRchGlSAoyZOUIpc05xr41Qrd3V2rIxAa5QpELhCx7fWYiSFROw6FKSlyi78vSxBCUZSSYhxbBWJR2ILgTqYGgJ6QkYosp9RWJv1QIagdhdYakxkrUPesldkUFr9mhKUzlQ85B6XBcRWOcpHKsQzIieJG6sn1Apv2pRR2N89Ksqzgey99l//jf/2n/KP/8h/jeBV+9T/6B3z9W/+SH3z7h1x++wMKwSMLsvSssyEbZ5RxOmEzWm6HMJbyZATWSVuUlAUoVzF1oM3IxPyb738Pgctzz34MXBfC8d/ZHj/7wudQzDHYuU44KmlMzfPk9AKbR59EV4/QWD7G5gevkmf7NNwqaEOtViEi4166xViluFVNtVGlM+zZUx3YUXJuOH70DP/4v/rveWYRLr14jq/90dfY2+7QH/Rxawn1ZoWgXcVUBIU2IDJUQ1EoZaHHSiFq0lKkxhnJOIJcILG/F1wxGRVPdIoShnsjHly8R0t/wP47G/T2tojKMX6r+uEnBB1AmSlrrEslJYYiLagvNFDaZWxixKDEcys4RUqeSWQgmW4tk+QF3/vpj9kfD7lx/wYb+3tUPI8sKTBJwWA0IMlK2q0WRjvUag0sIrDE1Ya0cNmNA6QD7SRjsRFS/ehhTi5XyQYhKhqRxBH4Drt5yZZJOXfmzKOvfW804NnTx3nz8nu88cYrnHniDIe9OTZ2OxyaWePZx87x3pXrLC8eYmZGQwZ3Nx5w9ep1Rp0cr+UxHsYs1NqsLi5xcu0QBxYWEXhsbw95+ZVX2Al3aR1pIUcSdyigdBAaVKXC8vE1bmzcYGdrYBV3aQGNktCkyLRHXmpc17C0toznKDr9AZEpqK9MURE5+1t7pOOCsijJkhQppQWTlAZPW5pwEWWUUUaRWz0ISNyqT5ZnlKGxCsQSqxidkJBKIzBhRulJHN9YTYHBKha9id6gNDiBi3IVStpRlynsnFwpjcgFeTlRFmpFKawMWhqDEHZXOnLsEE88cZ6iMHzw3gfcffCAJC/saUJKTA5aG7yqD0pQUJAXKVGe889/7/fYuLJJ6i2S+TGvXfguty7cJi8ye2Kx4M6JdqJEFKVVzhooUxtKI5Vt3BV5ORm7GoRUKF/TaNao+B6DYZ/v/fTHFDLnhcefgMrc33kGWkGM6l6l7q3gOoKrd64xVZ/mxMoJisYyvazJ/MoxnLjPuJ9SUyFHDxxnY9hjZ3NEpAR6ytA+uEAnGhJFI4o4t8d7KXDcFL2T89aFe/zxn3ydv3zz+4zdhNpaHa/iE1SrCKdkFI4xRqC0QOS28JrUkJsCjKBQOdk4pSwMvqfR2iEtcoSvbNEoLQ/V/shKdje2eW33hxTjjHAYM7Uwy6nnT354QTAGKOWkO62pzVSZaTfYSIcEazXy3QTf8ZlqNlhdXmFv2CEXggyHv3jpO+zs7pEVOaNhnyiOaU3Psry8jMpLRmGMkZCXKaWZWHuNIi8C3noQsmdSZisV4s2fsVEaTp84ycr8Eo3aDBvbY9bv3EImKVkZsz/sMCTl7KFVAK7e8sOH2AAAIABJREFUv0t/tMUXnjnLdNtnL4s4uLKA1pqnH3+OM6vnGOwN+NH7r8I7r/KJ88/gCsXrF99nGGdUmzW0V5KM+oi6jxNIi1uPc268f5nvv/wyHiWHjq0hHc2wPyKNE6ZmptBuwN5on5SUlJyq4xBnGZ7v4dVcJCW99R0Orpzh/Mc/yoO773Hhpz+muz8kimOQJXEUEe+PEcZgUksOVr5CuQ7CWIm4MBKlNTk5OQKT51ZrrzVaOuRpQRHZh7YoSsgfpjeV9t5fGorIIGu2yVikhTX3WCUtKp9gvQSUpbGwkMwgIrvbF7KcuBWt1wUpkaXti/mNCs+cf4rf+pXPs7czJOwM2djZIcNaHpV2UcoCRtRksRpTghAUSc7WuMO/fPFP8OIY5Wp6nYR4ECJdEHmBdPUEuDyxUbsSLSW5mEimDZRpRpFaPQYT6bMOFG7Nx3FdPKXxleL+5jpf//Yfs37rKr/5m78DaQluY/KzytjoGN7a2eVzH3mCP/vO19nrjVhcmuH0uUNASVXHbO0VmNYStXREkcPa8lHqQmP8Ot1sRBx1KQ8W7GztEI9CwFgXsZbcun2V//nPvs6l97/NnSuvkpYJquaiKh7S0xSitBJwJUmjmLLUmAxGd7rkgxShJV6tCqUtDn7bw3U9tHJQyvaTyhzbuymsxQAprNqyNwJjKAxsbj8gfbP48IKAFLgND0dq6o0qBw+tcPrkUS7du8ueGEMc0Ko1WV2Y5dypJ3j/7iWub29x9+49rrz1FnkST0QyWN+6FIzrFU49dg530eHO+i2iMGQUhpR+QVBrW5Zf4TDtaRanMnY9n/31D3j3VpdPPv08M4GiGIYU7TqbZp7xeA8vT6nlBYuzS2yN9vgXf/T7OCrjE089zeOnH2c/3MeYkpn2HB878REAFmoVrt2c44cv/5g/vHWVucUFbt69DqQkeQ6lRlRrZBqG4ZgoSnj51ff47os/pNWUnDt5AtEO2Bh36BVDFlt1zp88zezUIjudDj+98jOc1MEPJInJqUxXbUqSrFDxfJ5//uN85Td/iz/81+ugPLKiS1HkJGPDYG9ElhS4Fcc+BGRWJFRVNGfmyHsxWRKitSA19vhcIKyzrZjwEwONUCVFWNi7ppaTwFzs53SsHJmypESQjTIcBUWYQyoRQW4XUl4iLaaR8qEJyX14bIcys70OHUhUKVhaW+bZ0yc5s7bGe+9dZrc3ojcekRfFo2uGkOA3K+SjDCkEZZ7Zh0Ta/oUUCqESkoqyq9MzKG0erSUEFlkGtnpNjE9CC3TFsbL60jI7hLbmO6ktnak23UD5iiLPGIZj0rxgmKR849XX2C5LvvzsJ1hbOQpOjfs3L3Hh0pu0phbZHI8Zu5C4Q+5vXeHS+lEqckQx3GGzOyYUTVqLh/HdWR7IHOMI1lZWmB72ebCVMJASbUAhMa79WqSQ7O5t8Se//w9RNdeqUZ2HI35DFmUUSYHrTsC02iHrJozvjCnD1G7aaUncGU4eWEGqDINBjnKtw9HxPUvKNtYnZHN7SutULh0KYydTEsXywtqHFwSnGtBu12hWa7RnppmfP0irdZBPzB/k4u0rRCqiEdQ4ND+Lw8S3neR0djYwRfJIka0cSVCp0Jyqc+bUKX7ny/+AqN/jD/78G1y71yPKMpRySaKUwchhe6fLaPoBfuswJ1qLLFar3N16wOtvvMFcxaMY5cxPtVg5sMiDnR3Wd7Y5EEyRAH/04vd59923ScYRWjr8o//4PAerq2x3dnjm0BP/zjfocO7pj9Lrd9na2WGqOs3CiXneuXSRXKY4aPrDMT+6+AGDwud7r77GVm+LT3/kE6yurnFjvE0/GZOYgpV2kyOLh5mfW2F1Pufmzh12x7uUmcR1fLSjKTOo6zajwvD6d7/Pvev3eOUn32Ljxk3iorCN28CllAbpOAitbW9AKQscyUvqboW0ouiFY6IkeWTJVcLemcFgSnuEdl2XrJyEkhjbeDSIR1Jka+01lBN8lkkVJp00IxwoZW5NTqWyYigjHt5MQEhLVjIGt+oytTDFVK3J82fO8ztf/g1qKuBffPPr1JyAteU1rly/Qpnn1mYMNA+1KDo5Ve3T29qn1+lZaG8pkN7EbYihiArSXmgdmVJOAD1MkqfM5NBjbCCwEKCtJNuyYyx9SDkS4SoEELSr+JWALCsYFmOyrACpGJYJ3/ngVXbLhP+80WIq7/OnL/4lcV6lMCmXbr5MzfWYml7jC09/jGcOr/EXP32H1978AWFRMj+3Qj5TYWp+it3NPsMsZK46g19qPKXwApfaVINBOCQrJulYEozR6Kqyhc0Iy2V0raPSRiGWpHmCcUqyvZDhzZHVevx7X4a0E5P+W3+jHIFb8xA4KK1w/UlmhbGhStbRmVOkJWqUf3hBUCjm29OksYusVJidWsIvIR+UTFUaRIWkVqmx0Jjixr11+vtD5httNjrb1jJbFkgEfiVgbm6a80+c5T/5td/isdYs3elZFucPstPdp1Gv42iHoLqAErO88ubLbDx4j+JzX+DQ4gFmWy1OHn6Mjf4uvX5EGO0TZwnnlw4w7XtoJbgzHPOXr7zNsJuzsHKGnc11tvZidjohTy6dYKE587e+tz/53neIojGffeZZtrsdvvmdF/G9OjPtKRYWN9nu75EVCVJr7m/eoVmZoznV4uDKEs1alWERsTPoEuYxjnKYbUwRVGsoWZCXMVPNJkfFMQIpydKS+1vr9NIRylTY2r7Fm7d+jBaGMonISzCypMggHUWWOuwqimIS1ZZmOJ6VUCN9ch2ROSVFwaNiICaOuckeOjnqW9SadORkojYRvkjxCHwyiWrAaVgalg78STasvUowmTKVyWSy4CnIsbReBdIVVAKfpeYC7VYLhOL06cdB+CzOz1FVFY4dPMPPLrxFb9hh2AvJ0ww3cHAXAmqqgRSS7m73EVEpCzOL7pv0GowBVXHspLM0mLikdCwh2PYTzKP8yVJYOaAx9mj8KCdkoviMwzHCdyhCY0EtRUlRhRExYb/kxz97iQUlmdcrvH7xIjPHz/PGxZfRIqMh6+SDkL8Ov8sff+uHXP7ZS/T6HZaOHsI7oyDz6GZ9CDSd8SYDtUegq2Qmw2lophbb9LodxsMxeTkJaXGk9aeUdvuU0tqVXeGQmpgst7Ca5M6YeDP8RY/q336JR8uAIjNE3RiIrf1ZCetDKYXt52gLOCoLuH7l4ocXhKDuMooljRlFXVWoFiPW7+7xoHsfU/OoVCXzus1gEHPz1jrbYY+VYyu0ppqE0ZCxGeG4Du2pNicOP8ZXPvNrnGytAdAG/uvf+s945+Zn+d7LP+DOzgZ5mrOx8R57W7c5PL3KD157ieOnjvLMyXPUSpd2q0KrWWM9Cxl1O+x27tOuTbHR2WQzLllzAr7y1FkWdcm1eo2lxXnu7/eRN+8wNzPLStNhkJf80b/5PynzmN/8/N9jfmGJm/fW2ent0usO6HQ22dvaI85StKMxUuA6bXS1ykdfeJp2Q7GbhYz2tljf2WOcjFmamiJUikvr1ygFBLrK2UNP4GoXXwmGgyHfi14mzXeI4hFRuonj2oc9mGlQ5BlJllEUhQ29KWyUmsknUFstKQtBkYconeIEEqqWnuykFi5TCEGe5RSZHREKaQ0tSpiJGEZimJiZtDU9mQkrUUiJqggoFSKTiBz7FOZWklyWBcKx0FOhFUpaybRybTpQmdr/nySRbfTa1cPS4grXbt1Hqggzygi3h8RZRunA/qVtlHLp6j7ZOCaLC7I8o0gzi+BPJvyEOLWnAy0eiYekYxe2YWLcKs3EJDR5a80jerN9MOz1ASkIh2NSmSOVsopLVxDqkjwv8KVPqzrN/gCGZht/aor3r73KOOzguIq4CAlHEVdv36R7Y4ckT9GBR7ZzD3FHc1CsUa+5eL6HEh6+00AacCjIlEM+TklGMUVs8ykd134fmRC2PyMNxmgoBCSGsrCk69H6EDPOfv5getbAKF17cizj/JGZ7aEqVShBGRWT3E/7MhiKwlD8PAzcFncEylPk7v9PD+Hg6aeopH28yhJhPuLSvbsYHGKtWJ2ZIVN19vaHjAgRShMlA5IwolVvEc4loBRV32NpdpmPnv8kHzv61N95jyePHGR99zG6YcmVq+9x9/ZlHCk4uDDPg3HOzGwD4Y4oRAWv0iZJIuZWljBVj83xmJ0o4fVbV3nh6c/z0YNrzM3U8coUkfZ5/MRhKstrjEvNrY0hD3ZCrl5+j0E/4lPPPcP87CLb9x7w+oU32RntUUjDcBATZSXT7QZpntOYnsPxfQb7WywdPkQnXOWV998gKnMKI8nCHDktuTEccrPTQUqoForzR89wavUIrfosO8YhqE3R0Jo7Ny8iPIETuJRZiVOpEviKstuh6MeIUk4abkwWv7RZmAUkYW6DVQMfUkleJhSpQAqNDiRe0yXrGYqksHbaSTgIxlgCkStQFWUZFhmUaW4719JCQkFiZInRtgFlsONJ6UuEce2Ew3XRXoW5lVnac21272/Q2+mThBlOZRrdOsjt/R6HZtoce/YFTPsy8V7KoXPnUN0Zdu+ts31/i62L23Yy4QnIS0ojkG6J8CRSyAnI1y5jx3VQRpKb4qEeCqEt7yHPUpRQKEdNQl6s/wNjg2alawVKQivKcU4e54zCIX5ljsgk5FqQljk16bM8vcSJxTXabp3OeACeIhzuoSSIskAJSVDRjIuCrMwtTT5LiAcpuzvrzKzMM1PVUKZUHZ964DMYjhiOByRJjFG2SVuYEu1qvIpDEYBBkiaZRc4LQy4gKxPcpk90r/OoGAjfEqVMObGzY2nUD08DGCaip59fm8AWR3gYtGwmRWDSC1Ya7TtMzU9x8vGjH14Q4uEG6+s9KvUdvIbH6eUVTh05Q8PxaKweZnN/n/X0MlmW4wqXSlmBLEfIkka1gqddqkGF5QOrLC0d/Hc0YD9/DYc5w0HIxvpdwmjMgZk5Ws0mHTOk4lTII0XhaOrMkOd3qPqSlZkmZSun3wk5vnSE1fYSmArxsGBnOObq7haiNcO5lTMsNpsEjPFEQTw/hygEvaHhJ+9c5saty1y8cwft+RCljAdDZqbbzC1Mc/vuOgcPHKW7eYOt7hZb6yvcXr9KkkUkRYo0OXP1Kv0s49jMFMXmDheu3QNy9vb7rO93+eSZj7De6VCbnqEZlyTXIxxHIxU4nkutGdBqt6CMyJIUHNcebyksIHOCVnaUZRNubnQ4+9yT9Lc6pKMYo4W9buTCBquaEjPBbJVlieAhs9AmbXlNTZaVFh1uJFIrtCuR2KuAcaWdKOQGsoc7jkSW9vOcOn2Cp089jgkk4zRmeKfP8kKFF174FPgZp06foPBmAXh84RBTCwcYdfpMHT/E9uguf/ONP+ev1/+cUtijvslBKgdR2uuCJQUJtFTgSFQNTDQRV+U2YqrMeJTmJEq7uznKITelzX0sjKUyKQ3KTGjRWBr0OGc8HLG4eIBISpI4RpaKuWaLx+YO4iufcZgS5yG6TGjVK3SGGWlmLedCK1zHwTEQJ3YsXASaMM4YRwV7+12MTpiqtejGQ3phn05vh2gwZtDtEIcPkfYubt0lcQtEUk5CcR7S8hSq6qLijLwbg57oRKTC5KXFwgsBxUSZ6EyYGZPDgNR2CiNVSZHlNkMSez14eGDyGwHtxXlm5qZYPbjKc2dO8tjcwocXhNxN8SoO8RCePfsEv/7J51idnufiRodbuw9YX99jOIhwqwICqOct4jQnM0OEgWo1QPsuUZHw5tW32R53eebMeY46jUfvcfHebdY3d7h39wOKfMRUrc6hlQWiQrG1u8Prr7/OZ88+xaG5oygUU9VFeqNtAjcgLDMimbJ2+AhFnrPT77O3nzLsJgSyzdW79xmrl3nyxGlWpxukaUQ82mE82ubCeJ8I6OxsE0WaPNZ0Ox1cKZmabpGIhEqzRs1rcOH+LhlD/tn/+L8hGhWcGfAaNdCG0lT5xLknefaZr6Auvc3lu5tor0nhNVnvDnjp0geMon1qbsa0W9BuVWEUEWhNa76NFhIHQdio0e+OKCZJScJx8Ju2uxyPUkokWhrq7QaDMETXXLwkIEtja03OctJBjvCUdRsKi0EvCys9F0LYbI1IYJJ8MuaVKKMwYUkcxdZK7emJc7HETMbBGIExoIViplrhyeNn2C9KxpQ06/OM0owTTz7Pu5ff4v7WNklqtyYX6PZ63N+4xygcMtzYQWloTTWJwpQ0Syni1HIiJwyAsihxmz7K1RTG2LSh1Or8TWGQwo7gTF7aCchEQ2H7HfY+bOGogLT6CCYEYyEERVww2uqxFzwgGsVkBpYPLnFkdo3ADUiyDJMliCKnrmos1Zcoc9gtumQ5pNshezd3SArQTd8+XQbSUcj+7jq5O6A2VcN3XOtNKTLCcERcJOxu7zAeRfiNAK/qgSPIk8RG50kQKJvr0Jwj2h+zf3kTJmHJTLwPopic4qxe3J7kSuuOlJ4t+hgLslGeRDiaIpGPNhmr/1A0ZqZYe2KNz33seb74zBd47vgKGzc2PrwgNKpt5pZK5vw2z506ydLsAld6GZe2u1y/doH9rR2a9SrNmYOo0iUe5vSifUpZ4GsfbVyKvGA0GnHz3g2u3bnCG2/9kLNrj/PcifP0Rhl//fIrvPn+e6zv3uexg4d4bOUwJ1YXGIQxd+5vcXOry+OnP8FzTRu9VURj/urtn3JkbpHlA6uTOe0OozCl0HN4QrO8cIDnleHigytcufZTRsN7bC2vko9Ttje2GFIw1pL1wT7hOKLIM8pU4qk6woQM9juUDcXs6mNEUpDkEb3dEZUDi3z1v/k2W1sbrF/4X8jyIdKRJMEMt+69j3YrrKyeYRRGFEVId7BDUQ6BhNSk+EGF00sH6Xt1BkVOc7bNuD/m2vs32L7fp4jscVc7mqDmc+rIQdK85OrV24SjiPpyG9eTpP0Rjgoo033KuMR1PcsqxOLyldG42rUADZNN8gQMeZhShDlG2NwMqTQmt7mIaVSgAoMyBjlx4QkDQv5ci+B6mtn2LIGvqYQxo/GYrMjJy4x0HOMLl3t37rCzdZ/T05Zp+MGld7l49TqjUDHWs4iZQ5x4epder8fu5j779/coksQ2AcHmSLR8hFTk/chi+ZSwJ4OJnkBKJp1xK3u2uZTSujL9YsKKeNg+mNjHSzOhRxnG60Nubt1ACsHU/CxHzy4w31pAaU1YxBQiwpUeQkvcmsZxPAop2N/rEg1ChKeo16ukWWoLkyPBU2Q6pQwE0nXI0xyFtI3mQiMrGc5UALsDjBBEWU7WD4mT3I6BpYNwoD27xJHVZ3nn9o+Jh7aJaLKSPLcbhaMddDNAepIiM2SjhCJPJyAUe12QntWTWDGZFW4VhdWNaF8gjSANI6b9Bn//hc9w9onnAMXMovnwgtCq1pirzbJUm8GIGh9sJrx17afcvHuHohcRVOs8fvwMZ4+dop+mXLj4PpfGQ/rJEEcVGGmTa+rVKlpJOv0RF2/f4+KFG3T7mqnpJd67dgHHyzl+dI2qhkNLFZ44cpruMMFVL1EJNF/5yEcmX1HJj956l4tvX2TxqSkOnlhgyfe5eOcyd7fvM4g7zNamGaQJvWzIOI+o+rC5e5vN/jq6dPBUlVRKdjo9dnu2MWTinKyrUMYnCSXDxDDbqHP7vfe5zZv0O112b+7wkS99hf/2EwpY4d3f/B/40Svv8/IP/pC3X/4RG/PHEdmY/f4uaTQkzRKqjQDpNvE9xXo/RPViTh07wspUk/fu3KUobPBsNkxIxjFSazxHU5mqU5+tcWjlMPsP9rhdKGIh8YKAuYU2G/c3yLWg2W4yjMZIT5Pvjykzy0KQnsBr1wjvblFo0FVl/00ITF7YgYMWkBqK0mYBak/biUJsG4/W6zDpejsKpbCxZaZEJgWBtNMdoSKS0R5xNKDu17lw6S2i7g5luop0q4y6Iz71H/5D1iowAv7mr37ChooY9DvsNLa4kUv2dvdJkwjhSpymi/IkaT8l6cdICY5nqcIIqzVAgMTyFkrKR6AXIQWlsYEt5KVFvbvSZhhO9A/KU5YoliUIz2FlZhbPCAbpCF1IsjzFlRJf+QTKB1OnWq/j1mvcErcIb+8jHEGOoZxYzJUrUTWNV/OZmZ7GdwN0YT0bNTeg3mgwGg2oL1Xpb3jEvZikFxJ3Q2TFozIX4NYkKEGrtUhTNGE8uWBLMeFgQi4KgukKM6fnqE5VCHshe7e2GW3nkBmbe2IykhFWMesITGoobSC4bbZOsjnSNGTz1gNGnRCKGJSPOzf14QVhsb5I1sm4Odxnd0sQ3b7A1tYmaRgyOz3NC2ee4djMcaRwac04hKtjbq1fpzMekuY5ickJpF2ISZqS5ykiL2nV5pmfP8FjBxfZPX+WA+0GM9UKf/Hjn/Dt777GzpZiUAx4sLXOTKvNe7duc+7oITYf3COJ9zm58hjPPmOrmtZNdOlx4cpVwpGh3awRxj0c4bA8XaVRmWNzOOBi5wEjkzNbaZMnCeN4iBAS39MMOwMGex3qLR/Hc5iZPkDDa7DX2SDOx4z7Y9I45/iJk7wFvPRWwlo74sDUKifnz3PpekFx/w6DvMRvu4yLmP2dDlleQxroG0iGI2rtCh1V0NAB+/sDhtv7NIIA1XDw2gHaUZw4fRSvUWF/d5+3Xn+L3Qf7jIscXdUko5AHt2J6gxFzx5Y4dfYEN9dv4KqcW2FMPrYNwTwu6G/tUyor1y0yAVmBTYm1RiKlNELb3UdI6zo02c+bmfYjwISfqSBMYl567Q1Wphfwqy3uDDbZTyLGZshWd4MTB8/T3f1/uLu9SX9rm/bBwxRRxqcq4E/W1NZik3J3kXatDYVk0AvJjaCzv42uaWTNoUgKkn5CNs7wGq7d+YTNaRBaIEuDCCSOljZo5GEuohLW6ZckGKlQGkxux6ZSGpyqj/YkFcdDiJKDayssHjyAG9TpDPfQjqDMSgLt03SbBH4FJ6jQqPg0tMFxNDu37rK/v2unQaUdxZaFwUHi+Q5KSFypcYUHRcl41Lcek9InT2OcEgaDaJJlItCejatzPYnrzNDyW1z6/kvs3rsB2HQrk9nGoa44VBaqVGerlEXBYLNDtDOiDHkYng3YX7NyJqnYpaWbUUAhC/K0gAK0A9cuXeVffeMbHJxtc+DUGZt+rUD97u/+7r+3ILz01qu/u7/fQ/mwu7uOdDyUsYpDF03LNBGJwzAZsDPY5d7mfbr9DmESkxYpylF4joOhJCsyRFYyExzgM8//Cr/0zNOszvoszy1waGqK+el5ZueXuL67y6uXfsbVO1cZxzHLC4scO3KQE4eOcuP2Dbb6A144f5756TkgY3N9ne++8ho3btxmFIeM8jF+xeNgu8VcrYLveFT8ysRiWrF6+zLB0w6B9MhGMYPeAL/iMX14ntnVaeqVWXb2t3BqU+h4zM7dLVrz0xw6sMqffe2fceXtP6Wzdwsx1owHNm58ZrbCwuGnmK02yPfW6Xd6LM/N4Xoee50eWV4StCqUjiTKDaN4zGDcI01DCm0TtFdXl/jl/+BLqGbArQ9ucPPdO0QUqMCl0qjgOZreYEiRG3t0TjOiYUzsCuJoTGkKvLaHdGxOJgUIx7r+pKNsBqe090wplXUvluLnc3s7q5uAPKwXQGpp2YmTePlef8zdB7tcvnKVq9ubJFlMw3coioKzZz9DHEVcvvwuH//kF2hVXOYbAV23xrSjGQGFdGx+pFHc23rA1vYeZVYy6vSRdQcUpL2MpBtjTIFTcSxUaKInELm1WEvHTg98NJ7S9vrjKqQQk4wFO671pEual6iKR70acOz0Kc4dO0atWmPlyCF0Y5qFQ6eIhjt2d80ykiwh8AKmZhaotNuUEsbDPdJwwGC/y+7WrhUXUYJrgSeNdoPZtQX8RoBCkacJw3hAJ+zaPAlKevcH7N/bI+lF6IrCnw/wp33cqgtI2u2jiFjwwcuvkpoBCIEWVmbueh6VVoXKfBV8xf6tDrtX9igSHhVvoUF51qGKsBZo83NpitWXTGhaZQZZnLG+uYHnOSy35njxwk8489j5f/ILC8Kxc5/83bnmIp986nFevfYOWZJQqwY08Dg1fZQnTz7J4toS/WTAjbuXuLt5Dy8IqDWqdsxSCmQJaRxS96s0RZ3jq0/za1/6Ios1IIoJitg2gjG0aj65SXmw94D97pDlmTn+0698ji88/TH8Sgun0mB2fpZDS7OAJBl3+Zs33ubG3XsM4ohxHpNPFs1ob8DNe1vc2u8TKU2OpsxKosEQ4pilxix1VaW/P2A0GOHVXKqNgKPLp6iLOpsPruNoxdrqkyjhsHD0IBnQ627hKhfX+JAK8n7EylKNZ575JL1Owb37t0iSjEa7TXvxAKGJicIRKHB9xwaMCklQa+BpFy0cdCmp1qqsHFpm+dAC3cGA+9fuEI0jqnMNKlM1WlNNKpUqcRKjtYMwgn4cAwUVF1y/AhUNrprQ9xVSOTb/IHARrg17lUo+AqVW6hVq1QBRluSZpWpTAuUEe64EaPHoLs4EPz4c9eh2+oTbffZuddndGZEVBU1VYPpD+uMxC4+fYWFuifnmNNrRdIAQqNUC2vUlmq7EzUO272+weX+DUTRGBjbhKRvY/oD0FY6nUZOgGqQ15khPogI1ER4JXKFAGnsiEpO65iq0dBDaY3qxzcEDBzh3/ln+/pd+hXNnP4qquuyNunSjAX6jjpGG0bCPUpogqDM1s0C7PY8qDb39dUbDLq5S5FnC1vo2w+EY6Vs7vHIcarMtGistpKPIs4xBNCQMR4zzkAKNI2B0r8Pm7Q0QBn8moH6giXIcHOVQpgXarXL3rZuMwg1QEq9iQ3ZKKXADa3N2ajVE4aHGIIucLM6t83MihzalmaRMgVdRKBfbWHZAeyC9yakPC2bJZM7OaI+tLOGt65f4jc999Z/8Yh2CAwc/cp4/ePOv2R900VJzcO4AX/rY3+O/xkuoAAAgAElEQVTjTz6F70CUQ9BqcWdnk9HoBr90/tMcPnKCF3/y51y7cQlZGLTjMd+YY9Y/wKmjR5hybYnSKiFVgsII8sKw8WCdOx9cYWa6zXxrmmdPnec3Pv85gsA2FGeaDZxxivUsCza6Xd69fZPUcSjrAdkgIY9Sdja6hOOC6WYNbfa4fesujvaZmZkhqNboDRK8tEuUCBpBi7W5gu3hHl5S4bknvsL7r7/MgenjiFrAxz/zRc4dOsPG3fe5PtqgOT9DmUOttUTSXWe984AoaVNdOMrsgWmGg3lUGlN3MirTTcQ4IYsjhuGQQTJCakHbSLSuMNZjKhXwpCbKY/rjEe++/QHRMMR1POpzLWaXFhBKUKn6VByHauCjhcL3fPphxObeNt1+Tn22SqvpkscZIxGj6y6OcnGdgP39bUoKPNd7hPhutpscf+woM+15rl+9zQfvvEM0HtvRwMOGXFbaxVXYU4NylQXtao1JCophjiYh3Nzgwp27vP/iOxw8fYjVIzPsb2xxf+k4RxmBW6WoeExkBdRlzvzyEsvep7l1+Q5vv3sRVVcIBUVkk5qkK5GeFdgoY0XZuZoAXhVo7WCEFWHlOSR5SUZq0waVbZy1Wk2++IlPMzO3RGNqilrg4QZ1bu/e5f7+fR50NxmHEUJLDh49RW1qnpbfpFGt4ymPaNjHQVqUfL1FoF2KpZRrC9cIi5igXUdoRRqnZHFMf7tHNpWShxZNL8mQUjPY3wLXZffWDjLQ+NM+fqNCUAvIx5ZyVFuYRheG0fYewrPaEE8rZG5AgudqZpuzLC6eo9KawTsWMxjuc/vODcZRH6dqJ0LJKCSMQ6QSOBhGezFFnkyuNxN3ejEpnMqqQq98cA2nOsNvf9nSqn5hQbh07wMu7Gzyzb/8v4jCmHq1TmNhkZkzqyQT3Luv4fTKMu4Xf51PvvAJnlw7Rgi8c+0NNrfX8TE061PMtBdoNY7QbLUY7t6mWXVIC0Oa5oRZytXN+7zxzk+5l/Z58smP8NHDx5mdXyDwW/xcgibItf0IKTu9PoP/j7D3irUrTc/0nv9feee9zz45kTyMVSSbLFZVx+qkDtPdkmYkW2NbkMdj+caX9o3tKxswoIsxYHt8aXgGNgzlkWZGI3VUp1J3V1cOZLGYeXLaOa68/t8Xa1dJM2i1CRAgcHAOuNc661vf/33v+7zRAFvaeJZEVEqY2sQ1i4TeiJtntyiKEu9u79KPAvqjCXECx0cdOs6QWqXC1toypXNNHu46VAuX2Fg+xwfJTzi38SL9ySmnb92mXl5mregRWGVMXeeg36NqlDlNjzluHfFk+wEP795j68onWF66QLE+j2P4ZNMJVauC1cg4RDPOfFxsjFDhegY6iZkEI9IgIVIJjlCYExPTz63GpUaJ9cUGWgliJIajWVmdx0wFhXKVuTCi3WmD0gSdKV7DIRO5xdeLBc9cPMfVM5f43vd/zEk85Oytc+AroolPpeCxPL/E+so5RGZwsLdDpCIwc5KITjQikbl4aSZxFjqPmLNcG53FZIZCO0ZuzdYOGILO4JTkUchPf/ht3vk3f83RcYutZ5Z55uO/wvMvvYQYn7DsWSRhxmuvv8njnT1iM8Qs5G0uvkJonQuq5IfKRGs2FMtmicg6DzgBUpFj25TQkOVejsxPse1c5Xhm8yxLKxeIw5DTwRHb2+9y2NmnM5mQpgkqSTh5tIs5NjiztYXjWdiZIktGBMJCOCWkKXDMIo1SnWgas7iwQOqkzJ1ZIRj5jDp9eid9jt/awV0pUZj3cik1EiPSpJ2Ap6f7TKMYd6GIVbEwC3m0HgIcy2F1bZXeYYwm+agi6zSPrTNMg3qxwsfOXOfG87+C02xyku1hN5os7t/j7vs/JI1j7Eyipgkn+3uM2iPCJCVDoGQO2s2SWYxKmj9SQpqQpSRTOHmwQ+fywS8vCLfvbTOxAhaqFYbjEec3t/jdL/0am16TN+6/T5wFfPrZFzCAy3NzMDfHBHj59ZdJgymbS6s5ukvBNMiYJgcYzpiau4jIbMaTKcMg5oPjfV7ff4hlwze++FUuzq1zPOhwv7VLll7n/NpFtMoYhSNkFjGKfR7s7nPn4X2qdoFUaZIM5kt1FpqLTPyQd96/y6uPdlkp1cgmAxY8D69UZuj7FD2LxYVFrl+9ztbKElk4RcoyXuUW+++8gR32aG5uINMhpqwwPd5B2A5r1KkUi2TWMpXqKqdBHylMsGyy8gI+knEyIvIsTgcjolGLCxeeo+A2SZTAHPXRvqYXDLGlJlYZUaLQQmLYDoVCmWZtDiFCet4Q1/KIMoXMBNPpgNQSGJaTC1OGXTzPptwoombOudJ6GcwkB4a0JFvnL3Lx4mXuP9pleHCPcqmAEDBMM1IJrc4RpBnaECxvraAKGf5wQuhHZDLfZetkhmqfyaENLXENB9uz0EaYG6OkzM/1UkKUcvp0mz95/C/JjBymar9icv3Ntwha23zq1jME5Tp/+s3v8gd/8eecDjooS+eBqlqiknwqLiSIbDY3sCSmbXyEacuxcBlCGxi2ibJy5Z8MIQ1SbCmwDJswSPjmD37E1z9vMAy77E/2OPRbhEmKFipnMI4S2vtt+js9+scdrlzZ4vzWORzXIiPDTyYolWIJiR8HpFnK0sISXqNMLBXb7zxgFPpEQUoqNPHeCKtYoFCzqXolOq+dcPDoMYk0cVZczJqd6wXKJukkQaSS8mKDgl1i5+ghyohm0gZNohXCANMQlOuLrG5eZnnexqtB9yiiXKpQW1wke1+TphlaZYSjMX4cEMuYJM4lzSr8aN6IFICbv8zR+dMvlMXpUYt/9dff5n/+ZQXh5o0bROMT2kfbhL7ga7e+zmZxGYAnJ494dX+PlSs3OSvzH/H+uM3t27cZDNpYZEzjKSXPZTwMyeQc+913uH13yuD6s3zqwkV8P+SN3Q/Y7g+5vLrBC1vPosKUv3r1Fe5sv89p+4gH1z7gG5/5CqMwRgoNhDzef8L+0QmGsNHAOBwTJBGuU8z9+LbHmdU1WkfH+CqkFytMFfHS5atY0ubJ8SFXLpzj6y99CSvT/Pz2BzjFDar1TT7xpRraLXD44G1sFWJhILIxmeFRq2xQXDrDemub3Tf+GD/ySSKfyXCIYI9StcDSyhpzbhU/6lOUCTYj3Ooc6+Ic2eQe+6NDojSiJhTFapWCU8ASUCmXWJxrIuOMw8kRtbkGSmkcxyWJQlItkBqMOCJIQuIkxalVqK40mPpjVBjS8BzsuSZJorEXBFLHPH3ylMF0QsEpkfYzDCUpmgVQCn8c0RF9VpaX+ZVbL3BwvMij/X2OTjt0W12CcYAOFVggnJmKTkricYISs1xGx5gxFUHKHC9ecGqkcYZJhlYeWQb3Dp7yx9/5C447J8TTCd/8mx9wPG7nBCYzDw3WSY4OR+Q7dGEIMCTJLHxWaJl/XUOW5emIJPlvto4ltuEh7Hwvb2LS3Fym2TS5f/Iuo3DKIBsR6ZxMbcQaPc6IewFxEBDFIbuPQgxCSq7D+uoGhmMyDaczv4FBb9TGKLq8+PynaHeO+MEPXubkpEsiE0QGTrWIkhnTowFqXGDxYoPTvQ6yXqZcsdFe7jcwPYEJGHbeSVTmq/ROJhzefYI2ctGYNmbDUS0h0SgpcecauPMVhkmLbv+Q9p0WiaExpYufTnNkv05QE8iSjNQHwwGzADqcFYC/xWGiRQ7jFRIyqdjpHP/yDuFhZ5tWu8VhOOXq5St89tanAQgDQJc5PnnI//pH/5yrW5fZefKI3Z1tGqU5FptV9tsHuG4ZdMZgMAU747h7SOd4yH63zWF3TK0iedJp8w9ufIKry+fZPTjiX333L3lr7ylB5OOPAjrtn7F9OmTSH1C1BdJx8eMQz3Wo1itkqSJQEf3xgEkUMZyOWS7Ns1xtUJ+rgSN4+5W3WanOcf3Ss5xfP0NvMqJeKbG20mDcmeKnBkf7Q8JghxVuELkGJ+0nrMxdJ0p9SpUywnVonr3McnWB0J9yVNqioHewCj5GWuD44BRtzLF4BpoFn3lPogMHmyIlz0PECnthk+lgxOPJgIJSzDkOju0S9Kd88pnnuXz5BntPnhKkkshoYaRQr1eYTkckSUiYxCRBhF1wmVso4QgTQ2j8wACzQHVpk0LRZNju409C3u4dgkix6yYfu/AsjUKZsuliSotBGHN4eEAa5Ynb11bW2aotMFdd5APvKe/0bxMoP3fj5QhEkLkOP45CsjjJA0S0mEFYxUdrTFmSOEhULMmifF+fiYR7j++x+/QRGRAYMcqS6ISZo/HDnIdZ/sRMTKSSlETkKZaWYSGlidAZWhkopVBZPkgTUYpbsHDKRaRT5+yFM9TqFpGOOZweE6mMVGhUrJkeDGGYUC1XETnECZ0pwnDC0ydPCIOIG9d9Ns9sEqQBiUjQpRquUaRaKlMqVDg4OGE88jEKDkrNZOElB2FJgt4U/3jI5EmHUEZUF6oUKy4piqn2sTyXol1ibr1OOpVI22X//j3icIZwy5g5PRVpkmGVJF5B0JgrYjdd9u/tctLbwzYdCo0Chsx9CxJJ7MeoUCGUifSSj9yi8KHlPf93NhN3SjNH5YFBNvNN/70F4Tuv/JzCXIViYwXbqxMqH2QB04FkMiEZT3jjle/ysx9+D9fy8ByX0WjEMCiztbXCp579PA8f3GU0shmGQ3qDIUN/RGfSo1C0+fpnPsvv3PgsK1aBn739Dn/10x/yzoN7JFmK1gqpBVkU8e7rr9LvTSg0KmyeXaJRKhOrhFE0xHOKJEE+VFIEeL7FVJaQto1lWehZy/Wp68/x7PkrLC3X2cxWPoLrHpycMBy3efTwFeyD9/mf/pc3eG3nFVxtUpr/JGnQI5E+ehoSmie02kMsDfXFZ6jV69SzgO3WIU/j92hWq8wXPGTvlP7eMQIHy5kiE4VVWcFeW2QriglFSnF+EdOAgmuiig4TnTEddXj22cusLzd4crLN3fsPCbI8NbvZWGAQjEitkEKtRKVWxZ9M0ZlBuRQjspR128OzyszNFRk7I8I4IhIGK4sr3Lx8g63FNdbLBWqlAgcHR/zhX3yHvX6XVGWc+mPMTHKusUJNucStAe/6U/wozqW/UqMNI8eoW8YMYCpzWzT55cyEmgF584BaJUCJfEAoBEQyIYgjDJlzD1WkyaKZXVsKdDwTTRm57kAnuZxZK0UmJbZjzcw5eRKVFKBMQebHub/AlGyeW2bjzBblaont9iP8yM83T0rhxiCmcPx0QKY1hulgWzbCEsg4Tynzw4jt/X1SIeiNRgSjMbGIuXrjOufXGxjSZNztcfRkm/FogpAGpUqZYr1ItV4nFYKD7r0cbWYbeA0Xp2ni1XP1op44mMKkWPNoLjbRvsuTxzscP9r96LkzTCPXVyQKw5CsbKxx5vxlhnHIuw/eI0hT5haXCcZdksjMCzIKlIE/CpCOwrOLqOE4lznHfwumyUE3s02Mk+tPpGnmRTj9/ykI999/i8Wtj3H+wvPcef81fu/9u/yjr/46ZbfO/aePmAynGJaHSDMirTAFeIbgytYF/slv/VPWqSDGNr3gHu/vfMDU9wnTkIpX4stXb/C7X/gNarU6/8f/+4f8+Xf+NXsnByiVYZgmhjAQWhAGEf54Cgg8S+J5DtoRTKKA/lQgowgjUliZwNEGw2nEwYM7zDVqPHvrGUztYEYJvVYLV+TCi92DAa3uI9ZXrvDgIOC9h3cQhZSsKPnBmy9z2tmjMldjrXmH54oVhpMJVa+OScLpaIo2TDwHavUzLEuX5bnzzBeqOIUqZiqIJzHxKKIvYqjXqTmw0FCkiSRprLJpaGTNxZ+0qRXLNKt1TvtH9PunXNg8y8bCChc3L9E56fHKO6+RmTZS50nMruMhE42jbZyqxZxM8aM6CYL2IMWLQuIwRemcHjtfq7O6fJ612iqbXgPXKoHhsbrh8tXPf5LX7t/nSeuI/sGQqDemqGGt1uST169xMuyw32qRiTzBS0qJSnLorrRNVKqRmZodTI08cciQqHjGZ8jyYwR2HjAjMwWmzN/8uX3hQytAbs9WfBR1llORcq0+Ks1j4GfCmTTNh4t6dhBOggivZOMnMa3jEZsbDrZy8aw5xuMpJcuhZpWZhnBvb4cUgySN6HSGCC1I4iTvSGQezJ6piMPDPbqnrXz9aRvMLy+w1FjCH0842dnnzXffpj3q4dYd1i+u0licxyoUOG2dEE9C7KqLsMH0LApFD5si/nSMSgzSfso4njB0YrTUnDzYJwvCWTGQmAhEpDAti0tXn+Hmc8+xuL7C06MP2H3rASsrNebmzhJmFuVaKd+4zDB3cSQoNys0aos8vPOQVAYkeeB1zqDMZvhNMzdqSXPGWMsMVCp+eUGI05DxQZ+krDDsOm8/fJ2DP/2XLNfn6LRakBp4BQfHUWgpMBCcXd/kd3/rn7JMhURnDH2L9uAYdEDZc0ijlK994it88dbXqNXqACysNYmtFMcxsTwPnSiiICUYhyRxjFKKYrHAUnOetfocsU4Y6oxUp0z7A7JJippogihB25pISRxq+XrOKLB+8xb3D055cnJIwQ/49ps/putb/N7zL1CeXoV338GJUsqlJfatHbI0ZewP2W6/yxlxhZVSiUpzBcurEHS7jIMxRVOjoxBhTLEtl/Wt55lORrROHhAGQ4yiSyENGE9OeRzbPHr4iIpbpz8doaqCpjtHNuxwcnBI0XUYCxOl4LhzRLFYZX1plUqpxPkz5xlMxwz7XUbBlNE0RKUZUz+kXCpiuzaVUolKs0msEvq9Nr1OhzDWOKUSleYyve6UP3v8CjpLqaQhC47Bxa2LzK+vY89V6e+9z3gwZtyaIBX0Y0Wz2sD1yljOAMeVFF0HlKTX6ZEl+XRcJXm6tFSzIZXUSJHbtUU209ILclmtkOgP23skKskfeKRA6A8DZmZBJoKPgCE6y30XSikyNLY0UDN+QZZkuaNTkyswJXRPurzxs9dYXV+iXHIohhbrxVVeuHSLSRZh+D63P+gjEKggIiYjmRFbBQJ0TmyOs5hwGkGisGyb/d09zESQjCKODg/ZOz0gMwWN5hxL51eRjkP75JTuTossSDFrJplOQQv8bgLZlJCIWr2KEYHl1nELDR6/dZvh09O8SzLzY5EFiILF5tlNPv/pT6G1ycn+Qx7v7/Lw6Tb7c/Pc/JREZikVo4AjXRxRwDASmgsVCmWXRs1GZjl1mji/DcLOtQdS5sKkLMkQpTxwR2JSLp355QWhVmyw2agyb0wJrYhSSXLaOqF9tEe9WuLi1hXckma7tcskTdCGJtMh/eMuZkHw49dfZbsr2Gk/4drSFjoc0rObfOXa5ymKEioA6cE3Pv4CveFv8uD+Q955eIfD7SPCIMazPc6ureGHUxzbY3l9maGMsbBolJrEozb9Vh+/NUVrg/JqhcZGDb+bEPZ9Xn39Pp6j8FTGOFaMph2+9+bL7Axb/J//w+/lH96Bpfp5QtOi6pj0zl4jnk5BhIxFxDv+MRSukGpFmkbEwiLNphQcjT/18ZOYQTAilgXUKKRk2biNMzgqQgVD+uMh424XsoSkEHE6mbBZ3ORG4zy7seC9D17nSAyYazQwE8XpdELAPtKK+fTWNeZL5wjCED/RbB8dc9w55ejghHA0wrEdtJBMZIwXp8QqpjMe4RsKihlr8zYXSjYWGcWipNub8ODhE14+7XL28JTVMw32W09ojVpIDKQLnlMhEIr91hFCQKVQoOiVmGvUmUwnnD44RpkiFwbNsgoVGpHNsGWOwESgE0iDGKy8tddpftQQpsxnBQqY6epJ81mBTmZZkR9lB+lZ0cnILJGnWkswZK5d0eQbB60F4TBAqgxDGXTiI3qnpxjCxC4W0eeLmPE7tFptDlpjkkwTJ7NCI3NTlda56MmQuW1aCNAiI9OKNEvZ3z2gd3BKFGZM/ICIFK9SxKqUmKARk4D+0xMO39glM3NSrV12IINpZ0RfgW05pK7GNt2829w/Zf/2PsmMd2CaJp6U2Iak0ljkzMZZeu0T7j3ZpjPtMAkCxuMptlVm7PcwDYPOMMZUBkXDxBQGtfUFMGzaJ09J0yRvC2bHYyFnFuhkNiA2JNJ1kaagUHDZ2mz+8oJw/cKLPH/105TLG0TvfY9O84B6pcbwdMD68gpfePHztP0Oe702ybiDFpqHg23+4E/+bzaWLjBMDbRpsdlcQJJy3DuhEJc57e1Qckwm93ucWZ+jWC3yT3796zy4epXO/9Pn3nsPWV2Y5zPPP8eVcxe5v/OYQRDh1Qt0J4fUzBJFs4IR28S+IFYObsXErdt4rktpqcLgJEHHfYRTQFQ96gWHe8NDnvYOuXbtix99Rm8EpXqJJfsspbMXWLsO9mf/Gxrz8Jc/+SOG/V3aUqD9AWKSopwG2jDQaYSwqqR2wuHgCXsHJ+hRxsXLL3Jm6RxJqilnIZ4/Ii67VO2Ax0ePsTsxF8/U8WoLLEYT5hbX6IY9AmFQtD2aRhFf+RhmmcbSFuN+m93TD7h5/RpbW1tMp1Pap6c83NvhYDhiMB0zHXSJspCEhOGgT5pm2LbD5oV5bqwt4WESTEP6ZZuL1Sp936dYa9DqH2CEAYbWpFaKaBg0yzXC3oRhMMa0LBq1OTy7iK1M2k9aJEGMWXE/ghAxGyjmFBGdQ0uURkeaNMkwbUkSpzmVSepZ7zqj+giZry3FTPwkjBnnQOVzCvKfK6WATJDonCQtdT7ANC0TFWdopUjjLLdqeAZpJvLkYxuSyZC3XnuNn6UKpRVSMRuASkw758cJmWsbpMhzIoScIdmkkcfVuRI/CZlOJiQ6l41blkPBc3BNk8FJHysRtO+doLTCqXpYRQulNWmUT/JN2wRTMmqNsZfLuM15+sfH+at6pi22LQPbMXEcC7Ms6CUdDg58jsZd/CAkiXLMeqYmDFohVtkgYkAw6pOEEyxcDEuSZD5HuwMyclCuyAOsING581WBYUkM28odssLEsMGsDn95QZhbaEJB005PMMqaz936NBvz62x/sE295qJFzMP9uwzDTr6DThSjY5/evOBSscFWbRnXFkirzd/87DWO7rb4+M1zjNIpx3t3WNpcoVhcoDjjI8jsIa4p2Fhb5ddeeomPP3edIEzo9Do4XoSyTJa9eXSsGEz7TCdjiE1s18RywBaSuldkY/kM6WbGYDhEpjGFUgHbdnnyeJfl2lkWGl9kH9i5A6PHD3nt59/m6pXrXL3R4DO1v/38vew/4+6r/xaRdRGZxk4s/GCCDkJG2qdUK2K5RbzCAmG2SyotyosbzM/N0e0OiUmorKwjyhmTcZtrzTX80jIvfv4/oVm0uNN6itQTCjWDhlEkyKak05SN5gJbxSbPXHqOo+4BP7t/l1Gi2Kw3ObN6jsH6JlG5wHj3KWkrh3eEwDRKSMw8Hr7aKLGx2GBtrorIFC00RpiyVjZZKzXJyis4RgPLmEN0HtDVHfwoAMOl0z5GJSGGQR76YWomgc849LEaHtLKAahSSLTIQ0jz1aGehbGYCE9iqjyM9KN1V5qbkoSdu7KVVhDlsA+V5bp7bYrc3Benswx6lQNHVUYyDiCVuJXcaWkZJikSpTWGlLN5hMg7FgM0CiUNpGfhqBwmqxQ5V8ESGG4eYGyYMzm3IREKUp1rHKRpoI0cbZaq/PBtGLOjjIJoFNK+e0hqgWXaxFFEcaGAWbHwah7TkZ97SrSmUHKp1xtoLfCqRYQKEerDLEbywaZnIis2TtFBuhnDaR8/TMlETkcSWe5mTVRMFMaEqSIIFdk4IlY+ViLIUohEwOgwQFkZOs6vfX49QEVgWPmsBlvnODYsLl26yv/2z373lxeE3qTN8F4L17W4cuYy/+jG5wDoLF/jx698n9cev8qT3j6GKFEqWHROhvjdgPXqAv4E6quKlUqB93Yzjh4csza3xn/5td9GGQO6d4+YW5MUvRqg+emr3+dbL/8I13X5z3/961y/eJ7t9jGH3R6JmbdTWaZwUoO2P55VahBpijYEdtGlVq4yX21Q9Gz8cIwZpkRZBk7K+KjH0I/5zf/uf+Q/WsmtuP/ixz/irbt/SqATtLtJ3FNQkx99/is3Ye/+KsZQUSu4pJOESa9NEiWkSJLRADGWBO0AEdvc/OQ3+NjnfpWg9YTW6QdkMqOSehB7Oem44PFsXbAcP+akOM+oaqKaVYJRD7e0QLFaItQZnuNx5ZmbNIsOx4OMhdV1OkFCtZCw5hbpdo456ZwSTacgTEzXJo1ihBQ4RQeVKSqVMpVihUxILNOkYEl0OEIh2Lx0ns1nb3F8eMr92xZkCTtjg0HaI5uO0EmcX+tCCVE0UHGAdkzm1uboTydoI8e86TgjTfKhomVb2LaNWy7gejZJnLe3wSgilRKV5OYpkTETF+VzBz0DoUpT5lbdSH1ksGKWMAV54pJjGEgtsKSBKSVGlr/hM9vKwaHpjMJk5jMBRY6Nl07eTitt5hbhTKENjfZyRWAmwbBzubOUJqawSJM8z0LOKE5iRp1WSYaSOZIuEZpxmmAIsC1JYaGAW3NzH0XBIFNOvuorCBrzVVbmmmSWQWwWCKYdHG0h0lyhKS0Ds2DlSU2mSYgmSEKmfkQ4yWcZIpih51MLVEQ6ymXIcTAm0iEF6ZKmmm67TZIl+RZGzSDZs4Qy4yNHpERIAzJBwS7y5Rdf4taF3/n7C8I/+9d/pBEJjiP5yic/x63Fyx99re4VMZ0Gw2FK5AukYQAW59ef49yygVt7lpI7wrESjjodfvjdn5AmKb/zm/+Ys0tVTsKIhatnOHNxi2A85gev/4C/+slPSJCsLq3gFCu8/fQp7zy9i7QsKqUKsU4Ig4gkjMlURqVYwUwNjmijsxRTGVS8Cr3RgFa/hxNbeLaHm2VMTkPKlXm85YS3/ux/Z/Eb/y2mA9//ye9TakJty2VHbDO//Q5Xz93iw/wewwAx7SC1IrLrjNKH7PQeooWBLQ0KiT7HRHQAACAASURBVMaIYtJel4XyEssLTZ4c3+bRzptsb7/B5toFplmXoD1CuA7VtEy/tswjcYQudRgOT+mNjikoA99vUyGk6pjU3TxTIUVz2u+BLekMe2w15xlNB+wcHtLrT1CRxjFs/ElI0BugXajP1yi7Za6tbTBfmmPsp0gFk1FMHAkKpQLLG1sUiwXOXzzL+YtnWbj9hNffeY2yk7B3ckB3p0cUp9hhSLlcRpkVnJLL/OYSg8mIVCVkUpD4Cf1WF69S5NyZLZYbC5QdhyxJOGqfcNpqMRgPGQyHDE6HhJOQbLby0mme8yA+ZP2pPD6OmZVZSJHTjoSBbUpsz6ZsWogMUqkQWQ5NcSwLIfKQWwyVL9tVNtMoKLSRrxOlzrFywpa52y9TJLFGGjOBvwAtTaRKEConFKVZkg9GszzMBKlyEK6ZW/ot28JycjOZ6UChbiM8I/8vpPk61i44FCsFavUa2rbJXEmWRGih8KoebqNAHAcYFliujTIlozjBjxOCMCLo+ZCAJU10qjE8sAtlCiULnDJxNiLQERKTVCv6J0PaBznb80OXo3DAMIycMJ1ppDmbJ2Q5kWp5pca1q3/7fP/CghAGfaSOmW+e+feKATF0+gMsI6NgCbJxymgQUF1f5LOf/Id4pfNE7be5vKAZDwf88Td/yO7BiN/68q/y6VsvcK+/R6h6fGrzAoN4zLe+/de8fvctlBQ4rstpv8Pe8RHBZEKQRGjTYDieglA4lk3RcKkXyoDJMPYxShZFR1IqS1wpGYx9bBfOb5zn3OIKYWIz8n1U7NPWHX7y2st897WfsrJ4AVkeUrywwsAdgT5lMjrg//rnA2q1CueWthglQ7on2ygETe2RJTEeCZNkypE/zO3BmckkDSi4FnsPXyV80uPYH9AdtBhNRzQ8h1qzTDExiNotTlt73L+nMbwahdoyAXWEmjIZdEgyxVlRZ9Ad8N77b5KmAYE/Zm//MVPfZ7NaJ55OiYIJZUOiMYmkZBxNGfdHmCWLlaV1zq9t8eKLn+Li0jJRv0saTMnUkJIf0phfxPxQtjobNr14fYsXrp5jcLjH7tP32Jyr8OadB+yddGcr1hJOwaQ4V6ZpLBEkPtM4RGawtrbMM1dv8flPfpWaMFCjAZP+kN5oyGg6pNs/5cnODq/8/E12RnvEWU5fQpJTfqRERzonB+scRy5tMGxJmmqkDdI1saVJQZik5mySaRlkIucpurOJuSI/eghmD7ohwchp0RjktGaVy7FNaaHSDNMxclelYWJpgzCOc/9GrEiyCCV1HmenJNlsZiINMEtejr+XRk5qsg20FggMkigmSzKSTFGqVVhYmMdITcI0Q5uCOAqwLRvHNWhu1FFZRBJHJEIzDGPiaUQ4CsjiJNdcaInKcpBNZaFIcWGOtfMXGB1p+r0hUhvYmcvJQYfe4QmZUEg7L7pS5rh6rXItuOnmAT3CFHlxNCRrz85hrlq8OQh5vub+4oIgkwAlMsa9HncGO1yrnSGbQHfQ5bWnd/jBBz/l3skuwTSgXqlz9fJVnjm3wfl1g8nwCk+fvsN3fvImr7z7Nl956St86rnPsDvd4d99/y/p+5qdj3UZdju8u/0edsHFoUyc+tiegekKymYFN1acdNr48ZRyuYRpmLO/Bq32iNNeH10SeI6DZ3qQSjbqS6wuLXN2eRXbrmAFIZ1Ol8SJifo+w2EbS7ok4S7V5QJBPGKhNs8LS59ADyu8/NYfkeBwZeM6rl0kjRPqxQYlIfETKDpljLJDIC2OuwcMh32Cqc+8WkCWU+ymgR1LbFsyarVJPQdtaGzTIUoNJpFioBLUdIDsHFAqVth67iYPt59QLzf4jX/wGwy6x2wfPeH+7dd52jnl3vCUmrQ5evyQbrFB4tqsn7mMoRTdUQ8DiNMpCQmWKSm4BTYu32IeoLYCwBRotAd4aopj2sSDbm6Z9rz8LSIFrdMepZLHJ5+5wHK1zMtv3OHR/iFh2mcUpCRqQrFYxnNtMtOi3phjY+kMn/n0l7m1vEoGxGoTMQ1QcUgQhfhBwMlpD2lW6Yd/SbvVgUxj2CZ2pZCv9sjy/EltYMjZ6lGTQ1G0wLBztyMCIkOgsBAupDrN12gapMwdghqBNMzcSm1qMpXlYTaGwLDNPNRFZCRhmg8ADQspTKQSSGFBHBNMAtIkxZ5zcB2PJFBolUCaS7elmw9E0yhBqTxv0nAtpG2hI00UxiSRwnRdVhZW2NrYYhoknIQDEjkGR5MkmmgS4TaL1I15Rid9Yj8i8wOSSUwyzbsIQ+T5JtgSw7EoL9Vprizw7Mc+wc+O3iac+IRBQLw7pXV6ihIKyzPQKKTDzBuiEVkyE33l19FwJdI18KpVlrbOIjF561uv8Pxvf/EXF4RxMsYxLILhmL/+3r9j/9wVLtTP8N7+Q775xstst/cRSjNXr3HrmU/wpZe+ygvr+S9XvVri5d4JD3oH3HjmBf7hV78AwuXnb/+MO/dPUcUpJz96gleuEYmMcLdDwZiwMF+nUpyjUikSjCP6nRahH2AXbAxDMgnHBKmPlZgcngyYZAHCUZScCnO1OqNsSsUuUy0WmIYJfhRSqFXYvAxHp0c82B6SjjRqVdOfC7A9ybnKWYa7Q35w50eUUgPf9plkJ7y73+XC/DWurpzFrZXwdcKJGtNLA5yiR7U+h05jsiimVq7illwiRxGECYOOj87AKTgkUczxzhFDy8YTDv0kpDnf4KUrN7l56QJZ5FMqGnxu6XkoLWAqydWNi7x4+SrHkwlv795n5XSXZnmeCyvnQIUcdtsEUYhjehh2Ha/qcOPjzxJkIUmasblxhs3/4H4WgeJ8DahBGkAcoSY9sonAqjZBSA6e3qdYcpibL3Hx3AZeY4HC+w/4+c/fIp4GJCVJQMac7TLfXGFhdZlSuUqns8+jisticY6aBFH2AI8S8GB/j9hNuXx1nVfeqNHp9CkuuDTnmty8cp7dx3vs7bToTpPZUCEHu0hDIEoWwtTYtoHUEt+E1BKkGpRKUVmCiBOINcwKgrDINxO2xHbyuVOsUwzHwnFcyk4B1zBodQf0+yOmQYzuTVGpwLAM4nGap5xbGqUlMkqJhkGepmVLRCYhMciSDNPI3aAkingckwZRno1hglNwWV9f5eqV62xtXGGoEqaPX6czGOaMxGGImsToTBCd+gwfdkmCCNM2MO18wKmYFUYjf5NbjoWR1Lh0YRPCjPbhCUdPD+meDiGSeRddspCGJsvEDDyb6zSElUf+CZknQ0nLoNCscvmTt3jhxc9wtbbK1377BfH3HhkylZIJi1hrwiDgvScPaS/0eOvebbaPDnDsIhfOXuTa2Zt846UvsVb7W8j6D996hT/77vc498wlvnrpC1TLNR4ePOWNR3cQZY0/GeLHClkyUFmGChPkQoVYQ++wh98LaXc6dAZtHMfGKVh5qKmOUEqjlGCUTZDSoGg7VOwSQRJymrXJuop6qYLUKY2NBrFnU2tsUvMKuAc7LG+dhaJNY22dQE/RhUVOsh3siWLr/Kco+U84PEmZBhrfP+HoKENnDUS1Rl/DOIkYD08omCa3nr1Fc2mJGJ/M0gTplF6/SzCa4jQdpCdIpxZxEDHOIgZRSGIL/vv/+r/idz/7JbDLAHzzhz9kNB1xc71JNwp4sN9jY2mVC/NL/Or6Zu5bzfjobT6/+4DvvfkTdoZ9NHDrxjW++twXAcmQYxRLv+iWfvRHh0me4uM4SCEhTfjgg/dJgGmckfUDmmaVqxfPsbQwjxyPebC3y5mNDcq1BexCGWlpxv0OJ8d77NkmreNd5ucWKXllasUSG/OrGBree/8N3n3/bcJJgGEaVOpFrlw6y69/7jOcv3iB7771Bnt/+G9RfopwBWmSI8NlwZz5JySZys++uArTMcgCyGINakaBcgRaJCTprMUWBkJLCl4Jt1DET6ZkWYpnOtS9GrZjMhlMGUQJ036AQFJolvFKNkoPCXsRZBLdmhCQzzZNz8mDX1xNc6XJ+eYGU5nQHfQxRErkJwzGUyzHZW1lhZXVJa5cvMy5zS2mkabXGyAjRcOq4odj+p0po96Y4eGAwUEXSECI/PMYEpEms+xKgWlaGFKAqXBEDZVE3H37MQd336N7MkBBngptz1SgH/LYVb5BEUKCmAXumDP4jYDVpVV+84vf4Ms3Pk7j75SBX1gQViqrBFmMNkCZilEQ0N/eZtCLWa2scO3SC3zxxU/zsfNrOH/n+/7ND77P73/rD7CbZZ69ucXimXlOn3bZ7e+x2ZxjXhe43e0TOhmZ1BjKoliy8QomhZqNDAV2Cg2rzJAhmc5wTJPF5hLCs9kb7tOfDtF27iOvVAtYnskgHeDLjAkpbT8j1SOmo0Pio8ese1usXzxLmGRUaovYcYbbTmmpDt29p6yurOJVHbzQ4GCkUXYVFcS89+A270uDxtYK62evgakJTUUcTxhGGfXkDFHRIU2CfG1kWZhTi8ZcDWPRJZqGKFNRaLp0x23G04hKyeKcU/ioGAB844ufZ/f+6/TSjKWqw92dh3znrZe5ef4Wn33u8zQKUC56+Y3SoA2PzCowyoaEU5+CVSQnm0CV9V9aDB7cvQtxxHytRqVSxnQMNHCyd4BOEwzLIksUkR+hjQJhMmBxc5PINpmrzrF18SqFxhqvvPot7j54myjNaM4tkqSCg24XKTSuafPsylnWK/MUtMGzZy6xPNdguTbPw50nvPT8DZ45u8mrj56w1zslszRGwUR6EpFKhJvPCZSQ6CxXrdolh4XVJqX5RSb7PdJpgmFq1s9sYDk2R51jWicnBEGClBK3XMYtV0iClGnHJ/An9ITmRB8SjUL8VOHWPZa2lijX5vHmHIyyRXevjX6Sy4+1nRuGzGyWbm1IzIJkcWWVz3/h1+kdH/Cz995moiaUCoIz167xiVuf5sbl61gSTlotOqMuDw+2OTk+QkVjLLtAs7iCM+fQfnjC4LAL5InWpmshpUEaxaRRhuEJTMsGBWmYUap72IWI7rGPzObonp6CCU7BRmeaTOdaC/1hziU6T9eWYrb51XmWZ5IhTMmF+TW+fOE6a06R1v4xxaVfUhDqpXkyv43SiuNRh9Z2i8tnr/Pxi5fY2lzh5qXrLFY89trHLMzPo1XEv/j9P+dbP/82jc1FXvrSc5RqLgfDQx7vbnN2fomv3vgC/iTirQdv8zf3f8qT/gFZlOLZLrVSiaJXotYos1JeIh4nhHczAiZsrZzhxtY1QidkcOeUg+MAFQkqNYtizSE0YqbTgKI9R21xndZEMRq+z1pYo+m4TKMWP3j5Kb3JMXEWoLVN2O6SjMdMRgHb8SFb9RUcO2V9YYtjf0gmupjBkGDap9XbQ8mU5coGZUPS8WO60YRXHv4U2zYpewXqtRJaxBRrHmeX1zFsSZwmFLTL2uIm7z26zdtP7rOyuUit0fgPrrZk8/IL6Ld+ysODp0Qioz854OUPRvgi5vzKPKaZzGLUbTxnjkvP/gqD9Gcctt/lnceHeN571AoFmvUamSyRReQ6AS0w7HwrIm147f4HZJMRm0srbG5cwK0U8VyXoVKcjAaU/DE6jnhyd8yl1imNpUW8apGzlbPUyk2KzSaxoWj3TknjjKk/QiUJ0XhEpVLDLpawXIdRsYY2HLaai8jFVYqezXq5Rvf6xyiUTd4+OOLO08fs33/C2sIGMjnBn4yIW1OI8g5BTxRCpRhLNeY2Fnjucy/keQfrKWZsoNAsLS4RT30apRr7dpl2v0WqBKZjMugN6R13mfaHZKlCFnISqc7Asg0c28EuV6h6JtPuiHFXEIx80mmQ6xmiLH8zC50zDBwDM5PYtk25VMRpzvPMxgb7rX20Z/GP/+P/lP/ipV/76K5+863Xee2d19k73sZzJYKEpDeiVinSHwQEoymmlVOhpSlBSeIgJUsShNCkPhBHeZyfkWPamgsLDI67PH3jDkpnmG4Oy80dmx/i7vLBrdCg5ExFKskNakqhlMBEUnAlMp4QjKqovxOj9AsLwv3dd/HRLFTPIUY2S0u3+OzNT3Juvk617DIdH/EnP3mDH735Bs35ORzL4Ds/fpXqZpXPffnjzK80GScBx90d7uzdwxxtsmQvcX5tnfLHnudw+JgHB08xEodavUKlVkEbOWVWGoJKzebS2bN0pj4yldy7fY+Tfp9HTw8JkgSrKPCDCSrMmOiEKDC5efkqYTbhqHOXfvuQenqWRnWBx6MDJpZPoWCR+imR6eAaBiVDkjiKNPVpp/tU4gKL81eouQItJmRJgZOkC1qRpilJnBH6IdNpQBpFTEYDbMcmtj2iiUcqMlZXllisVvEMG2UbLM4vsdVcx7ahq/osra8wVy3+gitusLh1hW/fvcup32dlbo2D9im3772BaV5ncaGIIMPAYmXlAptGkZ/fNdnrHdN7s89rd9/FMRyWGk02llYpWgXSRNDqDih7NvMLTQ4HBzDVzJXXmOginWGIKx3avR53jls8fbpH//SI9niMH0cUX3mTtWaZs9ef59IzV7Ar65z4BnvtD0hdyeLqGm6vw2jYp9duEQzHFGoNzpy/SL2+gC9MJoMOk1Efy7QpVOcpFKo87u1y2jkk9BP8SczHzmzCxOdBu48oOUgNKs4wHIvqZgPXcdjausD6+hZKGBQ3PSpOCUdbjE+67Bx1MbEoVWrE5KEug+GQzv4p/jiYJT/nascP06GSVDMO+kx2e+xJi0wKrDQjCmLMqj0rBCZmsUBtrkKpUQUyTNPhypmzOAgGYYJhGcwvLKJtg+Vi5d+7o+3DEz547zaJE2KYNfqtAUVZxq6bDFoDpv0xWuX5mlkaw0xkBfojy7JKMkzDwCxJCoUGS4vnef/B92i1H2KWZe7JUPlQ1RQShSZTCq01KgOdZLPoO5E/6YZA2HlxOOl0ebhziLlVQzjeLy8ITycHXF7+DCvNZ1isbmKYCs9OiSddfnjnIT9/7+fc3n7MSbdHo1Zjc+0CF69scOWzV1k6u8gwDmgHI9qdFmEy5sf33+Lek/e5ef4S5VKBD452iPyYxWKFLNH0e/8fYW/2HUl63uk93xf7kjsSiR2FKlRVV29sdpPiLmnI0WiZkX3OeGR7Ljy2jq/9F/gP8c1c2xfWMuKQsiiNRKrZosgme+9auhbsSyaQe0bGHvH5ItDU+FiicA4OgLwCEife+OJ939/zLNjc6lEzHPIiRknJeqdOQ2r0rwPG2ZwPPv6YcTDD6rrkAq6nY0zNAQUd6zaZTDg4+JAwnpNqGQfTAfMsJGsaJCrDUjat9gqgM+xPcVfbuFHJPJsSKkFQc9BEwjA7pLAiap7GTBpoukmn2cE2JIPZAtuQFBFE8wxnvY1WVLmGgpI0VBSZoBAS9bmPUJdsrvRo+R0cXP72k/e43b9io7vBasPDKhLitOD90xOeDgccHp7TXGnTbHcYzWf87NPHvHzvJdZWTFwtRZUasQZlvqTpaJCnTOYlcTzkun/BbHiJ79RYBDlnJ2e8cece16MXHIye8Xv3v8pt1yUVNmkU43k60XjBZf+U6eSMbm+V3q1bXJyeMZ8tObyeoy5eQN1mFIfIUjG87lNmUPfrrDZbTIfXnJ+dsQxDCDV2Nzf50le/jpFl/OVf/4C/+/AD4ihh/e6r6L7P3/30RwgVUyxiRFwynIwZnF6TBjHSAMO1sX2fZLFk8WJMudFAUzZG7KKZKcvZmFCE2IXJyYsDBqNzLN9GszXEUrEMAsJFQJberAWXooppK6r8hH5zR9Y0lKEqpkOSU9oaTrteAUiLAik0Ws0m3/jql/HcFmEcIUrorG6SaCmLMiKraVjKI01T/vKdH3N6MWat1+Xi9JL//N0/YTju091dYTmPWYwjat06abxgdj2qsgY3i0KquEEi//JDIISG1BRoOqWSBMcBT5YPOT45ADtDWDrcpE2LtEQKhTAEKi0pkpuV5ZsTA6VClCAMhRCVxel8OOLD4xcsdUmUF9y+/4V/uiB8aevbrLR2ESokzaeQxlzFDo9O+3zvh9/j6OIAw23w+quv87XXvsCre/fI9IiiZxGTkeQJs9mMo+NzxpMhbq5zNB7z/PKMXMI8WiA0g8IsELJgs75Kz11lGk0YRjPqho+V6pwNJ1wOzhhOq+Nzfa8DRkaSpqDAzBw8zcXKJM8//pBFMoNcoWUaURIx8Sw0cvJlTp7nyMIkXc5ZjGagr7KytYmVr2IGJjYew+uHzOMxUbCgmKbkRYZX6+DWVzBNwabV5c7qLc4vL3l89IL1tS16zib98IDRcsIiWJBFMbKQ5HnOQX6BVoCnOZDnTGYT/nxxxbZ3xCsrWzhWnWWWM5xc8fbP3+Z6GmJbDqgMFQVkyyUH0wPyZUi4/wqImJOrP8XWLKaDQ3ZWV2l7DTRpcj0Ycj24RpQFcRSxmEdEaUSn3ebp8AlRntPz18kV5EXOYjZmOnhO7wu/j219H92y2d28QxQm6BuCK79Pf3TFyekpp6MLsHTqjRardptX999kZ3OLMp0yb11jOj4XF6f49RpJGHBy9IQ723s02216t+4RBHNMz+Kziyc8evKQN19+Dbfmc+H2uS4S5mmK0ipMm+HqbKy0COo2c5lQX1lFagXPn37CJIrJowRf6LhmnclyyjCZYecBiJJQJaSiIC2Km2NwhWWTNwYqdSNr0Uy90ttnBQqB6eiAwGk6dHubmI5OXdfYuX2few9ep6nraLmksdLFazrMwgAvnpAsG2iYNK02Dj4XRxd88tO/5+nhU45GZ9R79YqWPY7oNTs0623Oj88Yj0e/JEkjb9Yli5tmoFEp26UEkXETUCrpX59yfPKsCoKVVMYmAzRDr7iSRYmUsgKdFNzselTFpaoxlVhGaBpIuJ5f8ZNnH3CZzUnKgj/kf/6nC8Ld/QcMB2f0p0N6vsMbr36Zl3d3eF99QKEiVnv7/O63vs6vvfomr9zexJcwzpacF1POiikiLxmcDBiMronykPlUUvc9vKbO9dkAopK1xipdv8fmeodWs4GSGqbpolRJEE55fnDJPIwoHGh6DR68cQ9kyfHsklE+QdN93rj1OsXSJFwMiUZXGFRYbFGUGKZe4alDjY3GLlkaMh4NWQYz8rQkOb9EZBl72/fBq6PyBXvrG4xCj3PtjMJM0WyTdDZnMjqjfvcOvbV9VurbZJZLZufsN/dYc3f49CpEMxXhMmWZJKAJlsuE/mTK8OySu9u7SAFhHmFZFkVRkggNrSxQecbpYMj5OMLSdb58Z5/t1iqfPHtBHBms2h0W/QEnuqTVbDMYXpKXGSrNaVk1LM3DNiWi0ajQ9q5LGlXq7167hetYBOkSDQMD8wZSmmJIOBwv6FHQNNokvZLZfMZ6dw+bhHRRMBEQBQviFIyaSZku2dn2+Nbrd9nZ3Ofg/JJzrSIxu55HzfeZzhf80Q/+HzbWN2h6Lnfu3aLIUy6uBgjbYH1/l81b2xSjGbEo2Nmqcf5eBVsxbJsiV8yKgu3b+7zUctnevsVQpeRE1E3BbC64vOojsgsKHzS9oFQ6Ws2i3mlTZop4mRFMlhimTp4VaJ6JbmqkixhpVxuQ1RKURNOrHIGQOut7Pf79f/OHNBwoC41Wu0XHqSGsZtXrqq1S67YokoyPP/2YT48/RWU5r+99gY7b5PHHnzA/u6Tt1tD9W0hfI4kSbGGwtbnBbFrw7LNTgihEt7Xq0UAolKz+X2iVsVozJLKQkN+cAPKcIlXolo4SkOU3idEbDbzm6JXoVlPotvxl9Fwa1Xo3hUJoWrVVLCtkXTgJOTs8xa81qNX+4XHnHy0ID5+/i0rhm6+9zpdf/gZ1rzp/1B2Pnb17/Isv/iZfvneHdt3G0xVpntLxPSQ643nGeHTC+ckFMgc9gfl4gVYUlKVJFMQ03Cav3X+Z7c0uaVmSqwJDFXQdH2XXeDE64PByQmfDY39zi62tXfIEFsspUy+k0OCl7e9geJLR8yeILMKydazcwq/7aJ6GpiRRnLHRu81Xvvg18iLgo0cfcnh2wKKYk6UFs3lCmCoafkG77fPVO6+TxgnvfPYeh9dnDJbXhGWEmo/QDhUzx+OQJ6Q3ivbe9hZmCbpUbDWaPJ1dchmP8HWXIiuYX4+IIx9Lu0AVAtfzsIRJw6ndSFjLag+/zDA0gefZ7G3t8NbeA9649yrz6Zj3PvmUH332kHEccu9ll3a7TZrM6Naa3HF7XJ6c82x8Sqor0BR5HpOmGb3VNt9644tQFoSPQm6v7N7cK2KKMmMax0wjjb/8qx/TXXtAFl7y/Bd/QzFfEhgWuWiglxMMt0YmsypZqHTWVze5vbNDr1aDuERGBSdpStrI2d/aQ5Y6Hz5/wkefPKTZqdPyPYJwwYcnR2Rlyd7OPZQhmUYLiqSg378mnC9RgLQMDEOj3qhxa2+Puy/dI8tTysEpl8MQy3Fwm4qlMCnSDFEWNJotanWfRRITZHFFWRJgN21qbo1wFlE2FHbdRlvWUVKRpVTSHqHjOBbNbhuv5rG7vsoX1vYZBDOkBeksYxQFfPneHr7XQGUhHaVIHANLCZZpwmg+oTe9YDqdshjP6bhNmu0GV8E5Z8tBZZ0uSwzNZHhxwnQ0R5gapiUoiiqfIKQkkQl5mlUblJ6OvGE9SEcjU0XVbNUk6FrluTQUIKubngQpdRAF0ipRWTWC5AbjLqRAGpXtGxSkJXmUMToac+qf4/iTX10QpsmC//W3/xde2fqHmfajp0/53g+/C4uAlbrGSsNF5RFRdBM0EhZNNOQs4/jZEUWSs2k3SFwTo6PRaNdxbAcSgS9sLGlQIFGiwMAAWZIXCg0NrZSsb65guRqra7cIZkPiuKTUQWkl2603aDVa/PjRfyKKlthLyPMMQ9dodVooqeEVHqa0qG+ss0xGrK/e45tf3aLx7EPee/9tpvEIxwbPMZFS4Fk6ZWYgSwPX9nEcHc8zCUKDJE+YJwuCeEmeBJiFjm65BGlEmhUEaciG4zO6HpP4imyRJidZVgAAIABJREFUVYp1IcnigsFwQanltC2fssgobEWcZtimBYaG0KtNN8/x8R2PNAo5Pzvnw6MXvP/8BcPlnKZTML44wtTewHLqTKTLoKxzfX3AIJmTOjk6EpkZlGnG7/zmv+Tffvt3+MlH77F/+wFfWd+n1aoxGp1z2L/ig8MBttlkpTdjff0+weGAdncPb6VHMDoiz0NevvUGhetxuDjjfHIERcHl1YCHB4+pvfYWnYZHHqwwCzOk1mK90aPXqLNab/C+aXE1HSALgyBRhFGErftsN3rE2RVXowmigIuPL4nTnPZGm/Zmj3rLxfMdDFtDL3OKLEcIm4bfAiGYRxnR1YI0z2hv9ehsbuCaJovDUxaXQ8oCbNvBsAysUqOISmTdob5Rw5c+MqomDY6loRk2K+trvLJ2G0fLKOw1TobXHD78kNVuj2Z3FZXlnB4e8OLyij/+4/+b5sYG+/dv0a7r1An56cG7nD//hFV/k9vtPWqrXcbjK8ajJbNlSK4psiLhbDpgml6jeWCWNqYlULniJl2B0CFNRaVwTwtKQLd1WrtdgsmMMI8QWsW41LmJmytR7RdQUapMS8eq26RxSjiJyeMqBq451Ypimd0kSEuFVDpZmjIaDzFD91cXhD/42r/8/xSDH//wHf728d/w8dETXlq7R3OlR2E6kIcIVaKjEyVzHp0e8fYH73J8esGW32K/2SVqZDQbLsKwMIWFX0h8q45f8yjzHE0ITCnISomiJFqG6JZBb3WDWTJjMLmkiDMcpdGud0F3icQqP3v/rxhPL1GlIFtIzFTHdswqPabrNOptNptbHIXnfPj8MYvZiO3VbbbrDkd1nzgOMFyLrMzoWR06tksSLhC5TpolFJQYnoU3raKtDdtDUyWZbaDpFpYhifIr2q0WK2WTII6pNXxEKsgyhWNa1OqiMjILjShJmY3HZFFKdBUwbDZZ3VjDaziUTkHr1iq9tXUiQ/H2Rx/w7rOnFLZOZ2udVrLKPM44ejZldPYOr3zlO6TjBcejv2F48Iy5u6C1t0qt5uMbFrIweev2bQDeevllNjfWaek+OorpB0P68xmHl8fUzIg4XmAZPovlHIqITd3mwfZdLtbXafbucjXLOFtcQhSTq5KHTx/yJ3+us7KyyRc293C9khWV4Wg14kShDIM3HrzE3fUNnh6+IClKDk6OOD/rE6UR4XzIxfiE2SggTxXFpGDn/i5be6vYlodtaRi2wWwy4RfXAyZZjGlKbNPE82psNtt07nsYjkW95TEKhlz1LxBRRtv2SdOc0pcUQDZKaK80MDc8SqcgyTMcx2HFdTDRUVJiqIyzwQXT+Yjp8XfphxlRLthsNvEtjUAXeLZOHAQc5xOyR8/56PI9aisVpHU+DdCUCXWDrtFB1iwss8v6mqS41kizKQMRcznpI+qC3v4G0+G4WkkuKq290nJMWaU2C6FRlFWT0Kq73H3tNZZXV/Svrxk+H1GoSqSs4ptouCxQaBimhuPaeLbNLFcIEfO551WhqozGDVxRKIlhSYoipcxKSkP98lr/RwuC47gM53Mahs13/+o/8/bfvs20HHJv9x5/8Fv/Ha/vvkyShSSagSFyojzlnU8+5Qfvv8uz0QWu43CvucpGrc6LYkyuSrJFwCIK8HSPRr2JZupomsTRdBzNQugG56Mh16MJtimwpKJRtzBtHddp0Mxt2p3bjGfnXJ18gFpMaBVtyqKk1Ks3p4hheHCF7uhoDYWIIE5H5HHC4ckLTi/PKKWkMBXeikuulWRlQre9RrdZxy4krumzna4yjYbEIsFwdVzHoYxKFos5nZpHt+6x0Vvna/cfsL97G/nwF7z/4hG7t7dRwHZzjVW3w4vBIUEcoOUCI7dYlAmFgDALmV+MuRifIZs+cxUSJgHJWYLIJKrIyQ0JcYbn1ri1Xacbzfkvs4yn/SuOf/4u27f2KURIZJcsZhkrpeSV9T3utvfRlgUX11Oc2hUrdZ/d7sbNfzbHsk1WGzXWuz7TbI50LK4nZ7wYHTOZHeA78HrvDstxgCef0dLrtKRB2djCa3i0XZP1vQc8/OxjalrKWmeDtTtbzEcR82XEqJ+jpQtajsnuxm2enz5jNp6xXMzQXQinM/r9CYVSuJ0GZVKycXsVwzYpSMgyDdt3KERCYuTU6g5SGqTDJYPLC1pf/gr3X9tgNDxnvggYL0PiOKNu19B1k/F8RlFkpMsCXAdLN8ivp/QXIzKV4SuXhWWTz1NSygrdVgoKIch0gcoDwlHIuF2n0a1jlQWtTotuZ4WVec5JuGRydMThMESZJn7Hp9doszAUf//0BHfF59e/8vu8tnefbtPh9Owxg4tzRuMZjbbPg1df4fHHjxkNrrEtSWEUFBoYKDTLoJQZuaryHfVOG8ducm1PkLoinScop0ClJWVa7UdglGiGpMgLJldzFgQIKhu0kDfFoFQVq7LqYiKUBrqo+piCCqn/qwrC4dWAtz9+F8fp8P2/+C6GKnlp9x7/42//97zy4AEkBdEiIhUSp27y8MVz/vinP+RodI3j2uzUm2x4NdI05nw44Go8hWWBSjQ62yv4josUAk3q6MKEAmbzEX/3wbt4boutXothPMd0bHbcHu1IJxVdXixGPProHey8YG/zAZP5FVGeVAy8IGR6Na+6sDrE9QVj8wLbsohFSuFW/LgCRZbllGlOERWEWkyxVtBY8ek2W+zc3ie2bY6HV1wVI0pZotctsssZ8WiGbjW4Z9k8aG/xxr0HtHprjN7+AUmR4fs+8XLJ3uomd3q7TOIbmlFRoOsCsxCkWommO5g1j6zMSKOYIs8QicCvm/iWQ+ZnaFKyTCccXn7C6dAkThTD+ZI0z7DLhHvNGi33ZYxc4upN1u0eX1p7i2/ceok0Tzgc9vnFBz9nrdXki299Aw2YnJ1g5opXdjYI0pAPL8+JjYQ0PiNPhhRS59H4ikVesFZv0ml0WHEdOvIeYbjF5lqXZneFD/oj/vRvfsI7Tz7h3/3W7/GVu6+wutpgcHTNbHzNaVByajoIS+NnTx9yFFywsrfK7339m2zpXf7jH/1ffJYe45QuRqcgjBNm8ylJGFEWgp1txZtvvkzNd3EMEy1TBM0CpUq6NZfroxP6/T7jxZzJck6z6aPbFvVEgxWNQX+OMlMymTI/vGA5jojLhCzJmE6HCKWI5wuEaVCmJZplYVolqtQplEKiSK4jwoMrlJDEWzH6lqSYR5jXGTK3cLs6eZyRhzEzRizlBKVLyiXM4oyX9nZpb6wSGT7oPlk6ptNq89LufZbjkOvzAaImMUydIgVBiU41FjWTnDwvKOOS4ydPUXbG/OSKLM8wSo1SVRMKhUQiUbkiL1LKRJGqKrqvPqenCcEvXb6iipVLTaLIq2z0f6Wc/ycLwicn7/Frr3+Tu6bH1Zv3cQ2HP/xv/yeazYq7tggD4mROo7nK2eiKv/zkI05mQzzfZafR5l6ziwSeXl1xOZ5CVqKXGr7fZKXZxjKrnW3zRkQxmE/5xWcf8dnxU9zaKrmdkamMrlbnfm2NWZgQdg1+/JPvYs0KvvGV3+Srr3+Jnzz+KSfDAefXY6azCXmSY+gSqSSO5pClGcF4TqxSnPUaRaFIspQiyRF5iav7xMs5aSlp1nqstBrULVhre9y/+yVad7/J4uw5a1tbXPWH6NGUVpRxu3WX3Zdv09rYhTRhks1Ypks826MUOpmSuLaNIXVMaTBbBhSajVNbxbJzLKljWzZ5npCXBZlS5EWBEIpoMafMU0xdMM5LprMJUtOxXIfOpotrm+BYiFaXxjDi/uqX2NVPuXXrdQbDMcPGlDxNqKHzycmAdDpBJTm9l7/CydMnZIs5UjOpeT4130bXBJoQKFr4Xo2dRod77Q3WGl1arouuSVbqTUxd4Jk6utPkJNOQCH7287eZnj9l+K3f5re/9W229lYRZUG/PyKPFGMSkkKwu7rC773xL/jOq7/O6PKIbqPBVXMFFabYrSYFBQtDYnoOcZSAKth027y8vYVhWEihUwpBpkkKqZOfnXB0dMF0MGQRBFiaoG7YuGYdKX0S38TwFZN+n8RdoedrLOYTzs6umedTymWJQsPyHXTXQDcFRV4ikCTTiHSekCxjKvYY5POY0UGf5SwhLlN0Q+K0XLyaje0b2PUaTq2G0ASj+YShPeT94ZJOPMAzV2j1dpjN5zTcNp7us7e7wePPXJIiwNZNZCnIbxgFEoEsK3pTPA8xTJvkcsnsKqwWkbIcyiqjoLJqJKkKUX1PdQhQ4qYgKCrOBIIyrf4cYYAyoEhLNFmQLlKk/89kGX7/N/41X1x9AMD/9h/u0p9cotDIg4DxdEKS53RaTUazCX/96U/4bHRJrdGga9fZ9pqIUvFodMXT8XVlGSo1HMul11mh5rpoUqJrGramMboO+ODTT/n44BnK0sBNeXH+gjJQTK4iavo97t55lWcnP0QWOb/7jW/yb3/9d8kLjbfufZ07u1PGkz5Hq085PDljvJijmQ6e77OI5hRxhponxIME2TKwLZNMSCJClmlALhNSLILSQes2OM8gLgXfvHOLlzbvAt8C4MWn7xFlBZmI8VRKEY+5GkxIGi323vg2Z+/+AE3T2dnYwrKqqqzrOpbr0dx0EY5HXkSosqRmuTimS6FS8ixhGQVMxwsmkzm577LR7dC9f4cgDrkejijTHKnn3NlbZ2v7FtEsIBic86bb5bPM4bL9GzRLjR98+H0ujj/DMW28dpPhcs5Zf8J5MOOe6fHo4Jg8jTA1nSBJUEKhmyaGENiqxHUd9trr7DZWadYdXNvE1LWqYNwwE9FKhtM+7loDuezxs2eXHJz+ER8enPE//Kvf4/bWLk7T4ex8THo9puO26TY3+c6r32QeTPird99Fd5vs79YZHD6i1Bsow8AiwVxxSLIEfZ6xCBNe9Eeom5GmUatR82pYQmJbNpbn49g1ilISBRmRKzHaNQoz4X53hXgxR5tlFN2CeB6x1AJ0UbK5u4llOOiWpPAgWsTMR1OKpEQVBVmQon65JFRdZMsoZBktf/lzminSq5R07tJYa9Dr1Xn53l2mizmz6yHh+ZjCMwjnc7zGhK2VfeptDyE1TNdnvbvK/q1bfPTwIwQ5ek2Qp5Cm+Q0zskQTknye0n9+ynK2QBpUiUsFUtdRomJUSkNQlKrKLNxg1j5fPVBUOHxxA8Co0qDcGKIrhP38ckziL391Qfi8GADUTZt6b4+LyYjr60u0ZUK93eTg8pjvfvQ3fHTyhDItadda1C2X82DMR4spoyBgEYQYhSCPDFa763RXVnEskyhPKveClLw4PuXi9JJmvYlc1zBbBtOzGVkWM+kfo+qCNRu+3X2Z7/zuPb742ldoOQ4X/UviRUC92WF/fZc39l7laHDJ8eSaPIs4vTwlHsa0sjrpNKV/eIUbeaxu9/BNh/QqYDoaUS9XGW/MONzUWZUgQsgWJednpzcFAT4ZZJwdPsWTGYtxhBIluiY4O3rMSNOZlRl3t26h4iUWAt+vY3g+q6tb6D1JUtM4m73g+uSEIs0ZZQaetKnrPhoaYRQQhAHLJKDXbvD1l77IaqvH6ekVL45OiaIIVZSky5RmUeCpBrs7v06hFMHRp6w3NdQ4ZjpI+PHJJ7QbBu3VNbxanVm2oFg6mBfPWeRLkjKjyJYkaYaSEOcpaSmIspisyDgb9lHziE69wcZKm5rnIDSNLK/4gGJ5RTqJePGzD3GbktrGCstJwF+//3MuZ2P+/e/8K7784EucPRwwGg+4d+seUmgcnA35xXsf8OjoCsdbp+VL1GTCMg4QdgNbiGoG7wJaSJhp9BcpF6NT8jSmYbts7t6l213h9p2XCTPFxXCMSiN0y0ZpHuezQ+5ubdCxXY6nYwxNJy0LrqfXhHHEvQf77N3eJyxL4jJmPBvTnw0ILhdQVCYopMB03Wr/nxuUPBVZSRWVXLZ6TVHoOfPZkIsLxZ37e2yvbXF8fMrlZ4coHeq3m0QZFGeniKTEWNdwfA9RNNnv7vFB9iGRSnEsA62ELC+rRqAmqsmBpSHKDFs61XO+usHfK26uekGRCZA3whxZJch/KWa5cbgoUaJZBtISFKmiTMuqgEhFHC6IZsGvLgj/2MdGq0NmWKS1nJPxCX/23p/z9qfvMXgxoQjg3qt3WL1bY56WXE4mzMKAMi2rx4KyqMC8ZcZ4mTDOluzUe+g5jK4HjCZDWm4dzfLRC0ER5Ugh0V2LN/e/ijse0q5v4LR9snjEuHTpB3P+4mc/wisi7u3s01m9xXw+5+SzR7RaLTaaKwgZM9GmlGGNJIuQmkm+LGg4PWpJxOh8wIIZo+6HPJMpX/36f2Dbh3uv7PEn5wlPp3A2XfLT7/9HrsePiXWN7qJOz1nFc3TMmiAwMp4fnOCu9njp5S8g9BxnxeNkOWMuNXRNsTRmXHHAsjlHNAXRYkE41Oh0mmx11rgQkvF4TF5mNP0aL23fwtItmo6DrekUmo6mwKt16dX38borrOxu8elH3+fw8hHJGeysbvPS1itgFkQiIstysiAmiUMmozFFklEkCVlWEKUZUbIkvzkhmEIjTmPCMOKRTDlQ59h5zq3uGlvdLVy7jq4ZN2Rgg9V6jeQqYDm3+fK/+Tadlo0aXdHvX/KDt3/GySTkhz96GysLSWZn7Ha3kMkYS9PZ2rpPmAricR/L6TJLCvJMYdkuWm7iWhal6VNKC6UEtjLJDYetzbvc29ljd7VJd6NDXCz49KjHMg2xsJheneBsmNzqbjLsjxlcjSkzSRAGJCJjbWONB/deobAt4jRiOhgxXy6JswhNCoRjIYzqeVopoLgR3haVdJUbjLyguDmGl0hLx2w4BGZBtJjhNbr0VlY4Pj8lTGKWVwt8R2Mqhqih4rJd4+z8gK3OOnW/htB10iiGssR0DUxNJ81zirJ6fFGmQpQCTemUqrr1C01QJDllSWXVykvKGwylEDeI9ZuvFdGpyjJIKW96CjefmkRoirIoyeN/poewWE6pec3/3+uG7/H4+FP+7Off58efvMfFiysmpzMwTAb9ERu9FWqGjZ1qjMMMNEEpQRkl58MBwXyBbFt4voeQkizPsUxJlIWohaSFj5aUkCkEitVumxWnjm3OMU0NUysptQjDNNFEiONbfHI44vHoI9aaR7i1GhM0JtMh2/4GO7uvUZZPiZcpd+p7RGSMhnMWkznd9TamtoduNVnOp/z0ne/R2nqTV7uv8p2vwTs//lOi5F/jr0k+vnjI9WLMdNTnlnUHq1lHaj6uUMyXY84un7FVxrS3drk8PuHPFlfMVUCwCFhZWaN+u85ifkWu5eiuTq3u4y1dmrrP7bUddEzOL6+YiglJHDOfL9jZaGLpNi2/Tt1tsnZrAyUz3n/yHju9NS6Pn/NsOCB2U0bHffRS55tv/hq2p3j28ANSJFEJSjXIy5JoMSMIQrIiY54mxFmC1ASW69BqtqnbbQwVoglBWZY8vbzi4cWAjfYlG40evWaHludRMyQHBye4hWR9t0N08JCl52M3G6zvPyCcjPjen/8FV7NrZFlyPh3Trh1wa2OLuzu3ebB1F4XJx0GfhQbN1grj8AolQDNsFmGInueQZ+jKZH9zF99yuPXym6zdeRVTRrz34h1+/PBdAlKceoPReIS/ZtDpdBj0+xwf91mOJ8RRht9ssN97mc1eh1LqXJ9ccn56zvHlMck8IJmEVbz5hhytSoHKC8q8oEyzaiVY1yoPohRValB+TpqGbBaTzODH2accXk5wbLBXbZKxQhMaWlDS2XYxdIOObnDc79Nrt3FWanRWO1wcnpOFRQVBMaveQFEWFEIhdIWwJFIqyEqkqaFjUcYlaZJQZHmly8urDuLnohshqy1FaWjVi1p1pStVAW3R5U3BUCgExn/FMPhHC8J/+dEPuFXfY2tnm5WtdYQGw8sT3j18xF988Lf89Oc/Z3weYOgWzZ0OuiFJy4gXB0e4lk22BKOwwSiQhSJLCmbxjNCMafg+XmoQLGcVxMGzaN/qUnYdNFeSDVOEKhFC597+q5hpimka+DULy9codZsyK5moJfqmxprn4mou684aurJwQpvryYCz62OmwYh5PEfYBnXTRU8jsnlEtrjGXlmhubODsFpcX17w7PAF6j/9Hwxv/xrPn2wSJBmT0SVn1xPqpUGcWsTUcHydzoZNpy3oz6a8+/wZs2XCvmMThwFJHHPx9DFDmaIk5AiW4ZJwGBBrCXrbwPY9uv42ybJgPAlQogJ7mprOLKxGae40YGfvDmfLiP64z/GzY5ZJxJpfZ3v3ZTakwMxN/ujRAUF8hS4EF5M75CdjrksTQUaahghd4tSauGkB0yXzOCPLI6I8Q0MRhhFksNrtki0TkrKk2+vxYM9kEkxYhAGPLqacz3xqXo2G0+Di+hxt1eDOl97g6dMPOH/8iDwvWdlp4nl1NAcaqUGe5aSy4CofM3o6pD88o+HpvLJ1l1bL5XCQ0W6u4DYMpOFi2KsMrp5jZAIPi3q9SWOlg+tYaKai0BTPpiP+7sVjnp+csZgE6B7UdnUsQ6MME54HZ/QvLpG5oFFvUGYppWXQH805e37E2cND4iwhDMNK1SZBr+sITVQ2KaoNv7IobviPN2dvcaOoK0GlZQWBRVHKEiE0lrMJh/mMeqtOb3WN7TUD2zEwLQ+kot5yaOsdQt1jkpekrsP6rS0m0ynJPKocDjf4dykESpUooZC2BBNELpG6wDNs3KZFlCbMZwFpnFBEaYW51yqStNDFDTJeIQwJN4WhTMsqIyGpEBqlBkVeYex/VUG4enhJZAVcXByTtSSnyys+ujhjMDjk6Mkp47MljU6D3p0OmlXFVctMsSgjwiCj7bfoGC2CaEmcLZGmzt3bewznE2IRMRqPyecpdsMjdkr8lQ6RlyGEIE4y1A1rf23tJUQ4RQgNzbIwbEWBxdVsyvnolDEztIZka2uPr+98levnx7wYVKLN8fSKOIlQQN1rUjc8kkWCgYG0NLIMkijFb2cUsmS9t0HHq9O/OuWTRz+it7rGUtkshiFdb4W677NXbiBFSSRmPLws+GxwRRCGbG+u43oOYRZj2gbrjRU6tsBrNSisGoPTU9J+SlrmLE4jIiPH2bOpOQ61ZgPNNTA9m1rWRpkmP3v2hJ8+fMR0HDAbXnD84ogyTZBIAsvh7NmHWDtfY+KUPPjCWxS9V5g8/4DRMmO9vot3/gnXSU5m2DQdqDdcPLvB/t27CFKOr445OD1hNJkTJRl5GpIsp4SLJfEypGXq7DZr7DV6XC7rHM8WlJok0mOicMGVEZCVGXE0YqO7jpAGyWLEZDRhPgoow4Q4gUanjigKZtMprukySRL+9sUTLiZDWpqLbpQUIqPRWCfLJEWSoOegOzXytCBIcpZnJ6TJhK3ZiFdsgyeXj7k+umAxDgniIU2/WXXWM8VZf4JapgSTOTvbO8xnGU67xnA44sXPnhGMh5VHwdYRRrUwJo0q/VeoEsqqW1/k1R1bSvkPd1296tCLG4y8ElQdfiFRZUm2LMgTSaMuuePdwqtZ1DfaLBcZ/eCCoEiZ9geo6AxPFtRX1rB0n06vh70jGZ1NUDInSRIwBSqvnJZS15CmqGCpCsIsR5gahmXg1jxszyJdRsRBWvUZtGpNWQh1Uxy0asNRSTSzmkcKS4AFZaSQjgZJ+asLgplLUj/lg8FTXnw24Lw/YDwcVWGjqKS93qazWcetmWRRpeAybA0V5dimyc5mj7rjE82X9Cd96p1V7u/d5+8/+AnTIiEuE5KwoO6UREWM6XiEyRDDs0lV1dXWNEkegusZWEpDN02EnlBkJUeTPqeLSzDAlCYNp0nbWMXfbCKVwcH5I6xmjyDOCfU5ndoKTadOtEihsEETLIIl4+WIQKQ0aj3eun+P+bJgenFAzdCpWzYvnh7gORYy1UjzhFZvjcvpJZ+G5+yv7fHr3QcoaSB0A8cy6bkest1lfXOHUhrUVtp8fPKE548/xTBtRCoowhKpC5Isp96yKTUDqdu06m20Qufi6pznBz8kjjN2/BVUmlLzLZJUUuQJcbTkJx+8R5Q3aZgJqTXHm32Irk94cTrg2u3i+g6LdEat5vCFN15hr1dHZgUN08PzGzzYv83R9TUfP/+Mw+MTKCVInTRfkOY5aZyQRxYNy2XTd4iyklQaaLZWjUHVAgGEoyUPbj3gjt9jmiZcLa64mF1TZCl2liOkRRmEzPpzZFeSi4yPTp/w4UnKb9x9ky++8hItv8U8hBcXYwajY+bBDN90MUWOT0aOzjQsOf74fZ5Ph0yXQ9JSoZwK4mqEOrZlUSxzgvMxtqWzffsWKpck0YzB4wsuPjolSpforobuaNWGoFJVE06Im4u8+izTatogjc/v1AphUHX5tc/lk9UUSRrVGnSRVxKYMk0JJgHD4Jh66y4tz8I1bZKizixaEmoB0/kAcS75tZU699Y20aXB1v4O0dGSweAXfPjoGGHd7BgqSZEoSq2iJwshURQEcYgsq9OAbZn4NY84y0izlCLPfynGydO8KmS2/ksVvFIStJJSA2GW6IZGGf8zJ4QFSy6DgMeDc148PWZ0NUVQ4Zpqq3Va63Vc30SVEkM3MSUsgpiyEKyud+g222zWujS2a1wuBqS6yXQ2YxLMSMwUoQtUWbIcxJR5ievXEcsSd8Xnzv4uRRIzXkYYIqLe2UAFYwxLYTs6QpRQxCyiAM2TOIYLqcmjRx+Tz69JdZOzeUkQXOMYgpprU2+2cAyP3u4+dhgwWw65mvWxfR2hSlqNbTZ6aywOnpGUAQ82tsGs0+8/x13bJne28IWP39ogPjtiMZ7x+prkSy+9jiZ1NBSWriOkRlxK4hyyNMHymuhmnZ3dXfY3tlG2x5ODRyyiGZ1mB90wCII5xWyCWiaoMGFwdsEsDRFCsDQ92vUGGzVJOI9JpIcZJSRBSK3Xwx2d8XeHBzx974javo2dK1b0BrfvvkKp5ZwdPuXEL/BHLT+rAAAgAElEQVSy+7RbLYRv0PBMVgyfFdfn9PSMZ2mCIXXCLCctC/S6h1bzWQiFEcfosjIiazUHKRSGbVJfWcU2DXp+k73tO7x6awM3jbmaTnnv6TN+8vHPOVN9ShMowW/4CARBGjJI5gTJgrbp8sXNe7y2s8syKSg1h1keMwyuKci58/o3WdVKzi/7zLKCiczoB33SOCBXEWEak+eKxXwJQiDnOTWrhqZBERtkScrz9w+YTS4AA83VkIZROSHS9KYfcHNxww127GZuLyrSEKLyIQopf7nRJ+XnCz5VcrnClpVIXaJZktkw4J0fP+Rxa8hXf+MtWqseUVpBfRuuS21lB1lAkATcv7XNIkyZXcastpoMpyYlZZU5KKrfrVQllNWYUDNUJb5NMqTQMCwdagrd06mVBjJzyPKSvEiRugkKHM9mHi3JROV1S+KEPIwBWfk2qXodv7IgDK2E52eXHB6cMxotUAWYnkV9o4W/5mLZesW4J6dAEAWKNIVOp0azXmPFqbO/uk3TdXHrPo8uz3h2+pxIhXAzL41ICGcRLbdJs23jej1aXot/95t/wO7WS5yNznFtC8t0KfRZhZXKBP3JmOdX5+QqRy8tdldu882Xvox5vaR/VtBcabDX9fjhuz/jef8CO6+heRPitGA0G5HkU+Iswm15NMw6bmGhlRmXV8+wLYHnNcmUyzwK0IoFg6ePKWo+7U6duq/haU2Ohs/53i/eYxCn9GoWUilKzcKyDTzTwdJdLMuhbrustxrc+83f5a1Xv0hIyf/5g5RPP/uIKJqTRwZlFJLlKVopMRSYhUAqhbQ0YplWai8l6NQ7vPZb/zvhB99jcjml4xmkWZft/CUum5cszxaUmx5xvcVnR9cYRch0PuaHn37C0+srdrptdrtrrHbWWGm2qDlNwighThOUWaJplSbNcCyo2fSDCcsIPGGyVBnFckYaL8lFSVkUbHfvkKmMPJ1zcJogpM9L+/d5C5OTJ0+YzwYMljGmJbE9mzjMyeKIRRxQsz1eXrvHTn0dsxRI26ZMY7RcstrsseK4PNjaxy5SFtMJtqOTL+csggUaVddf6gKVwzIJCa5mNKw6a611jh4dMDp5zGAwBJZI10cztZvRfLXSe6OIqZKReYGQFSNBysonqVRVBJSq+IRCiZslnyqZ+Pkor/zcLGWBVtOrJuOiJAtThsNLfvrO33HvC6+g+SV1u4FmgC5MjEISJUviIqPp6zw6OSXIPObKRvNcsiioTjHi5hQDlGWBym5oSKWiLIuqCRpkRNMIIRWOZ5EnIIXAc02yQhDJiLIoScoQ3TEoi5yikGgY1SOGLNGNf+aEME4DFkFEFCVomobZc2lsNKg13Zs3VyLQSPKMxSwmCUvqdRvfsVnvbHJ38w7bq+tMgzHB/0vYe8Xall1net+cc8Wdzt4nh5sr5yqSJVEkRYkUFRttUZYFdVtoCYJe/NSAgH4z7Cc3YPjBhmGjXwy73YbbaLWtVis1JWaWmCuRVXWrbt14wj357LPjyjP4YZ4qmi2Zuq8HuDusvcYac4z///6m5P7OHQ7PT1Cpt2o6J/wUteOos5rl5QH5rKTtQqRuGLQV11ZvkAHlYUmjFLW1FFnN/aN9dsfHaOVIo4THV67z3GAVBvDE49c5m4E4PeGZxxuysuC4yDg+npJP9xiPT3BVyWrcY2npcUJhSbRFCYGuHYHq4uw5Dw/uQRpz7727nJ+doaWm1+9TPvMR2oMOq1tPU8sZN++/zXtRhE1CtGuwpka6gLbssNwbEIZtFtIun//kp1ld6lEZSKMErCOrc1IVo43BOEMvGeACQyttM54UgKBCk5UluizpLQ9YjyJ46heoL415e/s1ds5uU5k5y2t9WqOQ6qhkPjmgs7iE7EbEQY/ZrOD92TajImcoBJ3ZlEQKOkHEyXhCv93FYdAC0nZM2EowSnFaFgxdQy9MiYIW2hhOj0fEiY8Zn49OYR4xHZ2hmhQpxtzZUxBKHvvUL+Je6xCe3uOwGeJCRZoKSgupjPjMEx/jt3/mF1lKetw/O+K0bHjzzvc4Oz7hp176WZbjZfRwzuHhXc7GDyjKQ+aTU8rQkMYRWEGYhtSzEqwm6XUo65q3XnubhzcfACWIAJmmKOkQTiPCwLfQmh/RiQ242kFkPVpM4LsGdYFbkxeUYutw2kIAQkU+20ABwiPPnfM29npW00wrVBRCKBlPJuxt32WwsU6cRESdGFs1NIV3KJ72OvR6LbppyO7JPjExqxubHBzdp5k3H8oghPLhKlysF6WSWOvDZK0D02gIHPm8RmjPVxjPpsgwBOyHxyFhKkTiU6CM9kVPKAnx38NU3H94xNn+GfkoI11rMXhskVYnQViwjSaWCY+sXaebJvzg/Vsc1GNUC3qDLr/5uV9iPe7ijGCcz7i3v8ut3XsY6RCRD7gQRlDmBdY2TE6GuKmjznOyxvC1r32Bt1//Nisb17j67MusmIpACbSWnM8ybu8fMZk2uDSk21viamvtx977che64SqJ+ji1SLl7fMzeg3fY27lFtJCy1X+ExwZXaZqG49E+4ybmmUc2mU6HhIGg1CWrkaRK2tx+/zY1BU4KhpMRaRjw9Md/ls3V65T2kL2zAlcUtIUliWJqFTAr50yqh5xODwnKiFbY49GNdZZWlpmHjuH0jLppcDjiuEUSRNRNRdRKkLHyacrWYSpHrSrOxxOEs4z37/HXX/0fWIpWWVtZZz58wOHDO6h2iDSaXtKhu7pJ1TQ4pVBWgAwJuwJna2bjIfuuob848L54J4mst1zPm4J5nSONpOckzhjq3FCYkjKqWU69HLwqKi6vXWJjZY1J5h8WxvijRmMK5g9v0kpaLCVdnnj2GbrHi3D/LQ4mB8g0YiFKeX7jWX7z5c+xtTDgjbvvcXN4xO7ZiJt336LX7pG0U8grDh/cojjfYftsjwN9iFWO8MLPX+uGipoAQdhJqeclRz88YHZwBEjCQQepBKa5CEqNvOTXlo1X+klFGARI4TBOQOhzI1E+n8EaiTX+6e+pxf5YgPWcgQ83EsaDS50V6NqAcqhWhBQC4TTOhhwdDMnGJdnRAqod01/tIJOI+aRgnmf0ogWypiGfT2mFC1zd2iIPZpzeP4D8A0/CxaBQCdBegyAuSNBKeg6GweEa4QedjcVWBit9jiUOBAGqFfqBaONDbKXy/7f5+3QIe0dDDoZjRCiJVmNkGx/dXTqSMuS5Z57hD//gD1mKI/63V77EH33hj1haDPmdX/o8j29dYnJ84lFdznH//h1m0xmdlQ5GWgQOM7PoU0ttYNDp0BhLI6B0Jdn4hMNyyhVl6B2v0A0jOmmCq0Me7u7xzs33OJ2N6PXaEEsOT2dcX9bE0Y8+SpzAteVF9gfLTKaHJGtLnOwpVBzw1OOPEZct8skRveUrLESbnM1OqCYTgjRkpb/MRz/5Oa7+3CeYSMMX//jfYC6so9Mqo2pqbFVROUs1z0ArojAiSGNSKZiczjk5nKFaksef/2lcNudPX/8S33zvFRZW1jidTFEfqEhsQ2Ukk3LOTGcsLaxS6hwZgNGWuqiYluf+IgeKk6PbnOd3ON1f5/hgh8XuAv2lFeZMuLq8wdJan5N6TKUFp2djJuMRlcmohcMawdn+kCjpsbTWx+qGOjfISFI7hdaOjnOktSGMwMwrmqaioKTqFUQ2wrqal575CD/98sfBWGbjc9ptxaTMGVeG2vgJeNyKUZUmWVxkrXySo5MZ1WxIqyNYGjRMDo94Mw85dmucmBkPT28RCHhqc4NulTM/PKOoQioR06WP0seELY89y3XNtMjQZYmuDbP9MecPhlTTGRAS9jyo1Wl/9pahwmnrW3/hsI1FhpLQ+cg3FQcQ+q5HxiFCgq6A4KIrMBey38BnRXjPgMQYg5DWHz8UYH2kG8ZhC+NRZlhkJRnOK4b7QwIV0Fvqsn59ncW1BUbZOWM1xQYhYRhgtCZlkbXlq0xOh9S6RGjhB5fOXGw9JBdh1wjncMa7GCUOq5xff0iffemsLxAyCFCxwjoNtbrQJvkQXqcttvl7CkKha1QkCNsRMpWUtkLXhrAO+NhzH+e//C/+GR9wWk+P3mJxIeT3f+XzfHTrSU7ubVNlI4ZVxXcf7HJn/5AgirDhB7JMiXOwtrZBGgoWB11kDHGQsLDUoSkrGmMwUYByliCQBELQNDXD41Pu3trhcOJdlfvbBzx4/xa3PvZJfv3nfpnNpR+Jqd48nvMffvAu72+/yUsbl7h2+QWOhnvsHd+lZ1vElaLV2+K8gYf7N+l116ASDFbWufzsJ/iFFdj79d/ji//2/8Jph5WauiyIJnOevvECOZfoN4pZU1ElDaiautZ0g4jlfofS1djhhLO9IybZCTaKWF0/Ym1tBSsqtKs5n49prKAsc7pxC1c7nLQI4VBK+LZQGcJAokJB01RIG6OrklAJVhaXuPHEY1z5tWdozWpu3XuXq8kGGwur3G/vst3rU1Ulx+cPQTsyGxC6gGtrN5iXUw6ye2hAhiHRDGbDMWU8o9/vI3VFO1AUhWM2ntEKOkRBQLeVsNQJ6cQ98t4iaSJotCbTU6bzKWXToJxA1Y6HN9/idHuXhdpSiDaj4ZRvTm6yvT/hmZc+y6MvvMSyDSk3Vsn6iwQLqzwclgxPdtlodRgXIWuDdaYmZze/y6zKqY2hHGU0RcPxDw7Jzob420Ohosg/seWFnsDhb2jpC4G1H3AMDTZQiFARKIGIArTwyHWrLdY6VCB91oExyDBAxhddgxVEoSLP/Q0onM97VKHEBRJlzAWrwCserTG4xoBUWKUZjifU9wzV3CCFZdBfZmFjwNROePjwlEIFdC+ts7p1nRO5ja0a3+JnBlNbUPgtXOgpzbaxOCsRQiAD4zMdE8AG/ma3gJDovPbHKOku0rLBGANOIOXfM1S01pJ2E1ZWV0iSkMyUGAz9bo/f++3f+bAY/I9f+D95/c4d/tHn/lM+eeMl8uMzJqMho3zCX776fd7e3WFxrc+kmFDLGmEVyoGONdVoRLywQnewQBAG6GLO4qCL6CwTJglrgw36nR6hFN7uKS4GMdUU6QryScZ8OORg/4i9gzPKyvKPf+03SaKIP/7KV/nWa6+wurhMf2HA+4e7XFvs0TeLzM5PyWXCEiF6v2aOIREZZTljaWlAKB1vfu2vuP1aly/9+f+DLjXW+dZweHzCvXd/wJWNTVYffQqx/gzB/IyRPmReFQRG0F3tkl5rAy1GxxXDcsLP/Mo/5amrL1DlY7YPX2H/+FWsqcga41OGwhZCS2bFOab2PvYkSejGCaYxCGcIk5A4TElFi7ACtCKfZ7iiYL0Vs7R+mSiF4cMh7+zc4/3RHoPBAq0AwkzhpKOvUmIcz6xdQtuQbAL3Du/T2DOSqqEwFZOJ3wKlSUytG4KkQ6grIivQTjHJMowTnI3H3L57j8n8jCcuX2JjeZ2NjacoHEyLAtucsLmxxek8IyGgm3bYPTjk4GSP47Nzmre+yv7Zfc5GpwhZkAQBadInSjuMRcXe7g6TSnBl5QW6V64wn91mMp3xyNoT7B7lDO+fkp2dAYowivyqUPosROcAKVGxpwTZwmHqCqwjSEPC1MNRrHI++u2DKBOB1yO4ixtdSKz4IP7sR/kHOEegJFEr9fizpvTzhov5g4x8rJwpNKby3YmKvfhMBpIiz9i5dw+pBZPlEe1yyLiak5/OMS0QKqG3uIhTmvH0GF1XyFhhMu0j6a1DOocKAgTazw3Ae05q64+LjQ+4RauL9xbilEA4h1J+DekcqDimt9L5yQWh1W1hG8Pl9S2WFrsMqxGjcszzjz7Bk4MNAP7Ft/8P3nrwOh994jk+99wnqIb7TKenzPKSr917h2+8/y46M3zyuafQxZRbw12M1YjAUMqGcZ4ThTkxIWXTMK0q3j3eoR212Fpao71yhTRMUaZECh87LwOLkta7UoXP2wsiQVNr7uwe8JU3fsgP33+bvQc3+cgTT/O7n/9dWm3Hv/yTP2a0f8BgOeT8/JzdnZtcWdtAkPPI1mVUc5m/+d63mS4vk8RLfG3337N3ukdxNvTDlxBAkNcVb99/H0LFy9ahuus4IpbjJRIR0dQFja1x1rC2cZXx8S3SJOBf/bP//MPv9n/69iLhN07IzwuOh4eIwLHeWWQymbNzd4+gI0lXOwQqZDlZIp9MGJ2OiV3MyuJlXFnTCgSzQrGyvsxTjzzNWrrCQjygWX2E77zzDl+9+U0mdcZmdZXlhUXCMKLUGWVRUDUNuydHfOrll7l6ZZMvfedv+NprX2aazzGlpixq9MISjamYz+cEKqLTbnN9a4so8rCY09GI89MZX/7m19k+uEuv02Vz5TIfffZjPPXkUyRRQDsMuX7pCtqVSAehS+l2YwZbC0xmBmUcO7feZuf+faJeyvKNNcrOHeroEZo05E42pWlqWpOHvNh7hkuLz9DN73AlWeJhI6lOcpQMidqpv52tvNDzX8gJhcBpi2t8snQQhz4IVgoflxYoXCBwgURr3zoLpVAI7AfJR6HysfIXw0clJE76eYFtLHGUEIYhBouuG/+6eJOW0QajDU5bZBJ8aE5yzl0IiMBgOD47xZ6eXEBKFKormY8zrj9+je5GF/VAMZ2foFs1tlA0pcGWBpMbAmsJAoUV4kNlpcDiKoEIDQQghQIBFoew/vggnPdztgbLbFy9ytYjl35yQYhEgIwjFjoJvU5M4yKc7fLCM89RAn/+7pf4+qvf5qefeorPP/+rqPmEyWTKOMt5/eEdvvyD13HC8dhLN0h6LWQnYsnOmEzHNOKiirZCklaICBRlWaJkRGMammrG8UnNSmuZ670NgiQkiAOsE2yurvPCY09zd2+H4XyCEYob1x/jVz/zW1zZfIa33v8u09Mjfu1nfp5/8vkfpej85s//Ot/46p9yeLDPnXrGeHJG2mtzY3OBwco6s1LSbf2Qt37wGlbDNMvRuvCuMKfA+h+RE4bCae4OD1g/3eFG0qVfV2ysrjO3W+yd3mdUHHqHmmhTTcb01gY/9t3+9iee4nn3O9x99x3eCW5zkB3SSlP2D48ZHp+x1l4jjkMcUOuGum6YTTLQMWZdMS/OKZOY5a11XnzqJW6sXMcWDQezXW6ODzmLFK3FLab72+RZRtXqEQQR7Y5kcjZjOBrx9e99A+yMn372WZ648RhHZzvcvHeToi5pbE2vlbA/G5PZCqdr2t02n/zIxxEhqCjk4PSUs9MZt3e2OS/mnJY5Dw72ef/Oezz35PNcXr/B+toqvcUWC90B82JOv9VChIYZJctbS/SiBX74vQrd3KY4PyfaSgnqBHlaowyk/QXM7JxZeM7Z/rs8Ea9w1C443ntINbf0N9aQocTUXhTkjMFa7fHjkfIxhLU/U4sgIOmlJFFIXdY01iLCC+y7CtC6wUiF0QLXaN9SVxYZ+OsgtEecp60Ei6WsDZaSosgp5xFIRxxGaCxWGkToDUgCkIlCKN+peNux8a+NRIUhMnCYusFqvwmYb09gcp+gqgg326SDHt3eAkUxYT4/pzIlpjZUZxVmajBWIAReSOUE1vgHpooVIHHC4qQ3YjnrdRNSBCz2N1hcfYQmO+WNL37hJxeEXtJifWuNVidmNJswns/QwM7xff7Xb/0x3379FZ5YfZzf+tQ/YFX3Od3ZYdZkvL5/l7/+wXeZjjIef/Fx1taXqbMJRAonFTKR1HODxRE4QWsQkTU5RV6x2ury8rVH6aUtcutotxdBa4RMMA6qpmKtv8pnX/o0T147Y29yjA1bfO7Tv8Kvvfw8dQ0R1/mNT7/ME1cv/djnWehErF99hoNRRSAjUpGQFVOsqdk/P6WJ+rQ2n0Tfvkk2H2Nqh6stAuvXMlbg5IW2XEkQmlk1p3IO5yRHZ1NE3GHQukRCyFxMOd8/R1OzsnyNPfgwdTEAnnvqYzx27Wk+crLHK298k2+88Qo7D/fQdQ3SoS7WsvNmTmM0YbuFSGNm+TlZMUFUiuW1NrYxjGdTnDO8e/iAb7z3KrNyztrGIsI17N/bJm0ccRhjcRRNierGzMs5r965yc7JMUsr11FRjzhs0VpJ0WlNv7/BYHmdyeycejInDSM6aQcVSQglRVUzz0qqPKce5zjh2+Io6DFsGuLzE8pszlVxjcWFVRokRjna7Zj2yJHoOdP9E7a//xazsxzbFmhnUdpS2xwaQ2NKnDCUccPubI/HxxFRIxieZ4SJY/2Gz8oYn4/QZYPVYJ3ASUmQCIKWR7DrrAThiFshabtNuBhTW42rBLbUKAedbps8K6nQWLzOgMCnHCmpvPM2CglUgG4aTFkhFBhqbFMjpaPT7aM6EXmZ0dQakgAVXjyda4spLVpb7+TVEhlLdO0LjYzCD30SQjmK+YidV6ckV/ssPLZCWieoStJVG6TtAtFtMG3DfDynKguMNtA4bH4xH1AKnAKNP+cYv5VQoSROI9rpGjF99m69zujsEJP9KCTm78527PZYGvTRouZ0eE5W5cgEvv/Wm3TXHhKphH/yS7/D5SjhYHub+TznzmSfr9x5g529U64/9QhXLq/RzAqKqka6kNH8nCB0VFVNNbG00wXKtuCwmYJ2XO1s8OKVJ1npd9EoskZiy5pKa5qqoKlrRF5xdWHA0488gm716Q9Wub7lzz9JDC+/+CJNnVHWDVQNSTcCDH/2hf/A1771fcIk4vHP/AF7J/8dNqx47e13CaNd1lY20I2mKCuMhUAFEAofi6V8XJbTFhE6XKMpJxn7D24RioC15eskThKVE7aubrLQv8w8DHl/+x2ubT7H1qMfZ+eiIDwAxreHrMYBUsLyYBWRC44nQ8q6/nAHXpcaFXllXdwVxGmHVtSjH0K3O2BW1RzPznnj1pscnJ8ik5Q3dt7n9sEOZVOzYRzXVlaRk5zT6QRUgZ7NmZ9PaS11cKFGF5pTPaSoG8J4QFqHxNEKatkQ6JobV6+SmRWUlQhTk+mMTtql3WrTanXJ5xXP3niM7b09zrMZQRKxublBP0kwumFcTHHv3eXGjS2u9FuczMacTUfsbz9k9/4ZRw+PGc8nLN5YYXF9QK5nFPmEqNcnjiOarqUQkkzWZNN9citZCVfZXLmM044ym7G0vkjQicinGfPJhKassNqhS0sQeAVpXRuMceQ6x2pDtNwi7iToUtM4MKWjthIZRcQ2xKBpqsZP8wP8LCIICKXA1DVVUdHkBSKUWCORicJZzxVdTbtEoWQ4nGCk9EJIbX2UHAaEj5qztQejgkBbhywlMo4uPAuWalKjc9CV9oPkSpBECVHcRiSW1kKLpcUNrl1foXYZO3u3Kc4KalF4vmLtsymdvTieSEHcarP21CZrK1c5emufO699F0MBymda/P8WhF/+/d9ynXaXosgg9EAGab1lMhchgSt4euMxtgYLHN29x/n4nLMs44u3X2X73iH95UUuP3oZUVqyLKNRwpN2BJSVZX5QYEeG1RdXaGRF2TSkUrG8tMaVq48xiCVV4zgpNFN7TlHmNHXl34cK6a4u0d+6QafXopv++HtfiOCsUmyfDZme7PHY5SU6sWQhMGRH+1z77Mf5b/7xZ2i//2W+fPNN3r/9Hv3LKzz57GPkJ4d0IhiODQ7P1ZOBj2NDeI6/tD6yPKsL9ncfksQdOt1FmiCl4yR1MWV/NCHdfJHu8iP82j/6fZYUjG7D28vwg2+9yWZ4ju2mWBru39/nq1/5c84m57jG0koSemGLoPYTcwzYICJKAtpKsRglNI0iLzVFXrGT77M3PCNaHHA6H2Osn1wvdFv8+mc/g/qk4q9e+Sq3d+8xsoZWO8LohrPZFBErVgZ9rDW0WhFr1zfpiC7HkwnTckYmApqmpKpKegstClvTCkCEinbcZmtzmZ/91M/w+MkjjCZTjIAobBFoR1N5NNx4NufB9iErG8vcvf+AV774Cu+/v0ueZchQ0n18QHQ9of/kddLJjLPDbaIgpt2J6bQipOgwcw2WmirsMO80pK7LYrPB1ATIxLG2tcq8zDk7OeHo4SH5aOYn6FrgVIBIQqhr6tpgZxU2EARlhAuBhIusx5ooDUiQlJVXMOqqwVQGGfg1nnZgqpq6abxQCIlrDFb4DMUqL5lMMjrtlMiFNE0FgTclCTwAGPDGIiEQoYegOO18wpIwWCMuulCfceoqS/H+1Kt0ewnJUoOdWbLRFD1tSMMFuitdQgKKsSRpxchWi2raoHVJ0zQe+JK0iJMuQRXy8PXbnO3u0eiapJsStSOiJPwJHUKoyIuMfN4ibsd0em1i0aZuQy1CZsMxk3DEN9/8Fhs25Wh2xquHt3nz/l1SlXLtucvEUjA9n9K4mkZIRtnMAx4aS6cVImxEiKA4aZhPalS7TVBW4CxqcY0WYPYO2Ts7IzINnTAkEpJ0aUBndYskbdGR/mIi8a2R8zviAZL90zGvvvcORj3JIyubXH/sCs//wkcIuiF33h5xbWGF5XCdRgiEtpwd7jHePaaY+Um0xYAQKOcHMV7K6i+eMw4nLFVRU43mTLbvs7yxjFy5SmN6NHVOMBsiREB/Ez4Zfki04vhnX8J+/S84zSfcvXWPf/4//0tKO6PRDWk3YXF9DekilhZ6TKYz5nlB1EnQXUnpagqX+gxJ22CtwymJwaBNydJCC+lqpJT87uf+Ib/9i/8AgMc/+in+1b/533nt+19nnI/IM8vCVp/JfMra4gqrrRZWCqqqZK5ndAfL7B4cMH7tO5iihrxmZXmVlX6P537qBepGcGbnSEr6KwMWBh3iMGA+qzh4OCQ7n6BUSBNqdKMxNLx1+12+8fXvsr17SBM7pIqwtaEaa4r5kKzY5Ylnf4r28oDR/QfgBO2ghYgE0hQ0UUM3TAhbgunkkNi2uHHtcWLlkW7HoxPiBKxt2K9L30ILh8krbKUBgUpCpLwwI+UaEUlkqnCpl+2GQURcKWztMIGlHGvA2/CtNYDFNI2fMYReFCRjgbEGZ9rU+L0AACAASURBVC2m1syOz3HdLnEYUUrli44SCO0ImxCnLU1Z+4LAj0CpunQgNUJIhAacZz4KIT3+TAnqrPR6GOMQUmHGFc28obvSYnx4zHy/RvVABRFSBqg4AqUwusZpy+TolPO9XXRZIpSkf2mBdi8hUIpa/yS3o9KMhyWD/gAZKirXEA4WsKJC5A0dmTAcn/PN917l5UtP8sbhu7x+8D553NBbHpC6gOlkxGKrS9q7wjvH96ir2ruzlET2YvLJjN1729TWUVUl53uOr5eSje46P/viy/QWB7x//zZf/M5XiaXj8UtbXN+6wVKSMi8ydJ5ThBFpKyEMJXEUEcYhIhFs393jK9/9Et+79Sq7J/f4Tz79WfZPMs5mc3be3eHN7/9XXFKS6y+8xI3hkL33XuOtk9dppg11Yz/kUBnrvMNNCHSpcVLhjMVajQwk1gqOzs7J8hIiaC8tMndLdLodTH1AXU6pvCeGL53Al//v/57H11bZkinZbMIbb/6QvDijKg0yCSAMqJyBQGOkwAnp294wRAWKEIl2YOOYqJMiigYnBUZYqjynHfXZWFxnaaHFr3zq5z68nM9vLvBf/8Hv8d+aMX/95W+wOVji0ceusr93SHF+TrW2QjM7w9qASXFG0OuhGsnNb7/B+GxGGChaYcLg0goHJqPVamHnmlarxdLKIuuDATeuXSXppNj6mGI2J0oToiRCRYpCF7z9g7fY293DCk0YC7RU2MbS5CWhi3HzgoO73+SJx36JB+MKiSNQBmlrwkYRBgkiCBmolErNyaYjFntLLK9uUDdzxtMxjbEkqQeRGBxaG7RpcNL5c7oQ3kosFViJ1fj1WyigNhh8VFrbhGhhSNPIS4Kd3/Hri6OHtQ5lnB92dxOM9atA0xhMaSnzEtECFQUQ+nWgNl5irMIIZxzGGl+opPhRpmOs/LbEecszQnqqkfW4M+v88BFtEShqB6PqnGI4o6oydK0IdIB1UNvMw1QBKS9oZZFGhYJ0pUeURMQoWjJEScXbb9z+ULv8twrCZJhjIwGhYF7MmIaWttCU5ZyOiEnCAGNq9kaHhInkTnHKvPG76/NqzMl5wjPXnuKTj/4MV1Y26b73Lb7x3itUJqfWNRaNbhuqsiHpKo9nrw1JGFCejDm9u4d4Ypnd4Yw3b79DVRbcPtzhk6R8dO0p7HTC8a13aGTMtUefIyoOeeTRp1jq9cnKGX/17a/y+p23ODqfU+gDVla3KWYZzlry8ZA6KLiVGdZcj8tbXYrJZQ7ubuNztb36S9gLl5nwP5pQOoz1F/fC/YrRmlk+RSUxrrWEFCGiOaYWC7T6bdje5V//4T/lj9ae5+Ddr6EDzdbHP8EwbmHzGffef+CPJlGAikOSdkyYSLQ0zM0M13a0Oi1kGBCEIUIrRsUcmQRE7Yhuu40zjvNiStkU1HVNt9/D6prtw20GN5790VFqoc9nXvg0d24dsbXeZn11jeWqx929B4wnRywP1pmnEdFEMj885XR3yPn+CKEEeVkz1zmjIuc0G9Nb7dGWAYFUJL0uVzc3mWQZS50Vmkb7pxKO2ng8/uHRIbt7+zQXx0bwcy4pweY109szBkkXbWNu3fwWveAqysZk2jIrBe2kAmOwVcF+ZShsQ1nnHBw9JIxTlvopy/1FhtkYqRRhFFMUJWhHkERgDaaymMYSpYqVyxt0ozbHu0feL9ASGAR1XZFh6KiApSgmH8BkXl5wHgOaWlOLEhlIojgk6sWIWGBROGM8Nj12SKeopCHsRERhRDnNqfIKpx1hHJL0IpqmopzXGKOhuLhItYHgAnIi/EDbWYspLARex2Aa32WLAFxVUc1K6pnCOYspJNJGiNCiqQlS5a3dgUMoB8YgUke8mEIjoAn8b7fSP3b//62CkCwoCBVTnXk3W5Aym4xIFESxT1f6YBhy7+SAdtoljaeM64yV3iJXl57kU498gs3OGsLEPN5d49uN5CzLqU0FxtFeTGhqTaUbrIJemnBteYnldIFESepacTycMstmVE1Nq6oIum06C4oguMx4NmR6XmJsSnw2ZLox5613brJ/9IDv/uBVCCxdBM9uXqFfa1ZXltm4/AxVkTDjlPH2kG58g6sBqE3J0f0drLjQrjt+RMNpDFGaIFKFyYsLwYofFFlnUcogjabd6hPIDl0xZ/PRp7j2U8/y7//FP+fseJvpw1u4xlI5wyvffJXD23skC13unR5gY4mrLDqrvEI2lMznNUHSJgwE7TRFyIA46CKE5CQ7opiMWFzsMVhYICHETC1V7nfQxmlOqilfevXrvHjjWQRQj+fs727TawX8/Kc/xsHhCctykdVumzzJeHd3hyjooGhRFzVHhw8YD0uipdSba8qaptLosma0fcz84RmhDBBxQGuQUM4nHJ2e0IkHLCYdlhYGCNFwMjxmb2ePB/f3OTkdXaDIPH3Ic/4cWjuy0Yw8z0iMIqtzJvMxW2oD2Umolix1uEBbRNjZlPHRobfbd7tkdcX+8JA4uUYnXWTQOmOcjOkstqiKgtrUyDjyq1KjMY2hv7rAteubhKbF+fYZZTEnjGKssGjhKNCkacCijKGAShiskF5LYBwqDFCJ50oG6Qf8RYGTykuDYwhEgAwlUb9NmrTBnFOOG5Ca3kqfla0limzO2dEps+GMuqk/PPLiLE6D0xKb+4Gfd3UKrNC4yiEisKXFhl4kZasaV1uwDj2SXmuRSKSIUbHCGUdZVujGgIT57hQ3E7TCmLBnieP4x+7/v1UQZC8E55jkc4wKiFRD4BxJlPqzj/BDFiE8NnpentPvdllbWOZjmy/y0a0XWEi7jOZTHpy/zTfvvcre6JB8nmGtRYUBMQolIUgDTGWp5pY75/ukgwF6qUP+3nd599ZrPpgiTvipT/4cf/gb/xkARxVMVvqcFmfMD99hM5vy1Ve+zJ/82V8yn88oleXRR69wfXWLBdGiqgwJisuh44lf/Czfv/Uad3J48oYlefpZ/vQvJ6RpTGb1xVQWX/QuIBg+M9Lj2+tGY23g/64ETkBWZYzOD1nqLTPWDnP+FunxFqv9VVJR8ea9B1S24fThKbe/dYeqnOGqGhcY5ELrwtvqKE9G6G6EakfoIoc4pVAOpSvCOOXq1mW2lnrcPd5hbgrOizF96deFoSjIJxNmWHTc8Dff+xYfv/QU6+0ehwdHYBqO5xPy+YimKYjjFpMmY3N5nZvZHUaTKdGCRBvLcDTGOoGMwOYWKRRSWKywmEZTFDWlT/2gyHNkqhjPZ5TjW7TCFs89+xxhO2Tn3jb333vAPC+wwqIC/305bfxHrhukCFCRxMUSjcFdvN7GwiWKjuCwecjM7pMuX2Zp+TJ1U1MXOWEQ0Yias/yYcBRybfkySwsrTKs59uKcPh6OcE4QygDZSRGRY3F9Cack8+mU0lXUkUE0/snJRUF2qaI0wqd4ixCcwRowzguVAhl6vJmWUHtNARcOxPZCm61Lm8RJgkgkMgmJ44QoimmairUrmzxy4wa2arhz7yYP7+4xDTOavPG5CY1BRF78hJBgNRYvKza5QUQKmxs/O9P4GUToOY84fzeLGKJBQNKLSFsRIoBsUtKca+rjmiJvACiDgMlIov++DsGFGiscphA0FXR6Mf1WmzAMcHg3WGMMGsusmjMq5tzYvMFvvPDL3GhdxdYN94+2efPgJm8dvcthfkjucmgrEh2TRgFYQ1EbdFHTFA1aCe6V+0yPMkZiQti0Ubbmsc1NZKvPr/zq5z58f++8/TZf/MqfcOfuAcXeMe2q5M3TM4b7ez77Jgoh1/SffxYz8G1XqKEXdTk7Oefw6JSD812GbwxZ6a2R2xFRJyCvhK+0F/DJD1DbdakRgUNKf/4UwmOwVaRwOBrTsPvgDlQBm+td3t59m5O7D9lYvUod9xChwxQ1wkHSjxBVizJT6EZjC4tS3mxSZCXTOifudAhjQxwZdJ0xPM0YqhkrK0tc29qiFo6d8QFFUZCNp+gGpk1G3RSU+QwnHVmV87Xv/A2PrF0iVQlrW1cJcUR5TcGIN/Zvk1aCzE4pQslwPOPKYo9W2mZ1aYl5XVPOaub5xP/4rcU2xnP/rb1gWgjqec3Z/TOiNERXDWWrYP9ol9ppHt4/ZF7kH7o3kX71ZqzDGbANhAsBi1sdVNeCakjiiMvhFo93lsiKDGkWuBcqhrMTOqsBlx+7xP7uQ8osR7uGrC5oZjtEkeRqd5XrK5dwtWE6GaFFTRrFpFGLME1xkb+hseAKQ+O05wRcRAJYbVG2wdgAXWoiFROgqVx4oZD1BdM/NQVamwtWgn9SB0HI0tIqTz/xDN2ki1IhVhneLe/RjbvINqStFkmvQzHNKUqDbMcMOi1C7RiPpsz2pj60tR1iG7CuwTQSMP47b8wH2TH+n8Xrj0NfHLwJC9JuwsL6gDgQ2BJMy/pZh9Zoo7C1RRuN9vPWn1wQlItwicOJmjR2DLpt+nGHWhi0NNSuocFSlSXjfIbBMplnECSouM2bd7/FKw++z/3RAwo0tamwzhLHIYNOj1hEaGvopIbhyYhsPocCsklDP9ygXFDYyZhPb96gu/QJJot9yroLwAj403/3r/nKX3+F85MR4/PsYq1jaMoKGdTYQnDn3fdxpkaE8PTgUTphghOOneP7mHrOYneR4WjEDw/fYHRwRH6eobOaKAqwTU1TaoI4uXCNgcFCoBB4IrRzgiAIaLKKpjQcNbvo+ZxB/2V0I3h4rmkixdH+MQd3D0k3u3QX+jz73BPc23uL88Nj5rPKM/6NwzZ+MJGdzjCJ5iiHwCiSuEUraNPqW/ZHR1hlmJVj4lARkTJTmsw0NLLBKEdd59RVibGWd3buM5rkrA7WqMMWrcEKn/7UR1i6/UO+9K2vkOUZWTEDUxMHMS2VMg9y+gvLdPsp48NTsvOxN78IhQtASofR3lKM9ITielrS5J6HmcSWk6MT8rJgPs2xBo8JNxYRORASU+kLQw10Frv0r/Qp5ZymsbRszCBqI5wiCltsmCUi3eJuPeTh6ZBVucJyf5WhPaKsKoR05DrjoDph0FmkHSzQVindbp/ltRU219YxpvGRa8Yympecj3JmwyFVnuGUxSiLaPwTmEgxp0H7pSIOiYok0oKwkroyF92jw0qBU3g5vpVo3VDnJcpINpc2WeysUNYFk+OMYRLTtAy6bjifnXK085DjuwfUumbz6iabK31m7T4H9ohZlWPwYBRpJaZqQF48gC5MW9Y6MNavLp3PZXCSiw7X8x3L84b5tKKZ1Zi4xAhPXUI430mIC87D/yfX8e8sCFHYY354gi4b1q4t0W21CMMALQyNM8zKGbrWlHmJ1v5NTbJTvnP/+5wvzPirH36RB9NDPwEPvG04ikLacYdIhigriOKEJFKE1kLWcDQ6x9qKnkrQk5yuTFjprrO4dJ1HPvYz5HnD//KFV3jlL/4d3/yLv+b09ByDwTnt8/iM15IrDQhFmWl2d7axrqGpK1LRY97U7J7sUlUV0ljmoxF7t+5xtn2KsRbiiKrQ6KIBDEIYwk6MiBQSx2IvZTotKKoC5wRN0VDnDTbCU4/EAgwWWV9+DD2ec3w0ppxbJuMpzYKgZ7tsrK6zffdNVChRLYepxYdPYNdoiuOK2d4paIdqtemtL7LweI9ON2CajWhERV7m1LqhE6WErZR2EpBNckJlsMphmoaqadCNpckNh/qcSVHQaUny2VU+9uRLTCcnfPO9t4naLbKqoJKGstE0SEpdQ2ZI2x1UGKDL2luInT/zgwePqkheFAWPzHfakY3nFHkJoUSXNeBBpVL6o6ay3qrbWINsxQw2+iRJSqMbdCMpDew2IyJ3zGbfcznLiWalSJkUD9luzrhx/SnWrz2JPdxDHx0gTE3dlByWJ2xGK6wtb9LpLqCkIpCKo+yIvMhpqQg3mzM8PqUqC0RyoUi0FlteTPIb67M4kSgZEIYQXqwXRe0IjS8TtfFeBqsurp+zmHnJycND9td2efH6kzx+ZYuszNEu4wc777EzOcIZh3KOomh8DEHeMJ+ckyd9FgfLTI5mTKZzREshraWuDCoVEEis9je0kB57hlRIKX0xuMh4xnjdUDbOyM8qdJb/x7e3b3CiD1yf8j9uEP52QTjYfoCtJetby/Q6PQKlsIEfWM3zGeP5yKOctB8VG+MIopjR9JAfThtOmgkq8JNmKSBOUtIoJSb2bXMSksQheZaRjSuqmabRNasby6yurdACVpMOMk7Y+MhP09+C9986492v/Rnf+5uveTOI8ygsazXmgkmvQr+3lUoQpSGqlXAynfLVb7/Kzv45G1ur1M7H10+GE3bf2ed458ybPgKJ0Aan9UVYV+DPudpc2JElk6ymqiqM85ZRW+HdYyGIBOKFFiJIMKVl5/a7jE8PQBmvbNs9Jyfnqwd/xmx0ytyWWOmw7gKNpb3N1v9CFaiIsKVI+wIblkwqqE7HiDCmdjVFlROpgN5Sh3a7S6edUpcXkL80IVIK6xyXltdpRYI4ilFpyqs3b1HXgo88/hKoCJIef/GVf8vR8JDT/Jig1fZiGSNZXlxiTwlKCViD017eGkTe9melh2x41JcfEhrnmX+hE7jGegHPBwlCznzIKMAasAEmq+i6FkGoaEUJ15ae5Oj0iLvH2wS2odfu83BywGF1ShMVZJOcu2/mPPv8Czx94zp7keVs9xCmDWNxAm1Hj5QkSJmPpuyfH9OEmszlyFBSmprZ+diLi6S8AK1KrxzUDhmFfrukwNT+/G60JWqcb+GBQEgsEhNdWJutBefBKXlTcu9ol/tH2zz7xGNcWenRix9hOD7l6OSYum5ojCHttHj0hUfZu7fP4qWUbnsJ3Iy5LhE9hUgVbuIushQcQlzg1C+cmK5w+OOXgeaDuxzAeVEWNVD/ncUAwF5s0j5Ewv2kgnB0d8byI33SXkwYKKwzVE3BeTnhfDalqUuEvTBOYIlUm8uDTfpBl8ZU9Ho9THaG+n8Je7MeSbP7zO93lneJfck9s6qylq6t9yabpEiKGo1mJMuAAAMSfONPow/gC1/MjT23hgFjbAODGUFjDSUNRZEUye4m2eyururaqzIrl4iMPeLdzuKLE9U0IZuDRl90NlCIynjfc/7L8/weD2nUop6GBB7hBEkSEaUKYwzDoxkvPj9FRYIrVw5572tfR/VjGs5w+4036bduceey5Ax48vRXfPnkMbPlAiKJcgH4IYQM7anmq/JeKIFINMhwmk9HQz46DQaiKKqhk5SyzBmfTAKfrjLhNqlpjJBI5xFK4fCYskLoYGvNVhnOhmIyAPYg0hofhwNhtZhx74c/Zjqecvb8Kd4XKKUphcUNQ9LmCB0gF8qBCGw/V4amUKBAKrzzYA3VsmR2vgIxoVaPWQyWFLlFNSKEFqycxVGhmzFRHFFelGSzKUo7avWUaTXj+eqIepWy19jn1vYWUaPJx0+fMPOard4B3URyePkazyfHnI+mbPdSavVWOJisZXO7g6tGzGd5IPYQsx6Hh6rAu6+yADwefPA0mKXBFQ5dU4FB4C3CewqzjkLzUK/H7O5ucGXzgKUtuLZ3wHdvfMivHn/BR48/5/7FEbXFgFJ5Wu02slTkMqcoVgxOz4l8Sqr69Dclk+NXmMWKeXVKJRskvsFiPGY4OKPWa1BvR1SmYjYeY6p8jU/TOGeI4iioUf26/Pav18seU1VUBkotUF6Eg0xrVCwg0dgKTBFIzQhodBpcunqJ3uZmcIbGmtxamjpio9VnOh1zPDxB1jWHN67ibJNasqLZaJNGDXoHJ8yPl7jCYI1FRaE68A6EFRBpPB5buTBUNPxmprC+S1ijICCQosMBsP6Z/c3/FyqE06j4t4+Af94y+IjuVpOVWTLPUlzpGOUXrGwZxBy+hvSeSjmkijno7tNWdWxRobSi1ewwyUc0dEIzaeBxmMJQSxOSRFOYElsaiiynEWm2Lu3wrW//MbeuH/LDL/5v3r7yLt975xsczRMWwPInj1g+fciz5y9ZTFbrqL3Qcyu19qALv0ZiB4eZsZbFZBlMKVpTVBVZsULYBVGk8EicAJ3EAU8tRZCNmhB5hfAhTFMpnHPEIpBxcMEzjwelBAqB9Y78LOP0ZMUoGYbMRJ+hdJOolSBXS5wJkkqVBJebiDQes1bROUCjEh1aF1eFb9YKsrM5q9N5UJ9phW5pKhvSkW3hcJmjpmPUDrTTBrvRBi7V1FsxaT1m4pcMzJzhqCBqJOw1d2hS8Xff/3cc7uzxx9/9U/YaO7R1HR0nRCpBJYaqWDKdnGN0yAWTBLuwgHAr+TVAxJjQz7pgv0UI7NLgS4eOUqRQ4XB1Au/CNNs5aG92ePOd2/zp977Dm5d3uMgsG9uHpDLl+t41lvmCB8ePKGxFpOt4V5EvC5RT9Hf7SGV49fQ+9XqDjevXqWzF/PyEeiLw3jLJFiRxk42dfTJR0azVOHrxkvOTC1xDw6qiKkqkgGpmsDh0Al6G6GSBQzY0QgRsvin9OiaeoKYNziakUCE5WjqSOOL69SvcuXxIJ4qosowqihgtJgxWE2wkqPfapMsx0+WYwUlKv92nrBwGy1bvModXXjGazJnNpnjnidMEUZeY0mCXJuQ9RqB7ETqKqMV16rU6KM9sPCWbZUEP4T1SiTXBSWBfZ1KulwJSKqJGQlxPafUav/tAuP7Ny2xv15iuZpxOjvGRZGFCwEmsYnwMLlEkkaRVpLQrTbUqiOKUVq1Fy0I9jmkkdbSQmMqijAqSzCSUPKayJLWIIopJ0yYH128ymByhKsf7b7xPrbPNcjbk+Reet8SIP1695H88H2KNC9WAFwjlAsRCB3uytB5r1idq5SnzAqUkotkIIAnvsRQYb0OppEKfKFWwjNp1iKaMAqpLrDG71glWixANLpGoJGiRnXA447HL16s0idXhoXEmRUbgqFBNjao3sKVd47jWgx0fqDUQylChRMgRjGJUrFFaImSoBlACW1hM6bAzi1mWQEUxWOJHGe5yxo3f+5Bvvvl7KB2RJJK4FnM8GzEwI/Iq4/n0mAcvHnNyfMJgNGI2m/HBWx/y1uVrHA/e4NSuaJYdpnYGaZtavYU5H7JcVDgfcjIQoHBh9erD0E3IMG23pUdoMIVFpwpdS9A6VD12kePW2Li4U2PrnV0O3ztke7vHRn+b/VoLF9VZzFYopTjcu0W9vokpV0xWYx6eP8VaSzNqIEvHfDnGFxaTFaTNBq1+ynwuyKuCegSz2RRd9tjevYK0OePRKYOziwATdR6ThcW/1FGIkHstAioMag0hdblB1yPiVGOkWx9+4Sv03iPsekUtPCoWpI2I7fYW/XofspzB02fIjT6D2YxxMWdWzUijhP7m1lrdKOj2EvJ8C7uqePzqIfu7h7x8NsYYE+YPpkJmClsYbGkQIhzKaTvm7vt3+PY3v8syn/FycMJyseL8ZMR0NKVaZZT5a/VkGaIck4j6RotGr0mcJES1mChJaLTqv/tA0FuWRTWnmURkPqMylnbUIpaKMpVEzYRanMACEqewlaHX6HDQ36OeNin8KZ1a97Vxj0bcwEhPZUq882ipcd5hMseyzEmSGFMtqaqSO7t3qfV2OZ4KyrxBsy549Djm3/7tT5nMckQUGPqhPApceW/WibjWhoy+JMJh0WmAZ0it8SVg1nkQwoNYS5SlQFqFLzzSrk0na1pOoNsGVFVYk0mkjkLPtYZseCkQlYMq3P7ehApFRRJPhXUSqYM4xBYG4T0yDqDQ12WdQKGiCJREpz5UdM7ibSD2CEQI79QCj0A2omB2ySQqlWSu4GQw5OHDZ7R1n7S01God7r79Nlcbl7hcPyATBUfTUz6+9/fk4wU1pcmKkvuP7/O1t7/Lpa1b1KsF7Uzx7OyY54sJlbAIV5LGMK8M2PWtI/VXnzEQScIeXkURXjiiZoqKAtYcIbF5iVktETpCpZrmQZP4UsKpPePXF3WuXzqkHQfSc5zW8PMlqYA7e5eppylLk1F70eJ4dkFe5ZwMjxFekOgEay2DV69oyU3StMXs5IKL6TmVcEiVEWcdttItTsdPmWdzkjRhOZqH33os0UmEiiOsqXDOhBfcO3zpUDJAVGWiiVKJcAHa6oqAWAsrx2CNR3gyW/Dg0y+YPh2gY02rXuPmpX18vc5FMWPpMkphibWiv7HFYr5Et6DuU0xuOReGq1fe4vnjM0QTXpXnLKYzUCaAYj0I6bCZp9KGbDZnNDsjEw5RkyiXotpN2mlEpABnKFY5y8mSqqiIOjGNjS6NVp0oCa2fL2F+PvndB8JOY4fj0yPKFDaSNktlqPe7yDnE9RqdVpuTZ6+Qlaez0adbb3O4ucNOc4NlVSKER6sI6Tz1OEZoj1KQihSpReiPbMV8sKCWNunFPfZrmzRbDf7TJ9/n3/34r7hx479Fyi1eDad8//t/xV9/eYJVEuGDUEgIgfQiqMRKgy0rPIIoCjers464UaPZaVBrJGSLFbNJhfcSoQPXwDuDEyHmCi1DGIZzmML+JutOSfy6v5SxQgrNOoYxHCrrnkxIkF5SZSVSaUQcfO1I1lTe4GATej3jCEVOgGTiMCZM5InlujoJ/+m9xecWI0Qw+kQEc0ssiKMofHsCCpNx/7Nf8+Lec7wTtBp13nv2kLfevs3Otct0tjc47B+wu7nDw8mM2toa/NmzF3R7b7LXuEZvOaRII9qbc2aPfsBkNYLY4xKNXItXvAHjA13IE4atXnqcWA9mnQx8cgGmKLFFhclLnDcoE+ZIXlgqZ5jlObP5ErPKWMicwufkVtDY2MRWFuMcFYK9rct8p7PBvfNHPHr1kPFijKSgMgbViKgEDKcTru5cp5Er7j08gnZM8kaNqTkm8WCtIVKaNK3hmh5hq3V/HVaHOEEUxaESqwxCOdr9Nmmc4BXMlxnSlaADbdkbF4Z5zgbCsg5D3NP5hIvFYp2vqrj34inbO1u0ttogXNjkRJpea5eonTKbFbDK2Yh3adYkVja4LZ7xAAAAIABJREFUtrvL0SevqCWKpZJrMaBdc9+DUtF4z9NHJ0S1Bjffuk4vbiHLFWmkyZwB6RFRRBJp0k4DYyq88shIY6zBryy2rFi8nHPxZPC7D4RmrUW31eMke0U93aUj2zDz1HWbrm4ynJ8yysbstXZoCs123GGv3WM0H/N4es7YlCgJ9Tgh8pLZbI41jkQnoDSuckxejclnFbuX9nj35lt85+ZbPHj+M55NJ8yBN68ZZucPMG7AT/7u/2I4GCFS8GhwBmMFkQicwJC445BpDEmEKcILrCJJFCtanQZaQ15mVFloFex6VRRWfoGuq2TYVJQmoKmdszgJSquvKpDKGJJGC1dUOOUQwuLKEBoSJjeEsp/1QLiy4SDRAiGD5hwBznqcscEeqyK8WlOCbXhIdaICjHZ9CfuVwVuJUDEi8ej1bM/kBQH56yk8ZPkFeMm0HDH92Zhnw+dcHb3Ju2+/xzuH13j32rucnJziC0sa1/BErDLPVi1mQzdIaoqsJWh3E6alZnw+Jp8sAt4bhfDgqtAiqDQKVQEGr2yYuNtQSts8ZBQGypRYe/ItUmmywYrZyxm1w4T5aM7P7/2abq2FlxFRY4u93Svs7R8yz5dUeclstWA4H/DgyQOOxmfkq5Iiy/Hesr3Zpa6aFNkSX5ZcfuvrWL3B08e/ZjXKSXeBeEYlDf2tq6TNnM39HQazCwqbkU1WmDykYAutQhyhljTbTa5fv0o77TAYXeCOXjFZFFhfrV21IgQqRwkyDpg1Z01gkqyTnYy3DIs5bhayJBu1OnNbEG818FGClBkXw3Pk0nP3/d/nYHfGxfEFRS6RWtPZ3qTWajOdTViulhgqXOkDELcVs7W7Qa/fQ5ZQr6ckGwkigtF4SmUszgtWqyJ8LiFDRWcsXgROQjZeMnxyRjYpfveBgKjotVvMypRxPuRae5962qHyikfjIwaLAS6RjPMl1XnJKMmYLjNGxYChXdBsd+jUU2oy5uJ0wsmLAaU1aJ2SqARtBeOTjP7eNodvXObOnXdQFCyjGm++8Yf0y4Tlp78kSVb84lnJ06cvMFWJFAIwIbtOBLWkkFV4eXEobXG2xLswPfXe4yNFZgzLVYFHIqMwhFQywkdhtWQLi7UBwyUgmEI8gdMPa2qtwlcFILBVgU4VVA4n1mtHodBSoGRK4aqwihIgESFJeF1VeOfXGK1wIAgpELEKKz0RYsLwob3wMtCYvAnfklQel1VIZJilJDpYc/GoROJsEEshw5pq6Quenr6EriJpptzeucSNzj5X9g95+eIpcZTSjloMz0+YnjyhLiW1foeT6Rh8RSNNmVZgC4uKdGierUcqj4rjwCUUKhwIlmDGURqzzEJlg8Nb/9WuXDdj6r0U7wWrZ2NG3iP3HNPVirZLuLF1mQ9udKnlC5ZUjIsFwsGr0ZSf3v+Ez18+pqgMwnlkZdCRYj5ccmV/h/beJQaDl5jFKd/74BZXO00++9UnjJ8MmW7k6I7HVjWSeo1WM8YnnvPzU2wjCZWh9ThjKKaGqJZSq9eJqdGIO0T9oMWobMV8Pg2zIOfXl0qJqARuLdRSKuDZnfF4PFGiKI1hlefouEbaMBwevM1o/JyL8wvKfEWDJsafU7c7dLuO9Ppt3lCeetNzuHeJR4++4JMvfsn4fEZZFOA9e1sd3nrnNmm9EeLkrEPXYzY2uuhYUSxLbClJyJkvQzvuRIUvLRhHkeWMnw/IFwWo3379/9mB4LxAaui1NjBVxmZ3j9k849nwGXOfsYrAzXPsJKPUNQqXMbg/ZFmtiJtJEB4VTXJTcPzyjNPhFFJNu9OmlWzT0TWa13r4SLF77SrjqMG9geXWh9/hPIazhx/x4vyYv/lf/3fuPbuHaKboJMIXBRJQicZXDlu6gMVOQKV6nWwjQAUvgnUWW5XkS0uxCiSdkI7labcaaB1T5BnL0QIjTTgNXOAdIAUyUeGFLR2UnteKby89RVbihUE6gdQxvjJBkus83ld4K8PWA4HLLChCuyD5KgVIeJA66CYcoVWQkVybW/z6IbP4KLQYxlhwBmGCqESoIA4SLrQ3Qvp1Xx/mLCqWuNgxySecnD7lyydf8Ob1t9iKepz4E9qtXRLZ5NHjTykXQ67tHXBj81to1ccSgarQUYyK4vBnve6rdRJAncIjNTijqZTHFhZdE6gkxqwMLjOhXVKhXSJRFFkFhcOMg8O1nGZMmw32uzt8cPVdaiphOBpyUi45nk9IG3WKxYyTkyOWZwMKa2mldTSK6XDC8mLBW3tv8t/cepfzjV0+PbvHF1/+GmHb7Fx6A/18RLmastuSzFclUdynXE0h97ByqMIg7Jq7qILaMI4kUnjmywsiraiJJmqhqM5WWBVKd6Ed4HE+AFSk4nXfiBceYUHLmCiVlFimiwwrI26+u8N27zrT80eoEiKVkEYpZ6cDskIS1xPGR2Om0xn9/U1uvHMT3VdcMEfrI85PzrDGsr27wTt371KamPFkQFmU2HlJJSyxSIiTeM36gERKKpuTFUtGRwtWiwWVrZi9yiBaF5i/60BYZsHff7h1lWphefyrh3xx7yWyKWlf76EaIHJHLBS1bYV0nnxQsBosWJysKEclk2RIlTmiepO3br6BUJ7SaXY6+7x98y49rTgeTymbMY9OxiwOr/A94G/n5/zgP/wbXjw65uLoiJXM0DWBc+Waoy8x8yUuF6haIL0I5fHK4yKBRAX6rLWUhWM6nJE24rAqlGEwg4d6FHzjPtW4Tg1bmSDrNA7nHDqKiLoxSS3FzHPyWYF3gafnXY4zoT1wazmzrQyGiq+WvD681ERhPx9qjTAYEISDQEhQ9SjctJUEZYOdtuA3eor1GSekCMRf47HV60FlcLxBmHRLLbBFiDRXUQjm0J0YIxzz2Ywvnj6g9BWD0YBENol8wsX4gqPBU+LIozrv0t+7w0qArKXEvmTnYAOpIV+VWCwKj1DhsxFFuKLE5BVEYcNQ5TkuC+YlZDA0sVYxFpMVefl6Ga5wCPJFQdbK2b27gTMFp6MzZrZkZDNKU7IoZ0itObh6ncI5TkcD9i5dRRsJ8ohrm5c5fvIlv2jW+Nbdb5KmG/ztw5/z5PQJ3WSbnb0dumkfIxxTPWPkLURbpLMl37j7IWMjeHbvU84nQ6IoYMuTWLOxvRdgsuen6CpmPB+TuzK4Nf1auo1EqLBt8nb99/LhYFdKoxDEQuGdYzqfUMwN74k/JIok2ibIMmGzvkctilmWK8avntJIN7g4f8Uke8Gz85zFT/8zvhL0un38lYok0uR5wfBiyj/87U+4cuUaW5c38M2UyXDKarYic+Hgsgo8Fm+DYEFgQRpWVTBTEYGug38tbPr/OxBOzo64cfUORW559vQhn//yMeWihIHFzUpaB12KymGTkLdomxat6mylHWpRTL25Vi+6hA9vv8/7d25hfcH9o2OmpefKVodL3W1oj/nR/Z8wPPoHnt//P/nZo3/J6NO/J0nh1rUDFg3LD376KXZhqCykrRpJmuCwqHaEt3ngElRlWM9BCOuU4YuyRZiyOmtRKjyYQq6HX0KS5wWFqkgaCXqaBbORB6RARZCkCW++fZ2jB2ecLM4QUQSVw5brASA2uCHXCT0gEVLj3VohFklkHG4eEOF5WSvjpAoIeZnoMKh3oYUIq0kRaDzrdOIwiAwSYJxBFGHNaXMTBvyFRdYUQiXrdoGgGdBrsIeE8WrJZ4/v83D4HNWsc7l1hb1uF60q5pc2qHe69A6uMM/mzIsVUT0hsRG99gatdpvzswHz+QqTlwgszjmqRUG5DBmUCIP1VXBHRhJU2NELGSokZ15DPF+rZgzlbBFUgquKx/4JYlGxs7tDZ2+TWruF8ZZZvsQJyY3LN9jZ2ufeq/tYW7CnAphlq9Zlni/49dkLirTGNw7fpt50zMUEe5LR27rDjd07vJycczoesWRJv7uH6G9z950PiHWbz2WNf/rFjzGiwAiDthKxKNGRpBjnzKoJui44uLnHbL5kPp5jVkX43iKJiNdwB+XDy2Wg8gZjSvxcERF4C9ZXLC4KZhsvMWjq9Q6Ri0AZcumpRTXq6TZcdTCds1pmTM7h0u41ep02TTRXOpfJsiWPnjzil598xpPnR3zjDz7kyt4+nXqP+XjKy3svma4mRPWYTr9DHCm88BhnQVvCFDUPUFcD7rfNjv8f0uXPz6ie5Li6YrpYkWzW0E2NXYX+ZTVcBfho6lEtSVKHdqPGfm+LZqPJ2lBAqiNuXN/k6zdv0ep0uHvjgscnL4ldytH5gk+f3OfVyQOyLMOYmPo//h/UJoLswrIcn/Lpw2OqClQzppFK6mlCt7dBcuMK8/Nzjl9kCFeEks28lhlbhJbISAUzknfh52t5s9RBTLScryhMhZEGmUrSXgObWvLFKhCWhWCj32J38zJPP32OFxVKeYwUeLd2n0GICnOBbAPhJidOgvZdgaqtQZori2ftjtMCEIgk7PVt6XClCf2dWMtJvcdVHi9EmJ04h5U+TBilwAuHroc0ISKBK0VAxRuPiEN1ICTEqaK/02Z5sWQ0W+LLKS3X5bC5wa2r23zQf4MffATjwjLLz3j+4nNm2YLc5Bhv8Klip3sZEWui6QWj0ynZxYyqNJisxJUeVYuxRYlu1VDChIpNh3mJWIeb8FqVLQTSSaJYk5UF3lU4GzG8GDGezmiePOemu80b6W2E9yxnU0aTC9xswoc33+FfXH+XU1+SiDpylFOMJ7RlA19Yjp59yfnoMU+mp6zGU8ZHUy61NmltfcjlWsTg1Rec5QuKJKPT3GTwckC/J+jv7HD92k0qtwTp6Daa7G9t0els8Z2vfRtjcgaTMwbjY16en4F3TMuQuSBeOzkRSK0DMi532NLiyxKjJdqELEmVaB78+u+ptf4EYZds1Lc4Pn1JcyOl19/g8pXrbG2+zy9+8Z+o1C5ufEEr7XBn/02227t8PJ9TuIyabtJrjhi0RqxWK371k19x332O81AlFcvVkvnZAlsYJo0xjV4NLwX5JCebLiiW7qu5QdDd/FcOhNVpxTMGoCSqJombMWk7Jd5okbZrLOcVq+Ec4T112aSf9mmkdWpxSjONyKznrJwwrhYMnxdEzS7v7t9ECsnh5g6PX465/3TKdDijqTeIagsgI19WfP6zR5ycPCfTkrTm6aV1sjxH4MlzQ2YrludDzp8NMFWF0hJpBSZbexBUUI6hw02JZ53BR4ji8uELXCyzIHlOJVEsafabeKc4f35CWZjQT2bw2UcPuDidUC5tEAvFCpf79dMd+g8vHSoNIZqv14nOBoSWiDVmZdZ6d79GBYXVoVmUeBEOEm/XlUmskJFCRKEvDXmEMhQkkcAsC8yiQtYUeh0qanOHVB6/qgAZtAsyoN+kFchZgVgU2KJCiBhRQqvR4vr1K1y7fonji5f80+dfMM4qpsUZw+EQoz2L2ZxlVVC/fIea1nTSFNqWl8MJtgqrXhlLvKqI05gollipMCYHH/wBogx6D5mqr3iUKo5JO03seE5ZFshkLbwSnsVsyYsHz8AEGbAtK0xZ8eDlM+Z5yTff/gbf/d6f0G00mZ2ccu/zz5gNT+mJJiJznI4mjI9GyKhLd69D2r7JsGjz9o193OSUwS9+TMenvLd7k6IUTFZTji5eEtcjMJpYCQ52L/O93/8XvHX7bYIGTvDpvc/4jz/896jWgs5egBtliywoWo3FV55qXpKPlkipQriPsEG6XliwFoXj6RfPuP7WMRQJPs7wtiSOA+l1VQ1Z5CdYLM1Wl25rl+1On0S0yKoSfERZzJgOLnh+/4jhqwuowXI8p5yVIEBrRXO3BQbKRUlVlsyGi6/uLxSoGggZBS2FdDT2/ytKxbf+4A7eOpbDCacvB+QnC9q3d5FCYbKc/m5KPW1BIWh3GrTTJmlUQ4uY1bLgqBzwqpwwY8VwsWQn+TVu5ri9f0BUT3l6/ILJKKevamw0rjNyMY8e/oiTVyNOVyNWNUnkLCpJUFpRFCWesDYxRYZOYuJ2DMtwSpfrSXb4J/REprKBpZeoMIWtDM5WiPVwy0UKkUrSZkqr1UQjsMLiXIWxJb6MOT8+pxFN8V6j07WByjuclF9h8KSKEIkKw03vUUkAUjgX3HDVtAgbA0/IEAy6a/waxiJU6P2FCpLpKInRiQp6BC2Dj8Kt9QdSYGJJHhmECo41lQRaj52ZsG4VLswhyqDWHJ1PmMo5KhWoRkS9ntBsdtg/POTqjetc2dvgxuFlfvHlfXLrIYnJbYVbh6QiPEuTIaQCF1NvKNI4pVqURKnCCY83BkjwLmQYGKExWbn26YetjpQywEZtCBCxsgLtgi6BMPcAT1UYzuanLEYzdt7Yp7+5SaPVphyPOT455iMn2O1tUT+4xWZ3m/fe+Ro/+/mPOHn+BOEdO3GfMzfgzz74Jk8HCzobe5wPfskDv0/sI97fvwO9S+xt7JGbgvHxc+Jeyt7Vu7wanDKaPOV8NWK2nNPq9SmNQQvBt7/7h5R1+Kdf/yOfff4po3QIc4fJw6q1nGfYWRVEZ8ojfFg9u9whrEXGEboWBG3PXxyzf3mDk2GBimA2XVEtMs5mz3DFp0gHjVqNm3tvsb9xyORiwvzVCcWqYDlf8PDLL3l1dkrlLbIMz4BuS1wRBrjTwQSfh3xHGcuQL2FAaB3W3k4gpSBNI7rbHVp77d99IOztbbDKC6zyJPOSpOF449pNlpMLnj05ohhmNLp1as0WXknGxZRuFNGQTeZ5wdnFlFm8JK3VONC7+MzRTFKE8Tx8/Ionr17Qja/y8MljZAPqG9+g4S+x00/pvr/L/c//geV0SpkZhCiRCKIkDsjoZouiXNDop8SRJJsVGGPxr52sOPBhNae0ROhQrlGFlFxTOcgNLrbEXuO8JLcrvAsBt/miDENJU2IWllxUuGod3yHVuq9nXSZqko2wh7arNZlZiWDwWZumHB7nHTrRRKkOGwS/3mDEESrSCOfRXhLFa7pOFA4ZYy1GhTWrLS3GGKQIoa++soDG5h67CiQi1YrWmLIAwAjbEkdRFCiZ0NvqsrHVI0o9zueYskSg2dnYohHXMWVIHIqaCYuLedjUyKDcS7VmYSrSNKa90WE+Ga+DUwVSeLT2uKzEK4f3FVKDjDXeieDjkA6dKur1GkIIluMl1hpUPTx+AnAmrC+9ECwmGdHRBc1Wk83NHq5oMHdL5tMpi/k8rDWrBVu9Dm++/T4T43n48GNu6wa3+gd8+st70GkzG/wHXl4MqHd2+eaND3n77h9RP7yK7KTMxgumLz9i68p17h7+Hur+R+TinNFixo8++THttMY33/ka+3u71Gptrv7rv+Av/tV3+Df/9n/mf/nsiGyUB4FWGTQqqhYUnM467DIPD2SqiFPNpRuXuHRlj8wVjM/OmZ4PiHXCdrtDP93Cx5ZZkTMfjmnoGlWWcK4f0mvuoGodlmdPKecF1cqyylcI5dbhO6+do6FllKkkbddD5SwV9UYT7w3ziwXWCbRQxPWYXrvJO3c+QDcjHn/2xe8+EF6TaYtFgcCzfblDb7tBs59Qajh6csJyWdLaiYMiD4MrF9TrG+zuX2O8mLG7ecDbt/6IpolZnD5gkg8QPuLnv/qS0XBB2lc8fvolUV1zRx3QjBPS7g6+fpnR0Re8shVlUeFLE0IrU0mz06CsDKtZFsAbWqNTi88cUguiKOznrQlAD0Gw4HoJOpIoFbFa5djKUZXBYGVTh1uGsq+wJTYLBhK/vuGN/3/5yYVZP+Ch/lKpCoDUSCOaNmQAlg5TGpwPUWFRpJBROJx+wxMMqT1RHKHQiDLYhTvtLo1GC7n+jseTCaYuUV1NllUspyuqrELHMUaq0CZVFl9IfOXQTREi7ypPNcnXqHGFakTU+prGQRPVjnHCsVjMGZwN2Ox26TV7NHTCIl+i44goDZoDmUqiuqbe7FDMzijyHJ1CXNfE7YR8VYSuyYHJQ79kvMMZgZQevUaVGx/ces448irHriCf5Mi6Qsl1ZPnapScTHXQWpWUxmjEbTtg62KW11afW6uKyjNPhKfMrc9I0ppoU3N7ZoPutr/HXxQXZaMWyytnstXnnzfcZm5Li3s+YzBYcnT1iq3+AGA25ePSYpoHDnbeIN7ro4gKZDalWC6arFVV2xN//7Oc06pvs7F/56hFoij16m7fxc41dlGHb5AgbFSXweJypEJEMDlolabY77O1t8+Z7H5CphM8+/xz8ktsHl0lWEWkccRLNoFA4L6gELCcz3GRB3fZpti9hnUKrlH5vm97WJvN8BVpiTRWAM6lHIEk6CThNu9/k0sEOdw9vM80nLM9ybNpHJiWJbnBl+xK3brzJ6ckXfPEPP/3dB4LwirpMoPTIVKG2U0bljDSKqfdrNKc1VCQRDUchcmoiRkcx/eYmdy7dQKs+b/zRn/Nnm/CzDP63/+kf+ShfEdkxZ5MltlQ8fvmQabFko3adfDVlUQzp9w5ZvTxBi2AUIfYIq1Aomt1eWFPlOUktwmaWYlWBtTQ6KTffukm73ebhvadcDCZfQUeEl2DdOs8O1NpX7tdZjUjIsgLnDFVeBdMRMgBKlA6GozVTT6hAl5FagkhI2wlahnmFiiSicDjvSXQSthqxQEn5VYSWjCJULKnJiHazxd72Aa6CxcWYYplz/doN+htbvHz5gsV0QSIjXOWIYk3hCpSQlHi0IrjX7NqabVx4qWy4nUxWYQqDSELvrlJBlGpqDUGcOrCSs8kpx6fHXN7do1trc+PKNarjY1JXZzIYkjRi4qYOGxihuFgsqaxlsVrhXE5zs40djcKKcR2sGqqz8K9QgSQd1zSRcVRFRWU91XqLknRSRBwMWxCqAnSYf3gb1J7WeIanF0TN57S7XfrtPrYyPPryS0Tl+Zff+gPiSHG8mrPZ3eT963f4q0d/w8loQK9xSKU1H165wV5vk18+usfZ6JxfPf5HxMMmw5NH3O1v8O7dr5Hngi9PPufp+BGj+RizrIgSR79XI1KG4fk59LfJioLnzx/zkx//PaPBADPLQwu6rpJem9ZUGqEjkKVAeklZOApt+ZM//yN+8XGFsII/+6Nv8627X+NH//kH/OAf/gumqqjHdXyzYLqYMz+fMZ5lZMsfsdk9ZGf3Bqrdolqc02jV2djZRmmF0o5VYaAJWEnUlPiZpZE2IN/g0l4Pf6J55419/u7pT9nv7SN0DSULKqY0mlCY2u8+EGIidJQEqXG1YnWesXr5EmSw+govSLp1nIJIaVSU4J0garUYD85ozJv82Wb4s75Zg//Y2eH4ZIwohvS2Dzh59oLJ/Bm1fo1me4fVYsZ4fE5/4y6ryUsupgNKZcIuNw23vXOe5WxBVVS0+02ohXzI5maPK7f3uPO1G7SjNqu8ZLZaBg6iCzeVKS2mNFTrxv/14C6Ut6ydZwasRapgcHrth3/dBryOC3drlLiQoSSWicYIQ6fXpdlpMp4MqcsYnUGBxQkXwCE6iFZUJOjU+nzz7te5fnCLwWDMafuci+ERly9fJtF1JrURxbKg02myHK6YnuUYUVEVDiVVOMycDzt+HdoVk5WIMuy8vXQknQiV6ODRkIJimnHy6yOSNKW+3SH2muPBkMl8Safb56033qaWtnl29oqX6jHLSK+rmZhsMccZQxSpAIM1Zr11UTjtwkvs1kGmBAmwTnSYQaj179KK34i8tArfaV4FmXcSGBEeHyTh1RofliiyVcaLe0+IdY3da3tsb29SCThfLLmYTbhz/Q6vBsfM5nP2N3YxvsA3JcvlOR8//jXNZsqVrT0++vQjcrek9JbVYEi7tw3dXf72l59Q7tTRWwLV26ZmC6jl7Dd3aTe7pGnEKl9Q5i3aWrEYX/Ds8VPyRU5UT8OUPg0mOGfW5q+aIm1F1G1KleckzRqHVy5TTiX/w1/8aw5b/x2vB/u9nS4zU9Lp9Lh9rcnDh19y8vKU1WSJ8JLBakyne5nLV66RlRPuHz+gzHN6rRa724dIteDFeEApLPOzBct5QaeR0mo06dZ6PHz0mI9+dcK/H/w1+XRFd79BnLZ5/9t3KJ8vmQ0H6PpvK5P+ubmpu40tLZvdDZajOXaw/oKko95p0t1u0qjFWCECncg22U+3qM0i5ioh6V8F4L+cG/ptzXbvFhdHX5AXBdm0ZDm7wNfb9NspLeUYzw2uyFmOhoxW5zgZJLKY37RHPiqJagmtXodut4cWgoN9x+WbV0n36lhZURhDoy5JFBQ2iEikDNwCI8Q6kFTiRNiVhySm9S7ZBtuzdw4hg0bAGxOAnPY1/GO9JcAHCbTyiFgSqZi01aLV36W0JcVqjmqmxF5RinKtbjNEKiKRCp16kiQljRS73SZ1FdGu1QFBtlrSanUp84zV0pIIzXJuQAennUokpakwVQj5MJnBjHO8BVkHryQqjoJIaVHilUd3ajgBs8kKXy3oCE/STHlx9owffpKwt32Fbq3BfqtLkec06inDgaQsS7QJE3IpNUoa4lrELJtTFZLlxQoVs9Ze+OBuNB4vgjIzuAVFGLgiglFs3fMaY/Bl+D2LdZiNKx22sDjjiJoxCIEpDOWqolAWfT4kbdXQ7ZSNRsp0OqWsDFvdHRbZjNJ5br37AcPPPyaNEygz7j/7nCSfIhYTVmVGlAhcGtPbv4RSMYNnQ1yu+O7O1+knm3za7nI0PeJw8ybd/jaq1uDSwT7tRheAGTlnL4cIEVa73hhkFFpSUxkiJUnjlHQ74WDnEH8+ZTye8eLxY3724x9y7dLbRK0w1f/xr/6JHz74ORs3ttnsXOJ0+oTxeIYpS5Kmptvsstve4ublaxxs97n/5XOOXr3iZDCgFiek8QaZGXB6coqxJdkytDAL5Th9NiCtvyTtetA1evtt1PVNHI7pcMjPfvwxUSbI5gsmF9lvvf//7EC4u/cGhbdkzrG0GXayQlYVJhaouiJyEbWiSSo0251N3rt2mW59g2m5pEw8uhbz/U+O+PTJaDCWAAAgAElEQVTjnzOob9KQXbZ6lyh6htPzC2ikRHXHfPiKEkvc6nJw+AGdrQMWi1tslRlnJy8plkFOLGNPvaM5vH6F/e0DNhp9FJ6kVaN9ucnZ9IxHX57x/LNnnH55Sp6XoZTzds04CIIkpfT61pfB7xAJRBJINNZqEKH09vi1gSEoAAUEhJUAhEIIsQarrNN1vGc5G5E0NUmjyTxfULAMQ8I0JONIFdaA3sEon/HjT37C49ozrl67we2r10hbDV68eERVlmHwaSz5bIEI+d3k8xwPVDKk/njv8AXYzAQL9lr5KHxgLth1X+6lDpWsA601XjrKec50Ouefnt3j4atX3Ni9zh+8+y2Uc3TrHXr9Psfnr/ClpO40nc4m1SJDSE+zXmM0T2i3NWMzgNpadCUJn8FaBAKsCy995fHSQ0zgBxBmDGEYZ1E6XldyGmNM6MlVkIfbyoXhqfV4B6vZksH5AGstX4ogVd/d2uSNgxtEzTbDxYzlxRks5jQ3t9g/OORSu002XtFOa/TEipW0EEVcTBesYotpW/abbW4n2+x3d+mlNX4eCdrNOm/eus21w+tfHQYA4/mAMsvRSYRYZ1N4GSzvtVqEQqKspCo9pHD19m3az15yfDbk+3/zV5xOTnnj+gf0Wn3uPfghQjmu7t/k2YszPvnyU7LZnFhrZFezv33AQecqiJLzoweMBy+YzibMljOmC8/57GJts3dsbXRxYkWW5RgvcLrEiBFFFtHrJFRZweRkSBw3GT8dkS9zdFOR9Gsk19LffSB0ow6tXpOSFc9fPGDsDJGGVZXjc0+t1gRnkFKSIHh2UrDMHvDs4ZecLyP2byz5+nc/YOp6dLIV241dzN4N7r/4gvHgGcKXiJmn3b1Cr3ZAe/8KN27dQFee2JV4KVlMlxTLQYBSYKlFPa7sXOLW4W1S3WC1yijUClSDpGizv/BoJVnUguDF2WBO0jq8GM4qrHfgZHi5w9uOjAS6oaAyWK9QkQhrQvxvRCcirM1UJENvHGl0XWG8CfAJKTGmRAwH7B0ecNi7wcVoyGoxxlTB8BLJGOUklSspsiUv50tss+TKlQNWRcnzJ/fx1oT5gyt4NR5zPhyzokAgqKzHK4EtKpx4zQQWiPXnlHEQIrkybDiIQljoa26gK92aN6lwhWFxMmOYRlStguQi4WwyoJ80qSUJB3tXePT0AbGX1HyMl4bOxgbL1RSPR0uJdhDXY5wO8eMiIlQHhcU5i7Ui/OpYtwqEQ1gQbOZYh4oBuRZleSAihIxoETYpgKiC6Ns7KBcZ07NpGN55yKOKqNcmEpL97X063Q1azT6rVUEcS3rNOqaY402FqUVIYsxqyWI1p8pLfJ4xq4b4WPDJ419zUTtio7nBh62b6N4G/eYGvUbvq/dihaNcGja3thiP5oAM2y2riFSYI5WLimq5Qp5HHPkjejd73HnjDnXxjBfjIU8fPMR7R2/nKnF7g5eP7vP4+YDT8ZJldkFDaVqdFt4L9nd3eO/q+yxXrzg/PcG4ino3Ra8UZp3eZJ0jbUZ0k5RFUaJrEhGvc+UjhURydnROlWUIL7DFFFMaavtNdD1m++oGl65d+a33X/3lX/7lb/3gJz/+6V/W4gbOw/HwFauqpNlq4LxguSxRMgxL3ti7xHd+/89Ztuo8PPqS3pVd5KTgjYPLHD1+ynT4MU8HD7mYjYkHH/PiwtJTOZcP77Kz/waGMfv9A8pyQb4YUxaSVrNN1D2gKM4YvHqJ9UEejFD0t7d47+vf481v/iFl2uLxxTFbt97mT+++x3/frbiWKj4+PudssURGEVJrUEFS7J1AehAqWKallkHB6AWqoUlEEy8MOg4vElqtvQSBORem7zE6jkIWYAymClkFgc/nQIRbrVFL6LbbVMuS5WJFWVXIRJHEEVVhkCXYZYkSkv3NLbSTPHn+DFsYtJScDQc8fvyEWZVjpUOtJeJeCJypApbbeJTWOBcYhkKFW9mVAdAgVdBNvE6gEiIYvvAhd6JarPA4Gs0GNZ/Sb/XZ6PSJ4wgrHJPpDF968qzC+WDVHA5OqCqDKSqWk4zVcoktLSpVARFerKuq9QssBOuNjfuKXyG9DDmV9TjYhn3wjjgXNkVKBz6FXNOZfOXB+a8YElVpqMqK1WTBdPT/EPaeP5pl953f54QbnvxUrq7OM9OTZzjkkBKVKFmUtAqwZGltrb0QDHhtA4a98NsFbAP2Av4HDBteAwYMGMbuGgtoDe0qmyIpkmKcnKdjdVdXfHK86QS/OHeGotZL1atGo9Cofurec37h+/18Zyz8jNxnpFFKtxGSknwcc56vGM3X2NWKSTbndDbFGUMTiS1zZvMLnn7uZfZuPs3ZcsTHjw558/Z98ljxyrMvc+XgKkamlE6i0gaj1ZTjx4d8cHSbJE05vPeQoghxcbFUNNoJzbTJerkOB6DxlFlFYUvarS02Oj2sz1jNFwwenXL3nfuUpWFdWsbLGcaXxN4TIfCmpCc3ePmJF2i3DphnAwajC9I4pt1ukJUr5us1Otb0OhtEsWE+XJN7g96Okc1gkhPKI1wY7sokVLNCCeJ+go4ientbXPrMZdo3D/i9n/6df/xvrRDuHN4jqwqmbskiy6h8iZQtttoHVOsxi8mCjZ0NfvnL/yGvfuYKjdObfPUrf8rO9kt85u/8JKO7F0wGHzOILpgVczYafaJLP8WTz73E8OPfx8ZL9HpNr3WdS9euMF0qKtFA6R2q8hHtziWu3vopjh/cYzQ4RycJvd09+pef5PqrX+aVmzEXjTVn7xwT31+T/Pzv8g3T4C8P55xnDhmrTxOCnFdEzYg4AlsZXFXirAITAjbIHW5sSHodiNIw1U80sgqIq2DfVegoJok01hhKWeEltVlK1DgCjyst68WcY1HR6Xchimh2tlFNgZM5M7NGeoMyCi0066rgzaMPeXJdUBY5i8WIhw9LzsYDMrPGRrXM2dmAc6vdkcIGEOunxF+CdTfsoX8IfJFpKOe9CyRk70D4kIwktCa7WDNtzejpHoVdk9mCTpTQQnNr5xpnheLO/DG+dGxsNDjRwdwlZNhoVKsizHdSjcUHvUFdmXjvwkNoLGZdoZwnaiSIKABsZaSoshKsQ8cC41wNu6m3Q7HCliCk/DRvwAJ2vcYs8wCq1Zr1asn5wwEXhyO++MJn2e1v8sylK9x955g7Z3dY7u2SKAmFJZJhUFrMMtKky5d/+ud46souf/59xRuPP2K8WNDfiei2U4p8wfD8IYvuLsV0n4WoePP2e3w0OmLr8gabe13GgxGSgERfL0G3NUk7GOWsrbClYTAd8PrR2zy/e4udbo9sOeNoMGFVeeKO5qnPvMRe5xoN2cCO55ydHTE3C/rbl4iSNvP1gPFizapa0ZRN+s1t9rd7kAgaokVTd7hY3uOUgngzQVBj8aVCuiAcwwpEpZEIVFvVfA6FKQsmh1O8aP/4lmEmWpSnJ+TlhGK5piwMXiv6jU3UhmC48DTos1oGm9TnL8E//G//O77yT/4n8tWc6eg+52rGPB9zuXeLy9eexS7uMbp/StLdp7e3T5ru0ZBDNnf2ibMOvtnk7PY9Hj36gEarTSeJeenVn+L4+AFxorhy/QWuXHqJu2/9Fd/53pjXH7zBcjakLTb4f77yER997w6vvfsx02xFlEThhiRCJjFSCewqw9uIMpPI0gQ3oggHh0CSdBtop1lOp2g0WiiMCmozrSKEUggLXgY2gMEG15t3+BJ8zUM0K0NkVnhpUEoRV5Ku3wAShovzQE02wScvI8Fkfc5HWYmYO8aTOUVVYmxF3EsAh/UeayyusgFTFmuEkgE/bwNY1lkXynU8og4FRYaDAFWnLJVBX2GLAMeQqccWMDwckzYSPjq9w+XtAx6czjAXE/qdDQZiQCTA5Cv2Nm5x0umwWK1YrKtPGX+yFdf472Dv9qJ+oSVhjrAyuAqUDoemSsNGwRWWKFYo2cAUBh16uNCu2XB4IzUqjsCboAspQyUmGjFehI3E9P6Q+YMx8zsjHn30iOu7+xzs77IrYx45z93HRxz0unRVii1LlI5pdTaJOy2GgwtMtWRhLHG7TYzn7nLOH773LWye8Xg25YvPfZbfuvzrOA2H02MW8wyko7PdgkRgjQ2qWOPIy4I4UljrqHyFVBqfGQbnQ95YLrnc7dFNInZ3u0zygqqash5fEJk2Rra4dekWaaKRsiBqbyFbitVyjqkqrBAczQa43OIjx089/xL3PxhwMT5nss6RaViPe+sRXiEJXEjvDFKGFkw3E9BBuCZEUFdevH/M+njx4w+EJOoyvJigJXTjPpVRHOzeYqe7i8omLItrVBncvn+PL/3MzbrxEIwHntfHX8OInNJL2mmP2WTBuLPmUnwV7Yb4XGJmj7n3/l+gG9tE3S2ciREyIp8cUkxPmJ5kNPottvaeoNHexWRDemkbMzzj3Tvvk8eOnW6XS5vbNGTKh29/g49uv86qWCMTSZxqmu2UamWwRYXNSpaDNSSQxBGyHYOCNAogCa8dRbkijpqAQipNEulPnYmRjsirinW1xsuaeFRWoQLBgxLoSIUHuXQIJMqAxbCcliyKiv29q0RlwqrIUTi0hnJdUaWObHFGuTCBl5gqlFIgLDIEHCGlDNgy55EEW20wOli81Ejn8IkPIizrMIWvb1aBatSuyUgFLmMk6jg2D7GiWmY8eu0++Z0x19Ytuq0GfRXT3OhhmyCkxWQ5q/WCjXaH8WDG4HDAYrbAq9AqSCXr3MYQb6aiYDQzWTBrxZ0I3YjQjTiUsi6QqbAuOFeTGCt8EIqFyW3YWiQSL1wd466xVUUV1bMc63Ei+FSsMoyXI6ZvjXkzt1zev8RnfuIVDlp9bo9OGCxXlKKkF7X50i98iYNLl7l9/JDD80PG9wdcmBlTN6eXxEhiDiePqZxhZQuGyzNUq8mbH36T48FtkDGy0eTJV77AxXLB6YMT7CqIgpBQmCq0SrEOTty8xFSCaVFSZAUHvQ067YQ4EjgvSNImL1/9ApiSK1c26G+3sOcXrMucR2cn7HT67O7dZO/KFn/09T9hcH5BI5KkxZjD4SPG5TSIoGIZgD2B0BmyKI1DRnX7oFXY/CiNqyzGVgjhUY2obit/zIHQdBGV9WgHDdFARhEHm9d44ubzmNmAydIgsoJidc5//798ne1tKLOU8XiCsoLCdunEKTa3bPb2eX5vk0m8g7cLyvkZn735a3zw3mvEmaFZSbw+IDEn+HKOjmJcdc7ZxQWVjOg3d5GqS1GsOGi32Lp6i7K5QWEyRsN7fPzBt/jw/Q+ZlzPSNKYRaZIohtywGizIfUW1yrHOEjVDQpCSFmkEaauBKyuclpSmoJE22NzpMxssEKZC65hEJ2ilyMuS0lZYZ/CZxVZV6HN9sBh7Ezz/XgqsteTjDCnBrgzlvGCQH3HwxJPM7syw1uAjjc8DZagoBT4OLkytwVqPK0KYh9QyxHrVLQI1nUn5oMgUut7fC4eLLbYwtb6+7uelDoAVKYKgTqpAZRIy2JJzR1k5huWcbL3iZr9HK20iPSxFwTrxxFEDK0qscIxOR8wXc4xwRK2kvm1qg5YBYQJgx1uPjhU61cgkQGSVDMBYIQQ6EpTGUuYlKgqtjfSBI4C2CK/A+5DMZT0ibFmJOjHCechDVYQSqFbNcHQO31CcFFO4d5vW7iZ5WVCuS9Jeny/9+i/ze//Rf0an0eCD++9yZzDjjfe+zebkmJOF5CKb4SNLK44oURQSPh4f89V3vsYfff3PmBVzeq0tVNTnxee/gIgMf77+IyiDp6Gz0WA5XLNcLQl8u1CdYaAqLM7kPGbMpmvT77WQSjKdnXI++5DYWiZv9bh26zm2nngV3BouTjl//DGu1DzxcoWPLKUryFaW2eoOVVQidEhvEjI8h6FXFrVRLhyo1htcYRHOk3Q7WOFYznPMqiLuJOjGj8ll+P1/9aHvy4g0auCJkWmDfizZSFI2RJMxmt3tDeJsyXIywpd3OTtsUuWS6fIImW7SaCVsdA8olydsb+xRNK7jj+6QrO6AtgyH97l86QWqYsB2ZFnmj0PArHZY1nhd4osSUy4g7dFobQR6T5Kwt3/AtBQcvv06b3/wLQ4f3GZd5qg0DNWyccYKQVlV5FkAd6AFOo4RRYVzAXCh4oh1VuDicHNWxpGXJZs7O2SzjCzLiZ3AlR5nPVmRYeqqIDgXg39AOIfLwGVhFy0TUZfTYQfgqsDBW6kVwhpYWQwGQ0mkE2zlcZQIJFpJEqWDG1JDojRaKTwQNcMsoXSm7rcl1v9wt28R+IaiUoH27K3DVbUdWwY5uslLSEXQDWQet5YhKj0NoFRrCxId4aXETBckUZNSOHxiyKRlPp2zWq1QjShQhuqsQCtr30Rl6xlAgHlGaYSKw5o2chJpg0HL4TCVAK+IGkkQLvkS8GE9mgRdvrVh7UsclJnY4AYVHlwJrgwRc1KrWk7u0bHAYzk7f4ycnEMnpbe9yc998Yv8x7/7e+z0Grx1eI+FF/zOz/0sz126xv03Xuf23fd5KE45tRlVkYGUdJVAOMNffPfPGE9GFN6h5ZxVNCabDNhq7XFp7wqKoJ/obLaYNMbcfT8IufDBii4kKBEOsGJVceHmzPKcNIk5W825e/YISke3tcnVyUNSlXLrxlN85pmfJBZDjk9GXExyrm7dIFvOOTsdY7RBRroOjwHhI+I4IY1ToqYOFZXNybKM9XJBZUqwsJosg4rWEdrNynHy/Ufi33oglJ3n6DWO2NvdpxIS3UrodFo0O5e50e5yfX+HudKMjh7QLGecXtzj4wfvMFpmyHhBmgrSZkx35zpF60XWWUGUnfDk/jaNO4p7oyl3hn9AQ8DSKM7SFq20RWkkUesyO61domaDbRnRbO5SZGtwOc3GFhltTkZD7t99jx9876s8vHiEVy5w8wvDcrmimOcBziHDgx4m7gKJwBVBeG+NoHQW1wgHuRQCYx2LbIVYpeh+B+kdRVGRFSWmtGHb4cMKUUQymJacC+1CGOEjkfjcgnSh7xcu+BYAV1TMF3M2L+9xenZM6R3Clj+kLEuJFJpUaKSAwtTRaV6gtUJEEd5IfGk/BVpIoXAejA3RXCBQXuJjHVoHV+FKF/7vhEl/8HY4nJcIZSkXJdFGjG42eOfBA57bP0CXa3Kd0nKO1IBsKB4+OuLw7UNWqwVCRkGZ6IOIS9TkYomoNxu+RpYHXb9Skqih8UpihceVJlQnzhM10gCwkRE28qjY4gtQDU1kBFZbnKkwVRhC2rlDaYJeJKpbojjcjgFnFmhOzkrMsoDSUOiE4XTFg8MTPjp5wL/4yj9FLC0bf/e/INYtJpMZbjThoPTsp31ObcbH2TG9ZodbGwesRUnV32a6WpKvMi7MBS73KKt55dmfwOQrlsspzW7MXm+f2WDOYHCGM7VMpQocTRGrIPE2jsJVlLnBTxzeWWSqGc0W3Ht4D11K7ly9xqXtHZ6++jLt9iklBcdyRlV4ynWBbkeBk2HCgLfRCGrIy1dvILRhsVxh3YrFomIyOWMWrclma4pVhc9MzeZQNenpR79+5EB45wd/zDU3o7m5Syw1SVfQnU+pqjF2Zw+jepQXRwymC1g7JlVJIS0NbWCrRZJGNNIG169tcfeDC9bZgPkyJmvvMo76NPe6ZMWSCytYLRYkNNndf5GrW1vE3UtUpWd7eIfJ+TFlVmLKHKolpWtwYSqOD9/h9vtvcHJ+jGhomv0WZpWRL8KLK3V9i4j6dpEhZyG4dxW2cqFkxuMKh0olxjgcHpsXzIcX9Dc3aPZaLEZhoOMI6RzCg5MeGa40sOE2FFrivQjCGu+I2hEmrwIgJQotQFVa8uWIgxs3WOQZ+WAMlUeUYcCTNiC2EmEcSEkzUjSilLwMuG+pofICFcfEymJsYDgiwDmHySvcyoQ2RktUpHGRxxR1ik9pEUojtMTlBjO32KwE5cFHWGs4ncz49u27KC0YrCZMPahOl45o8fDjDzg/ucAIGw44a0CFlxFkoEFR494ECAIBynkHqQ6YdutCQKpRFFUZZgKFDYE5iar9Cy6oLovgv9BaUhqPkzZ8j/efAnGlqi3iNVkq2MhDVSRUEGTZ0jJ/POTrf/CviArLz/zal+l3t/j+ne/x//7lH/KLP/ErpJsbuHaPcpIjc0PlKoSQJK6BrTxGOLrNDkoljJcTFtkaGc9puISffvEV9jeu8vHtD/B6TjPto5sR3//+tzk/HgSRmwRraty7DJeHt6GdcPUaWCrQkcbGIBLByXLAN29/jWd2X2Q1X7OYzVhNpqwfZzWRW+MyExSTOmZ7d4fLV67S7fTAV6yKBd3uNkIWVNUaoaPA2VBrqByeT5Su9m+eBz96INy796+xvScCJtolLAcLmrMFSdfyaJkxnDu2/BDf3yfqXWHnco8n4w0OmjH3OSLOFZ1OTOoqZov7zKYF1+QrbFy+wtx5xLLgmnKUQlMWa3Z2N5BRn81uh+noDkK22d55gpSI4cN3MKIi6u+wXs85PXrEnY/f4XxwglOOWHmk9FRZhfc+hJC6sLeXOEQciMSuCsrFSEikKEPPjUenAcxh8iBEssZTVIZxPiZSca2nBZtXeFMfJMLjlAgmKB9AJ9YFMQ6qZj6a0GbIVozXQXXovWQ8XoAY8fKzz/Ptk6+hkxgXWfzcoqoEoxxVEnb3igicII00zvlavi3wQiJMcHVWhcGVlmoduIZWOHQiwq1d5y0GCGowCummCi5GDZ8ESqimwEeGMlszMpbvHX7IdreDbnXZ3m1jFExOzpmPF/hYIIwI3AWClN1bX8Ntw0MecOSf8AY9Wstwk9WgFC0kFYH+a9cG3VRYW1JlDrMuEakMwFwRErAEHukgjhVxU2O8x3mDKQy+AG9ETax0NSw0ZHXgA7UIwur27GTAv/yn/5zF4Jwv/9a/Q/OVz3Dr2VfY2NjnuRsR1bLio4tTFJ6ZWpB6xW6yySzLuJhfkCQJcbOB0hpbOYoyo9FMmCxOefnGC1z92Z/n6Owh08WSa1eeYjIbURnLcrXC5Q6M+VT+7r3/9CBTSmJLjy0DuShqxUE/I+E7r32PH2Rv0ey0yJcrssUS0/TE3QbCaZKG4tL+VZ599gl2Nnbot/Z47pkneHD6iMGHI1bWMalGFFSIOKRLOSxUYZWOFgjh+JtfP3IgLMs5mSoYLyfINayMZS4EYmVJqhlKR8x1SstHrExOo7PBrtzDLTPiqWa32WV/a5fh7ILmzlW6247h+BB335Kku5wO7qGlQ1QZI6OYWcP1nYTJesZyfBvvKsp4l9J4BusluTBcamtW+Zzx+DHzxRAfWaI0QiuJySoEEDU0Wgb/vYjDCk6nwYVULA24OpY8jnAOKmPJM4OQDleYsOv2ElunEFXZGiXrF0hIfBQO93D7hH7e+PACeBfkuUL5MLwrS0BAbvGqrlKUB+MpVwuGY4PQEZWwkEHqI7wUaOkDQdk6rK+wcUSiFFVlMc5i8OSmwFQmiFrWeY2GCw+YqiEkriZOf/Jy2sLWAiHC/9cKZEOiOzq0ErEGLzG5pSgdl159jqQpyfKc1WrOYjYmmy7DCyYCTFXEGqkIlGdcrfwEX4YUa0GEikEnurah2+AZIWxpGs2kbiUiqtxQUSLjcBggBEIapI4wSxtWpwpUFCOkx1ThxXI1Us4b+2l14D1Bul1WeGcRWtWZEJJFbvjjb36HcdrgV37p75DKPkenZ6zKjOZOn5d+5beZz4aMTt7gdPEAh6UwOfkyZznN0OkKUkmSJOTrnKWb8eaH77EarXjhyedpdbfo9bpMVz0OLj+FFYrpZMjwbMh4MMIaW5tBa11IDY4RhLaiWlVIFIgSCOwNIUpW8zlSauiDcAohNUnS5NrBHn//3//P+U//3d8k5odagn/9xh/wg9sfsDZLGp0I5xrgUrwTrCcrilWBcCo4Vd3f0jK8+sVfwuYR5w8u6MZxsFG2GhzPS66mKZeUp0y7rIxg8Pg9HIZVPuT4+JjEr2nv32CUKKokYrt/DWlhcnGXfHGKXQ+5OHmTOK5oti5RZWDnhkmcYeZzUqPo9Q5I2ruMJwMym5NXBUfDY1bFlMwsQ/pyFKLShINyEQJmkyhCGkVhKywWaww+C74EDyH5xrnwcFoH1gCWMIoSnwJQsS4E2ipV308OolApOBFajzCUkYFCIwmI9WAkwBZV8EApibce7xyqpYgbMY1eF1HBvTe/R2VWKC9p0iBNE2Kl0FIH4ZECayyroiTzJcWynmVoF051qTCFrUNaasJyFOHxpP0WZVVQrkq8DxF3QktULJBRKFNtbpFKBndeJPGrwLRAegqz5ujsPkm7hUNRrKbMZzPW83pXLQUq0XUidpjyB83DJ0+QCJuMWm2oEo1w4IsaIit8OLhiTYzAibAK80qgYo3UtYDMhbWZjgRWQlVarC+QUa189ALdDFx7X4Av6mpACZwPn7tQYQsDwUehpMBUK9777tdYPL7DG/1dut1dTCPGJZ6Xn3qWy1ef5pJ9itIk0PBs9w9o6oSLwYDSeQ4615gy4Xh0wmiS4aRgerTg0eiYq5cuc+P6Tfb3LtHq9NnY3mY4OOcj9SaL2RQsRK0gbqvykCJmTQDpIEDWik2ERGCwsUc3BJgIr3y4zZ1H6YTdG3tcuXyLnZ3OjxwGf/n+1/n2919jOh7S3WjRaG1DMSU3FRvbTezSMVieh43QJ2GwP+5A+M3f+Xt84w++yofD97h69SabImNtmrR0xGo+A1UxsA6XDzmbPODw8R2SpqH0miybY84knTJnZ2uHzs4GUZxSNHZJtKIQgoNrT9Nueb7w6/8BTz93g6/98z9nOnjMDGhtpPS3m6hGiy1v8dUBq9WIk/kJazOl0WuwcWWHyWwSXlwZIslbUUJVOIp1TuYLSMCvLU7WoNMorAdNLd5x1mE8eCnr8ro2PtkwZJGxDIO4ssJZG9aAxofbDUflAqlW4JBJmBoe8jUAACAASURBVNBTk4qqhUGmMTIOg0WVxCQtydbOFtYVXByNqFYFzW5ESzaIZRKwaXGoRkzliaSgtJZiGVZmXoRDyzmPEhrKCmtMCLn1Yd0pFGEyvt0L+vV7x1QKZFsE01P0SfZkuEGRMkThVeFnt1XQDPiuwFWK7W6f5XjCeLBiMVyE61+H1GpUCB9FOlQaHihn6hTUWjehYkXUisJa0ni8DENZVG03t2FF6ysXQmgECBGF4Zt3n7pMXS1lFviApTPUE2MV1Hi1qauy9odE64iwpvXhwBb1Wg4BJDAdzrl48BaveY1OEzo7TZpbXe48uE/svsPWU/tov2J3Z4tf+tyvsLKGb73zGs7P0PE2s/MJO/EGh+enlI2K9n4b3xAMV+fkD9dc2b1GEjUoqhxkQtrs0Wx3qJKK9lYDt3YMT0dUJrR8AlHPRyrMwiC1JGolwehlPmnuPAeX9tjsXWb7UpdGc5Ot1iaT6YQ3Hxxx5+R17t1/xO2jD5gulrS6LbqdPmZV0tUGV01pJ018Z4dZY8ZqtUYqF/QgP+5AOP5wxOHtDzFmRJHBwRMvs3BN9OKYi7Vk0Whw7+wBe7qFyzIi2SKKBXu7z3D70WuczhbMigoszGyEbm3j1ytkJmm39tjYe45FsWB0Z8GkCb2NXRKXIvWIXqfJ2jQYPjqim2rSVorWEYtM02nvMW40SCKNcYb5eUjIbTabVHnFYramMDk+AarwQAgpa1MNOAkkAleEUp86Tch/Us4LEF6gdLilnbU4gEghhAnpSybIhH0WdrpOg4jqCsQ7hI5DeasFKIcQkPYiOptNNnf3ufPW21RZQdqI6LZabKQ9lIoRSpPXyUBaC0oHeV5RZhavAtdQOIcUHluVlEWFqaPXRfTpnAoQlOuMvYMDqq2M0XiMsQ4RqYAKj2Q97a7nCxIcwdchkzhkNGKZjcPD6jHMRzOy4SocCEJ+Otjz66ruQTX4kIOBCy2V0mGroGMZAkxcmH1IIfDSUhVBrCMUOOPRkcaZoKT8hCiN9RBHddUGOo5x1J4HqdBpSOD2hFh65T1VZUM9KAReB/GSEMEDIWoeBRKsJTgsY4n3JfNhxWKxZvhwTDPWXJ5f4Re//Cu89/CInY3b/PIv/AZl5ZmbU15/5wOaIkFUDjspUEtHeyeh2UyhMkznUy7Gwx/qPlRMs9/n4NpNxsMBrU6Cannm8yVuHjJGsbWozHnMsqDd3eLVn3yebruL0ZqDy/ssF5ZG22LGDfo7KUlji5tX9tnobfL1t/6cN99/nXy9xgiDVBE7/T7dziZr1jRjTTzylJlBSxANj12Gk0Yn/2Zw24/8zV/98f/J2eNHjMs5fbHNOu3hTJvuS3sMP/oubwzuMlou2ei8wuX2Pk/deJpzVyBNkye3X2Rj3+CLU+5ePEKNp3T3nkFoIHW0VU5sPf3KM/jgXZanj+jt9xBpxkbVot/ZZDYboKsZs9KSygKl9nlms0mzG3NoR7w7/T52VZBNM1xl0KlkuVyFnlk4hA0PvaxtydY7lPXhELAES63w9aov2HBdBkKHtCpX1T2pdGglsHV8mfAh+ltJiWyE/tk6E36h2FCKFzb01xi8sahY0t1q0Wg1GJ2fk89yYiloNRskqknSaLO1uUGWWxyzsFeWEDdifCIxfh7Uey5MopFQrHPKVUnInhBQeaJmjKo3HfOLBY3GkvbmBpPRHOkNUqk6K6EeKGoJpm51nEQYEURSUkBLYkRgOa4nC+YPx1AFyzDO4l3QWeBsWIW60McLLUF7kigircVIAa4aVtzGWyg9trJUeYUzgqgVBSCtqSgXBUIJdCfB6/C7Q4aqQCUxUmikD1wInSRESUgdd9qTJgmyLShWGet1Fg5BGQ4iEfag2LwMlZwOoFsVB/Vk0mugU8VqtMTM15hOG5GnfPGzn+WVl1/ie++/hXz9T7l283nkSNBNNYIWPjJ86eVX2NnaxXYUjxdnXIxnLKdzlqs1uhWxsdWl3W0TtRU71/dQSUSVryjNks0rOyjjmY6nLC6WWGcQUhL3Wqi2IC0a/OrP/Da/+hs/x9W9G5yx4p/9/v/B1978Fpu9Z7j1zBNsdHoslgsmowEt1aG/mbBcVUFC7i2L5RrKoJ5dLwoG4wlZtgat0JHGlyE9629+/Yjb8RvfPv4fFmZMVhXsXN7DCcm1q0/zn/z2Z3nv5HlmeUHU6dONemy1Jb2DHo+XC9z8nOvbl7m8t8FWJyZfV1w7eJGbz79KJSbMlw9Idczm5h6tuMFiOmW+HBJrTae5xaXdLjJq4tpXaDUvY1ZDXJkTR01imYJwLNY59w/vcn40oFiWYcJeVlgZ8gtCQAnBrqzqZGgfbv8wBf/kogvfK71A+KBREMhQVXhfD6XCLMGXhNg1EVoGgUfGob8NsI8wJBM6VB/ir1mS47Zm98oe68mK0cNzTF7RbTbZ3tqi399kc3uXna1ttBAkaYN2uxkGgiZnvV6Ql1VdBYS8wCovMesKZyFKA+df6SgYmSJZJydZysKQ9BNMVmKFRyYSGYdMCm98sH3HEnRQF4bbySESiWqHUh8c88dT8uNleDBEvWaVCnIDMehYhYBaIRCJIG1q2s2UKIlqj4hAiXBoFeuCcl0EZH1Dk3QjdDdBxaJ2ikqkjMJQzYJZBb+EVIRsBxcUmkIGaXer2eapp57kmWef5TMvfZaXn76FK0pmiyWVCRsMVwRQS5il+JCV4D6pBBVRO6ZzpcvW9V2W53NsVePfRMl2r8HPv/wSuV3z+sld5qsF3kBZWMxqzUGjw2eeeI6tvT2WLscJgVlWnN8/ZjgcUOQVWEEjboGwVK4kbiZopZFxwqWDy1y/eY24qUPYkQlgGFR4ZseTKYeHH/PnX/tTmmmfLzzzEtub17l0ZY8rB7dYZxNOzk64GAxpKBkyUZIY4QW5yZkv56wmFYNH53z89sc8uveIxTojL8pgRVWEz8d7/tE//Ef/+K8fCD9SIazjXZCWZ598gc9//u8x/fgvGB6dUvICo7zDP/lv/i7/1f/4L1hWS9bzBxSVYjgdE2U5+50mj04sNy5f5me+8CS3nn4Vrj3Bd943vPfmY1aRYmY9adxAX9pny44p1qekGym91j5v3fmQ4dkpjfYBN7f2GI4sK1vS7Te5c3Kb9++8x+O7x2TzHNmQeKGw3gYbcBnitYT0IetAEF5iGwZ+QoTw1080CLjg4/dSBWhHaUJ14AJCGxGgqLY0wWKMQyoXFGDGUa3WoCRCQNSP6oTjMFmTeGSqaXRTWs025/Mzqqyi3WlwaXuXq9dvkiRttFBo1aSqVswnE9JmzHIyYlYsqbzBeo/3QZknpSJK6gHZugxy4FaMjjXlMmgwhA6hccU6w6qSnSd3OX14SlWWgcacSMpxTTqu9/YyDrZq4Ifla+HJZ3PWj2c/fDCsRzY0cTvGJAFCG7wTYbUZ6Yg0SYh1jHP16VsF+a41nnKZYZ0nIqzVvPD4MqeYGvCB8iSkxBcenCBKk4CojzUCFUJ1PfjSkMYJv/rlX+Yf/IP/kiRpcXTvYyaDAX7tGMwmFKcllSnC704GZB5a1oi8unKIAjI/WxeoyYoqrxANiVlVjAYT/uTb3+GkWiP2WgwXp8yrNRvxJqwtHaW5fvkGVw5u8GB8RlF5dvf22Wm+xOih43z2XYyw9LdSnrxyjfPJGSeTM6KkQavXZENdotvt0EkaRFpTVo4oUqzmc+bzDGst02zF5P6HtFsN/td/9j/Tv9rhp175eS7v/xINYu6fn9KKukzyAa+/9ZdMBxOsyVHCsxjNuPfRI5ajkuVszODxMdYakk4rzGEog7BJalz0t+gQHrz2v/HqKz9D0t+G4etUSczp6E3+9z9s0c1mwK/ysze7vHFvwfnFnGWWI7HMqzmHF2cs1pJmd5eNzQ0mswfEA0FPtdnbfJr15ILz+x+wt3WVQmYcL87xVYNnb+1Q2px5cUohl4znhieeuE7HR2TFgu88+iaPBncYlIuw2lNhI+ABSgCB8OGe96bOOfAuCGU8yNrPT90quMLiCoOrX2hXWqyr4ak25DmoRIEJVmq3DIYVpQLJ2S4rEArVCkAVlWjKRVWLYhwoSdxO2N2/Sq93mXL1PlopNjt9bl17iidvPUuWFcznC1aLOYvZkNOzE9ZZTunCsC6sgxRCK5RUpG1JZTzGVahWFFZ40iOUI4olZVazCIWqKwXDpad6nB2eUE2LOjE7SLHTZq1Q84Fm7TWhtHeCZpLSSloMxgUu+2s76gh0N6bda1Ks1uSLUP475xAmZEC4yOOU+2GEjQdXWUprMYVBtRNAks9KfFkEz4MLobR8gpf3FmeCwEqiELbGuNfKOms83YNNfuM3/z6vPvkM9x4fspoOidM2m3v7XNrbY7laYTNLLoMLVcjwA+lGGFp66/A6bJvs3DC9WEMWhFbWeLypOLn9AN2BbXEFITTrbIYt1vgcKlpYH7HR3+LO+IjHkwuubl5n56BD/+oGO+oy8YZmY2+Pzz1ziwenEePZCKMMpcjQIsXoJitvkWmTci2RScqV5/uc3L1gen6BcILexibXrl1CJoKvfPObJEmDjVaXzf5lnti7xMqueDwYspgtAjJQRowGp9x76xEnD49Y5gvW8xVmFRBpJv9h7Hu5LALbo/GjxqZ/40B45oWfZpWfsTyZ8DgReB+xGFdsjSc8eeUpXv/LAds7t7hZpWDXROYx09kYY2BmlnS3NyFxDJdrRsWKrnGsc0eMorAFu60um8Lw/tlDPhg8QEeCjXdLnC95eHrKal0h8vu837MkGwfMVcLd80OyLGd/d4dXn/1p3nvtB7zzg7dRXgZXmfd1KxCqAFwg6uAson7o8A7qQaEtXShp6zWjVIJIqwBP0Tqo/0z9QJehbxaRxFYWuyrx3qH7GtXSSKECOdjV+gTlEYmk1Wly5eAqeRZehlYn5cr+Pk8++SzXrzzNxfk589mSyWTAyfic6Xod0p0h2FdrFaAzhvVozWpM4Dx8AhKJQuVglgENL7Wq06LDOnB9MeMkq8gv1jXZOAzUdFvXt2RQDApdW6JVwMJ1N3vsXtkhz9bM3Q8PBNUOrAibG/JxSe3zDA9Q7f4sVBDXCCTWOqSMICJwD4QkShKkCIe4iBt4Xf8ORC2kCvIwvHBUucF4SdSKw+7eh4AXD7RbKTvdLg8uJrz21lscHz/gc5/9eaKoRzPtEskouPiWBb5yGBPo2zrVOCeCPsMJTFbQbKc0NlokBztMx0uW8zVVVjIZrqneO8FECfs391FaYxT41HJ4fsS//PqUi7mBrsU5w2RwQTVypKJip9cl3uzT712mETX40nOfI19mvHv0kEIWnCyPiItzmnGfZrvNzu4BG2ozXEhPtFEiRqxLrl894JlnblAaz3K6Znw6Y+/mJSJKFvmM77/zLn/yF3/IfDHm+o2bLOYr3r/zEbff/4Bsuka0gnNUxzHOliG6gKCElIkIORirv+VAGK6OaVvPC09e5jjdwCwsRXaIcglNCeeTR3zlo4+5eqnJ9l4PtQo6/fV6hosrRFyRiTWPlyVOGK5u7LJ75SbtZh/Z6dLGM1mMMW6NswWPh2Me3X0EVmAxICtavS7y6NtsZZdZzh2Rinjmuc/w4jMv80SS8nxPUM6HHB6OcMZRfdJr1758fIgME9SyYgJJyNuaviTDC4TwIHTdUoTptCBIgYM5SOCKChW5IHAxoBsK6nh0KSXOh+2D0AQpbwKyESTCo/GI84enCKC30eNg/wpaRZR5yXK5ZDC5YDgbUlkTbq9SYcuwkxaRCHmOmQ2BJ7UKUKeaOIoRkcb6IgiztIcoDpqHsL9jPS1Yna/rwNkwbwhVhcSXIQtBGEC5wDeMwmqvSZP99gHTxpzj9DgoDFWovvr7Xbb6m5jMkq3XiCSoBJ0SyChCJBqrw2cYtjg+4OERgZAkVAh1ScNH7yAIurREakFVVOFgampc4XBZ8AB4rz7N62ylKa1Gk9lqSjNx7G52UOnLbO7uEgnParGknJtgazehTbImDHttWeFt+HniOKpNYaA7TbavbNO7tMfF0SmD41HwgiwyTt89wucVN198gm67zXK9ZLBacn50iEiavPjiZ3m6dQ2fR7STLqrRYfh4yXy1Yivu89HhCS/euMaz11/m4fmEUTXD2YzSrNmNejQ9tDcELurx6OwM2pqDV56ilcVc275EZ6PN6eCU9+68wwcfvU+/3ealZ17mcy//JB8+eJv33n2H/kafdaaYLSsuTi6Yj8fEzQYbVzdxa1gNp+Sr4M5VkcT5KszC6tXtjz0Q/Frz3KU2nd42w0UGR2+SdneoViPGqx2am5tMJm8R+12evXmNfgqy2GbplnT6B2DgcPiYvb1r7O8ccPnmZ7h0eYtq0uPo7RkfP/iYhZ2zEBm9bguNYyYDHrsUitZ2H7s2TC9OaDQUvY2bPP/i7/CkKmmUS8rFmK045tbTNzg7mZGZkqTfJEoi8tkyaOWd/xT6KWOJKz2fhKSKONh1vQvqOlkzB0PQo8OWFbYIwhfhfJ3lECyl3gdnnaDCroLxyBY+/HvWQRLgJFGqKLKC0wcnTE4viGNNHEcs1xkPjh4xGo958PCQh2cPWecrKuOQSIQxAUPuPJKkFlAFebHzkjjWNPpNoixwExalx/egXGS4wqCjwEnwJqxTiSW6pXE1rVlEobQ3eYgtxyswJkTWizBI1ShiqVBSohsRJgguSHsJWwfb2EEVtikiyG6ddMgkgExkFFocYT0iVSEvwoQBb9RIP9UQKCUCQt5LLA7nLCYr8daim1G9BTEQ+0+Ib2EQrCUHz13jy7/1Gzz91FNc6+/wwhMvADCZLfFOMji9YH42p/JVcJCmQW9hK4fNK0SkUVLT29km7iZMh1MWwymRNfS6fbrNhGlURyEKiSkNg0dD0l4DU1ku7p4zPD1jc69HJUZcHL3B/tYtZiPD/fwhrW4HrVssZ2c8PL7LIhtz7/AB+1v7tJIOq4mn4z2NzYR+usmGjPjw5BGjvGRWTKg2HeiI/egKotXn4OnPc+mZFvqjr3B05yFvvPcm7z+8zTc+eINrVy7zG7/zu+z2LjGf5KwHb5CdrsFJku0Gzf0efmbIpgt0IyFtKrTzLFcuDM1FwP792AOhc/Alvvvo24jHX+PcDInzFk/uPMlqecF3LlZs7WyztX2Vi4sjoumEJInQScKNK8/xwnOvEnnBvcEp3e4WW90GiVmyGpWMzz/mq29+lcMHH9Nvd2nFba71d4i2L7MoMibZitPlJGQHbmvOT0ZsZis6PGTz4AZyOaLIl5yXGe+OzskSTdROSDc67FzZ5/LOFd7+3mucHx+FMNFWlzgWJM2YYlUwvpjgVLi9MUE+KhzhIHDuU8qvXZd1m+HCCRqDreqHEijmi/AnGXLyhFB1n1qv2ZQOphvnMVWFdJAmMc5WjCYDsshwfjHidHDOZLH6FIPmBLXRJZTPtjJgPSpNcATNeavZwhWOtTR0ehEbrsFoZBBKB15kpAOzXlDbgMNwNWpqdENhKot1IQ1buGBddjhUG1QS0qU2N9usshmD4SAMApxDpIp0u4lZlJzfP6Moy2BcUgaRqgBMqmcs0imiOlbPC0lV5kgt0UmM5YfrU6kEwoadTFEaqkUZwoVTibASqTVCueADcGGzI5UjlhI7nzB4eMS1/s6nz+3FxRmvf/8bPPj4hKzKQNdrVBM+g2q2RqYRqq1QNhw4iW1AVrFYZiyHC3Q8CuvM3IRtTKogkRRlydFHhxx/eESZWzZ2WrRaLSpXYcYlretbnGclw8wi0xabl68zytfYPGe+HnAxOObs9DHbO7v0koSNeJ9Gt8uimLFeTckKz2hwQREbGt0OpakYFce8dbFgeH/MF5759/jFX/uvmX3+jO995f/i/be/zmjwCLUu6JUb6OsaNxgweOdd1qMZjY0mvet9dEMiM43WETLxdDsRkRV4pcjKCuct9q/Pif7/DgS7+jY2LZCux9PNTbLNiJPxAwarIYiYq1u/wOdfeYX377Y4vP8RsVe0Gj22dzZoRJq0ucWBaEAxYnByh3c/+i7L9ZTlcMH58RGJEKRWoitDyxkuNduonT4DD42Lx1g81pc0mjOWi5xu0uT9+6/xzOUnmC/HvPvgAx4v1ywupty8+RQv/cRv0mn1kUqzWLSJW2+xs9PkypVrNNs9suWIh/fvYmxF5sqg9S/q0bixoX+2hBmAD/JZCH7+0EVIVEfWayuBoonSBlTYLAhCGyG0r4GuwWqTNFPswoZbPYnppG0aSYf1ImO2nLMuVqGyqFemf037C85RmRAao5VFExgFRBGRlpTrBfkyDN6EkCSdFGuDJ9pbV5eGQXPhRLAvp72UYlZQLW1olwgYM5NVAUnvBaItiOOYvMpZLVa4rALjQlRd5ZmcTsjLIlCMmhIU6DS8cEmS0uimxCiy6QpsMJDhLFES15+pCupSEZx/1gdkmq1M7REJkXQ2t0HXEIfNjXMeyrBGfnj3kG81vsdPvPh58J/DCfirb32L//vPfp8Hq1N8E1RTIawK8NZK4CuDtJqolYb0LQeTiwHzkyHGW6oy3MrGZhQ5CAuEBWhIpsazGCxwxrH11C79J3cwC0tn2eDK059H65TdZIW/1MY0emw0O9zISqbzYwQx8VaD3GUMywlbaZsr6QGpa2FExaE5Y9JcINsaFQuqIqzTjXDMqyHvffwt8qHnlRdWLMr7rPQJu/09+o0uV7rX2W/1qWZrEluxmgVmQ3Ozw+b/R9ib/dp6nHd6T1V945qHvfa8z8zDWSIlkZQsWbYkW3LbhpWkk26gHaeDbiR9EwTIcBEEuTBykYtM6KsgyUUSGOkMbshxHLfttmTJbYmSKA4iD6fDM589D2te65u/ryoXtURFbVghIP4B1F71Vb3v7/c89Y79/9R36K1lzOIJQjj4vks/rDMrlsTLGFPkP/9ACLycew8f8Ys3nud0Nuaj2z/mrFViPMXNnavUN68TOdepBRM+/5mvMPYUzfUdGpuXWZ7d4ej8PtV8gpmPOR6dsD855/zkjKBUXOr02WzXqQU+sRIklKRZzE7oEbbbREWf47NzyjxnfpFStSuMNyCWS14f3qfrbhCZLc4OXmezM+Azn/g0v/DMNRzZZDQ/Y/fXP4cjXsYLfTY3d9DG8MatH5AUEblXMl3MmU8W5KQ29OIJgrqPoy1yKosyiqJAOWJFA7abB1MApkJ6BuEJhBMgpKDKqxXxWIK/8jY4gqoQICVhywWd4TU8avUaoeMSxxlREZNruxKzIzi7e7Y/ZIeqrJDKWPZ/4CIKhU5zTFmgC6gHHkJIokli5yGlrcU7vo/OChvFdld14rxCmNV6UuWr4Z1cQVrtLUmUAp3Yzcp4OCPKI9Jxujo4FSrwKBaFpUT5LkiDChX1gUfoB1RxRT1ssbO7jZO5PEjvEBGDEbg1HyXUislgA4gIux61GrrVbcCtVtxEa0AyRYXUykaOJWhlNyqLJOFsNOJ7b79FfW2bd3/4bV67dZvIDHFqLsqVlFrZfEheYZRDlWvcpm9zE1JTaSiFIVcaiVWoo+wHwSDBsX0MFTq4oQsOlMsMjb1xuqGHl5e0ZYdkGbOcGtqeYELFOD9jXj7E7fo0VZtCSzIKlIAqlxQyo0VIS3mUokMUbFF0NUotmcdjovMIoR0KB7QqKeKcB/PXKbIZju+wuJixoTyuda9Rb2yjqxSB5N5iyb3FHGo+wjEEuokfKFq9Bp1Gmzt33icrS1xhaWHKUbiBR+X//6wdP/n857n14w95e/8ehUhxNvpcGTR4/vINnt59jk63BUKzc/kSYavP8PRdjk7fpzW8g0lKZDGFLEPonLZy2AzreINN6pXgUqNFt16j2fARvsPdZcRpFqFmM6QSBK5HVQjStGI6niFki1keUxUZ12stvnjtGs+s7bG3t8tkesBCRuTugmcuXcOUbVxH4vku0gXfrxGVBQcnd+j0G+jaFu6ZJRClcUJQq7GxNmBvc8DkbMLJwRmjyYKchKDRZD6bkC5SpBSUmVV06VUcvjIVOgdTFgihCHyfvCgRq6iuURVSOTS7TZJsRkrBolhax2MIbuCQxrYRKcRq/VVWts6sDabUuKFVsSnXswNP6VIKjSMUAsjz0pZ4CoMWAtdx7A9YW1Z/WVaUiwwR2Cl9tsypigpjsE+F0oZSVODYUBPgC49osmS2XIKROGFI2AuprzXtOjd0MdMZRRHjegJPunSEx1k8JtzY5PJgl0F7h8liQrQ8RmiNGwrk6gZWlZbYrFfiFSkkjutY9LqjKeLCPg+UdVRSgAxdK9PxVlmJvCCaT3jvwS3iv1hwfDGmCBNOpjkPbj1gfjLHaXgrWpXtpCjfxWkqO6hFIaoKtVLcUfExYEVUAmOkdXq4tvjj+g4qUDgdu52od0OUEoRByNXBLrPRksVWQZXV+PDgAUs/YUrEM/2bvHDlReaLGQ8uTil9l1JDKCWOhEbgsWVCUhWTFxFDX5DlOTk5ou6CXFGtSyidjGl5Qbe5QzDo40WKzcGALHc5HZ+w14yRSUB/Y4tpOSUuUqJqxl7raeqdgM22z8ODByTzJZEAQ2xzLUJhOiH/8j8/cyC0gyY715/hz7/zF3zmlef5N7/+d+n21kiGEccXd4nKitw1PHrwJkW8jykLnDCkqNdoJilemaM9iVAeZZlT5QVuTVLkmqN0waJKWdcNWq0GUVwSYdBFgZMk1MMWQeAyLGKagzqz4YTjU5/+Rpu6CWgKh+3dLs1Gi+/czjg6vsfB8JCvfearNJsOVVbgOvbKXxmJk2ds9Ne4cnkPZ+ozWc5wsoCttR5ffeWLvPTsJ+i1uvzV917lLfE2n36+zfliRBK0ePzgXQ4/emB/+NpKXHVlB5PSV2hTIJUFq+pM4/kOWZZilA38aKnJjUY7kkSXjPIlhYBQ+CiFfVpIwAh0UVFV1SolBzJwQdo1p9Ia4QucwLVKeKqPMedGfbqIHgAAIABJREFUKtxQrCjFtl8hVnQoIxWq46KNDWxVmYZVjBewWLOaB/zEZm0hp1mcEQQB3e0+SZrQ39igV+8iq4pnPvUS77z5fR4P75PlGek8Ye1TT1E0Gly7fIlBf52NwRYb/R6n2djSkdIEITRa28o2q/mCnU+A63g4gcKVvjVo5ZXthnir5OkKG8rqFoUrKaXg/PwMVZc4jkusc+6/9YDRnXPc0GZLpHLRIrPjHl9hhLTZk+qnSVS0fcb8xKMgtFx1IcxPxkS4nsIVDmHLynIwguX5kkkEvc6YzfU9rl+6wgfvv8t7b95jIWfU15q092psra+xNxhwqb/B7dkjHs/PqaTiqJygpWGjsc0rvWe4PN3m4cURj2ZnXEQzIjNnVkxxQx9ZKJxQsixPqOZz1pt7qLUdojYU1BiVJU0E9ZZLEc+JZxn1zTp5WlGrKdrhGjIsuHxjl+PxCVGUUCwNVWIHy83+zyLY4V+KLn/n1e/+LjmM5qeEXsiXPvNpLg02mA33ee/WD0nGZzCeMrt4wOPzAybzGVWekKZzyngMWYojHabzmPfu3+MsnqE9gZGCeZEySuZM0yWLrOA8tj8S7Tk4jsJUFdpzWaRT/MDqMLM8JUNyFE9ZTMcMWn2efuKTVEZx/+E7ONLjhadeoN8P0UYRLVPG4zmjizHxMqLWrNPqtClLq5HfqLd48drT/K3Pfp5Brcvp8ZAP3nmPg8f7PHvlBqbyGQ73KZYx5wdnFIsMnVn8sXCc1XUSlJLWg+DaGYBtJGqUa2PBQT0kbISUVUGW5nYmYAwKKLOKqlxFquUqeGMMnufgBh5+q4Yw0vL9V9kEx3NwcJDCgfKnWxDj2cNHVytEmo0ErVgOrH4cCrnaPvwE3a5cqLVDlJS2Kl0airykEdbY2tlgbbBGnKWEzR6O1gwaXZ596TfY2uiSkDOZj8CTbG92+dTVp+i31uk2OhQY3FqNT968wa/98pe59cE7pHliq+7aAmWQcuXRXGnypEKu4KDCyBU+Xnzch7BbHNuURNpi1cmdc3Kh8Rp1RJVjigVZZWceTk3hux7lPEesLGVVWdqKtAFKQ5XY7roKHJtktOexff6tatPKE3Q6XfrdLkEjoNZu4boOeZyTxjm+cHj+6ovMRw/5s9e+y0l5jM5LknHG8eEpR2eHaD+kv7XG8fSYx8MzG00XEJmUUmmcwMXzPBq1GmWZYoxDt90D31DVwQ1cfOXgInG1IlAuSnk82h/xeP+AEpCB4TA64+JwyiKe0d7ssrG3ieeH+IS0B33Cekjg19CiJFWpbVAaW9n/j/7Rf/g3R5eTfEHgF/zySy9xOD5lkaUsFkv2R0MeLzPcHNY2A3K/x3rPCimMTonKDNnq0w3reMolzsYsfQdVDwjrDZzKEodmJuNxOuYwXlAL67TdEJMpztMUWWqcAGpuSKA8gs2AWRRTxgXLaMKtecHV/g5f+uqvceX6Vzk7f8BoNmQUTVmbdZlPpiynM+IoJkszXM+jv7eOW3eYTYfM1y/jVj61Cv7kj/6Sw+NDDk5PONh/zDhOeTycofMFy3JJkRuE4yI8m0VAVPaqXYBoOrBq3ilPIT2DdC2MRPgOuPZZUaQFRWyfAhjDshC4dQc3cKiLgKwoLb7NtT9cR9h3tRu6EHosR5p0lpItMoQW+G5ArR6QVQpcQ5mWCKUxpiSdJUgl8ZoBwrhoY2xhRklLg1asUGV2X6KkJGz6GNeQzXKKrCDLcxbLBFe4DNbXmMVzzsbHmGafeZWz/+h9fuXzv0rQaJCjONi/zdn4ghtbT1BrNKlMiSMV67tXefk3f4ffuNYl3b3B//xf/RfMkwMcrKMBI+22S7C6ednDDLH6uiOoSm1DXq7NDZiVoxMFyyxGFxXHd+4zPzmhvbtB4Qg6l7pMH4wwJWhT2P8WXQehBPFogVLWwiWFxHE0uAZVc1C+gxYlZbrqxEiLLvcCl0G7y/qgzyhZ0O336ba7pHFKGmluru/QcXz+yTf+nA9PHyDbHv3LA6g5TM/HvHlwi4fDY3q3WuB4VC4URQxpxXxWES8zzsdjS5GuBIfHjxgtl7Q7fRrNBlmtIHIW6FziG4/QCfEcF0VOkY2Q0qe7dpV5uaTprHPthuJsdsByErN9XVLbaxO6Ho4Xsnf5GruXbnL1/JxXb32Tx+VjTCLQi7++dvyZG8K3v//a7+6fjek227RrbU7Pjvno+A7ffP37xIucy3tP4ocVRs/Y6/VY1xW1HOqVoacC6rLBrFTo0GFzs8Wgu06rtY2RPpVRaFMS5TGpLvEDh4ZXoyGaXEzP0FluefuVxpcBvusglCHwA5qNJs9dv8laa4N0nnJ9b4+19hZXBpe4vrGNKQuyKLKDQGkBGV6gqMqURWrpsw8ePOadH7/HG2+8yatvvMF7925zNDplEkWUwjBbDhlPFiRlSbJMka6zagkqOxKTtq5rSkOV5/ZL69nuvzHSzg5CG/6psgKlHKSjSOPY5iOqCsd3CWo+7SC0w8CipMgypJQ4ysFREmE0rudQpBq0wGnYZl5VVvjClpCSPKfKKqqyIJ1kkBlcL8BZ4c5LbZkJaAvsE8pQFrkt8GiNUopmr40rHPJ0xXwoSoo0p9ENqUJFLium0ynL+ZyqzGl7it3tXdaVS6vR5Gx8wDhd0Guv0Wuvk2c5/X4HNymY3v4rHD/n+Z0BfpFzMjwnTpeU2qzoVHaGIYRYHQaAsbg0W4H+KcdAYMNFVV6tatsCt+lglCJbgVw1BuMKUIp0lFHkBUEvZOvZTXobXVv0KiuUVDjOynvpgtNUlmyd2IJXVdptj1t3aW232dwckKclKSVPP/0kLz/9Cpe3driyfZWmFvyLP3qD7936AUleID1NEefoEtyaIhmlpHnBbDFnMV3amQoeg1ofX3tIHFztkMcJZ4enfPj+PU6PTxidjhEV+MKhigpMAVILPMdBSZfArZHkJdtrPbY7feZRQb2EgDqH53cZLaas3+iyfn2Pp596jhvbNzGVxHVr/PJnv0C/vU6ULLkYXpBcRPyn//F/8jffEO49eJdL67vUO2uMz8Z8+81vkZiS3d1trt14AaRiMj6iTFKq4QXrUqOznBJBmXkUeUZUFlxEFSfjEW7dpdfrUJoCqXyaQROTZ0xnc6oowW2s0Wh20NMHzKMSz1tDWOQpTqgwZYWDYqPb4XNXnuL65g0eXxzw+jtv8omnX8AYj5OzGY4xOKpCUjKN55yOT3l8tM/Ds1N6gyZ+w+H+/l1uvfsm0/kCbewkXvoeQmikFFTGQZYlCkNVc6xHwFUYk1Pl9pkgVzYnIwSq4VpCj7ZqcyM0lSOQngEl0UWJEAbXtaozx7MmKS01WlYEjiSpLG1F+p41VgOVKcmjjCLJrYy24dscf1UxjjICKqRZgWFzgyhAhgFO6FmWYLkqRUmB4zqErRDP91lOF8RZZNOFxtDshDScEC0M9bzJ+PGQZBpxcHxC1VE4DQfPcYimMaeLM2rGx+18n2fWr2Bo063VKVlwMjxmp7uDSUrm4ylXd59j/+Eh/88//4hwUEf29rh87WmG0yVJPsWreUgBeZyCsR2KVfsBpA2CGSnQpZ0pKMdWzKW7IiA5NkpuUqjKgmhS0SwhXUaomkdrw+Pm08+gXUHYa1nDdCEYHl8QjRYfg09t1F1Q5Zoqs88ujMHxPcJWgNvwicqMZJmzfnmNa3tPstvb5Gx0yuh0yOvf/g7f+osfsJRzjAfZXRsLRgxRjsCpe9R60j5rlCBaziniAicXtL0WjRxcp47vN5ioGVVekkYZySLDqIp21CKLc0qgtd0hvFxns7ZO6NcY64LdnU1+7cVf4Ecf/Jh/8cb77DTWuXb1Oaqz25wdDnnicsFxf8STzz5Pu9XkzfffxXVc/sHf+Uf01ntcXPxjbh+//dduCD8LSJmccvPyVWpU/Gj/Q5aLKc1ul62Nq6TzOYWeIgOP6fCCR9ML3vMVoaMoFwlb9TY317dxXEMlMhydMj875ezxAyoFYbdHf2uLzmAXrWcUyQRQnE72Gc8nFEmF5yoatQa5LigtDZRcQxIZFsuUPE05PDjk4OgIJR1OZ2PuP3hIq4C26xPWQ47HB7x98ojT2ZhoEdOadwHFvXuPiEyBrLmIogIh7a4aqNc8+ps9ynnFdDRmkWa4HRtR1nmOUWrFw8Pu4euOzR5gAOtjkB7gWNhFWWjm5dx+iXwI6z4Np4GoXMsEqEHYdPESF8cE6FCuKtyCKq7IotzaFiooZgbluwhXIaWmiFNAUeQlpqrs2s4IiijHVHp1a7EQT9d36QxahG5AGRcky9j+2DTEi4LGRoOwG9KSPiIvOcsLZuMI92iC3/IQWqKQZGnM/tERo2/+IfHVK2w/+RxffvIz3D/6gNcP7jMaDvnEtZcwQlOiCEIHvx2QkTFajun0u1y6vIM7VNQGDXw/ZHI4Y3Y2oqwKW09fIe6ksld2O2i1cFCEQku7DsQVmKokXxSQa2QvJFpkhM0apnK5cf0q/9m/9++zmCb81Zvf59H4hND3GPQHhCpgPhlTFQUoRVlqykVlo+3YzEa4VsdvBKgKknlOIUr6az12B1dxfUWuU+7evcur3/sBM8agXUgzhBOsKua282EKQ1SUSF0Sduokk5xFEZFlOdHakkYZsMzGNJstpBR0+w2SIiaKEqZnE+anU8pFidAuynh4ez5rrTVajT7KNFnOI7Ks4Fdf/ALvfXSfk6Tk0ouvsPjxgvEypi5alKMlP7z7HT59+Qvs7fb47vs/ACX52pe+wlvvv8H9Ox/9/APh5tWbXLuyy3wxp78esFdtI5RPkUyoljlrvQ0codDSo5AheZrTbtSIvRZuvc5kviTDoJcLktGCDE0kSkxWUk0uSIuM8dkxm/V1pPSYTxecTs6ZJAs8qZjEE7I4oggkjV6HTrdHFpdMZ2PeuPNjFumCe9Nz9s8e89qdd0irinazzfXaGmmuUEYyIyIvShzXo9UwTIanLOIS4ysGe32KqCRLC/I8I/AEg8EeN69f4tqVbV795juMT4dUywzd8SCtQJuPTUhgI9FO4NiWnmRVsTYIX6Gx66mftKOq0oApCX2fsiiRFQT10D4NXIHfCvDQZMogfYNrFHlkr9Juy0doQ5GU6FJbSnNuh5JUhf2a1X280Ld/hKbEGIXWWOajEjR6dcLQI5styWYL8nmOqlmq8ehijPAsObkWhrS6LaaTJXlRMj6Z4pwL2r0WSjkozyEvUrJxzrfnH/Ck6fDkb/zrXF6WHMaS4+mClzsdus0Oy8WEkhSvcPCNoF4JjudjVJlxeXuT1lqPoBEwqbe4X+aMToZIIVe0CTtXKFNDVdmti9bY25M2KCRUgizVtpjmuei0Ii0z/IbLk59+mn/4r/wWz3zyc+x1t1jbucp/+9/81zz88UPcqoSkIqPEbTgoJckzy10wWKy7Ww/w+zUc37U8Sm1QdUmv1adVaxInYwqTc/TgjNHZDIGH9AzKbawWOHbOIesWHqMLg/QFzW6dhh9Q8zyGwyVHd4+oN5p0tzoUvsQzHhvbGzT6dYYXY86PLogmEXlUIYW2G7dHR/ScLq1LfW7u7oIuOJwseWLrKT737Et844ffwutd4tkXv87y/C5uEjKIXJ4c3OTLz7xMCPyf3/9nfO/NbzIdvcDu4Br97c7PPxCe27rEfDpjlCy4evUqg60rNFSNujC8/f77RLMx0hUk8xleFGM8h7QoaHZrTMm5d35MtpizrDLSRYVbc6gcWwCqFOSHx0SnC87rPbyGT63VIUmGTOZL+httGq0+i+UCJwgoipSiynCVQ+UKDoZnOBIubWxxPnK49eAjttba1HqKh6pFME0YHR4wMRGzcoEXuCi/QZIWrK81aLdcpnFOGiwoi4J4oVjfXOdrX3yZ9XqTNK04fXxIvEyhqMiGKWBJSQYLJfH8AL/lYUJDnqcUWY5wJU7NDso8LcB3EV6A6yviWURRSdJFSlj3aXbrdOo1dFGxyGJKx+B5iqKsEBiqssRBInwHWfdxlUfRrMjjwspYhEApl7LMcHwP5Xr2CSAlSrqAoMxLlGe7CJ1Wm7rnk2YpVWG/vFYVLsnjgmTF9BNS42hway5lXFEuM8rM/gDDXh3tBYjSoVhmaF1ycvGYH737PZ7d2eaZeovb++9yMjxEuJo7928RJSlPXnsKX/jMlykJgsqRuEZSFzU8E1LWKupBjakAnRarnIJDpQFXIlB2+5Ea3JaLzCokDk5RUVSr2wIrFLwSlIUGHfPg6IgXHj9kr7vFtfUt8sWY4cNjtLGltqDt4wnPMheFRNU8dFEhhcKreXh1F2UEVWyQNYNRkppXZxFNyPMILQ37Dw4p0DieQqz8lgiJFhUCZQ8cz8V1BTrWBLLOk59+jq/84hfZ3drjo49u8doPv8/9owcMp+cEXojQhkobQj+gVW+QzVLSygbNotmSR+8+JDtKGF++4OYzT7C5s8frB++RlBn9/jqTxZiL8WM+dfPfZbmMEe4G6wP47NVf5idpg0axSZk/5v27dxnHKZcuPfPzD4RyMeOt8wNO8gW7G1s8vXeDpzefopjH7B+ecufgHtPlgmi2IC9yGr0WoRBki5hlGpPojDJUeH4D4WTkWUkRF+RxDAjiUUx8sWTuLFCuwg9ChKpI85KGH7L19Bb9zoCLeIypBIvZAteRBNJDZ4KDows2O5s8c+kq58sRqS45Hw2JoyPqfo+sqVmMZgSOy1p3j+u9NdIs4dbt28yTCK0LyrLACPCQyDwHrXl4OOT9tz7geHyGqrkI17eINSUxUiM8l1qrwcbWgNBzmE4nDCcpwkhk3UaPdanRqwGe0hXLsW1iSkdQAaUQSN/D8RvoMkWUCWZVnpLaoEpFp1YnbNRYRHOcwKPfWaPQcHJ+xnK5QDiVFX5gB2AiKzHCsbxAIVBSWKy6kgRBwFZ/nb3uOif6gmiRUiXGij+1oMwLovMIr+VytBwzaHXZ3VvnozfvUaYF5PZrt/3EDplIOPngHLXqPyxOHvLBBxKZP8Pe1Re51BoQX+wzkwpPG85Hh4xaHcpUcO/wA6qWwWl2GE5miPmCLdfD5BU1L6BWb7AQS6qotC0818UJHZQoyPMcnZdUqZ0zCClBWxt2lZdI34JWkVDpgnkc8cHFY9y3XkXWOsiy4NJzT7J7fsTw8QmlNghXkusCIWwrVa7KYMpXeGGAoyVFmlGlknk+p1HVGITrOEJzPhlzcHjIeHiBFLZBKldDUeEJgtAnbAd4gU+t1aKzUYfc0Gz0cGoOb7//FkfHx6wP1vnar36dO/c+4M1bb7FIlhTaSmJQgrBVoxbVyasKo+1sKV0mPJ49ZHR2wcn4lGvPPMFIxRwcHvCbL/8CW40BDx99yPrWX3HZX+PEmXF60eN/+N9/H5EuyPOcvFnQbTaZx1MODk/QRe2vHQg/s2X4/T/+/d99OD5lMpkyTSJiCuqBx9nxGW+9+2PO5kPiLCEqbQhHKIFRBiMLXE9QCzxMKcmSinSZIjGM7o2tfWa4pJilNrbqSRCassgoSpsME0JQd322u338QBFXFZkuycsCV7k0ghoSWOYFaaEZxwvGOkL4iqqo8KuKaztX+PQTT/OFZ57nqY1LtNtbrHfWKQQcH++j83zF2bM9fgtEAY3Pm7feZZbGKE/heMrSehwBHjbq6fk0GgEkEE2XaEqLg1e2NWlyi1xTWOVaGVcYs7IJKVuocoSDrBzm47n1OLs2IZcXhkFvwMvPvsJLz79CWPPZ7K6zu7bDoN2n2WzSbTapBQHCdcnznDKzUWTHs6m76iempJU7ot6o8cSlqzy5c414GfP49BB8QXe9Ta0WUhQlRVJC6CDqgu3BgI3eFg/ef4g2oFyHnae22Ntcx2jB5GBEw3gs4wQKMFWBLxzUMqLX3+bTz32eRtjFdTs0a+uE9XUqv8nZfMRkeoYvDb5y0JS0GnXy1BaQTVUgfJsENULi+MrS3VdVbuU5SLnKbQB5Wa4ApjbzIVy1CnlplBasbXWZzI8pygWfeOJ5nti8TKfXIxEl89mcsrJkY1wr5q0SjdACr6Zor3UIWz5plpMtMpL5ksvrm/ztr/02vU6db/3ld3j1jdc5uPdotZEwSEd9LGFxA5dmo0Gv18NU4FQOjaBOliTcf/cu9x/e5XR8xjQaEQQ11jubNqqcWoFwGqdEsxiJJAhDVKjQErsBWmYUcUqSxMyiOZN4hi4zFqMxhyenOLLg3uEjRsVjih1BnsacPd5nOl3gNWYcjPZZZjM2+1t85tmX2RwoXnv3R/w7/9rf/5u3DI/GFwzPpkRRRq1UnDcXvH3wgMmdE05nQ1TgUpU52jVIz8MJHTs1Vy5ZVTIZzlicjEnGCwojqPVD0jzCCwWUAh26FqstrGjUFKX1JSpJkia898GHmCjlhU/fpNIl+3Fqr4OiQnsGYQSj+ZDoLGGYj8mbJREljXqNnf4lXnrms6x7DcTihLLImCclSgV86voznE+G3LvzASiBq6Dd71HzfXJj2OgHXL6yzixfkkcJojIYf7WjNYaqrFiOZ6TTJY6RWMi+ZTgqIXGEYxHjlbZ/YEJSr/vozK4otawosozFbIpTSBazJY1aHddRyFLTCGt89tlX+KUXv2gPobzEaENRWT3cxtomlZZcTM55fPwIJR2OymMLF3EVylFoKamqkmp1yFVVaUWfRYWSDrV6g3qtwUZ/wGy4YCljclEhA4nbsFn/+XCE2/LxpKDXbXNlbw+3cpmfLgjrLRoNj9KTdLpd1tY36PY3ccOQvc1dNp/9IqfHx5iTt9jZeYJML5g9PqJjOjjOBlEypd7y2dy5zM72DYajA0qnwFGSS06Hw9EJ0XKCKuyaOEPj1jyLYK9KKm39DMb85LlgWRfCAeE46BKiZc5wOKG+2eWH77/Htuzxlc/+CoPf2KYeNJhP5jx+9IBWv0UucqYnU3RmdfNlbBA+4Au8lkc8ydChw8aNbRwfDk6P+fD+Qw4WZ5SlrcrLQKKExAhL6iqqgtP9Cy6OxghPovMCsooiKtFOgdf0uDg+ZzI858nLV/jS136NL331i7z+9lv882//GdG9JXpWkMQZ3U6PWi/gLD9jNIlgRZyuipJ0GDPWp5RxwublLc5HF6TjiLobsByOeejeYn2wibvRol1Iao0ez/b3uPPoFm/8+Adc7uzw8lOf5eAXz37+k2E6njM5nqDckP7uJj2vzXQ6ZloucTyHlXgHL3BwHIHv+5QGppM5WTQnimPiPIOWhycTsmyJqAkqJZF18KVCCkWWV7bmW1lYqTUQCRZk3D0+JuzUqa+1CIS7kqlA4Pt02w1OJkMuJiPi8ZL4JGXpKdZvPsVvvvIlPv/0y8yXOXfuFBTDA5pOQVoqOl6NLzz/Ikm5oG4Mg2tXOB+ekxYJ42XE4/MLnn/qJr1en/c/vMfh4bG9QhiNSSprgc4NlSipsEWkqlgxFF2HsGEbg8ksIVkkNrQkDaJwcOouomG/SDrP8Nwc7QnKKkeZgKos6LbaXB1sEtYCDh7cg6RCSEGaJcyzOdtbezQaPZQf4jowWOvyhqqYzOeowEJNsypFFxVGCKQWJJOEB0dHrPc2IVTsXN0mFyVe5VPlExt3XunEjNHUgwbv7X+A03FRoUfv0jqOdLg4H5NnJRuXLtPSIdflEtnp0Vm7xG5ni0utBlK5PHjjT4kO99FZxlDHJCTMswW17jod2eH+wTucTsc0djKi8oyqTOi3NjChoWVcBv0WJnCoOXVGyQmzaGRTgZmxq+7MUMYZ8ySl1NhORFmCqHB9l4qKLI45fHTElXpAZFx+74+/xdsPLnj6+lXGiws63YDlos5iuSSJCkwKYCgTa0eOFwm65uL4DlppyASlD9/64C843b/g/HjI/GhEPo8Ae3sRjg1TCWclkZG27FYZ2+TUlJjQNmuTYUxyHpMPDYfXjpl9csSlp55hc22bRrNJe9DB8eHxOwc8fP8BolIU2gJqla8Imh7pEoplQSYUcRAh0CghScYLNgdbiFJRjAoulqc0u1Dr1anvXOIzu5d57voWr77zLt+79SPStOKrL/zbP/9A2Fm/RBYbwmaLwcYmWZUyns9YJAvKPEfisLExwCjIdM7u9ja6ktyZf0CqFSazeQDHd1GqRakqfKXISsvXd6W17ZQytdgz4SO0LbOIVQV4NJ/y+tvvs3tlh9Zel6Dus9lo8uLuFQb1Fm9VFaf+EFeFiHFGRYJMBa6FCrC21uNsfonxbIyTTqm3Oqhwg8++9Dx6zWXvxnNsNdb4L/+7/5zxdEqRF+yXmsb1m3zpl75Co93l4lt/TpplHweRhLDSWF1VlML+EenKQr/IM7J5jM4slYkVXKxa/btcZJCCrLkUAmQB/Z01skUKiSZoemQi5dW773CexpjpHBOnTJOMYTljkc9xfY+rV3p0mwM8T3BJaZrtFo9OjghrNaI45u5HHzE6HVtdfeBQqzep1xtURYkrHNZqLZY6I5pHxFlMlhc2WZlLvEFILfQIfAhpUMqS5SLl4s5H5HFGZ2uNehAQ6BqmisAxuK4GsWCZVtzeP6KhDIGpmKcRk+E5oefjBC7TsiQpFqR+juMKLk7OiRclriyRpmQexZyVhnrYYWOtw8Zmk8v+OtN4jnBcRqcXfO/Nc1xfcvOp54mTCIqMMq2YxxnjyZBmt4bEkKUpaZkTqhqf+9QvEk1nfPju23z7O9+gLHPiacJsvGCxiCkLjXRchHRwlYW4Tu+O8ccJwVpIPk9ptppMF1N+8OPXOP5oyPTxBelZbJ+BroXCSE9YnZ8w6DJHGJcqKtG5RpcluqhsbhvL9ERJonjMP/2Df8qDR/f40pe/QkzM/kePSfIc5Xq0B23SZcZ8OEXn1huqcygi6/EUxoDRFHHJ0d0jC8XONOf5kEt6i52rA2ZZxOjwkPHoiPP4lLr363z58pPUPunyJ299l298/5+g/vJ/4w9e/sbffCA888STuKFpavKdAAAgAElEQVRPVZUoYqazMeOzC2ajKaowDAYbfPoTL/Do4ow4i/jic59FG4dqlnL/4D41t0694ZLMUrQnaTigS5eHjx+RVTl5mVmEuZH4nmcJOdr2wCtd2KlyUjBbZmidsyEytm9ss9Fscb03oFtvkMYxZ+dnJMsZYq2G4zUZT075X/7w/2B8eMhg9yqPZ2ecxRdcqfWJZUqZfcD4bo+dWp3xBz/kF37z7/HKJ17iG3/yR+RpRp4UPD47Imw4LMo5ynOppglVVlqDjsL+T0OZrwRwCgsurSxdGGOrxT8J2QgkOI49JAqNnhVoYL4YUkyWBE4AgwayHxKJJUc/+C6333kHXyuoFJks0D3FoL+OFopOv8/25Se4OD4mWU54efsSL3ua61eucXJ0zD/5/d/jrexd4qygUQ/5pc99jiuXLzOfzJmPx2SZxvFcWq02bnOOG0dIV6ALg1c4jOcLqloNEy2ZP5qxrOZkSYrXDgjSiOHpIReVbSNuBwFlmXC4KHlndJvx6JxLa2vUfJdElCyzEdWipN5oUnkVtU6b3mCLZDZndBHjOyVhq0u0uCApF+RZzCKbUamIokwZ7GwjHEktdPB2d/jV3q9zfnRIWLkYuUbLr7HW7pLkJYf7+0znY6uEEwVHk2NqEoJ4xnroUa5t8e6r73D/7r2f/qGvbFZGSJQUeI02RZRRRAVVUREEPq5QrO20Sac5F4sZs8mQorK3Q20VlBhTWTS9Ze+tLGCCKtOYqkQ6AifwLPCm0GDkx+vJRRzz3dde4933PkQJQ7yMEb5LZ7vD1s4ug5fXefjhIy4uLmwSVmuKOMMUKwek0qSziHya4IYebt1hWg0p9yNa7SZr3SZpnnGej4nEPt8Of0i9cqjlU04Pjzk8G1I58c+/IYjAoe57+KqJAcbjEVSaIikoS027P+Dqzh4Pho/Zam6iowqv5tDf3qYsHb744mfQaP7q1g9ZTMec7J8jphcYFYCbfew/UJUkcAPrDBASR2miqKAsS6vWcRRRnHB+cIZX8xh2+1xES9rtHjcuXSIqUkoh2B9e4PoK6h730zH/44++ycatBpmvCett0jWP0eEd7h/fZ699hc8+9zIPHp3xwZuvc73eolNzSVoB3Vod33W5fXLIYragVq+TejHxPEXnpZVfrHyDQoiffhnQiMo2FE21YuvnFhgoXYtnM44dTuq0sF+Myr51E1MSZRnBUDOfFOhKM6qNIDf49ZCgF7K9s8Fas0k3bCArzWB9nXanzYPb70GVUPdDVLBGuFHnhZc+R3ezzzzP6bUb/MPf+tt0Gx3+4I//mNnFiEAoCikRniSQBq/mUehVZHmccufBXUaPh8SzFEOxeg65yEKTZyWVn1Nv1NkabLLT38CVAcMsZrwYUoqC03hCVdoAUVh3KAKXSTJnt7vH9tVr3J/e52B0zvm9Uw69gM7ONk/uXudS/ykeHN/n8ePb6PwEmQtqsoEOXIqm5vmr1/iF577K8ck5f/Rnf8at24/p97fp9hpsbbi4quT2ewviSUJlCjwVkuWak0UCvR5hr8eNJ3aYR0OmkzmVMDgN15abpKRYaorZEq0ksm7r2FIbmkGDlQuO5XhCHpW0+gPiaIbSlspdZXblaeedVkFXlnYzosvKzjqMtnoAxcdxbYN1k5ZlxsXp8U9/gAtBVkYkccrabp94llmzuPmp/4NCYfTKM6EsZAYHinGGHwZ0Npts9nfwWzDOF1STkryas+/c4y/KgOX4jA/v3aPRCXnz9974a5TVnzkQbj36gIYKeerKE7hOgHID9nYvc3h0yNnZkNbaGsNpRCh8+u0+D8/OqTckzTDhb/2932YjGPAn3/kWj99/yMH+PlmeWSOR0WRVbg1JWuAYULkmz9LVkEiitCIvLZHHSIlWgjjLODsacrfRpF5v49caDGoNeq0ez+5epdJwNBlSphF+CHE55SCe0Wr2mVcXYGq0CCiSlHeH7xMGfWq1Dv/T//UdjsZHZC3BZqdNN+gRuAFFVdEK2ggjiMZzErnkJ1rAqjIoR1g6c2Xs8FDZoJJYBY2kMJCZjznkJi9XhR0DrkB6rp0lpDnCURRVTpFZrLrjSRAK42jcusONp6/y1PPPQaLIspKzw2M6dz/i8s2nuHr9BmcH93jn1i3cB/s88ewn+MIv/Spf4nOMT48oZEB/c5cntvao1f6SRq3NJFviVAZV1dB4FsEe5+STlHGRM33/nFU5GQDleezeuMLm+jqeLxmsDQiCFmu9dRpBi0UaI8uIQBmUrCO0dUUWTolSDmkSsZguWFvr0e70KEa3WUQxKnRpNJpkRcz9yQk7Vy7x26/8G/z+P/tD3nv3Fll+xLNPv8BOv88Hhx/y2vRHJHHK9a2rhI0maT7n9DjFZDFb22skOmEYLTm6/5D5fIFserRnY5LTMz731Ms8ff1Zgi/+CqUf8saPXmcxn2MqgakMZbViWwQG1xFILLI/jTWbV0O056C2JebAATcnK+xzSfmSSmtbuiq0HZBjg0i6KO2PWH18nqzgK/pjMpSQoHVluZOB8zHXU0g7mLzYP2b48BRtJFbIaUApS9sWCuGuNHiegpqt3BdxRbpMKLKSZhuu3LhG3EiYPEpYZBGmiEjyBX5twBNP3OCXPvPyX7sd/MyB8IXf+bJxnTpPbF+j0eyilM/1K9dZ7/e4d/iYW3ffZxJPePXdEVc3t/jEM5/k7Vtvcfv0Ns8+8RTba+sc3rnHn/7ff8RHZ7dxfQcnlBhTUWjsuq8ylLGVixot8IMAoStkBcrxKP2SStnIqtVmVywXC/b3D8l1xmK6oFG4ZMmcrU6dLc9jKAWLRYQsFSpQKKEpoojQq5Ppc+pbL1C7uODg4TsM27f5B3/n3yJ/RfKP/9f/HhzFZnfAVmsdYRxyaZjkUybRFMdReIFDIez70A1tWalKC8oytzXowMVgse+ismxG6TuAQKd2PSaMfTdKYb0DxmhU3cfxXesXLDRlzGpgaws6ruezubHNla09u05c5CT5kmg65creHt3GHrz0PFGWc/vhXSQldQkHw5Tbjw5Jh/tcPHiX3r/6O1zZ2eHB3Xv40gMpcdFsbWxxcvcYXRQk5wuq0+qnh4EjCdo+va0uN25uc6l7iUIIhFCUheZiOueoGGGkpjQpJhfoqiKJYqQ0lK5ANwxJFFOWOVERI5VPlWj2Np9j7p0Q1BSSgiQZ8qd//g2e+rv/AX//q1/nDx3B/Yd3+K3f+DrrtR7ed11+8Pgd/uzH36d56zWSSUpWxbhVTpLP0FWfaJyQRrmFkDRciiwhPUyYhjPIAo4uFiBSqmiIKgrLjRAS4YEoK4QwSE+DqFayHom7rgi3+rhdh7wmGTy1zuzhmNm9CCmhklZdJ7RZcTGNpXuXlYXahuDXfJsL8e0zs1gYcCTKt44QaZR9QmhJlVdUWY4UAoFCeooqKf6/57P9MLkSuZpFmMoOVqVcyYilQFeC84sJf/znf8nNR6eE2wHtVgMnUeBKfF1yc+cKVz73i3z9S1/6+QdCkjv4rmQYT3lv/z0oDVmUkOQ3Gc/mXNm5wdEbr3I8OiIsDc4LUw7P7lN4mt32dW69/Rpv3brDaXrG5U/ssdHfYTEdIQXEoyXHsyF5niGoMJlG+y61zR6h22BxdkFZJChjw0CwMgq7VhA6m05I8yXH+6eIuCIwmuvrG9R6LZAavxFQmILFKMJXAll3cISkX+sRmohuMKCmGlzae47RrODWnddQoWRr8/8l7M1+LMuy877f3vuMd4x7b8wRmRk5VFbWXNUTu9lUN7upFilDtGVYlmRDj7Zh2H4zbPjBEKw/QA+Cbcg2YEgGaAuiJRI2JVoUJ1Ecmt1dc2VVZuUYGRlz3Bt3PPPZe/th36wW3XLrIR8yEZGIuOecddZe6/t+3zY7/W3KsmSejrkYDRnPLrGVZbPTRaQVZReilo8X+dSlpkxTqrzEItnaXGN0PmF8PnbHCV9gPO3eAHUFwjizjq4dkdj3l8GmuA1GoVzrV7skKSElFijqikf3H5KdX6JFQHuwxnf/3Pf4K3/j3yf8V8jZf+M/+Gv89h//MbVSjHVNkk7JplPOL1OS7IJnR2eUVUlhS7a2NpgVJRfDc84vDimLimpROzYAjskofYX0PKTy8KMmcdyj2WqTVQXTLGdR5oRS43tQZhlWengyJElnpHWBtRadG0gTlCeRSlHVkIxHNLwu37j1Np9++i4Pjj/FXwlB+ezsrHFtb5t3brzF1u4dPj95xqC9h9do8gvf+WW+K7/Jg4PP+LXf/A0+fPyAfJEz6A1orw2QjSbp8RCpQuJWhyAKWSzGFFWKEbA/fc5pckCJpSothdAo/wUqXiBiHz0p0VmFFY43aUvHn2isxChfuNzZpk+0HpOdlxTaYo1HlRdLGO/SBas1donRj1oh7Shyw77Akua5U1T6S5jN0t0prHU6iwZYB5pcxgEoRFAt+QwurAcEUinq2uU3CuE8KUvkjetUl7i5w9EZiw9zriZXWLk9oNX2yIuC4XzIyvg519a2eXJwwts3b/xEQfhCmPR3f/V//e980cAIQ65zJvMpz44OmSQTAiH5uS99hw8/eY/TsyOycUptao6yQ97Y/RKyyPn7/+jXOBge0dlu8J1Xvslb11/n7Plzmn6fOGhxcnaINc5UZDEQgB8LNrcGeFJxcTqkonKyVeXgDS78RGAqQ53X1KIir0uSRcbZcMHJ5YzJNCWKHMYsnxQUZUlnENOImzRUi2yRMkynCD/g+eEzPtz/gAfpc6yv6YZtVK0o85IsSzk5PmY+mRNFEb4I2b1yhduvvcSVW9fo9FvOxeY7rHozjvnzX/850knK6OISY40LXa2Nizor3N+l5/DtKvKRoQt2EUZg0soNGyvtbhbvxQMpqWvN5HLGycmI48NjxosJX/q5r/Ktd77yExdQxy0KDHmWklxcIrKaOGwRNJpEQcDH9z7Gj3xW+uu0m23ee+89jmcn5GVJOSnRaeFutkjgNQL8yEd5Ph6WEElSlkySBKEkg26LKzvbdBtNhudnFHlKURVoU+MFihoHSK1rFx/neR7d/jalZyiKjGlWc5mMmS3GgEYagcgqLs6fEnghb95+iZ958016nZCj4SFnwxO2e31evfYyPop7D57iRU2u37xOox0SRxHXr1wFKtI0RViBFhUrG20GW31Wuk263TZxJ0RhWIxTqtq6szjOKOEoSgaEy68wuSFoBXSud1HKpyxKUp1ja0O5KMlnKdJYiku3enQgVnc0sMYZpNorES3lo4CSmqIonX3b2B+Tz63BWBcchAabL6nUBsA4krcnlswNibQO968z5/xEqS/s4y9AMmLp5DTGUGQFZVbidyJaa03CMEAXmvlsxuHJKT/87CP+8s9/72/9f++nLzqE2AsIlgztNHHVb76YU9uCl/ZepdXs04pCWkGM8CT3nz5j7UoHPff43ff+mFRqtgcr7G1usLd5lf3jE/YfHoIuwVqKSYZtenixQDVCsDDPEp4dHRER4XU8yqLCTejd21IIh85yfwSeAVsZqkqT2Zy4Vnjzirf7r5Lmhqy7IJcJSV4hphmmHpEVCVSGvb1rTI+PqaKUtKipa8vZxQl5MIMgoBl3iYKA3JMUZc5kOmawepsb125QS8Hx8AhrNaEXUMY5VVIgasG17S0eP39GPa+WQyNX/aXvHnDlewhtcHJjjdAanWiHYjPOKg3WmXiMXsaqGeoaagy21tjhOX/8w9/lL/7St3lt/ZUvLt4lMFkkTC7OWJwNyacZURASxRGqGfAn7/2Qskr5xle+yeHTQ2TU4OD4gKppMYWhmheAxG8qlBDEKw0iXyGkh2xFZFKg85KiTNmmZnswYLU2jLKCOi+4nE0wUtNvN4nDkHmmKAWklSIUPr70WF3dpixyhskl2enn1GVNGDhhUZ1nTBP4neOP+fDzI/56WvKf/+W/CsDdz97l0wef8enWHm++9S3U4A6//Jf+KvPpiHk+5vPn97m6tcu3v/otdJ1yeLzPbJqQVwlN1aPhRwRhA6kEOpliRUHcayNbFVWZU5c1tnLx9UaJ5ZHOIDzBYpRwcveYjb11bGHJqhQ7LohKwdbGKmcHhzgdgoTaOv5lEFB7JTJwxUZKB7+tKpcPKj1nOJOexNQaXRmn9K0NVVZjl/eODJb5H8pzCldtkdZ9b220i/oT6gv1q9DW+T5wzA2BQWhB5ZWcnp9QflphfcP29ibWeoynU8bZlPTxj6Pd/rUFod/ZxAoXpaUrTW0qak8zTWc8en4X33Me/24Yk+iCWTqjvYj59PATTi6PWGn3aftdWAgePvqMj+4/4PnBIVnhPiQnuTcIrQg6gYsRqypmkxG60yPoNSknJVXpgBfKdzHmVlgXPIKgMgZbufZWRdDZXaHTanL95jWurm6RL8bsX57xx599yOXZkPidLp3NTQJTs+q1ub39TdL8mD/cf5fK1EyLhEmZ0mq0kMIHPHceExYCyWg8YuWsQ21qRifHlFSsr66ClTzfP2CYXLJ7bZvG3ZB54roDISXSF1hP4wUSucxbNMZdKOWHiK7F1O73YFnhnf7WRauZ0mCtQPmgPEnUCKnzij/80YfEv7DLjajNzMKzZ88p8hyQeHFIu9+l0k2EMEyzOR/vf8adW7dYzMckyQyhG+yub/Lk8IhqXkNt8ZshYUMRxjEbO2tcu3ID6fuMx0M8L6LME8o84TRfoCcJndYK1vdJ8oKyrlGRT9TtoaiRZY5OCqqqYHXgIDte0GV77yXO3nP5lUK6trnhR5hFQaVdAOnZ8YR/9Pf+Ni+3Yr7153+Zo6MhMtU0rc+1tRWezC9p4BHGLdJqgpGSQb9Hp9ngcjTj7PycRZVShRoRKIz2sEZQS4v1fLorPdr9HpkpGD4/YXIyoxagPIOorItGt2CtpRqnzA4n9NfXsLOEi0+eowvFz37zdVbaG/zWowNkFLjtkzbuXvUkxrpYP20s5dKpqQuLrZYP73Kmr4sanTh+ghAvIvyWeRWecBZ75SFxrk8tFLZ00XQy8JCh66C/AOYuXyxW43I3JCgUpjZMDi55VknUG4q474xuge9hTP3TC0Ic5mg/oq4lgfGY5wUI51Q82H9MHIZUJieOYopcUxnDxeiS0K4ghaTdbNMJPOaTDLwajCZuR5ime/Npbd2QxUq3p5Xu/GSVJS/mNPw2vo3cUFEBPuC7hGH33AjHCJAuuAQkjV5Aa6VJpRfc2FxFRFuoBwEHlxecixlr11ZZ2d1geP8Zi3zC1fVtLD0aYYeqLJABZHVBXiacpxWxDRis9LBIirRgOptydHFKqxXTaDVpSkGj6ZRuvu/TaIUMBj08P0SXBmEdJ1BFHmhnyDFVhZLSxZpJEIFELTkKL1KYMW7PbKR7QynAFM7OLIKAlf4ab956ja/cuEFDp+S0SZOa9e6A1/YazNKrnI0npGnqpvuLKeMnn+A1JM1GTF3USCQr8Qo/89Y3mVS/z1l9ii59Gu0mV65scO3GLnvbfVSlGc5qGp11yrIk8Q21n3E5HpMu5gTTEbVW1NSsbq2ytrGGigTj+ZiMktoalJQoBZ24gZgc0WSVjq+owybJdM74fEwahBhPopSLFas8RaJC7p0d89bpEd954zU+/EwxWB2wudLmrk15enbAjc0dvvzq22xsX6HX6XP30T0+/OxTUmFp7w6ITQPfj9BFTeoZ4tCn3ekgtOfo3oFAzEvGBxNn9BJgktq16gJsaairmuRkyoPf/Yh8lAAeG7ev0B90eGv7df6w+S9JypGzZ0uLrh0uzyQltumhjUUL6zYRhqVepXbXvLYvbBlfwHlE7KpHOIgwWqB1BbZEFxasj80rqqxCRZKw5aM8SWUNNlha88USr281jubtCpv0JMZoxmdjnrWf0a46VIVGeYqtGzs/vSBs9K5zOjsjzRYUImCWJ+iqJvRCGkGbovLIVYkOJcJ46DKnziTCc+1XoAICz2dWjGkGbQaNLusbaxxeHqMrgedZVOy5CWql0bnB6gJroKoLvJ5yQZSVcxhiNbpwRB273Pe6uYJENSQ61/jSKbbOp1OG4zPkYJ2ttXXeuvYSP1rcZzFN8aIp4+GEDMXP9gaUaYFIBEWmiUWANIbCZFRpQtBYA99HKeivrSFCiQwEWsDW9gZREJBmGUeTI/I648nBIde395BiGZIiJELo5apRuRsC7Y4F0rrIeP1i/eQ4CkEcuTDR0nEYsS4HQ3oSYYWTSduCqsqQmaFrfSJgs+V9cflWGyGrjQ2SeUZRa84mYz766Afsbmyy299kp7PH6PiC9a1dPOHzYPqUWTbF0/D6G7f5K3/tr7MSNTg+S3n02Y9oKekIx75HK/QokzmnSUliDa3YYCooBLy6vskrN26Sm5I8SWkOWlx7ZY+qqklrTRy26be6+EnO29deQ28nPLx7n/fOJzSikGYjQkvLtFhAXTC9POH/+NW/x/17n7GzeZ1nDz7D/N7v8/jzzzkwR5ykI17uvcIrd97gapFzPhzyW//itxjZOY2dHlE7RpougZYQGrSsCaIuVwbbRCqkLnPW2jG6qHj68NCRoJVABAJbOmt5uBKwOJ9RTjIqv1ymSbninmYK1dRsrm5yPjx35qolGNZiEctNFMbh9etaY1/kPFgX/4cUyNgnDFw+glAWJTyiZkTYCCnKkqIuKJLCoeRwHYPylgnkngRPuUIS1mjpILoYnNELB6xdVgVH3TaGrMpp+ivUZU6SVeyu/oQE4c8WhDA3BOMSPy+ZmBnTKoGqpNFp4DcaZHnqyMOyci8/bcjzErwJjahBoCye8rn60nWsiqnjgNZiiD87RURyGTYqAOMso0r+OCOttGRZgu8FSKVcMIfE5fLVFltrqHHBp57FVE4ZWC4KNjcblLrmMs85e/qIb7z0OuvNLoNWg0cfPWO8OUPZksHKChvdNYajSzJRkpsUH4unFcWsQlaWpJhQZyn91QHWZCTjHC/2CdorNL0YoaGc56SLhGm2YDic8PnhARtr6zw/PIVKOwWcBSncGojlHET5EuolWNS4qu6FksF2h7WdAc3aRy/gwbNDxtMJKvKdvFtL0rLgdD7ieHTGbrJL3OoAHklpuDwfsb2zhhLgWYOpK/qepFGDlwWcH12gFgGHJ4dsvfQyfiMgjhSeFUS9Drdee4XN1QE/vHufJx+9jzQWo2rySjMfLZhdThiOpiR5itYVVSt2jAijSY4vUDvX2F3bwO7B7t51fvFn/wK61AwXM2xd0243OH38hNE4xITQ8js01vqsNFY4Hh5xMHzO5cGY7DJDWEW6UlEU32ej/SlFYbiYprw/OqD/Uotos8HD8T7+PZ87N14mUA2ejYakgXSZFZWl12whjSYhI8sNUakRhSWOJWkJx0eXdP0dNq9c4ejgObUtl8E7JTaQWM93HaoGqSxCC8Iw4OWbe3zvW98iiCzdaw2CQ5+qdO2541RKCNSyK6zR1qViy0hhxPI4Urr4PxUoVOChkBhdIlWAqD3qWY3FIvFQSoNvoRII4SHdNhtd6WWYLsvjAk4DEymkccFCplh21sZh4sRybiFjhVkIWFjSbP7TC8IoSTFCkVY18ypld22dtHCpMzJQhC3JIlWU2pCO5ku/fIknG/TX+hR1TQnsXNkjW5yTZz5hGCBDH+UbUDgTU7VclCyFG8ZYrLQYY4m7HaRSLOZj59qr3RDRwfrFsj1axrn7gunlglbc5I2br9Npr7K/f4+kNgRBSL/dgv1DRgcVa2stYhmAMQRhTBT6JLlFWQ+TVYhMo3wfYyzZLGVYg9eIWMxLyCrWO9v04x6TxYKnx0dM0rnTwAeSzx8/phk2UIHCYJC+cuRl7VKVqspFp3v+ckhaOt8/vkQEPrW1pJOCqNMi7oVslH3aqxGer0jnBfOkoCxzDg72eXL4mJf2brG+cQWAdHrBvc8/oL/+XZpBQNhpEtLk4IOHXM5POTh+wuOspEOAbTYZzi+IpY9nJCudPh4SZMyPHp/xO7/5m8wnQ1a3BiwmCw7vH5AkGVJ5BLFzE9baUut0iTGSfPTgKSKM+c43vsHtnetcu/4qu9du45uK6/MpeAGi3WFyMiJYzDhdnKOV5dbNl/nqa2/wBz/8PuNiRlSeMR5NCEIJUQNfKKaLgkBErDW7LJIh5VRQNQs+3r/L5DjHVhJTZ0hr6IYxVilqq5jkFUWxoCwLOkTMzsc8zVKMVVAZpheXvPXKt/nql79OlZaMxqeUunArX2Xd4O6FH6XSsBz+dr0BX779NTI55a07b3J5lHD//l3qsnZqRCWwNei8wkYKFVq3bQrc8U+nDhFnVY30PYx1a0grHOWq1qULBqocs8H3IxAFdbVkQCoJyukezAtrvcAFyjR9RCzROeilU1ZIhxWwVoEFnQrKJAWjCBuK5LL66QVhNnIhrb21BjJR/Dvf/CXevf8eT4+ek5c5G62bPH74lOloyNFnh0RRRHe9QylTQk+RVyWaivFswmh0jMlwN/4SqksFqhb4NqL0DJV2DjO0C/O0WlNMp8Rh7N5SS0z3izOSNUuvv8DFmWtDfpmgC8udq3uQu7ThUTIn9kKiMKbbbTLTOcZUZHnG/cPHTOY52ACss1ULa4mICFXA2toaq90ewmpyQNgLsiJDaIEUAaHyKMsUT3msxV2mJiFJ5iRm9gXT31iwSY1F4UkFwiG6XBCL/WKajBVUec3w8JLzdIjQT2h0Aga76+xcu0F3pYFC8fzePo8/3+feu59z7+Z9vv72V3CmqZzL41OKPOFyekZz7coXF3U/PeeHZ/fIe5o4Ctlcu0Nvo8fGxg79RpfvBS02Bp9wMRvT7LZ4+P4fkC1G2Npw8MkBk8spVV0iQ5+g7aLgjBUo4wJOhLFYAUk542xyxiJfsMYaVZ6x//AeBoUnLf1uk8nJUy5nIypdky3mPD3eZ54tSLOEtUaXb975Flc6t/n43vvMFyM8FLPxguHzIcJqwl4D2w671KcAACAASURBVPFYyz26ZZNicsGj6YLnj+4jlOVwcU6jEdGJ2uhKU9iacz3HGks7DlmcDxFrLRaXUxrCJ4qbHF484ebLt9jd3CUMap7mOZXVzmT3IsJP4lbGvqLIK87Hp1ykZ1y5ss1f/N53kZnl4PFzFkwcMU+49pzaUi9qCl+6ISEGaxytySWQu/mRNRadalAWbEWhrcv6UJL2ZpOo2WB0OKKq0qUS1glQTKmdx8YYvIbnckdzg+e5DhQjXJCxctAPJwgUSBWQnM/xwiZ+GDDdn/4bjgzSXXhR+tzoD1gRHufDoYv2AorxBM9IRvun5JME0TZQd2i2WkhA6RqNIMnnDmJZOsOG1trNz4wiMIqWiiilZmYNNS6q3EqDLi1pnqGiNjXKqcZq7X4533UIMhZQWkxZU1caAsFlOmZ4ecb5xSWj2Yh+OmNbRZS6RhjY2lpHG81lMuaTpx+hiKnqCoNDioWRT0VGO+6w2l/l2sYOl+cjglCQ1QZ9eoqtS/JijqBmZ3uDtTrm5avXeXbylLtP77N18xqLqub00XPQTqgiQzBySdNZgoWFdGsucHkJxjrfg7UaXQMF3On0eX1lg4PjC57sP+Ho4JykrvF9wScff8rHr33sYtu1T20rokjx+d2PuPKdHxeEqW8Y7G2Q5pq+7PK9136efr9PEPo0mit86a1v8Pqrr/H5o8/4F9//ER/94GMm51MnNlKgmj5ohZBOUuuIxMtMh0AilXQCmciS1RlPnj/HDyJKz3J2OaJJgVKKxsoVPv7ofWbzc9qNBrnOGE6nPDg74O7ZAWt+j9u9NQIFq50WMrQk0zGLsyFJNqNS0PItndU2aT2HpzXBShcpK47OnmKMRTQlzdApQxtRl4ZqYBvr+FFE2w+wc43nebQbHZpBjNewHA4zMhR+FLG5c4O8NpwcnVDMKjDSHU2NKwgqcAzKk9ElHz16wPbuBs1ui6jdpNUIWcy1M7oh3PEhxrXrHqDcxfcCl4lppMvQtIV7sDECqoqqwpmjpCTqxaxd3WF7b5WH0nC0cLMEazU6XwZavJAxS+k8NpljeCKUKwRyqa+oa7dC9hxVq0w18Qp4SlH9a5Kf/0xBqLuChJys0jBocm94wWhxSRAFDPrrdJoB670NnskGXpziRwG7V9bZ2NogTUuqumI6m1PUOYG1TGdTqqom8COM1ahaIEqB8aHdbIAQzKoUYzW2ElAZfOXT7TZpmojR8QW6dBN4GSmEL5c2UomUAhsJ4l4DpOUH9+5yOZtSmorO5Snb27dIFxl5UrDbWyUvM+bJBLPMgwj9gJVmG7Shlm73H3gReWXwoxZJ9pR4dRWb1ozmY1SziT/cpyw0yo/ZHnTodRuMihhxCJ21Hmtba5zcOwAFKgodBai2bruwTCPylIcMPYwQ6ErjRZJGLyKOInzhwK1hp8GHd/e5/8E9JvkcrxWgmu4yPXxyyG//0ffBKG7tXKHfW6EZ+IwmGScnh2xt7QIwPD6jXkhm00usJ4j9ilutDpf5DGNyOq2I3Z1rPHr0iCeffMDo6BRP+g5IEguXSp05jqMVTsgjlFOPaiMwxlIvSigFp9UZPzj7PmdPn/LWz7zDYPsKauMadW0YHdzlH//qr2FEyqC7Qru/wsnlGZPhOSg4GN7jB4mmtdZnc32AlTA8v2Q+myFigYegnlVMHk5oN5vcuHWVvY2XOJydEMYhkZA0/BiNRwsfrxIsZkMaAVzfuo41msGtFufzAzY2BsTSZ5FkdLKK04OnDEfn7Ozu8Oaddxym/mKIqJ35SQr3hg8akVsPei2mpUI1S3pFhzrP0bKirkHY5bYAgYw8POk2Gla+iIUT4DmyltEOgw+ObGUqEFJijHvRSV8hYkEhCrwgQPqWunYyfissQgUoT7jZgZUgtXPklsblgvi4EF3tXLeus3bzhmgtxu8GNLyYGzfWf3pBSEUKaUalS44mTzidPieIG3hBkwLNopzRawdc37vCYjKl2YjZ3lrHeiHWrwnjNo1QcTk6pRM1mScJ1gjaqk2Z5bA0BxmtsTn4vo+sXUS4FBZjBbU1WGXoxF1m4WSJx3ZyXlu5M5hSChkKVOSzubNKt9nhZHiBthoV+eR5wqLIKPOMIPIIfMUky1jojHXpmAzGgNQeeZlja43xJLN8QVjHeIFl48o2D04PeXj/CfNZQq0PSOo50oeVZot4vcWD6TMeHTxnvkiwWUGn2XODRGvdEAd4EVH0QmKqrEA0JLIhEYXEDzxWeh12BgM6UQvrWXb66zxbHCIGPkEVO/UjgmYnYrDe57U3XuHq3i7S9/Fjn5ZpELUGbCyLwW/84Hcx5xM2/RX2pwfkZcIn9z+hWWoui4rBxh6X/pDnZ884ePTIhdqGPiiJ8nAuTmGpC4vJSvClE8IEy9VoYp3iRjpTTjrLeJbMGc1mZDG8YmoacZegzLn78Wc8fnifXBf4QhHHMbWpycqUoB1iPQ9taubnE+pS0xrECGXxQx9jnB6mTCtkKrj20m2++uUvc3X9KivHigdpxbPnjxjKhH4rgjBivdXiztZtZBhwZfMmjw8+45U7b/Hbf3pM4HvU2hBpSyOMkX5AJ+5h0oqbr3+Z8+MLJsfvUcvChccsB97K+gRxjAxL9vef8dv/vEWzKvjs3fdYDMfuwbMvIv2cK1HGL1bM4gtkn8HlSpqKpawRNyerAAy6MlgLwWqDMig52j/m+bsHZIsFMopQkcQLJUZY557Uljp1A1EkCM/5f6yRjhWpXNEwpdMqiLYhaIfISNH2Yv7tr337pxeErAKjKxrtDjoK0HVOp9dCqIjnB/ss8hYREWLQQXkKLQynoxG+L+n2e+xcv4EpSi5HF6TzjLOTE4azKbEXoGoImg3a3Q5pMqUqDZKAQCqHrZJucKJzw8V0RNVRBNInJ4fYsQestV9EkwlpaHY63NzboxG2mI3maAvNqImoNcPpEEKf5kqLsipJdE5GQVFXyCQhnSRkyRQttQOcWstiVlAtFhytbNLqdh3RKPSXdAODMRVWKIbDCfFKi7gbEjUCNjoDemrAhKlb9xi3BXFKS1fZhZROYKKctFc0BSv9Nl4qmT4ZkuzPGAz6rF/t8c7P3CEqQu4e7FNmFVIJBhsDfv5LX+Urr7/Jf/If/Vc8P3vI44OHZEUJSiGbLd59+gGnz08xk0ve2btGJAM+2r/LzKR8/+FnfH74HM+P+e7XGxRG8uknH2HSijDwUU2Fttrt4XETbBkpgiB2D8YykdnUS9JDJPGlxPoWWVoqI0myhE8/+JzhcMKzZ4+J/SbPHh9SewbhScqqoFzkGO0o9VWRIkOJLmpkJAh8SRxGtDdX8aTDzC2ynKgRc/vaTV7fu8OKamMuZ0S1T3ttjaudBiK7JA6bbK5usN3fJlZ9xotTDh49pCpzho8ecnl4Qpkn9FfWeGfjFuVOl3FWsLdlOTs65vrODbb/wipxo829e+8yupw5IpOUFNWCuBHS7W2TFSF/8v4HPHz3h5wfHVMKibBqGSxjoNJ4LYVqOI2JWbIPLOLHA3KWhbXWjtRkXCYHxqJiSTAIEaFkfjohGbtNgKlK0O74gnCyf2eqqt3LzZNIP0SFEqMVUnrYwqlRjXErfFsb9KLGNixBDDe2XvrpBWH47IKd3Sbfe/tr7G2t8E/e/ZCT6Rm97gad7hDqmtliTFUY/FZIVVcUZc7a6g5r/U0aXsR0kRLKgMPT55ycn1BVFc3BJlfv3KQ3GOAhGQ3PoDYM+n3G9ZiH0yekdYoyCl0A2jA+PaDXvkLD0xQmc4QYT2ISi7E1FBq/BlloVKwIRUytC1a7A3b7q7TDGLW+zrMLS11VLvG3NpRlgS8ryklKOpviRRIlPMzCDZSMLZmOxmhbsrG6wfnxKVnouQvrSXzlkVUlLb9JZD06rTZ5WDJPZwxuXqG702F8OMGWBhkol0doXEETgOd7eNpD5JLX7tymazv8aPweJ6MzZvMZaTXD/6WAt165zfcffkKYBuzduM233/4KX71ykyvbrs2b5wtmScp8OibauMr9/Q95cv9j/sLe69zaus7zi3Oq0tBQIWM94XB6zvFkSCNosv7oM2R1n+Onz0mPRhztP0cEwiU/GefX13a5n7fu7WJKQTXLkSpEeW6ApqIQbUvKwixltIJKwfByyOr1bfqrPdaTBZcXTUbTBKSHDZwr1AuFO2gb63b0ysPHR2SWoGXZ3hoQbu1g/ZC13ip7a1fJL4f889/6DZ7NJ5S+ZmdjwNX1K8wImU3HVPkCcgjFhPOLUy7PT8lzy2SvZHNzm5yQ1dYNNvbeQagYc/iMdPocWWnMxQWvvvol+jtb/NNft/zej75PmlfLIbEhWVS0Oh2u3dllZ+0ar+28zG/+41/jk/vvAzkmrX+cCLXkX0gkGEtVlFjtdCq2tAjlubg669gabljoVtUqFGijnUdk4oqBFLihuzFOLi8EolDLtb38QgwHIHzPoQQiQZm57Za7VtJh9iY5fiNiGi+4mF/+9IIwORxzY22NVzau8c6br/PpvWccHJzyxms7fPfGTYcqP/ick8NDrDFYrfG9gDAMEbpmvGzbe70ek8sF/d4mts65sr3Dt7/zCwx6GxTTS4zRdFstrmxv8/H+E4Z/8g/JRgfupmy76VtdSaRfsb52g6Pj+47svGQA6kxTzyuOZxfUs3vceusWzXYbG7foNldYa6/QjxoEmeHg+Izzs0syk1HWFamfsNZdZWewTqokUlrms4WTREt3fHl68JSt1h5rvVW2bt5kMpljjUZXOdf3bpHJEaY2hCpABh6tOAA0oQftQYfJ0cxlODZjqBWLRekMTwKUFDRViGcVsY64/cqrtLs9fvjhu4ymYza2t2i2u9y5fpO/lE3Idcm333yHMOgi5i5PAiCMYe/qdbpX73AxPeHd3/kVTC744OyYWjTJpimeVGy31xlOR5RphslrKq/ih+/+AJtBNSk52X/Goirwm5ELVhUuP9qUNTqtKcc5dtnhGG2wXomunU6/UgYR+QQNB5gNIp9bV7dJraStGvTDHkl+iCDGUyll4eTYaIOIFFbLpTnHUhYVo6NLJhKmsxaddocrq5tsDLZYX9vEiz0+Wlygr6+xLXfYbvo0RIvdO68zHB7w2Ufvcv/4lNm8ohv1qMqMIm5ybW+d7de/wmqry/BiTFQZCt0kTY84HR/x8NM/Zjq7JM8O+fz0nGavx0p/lfXNNZ49P3HvdmURYs7p/n1awR7ens9w/x7nh8+oixkvCFnuVQ51XVMnTlpsWAbrGLv8I0FrZOA7OJDndAJWW2xl0SXMn81IjiekhzOXoxE4cZIwAi2Mmxdo4ZLDhJsPWM93XYZ1nZ0xmnqZ6m1rgfLdVqhe1BRZwbgSvL//Cf/hTysIl6NL3v2jT/jf6l/HSo9XXvoSO1dv4oVtoqpmp7fg5KzBhZEUeYnEUOYl2ljwQ5Qt8ZAM1tbpN3rc2LmKrmuu37zNt77+51jtrqKER6cdspjPydKET/c/hqJASYFRAi1x01IJtcmYXh4s5wfaVVUM1byinpRUJuU0rwiaAS+9dZvBeo88T5klE9pRyLhIuJiMOR0OqXwLbR/jKRpxwEvXr9Ood0lmC+7e/5yFyqix2MBSlgnjyYjOSoedjS32w3voWhNoj9HxyIlt/IhubxM/apD6PZL5nNnzEQESLxJ4HY+w6VNeVkvwqUUoRVmU5AaoBHc/+Ig6Tbn10g1+/htfwQifva2bXL1ym91re/xiGHD67DGh18AYjSehSBNm6Yib6+/AciZ0bXCLV7Zu8ODJA46GZzRNSE81SbMMaRQylyxOF6ChP2hTLAyTwyHnp6eM0zFe23fFQFqMWKYsC7eB8eIAXTpvxYtUZBV5eLFH0IncDVhp6rJmfXWDW1f2yI3HlavXeeXOl+k1uzQaIRfzOZ/c/5zZePLjRGpt3VHRWGxpKNF4zYAkLzg9GbLRXmGjt0kcxOgApDT8u3/+e7x56y22r71Bp9UkP33Or/zaP2A4uM750/d4Nj3gpTurvPTqz9JUIWuvvUY9PEJcnCKnQyZVQLe3zsGDjxiOhhwPR5yNjjkcnmE++pBOM+LNG1e40lnhyJ5RUbv8kDhiMbvk0/f/OZ75OpeHpyRy7h6+3PCCoIkH1Ib0LEe1lXMlCrC1wRkfLDqv8YRYagTcut1ox2LAwOLphCWwCuk5VahUzssjkA61bzUS17UiAGGddD6z2EVONa0xqUaG/hKmArqqUbXCeg6//9GDBz+9Q8AXzGTCnzx5l91PdrjZ26QbRwzLKT/60x+wyBPyWiA9ixd6FEnKcHjJxvoqzTCgrnKazTZhw6MRRERxSOi1+OqXv8zX3n6HZjNgcrlACoOpc+ajBFVAQ8VEzQizqKgSi1XOwTWaThCFRUYhprbopKI4SFmKwwFFmZUcfrKPSQp2XrpKvBIznzeYpgumacbCZEznCaod0ohCeoMeInRqyH53hdB6NOMWeeki373Ao8ozal1S6AIvV+ze2GF2McYWhvl4StOP6XgtRF7SED7NfsDo4pKL0wmLSY4RYJWhNgVVWTqIhecCTMvarUu1gNFkwXg242h4zi9+6xf46ptfY6O/htA1eZLRarRRXoAuS3wvxBQVK+vbdBqDn7iIf+Pf+k/5X/7h/0Q2nVBMa55lz9g/PuJgeAGFoN/pMZsvUNLDlpbh5IKZnUFTIEKJDXDCMdxgCgky8Al6PjorqJPatafekjSsFNWsdPkwsU8QR/itiLe/+Yu8feUq12+9xsu3bgJw7+5dPnr3D/mf/8H/zg8++HAJA3FnWvPCCywlynf3Vl3VHB6eo4wiClusr2zQjjvsrq2TDGecRMcI2eRUl+w/esZHj59wPjwmXusRlyWbg3W+cvst3vn3vscH//e/5NHTEw4u9hmT0+xss0vK8eFzzk4ecXjvCUmeEQ8aeH7AxJacjoeucwkVSlqk8hBIyrxknDzh3icpw2eXpHKxXDfqP/M0qaWpyeQaPXddg2wti4JxQTkqdCpUo92GwFZLytaPNVGu4aiXtC4BMhQITyFRSM9tLkyl0bgjgZBuzei3Q2xp3KxGa1QrQPrKKRV9QSibyExzXvwbjgx1YWjEirAT8u7Dj/hh9i7dwS6tuE2mciZ1QllbKlvSaDVIpwvSLGOR5TC+xKBRcURSZEgjmYwS1vtN1lev0WwHAMzmIxazGcYY4mabd17/Jk+nF/zBo98nF1O3SllGgMvSTWxNVqHz2tGLl+sawPEZpaAoNYcnl8xrzWC3Qy4HCC9AexIdS0SkUA2FiiSdlS51WTOZX+JZj2AJJJGBQhnBSnfAWXrIemvAzY1NHjx5Sm/QJy9yysMptQ+JDDg+GKG9mpbvIBiXJ2fMxmPms7m7uNKpMjvdJr6F2SxxcxAHnXfTZcA2IprrA1IfzucXiMCQJRUXowmtfo/Khmx3uwQSposFN/9/sFe7nS5vXb/D//h3/we8okHcFeR5xe7WJv1Ol6PxhHtP7jKaXWKTmtRmBO2IStdL2KjTRJhau0DbesmFFD7Wc/Ho0ncxcbaW7nfICxCSZi9AtHzWdmP+m//4v/iJn+2V11/HS8d85dZt3v3wYzTLYrDMyxSh+sLZKpZv1CxJefrsgDBSrPUHvNp5jc3+VY6PhvzBD97nO0Lx9htf487ebV6+sc4//c3f4O7RPjZWzKozTocH3P+t3+T++z9iNHrKk+ERQWOF737nZ7myc4Nnn37O2dlzyioHq6nLktBv0mwPOMoryjIl7MbUuqJONcmioFrUWCsZn52TFgkm1EgkGvHFUyxr8IXEYNCl+2cRL9/ixiCsQHkC6XsOmqOcmMi+kATYn/j43P1phfs6qV1B0OKL77PaZX/YSKJaAZFSVNptF2QkUFHgmm7PIn1Lvz8gnU9ctflpBcEPJe31LisbPawUVMqS52MaDR/CAVmZMJmM8CNF3GsSXcZL155LDIobIdZYsqKAGtLZjN6rX2d9ewdqV/zySjPPE8oyR9qAVqtBU3qYsnKrkXApT8a5LE0OJs+pM43NX3xaZvkxKaRy6i+T5yRjh8Jq9Tss2gXWFw4SqhQmNbREjC0Mi2zBdDHFZJJuEJNLgQ0UygbE7TbiXGBMyFt3fpZf/+3f40tffdvx8XxJtxnht5pYlZImEa1QMJnMmaUzJpMRZVJgbI0nYoSWWB07OysLnH5CIaxFW+N20XXNih9AmbJ/8ZRFnhCIFj+69x7hSpNXX7pGc3eXWHqU4yF6PEKt7v6ZCzi7zPlb/+3f5P/6P3+Vk3zMYKvPz3/vW/yl194gpMFFWTLL5qyt9hgOL0mLGj+MqOoKpQTSM+ilMMrWYgkEFfitAN9KylqjQ7WMTfMAg8Eg/ABdWBphyCsv3+TW7a9x9+HndFoxceiz1t/64mccrG2zvrJCFIRUtRsES+EgtDJwhhxrnOJOKIGQirw2PDs94/HpIS+/8gZbrR796wOknPNzX/8eG6sdAPr9n6e79gZ//1f/e/7oh38CUvBYfs4HH/wRa02Pp5cHJEoT+obt9TVufeMO8e7fZC4jPnv6iPFsAgHufpEN+oM2166uszpY4+GDh3z24afMqwlGlOgcZkXtPAbG0PA7ZEwpl8QpYyF9IfixQOj8ENYIqNyMJhoEFGmJpcJqhSl+3GEI6T4H3N2yrA/GkZ7r5eeOpXZTBSxLB6XEdQ8tSVGV1GmFri1K+tTzEuV7RHseNhegcggkuv4zONWfLAhrexusXV+h0WigkPiNJkp4WDyM1jS7DRrdAGFqJskFO3tbdDortNtduv0ueVVSVRWeUQQENJtNFqNjsnTC6KLCNlpMFzOMEhwNj5FGEKmY0/EZSVZS1xrlCarSuIlsBXVSoifZ8idUy0/Zdy0X9ou3DFpQLnIyT5BPEsp1iIKAQPmEvQYU0Bc9wkwwKwqX3kRFHPdZvX6N4fQEow1zU5A3BM8nT3j/7qf4jYAkzVF+hOor1PIct7K6RivucnpxybPjI8azlGxRUuQVVgqKaUleJFBMlyIUMNYBUqRYknWUJE0SDg+PWVvtU6OROqAjNF5TkCZjTi4GzLKMzkof6QV8+OBj3lzdJRsl/O7v/D/81m/8Hr/3p3/CwegpQSPG92KqsuLeH77PwZ8+Jei36PZaTJIp83SBFIoojDBtJw7r9VbQgeT0/IiL4QhJRaPTYXN7i52NHWxmef74gFk+Jykz8sWCItWueAuLEopWe5XVzlWKw+f82j/5FXZ3dmj1evzSd36ZjueyA4XyqCpN6HmkDQ8lPScyW86LTOHyGm3lNBwikM5arA1Wwis3b/HmG99iPM6oY+2KgYZ0PONg/zEnx6fcCPtM77zKg/0hyfgThrWge+VrNJRi8/rbmLNzHj36lM7WLZLSpyRfmoScmjDPFpzPn/HVt77Lf/2f/Zfc2L7J3/47f4eHH3yO8Cye56HTGi9SWF1TzS06zKlevNZ98I2k+ldBiLXACuEGk0oilKUuasppuaQj/SvFQLkxg3vzv7Azu/+r1j9uHezSp+12CxKv6eAofitCxRKdiOWAsaZKhOvu2u6r2+tdgq7zz7RM56cXhNWdAc1m7GguVuMrH4shrxLCRgtLlzCQSGFoeB2ub+8yCH10WeOrgIvhCKsCIuURENBobxH4LS7OLxHGIAtNns0oijnZYk6ztcLTs6eUaCKvwaROUA1c+vC8ph6XX3xeKoqwlSPCSF+AfOEa87DaOP2PLwjaDbqrA/qdJhqnS2/4ChEqLIK6UsyLknYUcq25Si9uMeiv8MHQcjY7I7mYE660GC1m/Mbv/2NqoRinLl4eafCyCjuf0+6t0hh46JaiqhOy8Zx8uMDkNX5H4UlBBZR1jtVL9ol1ijZdukm+jBV1aXi+f0yn0aXRiljpTthtr9Pa3GajG3G1t01ZGEptWYQB//Td7/Mr/+xf8ME/+yPef///ZezNnizLrvO+3977THe+N+fMmqu6quep0A0CDZogCFMkZZkaQqFQKBzhkPXACNthv9thh/1gP/sPcITEoIK2RNikLFkUSYAgiAZ6nquruqqyxpxv5s07n3EPfti3uiEGBDrfqh4qs26es/baa33f7/uMsuYIGiHNtSZB5kBK0rLk5sEBYXLEUt6gfZQwmWXk1hI1E2q1hPWlBi+/fJ215VXm6YSf5hnLjQbPPPsc11/7Gq9df42nzl5lOsv54Z//gJ0Hd3nn7bfZ3tuhr0+obA4CWittOqs9TJAxKARF/5jd6ZCVToevvfQf0V73BeHweMpHtx4ym6WYwF+MhXUeMRdLXwwcqHhBC5KeELS0vMy5S+cwgcS5nPWVgBfzy+w+2GFwsMf+411Oj0+Y5Rnb+4+4s7tDu9fgxr0R3eXLBHKday88Rf/xJ0TO0ZAh4/27vHv/Ew76HxM3FCL1IiGtC1RpuHhuk+vPvoKdl+z1H5DNU1a2lomU5PHwkLxMIfcn8yxPF79YqHUS4nnItJp6GTr4laD1Tl8jwOUGnZcsDv6vvgS+k3T+2UD5Pwvt9Qs/O6dQQYhzfqXobccely+kxKSWalpiZqUvGlpgrSY/qVBhi+a1GpGTSAT1n69c/qogKGcIZOhFFsaDHbTShNIQhgllllHMc/IyR49HDJ2lc+UZWssbXrkYd6nV67S6PeIoohl1CUxCVWlUWKfd6qLXL3B6vMdTZxP6oxmGkl9+/Zs4K/h3/T+nmllfDGYap0FKgRWBn0w7R1CPfVCnUqgo8n5yITDap+ToypBNppSVxinpB2P1FjJyjNIB9qhiaKe4ZpdZU9PEsN5eYcts8ni+Q5LUWI1XmZze4GB0TBQkXLhyicHpmMoWNEWCTmfEoz6bF89hpaTUGcO9AfP5lLCZEC3VsIWhHBcQikWmg4eGBGGA9jInfzhKxawouHnrDlhHr9vk0dIqyytrPH31GV65+CzD2ZRHuw/ZLU558ydvcbC9w6PbB4Rna9SkITXbhQAAIABJREFUIFTS216V9t/PKKKGRDpHqh15mWOFQSaKQpTksxKrHFmeUmZzJscDqmHKN7/9bf7H/+l/YFm1vnw4VmoQ/NI32V4/S2Qcy0tL3Ll3j0Gao13K9Zee49uvf4ew3qHVVVy8eJFqmGJlyFqr+eW/czI+5GQ6Ii8NpvJirSCUvlvSfpApEAuFoH/InbN0u03qYcjnNz9htHeCspLT6YwqS6lyQ1WUVEazPz7m4XCPuTymdJKr3/oOK61NmnGbcn+Xk4cPqcUKcfEFAlsymx3jlCZp1QlnM6yXY7G2scLqxnke3rzPX37w59w+uUGr1+Tac1dR81P6t4/JTwtPN/qyYwUiMLm3jJufuZo7K71ewEkvX5bCB/dY++VhJxYvP4sz/wk6UEiPdXtyQUaCigPCZuiBK5X1smRARhKUxVQOGQvCboLJDTZf0L+MAgmFLZidpmwlW8TirwGkCCVRztNrvDRae7yXhW4U0+2s8nD3MbrIyKqAD24/5uHRCS9dfZqmbJHPchrtJqGEWhTQW65jU4EKA7qrbXrdgGbtAvUo4XBvl7Ic8Ozla7z09Ivc/OQOohSUkzl2YdQQkfLKLgG28qgulfgVmQyFn4g7PzzReYXDUVIyHqUUlUWFgiAJaAaSMFCMihEHR31kCwYK7mYSGgmdWsB5u8Un/SbL3QZ1nRCbwFuZEZiZJp3OEbHEKEmqS+Zpzs7jR/SP9jmdpFTWEjbqqIbEGB/I4hWYHp2llESpALsIuVWBIqgpas0YbQzpyRydWWZlznE2Z01PWd9a4v7hQw4ODvj0xg12B4fc/WwbKQPam21cAkhBICSBClFBg1a7xVq7iyBkrh2j02PGoyFBECOVIIwUKgqRUczhaEBNNRhOKuZpRT2p/XvF4KuXecDDnXtcee4VemevcPnSbY6PRxzrORc21ljvrZPNZzRczIuXr1IPGxyeTvjBux8Q5WOurm3xxSefMj0dUea51+ovALrWOFyGvyYki0IgFhJc7ZjNJ6RZysnghCALwcTMZyMiJYjCkKTbJWwnDB9UbLqLFH3H7TufU+7vcua1N2g34IO7NxiNTtl8+WWSWoy0Ic24TaIShAj9SWy98C1JYm6//4D/5Uf/Kx89/ATXNTz/6nW2Nrvc/HCHotTgoB01qEpFyuK0d0CpCZMAM/PXBpn4jYyTXuyF8bkViCfXCM9XlMprPIzRHrUuhR/qPhm6snBN1vzzHMTyy89H1gKcgqDpCdeyAqcDbKGRkcEW/nqqagFRLfLrzFAhrKLRiH5xQcizglbPg0ccjqryK7OaLHn56Rd58erz/J//z//N9oNtGmuCoszIJxknhyOGdsDh6TFPh8+TpTnLS0usr5/BhAXTcsJHd95iefN51uIWtUQxL0tqzRaJFIhcc3J6gDCSWlSnaPh/98maBiV9gKbwU3oVKESoMKX1qCkLUoEMAkQomM3HHB4dsnxmhTiJvJ7cgXAB6TyjWYuoqBhVcx6ND6gwJLJHO1kmtg6bV3TrLaZlTqxiZqcDFI4kTEiCAB0FBArG8zE5mrKqkE3pve/WUA2t3wlL3+GoOCBp1oijiKr06VRCSpJmQhKEjE6GCOvpumE9pLUWk4SS7Z19Ws0vmE5GjE+HHOzsU9UN9VqMLQVhIAmFpNGts766wUprnXNrW1w4c5mttRUmwxPe/fQdPtu7SxVK2mGdpVobFcfkpmSezslcyrmnL7ByYYMXXnr+5z4gla2wriCOFU899RSdzU2uFDOK+RRpLVGgqLVWsHHAH9/4CSUGkc/ZufeQLj26Ycyt7dv0T46RLIxeAmzuFgSsRfpRJL/kXlD5l2jQH3LaP6GTtAnrAWc3rlBmExKlaHbbBPUme8cHRKdtvr66xsWlVU7GJ8yKOT+98SnLx6fYYs5rV57mP//1f0Cvt04aBIT3FLuPdxkcH3vpdOSNC3vb+/zhzX/BPBtSorn63FXOv3CV0dE9jvcqdAmBFLhgQUv+8jSFWIUEzRrSFJAVCwqz5xI4Y7y+wy3yHYX4UncgIukPQUDWAk+OLrXP74gDnPIuSj+cFpQTjU696ChoR97ivOThyEZX2MIbmVQYomWGyUDF4LTBpAVzkTEoZmzFf80MYfBoQLvXIAwiEhn5fICsQAqNy1MunTnDMxcu8s5bP2Ku51RVRdafEVrJ6tl1xnbGRw8/5tUXXqVuGkzGJ+jS8Pm9G9zs30ImMb/84q9xqXMWXZXIQPHo8IhHO7vkUnP5/Dl0lnMyGnA0zTDC+7mlUL59SrzQQzz5gPAOM1kP/PDGAkpQNuA0H2B3LRvnNohbCWhNvMCYWekQscVUFQfDYx6d9FFxnc3OWWIBKxs9Vnox6a2PyYqcoB5SM01CGVJqTdJqkTQbhLUajXaT40d7yACsXdznhDe1SOV/7qAWsLbVY6O9xqOHO4ymU6pJxSTLGY9LKiyN1Zan9wYSPbcMDwcMdk/57uuv87WrVzg4s8Xa7R4fPr5HvVZn1B+RZSlKBnQ761zausxKUsPh2Nu/Rzo+oVGvs7y0xXMyQYaCstKEUUJRzSjmc9LxnNmK5ZvPP0+7u8z5rY2feSxKCu04HJ6QtFb42td/hcI4sqrk3MYKIgwpRhOqgz0CExKpmGF1wq07n3B/ekg20zTnMb/+zHlOjgbsn54wdRnWWaQM/KLO4/8w1iKtW0h4fSamKyzGWobFmFuf3yUO6lAJgjAkiRJS2SDLZpwc7fCDTz7ApiNaV15mfW2T77z2Bh/ufY5JCxq1gjPnn+W7z/4Sa70N6itrVOWM4/EB+yf7zOczfKyapMoqqtM5M55wAgRHR8d88fmHHB3uMB9lCAwqDJilFQE/g03XoJ0kmDmUhVoQ4Igo8xRnIWyH3uVaOmzuUWpK+WfZGW+flmFAUAv9uWcWVyn89gDrsAWICg/h1RYhFlhnZ3Cp8lLoJ3hFgVcxGouIDdaEpP05tbUe0apgro+4O/npLy4IRV4yPU1ZWYpZanUxylC1Na1Oj+PJkI9vfYrWOYKK4XCI0Y6szMiHO6SM0aVjf7BPQcrT55/m4XAXVcLO3g7b/W1KWaDngtobf4cin1KRMhwPOD3p0+uuIsqQnf5tzLgCvWAOIlCx9DjzJEAID410VYWUEqO980slAcjFfnyc0j+Z0a/6WALWLq/RDkJsWYBeADCUQlpLZSr60xnSpGy0z/Lq08+yvlxn++EjuA+udBAGZFWOKQrqrRZRvUlnaZOgUaff3yHPco8KwE+HnRII51dnKhKoUGEChYzqhETY3GLL0p8KAoJGhJPgpENrw7g/xWaaVqeBqFJeu/Y88wvXuHT+adofvQemZK+9z8FkyMULl3n1hec4u36RtQtPk4+P+D9+73f58Pgjrl27xqVLF9lYa5G7GhOdkc9OOTickjnF1pmzrNRjfv3XfhWnGvSP+kzKGe2owaNP38MELfJ6wnNPXSMAToanvH/nFvVQQh6QpzMq4ajJgtwUlM4Qmwadoo4t50grmBcFo3LKzv4e08ORl2/XWKDl/Kkn3cIe7BayXOEw2tOytDLce7xHZ6nHZJ5yc/seQbPNWquO1Tllrcd4/ICIkJ3hPtFKxFPrl5mXM7YP71AJzbkz53jq8jPUu8s0luvcvLPH7ngfkSjCRoKurF/pZQYWYb0qCkE55mbOR5+8A8bPCMCgqwX4J8AvviRIIX3S9jzHFhoRhNTjNjIoMChULcAZ58lJhfUzMRwu/4paJJ9cK6T3NzhrvbpQRD7stfK0MCFZkLwlQngNiZ5VXqqn/BUkSAS2MIjQbx4UkmJcMT+dEy3XqbdCwvWfWw++KgjN1RaBjIhdDVn49UZYSwjiiOPhgD/50ffZ3d+hkIZms45A0FxpIkOYFIbKFQTNBp3OFvOsYjS9T1Tr0N1aR4weY1PNnY8/4rVLz6OCmFLOSaczqsLgcsHxbp/d/jGTfErQivzUtPT3qiAOCBuRh5aWPj3aLSqhCD3QwktgDeUcTGZJWpJsPKZK6xTtLuOsIJunNKoYaULKQhMqSSeOadSbLAcJ589sYcyYu8eP0IG/E+qyQAhJWmQkrSbOWOKoRlir0T94xHQ2wmr9JR36CShDRpJQKtCGbDpjHAy8NFhYRCRQwrvTvDAIhBBUaYXJvXAnm+X8xY/epx2s0F3qEMeKi6tL7E2HnL12gW9c/S7f/dXf4vXNZ778ZRbTY8rHu9x8tE+80uNv/vp/yrNPXQLg87sfs73/iOF4ApWnMKu4ST1us15rU0tCjsYz2itNmkmd/jxH1kOwhsc7Jzza/oLtz25SWEOjXiPu1skwJGFIEgrCoGKr1yFwhjpThsWYnf5jHt9/xN3724h6RJxIVD32n5VZXB2sRIa+tRKlRglJVIswJch4QeJKHC4OKF1BMTwgVedImh16ScL+vCJzGZ/NbzAvc57ffJrnz7xIGLTYPrzL5/c/57krT3PphWsg4Pbjh+STKWdbq1S1kolJMaUmSEKUDBHaYq32IODKksoMmzkCFsXeCJzT6CfzxFpIFEbUmyEOQywcmQ3I5iN07BWfpjQ+A8Pin1PrvnxWvlIjeUaGM34+4CrPMhBC+e1aJHzRihfZDsbLoJ30nAoVO1DWK32lJKrViWNNWfhCFiQKV1Xo2QwbLaGk/MUFYfPMKivtJdqigS0tjVYHVY/J8ozT2TFlnlKUKXGsELLOWneJWV4hooAkCJhOZ5hA89S5i3TDJT67/SGD+YDVK0u06g3yWcZgOuDHP/kxr7/wGrIWEdsaSbdFZPbpD/bJRI5qCJobXUIVMh9MqIoKKQHjE5FEuCAOOYsrfZaedtWX5NukW6Pz0gq1esJSq02n0aHeSai3Yo6sIHUSWViUdQSBoKsSlsIuiYv47P49jJlwMhmhrFpcSySdTo+hseQ2x2mYjo4JJo50PKPCYSXY3D/MMlBIIWgFDWILM5NRZjlqE5JeQJyFFIUDFRDUwbmF4nKaefaD8eEsBSUf3rzN7sGA1eUel5/aYvX8GmGgyasMPe3z3k//gqNze3z76rPUREQUR/z9f/QPIZ/Q7x+TMeTxvRNAkKZz8mrxUEs/2ItUzr27n7H+0rfYDJu8O9rjwArqcZ3P3vxzPrh5j/nMcLB/xOh0wOjokGHlWFlpc+HaFssXN2i1ewRhDS0LtMqJayGuLnFjODg65u72Y+a5JqhHXsKtFxSmwmciEgiQfuMgawGBkgipMMavzlQ9ZhYZVDb2p2xWwPEh7XzO6vpLnNu6yk8/+BFVVfr8DuG4tnSBK91V2qHlcHzCu2//hJXWGlFrifc/+CnFcIYKlHfQlv7naC+3WOq2mZ7MOD0+9Qh07bChwQoLKiQMYkzg/JpUgXSSKElodhJUIGlGTdZqNR6NM/Z2+gjlCUa2sF45+CS/QXt3pBDe5SgAlfgX1FVefegttj7IRTgPJtYYZOV1B86CpQLjDVPOeJejED5U2OgSneZebKas99KMC/QcxBlFZvNfXBC6nQ7xokK2uz2ev/YiLtB8tP0x89kYoyuEVLQ7HWbjGeW8pEhntLptNlpbbNW2GBcD7u98ztOXXmC5s4QcnxCGDS5uXGV/fw/hNI92HlCTNa5evcYzz71Kr1Pn/fdTgmbE2c5ZXCToLNVoBHWOZJ/ZdIbGkpnK5yBWXixuKp/cK4QP6sQK7zE3Ga7MmEzndMMYKrBZQLLRQO14Am5RViQBFGVFk4RIh0zSCYQhy50aNhcERqGLAlqOUIXUwgStK3JbUOUVVVWQTubosvoKBKsALCoK6EYJ5I68KJmmKQdywOq5s7Q3A7LZCLC4tqCalRSnBbqoCOuxXzMZAaFiVmbkxzuczk9prdTYOrtCEiX0B6e88/kXNOP7PLu7wzknObuyxPL5ixC0oNliuL3PH//4RxwODkk6LaJuwPFRn3RWkPQaLC8tcba1xZvvvsmlZ66zGdWYHg/4aPcxcZnzzkcf8ebHn/Fge4f5bExZWu9n0BWPHxnuPOyx9uwZljZW2VhZY3l5BRlZ5nNDvdlgdWON3eF9Dg+PMJVGhMIX89KiU001zxd4sQBbCUQjxGlH9gR4qj2spXa2zmA+Yjad0Wt0aMR1KmtYXt3ijde/jStSbt38iJuH2xDtEcSKJJKc7Z7hzOY12u117j24wz//13/I+oUzWD2C0JI2DfFakyQvyU9S1paXOX9hgx12mZ5OcXXh500IZAwqCFhe32AymDGfVp5WpiRWQSUsWENalcy0JglqLK10GcwmmNQPvoM4WRi7vNrQ4S/8KpTIIECFno+I0Qj3Vd9gqgoZQJV6o4O1T7YPISryZichJbYsvSdEBQgcZVFgcuMVoUqC83ICo0tEFBA0a7+4IAQqoCg9ZXl1bZXlpR6DUR/pHFEg0EBV5SRxm3ApIlAJwTyh3ujRXlqiqxo0ZnXKsWL/9JiVxiZUEFtHJ+rgjETHhjkjBqf7bJyucby/y927E+7vPeTZ555jc/UMhalYbtaQJdyobjCKxlTW0E+HlKWmKhfp0KXz/0mrkQEIK7G5RqeOk3sDVCRgfZN8ltPstIk7EdHCuhuEnrxkDTjl2zgjNKu9ZdoxSKVodTucihKdOELt0HlOEISEMqJdbzCfGYq89ElPiwERwkMy4yhkMk+RRqBqIaoImM2myAfbUGqqMGLpbJdGK2BUphwyJFwKCJTDOokN8LAV7SPerIPpcMYXn9whdwLXiWittukmHZy2jMZ9zvRaEH61+2+srlJkOd3lLSxztj/a5rB/gooUPd1GuIpLrfPs3T/iJ+/8iF/+xne5t3eDwWDk49tiQW29QXBXY0KJcmArA9LLmLNZyuEXjzjdPeJkrcP582fpra0Tt9qc31hna20VmxuaazcIxqc+xdp4lqBAErZiTG7AKq97yS0ignJYgISw3STshUhlmewMCMYW18xYffl5NlY3+I+/8xt845XX0XnBd7/5GxycDnDKLQJ0ugRxjTzN2TnYZ6Ysv3X9Jb59/VV++lHNA1MPp3SaTWynItKOzTMbbG6skWcFew8PyXODDGKEAGNyglAS6WVkOcFWPn/DSS/kznONEY5AKuZGk2UzKu1X5s4Jv7kzBl2UfDnzw7/1DoGttP9b5xmJ9mfMDQ6N1b4r/kqgJFGNkLCmMK70hQS/ErW5wUbaX00Kg5EO4az38wQRaEdiE55bf+UXFwQfRQ2NWhOH4+7ONqPpBK0toVAY5+805XxCp73Ey8+9xHKvwxfbDwhbTZRLaAWOs8LbOSOl6G6dwwDf/Jv/CbbteOftHzJ3Mw7lKdHuHUbZmFavS7vZ5OzGWdaWNqiMoVurESKZZin5vdskpSUKIkxlOdFjnAQVeTaCSX0cmIxDWKQeCWuJwphGs049CShGU0RbEfRiXwCc80pGBzM0YTVmtVlnbgoG+yOaSY16mFCKiqCZYGcWpxRJVKPVaIIzTKdT/3AL/BCockglCWsRIpBkIsUYS0DM8y89Ra/TYZIX2LDGRq9Fp9ulvbxBUgu5e+czjo6OGUzGnB6dULqCcq49ecnBrJry/nufYUqLigRrl9Z55rVnWOp1kHVFUFesrC89aVH8l5YshQFvv/MT3v7wJkejU9qrS1x54RJ5WpEXJfNszJWLV/nk7XeZTgbsnR5QzOZeSiwEh3t9JpMUFivrJysz8MUhnxcUWUk2njOfZmwUU5ZWu3z9ay/xK9/6Gyw1t3jzj3/sPycFNtPoeYWMA6JODdVxUBmPS5uWC16A/xZOa5RQ6JFFaegsr2A1BHHMxtYFvnb9G9RjwaxQbG6cpVVvMC2nXNk8z9/9ld/idDDkh2++yfbhI5596VlCFfDTj9+l1mjy9evfYP6e5uDxLnEQ4roxp8ORV73KEPCGK6sdoVSemmwUh/cfUrmhP91zh0jwMFNncM56rUeoyNCQSJSKsGmFKbxsnS8lUHLhSADKxWjBVKjYx7QJE/rQ37xcJDAFyFDhtMNojYx9HqcX0gc47bdZTjhsUaBTb5ySiV+nitArHnVeUo4LquOS/+2f/M+Cn/P11VBRNSAwyDDgNJ0wS+e+vRF+n+qMZxqWZcUsz1lbP8svv/oN0uzPGM+nFEXGqMqQcUhHdvkv//E/5qB/zD/93X/Gp9//lH/yO/8dn9/+FLKYQb9PZmbM0gnf2vg2rVaXNJ0yGU8YTQfslDmXNrfodVoEoS9GZ5rrqECSVwWzLPW24tijiEzhh3UyVN5RpvBT4tmEWphQklFMvUCJIEb7vpwgCih1xbiYs9WOaK00GewfsVBmYWcOE0EgFFGQEKiAerPBLEs5GhyjRUXcUuhqoTAXfiNSWYsWFhmCTjX1eoeNzUucCyJ6jZh63KXebpM0E7SwNJ7/JWYX5jzY2+ZGeovj8piSqW+1ncRGAqecTyOyjpP+KQ/vPmJzfYWLL25yZnMLWm0g5biouPfgFm/+6+/zwz/7Ee9+dovpbATOYqThdNChudTwBGIVMk1PMIVmb++A8XjK6HSEtoaD+7scbO9RGYuwnpfgzU3eQ/JkreoMVJklHxU0SHjm3BWuXXyap7obHLQOMcZP1ZEgpCVaSghbCUEzJhJ+R1+Vmlll0bnHrZEomisNVs+toZKQGiGb7Q2UAJOl7N67z96Du6xce5H797/grXd+xIO796j3mpxfW+OVl1+nSqfcfHiPdx5/ysc/fY83/+gHzPWM73zzdV5/9TrPnXuK0f4xE2VpJDVm/TlJZMmnjiRsEIZ1gqhiMsxQVUheZqTZkKghCZMAWzhEbjHaQWwgCAnjgKVel0GakuYzqolGZz7MRQbKR/PBwsDHQqrsT33pJEFDgg38hqEwyDD0yeCRT6Y2uSWMF+I86XUJUimPX5cGaytkEiIih3AeIW9Liyk1QlhsJciGMw4f7v3c7uCvdAgBha0QWlOUU2blDJ0ZmkkdJySV9lFj1oHRJXvHx7z76acMJ0OySUmWjjkaPOLs+hVefuUaly5d5tKly7z18cf80//395n8ywLSnDXXYpYecpwNSaKEk6NDpAvZG+wxTYeMp0Omp0PudZZZ7q0SB3XKoELEEfWkThL6kBWx4P6xEInYxUbCVhIXQJVbgjih0e2Snp4yS2dc+29/E8mU7d//BOMqROjbqkoI0mJEsxmwvrXBreMdTvoHTIsZS606cVhHBmMKU1DYirwqyW3mq7Jz/v626AUrW6Hz0sd/yQCTGY4PDllbXSVqdhlraNQkoVOMR6fMXUktTohjyaWtc2y0utz64gYfvX8LkxuCOEDVlRegCIEtDTq1HGwfcbhyiH3W0j8cMth9kweP9viTj9/i0MzYv7vL43v7TIuZZ/gnMWVpmGUZRmmWmj2G+8d8/8ZP+NqVryFGOZPtQybllKPxgDtv3SWfZiAkpqx80rH1HYIQPlzHsVgPS4UKBUutDheWz7K1sgXAo/1t3BLUN5tkpynNbovGcoel1SXaMiQiIc0zHu/vkCU5rVZMvdcgbgRIEdCrNajSCltqjgd7lHnJeDwlcJ+xhML97X/AnfvbfPLBRwyOJvSWluk1OgCE9Rb/2d/6be7d/Zzf++PvcXp8Shgpdu/s8sXN+zzz0nOcWdtgNJ5y9PAhYV7j/MUNLl1d59VXFFH7Arc++wFvff9jbAXGeJWhLi1SL9rzJ8HEJkDUJGWlGc8yKl1S5gW6qvxJHSpE3YexutJgs/JnnM5+eKiSmKTd8LzJvMSZJ5mPbhEgLEEoH5xMQKvXoNaNqCrNZH+Grgr/jERepuyTm9wCxOKHpyZ36FRzaP9/FIRROvKhD4EijCW95SXSUUaVFRTzivEgRShBo9fEJYqdvW3u3fqUtBxji4jJPCVpKJ5/6TphtM6H9x5z/cp5/uvf+R12Bgf82Q//BbrS9A/3yeYVTlgGoyEf3v2IrdNDKlcxnI4YT8cLnXZAUmvRW+oxy6eczk85HPbJdIaIvT3Ur/gkQSNAzxcEW+uoMk2322BlvYswGaZKqeyYk+99RHbslWYu9L1pVTlkzTAajhiOj1g7t8n2nYhZlROHCStRD5XEzOsDxqMBadXGOWgkTebZlDKtUIm/MljjEeXOKMJF21lfjjiZTXiwu8fKUkYniolyH7YxdQWm6ciLFKkDWlGHic2YlxDVFY2kTtjwSdlVpRdRcAIiTWkNn9y9Q/q9PyA2gsP9IZPplDSoaF9oM3o4JBtlmNygIv8gmUozOjrm7luaaEfQOrvC/oMD5P4HuKBOXhxyOhiw2z9lejRG1JWP0ZN+vYt2XyIpxCJxS0Se61dVOcZUSOGo0gmfffYJO49vsX5tGdVzDB+fUmu1SMKIM/MusRYoK5g3I2a9GVmZ89LLr9FOQu7u3Wf3vfv0t/tYIeDJYWQsVe6Tr/4g+zc8enRIVuQ8vL+HkiEG6B+fUp3sEa6coZpKJo+nuEp7xLyE09mMP/3BW3z66T3q7RZG5SRRzAvPvsSFi0tcvPwMq5tXeOvtT3h4Y58yzREi9GtuvC9FV/8+S8BmlqoqmRWWMisRiUAoSdiOF7Mur5cRQnh/QxzhivJnSoIgaEg2zq0RRyH9/SHj0RQiUEZ+xV+UkjAWbGydY/3MMrWmIs9y9twRh7uHPs3JepGekECwCDpyfGka05nDzv4DzqYnBeFv/c7fdWFYJ4xD6u0GG2vLnN88z869XR7cu8v4ZIJyAfVug+7FLjZWREnEtH+CDiQZBWk6oxH2KE93eebaJjt33uPyuTW6UcJ//1/9N5zOB3xy80OKOCcsLVpbSqs5nB9QmYJGrc1oPGE0GtFseCR56iqWooigDJjNJhwPj0nnGS4A8eVUFq/8CgM/nV5cc62zHO6coIRHrymncFqwfH2D050HiDwirAQusljlGKczbt28xZnljKjWYmvzLKFSNGsNGs0mRWeZ8egUgaBVb2GTnLE6RSdeVzAtJrjSIIQkbsW06g2CBLRyuFgzMvuk/QHSxtQPD1GAgJGoAAAgAElEQVQIQqlxSlHEklocUi8c+/0B/fkIkSgiJKIGLnS4mcPmlkBJgnqM1o7JZMq7b39MPtXY3Mtl42ZCPp2Rjyts7g0wloDSVqAN437G6Cjl4Is93LxkZmA73EYZB0mA1gaLQTZCVMMLap5IsJ1drNy0wCG9ZDzyTMCqLOgfHzMpU+7f/5zH9w6YDEZ888x1dsQxt7Pb6MCQ5wWi9MNSVEAtC+iuLKNVRbumeerSU3z46WfMqgp06deC1WIN5756kB882uXw6ATnLJWrUK2Ek+MTfvzOO/zStRd49emCP/jn/4o3f/oemam+pGAHocSkFUcHe7h9gYoVKpCUF6dE8jznr1zg3R8/4F/97u8zmvdxKGSw6IqefHvhAbQKhcb6NaD2kmGda4JYoRohDocpjR8gigVM9Qk5SXmi0ZOvalZgZMR33niF2zf22T89oRKaPK8Y9PvYyhHEgrWza6yvLNFK6lTZnGpYLYbPlf/5rBe5idAzFoUQPg/CeijNE//ELywI3d4WveUOK0tLrHaXaMYJdRGhe1OO4wirBI1ag16jw+pKF9sO2WydIc4l4/kM14Xd3KBkxPvvfkS31uaFq1e59daP+ea3f53VzhK//Zu/QZRI7nKT4/4h5ahPVRpmuUZHx6yuWFQMxmjm+Yy2qJGVIx4flYjSMRtPyUYZ1lqEC3BC+kyFQiOs97ULJSDwbrH5aM7tdz8nlAH1tS7NtTZBZph+MmDUn9Jqtlg7t0IjLBjMhxRlRTqcMip2USKi0aqB1YSBYGVpBVdZ9nYfYyqLqkVEQUK30yUsEsbDic+sdAIRQtiWqIZfJxGUiFCQCwc1gRnmzMdzXGWQ9ZgKTZUVmKJCyAinNM4tSEYSjFuIT0KLRaOSOmEUIbIKUXrLbGIkrhmiEg+NMdr4lO15tcCieZqPcwKsIVCSzIKLQ4KywjiNjX3oh4iEd/ItglmUWuC5MN6eHAXY0no9wSLB2gmHxfgMAVMRBiGNlqDbOceLV6/ztn2Tx4f3GJQZQRgQ95rUkjrdTptwdZV2ccTjfhNTa/Hp43vo2QxnKoTwMyH3V4rB4lwmy+f+/VQKNyuYa8O7773H/7W0wuHuI/7kh3/C/skBNljc2e2Tpb9YZCNKCARlZnjrLz+mmrapLb3Hv/2jP2FUHIAMUFL4WDcl/MBTBb47Mh637/4K5sgZ46PhjQebukU0nFiY9GxpfFqZWWQn4Gnc1gkqJfnN777Gf/HbT/O//9EfMa8KstGEf/f9v0Q4ydaVVc5c2KQpW1htyLQgChoE0ZSgEWLnhmpegnKEQeCl/5H0Ia+FQc8WKLy/riBcPLfGhYvPcmZtnaYM0WnKZDInrDcJGw2kgsFoQqvRoiPWSUVKpUouP/009/fuMjo8pbvcpprklHGbH773Ie1Wj2vPvsj7n93guRdf4NwL1/mG9RFT9nbFKB9THs88OLVyVInPgVhb7jJL56R5RlRXDCcDqllFpa2n0OonAyqPI7O5QS1Akjh8mxUpqrlBA52nepD4ye7K2gYXzlwlHb3I488/4PTefQpXMbYlrU6DMmiQ5iXNRocoScjTAbrMKXWKJSebTZmlU5QKUUrSXV2j3D8iGxfoYpEJqA15WWAwxEoRNxromUTVJPM8g7EPqlFxTDusgy4oyxInHUFsqAxUpcOYHBEHOMDmlmqqsalG1H3RNKU3x0RJSNyK0BgPYzESF2pcFCKMwy4yFVxlvcFW+zDRqCYwhUMqi3MeNV/NSkQgUbH0K0Glke0YnWtELohaC6ZiKDHOG3bcwp8bRCHnttZ55sx5rl+6xq0oZJZVzOczHp7sYwOJsgKkYevyFitJD9doMjl6yGRywnyccnLrHrsf32eqSy8fRmG1ZgEF+PJ0llEI2i5OWK/cc4CrLCeHE/70z9/h4Z1dbtz9glIXC2Wgb+NlIFFh4G3IgkXuovdU3Nm9Sfh2jVzNECrG5qX/foECLFI6ROAdiA6JCSzkFULYRbL54kBayNedtQi8YVAIh8B4UIoAgUKGnqbkxAKgOp5ycNDg137VUWGZ6IJCpGz0tuhdaLO01kWGjk60xKWtFcbTlDK1bAxXie9H7NzfZVJpROi71iemMRlL7FxhMi/Ht/qvuTIsn3ueehIROIswUGnBJJ0ynIwxYYhRisHolNWlDvm4xFpHWI9442uvsdzt8C/vfI9W1CJqKaoqZzJP+ejebZ6//nWev3QFDaw3OuQXrnLyzCEHjx8gpMMEBmkgkhGJqxNUAfWogZIhlSnpH40QoSCKFZEUSOEWd6OFj3wBBrVaY1n4zp3BWL8ijZshUUtSTAvKwSlHPOKCXGb53POUX7sA924QhoJktk9aHSJMSCNqUBMBCMlEB+xN+hwcH1IZmOQZ2uWs2BmtjYuks6GX2jYjytIrv4SRMAWD9sWpFEQmJCwVlBVllhMkEabMmE89y1Dnnp1glPQiq1BinIBSYzKLSSuqaYUrLDoqfAanCpBCECaB31A7i60MMopxzhAEEc3VNpUpKXKNsMJLbGsJ7W6L3lqLpghor65DqfnTf/sjjPIdhS0MDocMA4RQHoxbGqqZxkYO4bx1GRwylCTNGp3VDteee5peu0UnFJxbW+edGzdotuuoOCRp1HGVpqgbJkLQP95hfv+Yk90Bj24+Yv9gn6LSyHpAkHj0nfcPOJ7IdIRcvNA49KJjeGIjRuGjzbTloN+nv3fKbD5FRhKdG5ywBKEfuPnV2ZOXVmKqnLBWY3jU5/3RX6Kd15c4gdeZVMbf4SN/slpjFgY7CGrBIinJD/5EJBdrVI0rtd/USZD1wG+ipPBCNqvRuSGMI8J6QGdrjSASfPj5u1xs/ypap3wxuENExNb1Tbr1NkoKjK1Y77X4peffoB7HnA6nHA6OWFlZ4rPWZxwfnzDJxqRphjbaQ3+tPxSwzpup3F/TIXzv936fX/7ay3zj1VcYTHKOTg+YFxmFsVw9u87u/Tp7VjOdzpkMR6zEqywXHQLV5dtv/B0+ePtjxsMJ3bUlDgcHFHpKf3LEe5++w5mNLUStRkBAK6nTbbTR+LYlViEWjazVCJM69TjB1aHVbCAIebh/j6jbZLW3xsN7D8nmJ9jIIKzzD2oofYGQyldd6X/RJrMQ+ry88SeH2MxBJPnscMDD7V02z37I1plzXL30NC8+8xIHhw/4ycd/SiU1c2uZjE9J6g0ubG3Sn8C9x/ewmSYMAoyTWFcR1wKK1NJsxtTTkCwP0PMKFQqiMMBpS2nApDNCAmpVhJQBgYvRk4LUlMi4IKklBEp40U5RYSJHVVToub8OebyY9Sh67bAGTGlQkcMIf2/NZznWWFQsSJRABD4MpN6tUeUKlRjOL5/hmWsX6PW2eO7yBVZ7XTbPrnN5tcX3f/AW7//kU44qgzUlFm/YUVKghETVIzQV1jjfki4CXZCCMGqweX6TrcubJN0Wqc6ZlwXrrTZnel0ura3w0vQauyd9RNBCoDk4ekiYVowHQz7+y88Yp2OPIFypeSiO8WIdneov9/YyEt5JujCOyVD4E1sG3hrvHEg/E7BNmB1OMabyaUfG3/Oxyl8TrPOSceWFZELW/GdvLKmdEdZDVCgxJsRVBa6sCJIY8MxPL0bzsxQRiUW+hFhAULwL0ZSFnxfgrw2mrPyMKcIHslq8YS9Q6LKisdmgGdb5/IuPea5znkE+IJ9UpLZE1CytoEVmcqSDwEl6tTZrSx02u6ucX1/l7Poqrzx1mZP+EX/x/nvcO3pIWRqGp5MFHNeC8Aelcz+H5vqzBeGn3/tDXr5whl6rzaA0THRBrd7kG889xVPnL1CP6mw/eMhwMuRkOGC5u0JNNBj0j7h66Qx/+7f+Hn/xFz8gEjGjyZATPeBwPOLtD9/jbO8c5y6cQbTaTGdDKj0nUAJROUQhqLRjHo5IZxFXVq7RXGnSXdkCZQkXYM/11Yve751lHJwcIa1/WAvjmXwyUNgF0MVWFlNWCCNIRwVxLeDChU1kqBgVc2ytZJDtUj4aMh/2mQwGdNcvoFyPk8MviFckJRpR1ugtv063GxMfHjA49cEdBAFpVTA+2afShlZ7iTWnKbRhUkwg9JBSq8FIh05AY6iqDFda8kL7VtcYqCBfbCnkQmhVjZxPTfLmNk8oLvWCDYEfGgmf94h1PgQGMKVGxQnCSIQxyHpAZ61NIAOKWc7feONXeOOVN6jLgGZ3jXanxtpSgHNzhkVOZ7XH6XhMUZWIUHpAjRVUufEMChWipO++rPVzA7RBz+bMDwek9YjwbMlGd5mk1qCoSs6vX+DksM+Dm3cY9k+JkhjmjnmW0yRmOJxRqgqpFh6OiYZEYaxFzyqerORA+FZXClTkC3+oAlwgsNZ67oASBJGic7ZLrdugHByis9Lj0I3BYTBl4AlWT24gyrf1UilsPSBwvuhp7YeAsh4SJ5GfVRmDLQxGe9yxDKUvSuFi/SDw5OpUe0dr8dU1R0Zq0dEuwChKQeTnPzqvsJVl/73HbD27QWB7fHT7x9y8e4hakjhpmKcVZSPFGTgYDmhHTUbpkPMb68hY0GpEtJIal1c7zM5sce/uLo9ODwjbAfNZgU4rX1BrXsvwhLT0HywIKy88xe3b2/S3b/PMM88ig5wrly7z0jMvADH/8LcSfvCTN/n05g2OhgOWVwc83Uy4fv01nDN86/XrHA36fPrBBxyf9Dk5OkBOa8wGp/yz4wkXLlzila+/wc7hY27e/MgjqMFLkJ2gqiymG5AGApFXcHLMysoq11YvczIZcNJ/ALqks9LlNBv6vHskRVUhArnwNRhkqH01Lir/LFkIz7RobCyzsbLKeDZj5lKsdIyPx+zf+oTb21+wurxOZ3MLVVvhOE8RLYGuCnQjYbO9wv7uMsemT63doB44pFCUaYZ2cGbzIqJyjFopFJY0S31ar/Y6eJv6oBYbhwTdkKiUVOPSr5/cQmAiLOXcfSVzrXwylim018L/7JZL4BWMatHGOkdUiymdF47lowxXVdR6PkA0jgXNKOb8+hqx1jhZsbmesLa2jClS9sYWW5f8o9/+Lh98scut+3c5PD2mtDmBdZgKkBJnK/S8wOoKXfp7MXh03d7dAyaDCcuqzbdee408z/nwzm0e7R/y4QcfszsfEYR+MJnI2IN8taTRaVPvNSmLAkSADSTVvPL3ewRBHCED9TMnnMQRIpRC+hvil0yVIIroLS+zdfEM48PJYjOBt8svrhxGG6SRSCkXMXssHhJPxMY4pPQDUiHk4mbh8fNCgKqFSCN8gX7yy+CJRkBiCuNfOKMXITQepiuU+5L/4MxiCIrnFWD8SrEqc8YnKd3NLp8+3GV8MCEiIenVCSOBLf8/xt4r2NLzOtN7vj+HncPZJ3efjuhGIwMEAYoBEqlAUKNkyjO2ZI+rZJfL5RvfzY2r6GtfulQzrrJVnvHYGo1GQ6tojQIpgmIC2EQGOvcJffI5++z85/T54t8AOaRIeV90daGqu7HP3v/6vrXW+z6vyvmFNjIu6NW7PPnkJRZbPbbv7+P5U9I0RhMJTkVhaaWBfeTi5365pcnLm4yildmiivgHWoZ/+rtf5v7RIX/2xjv8J6bL+ZUlslhCnoBqolkml1e73L1fwTRspkmE1lBp6BYAGSG95SVOv3nG0fCQUR6gTEKO92N29ANSq0Dc0Tk4PuZ0OCKTAmEYREwQhopW0YisgJE4YxQWZMOIS/ElltqrWIbJ/cNNIi1FVXKMqk2RZBTpPNMuk+UDJiW6W/rsFb30imuWhl0zMByVSsXGtQ0GkUpcpOSNlDhJyom/f8JKa4Ou5vDg4B6p1HAqDiO/T0dIqrbNUq/HLPXpdtYp4oDY8zBMk3q1QTyZ0bSryGZGHCfkUVLq1GUpxZUyQyoFeVb67YWhlInXcQnelYjy9J/3eUVWkEcZefYTxYAShyVTiSh1T6U13FaJZ0VptJoHrQRexO4722gSWk6V7bUPmFYOcSwLx5Ksr38GTJtmYnDu3DoXX77Ir30RHu7usHu4ycO9R4zCkCLJaKhVDscBtx7ukM6GjI9P8achRUbZLxc5o9OE17/7Js2uy/DFT/JgPGYWhmxPT3FdG0ezUTWByBWWu+dIghDJjP1KFc+cldZfyr25omkYFQNVCMhAGDqFOW8LsjLXQjU1VFWFLCMvoF5vsNjsUHUcTk77pGFCXmQoc4GvpCyyMlUQjoL68TByfs1Xy+ATRarlPMAoVYWZn0NSIMwyuUpq+scUEkX7CNhTCn+EFChCoRCg6GX+okBQJGkZUqyX7sVCTUt+R1qgmKV/QaiCjJRAjVEdBVEXTE+mFH6O0qiS4VPNV3jpypPUunX8UcJQnvDGB9/j5GiKU3Go2QZ5PCZKCwxhcnxwQDQOKbT5wLsoSpMZ/0DLMIk9egtNdm5v8a+/+v/wX/6T32TNvcjWbp9c3effv/Z17tzfxlAMXN0h9HzyLP74QpdhUzE1qlWTarOOLzLiIAQ1p92qcmnjAq7jkKUJtWoVQYFpmxi10p8gKChEytH4iGAWoihQtWu0mm0WllfJHr2NjiTSNHoLLQ5PT8nCvDT+JAUyyVBMdZ6ko6DZKooiMC0dR7WIgoShN6FWqSPQCX0f27SwNhZR4vKDKRQIwpQwzCksgWbk7B69S2GeIyPFqrokUxWrMOmt9jg5PiSI/NLsoyjlz0Fm5fxgblBJ5+s5oZatTDHJkOQIObevBvN0XuY8QaXs8/I8Jw+Skhnw0VmkCnRXLb+M+vxoVAVq1Sxt0wUUYY5qz9diWY4fxBRZQWCl/JuvfRNXAV1R+Prb7/L7wYxP3LhKGqVoecFsOuGxxYuc+8QaZuVX8KMAP5kS+iMMxUBTNfzphAdb2/zLP/kq3/nuW8QTHy8I5uBYGI4m/Ie/+Q4n/Qmf+ORnuXH9OfYOj5GywNUdqo5Lmkm6rRYzIyKVKYuLZ5z0z0Arh4cyBVUvb0oFZShqkZcQFaEI8vkqDRSEruNWrXI1awlSN8dXAzKZlRkGSklgQhHITCkn/kWORC1vG6IkcaEqFGnZCpkVg8pSDafq0qhVmJz6nB4eEU7C+XUfVNNAN00MS4O8hAslRVzu+5Ok3NAI0OsaeVh8vDFVhCgPhiRHGOXsQ7FAJuUMIi8ysAVOq4ppuBxs7uONZ7hdl5P0jHcf5SxrbR7tnbB5Z4df+dXP0axYHMQHfOP9m1QaDnXD5eDwlLOjPt4kpJhbzRHlDVQx+YeHirfv36XXbHD3rQdE2RQl8fnv/uC/oGmrfPOtH3K4s8/5F34d5c5rhEFIu9Zmc3Of+AtgAQeDYx7e3aLRadMe1wmKiKHMMIWBW63j1hbprizRCwNm4ylKLnEMG9VQycKIzAdPQBF5ZEGGWTfY8/pYh018KVisn4e6RqGEqJrL8ehbpEoJEymyOWrtowGjLPtuDA2nXqXebpYqyHCE6RrUq1VUUUZiSUWQu5LI80imMxyrSrPdYDQd4EQ2G+vnUDCpVJtcfe4Ztt9/l507b9J2NVzTwsgSTLPC+bXLTCMfr/BxDAdFwNHBKWkYlDPyrGTaySL7OChXZsW8ZZLzZJ3yllCkeWn0yf/jD0poCqmfQy6xe5XysExSkmmAompYdYtkFlOGnpT6ddXQMNzSTXg0OiZLygLzKJgSVmNmwRd4bPkcIs/IwoS9oyNWl7tYxQzLn2KpGkq1Q5pmVOsNuHAVWVjUG9/CMAxm8ZiCogQHGQbC0JjFMYM4o9fpoIUhFc0mnw/cckUitJzj/km5ZlMEbrtGb32ZJIrIC4k3nJEEcakT0BRUw8DSQFU1FMNFtxUyEaFqKkvdDm6lSiwzCqXAqNikcUoUeAhFluvCvBSmGbaObVkkaUQhyxNc6ApoZdiPKiTuSpPLNy5x8dIFLq5dZHl5maODQ37w/e/y5hvvk2QxrYUurYZLLnPSMOX49hH+cAKmiqpAGsTMqztCKU9joZUzkI9Ym6VgCPSGSTlhypGFIPczkrMEY8NGdcv8xiyQxEVCgcb92TGP4gGWrjJTPXJRsLqwCFcz3r53mwe7u6wuL3I2GzPzZqXITMyBK0mB+OjQ/PtDm35UEG69fp9bYUKa52hVjW/88BZx8Ef813/w+0ip8qVXfw/XMPk6fb5z89uEU5+Dg33e3r7Lud55/sO/+VMebG1h9hwqtTr1qYeQEBkaqi4ZDQ4oRITvjygUMBwL13VQmbPjpSTqR6Xi0NYohEaWxfRHexycbHL9+pNU3S5bk11IRhhSI/XLlZRQxMfbBZmBnMeMy6KM8i40iGSComl0eyu0rRb+ZIzIBPsnhxyFA6I0RugO4f6ISe6RRDkXVpus2hcQZpWmOKWR17k1HjLxBxwNXWqqxaVam6pj88knrjKb9IkIiNMELwhIo6wUpmTzLUGel6rB+YBKAEIvGQ4yy6GmlRg8P/upYoCYL9/mNwZRSCQK6SQGCdWmgdmpILNsnjY8B5EoZXxYMQfLqKK8kgeJz7vvfEDbcsiejElkwVn/Ntt3dqjYDotryywt11DjKW6lQWvtHE88+xw3v/U6/9e/+WPe+PAtzrwpSf5RTImC1XQosgLNMVjdWKHdqnOyu4+uaUhRErXSIMLzAyigVq1juTWWV85hmg6FApnI2bq3yemjE1RdpdapU+/UcN0KtUaVmiKY+iH9OCQrUhrNBr1Wm1ZnDS/x8KKM06NDat0ahV4Qp8m835eoQsHSLAo1J/9oVaiUP1yhqzgNm7XVZZ66cYOL65doNLvYromqC6p2DdfVkIHEsjWCIGTSHzM6GBJMo/IJDwvyHwtbMFsOilHe2hSpkItSQizmmPkyI0ab34AKZFy2Ff6xT7AwQ0wleRhRyIzYS9FMjVqzwY3VSzx76SK99iJNp4WQLqtrPVaXWhxM+8RJilkxaa40MSMHVQi80ZTZmfexHuPnLBnKghCFUbkbVQUyyZF5wt++/SH61/6cX/3851loWXSrLZaXetTqTQqpkAQzvv4Xf06FCu++eZMwC6mKBlgqhjCp6AqaMJhGEa/f+iHVahXLdKg4LpoER7MxhIGvxIgsL4cvWqn0k0XCdBZRqxbEBDw6esByFKEVHsfeiMmhRxGWA0XE/FpYCEh/pEYrspxo6hEFPtIpSNKYatVhudriDJh5MxIS/PGU8XSGdxaUkXFajtupcZB5XMhP6S5vMDyLyf2YTqXOoFpn72iPS8sbJLqNUVvmuztnrKxfYae/zziYMBwN0ZxyMh9npb1XZuW0G1mU4haN+RqhQJ3HmeVB+nHy74+/1Oqck+cLihiSSUg6p/66rSr19S6T0zNiPy6BMPM/lyc5xRzTJWTJ8VMMBdVQ8Wcxr3/7PR794BFhknEyGHDsn6EicFExVZ1YU3AbFRYbLucXumz2x2ydHpOQkE7TeaNQakHyICfPJYal0qqa+P6MdqMHO5vESYxpmGRJjIFGoeYUKgS5j1RgeXEZy3FIi4Q0iREip9apo7smucxxXQ10yY4XkedBmbGgGDSqLVqVJr/84qt84/W/pH+8ydXVJa62FglCn4PDfWZhSJQm7N/ewwu88iQ3VYpCgjJPoc5zVKFStRwCP+T+o02y7Qf4nsfJ0R7RzEcxDMKTGdu3NskzSMbB/ActsJsOmqkTeTFZlGC1nFJeHsbl3CCVJcIsK9WfQi0RaYWSozgCRdMoZIqUBcHZlNNNDce2sWsVwmxM2J8QD3xcM2DrsICdgBdfdlmoFthqhqXVubixjqKbPPv0k4RKzGtvv0H/bEiuZOw/2scfemRpUbZPHxkzflZBkFkpldVsDUWCVHVUVfLBnQe8+IlniIqEzf1NjkYTnFoNigIXk6O7O0w8n0kypVp36XbaeElILsswDtu0sW2LMPY4ODmjVe9iacsUio5Vq7Kw1iMVOeE4xDQtMCBNQihMkDmua+A4LfZOj9k7GtBqtPFmQ/IoRtU0VA1yTUGYpcgEWcpLEUChkOWScBZCkCMqGXmcQF3F8z2Ozo5IoxAtF1SqLkbHASmJj0LcWEVXBLHpUugWF6/+Ou7O31BYHd6LLZQsQiaCJAU/Sjm/8TT1is7fvf7XDCdTREWjqruEpwFRGlCk5W2hhKh8hMrKkLIUuKhCQCDJwp/4dFRQDVAVicjL/TtKTpr+6CRShMbkaMTsZPpTH+68Ky8lx6qYJwKVA1dkQX8y5jQaosqCNC1vLTmSKRnk5U1leuJzdALv3NvmRxyf8iUAUzUQpl6mEUc5Sgx5kBLGIVrFAdXAkqCi4KdBmSOhaRSyIAxCNNWk2WxjOQbkktpila62iCkMRrMZhcyJDRvyHJ2UtJCozQqN6hK/91/9j5zeuse1X/w033j9NU52D7l8YYVmpYYwVS6dv4pj5kxjn387+Cse7W2h5KBGZbBJFkpkniFV8GLJiXGKn0bMshCrMDAzFd2CWrNCHKT4dZ/UUZk9ikCqqA5Q6NTPt1g81+HswwGnZ0Pc5RqthQ7x2OP44VG5cRICqZTqzjLcVi+fPqGi2YBd8heiaQRHU+pPN1lodxBJxt7dI9IgYaDAgbHHg+Y2syKh1enSbl4hRfIbv/YlFldWQKkQBscc+2ckxR281MfpVKl2HPxhQpJm8+Dhn1MQUNU5rVUn9TMMV0cGId7M52g6ZTQ74rU3PuRsbxtL0ahoLlXpMg6nhPExZsXmqRtP8dIzz/LG7ff4cPM+cRpjq5KmXaVuVziZnCLyElMdZyGFmrO+0CP1fMaqQqPaJlJyzgbHWLpJvbdI5jqMJn10W2cST5FnIZZTY3l9ncFkiBSQZj5ZWtJslY8yHNRSNJOnOdPTaalwExqaVPDjiL3BKccnh5BBrd6m13ERVQ0zMqgrBYvVLprWwlGXSYczHB5y4cIlxsU9PnVunaTyC9iWwdjfZ3DnDTqWRIYN8roJqUB4knAQEgw8omEIukAxyv+nIsvhI6HRnLyWKtlPSfWVOdFXVed98HzIVq4WZ7gAACAASURBVJRriY9fs8HoZ364QDllzwukOi8EhUBztJKJUHVwDRfXdjndOWX/wT5xkX78sJfEn7LfFar4GA3+4wVHr5oohkLip+Rpyspqk+WFRa5f2UAVJtt7XU4GQ7IkKe3bUkWRkIQxqq5Rq1RAzzkJ+hwHxwyjIehQBAmJn5JmGVkwQkkzGrUmF7tdrHqVx9ae5pyo0S/GfPtP/lfs+JR6y+XocI+s3eMzT73MP/qlX0bVVHx/yhMbj/EXf/N13vvwLsenJ8ymM/K0fDdSQpQknJwMmKkhum5gWDqrK8v84gtPUW85fPvt93nn/j2G0Yjc62MoyjwVW6O2UOHixSv81os9bt58n3veCc56FRKfIp4zHoQoN0O5QDHLGMKPMO6KUkJMSoGshm4b6FgsdBZQ1lKGQ584iEojlqURZzGvv/06a2sdLl1dRVeduSbHBFJsw+QfPfcZ0lThwc49gkbGxScvMuhPOHrQJ/b9n18QxHy6nQQBeSjRVIU0lRDE3HrrPX71i7/DSlVlpjnUpYmWqShCw7UcXLvC0mqTV1/5NOdWz3PiTTAsh/5gSJEnqKqkW19kZWF1zn9TETLDrNqoaUprpUlT7bHaOs/YOyPBw3YqbCy0aVWrHBgJuwc+esVGtXT0vEAkUanFVxUsTPy4QGTltF4ocxGI8lEIVoFpGGRpzmzm0axmZHnGzPeoGVU6Vh2JxdT3ubTQY2GhzaXFa5jdi1jNGnfe/oD+ZIJbb3NVqLhPfpKbtx/RrNTwcoVplnNr7xh/dBNvMCI88Jg+mhKOArIwAVVF00vrscxLMc+Pbw/gp307whAotoqiFCVrLy9324osr7tx9nOmQj/xKpAlaUiVaJpCpVWh3qtQ61RxXZuV7ioXlze4Kd/k4P7ejwqJOgfZShCWQBUC1dXRNJ0iLoi8FEnObDxDExq5BB2FJ557jpdf/kUa7S5PXr6B1Vjkr771Tfb2dqjVWtiqiVDg1D8j03JG0YjN0x2m8YyYBCElFhqk4Bg6RrWBKEzyNODJ8xd4/ulPM8sglFX+3df/Nx7uvkOWhtSNOlevXeb5J67z7LOf4cbF82i4ADSqTf7x7/4BX/r1V/m7N97gq3/+Nf7sT76GH84fjEKi13ScukWrUqfhNjEqKi+9/AK/88oX2D69y82te1jVCuHDfcYP+rSWOlx/7gp200EaGue6Czx74TJXOsv86f3vcpoHRLqOrjukSlTu/nWBXdNptFvMfI8kTkv6tS6w6w7IkjtS69VpNltouoXZcFi6uMDodEKW5uiOhZCSYBLww9v3eeHBDlcvnufRbogp9ul26iTBjLph86lr11luuRxPB4R+hiZ1fvDG63zvm2///IKwuNTmuD9G1wVqtVzT6LZFDqRpzvvf/VNU3WBBVUm8lDiNKICqU2V1sUejWcXRNKqGyo1zazx3+XGiM588iUnjgpE3oddbouXWicMI2zJYryywP+qjGTOMwEBJU7RCma8GFYbDGRQ6vc5lpGaTJTF1YZOMQ06CKeY89UYqknAUUoi5q0yZQyVEOZOQSrl1zdKMoTfmqqlTtWw0w0A1dIosYXrmEekS9YUnCApJP/RYHCWcnB1wsr9HLmOmvokz6zMoRnjpjNGDByRKRk8zmG3ew58MOHp4wGi/TzD058WoNApJOfel5/Inb90/UQlAr8yn33KehKyWopmP+I9CV3FVnXAaUfzcv+wn/moBmirQFUGRSCIvxhIG6802z25cZfe9bX68sywn4/Pfy3KgmaQFRV2i2Tqan5LJ0ugjDB3DULAcm0rT5KlrF5j6IWe+x/NPPkNWFHz1b/5ftFyh7TRKoMrQYLu/xX7/iInnI6VA01RMQ6NerdLqNHAMl/W1K+hKhx9+/xsME4FSv0R1fB8NwSRJGR57WBWFcRriNDp86Xf+MQtK8+P34RMzm41YrC5QsZd49ZXfwtF1vvXNH5JEu/NEJLAdi3q3TqvXpFLUyLIpQeDztXfe5M1732X74IDpwGP2aFSqFKsqbrtKr7tA3a7zhcdfwcki1s5v8Cv1krf5hrZHNPo+/nSAN4tRFY1LN1b5Z//9P6M/mbG1u83mo21m3oRqs04cF/RHxxiWjq3aJShFL2iudckUCCY+mqZDJNEdE72lMglnFLpLa/0cyeICiQqWu8hyF47tPa7ZdV7ttjFsmzDwudpe4OGHWz+/INQ7S/SPB1QaFVyziu/NKERBr9fm1z77Wa5f/QQ/2H6Hg9k+upcwyzwqNZdnH7/MwmKTSRTjhyFR6LPY6vLKCy+TTmP2DneZJAGeF+LoI85VuugigyLnqeUNEl+yHexR6BlnoylZktJxWgRZSpYkFCJE0eo8+fhz5FGCmCUcZDuM4xm5ohIJiVQEiqqhaALV0inmO37FVFCtkkrrByGaojMcDegPBmR5RqNWR811ojyltdCh1lxiubWMmgqCYR9T2eO0P8IaHyNWLiOCY97d2mSUBQSkKHrB06vnEFKnYXe4780wMyjQ0E2bQmYIU0Fo5UmrWdp82yBRmNtw+ciFB6qmoJoamq4gRYFt28Rxhl01qLoVhv0Rvh8i84xCKGimJIn/fxYDSpNOlhYEQUKYFzh5TMO2Od/uUq84pLL4WLAi5r9qFWM+8igLlJIVSC8hjOPy5qCUaK+idD+g2AoHe33euvkezz1xnfHRQ2qm4KWnnyb3Jjza2SfPy8GI5ThITWUUesw8H03RqFpVGnWXdq1B1ari6CaGZlNv1GjXKpwMzzg7vEM98+ijoYVtXrr0PBPV4zCG3G1wmhWM8UizDEXJkElKEWcE2TFLzRpQgGPz9GeewLpTtlEKpTLcsiwSmTIOhrSqLl404fZezF7fI44lmlBY2OixWj9Hxa3yqRtP82uf+AxvvX/ElWurKGMFIWd8ceELLJ5vMJ18lc0LOzRY4NbdXWbTKRfXn+B3v/R7H382Z8WMQX9AlIXs7u+ze/CI46MDbt++z/HRMTk+SV4QhWVQq67GrF1aZqmySKfdRWkadK88xkKtig78OEt5Y2mNN082sQ2LWr2CkRU8sX6JVz/3qZ9fEJ558bcZnPVJiXly7Sof7N0lTBPqvS7O2jLPPf04QXjCnVsfkqQe0jZ5/sZlXnrmCSqWTpzkqKZNlqtIvc7axjO89CmV9gfv8u7DD6iaAi3PmIzPqFkuYz/C9z3qlovfj1E2JMowo9buUrFMjo/3GccJ/jRiqafQajbJdIkIEgbJCbrqYgQ5hZIx8zIUXWK4OoqpkGeUwbWWjtAgi2KkkoMmmQU+D3a3mHoeuq0jZzmNRpvlx64QovM3f/3vWbIWuLL4BHcDnSJOqfeW0PHxlJhDNSBSA+xaj1rDYk/TyJIx8fCAs3iEUrepxy4epWMUpXzwVVMtswbi/OMVgKDU4JdDJoFm6Gha6WBEFKyeX2IyCbhycR2n1uPB3Yds3r1HYapIQ5AnJbTzZxYBQal+zPhYR9/o1Hjuk0+xvryIUASL3QWeevwppFAIwvDjTkZSWsiFqc2zFMoiK+bUHdS4VPUpCsVHVNQiI5nEnE5C7hwPWFyL6TXanPVPWXVrvHTjCRaqTbYOTzkdnGFqOkuNBQ5bHbIsom7WqDiVMpEryBj6QzxdZ+rNaLaPUZoNOrpGlnnUq03u75zSzgM++bkv4z5/jbff+C670fucTif8YucCmTH/cls/+pnE+YxH2yfEfs762gKDcR+n4WKZGlmYUkiBaZs0OhXWFrssNhfprLTRVMl7H9whJ6O9fI7L187RatR55vx11lsNHlXOmA5Vnr7UYPv+jIZtIKKCTh16jWUuturoapU333mf8XTK9z74Op964gsAdJQqnV4ZsvvUyjUA7h/c4w/Hf8jO9haGXm7+NMCuGAjVwGnX6FTbGJrK3bsPMPRvsNRbp9YyMRWHwM+QecbJZJfNrS26BiwMTkiTHBnHfOnTn//5BeHcy5/imWiL/sEmuW6hGgbVukXoz/j61/5vBtv3qS0sIVyNDJ0rvQU+df0xavUamqJQbZjEWcHpeIRqQ7ve5aknn0EqKrvhKfV2Az0X7O1tE/oZY3/KWw8e4NouFaGhOAZYYOkatrDKAWNaEIdTDN2l0WiSmZLETul0z3F8csI4T/GLgjwVCHSENdeUKyUIpKQpCWSmoogyij0NUwbjAcPJhOZyA0OouJ0OB/07jMOQZJqx9XCTl258htyqc3q4SWhWqYf7mJ2EwkrwwjGjwwH37kdIkWE4JogCPTWwG21aZoHl2BzvnZQFQRdlGAk5uqvNJc2UoqSstKNqlgpSJZvjroSUDA9HaFLjaD8hjd9lsNUnkyWuHKNsQxSVj2PFUUtxU5HIMtxWFyhOGcgi87KNyouciws9/skXv0iz2UXXTTr1Kjt7B6jpPBBnXmMyP0FJC6SploNIRaXeqTOb+ORqhBAamZ/MTYYlxzIKfHbfe4/xi1eJisvkdpNEtzg43qOmmEQy5uHpbbYODxCFIMliFJFwqbdKy2wTxzGTmcfWzh7jYEyv16XXaRPEIe1WD9WscRAlDJWQqekRFAmtvQ8Itt7ie8dfZ+BNudRw4ZULP2IDAhBCFvHm3/2Af/0vv8rO0SP2T48JtZTFJ5dRnTq1ep2a7uCYJmtLi1y/fIkrK6ssLy2RmTlb2/scHG1x4gfcuHqdJ85t0LJN4rhgNB2zdX+b873nMA1BlgWcnOb4csT5C1dpqjYvVFp4acAkGvDP/89/xf2XjvlPf+v3cf6eh7Ld6qKbBpatlcBewDRNdN2kkCpCquRxRhim3BvdYvdgG1uzUHWTQoHdnQds3dnh3PWLnLu8QV2PuOw2SPOIPBNUK+2fXxAe7P0fXH1qjYtrHbY2N+kW51EUk9Abs382YvrO+6ycG2KYGoWlM44jPtjcpKqadFsdFE3jeDjkW2+/y3Dss758iVZvib3JAafBELVqcuPCVRKZsb3zkCxNqSg2JwOPWr1OEqVEachgOMRsaFi6iSlVDsczNh9tUm/Wafc6aKaCl0wZTSL6Rz5pkpQpwkq5a8+jrOy1ix/JVsudq8SQJqZqESYhs/EUq2XRrC9RbSyy+2iXkIxG0yIdZuRnpwyKXdR0huE6jIqQ1997D19GRIlPEMcUMiePMmLfQ687OAtVTGGSJw3iJEFV1DJpR8z9FYaGNj9tCylLck0uEJlWkpHSbC4vlcg053h/gOkaHB4cEOcSzTJKSk9SBubIfG6YUUBzdRTto+FkKYISSJQMUMviIRTBbBry9nsPeeqJA56vdXAMtSROZTlrvUVc1yaceQAlUyJOyxuMouI2qjy5ssp3Hr0HpgJh/rHApZAFZOX85qw/5a/+8nusLK/QqDrYnR73gxnFdMoH7/+AH9y6iR+FJaxXlnLeVWeRzI/wwwlFmhMmPnGWMgsDOkWL0WDIyXhEu32eTD1G93OCWYqpVqi+8E/Z2XmA50eoBdy9fxteiedf7QxIwJsRxRF7j3b469f+llPvlKKgbInaCoopsCrlGrBIYLnV4BeffwY1FTx4+JD9ozOcpoHVdMmUFM21cU0HS9NxFAWl0Pmzb/4Rr37uBTzNYjgd8ebuKVuDIY3KMg3zHJ95aYEXX/kFvv3Gt9g72mU4O/mPZjY//rp9a4fIz3n5uccJA4W373zIYBJQbbRQDBVTVykoyBPJ8HRE5B1iVV3cuouqlVqc3noPLxzxaAscYXMnySgiEBVJq7PAF/jdv/ffVr/yla/wh3/5R19ZcDusdVroWJjaEsu9CzSECkmErdWpG045rNM0hr7Hnd19xmEARcLZZMy7+494b+sOd7du8WD3DtuDLR4Mtzg92CMaeSx0enTrdfb2D1AiyStPf4atvWNm6RSzZRKHCYWf02u2y4dY1ZjFM2bhiPHJGcP9M2zdZHdnl817WwSDECVVEUItdwmZLG8FmUQxVDRDL2cLopTAdhYXWFxdwvdDgjjEcRy69S46dSaDEVIqzMYBTb2JmSgEkzG6btBsteif7nEiQ0I5QAoNoegomoXuunNSbghxNgezCMgKkjAizzMUIVAtBbWqoymCIipR6igCVVUwRLmTz7LSqSkzOZe2KtQWaxhtt4yQp4C0KIVGsoy4B4lml+9fygKZz1dYHzly5Vx4I+bSblMlIMEXMWEcoMyTih3NYDINefuDW0ymM+DjGluuy1SBlhaMzyIGwbjEv2kaajHHz5ejxfIPKYIwitAqFT750id44vxFVFWn70dsHh6y/WiT0WRAlCXEWUqcpmRJymQ8ZpTNCIlIlZRqwykHaIrKeBJj1xxa3QZBMSBMA+KTkK6xyqWLT/Bw/w08kVAkHm2rxpMX16iqgJoDOUUUoYqcwJ9yb2+bUTJBKgVpVqBqKm7FxrJNTMVAK8rV7HKvwbdee4P/+V/87/zw7j0avRatShvXEHScRa4/tsLq8iKNdgtVV/mTr/8tH+5v8snHnyTKAnbGMVc751hwbQxd45df+WUurV3i+tUnadTqpRjs6AwvjgjigN29fdJsxP7hDn/x2vexjJxXP/UivfoSW0d7+GlMs9ukarXIswTHqWCYGqFMSHKfYf+M4VGfyxfO02h0GE9H+OMZpm5w4bFrZDJm5HsEasA4T/nyK7/xP/3MgvDH3/h3X7mweBFRSKLTMdmJj2s26FSqaFYLVRhkeYEfzshlQV6kTMen7A1PuBcMcKpVri4s0qi3MRstjv0+D4ePGA0GpKceqRehiRqqpnF4tIuu2ehqlYPxhJnvYTs6WNCgykp7EdNyqDaqSCVFNw1GXszO1gH9R0OOjk448wYohYbmmBRqiQcTRWkyUjQV1VBBFkghKJCYNZ3FhTamqZHKBGELKk6FmlPlZP+Y8dmIJI9Rqy1qdo2a0Gg2lnB0C91yGA4O6EeH5DqITC2NRCrUWjXWz10kR6N/3CcLS4CFjkKRZsRxRFGUuXyOa7C+doFWvUsQJiReBELSsCpIVZLLApmLMtBDlNZpTVGpL9ZIZzFxnM/VpLIMt1Xk3G2nIHNJHhUIURKMypjlOU0qlwgxz1FQBWmW4po6vUaLJMtp1lssdRcY9U/5zutvcjoef8wokoCYS8CDOCaIQyQSwzYwKnbZKuTl7QfKIqYIQZ4VmLbBlRsXWFxs0TEMbM0g1Q2iNGU0HhFn8Zx4VeazJEWOl0dMk3D+3soiFycSxbSodRt42ZgwD0nTAltaXL70a0RZxr3BTcgTqpbNSqvJlaWrtHuLIKogNISlISyTZtNlbXWVXmeRqTfjpD9AFjm1SoV6o4qu2Wia4Gg0Yud0n2+9fpM33vwQPwlYXFzi8y9+htV2h8CbUa9aXFxfob58maW1Faq2yeb9W0wmCZ99/nmWOxcwFRUFWF56jJWVDgBV2+XqxmNc7jUZ9h9y84fvMBqe4nsD1MLidHTE25t3qddNurUOYZpy4o1IKZCqQFF0vHBKmHgkWYxuqVTqLvVmg0sXnuTLv/l5TgdnvP/BbSClvdDFatRIiogsU+k22mysLvO5Zz/79xYEDaAWOdiFWqbvpjm1hkur1URTwNcsWu0WFbtga/cDHh0fkis5UtPw4wjl+BTlisrj56/zsinoD4b8q9Rj//UTvIGHmWoY9QpJGHJ6MmBj5TKmsLi3+QFGpUVbXaei5tTsFI0coZnU9AqzeMT64jnSvGBP7DE7HrK9/YBCBUXqCEUrQZYFCE0ruQJ5MYdgCoo8RbEUVAVUtYxgOzo4RW8ZdHptTGEQKj6R4iM0HaOisHT+RbqzIQ3dYWFxnXS4T6JIEtslnzg4uoHumnjplNwEy7ZwBay3l1FDleHpIRQSy3ZotZukWcpkMkUgqDtNzi0usdJYpKrrvH/rDkkWk+ZFqSBUypg53VIoivJ0D8IQxyupz/4kBE2du+00ECCU+fsvQ8fn0u+SESjzkjGn6EXZpqQZRZQSp5KzygjlWk5VMzF0k4nnM5p45S3tx78cQkF1NYSqEk1CVFfHNg30qovUBH6cYrbtMt0qykiTDFUpDUl+kbBzOuQoTphlBQ3D4LnlFc599pd4YrnFtz+8yWH/DBlJkjzHlzF+GiPKGCNyWc5HGo0uSR5z2t8nK1KkUgbwpiLh3aN95OiEvftvs9Ja5j//7f+MK2tLdLsdsmiKZqX8aKqo4NabrK8uc+fhNpVGnXq7SjSLOHl0RKXmoiyZhIVCJgoGeyOiIuGxG9dIjZTJaIShSb78pc+z++A+aZQis5hSGtvgy7/5u2w+/IDvvfsDvvjpp6j1ruJHVVTN4tzFjZ968BqdC7zyUsFomDDxfJQ8YWYE3Nq7y9Fgi4MhnJz1WWguouoGeZExHA/J0owizzC0Mm/UrtiAwHEEv/TSL9Bx1wnDb4MKuqljVFoUSoKm6fSaFdYWl/j8p1/9e9uFjwvC1dXLLC4sMz4dU2sVZL6BKnSKPEH4JxSWiV5dZXXhaYqsziieMC1G5OmUxM85PT5gb+8IeguMJhGhF1FJDGxrgdwsqLdqmA2HTmOFbnONokjp988oFB27vsELv/QSaTbgwzf/krE3wSEglpBIMFSddqUMbTF0A4RKGMZ4Y580zMoILaUkKwm9nBnIokAxDFzbwrFN0CFOIrzEpy4M7KpN4eUEUczyxnW6+hqJntBbeQbr8C5MZpwePCC3cwy9Tnv1MktBSKqEdJo9ht4uml1lGvjsD3za1RovvPAJRidH3Lv9FmE4w7Yr1KoNwjAijTPiIGYW+oiexoVLF9k/O+LkuM808ECRFDKfe+tViiSHvMSBaSgoTR3ltETD5XFO7qXl+tLSEGY5QBSlrQMhS+o0WpmWXXL5xXw7ABoFo8mAnUdbfOL6FTSZMzw7waloPP/S44RvZOwdDdBUFdPVKaxSDq6bGlbHwjTNEvtma6WNV1dRFInZcnBKRTS6qhIGU3a3tgl8H6kpVOwGa40Wq9U6V5ZWWOuu8dp3v8+j7X1OsmGphhRlxoMiBRQC23ZRNJPhyS5xEpb/liqQ81zFg/1/DqlBoeSY0ubdzS1uv/Uu/uSM7cGAp25c4b/57V9HkQUjz+ft21u8/u57bD46RHccXnrpRdSBx739XVR0Wgsr5LGOZUuCbMyq1qa7FPEwPeDgxOOHd26y2OnR7XS4pOh0ay7wUb6Cyy998hVu3vlfeLh/n8+urhK4LoKQKBoDCz/18CnmErZjczIaE8Uph2dv8s33v8/A7+PaNZQwRUtMvFlAFieoQiErIMsLbFWQBDEKCkIUBIWPoRgkecr+8R5Catx47DHWr32aUXyPYBrSqjRYWV3hhavXfmZBUL/yla9gtqtfOXfpKmeDCZM0I8gSsjgmlwq50FE1CNMCvbLCQq1HTQFBShT4RCOfg+MBu8d7HB/v8oM33+IH23dpaos8tvEsQTIjkjGT/hBhNvDTGZZuk84CKlabx558lesvPkaztcLenZvMhgOmowlBMMP3fPKkXG9pqqRRqdBqNlEUwWw0I4lSVMso8xSFgSKMEjIiMqoNm7UrKyyv9+h0mlhWlUyVqBUFzdCIhjFrzetcu/YrbCzfoCoVCD0mgzPC6QFxMUNzK7QWzpGlCpPBMYZWoW0qXGr3WKq2GQ0POZkdIkx4+voLPP3MZxFOi6kfEicRhqnjz3ziKEJxQGkpCFfF1R3G3pCp75FlGUVelCnWzF2KeQGFgumYrF5aptKsESU+iZ+VUte5xVlRBKZjzrMpZEkGEiAMDUUtZdLFR8nUiHJtaKhIvWCp2+ClJ26wvHIeQUHN1llfX2KaZgRTj2qtilIzCWchMpWoVRNhlVQhmUtkUZpG8rRAkQLdKHf6cv7f4jDHdipcuXKBa2vr9GodFMNGyRJMw2R1aZ3VlfPYTh0/8RmHU4IwpsgLbEPHMSu4tTb9QZ8o9UrnqpTk2XxdmwnyrEw0FgiyLOXo4IQf/vAd3r5zm9FwTK/eptWo8bVv/R1//I3XeOfeA06HI4Su89jFx/jNX36VLz/zHElUYJoNnrn2FM3qEk2njltpc6l2gfOtJuPMJ5OAkIzHM7amQ55evUC11wW1yUfhl7oy4DtvfUi7aXFleYNZAOPphIcP7vDa97/PJDhho2mAWQcERB4337/J6dmIQTTmza232Ts9oVtrseh08Y8DBsenjGc+rW6NVr1CFOTMkhBT10inOZmaY7kW7dYSLz/1NDv7u/zt97+HP/XpdLpcvXiZpUaPs+kpYZEgLJNnn3wJC352y7B8boN797a5u7PFcf9gzvBTqdpdltauIRSF2ckJmmLQqUpi3yCaGWiWi0VBHPt88GiP93d30DJBqmcsL65w8fpvsDva5fDRAbOBjyEW2MlPCNYep1vdoLfU4tOf2+D2ZoDCgLOzPn5YmoHiNGI6m2EYFoahksUh9UoTQ1MZp31kVmYzrm6ss7a0yPb2Hv3+GZoGlVaT+kqLzkKLSr2Co7nEcYHdbTLNR8TBjOWixoUrn6ORCk4338IxVFLvhGno4SytMjq8w1LeYGllg8HpTfTUI/QSRim0GtewaovU3W26qcEs8RhMD3n5Ey/h2M+i51PuffguQTCl0WkQBCHSUJlOZxwdHRA5IValQmWxwmgvQ4YFMqE02hTlkI4c8qwg1wQXVs+h6xofBncIhiEizRC6xur5VS5f2uDh3W0e7R8gxY8xFgpKT76Qc/xYOctQZIn9qlaqWE4NkSTomkVYbVHNAp545hrPPPU0UhH8xdvf5q1vvo3i6EhFUoQ5USIJ0hjd1tAtHRmXYSLRqES0f5QQVMQpR7c3ibaP6T71PKjV8uumxUQzH03XeOz8BR5bW6fZNDj68336+RDVMljsrbDR3aDZXOQ7P/gr4kQihTpPkJ4PSudGEJkLijxHEQmKpnDp+mPIPKRVq3H+wjn605AHR6ccHEyo1k081afdXOLSpaf51AufIJn0uXYkWIsibOGhuw6idR43SLio5jSdKwRNDXdvj1l0kHLy2AAAIABJREFUzPbxDvnA4q3WKl+oOEg9o9AsVE3j9v1D1tqLNOtLzJKPkPWSw8Ej0iBnvX0OxAyYAA3CeIiXlsrYh8cP2NzdxRImRmJwcnzA/VuP0KsKy1fWaTeWkTJlKz4q0e2KilPVKBSdxsICLafLJBwyGI/pdBym4wEHZ32GZ32+8As3uH9ariWDcMwf/fm/4H/4jf/2Z7cMt977gLvbO8TxkMw7w5uFFFIQWB6hzGi4Pdbaiyw1y/DNdmOJ848aDAd32BtuISydduMyYThguLmHtKFt6TR1j/X24wzv3aXZWOTK87/D8clNkskpWl1BFDE7d47Z29skExkTf0KShggpCbOUWJSnfZFLVLVk6U89n+FwRpZLNENj0a3w9OoaWhZT67j0lttE/SFekc3DSTWyDLwwwG24RKmOn2hsXHyK43sfotfb7O1t0Vho0OpW2Oh2SdyLjM6OCYOUYHxMkXtopGhVlZESMGbGmtXGUDVsxWUaezza3eb4+JBGu4vVaoDTpFZvsbaxwQe1WxyeHOLtBEx2PHobAQutFo2FBv4gJPTKk79I50Tc+YObJSn+cIZ73eHFFz9DFmZsvbv1/xH2ZjGeped93nP289/32vfq6q5epnt6hj0rKXI4HDIUJVMUY0VCLCexDQGJHcRwfBMbQYzcBUhukishiA1BEGRHtkBRlETt5Gj2pfeluquqa6//vv/Pvny5ODXDoUJS564L1VWoqnPe833v93ufh+FwSKVW5itf/SJXLz7L7/R/n8OjY2RTSUzUYWJYghhJPWNGqGeRaCkZw93dP+I3f/P38LUs176wycpqBilfIZvN8M2vfYM4Cjjy6jy4+RC7ZRNMXNAU1GwGXZWJ/ZhYhARjj8D2EcjIWoiiJUM7kiTRG/QYWKOE9RYOQc2DpKHpJkpGT+AkWpbXXniFdx484fF2nRcuXOArL7zO5vp58GxO9m6yf7KPpCogJFRVInQCZF1JVlRCIgoEURzihw4pbQ4ja5IvFogVmTCSWJxfYOS5jDyPUBKIyObo5BG3dkrYYpYuHhNnyHJ2ipyv4DkRkjMkXariRg6ya7JQWWcwFOydWMhph/uPT4gdlaN+F8t1SOsZToYteq7Lew+PORlqTFXn0QydzPQqVSXAi3QiaihkATDNEpl0kb36u+wf1xk1x4ycPhPGONaI3sRmZr5GZaZI2khxUG/THg0olwvMz84yaA+wLZfAhb3mXbKxxIXzG2ysrnJ02sJ1bHrtBvudCt5ozGquxje//AYXz136qVsGFcBpt8kScmPzMieZArt7e3RHPQKnxelxHa+6QsoAVV1gavocFXuEaqRZn0yx3FrgUbvLtc99jWJjjzv+D8HQWctVqOVKbC4+T3HzCFU2mc2mKSuvQL6F4k7whkP2t9+lVJ5h2OmSkkwCPSDCY2q6zAtzF/H9mMOTFuPhkGa3S7vVp9cfEwlB4AZ8/MF9DnbqSFmVQkWnf9zgpN5FL6Ypuz6yFtH1+gSBh+N49B0bdxKy5TdwA0E6U2N6/hr17tuoxSUqtQpW4wjdl/F8j+bBE1RTI792jmq2wsCz2G/vUx/fpaCbSJKBN2hyZD3m3am3yZdzPNm9gzVqEI0nZBfXuX75WU4eHNBv9lAKMixPkykVscYeetbAak+S4ZezzIL0CVItiPEHPlk9xaX1dbzxkNDyaZ5oPPvsNT535Rm2bz1i6+ObxAg0U0XJqghfEMYhoRUhyRJqSksYgap85p6Eh3tNtsIeshAM9TFf+fb/TCZ0+NOdE5qdYy7MrbI+s0CunGOwM0BGpjZVYnZ9hTgKabY6uIFHStPIFmUix8d1A1KZFGY2sTuvbKxDtoInJNKKBHhgpFHkkH67y8Dq0zls8LQ7oPPwKb2dFuPZTcZ9i61b73Pr3fs8eLLL8HhEcaNKWjXRdRVLshL4qesTuH5CVw4lek4De3/MzOIUmWKRpu0x9FvMzi3zxZUltvaPqPdalI0KUrHIu3u7PHn8F5w+eowkK/zqz/86cjvEOtnj2qtXWauUiGdr3P/dISwGdJ6G6FKabCpFniluPd5jcLrLgIg4MNlpntAbH+D7HtPVaV689jzTU0uoukHs2kSOjz8WZDMpzFwKTUszHnq0+j0c1yF0QtyRxdh1QI7QMjrFcoZiJg9uyGToghqjA5VsBVXI1KVj4gAGvSH3vDu4YYiqGizNLaHECo4zoV/3kKWAcilP1lSRhAOUfnpB6I16jC2Pi+sXWZxaQNd0Pn54GxODfBxhGjrt8VOa904537sBQUhuap1qdRk59AgiifXzF/m5177I6ze+zvff+RNyqWnm1uaIgxFT5hsEscfG4jzL6Ow+VXECD8vuEfkBkW1BEDNdXSLq7xOocP3COj//8gtsH9T5/VaHp802jXobx/OJJAG6IHZDLCeESY+CmWMwDPCDgInjUM6lUI00kaEggghfhLiTCVktjxroBF6PlcV15lYXkJwAx8nh2mP63TqTtkM46uN4Fv20RroyT0CWWqpEMV2k39lF0hQWNq4yRqAPOiiR4P6H7yGlNPKZHOV8ha4c0wp6pKMiqmqQmctRWilz9ZnLKJrKcesoQaZ5YUL9VRKKT0J+SniR/sRnOBhzeHJAqEq8/KXPk8NgaW4BKY7YOj5AyhuU0xlETsLDIwz9M1ZjMm8Q+QmXUDESxHscykRhiPBsiCQmoyEffPxDhoHP/d4hxcNpFmcWqOZyTE3X6FYG6LpEbXWWlSuLBERoDZ2x56HLKmU9j2YLTvabrGxusvnMBocne9iuy8H+Ho/uPaKSy9Ifjzg+qnNrZ4+9J/fYPWgz8V1sZ8hwMGbQHfA3f/ZXPHj7fXzbo3Xaxo8D5KxKYalMpmiCGyGcGKdvYfUtfN8jjBJLtiOG2GOPZqvIwdF+QqVSZT7/+Zf4pTe+SJQv0e13qUcn+F7EUm0Bx+3TbtYx0hnuPWxwfnkTNe2hZReYuTwNwEuvXuEofMDJlsLPLS+hy1nSMTzsN6iYJiiC/ZM+jttExAGmLuNFLgeNQ0xDJpupkMqWGYqQj7fv02l3mLiCa1dXqfdOcJ0RvuPgD32CsQ+yhppJnJJ236f+6JSTIKbnjHHHExrHDvPFRT737Dl2ulmGg4grG8/S6nXpui00yWCqNIPnOmiqSkoLMfQZGm6LRnPESrX840MPf7sg9Cc9sqkSpqqjKBIpU8XQYaZYZUpP4cdpdu0up80dlkSUUH7zIY8HA/aOjpBkldy7/xHv6rf4B6/M8jsfCKajMUp9B6dTZ6BXCbPznNg9iuU5er0D5MwU42hCYA8YDhsIJYNmlKiaPXwBuXQBz5fojxyarT7Negfbi1CLKQh8gokPyKQLWVYur7B2bplcPs+42+fOo0fEisTIGhI4Y0IFIimiUlxE0zX2b3/A3Op5Xn3jGxw8PeT4+GNKrkVPylKs1UiXbE4bT/G8CYYzpOZM41gDxpJDOq2jpSK6scXN/Y9wvDbVao7IgVAIROQSRWn8KMDzLFzDojeyyC3VUERArZyiODVF97iBd+Ig9UJiJyIypSS6Z8hJ5PmsD2CNbB5ubRFk4erKeT639iyFVJbQtdk93CeXTbO+sUJtdZ6e1eXxg0fYHY/IilHOjjNjL6kwkUiajsKPCUOR5DeExKO7D/mtP4hZuLDKpeo89U6L7394G1cu8aUXv0wtt4wdREwt1CiVkzupUlsAJSatKpyrzqO7Mu98+D4bq+dZXdyg32nT6rZp9Yb83p++x8HOPW7ff0DfdxChQxgEBN7ZSYgIEZKMaijJ/zs5+bE5TsUTjHtjsGPG+11GQxvH/uTIj2QaSyWR/foxvdMmw1YHJAk1p3G4VkMKXmS5muXdJ0P2dh+yHz/GvXKZZy5+lRfW36AzbCN5GYpVHSOzhpMqfvr912Z9Zt0pFr7wCoYZ0euFfLj1IZaTpzPexrMmNEcTFCWmkMuiahrpTIFSqYJQBINRD4GKpmUwVJ35pSUMzSSVyoJyzML0AsIPmUQTZF2HM7QeyHSaAyanYzwnAfTagYUnFCqZPL/8xa/w4eE+P3jvDgvlEstL6/SGTfpDh1zBx7bHhDFYFlxdXeajvUe8/egjHM/l61/+xZ9eEDbWLzNdqxCHDgd7hxwc71PKpbi0NEdFNeiPQnpShJiXWN18jrHT4Un9FsNxh1CRQM5zu1PHfhLz7+Nv0Wg+oiN5/OHJX1MyLzNdipm0P+BYccjnipy2GuQrPiEN+s4QLUqR1fMEQqWSnYFYwx/Y3Lz3mDvbO/T7Q2RdT0jlUUxg+4STAFlSyE1nqS5UKUxXmS/PMvvMC1y6dIWtBx8ztHoctD2KtRzXlmdJLz/DH37v/8Uwc5y//gzZQp69B7c4aNwnpZrksgtc/Oob+OMJotdm6Hdxg5DxuE3oDWgFEXomQxTaOMNjbD9G1WvEkoKkJkM+oaQRxBPswCPOh8RGSOAHFJbKGG6V0eiUrTt30PUsKS2Fr6koqvopwZo40dV9Ejjyw5DQDbgyt87PXXqZjJbHNDQKMwtMVWfw/Ijiw7tERpqaM408Fuy4+4yUPnF8phI7E+AKEh1eLGQMXSZOC4K+z6TvcHzzmHNamdn110CSKVcusFir8PLmC4xft/E9G03XCGM5GR1XksCTJMkUM1kix+aoWSeSJMxUmumZRcxCgWfWLtE6aXL3yRanoyaaIiHHCchG1SN8LyKWQdM1ZC/G+owmXVYTejaKwuhkwNDp4o7/NlaKM8oMnyLdJC1hDyCSYNV++4SbB4954+oL1HJ5TMPAdjyaB9v8yrf+F+7d+SNsb0w6rrNz2scLHNTekPMXX6ez/yZxY0Q0Dtk7ajEK2yxOb3LQrBMFOWzZwhVRIkKJFMr5InPTs1RKNQQSrW4D343oj2zSgzRrqxf5yue/wdpMcgw5Va6wPDPF+x/dYtKy6A8GuJOkLyMJH8opQlkmlENEkPTFjKzBwkKFzc3LqPkqW9uH9EcD5qvn0PIylbzH0OvS6Y9wQx8RKlTSOWqFIjvNY/71P/mffipDTQXY2rmDZc/jR4Kd432OrR5TpRwipaPn8lRzCqu5MpfKRV48f513P/wB7qiHJEfEQcjYtfDkDu4ejDu/S6/bpOnUmaqukiobpGOLg/EjmlEXuhKqpJCfdEDyEbHE6soFXr32a6TDEfvHdxmNm1ijBruNNvXJCKOUIeP4TI4b2O1J0mRUNZBkhu0hWx8+5uTJKfPTNb7xwnWePbfJuall/PERqu+ApmPk5vl3f/jHVDJl/vE/+Iec//zXccIBVjwgiBwCSXDp2Zf4/JfmaTQgGLzGZHTAw+33cJwugewzCV2k0RibCZKqoGgq2UKJ0WBAXJRIF8ukckXU2MZodjHiFKGi0BcDQsvn/MwKUjVPwY/5uL6NmpIRho6SVhObU8xZ/Bg0TUn06wi8sYvuy8zWZsjnymTSKfSUCZ5HIBQ8FD689R7nzl/k+Vee4y//4s949813GHZ7IJKhr8iLEZ5AUhSyipKo0iSZ2FBRVBkRqPjGAouLl9icX6OiCALHIpagmEkRa1qiXo8FmqKQSZsUKjVkTccOA4Kywude+BKeazEzvcDrlQL5tE45o7NfNXnzwwrNYRNETBjHRF4IcpzARlUVRZEw0joy8tk49RmpWkl8Ak7r75j1/iRqfVZUEcksSxTDqDvhza1bhKrEybiL6wRIislsbZq3/uR/4/b9PSZ2D12CYnGJr/2917j13gdsv6QhH0X4ww7f+4832WpusfHcAueWl+gPfDAczq1sYg8sHu49ppgpsbawRCFbotfvs3dyiKxJlAtl+r0mxw2HjjViYWmJtZnXAZhfXMPxkuPWkT/k3v0tWkddAsdP5lYEoCqoqooIE+SeljHQ8iBpZTZmcyihRqPfQI2LlMsGazPLCHkFNxB0BhMO+6eU+iqb0/PU9cHP/DWqAH9152PKuzsYaZNJ4BFGAWuZKTzfYq81wlRMKqXzXNi4yvzUDL1BF9uPqOUKHA2P8UIbJLCtHqnaDKnUFF8or7M/HNJvtskvuZyqfQIRYQidOKXSC4f4vkUKjWbrEbZzi0tXX6LjVNg/OaA+cTjs1ukHEwaDId3jFvbAJvQjJAmiMEwALo6EO2jQio/Zl57gd3psXD1mulZlvZRjrrrCSNb57l++Sz9r8S9+5R/xxZVLqGGL7X6bymyWoVMmn8uzefVl0sDsDFiXXmbnfp8gchmENlJGT4aSgpAgjgiV5E0+GRxjdx28QCcqGESmRJSRmKsucs1cpd9o8t7RD+k0OjQdWJvfRFEDZD9G0VPkclkca8JkYhGLxHYsOBt2ipO3Y6c34PTkGAgY2Rb94YBKucJ4MGTSHyDGNs3DBitTM8RBQGe3yag5JooEakZNhpBCidgKkEREqCmEgC5U0jOzXLq0wY3nX+bzL91geWqWWrlE73CHJ0/u0x6N0NTkrR7EMbIEpq4zOzXNphJRLhQppDJIuTzf/oVPlqEBjNqJP0JRyVerXL7yEQ+3t5mMxgnKTU6synEYE4YRBIIgdD9tqH7y4o+inz7iDSBpnJmTSEa9ZQlZUxCyQEQJ89xuWezuHDMRPrEkIeVVDKEhKTq6WcRzIzqDNqvnlvnGq7/Lf/tN+KPFB2RGp/i2zbA34nR4gp/2yeWnkFICFYlYiXlm7TKuO6DZayLcgEGjx97kkFavjeu5FCollpaWWJidY3f/ANcacXR0nx/erfDq1WeZr84wX52hUqySzetUCkW2tnep79UZdLtEqoSayVKomPQbI1AF80vnuPHcS4AOakz3uMfu1hPqtNnYXKNSKTAzNc3S1Cqy1OC01eJP3jmhqpdZn57/uwvCxHUJwgh1lBxb6bpGxiiysrDJcDKgP+6ixx6OF9Ps9ah3O7h2SC6bTeb9JZPIdbFHYwb7I8zUNIuXnqf99neYX8ixOzkiCiNSsZHMGSgxVmgThyGKJHFYP+L773wXJ1vC1XQ6foP66Iiu3WPUGdDabWEN7GQJeRaKiYOEJ4zMmYxDI9YUjm2XVLtFzxry9LRItThm63Sfpze3+Nwvv8ors+eIrAnd+pij1gmTYEwupSFcQad1yDHnKAIMDhGeRaEyw2TSIcQjCmIQIXqsosTJ+TdqwjkcPTlhsHtIoCiY16vUXvsyWbPI7gc3yQQqbSlmZNk87exTyJYQeoSqyWhpg1ypTCSruEOP0A+QwmQ+QEkpyIqCGwe8f/8B6m//FiIQ5FI5VuZWeHhvi6dPd2jUT3ny9Cm+7SMpGo/ub+F0HdS8gsRZYEmExAgcIchkcpRzBnPPXOHZ80v84he+wfpsLonIRl2adYd7uw9569bb9CcTUimTjGqiqIKpmXk2ZtcpL8yQKmbRsibo6t+6rTTIz336r9pilWcuX+Y7f/xHRMEIRRYEjpfMQpkaoW0RCimZ7/gZl6Inx6coMrEbEAeJ2CUmPuM2CMTZdos4Ud1LskzoeYyO++imTmY2j1TSkAOJ/nDMf/kv/gn//J//r/yr/+ufslI8z2/8evK9nlmusHX/I45P23QbDc5dmGZOmSZtKExciXRBomM5GKpgam6B6UKV3aNHdCybSegSEIMi47gTuv0uC/MLXMtdQhIK5XSOTvuEv77l8sz6VWbyaVZnSojxLMVrN3hxcYntw6fUux6hHjJ0fDRTYjTrUiim+MZXfpU3bvwSAM6gjyJs+kcDxsLDMFPMrczgRR79QQ8JQalQYKJKdCct2junf3dBCIYWZiEPsoQUCWJPcFofsbm5yuL5OebFCN8a8eTpU4bdNgMrxJA1rNAnZeQoL68i22nC/ohybZ5c1mRy8A7LyzX0YoHAPUqMRlKEkGWCKCZCIEkqQSjwXIsne7tkbt5kfmET35AYBF2Gwwmjgy7h2EPRkoiqrACKglDOFGhR4lpUNBWzkCJralgTnyBroo5C7vduMui3MWfTbJTPkzEUXKEhqzoi8KllymwsXOWg2eXhzbewGxPWy1UC/4TBuMlUcY44YzIYNbHjkAiBrAjk2CCOYqIoJp+NGLcGBJpEGIWMbtW5F/4Qx9glK+u4UUwhk2c47GF4EuO0SWwuMOqeIoIYVYWMruIENqquIWkSRkpD1VViOaH17tf36X2vkcxKGFlyZp6D7T3qnRYYEiIMef+Dd1FklUHfRlJBMbQE/OHHRLZAlmQK01XWnj1PbWqatBER6yppIyLyQ6JQoBgSqaxMdekc4b3btJvHxFaAEkqcX1rhy6++zI3rL6DKmaQaAz8L1PLJVS3METkRfs9DxCGR8NEUDSWU8S0PNaMln3gGI00cAj++E0CSkFSJyEmKwSeXCDgrehAHyQdkTUEx5TMXgozbsul6bURGwshksd2Y0+aAk8732Hry37Gz/QGVy2UUAI5ZqqjESyscHLT56HCXc7VpSmaFk0Gb/FEWxcyiImhPPHLpAqZmYtsuruslNGpJwXFDZEOnmMoihTLZTIqcWUJT0gjJQRYDHu3f4X6cwx00kG2PO9v3+ej+Eww9RbaYYr46h6qbNAddNDFkqlblF76UrMRE3GVk9zl/9TzP2hNk1SCUbI5ap7R7fQbDAalMgUIpTyal0opcnJ+A+f/spfy773xXlEoV8oUsaV1LID+xhGcH9Pt97P4IydeQ9SK37r7N1vYdiCAgRtdVUtkKX/qlf8b1tVco6xHLq5cpza8SZVJ46QxCiSnm8mh6Bt8ZIxsKyBoZM09OyiD7MXEIjhNiWQGxP2bQ26c/6tLZbTI86CTxVFk5s9YKZEVFOtOnSQJUWUE1dRRdJfYcbEI0zSTGR60JlLTKuZVlfvnlN1ieqiAiCEMf2R2zmstyaWme5bkqvV6DJ4/vMhm3CLSYWrVMuZjDiT1sa0Loe4m/DxlDUVFJJDG6qSLiCFlXEAYQBVhPWnR26uTyBrIqM3YnuLJL7IHVGRK6NimjjBbJqLECUUKLVtNnqnNTTfDpesJllMKI2Avww4CxO6HZ7TD27ARBrybHa4Ei4cdJKlHN6EgKRG5ENBFnYBZB6EXklnJUSgY5I00llWeuVKZSqaAZGXLpPJV8nql8hrEfsVXfo946pd/uUMjneePLX2amsgp8ti/10zn/n1zv/PUP+M7vfw/XtREkHXQhZMLgrIkYSZ/q3JOb/bM4t7MHXwhiLxnz/knf9ky5mGQ5lDMzc3BWKOIY3/OIDUEYR7h9m9aDJq2jAc2dBos5gcBnZq7CtJRHFiHFVB4jEoysCVO5LCKIedg94ahZJxbJlKYiJPKmQm8wYf+kjqpLpEwdEcb06iNM3eSZq8+QzmTQNRVNVWme9tl++oCv3niVSwvLzBRNHrc6PO6e8uGjJk+PTjiyh1w8P8WvvPBV5mtZPni4gx05nLu0ydq16+y4TX7vP32H7YPHTEyZMC+RLZeJVYexNaDbGWC5NrlCBU2TcewJzWYdx3f5b779X//E2DKAqqbzxMJj1HPRzCyFdJZypUohm8EfN7hz54Q7ZoFKdYax0wS5SmH5C/SOv0Pf8lib3qSQL1DMwq2bIZreIIxKdEddnu7eoz3oM7M4x/LF58jPnWP34QcwHpNVdVRNTQZT5IgoDhg0HqHELeLAQxsExO0JYRAhq1oy+BLLECdSE1lSkll8KULWExNP4IV0w5D5xRmG3RHljTRGSsFMl/nC5itcmpnHUNME0hh3PKA5HrI36bAReaxVpvjKpXPItsOT+g5K6hybFz5HrpRj/06bMHCT1YiQUEh09LKuoUkyXhSSyxaIcVAUA1VVCTAYdSY82N5jc3WFtJlGMhXcicOk1ycaOpglQSlfoX80RLgB05USvhzR83oEREQKidDFj4iDiDg+sx6rEHgBsXzWfPMFURAjJIGiSqglI/FJRoLI+/G3t6SEdA5O2JybYyUzy4wxRV6rMT+7iggcoghE6FPIZnnxyib3T+7SsRp47oRmt87u9mOurF/hpx5k/+jx/bEntnG8h7B9FElCIqG5RJ86xeJPcxOxA0jJUh/Ep4Xh7NN+9HNoJHSs4OzjSSL7U3w8ikQUCkQYIIUqinHG2HjYZ3ivS6aSR9MEN//0Lf7Nv/0N/sev/0ts4P/47v/Jnzof8OLcItOkcHzBQrnG/QdP2Gs0ObG7WL5LWtHJZwuUJY2wVqVameb555+jpEuMBn0+vnOfiWujTzJ4noumC0aexdAPWJgtE+RrHA97jAOXh/U9Hh+ektEyvPLqFebPldndPmJj8TKNeMjTp08xzQznL1zh0ksvcOiP2Xu6w936UybWMZKZYTweEw1ilspl/rPXXkOXTR7vH+PEKo3WKe1mnV57gJH5DFPuJxWEUjkiXZnFNNNkVIW0kSeTzaDpOpnyLEZKZzLuEroNcvkSGxdu8MYvfYG//uMeR1t7PP/cDR7fvMewf4c7d/6G49IMs0szbO885mD/lOGoTb9/SkHVuH79FbSNa9x6/03GExdJCCaWRRgEyKaGjE+n00BxJZqHXQZ9K9nGICHipGssiyRpJ8lnYA5VAVVOHgZNRdJizJzJqNUgXZ0jkF2WCou8/vxrZDMmlutjTUb0h00etPfZGXSpKgZtRpRKRW5cvEg3CjmdNLl59/vIpspwPCGWE1W4EksocvJgxiT7VSkEDRVvbJPKpzDTOXxJxzkdMmqO8HIu185vkFuYZthv8f7DW4yNMY1WCznSSRVKZMoqqbRMf9wn9GV830cELigKekZHUSXCMELXVGIBYRQlIs84eZvGYQRSDKkEJyfCmNBKTFCfQFwlRUPXFMrlIs8tXGW5OI0kYsb9NietOiUjk7ggNBknsLHtCaZRYnp6nsvrl/ja9Rf50vMvJk+gdcDJcMz83GV+8gphlLxCZRUxGqMbKmpeR3HjxDMoS8RBsiH4rHo0IpnHQAgURSH6W147SeYszXl2NEtMHHwGZX9Wh6Qo6SfIhkxkR8S2QJUVJJGYt8OhT3G9yPRf3MWdAAAgAElEQVRKjf/h698CIA1MeiHv/NVb/Fm9R81IoaZMpJzOYeeY/mRMEJ/BaGSfjGIihyGmnufGlTlevHiR7lGDP/uLP6d53MPxQkajMVuPtxkrFq4aE0kGbdFEUUzeeXIPz3FojMZ4Vh9tkIL0GF1Z4tvf+BKKyHDqxIyNLMVpmWIpjyybjLwRQeSRzpm0uxFuv03kBBS1ItdXL/DNl16jUFvCHfe4/fQJf/Tmu7RaJwj5jPP5swrCyjPXKGTMZGxYKIRWSLs9QlMFpTgiTxnfcQmEQITgxV0mPfjF17+O/KrMUlHn+/fu8h+2HmDMqfRii87uFlu37uL1J9hBQDqdoVqtcOPy86zMreD0uxwe7uJ7LoopoebSYMgEkxi3O8Q+GdKtdwnCEEVWkERCAhKqiiISDZeEQJytEYUUJ84HorM7JWb+/Dlee/k/Z/v0Ec/MXuT6xUuMTo/pDZoM+x2a4x7HdhdTVTEVBU/4WJMBmWKZVDVLffsWQ+sEU8ti6HkIApSz+/6TY7FQCALXw3N8fNsDXyIYB+iGTi6VJ13K4Q1GHPU6rEkXOF+Zp+3JHBtF9pQJrd6Yjtbj/KVLGJbL/tYefW+CN5nguQFB4CGCGEVRULMqasFA5NSk86PKCE+cGaA+QbarifNx5BMMwh8BVs9YEYiYbDXH4vQ0khxipjSGtsXJ0RF1Z8iVjTUmY5uh79MPfLphQErW+NbLv8D16SIrcwtohsbt22/x3oO77J/W+S9+8e9zffPlz9xSLo9ufsST/X1mqjWubKyRMlJsLC+iZ1LY4zFRJGFkEmSZiCN0Q0UxZCIvxBrZyYOPlKjvzi4ZUAwpWar7ZxwIjaSvIIsfrRJEcnQrwoQ5KaSziUhFTrRqbvK3i9SIUAjK52b4V7/9v/OPf/1f8p0/fZs7d/+S0wdHPL11HySVfClLuVqhdq7K7PwUmqRh2W6yVVRV9k5OqU3vs7a8Qkkt8eHWTd764A4n7R5IErZtcfv2Q44mDXLzJTKFPJOBzhufe41rq5s8fLCPH9qkSnNcuLTC8vQs1UqJdNZg0Brz1oOP0M00G9OrmJk8gS8T+wG5Uo2FlQ1aeweoTszU1CqzsysUyzPsHg9YCQzK+TSXppd4PHvCzvY2PaPP/18c+rcKgrAs+s4EWVGSwImUnIFLwKBXp1k/xg99JFXFyA6w/TG/3zjiX//T/57C2epjpponpytM1xa5/3Cb7Q+3cPsOpq5TLaRZmZ3nxWefZ72WZqGWZr9+A2uSBEBMfYqUliUUIQfH+3TsBh3LIkyr6IaMFCmoqoYCCDnJ+8eRIIqCxJkYnd3wCsQkxac2PcOlzWe4MrVCLoy48GLSkTXNHIG7x2A8YKfXJggE5/MF4jBm7AS4Xshpt8th+5DY93CDENvzkcQEM62gqQJDPeuoR8nbuXPcpbHTSlyTKYlcKQf5mMiMydby+MUIdzjg1v13MdWYWmmWxcoqncaIODrG8z3cTAmpOkVv75DhxEbNa5hpBdWCwAmIRUwUhYiJQLjJlOenw1DIn7IQIj8mHHnJvvnTV2qCl0s6cwGD0xGPoqc4HYfmlYsomTyj4YT2hx3+7f/973FlleWr57hwdZWsniH2YPeDW/zN8RFKVqK8UKTn2gwmFoSCu/cfcn3zOcAA4MGtm/zW7/wnTrotpqt57De+zHNXn0MqGGQrOXrHJwgUoiDpAcmahFrQESlB1PqRNSoJUJ3ZLfSkvxLGEbIEaiq5D4SUDG5hKEnuQE4yC5EXJasmP+FrIqRk9UjitiCUkGUF34qwB2Pe/vPvcPe9P6ZaWcIaTzCqIelcDmHG+FFIb9xDG2hoORM9laZcNrF9F2LwRMx2/YArvS4Tr8N7H39EfThAMhWkMHlRTUYT3Mce6faYmY05bCmFFIU8v36Nxo7NWwd/zfLaMiLUuLe7y+ieRyR89o736QzrqHGNi5vLLMzOM7QGNDyb7mhAYFuk1QrkMqRyBQaBxQeHj7i594CiluPK/AIX5mepleZYXVpHTskMJt2fXRAMWUdWVTTNQNbAD10UKSAMwPNCnPEYJBURB/iqj/O4SVyd5wdvv8/rr77IYafBBx9/RFqkybgpWk9OMVAoz09hmDqGbpCp5hj4PTi7ba6cv0Snc0i7XUfWFUqZPFHo41tjTitpXNJ4TSdpkMkaiqygBMmZdJK+PTtM+6SrKCe+PAmZ+do8L116FdUbsnfzLepayNL4AErrtDzB3XuPqY/aHFljyopJWU3juEGi8tZldoZtLM/CVA1EFOKGEyb9JDhSLGUwTJ2AGC8ICCyH44+PGTbHSchGEWSLWUrTZTRTJdYFkeLhWRGHjSZmdJvPXQkZDrsMem3CwGfcbLP9Z3+Amk7heD4i8ogcQbpaRs2kEN1h8kuTkuZrHAk8xydyImLPR5LkM0mNRGR/JsorJYWSKKEwCylpuoWyT6/XIoxcHN8nn87ROGxx2jzFFT5SGPH00U22Pl7i0nObSH7E6WmHfuSgFxVyVg5ZU8kZaUpmnr2DpxwcbbG8eI1W4yl/8uYPaI/6pHSDvhvz/fc+4km/z+2d+0RKQNIWjggcgYyEYqgEI5d4lCz9VV1NTjxEorPTMjqypiRIeSGI3AARxIk0VSVBw8kSKElfCUlG1qUzB4aU4OJVCeVsClRW5E+BkW7X5uCdXRAKG5+7gCyP0BQDNTJQVPCjOLEp+T7OcMLC1eu8/sXXmCpkCbwYTdNQNIEQCmYuw3t//gPu7jzEi7yERyGTNKHVBDXnDCy6R01mF+Z48/Ztrs4+z41XLzN/+Z+xX3/C27fvE3sRkiLwhcdYuLS7Hm64zcTrIIKAdCbFna0dDk4P0XWF2YVVCtUqVuDhjNoMvT6ddhct0umdu0IsGaxdusLasI+RSTEcj39mQVCuvfriv9GFSuwJqrkKawsLVMs18tkMhiwhKWm0lEI2lSOTKUAkM1WsMGmf0h12uXf3DscnJ6goWGObo+YJ5ekK+VIBI5dCzRiEOggpZqE6RzlbIJdLMfKh2TjE8SyEEmNm8ozcgO5ohDMa4SGI5DNOonKmFjvbL0dxcrPI6tkNoCgoqkKlXOG1V77K+tp17P4+hZROP3D5+ee/SNE0+ejxPn/+3g8ZRB6F4hRls0I5W8A/cxw0Iofd7gmB45CAyWJiKYGGdo77hF6EZwWEXoDwAoYjl+b2KWgSERGRLAikGHviMOmOGbUGTE5HWM0Jdteh1ezRs0akCyq2Z+PHIZEEHgI7cAliD3Qw0hlefP5FTClFr9NBxCGGbqCrKpqkEIUhoR2erZCUxF6sycRnZijZ4AznflYfVFBMBVmSMLIGyxdW+cYvfJWl85tMJhanrRNsPQRdBlMn0mUmlo2u6JjZNMWSycaFTeR8GTd0CKMAVdUxFI32uI+ipRlNhvzBX36P7eM9fCfAi0OK1Vl6kyGPD7Z5Un9K+6iF3f7RDSmR9ARkWUE9ixuLOD7zP0jJD6CdeSGcmMgJCZ2kMH7iuhFCgvjsVMFMchsgI8sySZcxRlY0FEMmHAVnI/EJGt+3PeyOg2GmeOm1F1iaXSP2LfpHfbr1OlEEkogRIkZPG+Snc5TKOSqlEilTp9tr4nshcahy8/EdPrx/m74zZGF5lpXF8zjuCC/wk/yMoqIaCddSU9Nk8hK+o6HnRoRjnWKxSuCFyYzHmZk6k8qwtjRPKqUxcQM63R6uC07oMbDaiDAkZRZRzXzCulRhOOxxun+C8AOyZhrVzDI1XURRU0SxRMqo8sqzV3/6KcN0uUCsplE1jRub53n24gWkMOLD+0+4NblNMachyIKkUCoUKaylMGSF0A9pN7r4vosQASPPY2RZzC3MISPhux4pzcBIGcnyzYnptDsslaqkjDRL87PsnaxhHT0h9AVXN85xY2MZyR5w03JYmxeMLZvTRh/X9RCyjCxUhBwgSyHpfIaUrjDqubiuj4TM4vp5Lr/4Osf1JifNFpsL63zp8nOsFJJBlcVqgVeuXaAfhNSmZjEkQUpWcAd9BqMezeZjutYAwijBhMcRsRyjpxRyuRTWaIBqmFy5eIGuNaEzGKNVVMKBhwxIqoYkS7iuS+wFCZNATZbGIoTQ9zg9aJArpCnWCviS4OSwTjBKtgWKKVAMFYmQUHVY3Jym5zRpn7QwUhpaLBFLIVGg4GsBiqqCkIg9KSGOnzXWPnE1JLCVpI8gawqaobB2boVf/vvf5u995eucbD2hNz/Ho/ML/PDjD3m8d4gXeMk2LI44ah4zsAZMVYtc2niG1alFbu/cZtCvo/gxruzheB4/+OBtPrj9Id1umziMqR/1CCMfazwhO5Vh7IxwPR9VJGo6oiQsFRMjAoEgIEyY7IkEV5YSv6WU8DGjMHkRiM+kFuUzzXp81k3UNBlJk5FiCSlMthhSFKNqGnEAcRAlfTKkpB8VCmRZQSno6EUVDxfL9RlOJji+h2MFyJqerEJUBS8OeXp8SN8a8dYH75E204RBTC5noihpTvonuIQ8/+XneWXzJWJP8Jv/zwljy0ZSFWInIj2dZXZtlvW5c+TTJpoBxyd1NheWmKlNsbu7B5KEIybYgQtOxNNWFyNIsTp9AV+fJMVQCcmXslQqVVbmVhgOxzS7HTKpDJqSJrQ82nafbTWR7fjYzE7Po+oqof2jWZGfWBCm1lYxDY2sbnJhY5lUtoBqaAR3HtEfDZHdkGx+mkns0xy3CLIFUmqajKkz6fY5ONinm3KRdBUNmbRpMOoOiYKIpeVVrl06j4JMsTBLPjPNSWdEPmezkNN49fozPJ3K0eu0WV/fYCldY2Fuld/+7u9z++kOKT+ksuDRbvVxxhOs/hgRaGCmWFubR5UkjnaPqdfbpEtZltafwUhN0Wy+x3A0YaW0yvnqMseDiLCoEBgZKrVZFGtAp3VELluhvHyOmaVzDO0h+3cDDrttJt4YSU4ALLIkQTqDNK2TSadYLtXQVQ1HA1UKiSc+URSjppIchJBBDiWErqLqCfMwjgTCT9bt48GEB+89IJVScf2A8dD+9I8RqqAWDKSiSmPUgUwKxRTIeoTrxciSgSSpyFKAJCREnBCWhBBEfvyjEE/IGbg1uZl1U6NYynNu4zy/+u1v8mvf/BaKMBjUh0RampcWl5leO8+bH73D3a0tBt0eciSjqBphLBj0x5zWj3lu81VmpkMG3ROswEfXNEIn5uHtB5QqFXRdIfJ8FFXQPOrSbzSYl5ZJ10porpKsGNN6EiwKPzFTnolwP9P3UDQSqWwIYRBBHCf0oayR9AQCgfCjHzlzz7ZIsRMiqxJyRk1mQlCSrxsIiM78FVpynBlbyWCWmlEpzhSZnS5TNtL0Jjn0NEjoydeSZWRdwRs6nPaO6GSbpLMmhmSSq+RZvLCAmoJPkuZGucj84gL+aZfzM3N0Bj1cL0CWFWbPLfLaqy8yZy7TH3YoZgTT6TyHh/sUKilS6RTlfIbpWolKyaSULmMoEq12g3u7u7TaPTTFwEwZrFSXeP76C7z23Nf5w+/+IQ9u3qadkshPlakszHJ6sEd90GDameKkkcIPfIr5At3+8GcXhINxk0ygk5dSfHyYodRvo4mArt9GrxUwFBNdzSB127QDi4JWxiOgM+jTabU5GXfoOxa5TJY8Jv7Awh5aLE/PcmlhjY3ZdYxsifm5BWqZNHd39nh/5wmrc1WGjk9k1rj0yudZSieBlKXKEivnztPst5iMJ6wvXIELUD864PDkiIX1DXynh6LpeEOH7KVzlOemMfMpZspV9h69x8HxFjOzM4jaLN97/10+aj7BlkekkZBjCSeMqXeaLE/PUapOUcimuTCzgN+6yP6DbcLIJlIEviIhZIEiyVS0KpR93CCgYQ/52ivX6bU3eFO8zUG7jz2xCayAOI6IgkR9LmdVUBIVV+wlWLpYihkHHokP5cebf5KsEE8ivNjl9NEpsith5vKouRFWZ0wUhEh+hOcByCArqGqCmo+CEOnMWiVpIJEcwyqGRiaX4fNf/Dy/8Wv/iC+99BJqoQLWmEvn1nm0s8PE6vPSxioXZ0t8tL7KnZ3HpHNT5HJT9J0J24/usnXUIL3/mFC4zMx9DsZ9/HjMxD1gbNmsX9ikpOqc9Pv4jR79RpvIlNDrLV44t0ro20xKBuXlCpPWiNANiIOYOEzGn+PwEz1uAoSVpAQMIYI4cUqoSoJ51yTQIUQgxxEo8qc9BOSk0Sjriag28WpGqJkkySrOch1xQCIGVjXSlQzPPXuVf/j1X2I5X+bx7nP8jvU7HG81iaSEbSkQRCJI0rGKhGN5DDoDrJFDplYgVYhQFYnQ89h+/IQ3ybAUZ3jhwjL1UZ2Hu0fkpkpU5kqk0il6zhBJDciYacajMY8OGlx/ZZXXfu55ZgtfIwzBUDWi2P10lmP58V1+eOtjFmqzLC/M43sZbjz/HFnADvqkChlkVSMIYlY2L2Fk0pw0dpFUiMKI8aT/aZbmZxaEo+Zjzq/c4NylG1yfnmXsCt5v77MvRXiGjIuNrnrEhTTzRhZTNnj6dIej00ay98ub6F5IZIdY/gRvbGGoCnO1KeZrM+iSTGCPePT0HntmntuPt/ir995EkiWMrIyKz7WNTVa/9V8xQ4YuEXtH2whdI9I17m/fYqk8jaIaFMs1cvksp04POYpIlYvUzAzTkUG+MI9u5nl068/pe8fUtDIHgwaP6ttsHW5zPNgnkgSaoqEKELFMulwmNHL/X3tnFiTZldb33znnbrlnZW1Za1f1pm71KmkkNT0aMQN4hpnABhFgsM08+MU2BocjDAE22ETY5smEw+YN+wEi7DA4YMAzMBsEmg1pZqTW0lLv3bXvlZWV+3K3c48fbkrDKoyxDY7QF1ERVZmVGbl+55z/918IA2j3h6zVDwiCkCcWLzM/nmO7vsnDzj61oEchN85+cwMThixPzfD8tQ8S7W2zKCNevnGXz33jDrofkgiTxqq5EmGn6QbKkZDY6cpNmtqUjsZGM3dAOTbStQGTeiMWDD0nopDPI10LHZHSvS0QRoLWJAHoMMKx3dQqzbJSv0E7pSSkbL3UqXh8vML1y5exbA+iAIIhY56Di2HjqEOii4TGxi3NU531WZya5MRjH6aduExnJlnd2iRstKhUZpgtGyY9l92+xdRCmStXFF55kqqSvPHK66yt7OInPk7Go3XUorZzRGTFOKUMY+4klqXoHDSJhzFhkoJ/QhnEKGhGSkWSQKIFVs5BeTYmSnMppKeQrkIYQRiHmARURqEyFtrXmNBgiFGOjXEEbt5jYrJCvxUzDLspwJiz8CbzSC9DdanExz96nace+y7AJvHfItIeXtlJVdWDmDAaOXsLmT5W28YeUwyHQ9ZvbhH7faRR4EJ+cpykJ3mj3ebC1CLjY0XcootbcvAHA+49fEDe8qgWqrS7PpayuXJhhpKymS9NAlnUaJClpIOSAAlTkwt8x7MFNBEZ16N66nFKQCOCUmWS7/6eH+X09bN84dd/hb21DeZOLCE9g5IW/sCn36sRa4tLZ6++d0PYe+TzEz/8CT585vS7Fz59eon/0Nrny6sPkELjOQ7z4yeZrIyxvrbOxvoetp2Ci7lMhqOWRafbQ0koVyeZKY1zbnmJci6DJW3avs8bu/c46jTodoYMYo1OhpRsh87Q53MvfoPDVsw/+uSPMwwjbIoE/hE9v0cnHNI52seSkrzt0mw2SIwmCWNCaZEYh+lshYJTZKu7R5c2SUYy7HRYvXkDK4lYKE4j4oBac59CziGfy2N5GWanq2QL82RtQ7uzyaPGKk5BcrFapWw5mLymGRs63S3GcgUqjBHohKeffIIJZXMcG2xjc7zXIewECCelMQtXjLT5o8wFIVN+vhZpgIxO0q3waIcgXQuVtVNzVKNh5CGZmbIYHjRJwhChNDo2SKFTIo4G46dMPzlmgVYkEQiZNiAxioUTKv3irK084NWb3+D6pWsoS9Hr96kfNbh97yFbRwfsHts82tlg83CTQTike/Ypzl5WeD5cPHeObGaazMDC7tRo5qeoxQ3mqlVmKlVW9u7xcOUNtutN9o7r9I+bkIEk1PTDIW99801k3sIIgTeZI1PJM2j3iYM0kUqNnKJ1qNOjRBSnuZzaIFyVBrpEvIMiYsJRiradiqOUK0h8jR5qlCXS3QWS4kSW8mSBSqlCpzCg2QRhK2zLpTI2xdj0NCeXxrl87jxgA332Gk2GEoqTBYbdIUkvxYKUp1JcyddEQ03iG/RwSNCNECZGSguyFqGBxDEMDho0wg7liUnGT1XJFV2K0mExO80HLjzO3MIZNtfuMOEUmRzLIbsxulNHFRcB+PRrX+D22gOGfoTtOKA1/UGP2AR4GYvv/f7LzAAVG/7pD6SKrBj4klNg5dFdrjxxhVMLZxi2mvR7HY6P9nFUjkL+T0uT/MM7hFfe5LUvfIYPn/mJP3LF49OLjD15jbavaPZ7xMaQRAmt1jEyFizOz1HKlRAaeqbPEEnWdZgrT/HUuYtcXD5FNpNFKkXWsZjKZImCHiITsThTIYojojDAdhTj8+OU8w7d+hrnq6f52N/9+7z8ja/y8M6r7O9vY4KIQRIgMg7tboN+d0ChVKGcOYFLlalcmfJYnnv7dzCWw6npk5wsnERoxXg2R7VQZIwMLSfD8lSFmdlZkkIRUSgjm3u0owFHrR3mnCzL1ZNYIdR6bTaHDXw54IlTT3FpvErROY0WCWPZbOrM9GiHmw922ao1MZ7CKzgIxxCFMdqPkK5MDT7kaJYuBUIo9DAa5S2q0c9Ij0DqV6AciWWl+YpxDI700IMmOGlCk9Qpsi6VTP0SgXCYZj5KO109hUgxBMuyWFya49kPXsOulDgeNJGBYWtzh5dfeY3X7t0izkAvGbB/fIA2Bpss9d0an/pvv0631cXJOVhWDtm1qIzlWSh0MbpDOLjCYW+DG6++RCcYEjU7tHeO8aMQpVPsRFiSYWuQPscE8v0xcpMFrIyDPuqQhHqU/CRG/g9AnGIGylWpscs7Rwv9zm5CYGKJlXfJjefRYcKg1cKEGmGntOjixBiTC2VK40WsnENkp8a9cRxjtGDoD5iyYKIwSaveYyt4mVqrxd1H61QKeU4tLlM7rnOkj/DrvVG8Xvq662FI4kep0teTSJVJJyFaIJKEKO6jZjLIUxWq8wvI3WPKeZsrY+d44bs/wZWrzwGQiTVJq06kDXvtLvnsGOVi+v27vfKInaM9pBH0wj6gyDs5XNumUp6gUXuLzvIVRv/ObeB3fu1X2b/7BoNGGx00mZ6/RK0fobICe3yJw9oOaxuP3rshhFrwS7/6m2SzZZ75jmvYKkU/56uLnFxeRvt91rY2+P3XbjEMe2xtbpPJZCnkimRchzjSuI6DZ3vkbIeyXeDxhcc4deIUneEAX0csVhdwtaYQQsse0M75dIOA/UYdP4aliRnGRJF7D1bIjJe4c/suu48ekS+cYlGUODrcwR42mVtc4GBnDROFLE3McfHUk1THZsklmsz4FA+PNpko5jk5O4/odbm78ZDITDI3NkU5m8Mlx9zsItPVWYbdDv3DOsPokHazi+0Ilu0pjCOIQ02sI/ww4crYCRayk4zlc2RIl+Z44PNob5/fuXGD2nGHYUExlq8glE2vVSceBiRxgnJVuitQIJQZJVOnozT1To4ZYkTDS68fLW4Mmz5m+xgrttOchhhEZsTMtUQKuo1Sn8K+j/YT3JKTRriN0EWpFIVClo9/9Lv4uZ/6OSxsVu+/RWu/wWe/+CK/8dufQ+clc+cXMLZGCZuwE1Lf2uB++xZGJRQKOaaqk2QqOVCgd4asti/xI//sx/k7T18H4GM/dIfY7LHTOSIMUkcjk5BmNqi0yelYQyLo1jpoDPl86hjVMmFqlvLHSlhp+IyJEoyRmCi9P8tOg2ySJMKtFCifn6a306Z31EQWbYQlGauUyGYK5PIe4+VJpJswqA/QYaqNcByF6yqSaEir2+OLX38J6Qty0mE2N8azJ09RLebZbtbYquyytrqDiRJy+Qz9QUCj0cEfRimoq1LcRnqK4kSR8dkKXtHCL3osn7/K0myBQt8hJ0KWS09w5eoH6Otjbj7cp9dv4cUGx5V0Ep92HPKOcduT5y6j9ZAoivF8lygMsRNFSZe5dPZxlhfz3N3bod6DezdfZ+/wbfZ3t5CuoVo9w/R8hcnJMWpbbY6Otzk9u0Sr3eDu3Tvv3RBkAq3jNr/0a5/i1v4W0yUb18ly/dnnmJos0e8G+EOLtY0tjK0ZdIZML8ymYFUuhw5j+t6QWGuywqbk5qlWqpRKE/RNAxkHOHaOpBeQ7fqUcnni8SlCKZgvTXE86FDwcjhC0jk44ld/7dPcOXxArztgvDTJ5PQip8+cJOeVuH7tBT77uc+wefQ61dITFO0c+YLD0WETsfKAarFC5EyBm8GVDrFtcegPyBqNVi5DK0ffyfOw2WZ3c4Vg0GG5UCGT2LgZD5EkDIc+rutQzXnYepKZYp44MWiRwSQKKWz8oEGt3qEVDJH5LFY5i2UJgl4PJ6OQXpaoHyGUIon1aOVPR116xJwzIl0JU9egNMtAqHRykMQQDSKsQcKw3qI8O54af6hU6Wk5EstyiHWUjtpshfISrJyVEnaUBaQsPjvrsXzmFNbI+jsMQl5+9TU+/6Wv8mB7lfLUGM6hi5LQ2G3RqrXw4wFYCVJYHLVaNI67FOfKzF6do9eJiA43eHrUDADGSy7KGme9cx8djgRXpMCd8iyiXpjuBJTFeKnIlUuXOfvYBY43j/jsb/42rcG3kG8h0t2UUCnD0oQGlUl5BcKyUVkbKQR+q0ccxsQ6onJmnMpkjmCgGfaHzE+P0+8pClmHM7kqR41jaqFFoehiqyyOnUEJmSZNdVrs7rbwjANekWMrpFIqslgYp+A5TOUKnJuaJ2tJZiYmGEY+X379bV6/s8IgSEgSmXIVpKA8M4ZV8tAFgV22OL1wkmsfpLUAABGcSURBVAUVkHESDtsP0J7Hg701thu7ZJzT7A13kC2by5XTeAUPk/2WJuS5S+cIWg16UYhjZ6g39rm38pDdVsCdlTyB3adT73PnzV12NrawswHSCan322QmPIxIWHtrm4Qh2+u7FL08tvLY2ln/cxqC5SAF1Gv7vPzSy5w+c5L5qVnevHmL82ceA8ti/7hGEPWobx9QLOWo5AvkHAfHtgm0wfFsMtpFhoZKuUxlrILlQKIkOTdD77jG5vomtd098tk8p8+dpVIe52x5hsQxHPsBe/UjYjumu79Du94ELGpHdda3tuhpyZNXP8zs1iHh3ibnH3uKkxefRR+usbe1wd3DY9xmnYrnstLZplOSPLl8jpmpE6wf7hHEe8zPzZEvPIFKQrYOtmj6HTqDDpNujmI2g2UrdJRmEwppkCimxypYUiLCiH7Px7EFGTfBEi7K9pioTNPothmbHMcSkrYRICWx7yNCg5EGoSTKsbCzbsqyGwQjhqUYIQgp+T6J09GYECk6LgyEBz2sUgapYsaWyrTrXeySg7LSkBJLOBArpEpQrkx5+0mSMhO1xHYsFpdmuXjyxLtv+NrKBp/7/O/ycGMF6Sr6vR4b91eJhwk61KlZqSUQKj3OWFaaC9k5bGDtWMhE0Kz1+YV//+P8/DMx//LGKeRkFt3qkJ8oIrKS5vYxOoZkGKWErUHaJJSUXHvqaX7mZ/85505f4P5bt2ju7fOFF18kwSAFKM9OWYeOIg7Ska40VqrmjDXCNlieg+3ZxH5Ad6NO/toy2cIk2Tgm0/SxCi65okJhsfLaA1577T7WhMv46TKlYgFL2OhYU7E9Fqw8PRuazTb37j9ic/WQQi7HlSunePzCWT6w+BiOEoSDIa3egMlygTOVKm/2HxC0A6RnYWUUyTCh2zxG58bxvAJ54XBtZoFMkOFLD3+Z4+SQjvoCxxMX+MGPfydL7jIb6w43d1eYm5nhwuICkRvT7O9QdAr4zT4XphYZJppsaRx/8QzJIOHGGze59crbvHkjZn9zl8Zxk9AMObX0OMqL8Qc+ZxdPkus4vHLzBu2+oF5r8Xb3NsoY6t36ezcEO+diTHr26kUBMSHNQZMv3tjilXuvY+uEuFLGLrmU+nmyrosjLSzLxkhF4kgy+SzGGBxLcvbEMqVSge7QEMch1akpekEHS2r83oCg3ac6M4vnFcjliixWykzqCNcktP0+FxaXiRPNQbdNz+9hWyAGXe7f+jLx+irPjc/ykU98L7ca8Mb+IQuVAlc+9CyD7ftsvvU6azt3iQc2W0qTTzxm8pLHJm0WF4q4pQl21lYpi4TphVlawwqednG8LMq2SUya3iwdG2FirFHeYGQ0vW4LZSucJEOUxNSDPsMwZTRWx+cIhgPUjISGor41SHMWXFKSUxShh2kSkyGNHkuiODX5UCa1XI/SgYNQBjubZpsYIIliQiMpL1aIQ03khxgEKmujLIe4B0aExDoh7gXEfgSWxCtlyE7l0MLixmvrLE89YmftIZ/61Ge4ef82AWHKnbAEOoyJtU7NSZN0Pm+0QYcapUZAZ2TorDfAsynnS2x/Y42PP7IRhUdwEGDFCYXZEsF2kKocSVIh0uBbZCIva3Hy5DxPXUnFUE89+wwfeu46r954naNOMxU5JgYhDGiBSFIlZBKEqRsShsg3hIMYlEmzJ3VCPBhSqw84vrtLEsQIkzBenqOVTajdPqIVdsiGOShonKxHuZglp7IIZbPbbHCwV2NjdZet9T0a3S62tLhfW2Hx1gOev3aRE9UZJst5HAX1+hF76/uEoUHlbKRMCVXutE2/7+OaBGHZzOZmmdBlVgbHPDreJ3EG1FduMv/ELEtu6iZ1ee40dx9tcW93ndPLyyRC8+rDt+nW+kQyJmsrJrwiMpHMnzjLP/mRf8ydp25T10PWBx3urRxx4/f/B836JlO5Mh3d4tLiEmdnTuNJwZejb9Lzuxgrphu2U8epiv3eDaEw4xFpAWUHL5vBVMokToKgzZ39fZyxElVZoFTOE7XakAhiP0YbQ5LECGPIuR5Fr8DM2ASLJ09gtCHyh5gkTt1jci5zpxfotjr43QDHzRGGmkR3iaaLxP0Yx7j4hzucq05TdYvUug126ofsdupsiTpdXzM5tsC5+dO4EdgWZOxjypNVcnMztLw8SRSSCQb0on3227tY2uby0lnOzFRxPQcch4xIR2aVrIsulelHAkdYWNJG2A79Rp0wjhBWapNm0PhCUMOwu7uHZwuG/R6vb61x1G3iuHmMkRzu7aNdHz/oEgY+whJIkSYcGaOJxTsMwjQuXUcpnVCQfvlIUtVeunkwGGFGMe8xKucwtTRBpVyiud+h2W6hTToS08MAPYjBEpjAkJsoIKQFOYPJSFZvr/DL9/4Tv/dbn6bdaLG6tU079NO5vTHkKzncjEe3OWDQ7JFE6VEjCQ3SQCGXo2+HqSMRCqKEQafH4vlTBK119labiCRCRQrChKA2TI9FoxIypU2LkVfJ0XGLVvOQ8tg0KJvHzp5hZnaao05zxBuAJEgQcapN0EQQG6Rrj5iKBiFNqusIIQpCDl7fo3WnMfpEp5uu4GCDiFQsJYuSkJjadh1VziBLDkZArzlkb3WbvXt7dBoDYqI0J9I2HA99Go/us7G7xfzEFFfPn0IZzd2VNR7VagwVSEtAIkkC0jBay6K92SWXL7A0v0jcDenW21x+8gNs7bzJcXfAWK4A+BBFXFhc5oOXL3HjwQoruzsszUzR6XW4t7tGrAWu5VB0LBYnJmgPulx95joXzl8E4NsBnoFfWFzipf/yn5mtVvjouWexpAda0Grvc2bhDLvxJtm9MaQf45Zs9v2d924IDz//9T/f7uZ/oyr5LBXSEYdXnOaJ69M8cf07373+1S98zQz8Llo79P0WRnrsP3rI0vw0pXKRmeIYJytzNGKf7fYxB61DxqcXyZ7/dvoFKEzB4+0nmLlwgWoZXv+DL/EPn/wAmWdO8tO/9d9Z3V3D0GWBGOHY2NKiH2tK+RxRNMRRAsvxyDiSWMdYIsGTip4J8GWB7c6Qw9ohQ9On1zkiihVb9+8zCHuYTIFExRgJ1WKBZx47xzcbDb729a+jHcASSJPGqXuek3oXCJByBJBhEJbCdm2kY6WkIkOqVZcgRzwFHWlMJyZo9tBnJ5mYmSSjSsTasHtrB/+oB0Li5R2Ea1NZrvDctWsU7Bxfvf1NIscQeT5rmzusHewQ9YOR+5RMBUOkTkL5ahGvnKduYNAZjLwOFSpOkELiuoJIK4S08AoeE4U83/ftV/m9W2Vqh3sEnQQTSpJmQEJC9eQC7a0awzhIR6peOjrU/Yjbt+/xmRd/l49/+CNMZbOcP73M5cfPsLa+hi/SM1MSJmgtkK4YNUiReiZIOVI2JilDdKgJmxH9dh9hk7pmeRbaj9PAE8DKWAiZArNJrBkMBvgEWLGiPxhSq7dot/oYEtToNZEKhFAkxDT6XeqtNg+2tkgCTZIxOOM5pKWImgO0n+oOpFJITzPca7K51+Zrtyx2FzYIxgK8yTLSllSrVcq2TfOwRSYO8Iplnjl9nv16g629A/LCQUQaI8DvxWhpaIg20i3gFhRvvLXJ9IkzzFXkCBECDveo5ie5euYiBSdPp98l8gOO9pqUy3PMnZrh/jea7Nzbp1nfwbjvbXf3x90x/5/VMx9//t1GVKYKwKVnLv4v3/40wHMX3v37J//m9777+3/80X/1Z9/w1Lk/cdHLn/qvRknBhAcLs+PEqsTNndvcXb3DysEqicqSt2yknaUfB8g4TUfOxS6Xl69y6cyTrK/t45Zuk+QSpEzQg4gk1FhCoVCpIes7YiOVMgxnTswwPTPFwXZ6FtSJSbEFCYRJitJbFr31DodjNWITsH9ni16jRzaUFKqTCCf9n3w+y0J1nlNTp6kUxmh0Gtw5WiXJuUjXJhz4YMn0Qx+bVHBjwbDr02m0mZipML88zeHmEYPeEDBIyyaf98iOzVEql3AKHpPFIk9cuoBbmGOhFKO6EtEzDPbr+K0+H/nINZ6/dIHf+fxX+YO3bqUsQwHolJewvbXBZ774G4ThEd/z7IdZWpjhOz70HN+8cZO1/d10GoNIjVOFjczZmCgmHtF/7ZyFMRI7p1JOV2SwMxZhOyKK0lg3EzOynlNIla7gdsFBuVaaCRFoQh3SPW7RO+qhE/OuuEogQCTogY9OEpSSCAShjMETKMdFWAoTJYAiSULQMdJITBAhLBetBPca91htP8CybZ7/6DV+6h/8LO1hj421WzxcfcC56gye0UyUJ3hi6TQra7vs7RzQCvrkVYFYDQljn+zYFF2T4WGjhtOts99v8GbOUD29wHShTGnSwxkf8Ghzi4KbQdgZet0BVvkEurPO1o0++6tvsnZ/i9xYjqA7+BOf/z9cf2UN4a9TffAHPvkndklPffQTf6H7eOGHvu8v/TgKCwVDksq6TTJaVcOIJIjZemmDtU4IoWbu1Ck+8vS3kSlnGfYPWMpmyE2cRFVPkas+hk2fc3GTLj41GvieT9xPBWJCSLDTHYJQCUkY0d7ppKi7yqCkwuiEEyemmZ+Y4fKzVzl57nGevPI4c8UM9a0GeUtxLF36nUNOTi+w3d8hdAOe+xtX+f7v+k5yxgLxNQhjjFFYuQwyk+oKesOARxvrTNytcGFumanzFT54/TqXv/IV9n7/CH+YruxCCJAKYTTCs0BrpEhI/AgdmZSKiUAnI1McNRJxAbanwFEkAuIggpiRF2NC61Gd8KCHkIpevcew2U8Tqx3Ju8nZceqnIEmp61LZWG7qASmMIfGTNABHmtTYpS9IlMG2HaS0SUKd0sfHBJcuXOSn/8XP8lT1Kkf9ff7Ny19hY2KHpalpiiYFnU9Nz2EPFPfW9+n1QsrlMvnsOBGanq84Pj5ky9/DtWyK+TUSGfHlFxsonaNcrDBI4GtvvImwY1w1wd7mOpu3H6FVhJYxH/uhj/HCj/1rHn3503zlxZfe8zP4fkP4a1Td7e7/wePbx/5St/7Jn/6k+cHHr7L4936MGasFTAKKuSUI97cY1BpM5cp826WLVHMOTuEKH7nyNFNunpdeep2V1V1AYnkOhXKOYOjTD2IiE9Gsd1jZ2uH+1hqPL53m9PIJlmbncG2HYT/AYFIxEwIdaSxLgavSDMxYk+h3rJFSG3YA6YFd9lKFUWIwAZgwTic3oyMYQNAPGNS6KcdhZJKr3NTY1ugEIp3asUmFsAQmScFWHcdYtoPRacOQtiQMI0xsYWczyGxqHmyExHUtHrvwGC+88Lf44e9/gfmxJQB81ac56PLZr7/C/lGP565e4dzCAp6Tej7uNvbpGcHcxBTCyXJ4cMjh7h0agxoyIwgtaA2bFLwyRZGlddRmo71D7bhORIAZxrQbqwRJSOWpElprPGGxu35AyX6Z3dVt9hoH7/m+C2PeW+zwfr1ff5UlhDBu3kHagmHrHfPEdIrxjrRbCInIKZyyg5IOTkYyrA8Y1oYYwBJgZTOpEW8YYkyCtCEJU2dWy5Ipc9SRKdYQGgwSlVUYkSCVRdj1cXMeJjaorAQjiHoDME6KcVgGhIPl2Zw7f4Jf/Lf/jm+7/jzfsqqHewcb/Pwv/gw7B3VKpTLXz1/mu688y9x4hWavz0tv36FlpilM5qntP2RtZYW+38TyPKQHESE60UgtsSKFCCRaRQxEQDzwkUISk+DLkGEQgAHVlXSPe3Q6R/S6PQKvT+fNzp+58Ly/Q3i//lqXMeb/Cuj9Fy1vomRk1mCGApkTSA0myaKDiGSokdJBOQKjNWE3pt/dAD70R+7DKXpYOQ/X8bCdLIPA57BWJ4Mim8tw+eLzfP3BGjff/ANWHr1NlCRUxovYIkFrTWw0WmvcWBFFEX5nyHDoU65WsGKIQ40qSzJ5B0u4BP2A+voBtd0dIsDOWOSy5T/t6b1b7+8Q3q/36/+T+ts/+UkT6IBslCcIe+nxKIDZ6SoXzn2Iun+LteYRkZuglSHpx2zdW2drdzV150ZgYs3hN7f/zCb7PwHAt3NcO6kxNQAAAABJRU5ErkJggg==",[[49.7692718887291,11.1417132622267],[49.6987360507454,11.2529678227801]],1,null,null,"poppendorf_4.3.2"]},{"method":"addRectangles","args":[49.6987360507454,11.1417132622267,49.7692718887291,11.2529678227802,null,"poppendorf_extent",{"lineCap":null,"lineJoin":null,"clickable":true,"pointerEvents":null,"className":"","stroke":true,"color":"#03F","weight":5,"opacity":0.5,"fill":true,"fillColor":"#03F","fillOpacity":0.2,"dashArray":null,"smoothFactor":1,"noClip":false},["

xmin11.1417133
xmax11.2529678
ymin49.6987361
ymax49.7692719

"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],["breweries91","poppendorf_4.3.2","poppendorf_extent"],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[48.900742,49.884229],"lng":[10.316987,11.509409]},"fitBounds":[49.6987360507454,11.1417132622267,49.7692718887291,11.2529678227801]},"evals":[]}

So here you have it, 5 breweries within the extent of the RGB image

Non-projected data

It is possible to view objects that are not projected (i.e. have their coordinate reference system - CRS - set to NA). If this is the case, coordinates are rescaled to lie between 0 and 1 and then the y-coordinates are multiplied by the ratio of y-extent / x-extent. This means that x-coordinates will always have min == 0 and max == 1 while y-coordinates will have min == 0 but their max will depend on the ratio, so that this can be slightly higher or lower than 1.

When we supply non-projected data to mapView() a suitable warning will be printed to the console (see below).

Here’s an example for point data. For this we load the meuse data set once again, but this time we won’t set the CRS.

data("meuse")
coordinates(meuse) <- ~x+y

## check coordinate reference system
proj4string(meuse)
## [1] NA

Yet, even though it has no CRS, we can still visulize it. Though we obviously cannot provide any background maps for the visualization.

mapView(meuse)
## Warning in spCheckAdjustProjection(x): supplied SpatialPointsDataFrame has no projection information!
##  scaling coordinates and showing layer without background map

","

Longitude0.87
Latitude1.38
cadmium8.6
copper81
lead277
zinc1141
elev6.983
dist0.0122243
om14
ffreq1
soil1
lime1
landuseAh
dist.m30

","

Longitude0.92
Latitude1.37
cadmium6.5
copper68
lead199
zinc640
elev7.8
dist0.103029
om13
ffreq1
soil1
lime1
landuseAh
dist.m150

","

Longitude0.97
Latitude1.35
cadmium2.6
copper81
lead116
zinc257
elev7.655
dist0.190094
om8
ffreq1
soil2
lime0
landuseGa
dist.m270

","

Longitude0.97
Latitude1.3
cadmium2.8
copper48
lead117
zinc269
elev7.48
dist0.27709
om8.7
ffreq1
soil2
lime0
landuseAh
dist.m380

","

Longitude1
Latitude1.27
cadmium3
copper61
lead137
zinc281
elev7.791
dist0.364067
om7.8
ffreq1
soil2
lime0
landuseGa
dist.m470

","

Longitude0.92
Latitude1.31
cadmium3.2
copper31
lead132
zinc346
elev8.217
dist0.190094
om9.2
ffreq1
soil2
lime0
landuseAh
dist.m240

","

Longitude0.87
Latitude1.31
cadmium2.8
copper29
lead150
zinc406
elev8.49
dist0.0921516
om9.5
ffreq1
soil1
lime0
landuseAb
dist.m120

","

Longitude0.88
Latitude1.26
cadmium2.4
copper37
lead133
zinc347
elev8.668
dist0.184614
om10.6
ffreq1
soil1
lime0
landuseAb
dist.m240

","

Longitude0.94
Latitude1.24
cadmium1.6
copper24
lead80
zinc183
elev9.049
dist0.309702
om6.3
ffreq1
soil2
lime0
landuseW
dist.m420

","

Longitude0.93
Latitude1.22
cadmium1.4
copper25
lead86
zinc189
elev9.015
dist0.315116
om6.4
ffreq1
soil2
lime0
landuseFh
dist.m400

","

Longitude0.87
Latitude1.19
cadmium1.8
copper25
lead97
zinc251
elev9.073
dist0.228123
om9
ffreq1
soil1
lime0
landuseAg
dist.m300

","

Longitude0.81
Latitude1.3
cadmium11.2
copper93
lead285
zinc1096
elev7.32
dist0
om15.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.85
Latitude1.27
cadmium2.5
copper31
lead183
zinc504
elev8.815
dist0.113932
om8.4
ffreq1
soil1
lime0
landuseAh
dist.m130

","

Longitude0.86
Latitude1.24
cadmium2
copper27
lead130
zinc326
elev8.937
dist0.168336
om9.1
ffreq1
soil1
lime0
landuseAh
dist.m220

","

Longitude0.8
Latitude1.27
cadmium9.5
copper86
lead240
zinc1032
elev7.702
dist0
om16.2
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.77
Latitude1.22
cadmium7
copper74
lead133
zinc606
elev7.16
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.75
Latitude1.17
cadmium7.1
copper69
lead148
zinc711
elev7.1
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.73
Latitude1.12
cadmium8.7
copper69
lead207
zinc735
elev7.02
dist0
om13.7
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.7
Latitude1.07
cadmium12.9
copper95
lead284
zinc1052
elev6.86
dist0
om14.8
ffreq1
soil1
lime1
landuseNA
dist.m10

","

Longitude0.73
Latitude1.08
cadmium5.5
copper53
lead194
zinc673
elev8.908
dist0.0703468
om10.2
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude0.75
Latitude1.08
cadmium2.8
copper35
lead123
zinc402
elev8.99
dist0.0975136
om7.2
ffreq1
soil1
lime1
landuseAm
dist.m140

","

Longitude0.75
Latitude1.06
cadmium2.9
copper35
lead110
zinc343
elev8.83
dist0.113932
om7.2
ffreq1
soil1
lime1
landuseAg
dist.m160

","

Longitude0.91
Latitude1.15
cadmium1.7
copper24
lead85
zinc218
elev9.02
dist0.342321
om7
ffreq1
soil2
lime0
landuseAh
dist.m440

","

Longitude0.91
Latitude1.12
cadmium1.4
copper26
lead75
zinc200
elev8.976
dist0.385804
om6.9
ffreq1
soil2
lime0
landuseW
dist.m490

","

Longitude0.92
Latitude1.1
cadmium1.5
copper22
lead76
zinc194
elev8.973
dist0.429289
om6.3
ffreq1
soil2
lime0
landuseW
dist.m530

","

Longitude0.86
Latitude1.1
cadmium1.3
copper27
lead73
zinc207
elev8.507
dist0.315116
om5.6
ffreq1
soil2
lime0
landuseAb
dist.m400

","

Longitude0.85
Latitude1.07
cadmium1.3
copper24
lead67
zinc180
elev8.743
dist0.320574
om4.4
ffreq1
soil2
lime0
landuseAg
dist.m400

","

Longitude0.83
Latitude1.09
cadmium1.8
copper22
lead87
zinc240
elev8.973
dist0.249863
om5.3
ffreq1
soil2
lime0
landuseAh
dist.m330

","

Longitude0.99
Latitude1.16
cadmium1.5
copper21
lead65
zinc180
elev9.043
dist0.489064
om4.8
ffreq1
soil2
lime0
landuseAg
dist.m630

","

Longitude0.91
Latitude1.03
cadmium1.3
copper29
lead78
zinc208
elev8.688
dist0.472778
om2.6
ffreq1
soil2
lime0
landuseB
dist.m570

","

Longitude0.82
Latitude1
cadmium1.3
copper21
lead64
zinc198
elev8.727
dist0.287957
om1
ffreq1
soil2
lime0
landuseAg
dist.m390

","

Longitude0.8
Latitude0.98
cadmium2.1
copper27
lead77
zinc250
elev8.328
dist0.271622
om2.4
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude0.84
Latitude0.96
cadmium1.2
copper26
lead80
zinc192
elev7.971
dist0.385807
om1.9
ffreq1
soil2
lime0
landuseB
dist.m500

","

Longitude0.84
Latitude0.94
cadmium1.6
copper27
lead82
zinc213
elev7.809
dist0.418417
om3.1
ffreq1
soil2
lime0
landuseB
dist.m550

","

Longitude0.76
Latitude0.94
cadmium3
copper32
lead97
zinc321
elev6.986
dist0.244474
om1.6
ffreq1
soil2
lime0
landuseAb
dist.m340

","

Longitude0.73
Latitude0.98
cadmium5.8
copper50
lead166
zinc569
elev7.756
dist0.135709
om3.5
ffreq1
soil2
lime0
landuseAb
dist.m210

","

Longitude0.69
Latitude1.01
cadmium7.9
copper67
lead217
zinc833
elev7.784
dist0.0484965
om8.1
ffreq1
soil1
lime1
landuseAm
dist.m60

","

Longitude0.67
Latitude1.03
cadmium8.1
copper77
lead219
zinc906
elev7
dist0
om7.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.64
Latitude0.99
cadmium14.1
copper108
lead405
zinc1454
elev6.92
dist0.00135803
om9.5
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.68
Latitude0.94
cadmium2.4
copper32
lead102
zinc298
elev7.516
dist0.135709
om1.4
ffreq1
soil2
lime0
landuseAm
dist.m170

","

Longitude0.7
Latitude0.89
cadmium1.2
copper21
lead48
zinc167
elev8.18
dist0.26622
omNA
ffreq1
soil2
lime0
landuseGa
dist.m320

","

Longitude0.66
Latitude0.88
cadmium1.7
copper22
lead65
zinc176
elev8.694
dist0.211843
omNA
ffreq1
soil2
lime0
landuseW
dist.m260

","

Longitude0.65
Latitude0.83
cadmium1.3
copper21
lead62
zinc258
elev9.28
dist0.320572
om2
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude0.63
Latitude0.93
cadmium4.2
copper51
lead281
zinc746
elev7.94
dist0.081222
om5.1
ffreq1
soil2
lime0
landuseAh
dist.m100

","

Longitude0.61
Latitude0.88
cadmium4.3
copper50
lead294
zinc746
elev6.36
dist0.190086
om5.3
ffreq1
soil2
lime0
landuseAm
dist.m200

","

Longitude0.6
Latitude0.83
cadmium3.1
copper38
lead211
zinc464
elev7.78
dist0.287941
om4.5
ffreq1
soil2
lime0
landuseAh
dist.m320

","

Longitude0.6
Latitude0.77
cadmium1.7
copper26
lead135
zinc365
elev8.18
dist0.423826
om4.9
ffreq1
soil2
lime0
landuseAh
dist.m480

","

Longitude0.6
Latitude0.72
cadmium1.7
copper24
lead112
zinc282
elev9.42
dist0.554289
om4.5
ffreq1
soil2
lime0
landuseBw
dist.m660

","

Longitude0.57
Latitude0.67
cadmium2.1
copper32
lead162
zinc375
elev8.867
dist0.603225
om5.5
ffreq1
soil2
lime0
landuseBw
dist.m690

","

Longitude0.55
Latitude0.66
cadmium1.7
copper24
lead94
zinc222
elev8.292
dist0.614071
om3.4
ffreq1
soil2
lime0
landuseAb
dist.m710

","

Longitude0.59
Latitude0.95
cadmium8.2
copper47
lead191
zinc812
elev8.06
dist0.00135803
om11.1
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude0.54
Latitude0.93
cadmium17
copper128
lead405
zinc1548
elev7.98
dist0
om12.3
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.49
Latitude0.91
cadmium12
copper117
lead654
zinc1839
elev7.9
dist0.0054321
om16.5
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.44
Latitude0.9
cadmium9.4
copper104
lead482
zinc1528
elev7.74
dist0.0054321
om13.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.39
Latitude0.88
cadmium8.2
copper76
lead276
zinc933
elev7.552
dist0.0054321
om8.1
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.43
Latitude0.83
cadmium2.6
copper36
lead180
zinc432
elev7.76
dist0.146578
om3.1
ffreq1
soil1
lime0
landuseFw
dist.m200

","

Longitude0.47
Latitude0.86
cadmium3.5
copper34
lead207
zinc550
elev6.74
dist0.135684
om5.8
ffreq1
soil1
lime0
landuseFw
dist.m140

","

Longitude0.54
Latitude0.9
cadmium10.9
copper90
lead541
zinc1571
elev6.68
dist0.0703333
om10.2
ffreq1
soil1
lime1
landuseFw
dist.m70

","

Longitude0.36
Latitude0.84
cadmium7.3
copper80
lead310
zinc1190
elev7.4
dist0.0484831
om12
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.33
Latitude0.8
cadmium9.4
copper78
lead210
zinc907
elev7.44
dist0.0054321
om14.1
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude0.32
Latitude0.74
cadmium8.3
copper77
lead158
zinc761
elev7.36
dist0.0054321
om14.5
ffreq1
soil1
lime1
landuseFw
dist.m10

","

Longitude0.32
Latitude0.69
cadmium7
copper65
lead141
zinc659
elev7.2
dist0.0316663
om14.8
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.29
Latitude0.64
cadmium6.8
copper66
lead144
zinc643
elev7.22
dist0.0122243
om13.3
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude0.26
Latitude0.59
cadmium7.4
copper72
lead181
zinc801
elev7.36
dist0.0122243
om15.2
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.23
Latitude0.56
cadmium6.6
copper75
lead173
zinc784
elev5.18
dist0.0373395
om11.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.31
Latitude0.51
cadmium7.8
copper75
lead399
zinc1060
elev5.8
dist0.211846
om9
ffreq1
soil1
lime0
landuseAh
dist.m270

","

Longitude0.39
Latitude0.44
cadmium0.7
copper22
lead45
zinc119
elev7.64
dist0.451037
om3.6
ffreq1
soil1
lime1
landuseFw
dist.m560

","

Longitude0.45
Latitude0.39
cadmium3.4
copper55
lead325
zinc778
elev6.32
dist0.575877
om6.9
ffreq1
soil1
lime0
landuseBw
dist.m750

","

Longitude0.19
Latitude0.45
cadmium3.9
copper47
lead268
zinc703
elev5.76
dist0.0756869
om7
ffreq1
soil1
lime1
landuseAb
dist.m80

","

Longitude0.19
Latitude0.41
cadmium3.5
copper46
lead252
zinc676
elev6.48
dist0.12481
om6.2
ffreq1
soil1
lime1
landuseAb
dist.m130

","

Longitude0.17
Latitude0.41
cadmium4.7
copper55
lead315
zinc793
elev6.48
dist0.103024
om6.5
ffreq1
soil1
lime0
landuseW
dist.m110

","

Longitude0.14
Latitude0.36
cadmium3.9
copper49
lead260
zinc685
elev6.32
dist0.157469
om5.7
ffreq1
soil1
lime0
landuseW
dist.m200

","

Longitude0.18
Latitude0.37
cadmium3.1
copper39
lead237
zinc593
elev6.32
dist0.200976
om7
ffreq1
soil1
lime1
landuseAh
dist.m260

","

Longitude0.15
Latitude0.33
cadmium2.9
copper45
lead228
zinc549
elev6.16
dist0.200976
om7.3
ffreq1
soil1
lime0
landuseW
dist.m270

","

Longitude0.18
Latitude0.33
cadmium3.9
copper48
lead241
zinc680
elev6.56
dist0.26622
om8.2
ffreq1
soil1
lime0
landuseW
dist.m320

","

Longitude0.16
Latitude0.29
cadmium2.7
copper36
lead201
zinc539
elev6.9
dist0.298835
om4.3
ffreq1
soil1
lime0
landuseAh
dist.m360

","

Longitude0.07
Latitude0.34
cadmium2.5
copper36
lead204
zinc560
elev7.54
dist0.0812247
om4.4
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude0.11
Latitude0.38
cadmium5.6
copper68
lead429
zinc1136
elev6.42
dist0.070355
om8.2
ffreq1
soil1
lime1
landuseW
dist.m100

","

Longitude0.14
Latitude0.43
cadmium9.4
copper88
lead462
zinc1383
elev6.28
dist0.0122243
om8.5
ffreq1
soil1
lime1
landuseW
dist.m70

","

Longitude0.17
Latitude0.46
cadmium10.8
copper85
lead333
zinc1161
elev6.34
dist0
om9.6
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude0.56
Latitude0.23
cadmium18.1
copper76
lead464
zinc1672
elev7.307
dist0.0537723
om17
ffreq1
soil1
lime1
landuseW
dist.m50

","

Longitude0.22
Latitude0.52
cadmium6.3
copper63
lead159
zinc765
elev5.7
dist0.0593662
om12.8
ffreq1
soil1
lime1
landuseW
dist.m80

","

Longitude0.9
Latitude1.26
cadmium2.1
copper32
lead116
zinc279
elev7.72
dist0.211843
om5.9
ffreq1
soil2
lime0
landuseW
dist.m290

","

Longitude0.31
Latitude0.57
cadmium1.8
copper25
lead81
zinc241
elev7.932
dist0.12481
om2.9
ffreq2
soil2
lime1
landuseAh
dist.m160

","

Longitude0.34
Latitude0.61
cadmium2.2
copper27
lead131
zinc317
elev7.82
dist0.12481
om4.5
ffreq2
soil1
lime0
landuseW
dist.m160

","

Longitude0.15
Latitude0.42
cadmium2.8
copper36
lead216
zinc545
elev8.575
dist0.0921516
om10.7
ffreq2
soil1
lime0
landuseW
dist.m140

","

Longitude0.12
Latitude0.37
cadmium2.4
copper41
lead145
zinc505
elev8.536
dist0.113941
om9.4
ffreq2
soil1
lime0
landuseW
dist.m150

","

Longitude0.1
Latitude0.29
cadmium2.6
copper33
lead163
zinc420
elev8.504
dist0.179216
om9
ffreq2
soil1
lime0
landuseAh
dist.m220

","

Longitude0.07
Latitude0.23
cadmium1.8
copper27
lead129
zinc332
elev8.659
dist0.233596
om7
ffreq2
soil1
lime0
landuseAm
dist.m280

","

Longitude0.15
Latitude0.24
cadmium2
copper38
lead148
zinc400
elev7.633
dist0.336861
om6.5
ffreq2
soil1
lime1
landuseAm
dist.m450

","

Longitude0
Latitude0.25
cadmium2.7
copper37
lead214
zinc553
elev8.538
dist0.070355
om9.4
ffreq2
soil1
lime1
landuseAm
dist.m70

","

Longitude0.03
Latitude0.3
cadmium2.7
copper34
lead226
zinc577
elev7.68
dist0.0593662
om10.2
ffreq2
soil1
lime0
landuseAm
dist.m70

","

Longitude0.34
Latitude0.19
cadmium0.9
copper19
lead54
zinc155
elev7.564
dist0.255341
om6.4
ffreq2
soil1
lime0
landuseW
dist.m340

","

Longitude0.25
Latitude0.17
cadmium0.9
copper22
lead70
zinc224
elev7.76
dist0.364067
om7.6
ffreq2
soil1
lime0
landuseW
dist.m470

","

Longitude0.29
Latitude0.31
cadmium0.4
copper26
lead73
zinc180
elev7.653
dist0.429295
om7
ffreq2
soil1
lime0
landuseAm
dist.m630

","

Longitude0.31
Latitude0.38
cadmium0.8
copper25
lead87
zinc226
elev7.951
dist0.380328
om5.6
ffreq2
soil1
lime0
landuseAm
dist.m460

","

Longitude0.25
Latitude0.39
cadmium0.4
copper22
lead76
zinc186
elev8.176
dist0.249874
om6.5
ffreq2
soil1
lime0
landuseAm
dist.m320

","

Longitude0.21
Latitude0.36
cadmium0.4
copper24
lead81
zinc198
elev8.468
dist0.266212
om6.6
ffreq2
soil1
lime0
landuseAh
dist.m320

","

Longitude0.22
Latitude0.25
cadmium0.4
copper18
lead68
zinc187
elev8.41
dist0.451037
om5.9
ffreq2
soil1
lime0
landuseW
dist.m540

","

Longitude0.36
Latitude0.27
cadmium0.8
copper23
lead66
zinc199
elev7.61
dist0.30971
om6.5
ffreq2
soil1
lime0
landuseW
dist.m420

","

Longitude0.42
Latitude0.3
cadmium0.4
copper22
lead49
zinc157
elev7.792
dist0.293359
om6.4
ffreq2
soil1
lime0
landuseSPO
dist.m380

","

Longitude0.49
Latitude0.38
cadmium0.4
copper23
lead63
zinc203
elev8.76
dist0.532351
om7.2
ffreq2
soil2
lime0
landuseW
dist.m500

","

Longitude0.52
Latitude0.53
cadmium0.4
copper23
lead48
zinc143
elev9.879
dist0.619513
om6.6
ffreq2
soil3
lime0
landuseAm
dist.m760

","

Longitude0.56
Latitude0.6
cadmium0.2
copper23
lead51
zinc136
elev9.097
dist0.684725
om4.3
ffreq2
soil2
lime0
landuseAh
dist.m750

","

Longitude0.66
Latitude0.63
cadmium0.2
copper18
lead50
zinc117
elev9.095
dist0.809742
om5.3
ffreq2
soil3
lime0
landuseFw
dist.m1000

","

Longitude0.62
Latitude0.52
cadmium0.4
copper20
lead39
zinc113
elev9.717
dist0.880389
om4.1
ffreq2
soil3
lime0
landuseAh
dist.m860

","

Longitude0.6
Latitude0.45
cadmium0.2
copper22
lead48
zinc130
elev9.924
dist0.749591
om6.1
ffreq2
soil3
lime0
landuseAh
dist.m680

","

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"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],"meuse",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[0,1.39928186714542],"lng":[0,1]}},"evals":[]}

Note, how the coordinates have been rescaled.

This is also possible for Raster* objects, which allows us to view pretty much any type of raster data, including those that cannot be projected, such as photos. This is quite handy as it enables closer investigation of non-standard spatial data, for example gathered through imaging ground-based remote sensing techniques (e.g. thermal imaging).

Here’s a toy example using one of the header images from the Environmental Informtics Marburg web page that shows the author of this package during an R teaching session at our research station at Mt. Kilimanjaro in Tanzania.

## get image from the web page
library(jpeg)

web_image <- "http://umweltinformatik-marburg.de/uploads/tx_rzslider/teaching_header_kili_resized.jpg"

jpg <- readJPEG(readBin(web_image, "raw", 1e6))

## Convert image data to raster
rst_blue <- raster(jpg[, , 1])
rst_green <- raster(jpg[, , 2])
rst_red <- raster(jpg[, , 3])

img <- brick(rst_red, rst_green, rst_blue)

## visualize image in viewer
viewRGB(img)
## Warning in rasterCheckAdjustProjection(x): supplied RasterBrick has no projection information!
##  scaling coordinates and showing layer without background map

In case you are interested, under the hood, the rendering of unprojected Raster* data works similar to that of Spatial* objects. Corner coordinates of the extent are rescaled (y-coordinates are multiplied with the ratio of nrow / ncol to preserve dimensions). In this case, however, we need to provide a CRS as leaflet expects one. Therefore, we set this to standard latitude/longitude EPSG:4236. This means, that the rendered image actually does have a spatial reference but mapview simply does not provide basemaps. If we were to provide one, we would see that our data lies somewhere in the Gulf of Guinea.

Applications for non-projected data are obviously limited, yet, especially the possibility to view standard images interactively provides a nice tool for checking parts of an image(stack) in more detail.

Keep in mind that speed and memory limitations for Raster* data still applies, though speed will be much less of an issue, as we do not need to reporject the data.


leaflet integration

Integrating mapview and leaflet works both ways…

leaflet + mapview

You can first create a map using leaflet and then add spatial objects as you like with mapview allowing you to flexibly create maps in whatever way you like.

## first set the CRS again
proj4string(meuse) <- CRS("+init=epsg:28992")

m <- leaflet() %>%
  addProviderTiles("Stamen.Toner")
m + meuse

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Longitude5.75
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Longitude5.75
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Longitude5.75
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Longitude5.75
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landuseGa
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper22
lead65
zinc176
elev8.694
dist0.211843
omNA
ffreq1
soil2
lime0
landuseW
dist.m260

","

Longitude5.75
Latitude50.98
cadmium1.3
copper21
lead62
zinc258
elev9.28
dist0.320572
om2
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude5.75
Latitude50.98
cadmium4.2
copper51
lead281
zinc746
elev7.94
dist0.081222
om5.1
ffreq1
soil2
lime0
landuseAh
dist.m100

","

Longitude5.75
Latitude50.98
cadmium4.3
copper50
lead294
zinc746
elev6.36
dist0.190086
om5.3
ffreq1
soil2
lime0
landuseAm
dist.m200

","

Longitude5.75
Latitude50.98
cadmium3.1
copper38
lead211
zinc464
elev7.78
dist0.287941
om4.5
ffreq1
soil2
lime0
landuseAh
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper26
lead135
zinc365
elev8.18
dist0.423826
om4.9
ffreq1
soil2
lime0
landuseAh
dist.m480

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead112
zinc282
elev9.42
dist0.554289
om4.5
ffreq1
soil2
lime0
landuseBw
dist.m660

","

Longitude5.75
Latitude50.97
cadmium2.1
copper32
lead162
zinc375
elev8.867
dist0.603225
om5.5
ffreq1
soil2
lime0
landuseBw
dist.m690

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead94
zinc222
elev8.292
dist0.614071
om3.4
ffreq1
soil2
lime0
landuseAb
dist.m710

","

Longitude5.75
Latitude50.98
cadmium8.2
copper47
lead191
zinc812
elev8.06
dist0.00135803
om11.1
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.74
Latitude50.98
cadmium17
copper128
lead405
zinc1548
elev7.98
dist0
om12.3
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium12
copper117
lead654
zinc1839
elev7.9
dist0.0054321
om16.5
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium9.4
copper104
lead482
zinc1528
elev7.74
dist0.0054321
om13.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.2
copper76
lead276
zinc933
elev7.552
dist0.0054321
om8.1
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium2.6
copper36
lead180
zinc432
elev7.76
dist0.146578
om3.1
ffreq1
soil1
lime0
landuseFw
dist.m200

","

Longitude5.74
Latitude50.98
cadmium3.5
copper34
lead207
zinc550
elev6.74
dist0.135684
om5.8
ffreq1
soil1
lime0
landuseFw
dist.m140

","

Longitude5.74
Latitude50.98
cadmium10.9
copper90
lead541
zinc1571
elev6.68
dist0.0703333
om10.2
ffreq1
soil1
lime1
landuseFw
dist.m70

","

Longitude5.74
Latitude50.98
cadmium7.3
copper80
lead310
zinc1190
elev7.4
dist0.0484831
om12
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium9.4
copper78
lead210
zinc907
elev7.44
dist0.0054321
om14.1
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.3
copper77
lead158
zinc761
elev7.36
dist0.0054321
om14.5
ffreq1
soil1
lime1
landuseFw
dist.m10

","

Longitude5.74
Latitude50.97
cadmium7
copper65
lead141
zinc659
elev7.2
dist0.0316663
om14.8
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.8
copper66
lead144
zinc643
elev7.22
dist0.0122243
om13.3
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.73
Latitude50.97
cadmium7.4
copper72
lead181
zinc801
elev7.36
dist0.0122243
om15.2
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.6
copper75
lead173
zinc784
elev5.18
dist0.0373395
om11.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.97
cadmium7.8
copper75
lead399
zinc1060
elev5.8
dist0.211846
om9
ffreq1
soil1
lime0
landuseAh
dist.m270

","

Longitude5.74
Latitude50.97
cadmium0.7
copper22
lead45
zinc119
elev7.64
dist0.451037
om3.6
ffreq1
soil1
lime1
landuseFw
dist.m560

","

Longitude5.74
Latitude50.97
cadmium3.4
copper55
lead325
zinc778
elev6.32
dist0.575877
om6.9
ffreq1
soil1
lime0
landuseBw
dist.m750

","

Longitude5.73
Latitude50.97
cadmium3.9
copper47
lead268
zinc703
elev5.76
dist0.0756869
om7
ffreq1
soil1
lime1
landuseAb
dist.m80

","

Longitude5.73
Latitude50.97
cadmium3.5
copper46
lead252
zinc676
elev6.48
dist0.12481
om6.2
ffreq1
soil1
lime1
landuseAb
dist.m130

","

Longitude5.73
Latitude50.97
cadmium4.7
copper55
lead315
zinc793
elev6.48
dist0.103024
om6.5
ffreq1
soil1
lime0
landuseW
dist.m110

","

Longitude5.73
Latitude50.97
cadmium3.9
copper49
lead260
zinc685
elev6.32
dist0.157469
om5.7
ffreq1
soil1
lime0
landuseW
dist.m200

","

Longitude5.73
Latitude50.97
cadmium3.1
copper39
lead237
zinc593
elev6.32
dist0.200976
om7
ffreq1
soil1
lime1
landuseAh
dist.m260

","

Longitude5.73
Latitude50.96
cadmium2.9
copper45
lead228
zinc549
elev6.16
dist0.200976
om7.3
ffreq1
soil1
lime0
landuseW
dist.m270

","

Longitude5.73
Latitude50.96
cadmium3.9
copper48
lead241
zinc680
elev6.56
dist0.26622
om8.2
ffreq1
soil1
lime0
landuseW
dist.m320

","

Longitude5.73
Latitude50.96
cadmium2.7
copper36
lead201
zinc539
elev6.9
dist0.298835
om4.3
ffreq1
soil1
lime0
landuseAh
dist.m360

","

Longitude5.73
Latitude50.97
cadmium2.5
copper36
lead204
zinc560
elev7.54
dist0.0812247
om4.4
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude5.73
Latitude50.97
cadmium5.6
copper68
lead429
zinc1136
elev6.42
dist0.070355
om8.2
ffreq1
soil1
lime1
landuseW
dist.m100

","

Longitude5.73
Latitude50.97
cadmium9.4
copper88
lead462
zinc1383
elev6.28
dist0.0122243
om8.5
ffreq1
soil1
lime1
landuseW
dist.m70

","

Longitude5.73
Latitude50.97
cadmium10.8
copper85
lead333
zinc1161
elev6.34
dist0
om9.6
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.75
Latitude50.96
cadmium18.1
copper76
lead464
zinc1672
elev7.307
dist0.0537723
om17
ffreq1
soil1
lime1
landuseW
dist.m50

","

Longitude5.73
Latitude50.97
cadmium6.3
copper63
lead159
zinc765
elev5.7
dist0.0593662
om12.8
ffreq1
soil1
lime1
landuseW
dist.m80

","

Longitude5.76
Latitude50.99
cadmium2.1
copper32
lead116
zinc279
elev7.72
dist0.211843
om5.9
ffreq1
soil2
lime0
landuseW
dist.m290

","

Longitude5.74
Latitude50.97
cadmium1.8
copper25
lead81
zinc241
elev7.932
dist0.12481
om2.9
ffreq2
soil2
lime1
landuseAh
dist.m160

","

Longitude5.74
Latitude50.97
cadmium2.2
copper27
lead131
zinc317
elev7.82
dist0.12481
om4.5
ffreq2
soil1
lime0
landuseW
dist.m160

","

Longitude5.73
Latitude50.97
cadmium2.8
copper36
lead216
zinc545
elev8.575
dist0.0921516
om10.7
ffreq2
soil1
lime0
landuseW
dist.m140

","

Longitude5.73
Latitude50.97
cadmium2.4
copper41
lead145
zinc505
elev8.536
dist0.113941
om9.4
ffreq2
soil1
lime0
landuseW
dist.m150

","

Longitude5.73
Latitude50.96
cadmium2.6
copper33
lead163
zinc420
elev8.504
dist0.179216
om9
ffreq2
soil1
lime0
landuseAh
dist.m220

","

Longitude5.73
Latitude50.96
cadmium1.8
copper27
lead129
zinc332
elev8.659
dist0.233596
om7
ffreq2
soil1
lime0
landuseAm
dist.m280

","

Longitude5.73
Latitude50.96
cadmium2
copper38
lead148
zinc400
elev7.633
dist0.336861
om6.5
ffreq2
soil1
lime1
landuseAm
dist.m450

","

Longitude5.72
Latitude50.96
cadmium2.7
copper37
lead214
zinc553
elev8.538
dist0.070355
om9.4
ffreq2
soil1
lime1
landuseAm
dist.m70

","

Longitude5.72
Latitude50.96
cadmium2.7
copper34
lead226
zinc577
elev7.68
dist0.0593662
om10.2
ffreq2
soil1
lime0
landuseAm
dist.m70

","

Longitude5.74
Latitude50.96
cadmium0.9
copper19
lead54
zinc155
elev7.564
dist0.255341
om6.4
ffreq2
soil1
lime0
landuseW
dist.m340

","

Longitude5.73
Latitude50.96
cadmium0.9
copper22
lead70
zinc224
elev7.76
dist0.364067
om7.6
ffreq2
soil1
lime0
landuseW
dist.m470

","

Longitude5.73
Latitude50.96
cadmium0.4
copper26
lead73
zinc180
elev7.653
dist0.429295
om7
ffreq2
soil1
lime0
landuseAm
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.8
copper25
lead87
zinc226
elev7.951
dist0.380328
om5.6
ffreq2
soil1
lime0
landuseAm
dist.m460

","

Longitude5.73
Latitude50.97
cadmium0.4
copper22
lead76
zinc186
elev8.176
dist0.249874
om6.5
ffreq2
soil1
lime0
landuseAm
dist.m320

","

Longitude5.73
Latitude50.97
cadmium0.4
copper24
lead81
zinc198
elev8.468
dist0.266212
om6.6
ffreq2
soil1
lime0
landuseAh
dist.m320

","

Longitude5.73
Latitude50.96
cadmium0.4
copper18
lead68
zinc187
elev8.41
dist0.451037
om5.9
ffreq2
soil1
lime0
landuseW
dist.m540

","

Longitude5.74
Latitude50.96
cadmium0.8
copper23
lead66
zinc199
elev7.61
dist0.30971
om6.5
ffreq2
soil1
lime0
landuseW
dist.m420

","

Longitude5.74
Latitude50.96
cadmium0.4
copper22
lead49
zinc157
elev7.792
dist0.293359
om6.4
ffreq2
soil1
lime0
landuseSPO
dist.m380

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead63
zinc203
elev8.76
dist0.532351
om7.2
ffreq2
soil2
lime0
landuseW
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead48
zinc143
elev9.879
dist0.619513
om6.6
ffreq2
soil3
lime0
landuseAm
dist.m760

","

Longitude5.75
Latitude50.97
cadmium0.2
copper23
lead51
zinc136
elev9.097
dist0.684725
om4.3
ffreq2
soil2
lime0
landuseAh
dist.m750

","

Longitude5.75
Latitude50.97
cadmium0.2
copper18
lead50
zinc117
elev9.095
dist0.809742
om5.3
ffreq2
soil3
lime0
landuseFw
dist.m1000

","

Longitude5.75
Latitude50.97
cadmium0.4
copper20
lead39
zinc113
elev9.717
dist0.880389
om4.1
ffreq2
soil3
lime0
landuseAh
dist.m860

","

Longitude5.75
Latitude50.97
cadmium0.2
copper22
lead48
zinc130
elev9.924
dist0.749591
om6.1
ffreq2
soil3
lime0
landuseAh
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.2
copper27
lead64
zinc192
elev9.404
dist0.575752
om7.5
ffreq2
soil3
lime0
landuseFw
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper25
lead84
zinc240
elev10.52
dist0.581484
om8.8
ffreq2
soil3
lime0
landuseSTA
dist.m650

","

Longitude5.74
Latitude50.97
cadmium0.2
copper30
lead67
zinc221
elev8.84
dist0.49452
om5.7
ffreq2
soil3
lime0
landuseDEN
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead49
zinc140
elev8.472
dist0.32058
om6.1
ffreq2
soil3
lime0
landuseFw
dist.m410

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead48
zinc128
elev9.634
dist0.336851
om7.1
ffreq2
soil3
lime0
landuseAh
dist.m390

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead56
zinc166
elev9.206
dist0.249852
om4.1
ffreq2
soil2
lime0
landuseAh
dist.m310

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead65
zinc191
elev8.47
dist0.0756869
om6
ffreq2
soil1
lime0
landuseAh
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead84
zinc232
elev8.463
dist0.0756869
om6.6
ffreq2
soil1
lime0
landuseW
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead75
zinc203
elev9.691
dist0.162853
om6.8
ffreq2
soil1
lime1
landuseSTA
dist.m150

","

Longitude5.75
Latitude50.96
cadmium3.7
copper53
lead250
zinc722
elev8.704
dist0.0974916
om9.1
ffreq2
soil2
lime0
landuseBw
dist.m80

","

Longitude5.75
Latitude50.98
cadmium0.2
copper33
lead81
zinc210
elev9.42
dist0.440142
om5.9
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.74
Latitude50.97
cadmium0.2
copper22
lead72
zinc198
elev9.573
dist0.4619
om4.9
ffreq2
soil2
lime0
landuseAa
dist.m530

","

Longitude5.74
Latitude50.98
cadmium0.2
copper23
lead86
zinc139
elev9.555
dist0.222701
om7.1
ffreq2
soil1
lime0
landuseW
dist.m240

","

Longitude5.74
Latitude50.98
cadmium0.2
copper25
lead94
zinc253
elev8.779
dist0.103024
om8.1
ffreq2
soil1
lime1
landuseTv
dist.m70

","

Longitude5.74
Latitude50.98
cadmium1.2
copper30
lead244
zinc703
elev8.54
dist0.0921353
om8.3
ffreq2
soil1
lime0
landuseFw
dist.m70

","

Longitude5.75
Latitude50.98
cadmium2.4
copper47
lead297
zinc832
elev8.809
dist0.0484884
om10
ffreq2
soil1
lime0
landuseAh
dist.m60

","

Longitude5.74
Latitude50.98
cadmium0.2
copper31
lead96
zinc262
elev9.523
dist0.168331
om5.9
ffreq2
soil1
lime0
landuseAh
dist.m190

","

Longitude5.75
Latitude50.98
cadmium0.2
copper20
lead56
zinc142
elev9.811
dist0.38581
om5
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.75
Latitude50.98
cadmium0.2
copper16
lead49
zinc119
elev9.604
dist0.489064
om4.5
ffreq2
soil2
lime0
landuseAm
dist.m550

","

Longitude5.75
Latitude50.97
cadmium0.2
copper17
lead50
zinc152
elev9.732
dist0.57602
om5.4
ffreq2
soil2
lime0
landuseAm
dist.m650

","

Longitude5.76
Latitude50.99
cadmium0.4
copper26
lead148
zinc415
elev9.518
dist0.0812194
om2.3
ffreq2
soil1
lime0
landuseAm
dist.m100

","

Longitude5.75
Latitude50.99
cadmium1.6
copper34
lead162
zinc474
elev9.72
dist0.0373369
om7.5
ffreq2
soil1
lime0
landuseW
dist.m170

","

Longitude5.75
Latitude50.97
cadmium0.8
copper18
lead37
zinc126
elev9.036
dist0.771698
om4.6
ffreq2
soil3
lime1
landuseAh
dist.m860

","

Longitude5.75
Latitude50.98
cadmium1.2
copper23
lead80
zinc210
elev9.528
dist0.336829
om5.8
ffreq2
soil2
lime0
landuseW
dist.m410

","

Longitude5.76
Latitude50.98
cadmium0.2
copper20
lead80
zinc220
elev9.155
dist0.228123
om4.4
ffreq3
soil1
lime0
landuseAa
dist.m290

","

Longitude5.75
Latitude50.97
cadmium0.2
copper14
lead49
zinc133
elev10.08
dist0.597761
om4.4
ffreq3
soil2
lime0
landuseAm
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.8
copper46
lead42
zinc141
elev9.97
dist0.44558
om4.5
ffreq3
soil2
lime0
landuseAm
dist.m540

","

Longitude5.74
Latitude50.97
cadmium1
copper29
lead48
zinc158
elev10.136
dist0.396675
om5.2
ffreq3
soil2
lime0
landuseAm
dist.m480

","

Longitude5.74
Latitude50.97
cadmium0.8
copper19
lead41
zinc129
elev10.32
dist0.581478
om4.6
ffreq3
soil3
lime0
landuseW
dist.m720

","

Longitude5.73
Latitude50.96
cadmium1.2
copper31
lead73
zinc206
elev9.041
dist0.287966
om6.9
ffreq3
soil1
lime0
landuseW
dist.m380

","

Longitude5.73
Latitude50.96
cadmium2
copper27
lead146
zinc451
elev7.86
dist0.233596
om7
ffreq3
soil1
lime0
landuseW
dist.m310

","

Longitude5.73
Latitude50.96
cadmium1.5
copper29
lead95
zinc296
elev8.741
dist0.364067
om5.4
ffreq3
soil1
lime0
landuseAh
dist.m430

","

Longitude5.73
Latitude50.96
cadmium1.1
copper22
lead72
zinc189
elev7.822
dist0.331454
om6.2
ffreq3
soil1
lime0
landuseAh
dist.m370

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead51
zinc154
elev7.78
dist0.211846
om5
ffreq3
soil1
lime0
landuseFw
dist.m290

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead54
zinc169
elev8.121
dist0.103029
om5.1
ffreq3
soil1
lime0
landuseW
dist.m150

","

Longitude5.74
Latitude50.96
cadmium2.1
copper29
lead136
zinc403
elev8.231
dist0.070355
om8.1
ffreq3
soil1
lime0
landuseBw
dist.m70

","

Longitude5.73
Latitude50.96
cadmium2.5
copper38
lead170
zinc471
elev8.351
dist0.146576
om8
ffreq3
soil1
lime0
landuseBw
dist.m220

","

Longitude5.73
Latitude50.96
cadmium3.8
copper39
lead179
zinc612
elev7.3
dist0.0537723
om8.8
ffreq3
soil1
lime0
landuseW
dist.m80

","

Longitude5.73
Latitude50.96
cadmium3.2
copper35
lead200
zinc601
elev7.536
dist0.119286
om9.3
ffreq3
soil1
lime0
landuseW
dist.m120

","

Longitude5.73
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cadmium3.1
copper42
lead258
zinc783
elev7.706
dist0.0921435
om8.4
ffreq3
soil1
lime0
landuseAh
dist.m120

","

Longitude5.73
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cadmium1.5
copper24
lead93
zinc258
elev8.07
dist0.249863
om7.7
ffreq3
soil1
lime0
landuseAm
dist.m260

","

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cadmium1.2
copper20
lead68
zinc214
elev8.226
dist0.37494
om5.7
ffreq3
soil1
lime0
landuseAh
dist.m440

","

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cadmium0.8
copper20
lead49
zinc166
elev8.128
dist0.423837
om4.7
ffreq3
soil1
lime0
landuseAm
dist.m540

","

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cadmium3.1
copper39
lead173
zinc496
elev8.577
dist0.423837
om9.1
ffreq3
soil1
lime0
landuseAh
dist.m520

","

Longitude5.73
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cadmium2.1
copper31
lead119
zinc342
elev8.429
dist0.27709
om6.5
ffreq3
soil1
lime0
landuseAh
dist.m350

","

Longitude5.74
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cadmium0.8
copper21
lead51
zinc162
elev9.406
dist0.358606
om5.7
ffreq3
soil1
lime0
landuseW
dist.m460

","

Longitude5.75
Latitude50.96
cadmium2.7
copper27
lead124
zinc375
elev8.261
dist0.0122243
om5.5
ffreq3
soil3
lime0
landuseW
dist.m40

"],null,null]},{"method":"addLayersControl","args":["Stamen.Toner","meuse",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[50.9566138504223,50.99156215511],"lng":[5.72319018528861,5.76303964144362]},"fitBounds":[50.9565252473192,5.72314492652222,50.9916694746392,5.76306534390007]},"evals":[]}

mapview + leaflet

Given that objects created with mapView() contain a slot called map, you can first create a map using mapView() and then add components provided by leaflet. To reproduce the following example you will (at the time of this writing) need to install leaflet from the GitHub leaflet repository which provides new functionality to measure distances and areas. The following code will then add a control element in the top right corner of the map which lets you interactively create a polygon and will show its perimeter and area. Double-click to finish a measurement.

m <- mapView(breweries91) + viewExtent(poppendorf)
m@map %>% addMeasure(primaryLengthUnit = "meters", primaryAreaUnit = "sqmeters",
                     activeColor = "#3D535D", completedColor = "#7D4479")

","

Longitude11.23
Latitude49.88
breweryAufsesser Brauerei
addressIm Tal 70b
zipcode91347
villageAufsess
stateBayern
webwww.aufsesser.de
founded1886

","

Longitude10.42
Latitude49.5
breweryBrauhaus Doebler
addressKornmarkt 6
zipcode91438
villageBad Windsheim
stateBayern
webwww.brauhaus-doebler.de
founded1867

","

Longitude10.93
Latitude49.27
breweryBrauerei Gundel GmbH
addressNoerdlinger Strasse 15
zipcode91126
villageBarthelmesaurach
stateBayern
webwww.brauerei-gundel.de
founded1887

","

Longitude11.29
Latitude49.86
breweryKrug-Braeu
addressBreitenlesau 1b
zipcode91344
villageWaischenfeld
stateBayern
webwww.krug-braeu.de
founded1834

","

Longitude11.51
Latitude49.79
breweryBrauerei-Gasthof Herold
addressMarktstrasse 29
zipcode91257
villageBuechenbach
stateBayern
webwww.beckn-bier.de
founded1568

","

Longitude11.16
Latitude49.7
breweryBrauerei Alt Dietzhof
addressDietzhof 42
zipcode91359
villageLeutenbach
stateBayern
webwww.brauerei-alt.de
founded1886

","

Longitude10.34
Latitude49.07
breweryBrauerei Hauf KG
addressHeiningerstrasse 28
zipcode91550
villageDinkelsbuehl
stateBayern
webwww.hauf-bier.de
founded1901

","

Longitude10.32
Latitude49.07
breweryWeib's Brauhaus Dinkelsbuehl
addressUntere Schmiedgasse 13
zipcode91550
villageDinkelsbuehl
stateBayern
webwww.weibsbrauhaus.de
founded1999

","

Longitude11.19
Latitude49.78
brewerySchwanenbraeu
addressAm Marktplatz 2
zipcode91320
villageEbermannstadt
stateBayern
webwww.schwanenbraeu.de
foundedNA

","

Longitude10.97
Latitude49.06
breweryFuerst Carl Schlossbrauerei Ellingen
addressSchloss-Strasse 10
zipcode91792
villageEllingen
stateBayern
webwww.fuerst-carl.de
founded1690

","

Longitude11.37
Latitude49.56
breweryBrauerei Enzensteiner
addressEnzenreuth 8
zipcode91220
villageSchnaittach
stateBayern
webwww.enzensteiner.de
founded1998

","

Longitude11.01
Latitude49.6
breweryKitzmann-Braeu GmbH & Co. Kg
addressSuedliche Stadtmauerstrasse 25
zipcode91054
villageErlangen
stateBayern
webwww.kitzmann.de
founded1712

","

Longitude11.01
Latitude49.6
brewerySteinbach Braeu
addressVierzigmannstrasse 4
zipcode91054
villageErlangen
stateBayern
webwww.steinbach-braeu.de
founded1861

","

Longitude11.06
Latitude49.73
breweryBrauerei Greif
addressSerlbacher Strasse 10
zipcode91301
villageForchheim
stateBayern
webwww.brauerei-greif.de
founded1848

","

Longitude11.06
Latitude49.72
breweryBrauerei Hebendanz GmbH
addressSattlertorstrasse 14
zipcode91301
villageForchheim
stateBayern
webwww.brauerei-hebendanz.de
founded1579

","

Longitude11.25
Latitude49.64
breweryBrauerei Friedmann
addressJaegersberg 16
zipcode91322
villageGraefenberg
stateBayern
webwww.brauerei-friedmann.de
founded1875

","

Longitude11.25
Latitude49.65
breweryLindenbraeu
addressAm Bach 3
zipcode91322
villageGraefenberg
stateBayern
webwww.lindenbraeu.de
founded1932

","

Longitude10.63
Latitude49.62
breweryBrauerei Windsheimer GmbH
addressHauptstrasse 13
zipcode91468
villageGutenstetten
stateBayern
webwww.brauerei-windsheimer.de
founded1767

","

Longitude11.43
Latitude49.51
breweryBuergerbraeu Hersbruck, Deinlein & Co.
addressLohweg 38
zipcode91217
villageHersbruck
stateBayern
webwww.hersbrucker-bier.de
founded1920

","

Longitude11.03
Latitude48.9
breweryHochholzer Brauhaus Poeverlein GbR
addressHochholz 4a
zipcode91807
villageSolnhofen
stateBayern
webwww.hochholzer-brauhaus.de
founded2005

","

Longitude10.81
Latitude49.71
breweryBrauhaus Hoechstadt
addressKellerstrasse 11
zipcode91315
villageHoechstadt
stateBayern
webwww.brauhaus-hoechstadt.de
founded1926

","

Longitude11.27
Latitude49.88
breweryBrauerei und Gasthof Reichold GmbH
addressHochstahl 24
zipcode91347
villageAufsess
stateBayern
webwww.brauerei-reichold.de
founded1906

","

Longitude11.25
Latitude49.68
breweryBrauerei Hofmann/Nentwig GbR
addressHohenschwaerz 16
zipcode91322
villageGraefenberg
stateBayern
webwww.brauerei-hofmann.de
founded1897

","

Longitude11.31
Latitude49.45
breweryLeinburger Bier
addressMarktplatz 14
zipcode91227
villageLeinburg
stateBayern
webwww.leinburgerbier.de
founded1617

","

Longitude11.17
Latitude49.71
breweryBrauerei Gasthof Drummer
addressDorfstrasse 10
zipcode91359
villageLautenbach
stateBayern
webwww.brauerei-gasthof-drummer.de
founded1738

","

Longitude10.69
Latitude49.28
breweryHauff Braeu Lichtnerau GmbH & Co. KG
addressMarktplatz 1
zipcode91586
villageLichtenau
stateBayern
webwww.hauff-braeu.com
foundedNA

","

Longitude11.23
Latitude49.55
breweryBrauerei Wiethaler
addressWelserplatz 6-7
zipcode91207
villageNeunhof bei Lauf a.d. Pegnitz
stateBayern
webwww.brauerei-wiethaler.de
founded1498

","

Longitude11.13
Latitude49.88
breweryBrauerei Gasthof Ott
addressOberleinleiter 6
zipcode91332
villageHeiligenstadt i. Ofr.
stateBayern
webwww.brauerei-ott.de
founded1678

","

Longitude11.2
Latitude49.73
breweryBrauerei Penning-Zeissler
addressHetzelsdorf 9
zipcode91362
villagePretzfeld
stateBayern
webNA
founded1623

","

Longitude11.22
Latitude49.74
breweryBrauerei Meister
addressUnterzaunsbach 8
zipcode91362
villagePretzfeld
stateBayern
webwww.meisterbr%C3%A4u.de
founded1865

","

Longitude11.18
Latitude49.76
breweryBrauerei Nikl
addressEgloffsteiner Strasse 19
zipcode91363
villagePretzfeld
stateBayern
webwww.brauerei-nikl.de
founded2008

"],null,null]},{"method":"addRectangles","args":[49.6987360507454,11.1417132622267,49.7692718887291,11.2529678227802,null,"poppendorf_extent",{"lineCap":null,"lineJoin":null,"clickable":true,"pointerEvents":null,"className":"","stroke":true,"color":"#03F","weight":5,"opacity":0.5,"fill":true,"fillColor":"#03F","fillOpacity":0.2,"dashArray":null,"smoothFactor":1,"noClip":false},["

xmin11.1417133
xmax11.2529678
ymin49.6987361
ymax49.7692719

"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],["breweries91","poppendorf_extent"],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]},{"method":"addMeasure","args":[{"position":"topright","primaryLengthUnit":"meters","primaryAreaUnit":"sqmeters","activeColor":"#3D535D","completedColor":"#7D4479","popupOptions":{"className":"leaflet-measure-resultpopup","autoPanPadding":[10,10]}}]}],"limits":{"lat":[48.900742,49.884229],"lng":[10.316987,11.509409]}},"evals":[]}

So now you can measure the distances between the breweries or figure out how big the area is that is covered by the extent…


Advanced example

As a final, more advanced, example of what can be done with mapview we will mimic a common workflow when working with spatial data. We will calculate the mean January temperature for each district of Switzerland using raster::extract. Then we will render this on top of the mean January temperatures and also add a hill-shade raster of Switzerland. All data sets are included in mapview. They were created following the examples shown in the help pages of raster::getData and raster::hillShade. This example also highlights a few arguments that can be adjusted which were not mentioned so far.

data("tmeanCHE")
data("hillshadeCHE")
data("gadmCHE")

t <- extract(tmeanCHE, gadmCHE, fun = mean, na.rm = TRUE, sp = TRUE)
t$Jan.mean.T <- round(t$Jan.mean.T, 2)

m1 <- mapView(hillshadeCHE, col.regions = grey.colors(10000),
              alpha.regions = 1, layer.name = "Hillshade",
              map.types = "Acetate.hillshading", legend = FALSE)
m2 <- mapView(tmeanCHE, alpha.regions = 0.6,
              map.types = c("OpenStreetMap.BlackAndWhite",
                            "OpenStreetMap.HOT"),
              layer.name = "JanTemp")
m3 <- mapView(t, zcol = "Jan.mean.T", alpha.regions = 0.9)
m1 + m2 + m3

Note how we

I hope this highlights that despite providing sensible default behaviour for viewing spatial data mapview also provides a fair deal of flexibility.

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Longitude8.31
Latitude47.46
Jan.mean.T-0.06

","

Longitude8.32
Latitude47.35
Jan.mean.T-0.06

","

Longitude8.16
Latitude47.48
Jan.mean.T0

","

Longitude8.14
Latitude47.29
Jan.mean.T-0.3

","

Longitude8.05
Latitude47.52
Jan.mean.T0.08

","

Longitude8.18
Latitude47.37
Jan.mean.T0.05

","

Longitude8.35
Latitude47.25
Jan.mean.T-0.04

","

Longitude7.86
Latitude47.54
Jan.mean.T0.48

","

Longitude7.95
Latitude47.29
Jan.mean.T0.03

","

Longitude8.29
Latitude47.57
Jan.mean.T0.02

","

Longitude9.37
Latitude47.37
Jan.mean.T-2.13

","

Longitude9.4
Latitude47.31
Jan.mean.T-2.81

","

Longitude7.59
Latitude47.51
Jan.mean.T0.97

","

Longitude7.51
Latitude47.43
Jan.mean.T0.17

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Longitude7.73
Latitude47.49
Jan.mean.T0.44

","

Longitude7.86
Latitude47.46
Jan.mean.T-0.2

","

Longitude7.75
Latitude47.4
Jan.mean.T-0.65

","

Longitude7.59
Latitude47.56
Jan.mean.T1.49

","

Longitude7.67
Latitude47.57
Jan.mean.T0.86

","

Longitude7.64
Latitude47.58
Jan.mean.T1.1

","

Longitude7.32
Latitude47.04
Jan.mean.T-0.29

","

Longitude7.8
Latitude47.19
Jan.mean.T-0.21

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Longitude7.39
Latitude47.15
Jan.mean.T-0.07

","

Longitude7.43
Latitude46.95
Jan.mean.T-0.72

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Longitude7.26
Latitude47.15
Jan.mean.T-0.6

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Latitude47.07
Jan.mean.T-0.45

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Longitude7.1
Latitude47.18
Jan.mean.T-2.3

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Longitude7.12
Latitude47.02
Jan.mean.T-0.13

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Longitude7.51
Latitude47.08
Jan.mean.T-0.12

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Longitude7.68
Latitude46.53
Jan.mean.T-5.61

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Longitude7.95
Latitude46.65
Jan.mean.T-5.01

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Longitude7.63
Latitude46.89
Jan.mean.T-1.16

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Longitude7.11
Latitude47.12
Jan.mean.T-2.24

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Longitude7.27
Latitude46.94
Jan.mean.T-0.52

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Latitude47.27
Jan.mean.T-1.76

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Longitude7.23
Latitude47.1
Jan.mean.T-0.19

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Latitude46.64
Jan.mean.T-3.47

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Latitude46.66
Jan.mean.T-6.75

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Latitude46.51
Jan.mean.T-4.91

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Latitude46.44
Jan.mean.T-4.89

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Jan.mean.T-2.66

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Latitude46.83
Jan.mean.T-1.26

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Jan.mean.T-1.25

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Jan.mean.T-0.19

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Jan.mean.T-1.5

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Longitude8.21
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Jan.mean.T-3.25

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Longitude9.57
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Jan.mean.T-0.94

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Latitude47.45
Jan.mean.T-1.2

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Longitude9.35
Latitude47.02
Jan.mean.T-3.97

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Longitude9.02
Latitude47.21
Jan.mean.T-1.16

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Longitude9.15
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Jan.mean.T-2.11

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Longitude9.44
Latitude47.17
Jan.mean.T-2.29

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Longitude9.14
Latitude47.45
Jan.mean.T-0.7

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Longitude8.52
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Jan.mean.T-0.64

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Longitude8.68
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Jan.mean.T-0.68

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Longitude8.45
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Jan.mean.T-0.43

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Jan.mean.T-1.59

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Jan.mean.T-0.33

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","

Longitude9.11
Latitude47.57
Jan.mean.T-0.14

","

Longitude9.02
Latitude46.19
Jan.mean.T-0.64

","

Longitude8.96
Latitude46.5
Jan.mean.T-5.08

","

Longitude8.71
Latitude46.48
Jan.mean.T-5.27

","

Longitude8.75
Latitude46.22
Jan.mean.T-1.77

","

Longitude8.94
Latitude46.03
Jan.mean.T0.49

","

Longitude9
Latitude45.88
Jan.mean.T0.9

","

Longitude9
Latitude46.32
Jan.mean.T-2.54

","

Longitude8.61
Latitude46.35
Jan.mean.T-4.35

","

Longitude8.63
Latitude46.78
Jan.mean.T-5.67

","

Longitude8.03
Latitude46.28
Jan.mean.T-6.62

","

Longitude7.27
Latitude46.21
Jan.mean.T-4.88

","

Longitude7.23
Latitude45.99
Jan.mean.T-6.98

","

Longitude8.22
Latitude46.48
Jan.mean.T-8.23

","

Longitude7.47
Latitude46.09
Jan.mean.T-7.07

","

Longitude7.67
Latitude46.3
Jan.mean.T-6.22

","

Longitude7.12
Latitude46.12
Jan.mean.T-3.85

","

Longitude6.88
Latitude46.26
Jan.mean.T-3.09

","

Longitude8.1
Latitude46.36
Jan.mean.T-5.96

","

Longitude6.98
Latitude46.14
Jan.mean.T-4.57

","

Longitude7.57
Latitude46.21
Jan.mean.T-6.18

","

Longitude7.34
Latitude46.29
Jan.mean.T-4.44

","

Longitude7.85
Latitude46.1
Jan.mean.T-8.27

","

Longitude7.82
Latitude46.37
Jan.mean.T-6.87

","

Longitude7.05
Latitude46.33
Jan.mean.T-3.43

","

Longitude6.86
Latitude46.74
Jan.mean.T-0.7

","

Longitude6.66
Latitude46.65
Jan.mean.T-0.9

","

Longitude6.51
Latitude46.74
Jan.mean.T-1.68

","

Longitude6.64
Latitude46.54
Jan.mean.T-0.52

","

Longitude6.76
Latitude46.52
Jan.mean.T-0.76

","

Longitude6.43
Latitude46.55
Jan.mean.T-0.6

","

Longitude6.22
Latitude46.44
Jan.mean.T-0.87

","

Longitude6.57
Latitude46.51
Jan.mean.T0.31

","

Longitude7.04
Latitude46.46
Jan.mean.T-3.04

","

Longitude8.48
Latitude47.27
Jan.mean.T-0.3

","

Longitude8.68
Latitude47.62
Jan.mean.T-0.13

","

Longitude8.57
Latitude47.52
Jan.mean.T-0.22

","

Longitude8.45
Latitude47.49
Jan.mean.T-0.23

","

Longitude8.43
Latitude47.39
Jan.mean.T-0.14

","

Longitude8.86
Latitude47.31
Jan.mean.T-0.82

","

Longitude8.61
Latitude47.25
Jan.mean.T-0.27

","

Longitude8.68
Latitude47.28
Jan.mean.T-0.16

","

Longitude8.79
Latitude47.41
Jan.mean.T-0.68

","

Longitude8.56
Latitude47.58
Jan.mean.T-0.16

","

Longitude8.68
Latitude47.36
Jan.mean.T-0.14

","

Longitude8.78
Latitude47.51
Jan.mean.T-0.31

","

Longitude8.53
Latitude47.39
Jan.mean.T-0.11

","

Longitude8.54
Latitude47.16
Jan.mean.T-0.61

"],null,null]},{"method":"addLegend","args":[{"colors":["#EBEAF7 , #D2DCEF 2.76639344262295%, #8BB8D4 13.0122950819672%, #7DB8BB 23.2581967213115%, #7DBA96 33.5040983606557%, #8FB660 43.75%, #BCAD38 53.9959016393443%, #DC9B2F 64.2418032786885%, #E67B30 74.4877049180328%, #DF4426 84.733606557377%, #8F1010 94.9795081967213%, #460000 "],"labels":["-8","-7","-6","-5","-4","-3","-2","-1","0","1"],"na_color":null,"na_label":"NA","opacity":1,"position":"topright","type":"numeric","title":"Jan.mean.T","extra":{"p_1":0.0276639344262295,"p_n":0.949795081967213},"layerId":null,"className":"info legend"}]},{"method":"addLayersControl","args":[["Acetate.hillshading","OpenStreetMap.BlackAndWhite","OpenStreetMap.HOT","OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],["Hillshade","JanTemp","Jan.mean.T"],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[45.8274124780246,47.7937712267263],"lng":[5.99166666666665,10.475]},"fitBounds":[45.8170585632325,5.95606327056885,47.8236885070802,10.4951124191285]},"evals":[]}


And for those who…

… still wonder where exactly the difference between mapview and leaflet lies, consider the following:

Let’s reproduce a simple mapView() call using leaflet()

Here’s the mapview version:

mapView(meuse)

","

Longitude5.76
Latitude50.99
cadmium8.6
copper81
lead277
zinc1141
elev6.983
dist0.0122243
om14
ffreq1
soil1
lime1
landuseAh
dist.m30

","

Longitude5.76
Latitude50.99
cadmium6.5
copper68
lead199
zinc640
elev7.8
dist0.103029
om13
ffreq1
soil1
lime1
landuseAh
dist.m150

","

Longitude5.76
Latitude50.99
cadmium2.6
copper81
lead116
zinc257
elev7.655
dist0.190094
om8
ffreq1
soil2
lime0
landuseGa
dist.m270

","

Longitude5.76
Latitude50.99
cadmium2.8
copper48
lead117
zinc269
elev7.48
dist0.27709
om8.7
ffreq1
soil2
lime0
landuseAh
dist.m380

","

Longitude5.76
Latitude50.99
cadmium3
copper61
lead137
zinc281
elev7.791
dist0.364067
om7.8
ffreq1
soil2
lime0
landuseGa
dist.m470

","

Longitude5.76
Latitude50.99
cadmium3.2
copper31
lead132
zinc346
elev8.217
dist0.190094
om9.2
ffreq1
soil2
lime0
landuseAh
dist.m240

","

Longitude5.76
Latitude50.99
cadmium2.8
copper29
lead150
zinc406
elev8.49
dist0.0921516
om9.5
ffreq1
soil1
lime0
landuseAb
dist.m120

","

Longitude5.76
Latitude50.99
cadmium2.4
copper37
lead133
zinc347
elev8.668
dist0.184614
om10.6
ffreq1
soil1
lime0
landuseAb
dist.m240

","

Longitude5.76
Latitude50.99
cadmium1.6
copper24
lead80
zinc183
elev9.049
dist0.309702
om6.3
ffreq1
soil2
lime0
landuseW
dist.m420

","

Longitude5.76
Latitude50.99
cadmium1.4
copper25
lead86
zinc189
elev9.015
dist0.315116
om6.4
ffreq1
soil2
lime0
landuseFh
dist.m400

","

Longitude5.76
Latitude50.99
cadmium1.8
copper25
lead97
zinc251
elev9.073
dist0.228123
om9
ffreq1
soil1
lime0
landuseAg
dist.m300

","

Longitude5.76
Latitude50.99
cadmium11.2
copper93
lead285
zinc1096
elev7.32
dist0
om15.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.76
Latitude50.99
cadmium2.5
copper31
lead183
zinc504
elev8.815
dist0.113932
om8.4
ffreq1
soil1
lime0
landuseAh
dist.m130

","

Longitude5.76
Latitude50.99
cadmium2
copper27
lead130
zinc326
elev8.937
dist0.168336
om9.1
ffreq1
soil1
lime0
landuseAh
dist.m220

","

Longitude5.76
Latitude50.99
cadmium9.5
copper86
lead240
zinc1032
elev7.702
dist0
om16.2
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.99
cadmium7
copper74
lead133
zinc606
elev7.16
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.99
cadmium7.1
copper69
lead148
zinc711
elev7.1
dist0.0122243
om16
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium8.7
copper69
lead207
zinc735
elev7.02
dist0
om13.7
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium12.9
copper95
lead284
zinc1052
elev6.86
dist0
om14.8
ffreq1
soil1
lime1
landuseNA
dist.m10

","

Longitude5.75
Latitude50.98
cadmium5.5
copper53
lead194
zinc673
elev8.908
dist0.0703468
om10.2
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude5.75
Latitude50.98
cadmium2.8
copper35
lead123
zinc402
elev8.99
dist0.0975136
om7.2
ffreq1
soil1
lime1
landuseAm
dist.m140

","

Longitude5.75
Latitude50.98
cadmium2.9
copper35
lead110
zinc343
elev8.83
dist0.113932
om7.2
ffreq1
soil1
lime1
landuseAg
dist.m160

","

Longitude5.76
Latitude50.99
cadmium1.7
copper24
lead85
zinc218
elev9.02
dist0.342321
om7
ffreq1
soil2
lime0
landuseAh
dist.m440

","

Longitude5.76
Latitude50.98
cadmium1.4
copper26
lead75
zinc200
elev8.976
dist0.385804
om6.9
ffreq1
soil2
lime0
landuseW
dist.m490

","

Longitude5.76
Latitude50.98
cadmium1.5
copper22
lead76
zinc194
elev8.973
dist0.429289
om6.3
ffreq1
soil2
lime0
landuseW
dist.m530

","

Longitude5.76
Latitude50.98
cadmium1.3
copper27
lead73
zinc207
elev8.507
dist0.315116
om5.6
ffreq1
soil2
lime0
landuseAb
dist.m400

","

Longitude5.76
Latitude50.98
cadmium1.3
copper24
lead67
zinc180
elev8.743
dist0.320574
om4.4
ffreq1
soil2
lime0
landuseAg
dist.m400

","

Longitude5.76
Latitude50.98
cadmium1.8
copper22
lead87
zinc240
elev8.973
dist0.249863
om5.3
ffreq1
soil2
lime0
landuseAh
dist.m330

","

Longitude5.76
Latitude50.99
cadmium1.5
copper21
lead65
zinc180
elev9.043
dist0.489064
om4.8
ffreq1
soil2
lime0
landuseAg
dist.m630

","

Longitude5.76
Latitude50.98
cadmium1.3
copper29
lead78
zinc208
elev8.688
dist0.472778
om2.6
ffreq1
soil2
lime0
landuseB
dist.m570

","

Longitude5.76
Latitude50.98
cadmium1.3
copper21
lead64
zinc198
elev8.727
dist0.287957
om1
ffreq1
soil2
lime0
landuseAg
dist.m390

","

Longitude5.75
Latitude50.98
cadmium2.1
copper27
lead77
zinc250
elev8.328
dist0.271622
om2.4
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude5.76
Latitude50.98
cadmium1.2
copper26
lead80
zinc192
elev7.971
dist0.385807
om1.9
ffreq1
soil2
lime0
landuseB
dist.m500

","

Longitude5.76
Latitude50.98
cadmium1.6
copper27
lead82
zinc213
elev7.809
dist0.418417
om3.1
ffreq1
soil2
lime0
landuseB
dist.m550

","

Longitude5.75
Latitude50.98
cadmium3
copper32
lead97
zinc321
elev6.986
dist0.244474
om1.6
ffreq1
soil2
lime0
landuseAb
dist.m340

","

Longitude5.75
Latitude50.98
cadmium5.8
copper50
lead166
zinc569
elev7.756
dist0.135709
om3.5
ffreq1
soil2
lime0
landuseAb
dist.m210

","

Longitude5.75
Latitude50.98
cadmium7.9
copper67
lead217
zinc833
elev7.784
dist0.0484965
om8.1
ffreq1
soil1
lime1
landuseAm
dist.m60

","

Longitude5.75
Latitude50.98
cadmium8.1
copper77
lead219
zinc906
elev7
dist0
om7.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.75
Latitude50.98
cadmium14.1
copper108
lead405
zinc1454
elev6.92
dist0.00135803
om9.5
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.75
Latitude50.98
cadmium2.4
copper32
lead102
zinc298
elev7.516
dist0.135709
om1.4
ffreq1
soil2
lime0
landuseAm
dist.m170

","

Longitude5.75
Latitude50.98
cadmium1.2
copper21
lead48
zinc167
elev8.18
dist0.26622
omNA
ffreq1
soil2
lime0
landuseGa
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper22
lead65
zinc176
elev8.694
dist0.211843
omNA
ffreq1
soil2
lime0
landuseW
dist.m260

","

Longitude5.75
Latitude50.98
cadmium1.3
copper21
lead62
zinc258
elev9.28
dist0.320572
om2
ffreq1
soil2
lime0
landuseAh
dist.m360

","

Longitude5.75
Latitude50.98
cadmium4.2
copper51
lead281
zinc746
elev7.94
dist0.081222
om5.1
ffreq1
soil2
lime0
landuseAh
dist.m100

","

Longitude5.75
Latitude50.98
cadmium4.3
copper50
lead294
zinc746
elev6.36
dist0.190086
om5.3
ffreq1
soil2
lime0
landuseAm
dist.m200

","

Longitude5.75
Latitude50.98
cadmium3.1
copper38
lead211
zinc464
elev7.78
dist0.287941
om4.5
ffreq1
soil2
lime0
landuseAh
dist.m320

","

Longitude5.75
Latitude50.98
cadmium1.7
copper26
lead135
zinc365
elev8.18
dist0.423826
om4.9
ffreq1
soil2
lime0
landuseAh
dist.m480

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead112
zinc282
elev9.42
dist0.554289
om4.5
ffreq1
soil2
lime0
landuseBw
dist.m660

","

Longitude5.75
Latitude50.97
cadmium2.1
copper32
lead162
zinc375
elev8.867
dist0.603225
om5.5
ffreq1
soil2
lime0
landuseBw
dist.m690

","

Longitude5.75
Latitude50.97
cadmium1.7
copper24
lead94
zinc222
elev8.292
dist0.614071
om3.4
ffreq1
soil2
lime0
landuseAb
dist.m710

","

Longitude5.75
Latitude50.98
cadmium8.2
copper47
lead191
zinc812
elev8.06
dist0.00135803
om11.1
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.74
Latitude50.98
cadmium17
copper128
lead405
zinc1548
elev7.98
dist0
om12.3
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium12
copper117
lead654
zinc1839
elev7.9
dist0.0054321
om16.5
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium9.4
copper104
lead482
zinc1528
elev7.74
dist0.0054321
om13.9
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.2
copper76
lead276
zinc933
elev7.552
dist0.0054321
om8.1
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium2.6
copper36
lead180
zinc432
elev7.76
dist0.146578
om3.1
ffreq1
soil1
lime0
landuseFw
dist.m200

","

Longitude5.74
Latitude50.98
cadmium3.5
copper34
lead207
zinc550
elev6.74
dist0.135684
om5.8
ffreq1
soil1
lime0
landuseFw
dist.m140

","

Longitude5.74
Latitude50.98
cadmium10.9
copper90
lead541
zinc1571
elev6.68
dist0.0703333
om10.2
ffreq1
soil1
lime1
landuseFw
dist.m70

","

Longitude5.74
Latitude50.98
cadmium7.3
copper80
lead310
zinc1190
elev7.4
dist0.0484831
om12
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.98
cadmium9.4
copper78
lead210
zinc907
elev7.44
dist0.0054321
om14.1
ffreq1
soil1
lime1
landuseW
dist.m10

","

Longitude5.74
Latitude50.98
cadmium8.3
copper77
lead158
zinc761
elev7.36
dist0.0054321
om14.5
ffreq1
soil1
lime1
landuseFw
dist.m10

","

Longitude5.74
Latitude50.97
cadmium7
copper65
lead141
zinc659
elev7.2
dist0.0316663
om14.8
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.8
copper66
lead144
zinc643
elev7.22
dist0.0122243
om13.3
ffreq1
soil1
lime1
landuseAh
dist.m10

","

Longitude5.73
Latitude50.97
cadmium7.4
copper72
lead181
zinc801
elev7.36
dist0.0122243
om15.2
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.73
Latitude50.97
cadmium6.6
copper75
lead173
zinc784
elev5.18
dist0.0373395
om11.4
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.74
Latitude50.97
cadmium7.8
copper75
lead399
zinc1060
elev5.8
dist0.211846
om9
ffreq1
soil1
lime0
landuseAh
dist.m270

","

Longitude5.74
Latitude50.97
cadmium0.7
copper22
lead45
zinc119
elev7.64
dist0.451037
om3.6
ffreq1
soil1
lime1
landuseFw
dist.m560

","

Longitude5.74
Latitude50.97
cadmium3.4
copper55
lead325
zinc778
elev6.32
dist0.575877
om6.9
ffreq1
soil1
lime0
landuseBw
dist.m750

","

Longitude5.73
Latitude50.97
cadmium3.9
copper47
lead268
zinc703
elev5.76
dist0.0756869
om7
ffreq1
soil1
lime1
landuseAb
dist.m80

","

Longitude5.73
Latitude50.97
cadmium3.5
copper46
lead252
zinc676
elev6.48
dist0.12481
om6.2
ffreq1
soil1
lime1
landuseAb
dist.m130

","

Longitude5.73
Latitude50.97
cadmium4.7
copper55
lead315
zinc793
elev6.48
dist0.103024
om6.5
ffreq1
soil1
lime0
landuseW
dist.m110

","

Longitude5.73
Latitude50.97
cadmium3.9
copper49
lead260
zinc685
elev6.32
dist0.157469
om5.7
ffreq1
soil1
lime0
landuseW
dist.m200

","

Longitude5.73
Latitude50.97
cadmium3.1
copper39
lead237
zinc593
elev6.32
dist0.200976
om7
ffreq1
soil1
lime1
landuseAh
dist.m260

","

Longitude5.73
Latitude50.96
cadmium2.9
copper45
lead228
zinc549
elev6.16
dist0.200976
om7.3
ffreq1
soil1
lime0
landuseW
dist.m270

","

Longitude5.73
Latitude50.96
cadmium3.9
copper48
lead241
zinc680
elev6.56
dist0.26622
om8.2
ffreq1
soil1
lime0
landuseW
dist.m320

","

Longitude5.73
Latitude50.96
cadmium2.7
copper36
lead201
zinc539
elev6.9
dist0.298835
om4.3
ffreq1
soil1
lime0
landuseAh
dist.m360

","

Longitude5.73
Latitude50.97
cadmium2.5
copper36
lead204
zinc560
elev7.54
dist0.0812247
om4.4
ffreq1
soil1
lime1
landuseAm
dist.m80

","

Longitude5.73
Latitude50.97
cadmium5.6
copper68
lead429
zinc1136
elev6.42
dist0.070355
om8.2
ffreq1
soil1
lime1
landuseW
dist.m100

","

Longitude5.73
Latitude50.97
cadmium9.4
copper88
lead462
zinc1383
elev6.28
dist0.0122243
om8.5
ffreq1
soil1
lime1
landuseW
dist.m70

","

Longitude5.73
Latitude50.97
cadmium10.8
copper85
lead333
zinc1161
elev6.34
dist0
om9.6
ffreq1
soil1
lime1
landuseW
dist.m20

","

Longitude5.75
Latitude50.96
cadmium18.1
copper76
lead464
zinc1672
elev7.307
dist0.0537723
om17
ffreq1
soil1
lime1
landuseW
dist.m50

","

Longitude5.73
Latitude50.97
cadmium6.3
copper63
lead159
zinc765
elev5.7
dist0.0593662
om12.8
ffreq1
soil1
lime1
landuseW
dist.m80

","

Longitude5.76
Latitude50.99
cadmium2.1
copper32
lead116
zinc279
elev7.72
dist0.211843
om5.9
ffreq1
soil2
lime0
landuseW
dist.m290

","

Longitude5.74
Latitude50.97
cadmium1.8
copper25
lead81
zinc241
elev7.932
dist0.12481
om2.9
ffreq2
soil2
lime1
landuseAh
dist.m160

","

Longitude5.74
Latitude50.97
cadmium2.2
copper27
lead131
zinc317
elev7.82
dist0.12481
om4.5
ffreq2
soil1
lime0
landuseW
dist.m160

","

Longitude5.73
Latitude50.97
cadmium2.8
copper36
lead216
zinc545
elev8.575
dist0.0921516
om10.7
ffreq2
soil1
lime0
landuseW
dist.m140

","

Longitude5.73
Latitude50.97
cadmium2.4
copper41
lead145
zinc505
elev8.536
dist0.113941
om9.4
ffreq2
soil1
lime0
landuseW
dist.m150

","

Longitude5.73
Latitude50.96
cadmium2.6
copper33
lead163
zinc420
elev8.504
dist0.179216
om9
ffreq2
soil1
lime0
landuseAh
dist.m220

","

Longitude5.73
Latitude50.96
cadmium1.8
copper27
lead129
zinc332
elev8.659
dist0.233596
om7
ffreq2
soil1
lime0
landuseAm
dist.m280

","

Longitude5.73
Latitude50.96
cadmium2
copper38
lead148
zinc400
elev7.633
dist0.336861
om6.5
ffreq2
soil1
lime1
landuseAm
dist.m450

","

Longitude5.72
Latitude50.96
cadmium2.7
copper37
lead214
zinc553
elev8.538
dist0.070355
om9.4
ffreq2
soil1
lime1
landuseAm
dist.m70

","

Longitude5.72
Latitude50.96
cadmium2.7
copper34
lead226
zinc577
elev7.68
dist0.0593662
om10.2
ffreq2
soil1
lime0
landuseAm
dist.m70

","

Longitude5.74
Latitude50.96
cadmium0.9
copper19
lead54
zinc155
elev7.564
dist0.255341
om6.4
ffreq2
soil1
lime0
landuseW
dist.m340

","

Longitude5.73
Latitude50.96
cadmium0.9
copper22
lead70
zinc224
elev7.76
dist0.364067
om7.6
ffreq2
soil1
lime0
landuseW
dist.m470

","

Longitude5.73
Latitude50.96
cadmium0.4
copper26
lead73
zinc180
elev7.653
dist0.429295
om7
ffreq2
soil1
lime0
landuseAm
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.8
copper25
lead87
zinc226
elev7.951
dist0.380328
om5.6
ffreq2
soil1
lime0
landuseAm
dist.m460

","

Longitude5.73
Latitude50.97
cadmium0.4
copper22
lead76
zinc186
elev8.176
dist0.249874
om6.5
ffreq2
soil1
lime0
landuseAm
dist.m320

","

Longitude5.73
Latitude50.97
cadmium0.4
copper24
lead81
zinc198
elev8.468
dist0.266212
om6.6
ffreq2
soil1
lime0
landuseAh
dist.m320

","

Longitude5.73
Latitude50.96
cadmium0.4
copper18
lead68
zinc187
elev8.41
dist0.451037
om5.9
ffreq2
soil1
lime0
landuseW
dist.m540

","

Longitude5.74
Latitude50.96
cadmium0.8
copper23
lead66
zinc199
elev7.61
dist0.30971
om6.5
ffreq2
soil1
lime0
landuseW
dist.m420

","

Longitude5.74
Latitude50.96
cadmium0.4
copper22
lead49
zinc157
elev7.792
dist0.293359
om6.4
ffreq2
soil1
lime0
landuseSPO
dist.m380

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead63
zinc203
elev8.76
dist0.532351
om7.2
ffreq2
soil2
lime0
landuseW
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper23
lead48
zinc143
elev9.879
dist0.619513
om6.6
ffreq2
soil3
lime0
landuseAm
dist.m760

","

Longitude5.75
Latitude50.97
cadmium0.2
copper23
lead51
zinc136
elev9.097
dist0.684725
om4.3
ffreq2
soil2
lime0
landuseAh
dist.m750

","

Longitude5.75
Latitude50.97
cadmium0.2
copper18
lead50
zinc117
elev9.095
dist0.809742
om5.3
ffreq2
soil3
lime0
landuseFw
dist.m1000

","

Longitude5.75
Latitude50.97
cadmium0.4
copper20
lead39
zinc113
elev9.717
dist0.880389
om4.1
ffreq2
soil3
lime0
landuseAh
dist.m860

","

Longitude5.75
Latitude50.97
cadmium0.2
copper22
lead48
zinc130
elev9.924
dist0.749591
om6.1
ffreq2
soil3
lime0
landuseAh
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.2
copper27
lead64
zinc192
elev9.404
dist0.575752
om7.5
ffreq2
soil3
lime0
landuseFw
dist.m500

","

Longitude5.74
Latitude50.97
cadmium0.4
copper25
lead84
zinc240
elev10.52
dist0.581484
om8.8
ffreq2
soil3
lime0
landuseSTA
dist.m650

","

Longitude5.74
Latitude50.97
cadmium0.2
copper30
lead67
zinc221
elev8.84
dist0.49452
om5.7
ffreq2
soil3
lime0
landuseDEN
dist.m630

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead49
zinc140
elev8.472
dist0.32058
om6.1
ffreq2
soil3
lime0
landuseFw
dist.m410

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead48
zinc128
elev9.634
dist0.336851
om7.1
ffreq2
soil3
lime0
landuseAh
dist.m390

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead56
zinc166
elev9.206
dist0.249852
om4.1
ffreq2
soil2
lime0
landuseAh
dist.m310

","

Longitude5.74
Latitude50.97
cadmium0.2
copper24
lead65
zinc191
elev8.47
dist0.0756869
om6
ffreq2
soil1
lime0
landuseAh
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper21
lead84
zinc232
elev8.463
dist0.0756869
om6.6
ffreq2
soil1
lime0
landuseW
dist.m70

","

Longitude5.74
Latitude50.97
cadmium0.2
copper23
lead75
zinc203
elev9.691
dist0.162853
om6.8
ffreq2
soil1
lime1
landuseSTA
dist.m150

","

Longitude5.75
Latitude50.96
cadmium3.7
copper53
lead250
zinc722
elev8.704
dist0.0974916
om9.1
ffreq2
soil2
lime0
landuseBw
dist.m80

","

Longitude5.75
Latitude50.98
cadmium0.2
copper33
lead81
zinc210
elev9.42
dist0.440142
om5.9
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.74
Latitude50.97
cadmium0.2
copper22
lead72
zinc198
elev9.573
dist0.4619
om4.9
ffreq2
soil2
lime0
landuseAa
dist.m530

","

Longitude5.74
Latitude50.98
cadmium0.2
copper23
lead86
zinc139
elev9.555
dist0.222701
om7.1
ffreq2
soil1
lime0
landuseW
dist.m240

","

Longitude5.74
Latitude50.98
cadmium0.2
copper25
lead94
zinc253
elev8.779
dist0.103024
om8.1
ffreq2
soil1
lime1
landuseTv
dist.m70

","

Longitude5.74
Latitude50.98
cadmium1.2
copper30
lead244
zinc703
elev8.54
dist0.0921353
om8.3
ffreq2
soil1
lime0
landuseFw
dist.m70

","

Longitude5.75
Latitude50.98
cadmium2.4
copper47
lead297
zinc832
elev8.809
dist0.0484884
om10
ffreq2
soil1
lime0
landuseAh
dist.m60

","

Longitude5.74
Latitude50.98
cadmium0.2
copper31
lead96
zinc262
elev9.523
dist0.168331
om5.9
ffreq2
soil1
lime0
landuseAh
dist.m190

","

Longitude5.75
Latitude50.98
cadmium0.2
copper20
lead56
zinc142
elev9.811
dist0.38581
om5
ffreq2
soil2
lime0
landuseAh
dist.m450

","

Longitude5.75
Latitude50.98
cadmium0.2
copper16
lead49
zinc119
elev9.604
dist0.489064
om4.5
ffreq2
soil2
lime0
landuseAm
dist.m550

","

Longitude5.75
Latitude50.97
cadmium0.2
copper17
lead50
zinc152
elev9.732
dist0.57602
om5.4
ffreq2
soil2
lime0
landuseAm
dist.m650

","

Longitude5.76
Latitude50.99
cadmium0.4
copper26
lead148
zinc415
elev9.518
dist0.0812194
om2.3
ffreq2
soil1
lime0
landuseAm
dist.m100

","

Longitude5.75
Latitude50.99
cadmium1.6
copper34
lead162
zinc474
elev9.72
dist0.0373369
om7.5
ffreq2
soil1
lime0
landuseW
dist.m170

","

Longitude5.75
Latitude50.97
cadmium0.8
copper18
lead37
zinc126
elev9.036
dist0.771698
om4.6
ffreq2
soil3
lime1
landuseAh
dist.m860

","

Longitude5.75
Latitude50.98
cadmium1.2
copper23
lead80
zinc210
elev9.528
dist0.336829
om5.8
ffreq2
soil2
lime0
landuseW
dist.m410

","

Longitude5.76
Latitude50.98
cadmium0.2
copper20
lead80
zinc220
elev9.155
dist0.228123
om4.4
ffreq3
soil1
lime0
landuseAa
dist.m290

","

Longitude5.75
Latitude50.97
cadmium0.2
copper14
lead49
zinc133
elev10.08
dist0.597761
om4.4
ffreq3
soil2
lime0
landuseAm
dist.m680

","

Longitude5.74
Latitude50.97
cadmium0.8
copper46
lead42
zinc141
elev9.97
dist0.44558
om4.5
ffreq3
soil2
lime0
landuseAm
dist.m540

","

Longitude5.74
Latitude50.97
cadmium1
copper29
lead48
zinc158
elev10.136
dist0.396675
om5.2
ffreq3
soil2
lime0
landuseAm
dist.m480

","

Longitude5.74
Latitude50.97
cadmium0.8
copper19
lead41
zinc129
elev10.32
dist0.581478
om4.6
ffreq3
soil3
lime0
landuseW
dist.m720

","

Longitude5.73
Latitude50.96
cadmium1.2
copper31
lead73
zinc206
elev9.041
dist0.287966
om6.9
ffreq3
soil1
lime0
landuseW
dist.m380

","

Longitude5.73
Latitude50.96
cadmium2
copper27
lead146
zinc451
elev7.86
dist0.233596
om7
ffreq3
soil1
lime0
landuseW
dist.m310

","

Longitude5.73
Latitude50.96
cadmium1.5
copper29
lead95
zinc296
elev8.741
dist0.364067
om5.4
ffreq3
soil1
lime0
landuseAh
dist.m430

","

Longitude5.73
Latitude50.96
cadmium1.1
copper22
lead72
zinc189
elev7.822
dist0.331454
om6.2
ffreq3
soil1
lime0
landuseAh
dist.m370

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead51
zinc154
elev7.78
dist0.211846
om5
ffreq3
soil1
lime0
landuseFw
dist.m290

","

Longitude5.74
Latitude50.96
cadmium0.8
copper20
lead54
zinc169
elev8.121
dist0.103029
om5.1
ffreq3
soil1
lime0
landuseW
dist.m150

","

Longitude5.74
Latitude50.96
cadmium2.1
copper29
lead136
zinc403
elev8.231
dist0.070355
om8.1
ffreq3
soil1
lime0
landuseBw
dist.m70

","

Longitude5.73
Latitude50.96
cadmium2.5
copper38
lead170
zinc471
elev8.351
dist0.146576
om8
ffreq3
soil1
lime0
landuseBw
dist.m220

","

Longitude5.73
Latitude50.96
cadmium3.8
copper39
lead179
zinc612
elev7.3
dist0.0537723
om8.8
ffreq3
soil1
lime0
landuseW
dist.m80

","

Longitude5.73
Latitude50.96
cadmium3.2
copper35
lead200
zinc601
elev7.536
dist0.119286
om9.3
ffreq3
soil1
lime0
landuseW
dist.m120

","

Longitude5.73
Latitude50.96
cadmium3.1
copper42
lead258
zinc783
elev7.706
dist0.0921435
om8.4
ffreq3
soil1
lime0
landuseAh
dist.m120

","

Longitude5.73
Latitude50.96
cadmium1.5
copper24
lead93
zinc258
elev8.07
dist0.249863
om7.7
ffreq3
soil1
lime0
landuseAm
dist.m260

","

Longitude5.73
Latitude50.96
cadmium1.2
copper20
lead68
zinc214
elev8.226
dist0.37494
om5.7
ffreq3
soil1
lime0
landuseAh
dist.m440

","

Longitude5.73
Latitude50.96
cadmium0.8
copper20
lead49
zinc166
elev8.128
dist0.423837
om4.7
ffreq3
soil1
lime0
landuseAm
dist.m540

","

Longitude5.73
Latitude50.96
cadmium3.1
copper39
lead173
zinc496
elev8.577
dist0.423837
om9.1
ffreq3
soil1
lime0
landuseAh
dist.m520

","

Longitude5.73
Latitude50.96
cadmium2.1
copper31
lead119
zinc342
elev8.429
dist0.27709
om6.5
ffreq3
soil1
lime0
landuseAh
dist.m350

","

Longitude5.74
Latitude50.96
cadmium0.8
copper21
lead51
zinc162
elev9.406
dist0.358606
om5.7
ffreq3
soil1
lime0
landuseW
dist.m460

","

Longitude5.75
Latitude50.96
cadmium2.7
copper27
lead124
zinc375
elev8.261
dist0.0122243
om5.5
ffreq3
soil3
lime0
landuseW
dist.m40

"],null,null]},{"method":"addLayersControl","args":[["OpenStreetMap","Esri.WorldImagery","Thunderforest.Landscape","OpenTopoMap"],"meuse",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[50.9566138504223,50.99156215511],"lng":[5.72319018528861,5.76303964144362]}},"evals":[]}

And now let’s get the identical result using leaflet:

## first we need to reproject meuse to geographic coordinates
meuse <- spTransform(meuse,
                     CRSobj = CRS("+proj=longlat +datum=WGS84 +no_defs"))

## then we need to generate the text for the pop-ups
df <- as.data.frame(sapply(meuse@data, as.character),
                    stringsAsFactors = FALSE)

nms <- names(df)

txt_x <- paste0("x: ", round(coordinates(meuse)[, 1], 2))
txt_y <- paste0("y: ", round(coordinates(meuse)[, 2], 2))

txt <- rbind(sapply(seq(nrow(meuse@data)), function(i) {
  paste(nms, df[i, ], sep = ": ")
}), txt_x, txt_y)

txt <- sapply(seq(ncol(txt)), function(j) {
  paste(txt[, j], collapse = " <br/> ")
})

## finally we can create our map
leaflet(meuse) %>%
  addProviderTiles("OpenStreetMap", group = "OpenStreetMap") %>%
  addProviderTiles("Esri.WorldImagery", group = "Esri.WorldImagery") %>%
  addCircleMarkers(lng = coordinates(meuse)[, 1],
                   lat = coordinates(meuse)[, 2],
                   group = "meuse",
                   color = mapViewPalette(3)[length(mapViewPalette(3))],
                   popup = txt) %>%
  addLayersControl(position = "bottomleft",
                   baseGroups = c("OpenStreetMap",
                                 "Esri.WorldImagery"),
                   overlayGroups = "meuse")

I guess this highlights quite well what mapview is intended for. It serves to save you some effort to interactively examine your spatial data by giving you the possibility to render it using a one-liner of code.


Final thoughts

Where to go from here?

Well, there are still a lot of limitations that need addressing:

In future releases I would like to

I hope that mapview will prove useful for some people out there.

If you have any feedback, please don’t hesitate to contact me.

Bug reports should be filed at https://github.com/environmentalinformatics-marburg/mapview/issues

Best,

Tim

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