From 8abb2492fa7ad1e8e609d5dbad612c2bdb37ffba Mon Sep 17 00:00:00 2001 From: jkriege2 Date: Tue, 11 Jun 2019 16:59:19 +0200 Subject: [PATCH] statistics library: added functions for 2D histograms and 2D kernel density estimates statistics library: added adaptor functions for 2D histograms and 2D kernel density estimates added examples for the two above --- JKQtPlotterBuildAllExamples.pro | 1 + doc/dox/examples_and_tutorials.dox | 3 + examples/README.md | 1 + examples/simpletest_datastore/README.md | 2 + .../simpletest_datastore_iterators/README.md | 2 + .../simpletest_datastore_regression/README.md | 2 + .../simpletest_datastore_statistics/README.md | 2 + .../README.md | 287 ++++++++++ ...ter_simpletest_datastore_statistics_2d.cpp | 277 +++++++++ ...ter_simpletest_datastore_statistics_2d.pro | 27 + ...letest_datastore_statistics_2d_and_lib.pro | 8 + lib/jkqtcommon/jkqtpmathtools.h | 54 ++ lib/jkqtcommon/jkqtpstatisticstools.h | 318 ++++++++++- .../jkqtpgraphsstatisticsadaptors.h | 536 +++++++++++++++++- ...ter_simpletest_datastore_statistics_2d.png | Bin 0 -> 150864 bytes ...impletest_datastore_statistics_2d_hist.png | Bin 0 -> 60388 bytes ...st_datastore_statistics_2d_histcontour.png | Bin 0 -> 49065 bytes ...simpletest_datastore_statistics_2d_kde.png | Bin 0 -> 88478 bytes ...est_datastore_statistics_2d_kdecontour.png | Bin 0 -> 68429 bytes ...est_datastore_statistics_2d_marginhist.png | Bin 0 -> 48589 bytes ...test_datastore_statistics_2d_marginkde.png | Bin 0 -> 36523 bytes ...st_datastore_statistics_2d_scatteronly.png | Bin 0 -> 57456 bytes ...mpletest_datastore_statistics_2d_small.png | Bin 0 -> 16307 bytes 23 files changed, 1507 insertions(+), 13 deletions(-) create mode 100644 examples/simpletest_datastore_statistics_2d/README.md create mode 100644 examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.cpp create mode 100644 examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.pro create mode 100644 examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d_and_lib.pro create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_hist.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_histcontour.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_kde.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_kdecontour.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginhist.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginkde.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_scatteronly.png create mode 100644 screenshots/jkqtplotter_simpletest_datastore_statistics_2d_small.png diff --git a/JKQtPlotterBuildAllExamples.pro b/JKQtPlotterBuildAllExamples.pro index 517ce9d061..f115ba8944 100644 --- a/JKQtPlotterBuildAllExamples.pro +++ b/JKQtPlotterBuildAllExamples.pro @@ -82,6 +82,7 @@ addSimpleTest(imageplot_nodatastore) addSimpleTest(datastore) addSimpleTest(datastore_iterators) addSimpleTest(datastore_statistics) +addSimpleTest(datastore_statistics_2d) addSimpleTest(datastore_regression) addSimpleTest(contourplot) #addSimpleTest(rgbimageplot_opencv) diff --git a/doc/dox/examples_and_tutorials.dox b/doc/dox/examples_and_tutorials.dox index 0438b34da4..bcbe5aa0dd 100644 --- a/doc/dox/examples_and_tutorials.dox +++ b/doc/dox/examples_and_tutorials.dox @@ -162,6 +162,9 @@ All test-projects are Qt-projects that use qmake to build. You can load them int \image html jkqtplotter_simpletest_datastore_regression_small.png \subpage JKQTPlotterBasicJKQTPDatastoreRegression Advanced 1-Dimensional Statistical Computation with JKQTPDatastore
using the internal statistics library
Regression Analysis (with the Statistics Library)
robust regression (IRLS)
weighted regression
non-linear regression
polynomial fitting + \image html jkqtplotter_simpletest_datastore_statistics_2d_small.png + \subpage JKQTPlotterBasicJKQTPDatastoreStatistics2D + Advanced 2-Dimensional Statistical Computation with JKQTPDatastore
using the internal statistics library (see \ref jkqtptools_math_statistics )
histograms
kernel density estimates (KDE) diff --git a/examples/README.md b/examples/README.md index 44d074cd41..71397b14da 100644 --- a/examples/README.md +++ b/examples/README.md @@ -66,6 +66,7 @@ All test-projects are Qt-projects that use qmake to build. You can load them int | [![](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/simpletest_datastore_iterators_small.png)](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_iterators) | [Tutorial: Iterator-based access to JKQTPDatastore](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_iterators) | Iterator-based Data Management with JKQTPDatastore | | [![](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_small.png)](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_statistics) | [Tutorial: Advanced 1-Dimensional Statistics with JKQTPDatastore](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_statistics) | Advanced 1-Dimensional Statistical Computation with JKQTPDatastore
using the internal statistics library
basic statistics (mean, standard deviation, ...)
boxplots
histograms
kernel density estimates (KDE) | | [![](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_regression_small.png)](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_regression) | [Tutorial: Regression Analysis (with the Statistics Library)](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_regression) | Advanced 1-Dimensional Statistical Computation with JKQTPDatastore
using the internal statistics library
Regression Analysis (with the Statistics Library)
robust regression (IRLS)
weighted regression
non-linear regression
polynomial fitting | +| [![](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_small.png)](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_statistics_2d) | [Tutorial: Advanced 2-Dimensional Statistics with JKQTPDatastore](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_statistics_2d) | Advanced 2-Dimensional Statistical Computation with JKQTPDatastore
using the internal statistics library
histograms
kernel density estimates (KDE) | ## More Complex Examples diff --git a/examples/simpletest_datastore/README.md b/examples/simpletest_datastore/README.md index accb3b0139..b23236a8a1 100644 --- a/examples/simpletest_datastore/README.md +++ b/examples/simpletest_datastore/README.md @@ -5,6 +5,7 @@ [JKQTPlotterBasicJKQTPDatastoreIterators]: @ref JKQTPlotterBasicJKQTPDatastoreIterators "Iterator-Based usage of JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreStatistics]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics "Advanced 1-Dimensional Statistics with JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreRegression]: @ref JKQTPlotterBasicJKQTPDatastoreRegression "Regression Analysis (with the Statistics Library)" +[JKQTPlotterBasicJKQTPDatastoreStatistics2D]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics2D "Advanced 2-Dimensional Statistics with JKQTPDatastore" [statisticslibrary]: @ref jkqtptools_math_statistics "JKQTPlotter Statistics Library" This tutorial project (see `./examples/simpletest_datastore/`) explains several options of JKQTPDatastore, which is the class used to centrally store the data for (most) graphs on a JKQTPlotter widget. @@ -13,6 +14,7 @@ This tutorial project (see `./examples/simpletest_datastore/`) explains several - [JKQTPlotterBasicJKQTPDatastore] - [JKQTPlotterBasicJKQTPDatastoreIterators] - [JKQTPlotterBasicJKQTPDatastoreStatistics] + - [JKQTPlotterBasicJKQTPDatastoreStatistics2D] - [JKQTPlotterBasicJKQTPDatastoreRegression] diff --git a/examples/simpletest_datastore_iterators/README.md b/examples/simpletest_datastore_iterators/README.md index 4c39e0f6cb..e9d7f6537e 100644 --- a/examples/simpletest_datastore_iterators/README.md +++ b/examples/simpletest_datastore_iterators/README.md @@ -5,6 +5,7 @@ [JKQTPlotterBasicJKQTPDatastoreIterators]: @ref JKQTPlotterBasicJKQTPDatastoreIterators "Iterator-Based usage of JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreStatistics]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics "Advanced 1-Dimensional Statistics with JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreRegression]: @ref JKQTPlotterBasicJKQTPDatastoreRegression "Regression Analysis (with the Statistics Library)" +[JKQTPlotterBasicJKQTPDatastoreStatistics2D]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics2D "Advanced 2-Dimensional Statistics with JKQTPDatastore" [statisticslibrary]: @ref jkqtptools_math_statistics "JKQTPlotter Statistics Library" This tutorial project (see `./examples/simpletest_datastore_iterators/`) explains how to use the iterator-based interface to JKQTPDatastore. @@ -13,6 +14,7 @@ This tutorial project (see `./examples/simpletest_datastore_iterators/`) explain - [JKQTPlotterBasicJKQTPDatastore] - [JKQTPlotterBasicJKQTPDatastoreIterators] - [JKQTPlotterBasicJKQTPDatastoreStatistics] + - [JKQTPlotterBasicJKQTPDatastoreStatistics2D] - [JKQTPlotterBasicJKQTPDatastoreRegression] diff --git a/examples/simpletest_datastore_regression/README.md b/examples/simpletest_datastore_regression/README.md index 581184bbab..4a98a9a1b3 100644 --- a/examples/simpletest_datastore_regression/README.md +++ b/examples/simpletest_datastore_regression/README.md @@ -4,6 +4,7 @@ [JKQTPlotterBasicJKQTPDatastoreIterators]: @ref JKQTPlotterBasicJKQTPDatastoreIterators "Iterator-Based usage of JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreStatistics]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics "Advanced 1-Dimensional Statistics with JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreRegression]: @ref JKQTPlotterBasicJKQTPDatastoreRegression "Regression Analysis (with the Statistics Library)" +[JKQTPlotterBasicJKQTPDatastoreStatistics2D]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics2D "Advanced 2-Dimensional Statistics with JKQTPDatastore" [statisticslibrary]: @ref jkqtptools_math_statistics "JKQTPlotter Statistics Library" @@ -13,6 +14,7 @@ This tutorial project (see `./examples/simpletest_datastore_statistics/`) explai - [JKQTPlotterBasicJKQTPDatastore] - [JKQTPlotterBasicJKQTPDatastoreIterators] - [JKQTPlotterBasicJKQTPDatastoreStatistics] + - [JKQTPlotterBasicJKQTPDatastoreStatistics2D] - [JKQTPlotterBasicJKQTPDatastoreRegression] diff --git a/examples/simpletest_datastore_statistics/README.md b/examples/simpletest_datastore_statistics/README.md index 273dc56132..1addbfbb48 100644 --- a/examples/simpletest_datastore_statistics/README.md +++ b/examples/simpletest_datastore_statistics/README.md @@ -5,6 +5,7 @@ [JKQTPlotterBasicJKQTPDatastoreIterators]: @ref JKQTPlotterBasicJKQTPDatastoreIterators "Iterator-Based usage of JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreStatistics]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics "Advanced 1-Dimensional Statistics with JKQTPDatastore" [JKQTPlotterBasicJKQTPDatastoreRegression]: @ref JKQTPlotterBasicJKQTPDatastoreRegression "Regression Analysis (with the Statistics Library)" +[JKQTPlotterBasicJKQTPDatastoreStatistics2D]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics2D "Advanced 2-Dimensional Statistics with JKQTPDatastore" [statisticslibrary]: @ref jkqtptools_math_statistics "JKQTPlotter Statistics Library" @@ -14,6 +15,7 @@ This tutorial project (see `./examples/simpletest_datastore_statistics/`) explai - [JKQTPlotterBasicJKQTPDatastore] - [JKQTPlotterBasicJKQTPDatastoreIterators] - [JKQTPlotterBasicJKQTPDatastoreStatistics] + - [JKQTPlotterBasicJKQTPDatastoreStatistics2D] - [JKQTPlotterBasicJKQTPDatastoreRegression] [TOC] diff --git a/examples/simpletest_datastore_statistics_2d/README.md b/examples/simpletest_datastore_statistics_2d/README.md new file mode 100644 index 0000000000..5007a28edd --- /dev/null +++ b/examples/simpletest_datastore_statistics_2d/README.md @@ -0,0 +1,287 @@ +# Tutorial (JKQTPDatastore): Advanced 2-Dimensional Statistics with JKQTPDatastore {#JKQTPlotterBasicJKQTPDatastoreStatistics2D} + + +[JKQTPlotterBasicJKQTPDatastore]: @ref JKQTPlotterBasicJKQTPDatastore "Basic Usage of JKQTPDatastore" +[JKQTPlotterBasicJKQTPDatastoreIterators]: @ref JKQTPlotterBasicJKQTPDatastoreIterators "Iterator-Based usage of JKQTPDatastore" +[JKQTPlotterBasicJKQTPDatastoreStatistics]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics "Advanced 1-Dimensional Statistics with JKQTPDatastore" +[JKQTPlotterBasicJKQTPDatastoreRegression]: @ref JKQTPlotterBasicJKQTPDatastoreRegression "Regression Analysis (with the Statistics Library)" +[JKQTPlotterBasicJKQTPDatastoreStatistics2D]: @ref JKQTPlotterBasicJKQTPDatastoreStatistics2D "Advanced 2-Dimensional Statistics with JKQTPDatastore" +[statisticslibrary]: @ref jkqtptools_math_statistics "JKQTPlotter Statistics Library" + + +This tutorial project (see `./examples/simpletest_datastore_statistics_2d/`) explains several advanced functions of JKQTPDatastore in combination with the [[statisticslibrary]] conatined in JKQTPlotter. + +***Note*** that there are additional tutorial explaining other aspects of data mangement in JKQTPDatastore: + - [JKQTPlotterBasicJKQTPDatastore] + - [JKQTPlotterBasicJKQTPDatastoreIterators] + - [JKQTPlotterBasicJKQTPDatastoreStatistics] + - [JKQTPlotterBasicJKQTPDatastoreStatistics2D] + - [JKQTPlotterBasicJKQTPDatastoreRegression] + +[TOC] + +The source code of the main application can be found in [`jkqtplotter_simpletest_datastore_statistics_2d.cpp`](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.cpp). +This tutorial cites only parts of this code to demonstrate different ways of working with data for the graphs. + +# Generating different sets of random numbers + +The code segments below will fill different instances of JKQTPlotter with different statistical plots. All these plots are based on either of two sets of random number pairs (i.e. x/y-locations) generated as shown here: +```.cpp + size_t randomdatacolx_small=datastore1->addColumn("random data, x"); + size_t randomdatacoly_small=datastore1->addColumn("random data, y"); + size_t randomdatacoldist_small=datastore1->addColumn("random data, distribution/class"); + size_t randomdatacolx=datastore1->addColumn("random data, x"); + size_t randomdatacoly=datastore1->addColumn("random data, y"); + size_t randomdatacoldist=datastore1->addColumn("random data, distribution/class"); + // random number generators: + std::random_device rd; + std::mt19937 gen{rd()}; + std::uniform_int_distribution<> ddecide(0,2); + std::normal_distribution<> d1x{5,3}; + std::normal_distribution<> d1y{5,1}; + std::normal_distribution<> d2x{10,2}; + std::normal_distribution<> d2y{10,5}; + for (size_t i=0; i<500; i++) { + double rx=0,ry=0; + const int decide=ddecide(gen); + if (decide==0) { + rx=d1x(gen); + ry=d1y(gen); + } else { + rx=d2x(gen); + ry=d2y(gen); + } + if (i<150) { + datastore1->appendToColumn(randomdatacolx_small, rx); + datastore1->appendToColumn(randomdatacoly_small, ry); + datastore1->appendToColumn(randomdatacoldist_small, std::min(1,decide)); + } + datastore1->appendToColumn(randomdatacolx, rx); + datastore1->appendToColumn(randomdatacoly, ry); + datastore1->appendToColumn(randomdatacoldist, std::min(1,decide)); + } + +``` + +The columns `randomdatacolx` and `randomdatacoly` will contain 500 random numbers. Each one is drawn either from the normal distributions `d1x`/`d1y`, or `d2x`/`d2y`. The decision, which of the two to use is based on the result of a third random distribution `ddecide`, which only returns 0, 1 or 2 (`d1x`/`d1y` is chosen for `ddecide==0`). The column `randomdatacoldist` finally encodes which pair of distributions was chosen. The three columns `randomdatacolx_small`, `randomdatacoly_small` and `randomdatacoldist_small` represent a subset of the first 150 numbers from the full dataset. +The columns are generated empty by calling `JKQTPDatastore::addColumn()` with only a name. Then the actual values are added by calling `JKQTPDatastore::appendToColumn()`. + +The datasets generated above can be plotted using a simple scatterplot (here shown for the full dataset only): +```.cpp + JKQTPXYParametrizedScatterGraph* gDataHist; + plothist->addGraph(gDataHist=new JKQTPXYParametrizedScatterGraph(plothist)); + gDataHist->setXYColumns(randomdatacolx,randomdatacoly); + gDataHist->setSymbolColumn(randomdatacoldist); + QMap mapped; + mapped[0]=JKQTPGraphSymbols::JKQTPCross; + mapped[1]=JKQTPGraphSymbols::JKQTPPlus; + gDataHist->setMappedSymbolColumnFunctor(mapped); + gDataHist->setSymbolSize(5); + gDataHist->setSymbolColor(QColorWithAlphaF(QColor("red"), 0.7)); + gDataHist->setDrawLine(false); + gDataHist->setTitle(QString("random data, $N="+QString::number(datastore1->getRows(randomdatacoldist))+"$")); +``` + +In addition to get an idea of the used distributions, we can add two ellipses indicating the (doubled) standard deviations of the two distributions: + +```.cpp + // 2.3. to visualize the initial distributions, we draw an ellipse indicating the + // variance of the distributions + JKQTPGeoEllipse* gEll1Hist; + JKQTPGeoEllipse* gEll2Hist; + plothist->addGraph(gEll1Hist=new JKQTPGeoEllipse(plothist, d1x.mean(), d1y.mean(),d1x.stddev()*2.0,d1y.stddev()*2.0)); + plothist->addGraph(gEll2Hist=new JKQTPGeoEllipse(plothist, d2x.mean(), d2y.mean(),d2x.stddev()*2.0,d2y.stddev()*2.0)); +``` + +The resulting plot looks like this: + +![jkqtplotter_simpletest_datastore_statistics_2d_scatteronly](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_scatteronly.png) + + +# Marginal Statistics + +To explore the statistical properties of a 2D dataset, it is often useful to draw the marginal histograms, i.e. the histograms of one of the two variables. To do so, we use the function `jkqtpstatAddHHistogram1DAutoranged()` and `jkqtpstatAddVHistogram1DAutoranged()` that were introduced in [JKQTPlotterBasicJKQTPDatastoreStatistics] and are explained in detail there: + +```.cpp + jkqtpstatAddHHistogram1DAutoranged(plothistBottom->getPlotter(), datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), 1.0, true); + jkqtpstatAddVHistogram1DAutoranged(plothistLeft->getPlotter(), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), 1.0, true); +``` + +Note that the plots are put into `JKQTPlotter`-instances `plothistBottom` and `plothistLeft`. These are put into a global `QGridSizer` just below and left of the main histogram plot `plothist`. The axes of these plots are linked to the main plot, so zooming one affects the other plot too and their axes are inverted, so the drawn histogram elongates to the left and to the bottom (starting with 0 at the main plot `plothist`): + +```.cpp + QGridLayout* lay; + JKQTPlotter* plothist=new JKQTPlotter(&mainWidget); + lay->addWidget(plothist,0,1); + plothist->getPlotter()->setPlotLabel("Histograms"); + JKQTPDatastore* datastore1=plothist->getDatastore(); + JKQTPlotter* plothistLeft=new JKQTPlotter(datastore1, &mainWidget); + lay->addWidget(plothistLeft,0,0); + JKQTPlotter* plothistBottom=new JKQTPlotter(datastore1, &mainWidget); + lay->addWidget(plothistBottom,1,1); + plothistLeft->synchronizeYToMaster(plothist); + plothistLeft->setAbsoluteX(0,1); + plothistLeft->getXAxis()->setInverted(true); + plothistLeft->getXAxis()->setShowZeroAxis(false); + plothistLeft->getYAxis()->setShowZeroAxis(false); + plothistLeft->getYAxis()->setDrawMode1(JKQTPCADMLine); + plothistLeft->getYAxis()->setDrawMode2(JKQTPCADMLineTicks); + plothistLeft->setGrid(false); + plothistBottom->synchronizeXToMaster(plothist); + plothistBottom->setAbsoluteY(0,1); + plothistBottom->getYAxis()->setInverted(true); + plothistBottom->getXAxis()->setShowZeroAxis(false); + plothistBottom->getYAxis()->setShowZeroAxis(false); + plothistBottom->getXAxis()->setDrawMode1(JKQTPCADMLine); + plothistBottom->getXAxis()->setDrawMode2(JKQTPCADMLineTicks); + plothistBottom->setGrid(false); + plothistBottom->setMousePositionShown(false); +``` + +This results in a graph like this: + +![jkqtplotter_simpletest_datastore_statistics_2d_marginhist](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginhist.png) + +With the same method, also marginal Kernel Density Estimates can be drawn: + +```.cpp + double bwx=jkqtpstatEstimateKDEBandwidth(datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small)); + jkqtpstatAddHKDE1DAutoranged(plotkdeBottom->getPlotter(), datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), 0.01, &jkqtpstatKernel1DGaussian, bwx); + double bwy=jkqtpstatEstimateKDEBandwidth(datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small)); + jkqtpstatAddVKDE1DAutoranged(plotkdeRight->getPlotter(), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), 0.01, &jkqtpstatKernel1DGaussian, bwy); +``` + +![jkqtplotter_simpletest_datastore_statistics_2d_marginkde](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginkde.png) + + +# 2D Histogram + +Calculating 2D-Histograms is implemented in `jkqtpstatHistogram2D()` from the [statisticslibrary]. This functions calculates a histogram on a given grid with the first bin at `xmin,ymin` and the last bin at `xmax,ymax`, containing `Nx,Ny` bins in x-/y-direction. You can use the result to fill new image column (with `Nx` columns and `Ny` rows) in a `JKQTPDatastore`, which can then be used to draw the histogram. + +First we have to determine the x- and y-range of data and calculate the number of bins from these: + +```.cpp + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), xmin,xmax); + jkqtpstatMinMax(datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), ymin,ymax); + size_t Nx=jkqtp_ceilTo((xmax-xmin)/2.0); + size_t Ny=jkqtp_ceilTo((ymax-ymin)/2.0); +``` + +Now we can add the image column +```.cpp + size_t histcol=datastore1->addImageColumn(Nx, Ny, "2d histogram"); +``` +and calculate the histogram: +```.cpp + jkqtpstatHistogram2D(datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), + datastore1->begin(histcol), + xmin, xmax, ymin, ymax, + Nx, Ny, true); +``` + +Finally the histogram is drawn using a `JKQTPColumnMathImage`: +```.cpp + JKQTPColumnMathImage* gHist; + plothist->addGraph(gHist=new JKQTPColumnMathImage(plothist)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle("2D Histogram"); +``` + +The resulting image plot looks like this: + +![jkqtplotter_simpletest_datastore_statistics_2d_hist](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_hist.png) + +There is also an "adaptor" which significanty reduce the amount of coude you have to type (i.e. it replaces all the code above): + +```.cpp + jkqtpstatAddHistogram2DImage(plothist->getPlotter(), datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), Nx, Ny, true); + jkqtpstatAddHistogram2DContour(plothist->getPlotter(), datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), Nx, Ny, true); +``` + +These differ in the type of plot that is added `jkqtpstatAddHistogram2DImage()` adds an image graph (`JKQTPColumnMathImage`) and `jkqtpstatAddHistogram2DContour()` adds a contour plot (`JKQTPColumnContourPlot`). A contour plot may look like this: + + +![jkqtplotter_simpletest_datastore_statistics_2d_histcontour](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_histcontour.png) + + + + +# Kernel Density Estimates (KDE) + +Especially when only few samples from a distribution are available, histograms are not good at representing the underlying data distribution. In such cases, [Kernel Density Estimates (KDE)](https://en.wikipedia.org/wiki/Multivariate_kernel_density_estimation) can help, which are basically a smoothed variant of a histogram. The [statisticslibrary] supports calculating them via e.g. `jkqtpstatKDE2D()`: + +This functions calculates a histogram on a given grid with the first bin at `xmin,ymin` and the last bin at `xmax,ymax`, containing `Nx,Ny` bins in x-/y-direction. You can use the result to fill new image column (with `Nx` columns and `Ny` rows) in a `JKQTPDatastore`, which can then be used to draw the histogram. + +First we have to determine the x- and y-range of data and calculate the number of bins from these: + +```.cpp + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), xmin,xmax); + jkqtpstatMinMax(datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), ymin,ymax); + Nx=jkqtp_ceilTo((xmax-xmin)/0.1); + Ny=jkqtp_ceilTo((ymax-ymin)/0.1); +``` +We can also estimate the KDE-bandwidth for both directions now: +```.cpp + bwx=jkqtpstatEstimateKDEBandwidth2D(datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small)); + bwy=jkqtpstatEstimateKDEBandwidth2D(datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small)); +``` + +Now we can add the image column +```.cpp + size_t kdecol=datastore1->addImageColumn(Nx, Ny, "2d KDE"); +``` +and calculate the histogram: +```.cpp + jkqtpstatKDE2D(datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), + datastore1->begin(kdecol), + xmin, xmax, ymin, ymax, Nx, Ny, + &jkqtpstatKernel2DGaussian, bwx, bwy); +``` + +Finally the histogram is drawn using a `JKQTPColumnMathImage`: +```.cpp + JKQTPColumnMathImage* gKDE; + plotkde->addGraph(gKDE=new JKQTPColumnMathImage(plotkde)); + gKDE->setImageColumn(static_cast(kdecol)); + gKDE->setX(xmin); + gKDE->setY(ymin); + gKDE->setWidth(xmax-xmin); + gKDE->setHeight(ymax-ymin); + gKDE->setTitle("2D KDE"); +``` + +The resulting plot image looks like this: + +![jkqtplotter_simpletest_datastore_statistics_2d_kde](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_kde.png) + +Note that calculating a KDE is a rather time-consuming task. The KDE in the image above took about 8s to calculate (from 150 datapairs and on a 193*267 pixel grid), whereas the corresponding histogram took only 1ms to calculate! + +There is also an "adaptor" which significanty reduce the amount of coude you have to type (i.e. it replaces all the code above): + +```.cpp + jkqtpstatAddKDE2DImage(plotkde->getPlotter(), datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), Nx, Ny, &jkqtpstatKernel2DGaussian, bwx, bwy); + jkqtpstatAddKDE2DContour(plotkde->getPlotter(), datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), Nx, Ny, &jkqtpstatKernel2DGaussian, bwx, bwy); +``` + +These differ in the type of plot that is added `jkqtpstatAddKDE2DImage()` adds an image graph (`JKQTPColumnMathImage`) and `jkqtpstatAddKDE2DContour()` adds a contour plot (`JKQTPColumnContourPlot`). the first is shown in the screenshot above, the latter looks like this: + +![jkqtplotter_simpletest_datastore_statistics_2d_kdecontour](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_kdecontour.png) + + + + +# Screenshot of the full Program + +The output of the full test program [`jkqtplotter_simpletest_datastore_statistics_2d.cpp`](https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.cpp) looks like this: + +![jkqtplotter_simpletest_datastore_statistics_2d](https://raw.githubusercontent.com/jkriege2/JKQtPlotter/master/screenshots/jkqtplotter_simpletest_datastore_statistics_2d.png) + + diff --git a/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.cpp b/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.cpp new file mode 100644 index 0000000000..820a5a939b --- /dev/null +++ b/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.cpp @@ -0,0 +1,277 @@ +/** \example jkqtplotter_simpletest_datastore_statistics_2d.cpp + * Explains how to use the internal statistics library (see \ref jkqtptools_statistics ) together with JKQTPDatastore to generate advanced plots for 2-dimensional data. + * + * \ref JKQTPlotterBasicJKQTPDatastoreStatistics2D + */ + +#include +#include "jkqtplotter/jkqtplotter.h" +#include "jkqtplotter/jkqtpgraphsimage.h" +#include "jkqtplotter/jkqtpgraphsstatisticsadaptors.h" +#include "jkqtplotter/jkqtpgraphsgeometric.h" +#include "jkqtplotter/jkqtpgraphsscatter.h" +#include "jkqtcommon/jkqtpstatisticstools.h" +#include "jkqtcommon/jkqtpstringtools.h" +#include +#include + + +int main(int argc, char* argv[]) +{ + QApplication app(argc, argv); + QElapsedTimer timer; + + + // 1. create a window with several plotters and get a pointer to the internal datastores (for convenience) + QWidget mainWidget; + QGridLayout* lay; + mainWidget.setLayout(lay=new QGridLayout); + JKQTPlotter* plothist=new JKQTPlotter(&mainWidget); + lay->addWidget(plothist,0,1); + plothist->getPlotter()->setPlotLabel("Histograms"); + JKQTPDatastore* datastore1=plothist->getDatastore(); + JKQTPlotter* plothistLeft=new JKQTPlotter(datastore1, &mainWidget); + lay->addWidget(plothistLeft,0,0); + JKQTPlotter* plothistBottom=new JKQTPlotter(datastore1, &mainWidget); + lay->addWidget(plothistBottom,1,1); + plothistLeft->synchronizeYToMaster(plothist); + plothistLeft->setAbsoluteX(0,1); + plothistLeft->getXAxis()->setInverted(true); + plothistLeft->getXAxis()->setShowZeroAxis(false); + plothistLeft->getYAxis()->setShowZeroAxis(false); + plothistLeft->getYAxis()->setDrawMode1(JKQTPCADMLine); + plothistLeft->getYAxis()->setDrawMode2(JKQTPCADMLineTicks); + plothistLeft->setGrid(false); + plothistBottom->synchronizeXToMaster(plothist); + plothistBottom->setAbsoluteY(0,1); + plothistBottom->getYAxis()->setInverted(true); + plothistBottom->getXAxis()->setShowZeroAxis(false); + plothistBottom->getYAxis()->setShowZeroAxis(false); + plothistBottom->getXAxis()->setDrawMode1(JKQTPCADMLine); + plothistBottom->getXAxis()->setDrawMode2(JKQTPCADMLineTicks); + plothistBottom->setGrid(false); + plothistBottom->setMousePositionShown(false); + + + JKQTPlotter* plotkde=new JKQTPlotter(datastore1, &mainWidget); + plotkde->getPlotter()->setPlotLabel("Kernel Density Estimate"); + lay->addWidget(plotkde,0,2); + JKQTPlotter* plotkdeRight=new JKQTPlotter(datastore1, &mainWidget); + lay->addWidget(plotkdeRight,0,3); + JKQTPlotter* plotkdeBottom=new JKQTPlotter(datastore1, &mainWidget); + lay->addWidget(plotkdeBottom,1,2); + plotkdeRight->synchronizeYToMaster(plotkde); + plotkdeRight->setAbsoluteX(0,1); + plotkdeRight->getXAxis()->setShowZeroAxis(false); + plotkdeRight->getYAxis()->setShowZeroAxis(false); + plotkdeRight->getYAxis()->setDrawMode1(JKQTPCADMLine); + plotkdeRight->getYAxis()->setDrawMode2(JKQTPCADMLineTicks); + plotkdeRight->setGrid(false); + plotkdeBottom->synchronizeXToMaster(plotkde); + plotkdeBottom->setAbsoluteY(0,1); + plotkdeBottom->getYAxis()->setInverted(true); + plotkdeBottom->getXAxis()->setShowZeroAxis(false); + plotkdeBottom->getYAxis()->setShowZeroAxis(false); + plotkdeBottom->getXAxis()->setDrawMode1(JKQTPCADMLine); + plotkdeBottom->getXAxis()->setDrawMode2(JKQTPCADMLineTicks); + plotkdeBottom->setGrid(false); + plotkdeBottom->setMousePositionShown(false); + + lay->setColumnStretch(0,1); + lay->setColumnStretch(1,3); + lay->setColumnStretch(2,3); + lay->setColumnStretch(3,1); + lay->setRowStretch(0,3); + lay->setRowStretch(1,1); + + + // 2.1. Now we create two vectors with random values + // randomdatacolx: random x-positions, drawn from one of two gaussian distributions + // randomdatacoly: random y-positions, drawn from one of two gaussian distributions + // randomdatacoldist: indicates, which if the two sets of gaussian distributions was chosen for each datapoint + size_t randomdatacolx_small=datastore1->addColumn("random data, x"); + size_t randomdatacoly_small=datastore1->addColumn("random data, y"); + size_t randomdatacoldist_small=datastore1->addColumn("random data, distribution/class"); + size_t randomdatacolx=datastore1->addColumn("random data, x"); + size_t randomdatacoly=datastore1->addColumn("random data, y"); + size_t randomdatacoldist=datastore1->addColumn("random data, distribution/class"); + // random number generators: + std::random_device rd; + std::mt19937 gen{rd()}; + std::uniform_int_distribution<> ddecide(0,2); + std::normal_distribution<> d1x{5,3}; + std::normal_distribution<> d1y{5,1}; + std::normal_distribution<> d2x{10,2}; + std::normal_distribution<> d2y{10,5}; + for (size_t i=0; i<500; i++) { + double rx=0,ry=0; + const int decide=ddecide(gen); + if (decide==0) { + rx=d1x(gen); + ry=d1y(gen); + } else { + rx=d2x(gen); + ry=d2y(gen); + } + if (i<150) { + datastore1->appendToColumn(randomdatacolx_small, rx); + datastore1->appendToColumn(randomdatacoly_small, ry); + datastore1->appendToColumn(randomdatacoldist_small, std::min(1,decide)); + } + datastore1->appendToColumn(randomdatacolx, rx); + datastore1->appendToColumn(randomdatacoly, ry); + datastore1->appendToColumn(randomdatacoldist, std::min(1,decide)); + } + + // 2.2. To visualize the data, a simple JKQTPPeakStreamGraph is used: + JKQTPXYParametrizedScatterGraph* gDataHist; + plothist->addGraph(gDataHist=new JKQTPXYParametrizedScatterGraph(plothist)); + gDataHist->setXYColumns(randomdatacolx,randomdatacoly); + gDataHist->setSymbolColumn(randomdatacoldist); + QMap mapped; + mapped[0]=JKQTPGraphSymbols::JKQTPCross; + mapped[1]=JKQTPGraphSymbols::JKQTPPlus; + gDataHist->setMappedSymbolColumnFunctor(mapped); + gDataHist->setSymbolSize(5); + gDataHist->setSymbolColor(QColorWithAlphaF(QColor("red"), 0.7)); + gDataHist->setDrawLine(false); + gDataHist->setTitle(QString("random data, $N="+QString::number(datastore1->getRows(randomdatacoldist))+"$")); + JKQTPXYParametrizedScatterGraph* gDataKDE; + plotkde->addGraph(gDataKDE=new JKQTPXYParametrizedScatterGraph(plotkde)); + gDataKDE->setXYColumns(randomdatacolx_small,randomdatacoly_small); + gDataKDE->setSymbolColumn(randomdatacoldist_small); + gDataKDE->setSymbolSize(3); + gDataKDE->setSymbolColor(QColorWithAlphaF(QColor("red"), 0.7)); + gDataKDE->setMappedSymbolColumnFunctor(mapped); + gDataKDE->setDrawLine(false); + gDataKDE->setTitle(QString("random data, $N="+QString::number(datastore1->getRows(randomdatacoldist_small))+"$")); + + // 2.3. to visualize the initial distributions, we draw an ellipse indicating the + // variance of the distributions + JKQTPGeoEllipse* gEll1Hist; + JKQTPGeoEllipse* gEll2Hist; + JKQTPGeoEllipse* gEll1KDE; + JKQTPGeoEllipse* gEll2KDE; + plothist->addGraph(gEll1Hist=new JKQTPGeoEllipse(plothist, d1x.mean(), d1y.mean(),d1x.stddev()*2.0,d1y.stddev()*2.0)); + plothist->addGraph(gEll2Hist=new JKQTPGeoEllipse(plothist, d2x.mean(), d2y.mean(),d2x.stddev()*2.0,d2y.stddev()*2.0)); + plotkde->addGraph(gEll1KDE=new JKQTPGeoEllipse(plothist, d1x.mean(), d1y.mean(),d1x.stddev()*2.0,d1y.stddev()*2.0)); + plotkde->addGraph(gEll2KDE=new JKQTPGeoEllipse(plothist, d2x.mean(), d2y.mean(),d2x.stddev()*2.0,d2y.stddev()*2.0)); + + + // 3. Marginal (1D) Statistics of the x-position and y-position deistributions: + // 3.1. First we calculate the x/y marginal histograms, as desribed in https://github.com/jkriege2/JKQtPlotter/tree/master/examples/simpletest_datastore_statistics + timer.start(); + jkqtpstatAddHHistogram1DAutoranged(plothistBottom->getPlotter(), datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), 1.0, true); + jkqtpstatAddVHistogram1DAutoranged(plothistLeft->getPlotter(), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), 1.0, true); + qDebug()<<"histogram, 1D: "<begin(randomdatacolx_small), datastore1->end(randomdatacolx_small)); + qDebug()<getPlotter(), datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), 0.01, &jkqtpstatKernel1DGaussian, bwx); + double bwy=jkqtpstatEstimateKDEBandwidth(datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small)); + qDebug()<getPlotter(), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), 0.01, &jkqtpstatKernel1DGaussian, bwy); + qDebug()<<"KDE+bandwidth, 1D: "<begin(randomdatacolx), datastore1->end(randomdatacolx), xmin,xmax); + jkqtpstatMinMax(datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), ymin,ymax); + size_t Nx=jkqtp_ceilTo((xmax-xmin)/2.0); + size_t Ny=jkqtp_ceilTo((ymax-ymin)/2.0); + size_t histcol=datastore1->addImageColumn(Nx, Ny, "2d histogram"); + jkqtpstatHistogram2D(datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), + datastore1->begin(histcol), + xmin, xmax, ymin, ymax, + Nx, Ny, true); + qDebug()<<"histogram, 2D: "<addGraph(gHist=new JKQTPColumnMathImage(plothist)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle("2D Histogram"); + qDebug()<getPlotter(), datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), Nx, Ny, true); + //jkqtpstatAddHistogram2DContour(plothist->getPlotter(), datastore1->begin(randomdatacolx), datastore1->end(randomdatacolx), datastore1->begin(randomdatacoly), datastore1->end(randomdatacoly), size_t(50),size_t(50), true); + + + + // 5. 2D KDE + xmin=0; xmax=0; + ymin=0; ymax=0; + timer.start(); + jkqtpstatMinMax(datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), xmin,xmax); + jkqtpstatMinMax(datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), ymin,ymax); + Nx=jkqtp_ceilTo((xmax-xmin)/0.1); + Ny=jkqtp_ceilTo((ymax-ymin)/0.1); + bwx=jkqtpstatEstimateKDEBandwidth2D(datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small)); + qDebug()<begin(randomdatacoly_small), datastore1->end(randomdatacoly_small)); + qDebug()<addImageColumn(Nx, Ny, "2d KDE"); + jkqtpstatKDE2D(datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), + datastore1->begin(kdecol), + xmin, xmax, ymin, ymax, Nx, Ny, + &jkqtpstatKernel2DGaussian, bwx, bwy); + qDebug()<<"KDE, 2D: "<addGraph(gKDE=new JKQTPColumnMathImage(plotkde)); + gKDE->setImageColumn(static_cast(kdecol)); + gKDE->setX(xmin); + gKDE->setY(ymin); + gKDE->setWidth(xmax-xmin); + gKDE->setHeight(ymax-ymin); + gKDE->setTitle("2D KDE"); + + // There also exist "adaptors", which execute the complete code above in one call. + // Two flavors exist: + // jkqtpstatAddKDE2DImage() adds an image plot as shown above + // jkqtpstatAddKDE2DContour() adds a contour plot + //jkqtpstatAddKDE2DImage(plotkde->getPlotter(), datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), Nx, Ny, &jkqtpstatKernel2DGaussian, bwx, bwy); + //jkqtpstatAddKDE2DContour(plotkde->getPlotter(), datastore1->begin(randomdatacolx_small), datastore1->end(randomdatacolx_small), datastore1->begin(randomdatacoly_small), datastore1->end(randomdatacoly_small), Nx, Ny, &jkqtpstatKernel2DGaussian, bwx, bwy); + + + + // autoscale the plot so the graph is contained + plothist->zoomToFit(); + plothist->setGrid(false); + plothist->getXAxis()->setShowZeroAxis(false); + plothist->getYAxis()->setShowZeroAxis(false); + plothist->getPlotter()->setKeyBackgroundColor(QColorWithAlphaF("white", 0.25), Qt::SolidPattern); + plothist->getPlotter()->moveGraphTop(gDataHist); + plothist->getPlotter()->moveGraphTop(gEll1Hist); + plothist->getPlotter()->moveGraphTop(gEll2Hist); + plothistBottom->zoomToFit(false, true); + plothistLeft->zoomToFit(true, false); + plotkde->zoomToFit(); + plotkde->setGrid(false); + plotkde->getXAxis()->setShowZeroAxis(false); + plotkde->getYAxis()->setShowZeroAxis(false); + plotkde->getPlotter()->setKeyBackgroundColor(QColorWithAlphaF("white", 0.25), Qt::SolidPattern); + plotkde->getPlotter()->moveGraphTop(gDataKDE); + plotkde->getPlotter()->moveGraphTop(gEll1KDE); + plotkde->getPlotter()->moveGraphTop(gEll2KDE); + plotkdeBottom->zoomToFit(false, true); + plotkdeRight->zoomToFit(true, false); + + // show plotter and make it a decent size + mainWidget.show(); + mainWidget.resize(1200,600); + + return app.exec(); +} diff --git a/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.pro b/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.pro new file mode 100644 index 0000000000..99e59f10be --- /dev/null +++ b/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d.pro @@ -0,0 +1,27 @@ +# source code for this simple demo +SOURCES = jkqtplotter_simpletest_datastore_statistics_2d.cpp + +# configure Qt +CONFIG += link_prl qt +QT += core gui xml svg +greaterThan(QT_MAJOR_VERSION, 4): QT += widgets printsupport + +# output executable name +TARGET = jkqtplotter_simpletest_datastore_statistics_2d + +# include JKQTPlotter source headers and link against library +DEPENDPATH += ../../lib ../../staticlib/jkqtplotterlib +INCLUDEPATH += ../../lib +CONFIG (debug, debug|release) { + LIBS += -L../../staticlib/jkqtplotterlib/debug -ljkqtplotterlib_debug +} else { + LIBS += -L../../staticlib/jkqtplotterlib/release -ljkqtplotterlib +} +message("LIBS = $$LIBS") + +win32-msvc*: DEFINES += _USE_MATH_DEFINES +win32-msvc*: DEFINES += NOMINMAX + + + + diff --git a/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d_and_lib.pro b/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d_and_lib.pro new file mode 100644 index 0000000000..dd3d5f14f9 --- /dev/null +++ b/examples/simpletest_datastore_statistics_2d/jkqtplotter_simpletest_datastore_statistics_2d_and_lib.pro @@ -0,0 +1,8 @@ +TEMPLATE = subdirs + +SUBDIRS += jkqtplotterlib jkqtplotter_simpletest_datastore_statistics_2d + +jkqtplotterlib.file = ../../staticlib/jkqtplotterlib/jkqtplotterlib.pro + +jkqtplotter_simpletest_datastore_statistics_2d.file=$$PWD/jkqtplotter_simpletest_datastore_statistics_2d.pro +jkqtplotter_simpletest_datastore_statistics_2d.depends = jkqtplotterlib diff --git a/lib/jkqtcommon/jkqtpmathtools.h b/lib/jkqtcommon/jkqtpmathtools.h index 1308ce1b3e..7b77d83797 100644 --- a/lib/jkqtcommon/jkqtpmathtools.h +++ b/lib/jkqtcommon/jkqtpmathtools.h @@ -115,6 +115,60 @@ inline T jkqtp_roundTo(const double& v) { return static_cast(round(v)); } +/** \brief round a double \a v using ceil() and convert it to a specified type T (static_cast!) + * \ingroup jkqtptools_math_basic + * + * \tparam T a numeric datatype (int, double, ...) + * \param v the value to ceil and cast + * + * this is equivalent to + * \code + * static_cast(ceil(v)); + * \endcode + * + * \callergraph + */ +template +inline T jkqtp_ceilTo(const double& v) { + return static_cast(ceil(v)); +} + +/** \brief round a double \a v using trunc() and convert it to a specified type T (static_cast!) + * \ingroup jkqtptools_math_basic + * + * \tparam T a numeric datatype (int, double, ...) + * \param v the value to trunc and cast + * + * this is equivalent to + * \code + * static_cast(trunc(v)); + * \endcode + * + * \callergraph + */ +template +inline T jkqtp_truncTo(const double& v) { + return static_cast(trunc(v)); +} + +/** \brief round a double \a v using floor() and convert it to a specified type T (static_cast!) + * \ingroup jkqtptools_math_basic + * + * \tparam T a numeric datatype (int, double, ...) + * \param v the value to floor and cast + * + * this is equivalent to + * \code + * static_cast(floor(v)); + * \endcode + * + * \callergraph + */ +template +inline T jkqtp_floorTo(const double& v) { + return static_cast(floor(v)); +} + /** \brief round a double \a v using round() and convert it to a specified type T (static_cast!). * Finally the value is bounded to the range \a min ... \a max diff --git a/lib/jkqtcommon/jkqtpstatisticstools.h b/lib/jkqtcommon/jkqtpstatisticstools.h index 93db0bd6a1..bd3bfc5105 100644 --- a/lib/jkqtcommon/jkqtpstatisticstools.h +++ b/lib/jkqtcommon/jkqtpstatisticstools.h @@ -1425,6 +1425,66 @@ inline void jkqtpstatHistogram1D(InputIt first, InputIt last, BinsInputIt binsFi +/*! \brief calculate a 2-dimensional histogram from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_2dhist + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \tparam OutputIt standard output iterator type used for the outliers output \a histogramXOut and \a histogramYOut, use e.g. std::back_inserter + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param[out] histogramImgOut output iterator that receives counts of the histogram bins in row-major ordering + \param xmin position of the first histogram bin in x-direction + \param xmax position of the last histogram bin in x-direction + \param ymin position of the first histogram bin in y-direction + \param ymax position of the last histogram bin in y-direction + \param xbins number of bins in x-direction (i.e. width of the output histogram \a histogramImgOut ) + \param ybins number of bins in y-direction (i.e. height of the output histogram \a histogramImgOut ) + \param normalized indicates whether the histogram has to be normalized + + \see jkqtpstatAddHHistogram1DAutoranged() +*/ +template +inline void jkqtpstatHistogram2D(InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, OutputIt histogramImgOut, double xmin, double xmax, double ymin, double ymax, size_t xbins=10, size_t ybins=10, bool normalized=true) { + + const double binwx=fabs(xmax-xmin)/static_cast(xbins); + const double binwy=fabs(ymax-ymin)/static_cast(ybins); + + std::vector hist; + std::fill_n(std::back_inserter(hist), xbins*ybins, 0.0); + + // calculate the histogram + auto itX=firstX; + auto itY=firstY; + size_t N=0; + for (; (itX!=lastX) && (itY!=lastY); ++itX, ++itY) { + const double vx=jkqtp_todouble(*itX); + const double vy=jkqtp_todouble(*itY); + if (JKQTPIsOKFloat(vx) && JKQTPIsOKFloat(vy)) { + const size_t bx=jkqtp_bounded(0, static_cast(floor((vx-xmin)/binwx)), xbins-1); + const size_t by=jkqtp_bounded(0, static_cast(floor((vy-ymin)/binwy)), ybins-1); + hist[by*xbins+bx]++; + N++; + } + } + + + // output the histogram + double NNorm=1; + if (normalized) { + NNorm=static_cast(N); + } + std::transform(hist.begin(), hist.end(), histogramImgOut, [NNorm](double v) { return v/NNorm; }); +} + + + + + + + /*! \brief a 1D Gaussian kernel function, e.g. for Kernel Density Estimation \ingroup jkqtptools_math_statistics_1dkde_kernels @@ -1580,6 +1640,7 @@ inline double jkqtpstatEvaluateKernelSum(double t, InputIt first, InputIt last, cnt++; } } + if (cnt==0) return 0.0; return res/static_cast(cnt)/bandwidth; } @@ -1605,7 +1666,7 @@ inline double jkqtpstatEvaluateKernelSum(double t, InputIt first, InputIt last, \warning this functions is getting very slow for large dataset, as for each point in the resulting histogram N kernel functions have to be evaluated. - \see en.wikipedia.org/wiki/Kernel_density_estimation, \ref JKQTPlotterBasicJKQTPDatastoreStatistics + \see https://en.wikipedia.org/wiki/Kernel_density_estimation, \ref JKQTPlotterBasicJKQTPDatastoreStatistics */ template inline void jkqtpstatKDE1DAutoranged(InputIt first, InputIt last, OutputIt KDEXOut, OutputIt KDEYOut, int Nout=100, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false) { @@ -1657,7 +1718,7 @@ inline void jkqtpstatKDE1DAutoranged(InputIt first, InputIt last, OutputIt KDEXO \warning this functions is getting very slow for large dataset, as for each point in the resulting histogram N kernel functions have to be evaluated. - \see en.wikipedia.org/wiki/Kernel_density_estimation, \ref JKQTPlotterBasicJKQTPDatastoreStatistics + \see https://en.wikipedia.org/wiki/Kernel_density_estimation, \ref JKQTPlotterBasicJKQTPDatastoreStatistics */ template inline void jkqtpstatKDE1DAutoranged(InputIt first, InputIt last, OutputIt KDEXOut, OutputIt KDEYOut, double binWidth, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false) { @@ -1674,13 +1735,13 @@ inline void jkqtpstatKDE1DAutoranged(InputIt first, InputIt last, OutputIt KDEXO // calculate the KDE for (int i=0; i(i)*binw+binw/2.0); - histY.push_back(jkqtpstatEvaluateKernelSum(*(histX.end()), first, last, kernel, bandwidth)); + const double xi=minV+static_cast(i)*binw+binw/2.0; + histX.push_back(xi); + histY.push_back(jkqtpstatEvaluateKernelSum(xi, first, last, kernel, bandwidth)); } // output the KDE - double h=0; for (size_t i=0; i inline void jkqtpstatKDE1D(InputIt first, InputIt last, BinsInputIt binsFirst, BinsInputIt binsLast, OutputIt KDEXOut, OutputIt KDEYOut, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false) { @@ -1763,7 +1824,7 @@ inline void jkqtpstatKDE1D(InputIt first, InputIt last, BinsInputIt binsFirst, B \param bandwidth bandwidth used for the KDE \param cummulative if \c true, a cummulative KDE is calculated - \see en.wikipedia.org/wiki/Kernel_density_estimation, \ref JKQTPlotterBasicJKQTPDatastoreStatistics + \see https://en.wikipedia.org/wiki/Kernel_density_estimation, \ref JKQTPlotterBasicJKQTPDatastoreStatistics */ template inline void jkqtpstatKDE1D(InputIt first, InputIt last, double binXLeft, double binXDelta, double binXRight, OutputIt KDEXOut, OutputIt KDEYOut, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false) { @@ -1799,6 +1860,126 @@ inline void jkqtpstatKDE1D(InputIt first, InputIt last, double binXLeft, double + + +/*! \brief evaluates the Kernel Density Estimator (KDE) at a given position + \ingroup jkqtptools_math_statistics_1dkde + + evaluates \f[ \tilde{f}(x,y):=\frac{1}{N\cdot\sqrt{\text{bandwidthx}}\cdot\sqrt{\text{bandwidthy}}}\cdot\sum\limits_{i=0}^{N-1}K\left(\frac{x-x_i}{\text{bandwidthx}},\frac{y-y_i}{\text{bandwidthy}}\right) \f] + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \param x where to evaluate the kernel sum, x-coordinate + \param y where to evaluate the kernel sum, y-coordinate + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param kernel the kernel function to use (e.g. jkqtpstatKernel1DGaussian() ) + \param kernel the kernel function to use (e.g. jkqtpstatKernel2DGaussian() ) + \param bandwidthX x-bandwidth used for the KDE + \param bandwidthY y-bandwidth used for the KDE + +*/ +template +inline double jkqtpstatEvaluateKernelSum2D(double x, double y, InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, const std::function& kernel, double bandwidthX, double bandwidthY) { + double res=0; + size_t cnt=0; + auto itX=firstX; + auto itY=firstY; + for (; (itX!=lastX)&&(itY!=lastY); ++itX, ++itY) { + const double vx=jkqtp_todouble(*itX); + const double vy=jkqtp_todouble(*itY); + if (JKQTPIsOKFloat(vx) && JKQTPIsOKFloat(vy)) { + const double vvx=(x-vx)/bandwidthX; + const double vvy=(y-vy)/bandwidthY; + res+=kernel(vvx,vvy); + cnt++; + } + } + if (cnt==0) return 0.0; + return res/static_cast(cnt)/sqrt(bandwidthX*bandwidthY); +} + + + + +/*! \brief calculate an autoranged 2-dimensional Kernel Density Estimation (KDE) from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_2dkde + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \tparam OutputIt standard output iterator type used for the outliers output \a histogramXOut and \a histogramYOut, use e.g. std::back_inserter + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param[out] histogramImgOut output iterator that receives counts of the histogram bins in row-major ordering + \param xmin position of the first histogram bin in x-direction + \param xmax position of the last histogram bin in x-direction + \param ymin position of the first histogram bin in y-direction + \param ymax position of the last histogram bin in y-direction + \param xbins number of bins in x-direction (i.e. width of the output histogram \a histogramImgOut ) + \param ybins number of bins in y-direction (i.e. height of the output histogram \a histogramImgOut ) + \param kernel the kernel function to use (e.g. jkqtpstatKernel2DGaussian() ) + \param bandwidthX x-bandwidth used for the KDE + \param bandwidthY y-bandwidth used for the KDE + + \see https://en.wikipedia.org/wiki/Multivariate_kernel_density_estimation, \ref JKQTPlotterBasicJKQTPDatastoreStatistics +*/ + +template +inline void jkqtpstatKDE2D(InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, OutputIt histogramImgOut, double xmin, double xmax, double ymin, double ymax, size_t xbins, size_t ybins, const std::function& kernel=std::function(&jkqtpstatKernel2DGaussian), double bandwidthX=1.0, double bandwidthY=1.0) { + + const double binwx=fabs(xmax-xmin)/static_cast(xbins); + const double binwy=fabs(ymax-ymin)/static_cast(ybins); + + double y=ymin; + auto itOut=histogramImgOut; + for (size_t by=0; by +inline double jkqtpstatEstimateKDEBandwidth2D(InputIt first, InputIt last) { + size_t N=0; + const double sigma=jkqtpstatStdDev(first, last, nullptr, &N); + return sigma/pow(static_cast(N), 1.0/(2.0+4.0)); +} + + + + + + + + + /*! \brief calculate the linear regression coefficients for a given data range \a firstX / \a firstY ... \a lastX / \a lastY where the model is \f$ f(x)=a+b\cdot x \f$ So this function solves the least-squares optimization problem: \f[ (a^\ast, b^\ast)=\mathop{\mathrm{arg\;min}}\limits_{a,b}\sum\limits_i\left(y_i-(a+b\cdot x_i)\right)^2 \f] \ingroup jkqtptools_math_statistics_regression @@ -2496,6 +2677,129 @@ inline double jkqtpstatWeightedSumOfDeviations(InputItX firstX, InputItX lastX, + + +///*! \brief evaluates the Kernel Density Estimator (KDE) at a given position +// \ingroup jkqtptools_math_statistics_2dkde + +// evaluates \f[ \tilde{f}(t_x, t_y):=\frac{1}{N\cdot\sqrt{\text{bandwidthX}*\text{bandwidthY}}}\cdot\sum\limits_{i=0}^{N-1}K\left(\frac{t_x-x_i}{\text{bandwidthX}}, \frac{t_y-y_i}{\text{bandwidthY}}\right) \f] + +// \param tx evaluate at this x-coordinate +// \param ty evaluate at this y-coordinate +// \param inputX input data array x-values +// \param inputY input data array y-values +// \param mask if \c !=nullptr use only the datapoints, where \c mask[i]==maskUseValue +// \param N number of entries in mask and input +// \param kernel a kernel function or functor, e.g. jkqtpstatKernel2DGaussian() +// \param bandwidthX a smoothing parameter in x direction +// \param bandwidthY a smoothing parameter in y direction +// \param maskUseValue see mask + +//*/ +//template +//inline THIST jkqtpstatEvaluate2DKernelSum(THIST tx, THIST ty, const T* inputX, const T* inputY, const bool* mask, long long N, TKERNEL kernel, THIST bandwidthX=1.0, THIST bandwidthY=1.0, bool maskUseValue=false) { +// if (!inputX || !inputY || N<=0) return 0.0; + +// THIST res=0; +// THIST cnt=0; +// for (long long i=0; i +//inline int jkqtpstatRunningAverage(T* data, long long N, int avgSize) { +// if (N>=avgSize && data) { +// int it=0; +// while (it +//inline int jkqtpstatRunningAverage(T* dataX, T* data, long long N, int avgSize) { +// if (N>=avgSize && data) { +// int it=0; +// while (it +//inline TLUT jkqtpstatLookupLUT(const T& data, const T& lmin, const T& lmax, const TLUT* lut, int lut_size) { +// if (!lut || lut_size<=0) return 0; +// int idx=(data-lmin)*T(lut_size-1)/(lmax-lmin); +// if (idx<0) return lut[0]; +// else if (idx>=lut_size) return lut[lut_size-1]; +// return lut[idx]; +//} + + + + + + + #endif // JKQTPSTATISTICSTOOLS_H_INCLUDED diff --git a/lib/jkqtplotter/jkqtpgraphsstatisticsadaptors.h b/lib/jkqtplotter/jkqtpgraphsstatisticsadaptors.h index 483b4325db..0a5035afb2 100644 --- a/lib/jkqtplotter/jkqtpgraphsstatisticsadaptors.h +++ b/lib/jkqtplotter/jkqtpgraphsstatisticsadaptors.h @@ -28,6 +28,9 @@ #include "jkqtplotter/jkqtpgraphssinglecolumnsymbols.h" #include "jkqtplotter/jkqtpgraphsbarchart.h" #include "jkqtplotter/jkqtpgraphsevaluatedfunction.h" +#include "jkqtplotter/jkqtpgraphsimage.h" +#include "jkqtplotter/jkqtpgraphscontour.h" + #ifndef JKQTPGRAPHSSTATISTICSADAPTORS_H_INCLUDED #define JKQTPGRAPHSSTATISTICSADAPTORS_H_INCLUDED @@ -389,8 +392,8 @@ inline JKQTPBarHorizontalGraph* jkqtpstatAddVHistogram1DAutoranged(JKQTBasePlott size_t histcolY=plotter->getDatastore()->addColumn(histogramcolumnBaseName+", values"); jkqtpstatHistogram1DAutoranged(first, last, plotter->getDatastore()->backInserter(histcolX), plotter->getDatastore()->backInserter(histcolY), bins, normalized, cummulative, JKQTPStatHistogramBinXMode::XIsMid); JKQTPBarHorizontalGraph* resO=new JKQTPBarHorizontalGraph(plotter); - resO->setXColumn(histcolX); - resO->setYColumn(histcolY); + resO->setXColumn(histcolY); + resO->setYColumn(histcolX); resO->setTitle(histogramcolumnBaseName); plotter->addGraph(resO); return resO; @@ -425,8 +428,8 @@ inline JKQTPBarHorizontalGraph* jkqtpstatAddVHistogram1DAutoranged(JKQTBasePlott size_t histcolY=plotter->getDatastore()->addColumn(histogramcolumnBaseName+", values"); jkqtpstatHistogram1DAutoranged(first, last, plotter->getDatastore()->backInserter(histcolX), plotter->getDatastore()->backInserter(histcolY), binWidth, normalized, cummulative, JKQTPStatHistogramBinXMode::XIsMid); JKQTPBarHorizontalGraph* resO=new JKQTPBarHorizontalGraph(plotter); - resO->setXColumn(histcolX); - resO->setYColumn(histcolY); + resO->setXColumn(histcolY); + resO->setYColumn(histcolX); resO->setTitle(histogramcolumnBaseName); plotter->addGraph(resO); return resO; @@ -463,8 +466,8 @@ inline JKQTPBarHorizontalGraph* jkqtpstatAddVHistogram1D(JKQTBasePlotter* plotte size_t histcolY=plotter->getDatastore()->addColumn(histogramcolumnBaseName+", values"); jkqtpstatHistogram1D(first, last, binsFirst, binsLast, plotter->getDatastore()->backInserter(histcolX), plotter->getDatastore()->backInserter(histcolY), normalized, cummulative, JKQTPStatHistogramBinXMode::XIsMid); JKQTPBarHorizontalGraph* resO=new JKQTPBarHorizontalGraph(plotter); - resO->setXColumn(histcolX); - resO->setYColumn(histcolY); + resO->setXColumn(histcolY); + resO->setYColumn(histcolX); resO->setTitle(histogramcolumnBaseName); plotter->addGraph(resO); return resO; @@ -477,6 +480,221 @@ inline JKQTPBarHorizontalGraph* jkqtpstatAddVHistogram1D(JKQTBasePlotter* plotte +/*! \brief calculate calculate a 2-dimensional histogram and add a JKQTPColumnMathImage to the given plotter, where the histogram is calculated from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_adaptors + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \param plotter the plotter to which to add the resulting graph + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param xbins number of bins in x-direction + \param ybins number of bins in y-direction + \param normalized indicates whether the histogram has to be normalized + \param histogramcolumnBaseName this string is used in building the column names for the histogram data columns + \param[out] oxmin position of the first histogram bin in x-direction + \param[out] oxmax position of the last histogram bin in x-direction + \param[out] oymin position of the first histogram bin in y-direction + \param[out] oymax position of the last histogram bin in y-direction + \return a graph class pointer (of type \c JKQTPColumnMathImage ) displaying the histogram data + + \image html jkqtplotter_simpletest_datastore_statistics_2d_hist.png + + \see jkqtpstatHistogram2D(), \ref JKQTPlotterBasicJKQTPDatastoreStatistics2D +*/ +template +inline JKQTPColumnMathImage* jkqtpstatAddHistogram2DImage(JKQTBasePlotter* plotter, InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, size_t xbins=10, size_t ybins=10, bool normalized=true, const QString& histogramcolumnBaseName=QString("histogram"), double* oxmin=nullptr, double* oxmax=nullptr, double* oymin=nullptr, double* oymax=nullptr) { + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(firstX,lastX, xmin,xmax); + jkqtpstatMinMax(firstY,lastY, ymin,ymax); + size_t histcol=plotter->getDatastore()->addImageColumn(xbins, ybins, histogramcolumnBaseName); + jkqtpstatHistogram2D(firstX,lastX,firstY,lastY, + plotter->getDatastore()->begin(histcol), + xmin, xmax, ymin, ymax, + xbins, ybins, normalized); + JKQTPColumnMathImage* gHist; + plotter->addGraph(gHist=new JKQTPColumnMathImage(plotter)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle(QObject::tr("2D Histogram")); + if (oxmax) *oxmax=xmax; + if (oxmin) *oxmin=xmin; + if (oymax) *oymax=ymax; + if (oymin) *oymin=ymin; + return gHist; +} + + + + + + +/*! \brief calculate calculate a 2-dimensional histogram and add a JKQTPColumnContourPlot to the given plotter, where the histogram is calculated from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_adaptors + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \param plotter the plotter to which to add the resulting graph + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param xbins number of bins in x-direction + \param ybins number of bins in y-direction + \param normalized indicates whether the histogram has to be normalized + \param histogramcolumnBaseName this string is used in building the column names for the histogram data columns + \param[out] oxmin position of the first histogram bin in x-direction + \param[out] oxmax position of the last histogram bin in x-direction + \param[out] oymin position of the first histogram bin in y-direction + \param[out] oymax position of the last histogram bin in y-direction + \return a graph class pointer (of type \c JKQTPColumnContourPlot ) displaying the histogram data as a contour plot + + \image html jkqtplotter_simpletest_datastore_statistics_2d_histcontour.png + + \see jkqtpstatHistogram2D(), \ref JKQTPlotterBasicJKQTPDatastoreStatistics2D +*/ +template +inline JKQTPColumnContourPlot* jkqtpstatAddHistogram2DContour(JKQTBasePlotter* plotter, InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, size_t xbins=10, size_t ybins=10, bool normalized=true, const QString& histogramcolumnBaseName=QString("histogram"), double* oxmin=nullptr, double* oxmax=nullptr, double* oymin=nullptr, double* oymax=nullptr) { + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(firstX,lastX, xmin,xmax); + jkqtpstatMinMax(firstY,lastY, ymin,ymax); + size_t histcol=plotter->getDatastore()->addImageColumn(xbins, ybins, histogramcolumnBaseName); + jkqtpstatHistogram2D(firstX,lastX,firstY,lastY, + plotter->getDatastore()->begin(histcol), + xmin, xmax, ymin, ymax, + xbins, ybins, true); + JKQTPColumnContourPlot* gHist; + plotter->addGraph(gHist=new JKQTPColumnContourPlot(plotter)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle(QObject::tr("2D Histogram")); + gHist->createContourLevels(5); + if (oxmax) *oxmax=xmax; + if (oxmin) *oxmin=xmin; + if (oymax) *oymax=ymax; + if (oymin) *oymin=ymin; + return gHist; +} +/*! \brief calculate calculate a 2-dimensional histogram and add a JKQTPColumnMathImage to the given plotter, where the histogram is calculated from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_adaptors + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \param plotter the plotter to which to add the resulting graph + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param xbinwidth width of bins in x-direction + \param ybinwidth width of bins in y-direction + \param normalized indicates whether the histogram has to be normalized + \param histogramcolumnBaseName this string is used in building the column names for the histogram data columns + \param[out] oxmin position of the first histogram bin in x-direction + \param[out] oxmax position of the last histogram bin in x-direction + \param[out] oymin position of the first histogram bin in y-direction + \param[out] oymax position of the last histogram bin in y-direction + \return a graph class pointer (of type \c JKQTPColumnMathImage ) displaying the histogram data + + \image html jkqtplotter_simpletest_datastore_statistics_2d_hist.png + + \see jkqtpstatHistogram2D(), \ref JKQTPlotterBasicJKQTPDatastoreStatistics2D +*/ +template +inline JKQTPColumnMathImage* jkqtpstatAddHistogram2DImage(JKQTBasePlotter* plotter, InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, double xbinwidth, double ybinwidth, bool normalized=true, const QString& histogramcolumnBaseName=QString("histogram"), double* oxmin=nullptr, double* oxmax=nullptr, double* oymin=nullptr, double* oymax=nullptr) { + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(firstX,lastX, xmin,xmax); + jkqtpstatMinMax(firstY,lastY, ymin,ymax); + size_t Nx=jkqtp_ceilTo((xmax-xmin)/xbinwidth); + size_t Ny=jkqtp_ceilTo((ymax-ymin)/ybinwidth); + size_t histcol=plotter->getDatastore()->addImageColumn(Nx, Ny, histogramcolumnBaseName); + jkqtpstatHistogram2D(firstX,lastX,firstY,lastY, + plotter->getDatastore()->begin(histcol), + xmin, xmax, ymin, ymax, + Nx, Ny, normalized); + JKQTPColumnMathImage* gHist; + plotter->addGraph(gHist=new JKQTPColumnMathImage(plotter)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle(QObject::tr("2D Histogram")); + if (oxmax) *oxmax=xmax; + if (oxmin) *oxmin=xmin; + if (oymax) *oymax=ymax; + if (oymin) *oymin=ymin; + return gHist; +} + + + + + + +/*! \brief calculate calculate a 2-dimensional histogram and add a JKQTPColumnContourPlot to the given plotter, where the histogram is calculated from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_adaptors + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \param plotter the plotter to which to add the resulting graph + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param xbinwidth width of bins in x-direction + \param ybinwidth width of bins in y-direction + \param normalized indicates whether the histogram has to be normalized + \param histogramcolumnBaseName this string is used in building the column names for the histogram data columns + \param[out] oxmin position of the first histogram bin in x-direction + \param[out] oxmax position of the last histogram bin in x-direction + \param[out] oymin position of the first histogram bin in y-direction + \param[out] oymax position of the last histogram bin in y-direction + \return a graph class pointer (of type \c JKQTPColumnContourPlot ) displaying the histogram data as a contour plot + + \image html jkqtplotter_simpletest_datastore_statistics_2d_histcontour.png + + \see jkqtpstatHistogram2D(), \ref JKQTPlotterBasicJKQTPDatastoreStatistics2D + +*/ +template +inline JKQTPColumnContourPlot* jkqtpstatAddHistogram2DContour(JKQTBasePlotter* plotter, InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, double xbinwidth, double ybinwidth, bool normalized=true, const QString& histogramcolumnBaseName=QString("histogram"), double* oxmin=nullptr, double* oxmax=nullptr, double* oymin=nullptr, double* oymax=nullptr) { + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(firstX,lastX, xmin,xmax); + jkqtpstatMinMax(firstY,lastY, ymin,ymax); + size_t Nx=jkqtp_ceilTo((xmax-xmin)/xbinwidth); + size_t Ny=jkqtp_ceilTo((ymax-ymin)/ybinwidth); + size_t histcol=plotter->getDatastore()->addImageColumn(Nx, Ny, histogramcolumnBaseName); + jkqtpstatHistogram2D(firstX,lastX,firstY,lastY, + plotter->getDatastore()->begin(histcol), + xmin, xmax, ymin, ymax, + Nx, Ny, normalized); + JKQTPColumnContourPlot* gHist; + plotter->addGraph(gHist=new JKQTPColumnContourPlot(plotter)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle(QObject::tr("2D Histogram")); + gHist->createContourLevels(5); + if (oxmax) *oxmax=xmax; + if (oxmin) *oxmin=xmin; + if (oymax) *oymax=ymax; + if (oymin) *oymin=ymin; + return gHist; +} @@ -651,6 +869,312 @@ inline JKQTPXYLineGraph* jkqtpstatAddHKDE1D(JKQTBasePlotter* plotter, InputIt fi + + + + + + + + +/*! \brief calculate an autoranged vertical KDE and add a JKQTPXYLineGraph to the given plotter, where the KDE is calculated from the data range \a first ... \a last, bins defined by their number + \ingroup jkqtptools_math_statistics_adaptors + + + \tparam InputIt standard iterator type of \a first and \a last. + \param plotter the plotter to which to add the resulting graph + \param first iterator pointing to the first item in the dataset to use \f$ X_1 \f$ + \param last iterator pointing behind the last item in the dataset to use \f$ X_N \f$ + \param Nout number of points in the resulting KDE + \param kernel the kernel function to use (e.g. jkqtpstatKernel1DGaussian() ) + \param bandwidth bandwidth used for the KDE + \param cummulative if \c true, a cummulative KDE is calculated + \param KDEcolumnBaseName this string is used in building the column names for the KDE data columns + \return a graph class pointer (of type \a GraphClass ) displaying the KDE data + + Example: + \code + jkqtpstatAddVKDE1DAutoranged(plot1->getPlotter(), datastore1->begin(randomdatacol1), datastore1->end(randomdatacol1), 200); + \endcode + + \image html jkqtplotter_simpletest_datastore_statistics_kde.png + + + \see \ref JKQTPlotterBasicJKQTPDatastoreStatistics, jkqtpstatKDE1DAutoranged(), JKQTPXYLineGraph +*/ +template +inline JKQTPXYLineGraph* jkqtpstatAddVKDE1DAutoranged(JKQTBasePlotter* plotter, InputIt first, InputIt last, int Nout=100, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false, const QString& KDEcolumnBaseName=QString("KDE")) { + size_t histcolX=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", positions"); + size_t histcolY=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", values"); + jkqtpstatKDE1DAutoranged(first, last, plotter->getDatastore()->backInserter(histcolX), plotter->getDatastore()->backInserter(histcolY), Nout, kernel, bandwidth, cummulative); + JKQTPXYLineGraph* resO=new JKQTPXYLineGraph(plotter); + resO->setXColumn(histcolY); + resO->setYColumn(histcolX); + resO->setTitle(KDEcolumnBaseName); + resO->setDrawLine(true); + resO->setSymbolType(JKQTPNoSymbol); + plotter->addGraph(resO); + return resO; +} + + + +/*! \brief calculate an autoranged vertical KDE and add a JKQTPXYLineGraph to the given plotter, where the KDE is calculated from the data range \a first ... \a last, bins defined by their width + \ingroup jkqtptools_math_statistics_adaptors + + + \tparam InputIt standard iterator type of \a first and \a last. + \param plotter the plotter to which to add the resulting graph + \param first iterator pointing to the first item in the dataset to use \f$ X_1 \f$ + \param last iterator pointing behind the last item in the dataset to use \f$ X_N \f$ + \param binWidth width of the bins + \param kernel the kernel function to use (e.g. jkqtpstatKernel1DGaussian() ) + \param bandwidth bandwidth used for the KDE + \param cummulative if \c true, a cummulative KDE is calculated + \param KDEcolumnBaseName this string is used in building the column names for the KDE data columns + \return a graph class pointer (of type \a GraphClass ) displaying the KDE data + + Example: + \code + jkqtpstatAddVKDE1DAutoranged(plot1->getPlotter(), datastore1->begin(randomdatacol1), datastore1->end(randomdatacol1), 0.01); + \endcode + + \image html jkqtplotter_simpletest_datastore_statistics_kde.png + + + \see \ref JKQTPlotterBasicJKQTPDatastoreStatistics, jkqtpstatKDE1DAutoranged(), JKQTPXYLineGraph +*/ +template +inline JKQTPXYLineGraph* jkqtpstatAddVKDE1DAutoranged(JKQTBasePlotter* plotter, InputIt first, InputIt last, double binWidth, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false, const QString& KDEcolumnBaseName=QString("KDE")) { + size_t histcolX=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", bins"); + size_t histcolY=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", values"); + jkqtpstatKDE1DAutoranged(first, last, plotter->getDatastore()->backInserter(histcolX), plotter->getDatastore()->backInserter(histcolY), binWidth, kernel, bandwidth, cummulative); + JKQTPXYLineGraph* resO=new JKQTPXYLineGraph(plotter); + resO->setXColumn(histcolY); + resO->setYColumn(histcolX); + resO->setTitle(KDEcolumnBaseName); + resO->setDrawLine(true); + resO->setSymbolType(JKQTPNoSymbol); + plotter->addGraph(resO); + return resO; +} + + +/*! \brief calculate an autoranged vertical KDE and add a JKQTPXYLineGraph to the given plotter, where the KDE is calculated from the data range \a first ... \a last, bins defined by their width + \ingroup jkqtptools_math_statistics_adaptors + + + \tparam InputIt standard iterator type of \a first and \a last. + \tparam BinsInputIt standard iterator type of \a binsFirst and \a binsLast. + \param plotter the plotter to which to add the resulting graph + \param first iterator pointing to the first item in the dataset to use \f$ X_1 \f$ + \param last iterator pointing behind the last item in the dataset to use \f$ X_N \f$ + \param binsFirst iterator pointing to the first item in the set of KDE bins + \param binsLast iterator pointing behind the last item in the set of KDE bins + \param kernel the kernel function to use (e.g. jkqtpstatKernel1DGaussian() ) + \param bandwidth bandwidth used for the KDE + \param cummulative if \c true, a cummulative KDE is calculated + \param KDEcolumnBaseName this string is used in building the column names for the KDE data columns + \return a graph class pointer (of type \a GraphClass ) displaying the KDE data + + Example: + \code + std::vector bins{-2,-1.5,-1,-0.75,-0.5,-0.25,0,0.25,0.5,0.75,1,1.5,2,2.5,3,4,5,6,7,8,9,10}; + jkqtpstatAddVKDE1D(plot1->getPlotter(), datastore1->begin(randomdatacol1), datastore1->end(randomdatacol1), bins.begin(), bins.end()); + \endcode + + \image html jkqtplotter_simpletest_datastore_statistics_kde.png + + + \see \ref JKQTPlotterBasicJKQTPDatastoreStatistics, jkqtpstatKDE1D(), JKQTPXYLineGraph +*/ +template +inline JKQTPXYLineGraph* jkqtpstatAddVKDE1D(JKQTBasePlotter* plotter, InputIt first, InputIt last, BinsInputIt binsFirst, BinsInputIt binsLast, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false, const QString& KDEcolumnBaseName=QString("KDE")) { + size_t histcolX=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", bins"); + size_t histcolY=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", values"); + jkqtpstatKDE1D(first, last, binsFirst, binsLast, plotter->getDatastore()->backInserter(histcolX), plotter->getDatastore()->backInserter(histcolY), kernel, bandwidth, cummulative); + JKQTPXYLineGraph* resO=new JKQTPXYLineGraph(plotter); + resO->setXColumn(histcolY); + resO->setYColumn(histcolX); + resO->setTitle(KDEcolumnBaseName); + resO->setDrawLine(true); + resO->setSymbolType(JKQTPNoSymbol); + plotter->addGraph(resO); + return resO; +} + +/*! \brief calculate an autoranged vertical KDE and add a JKQTPXYLineGraph to the given plotter, where the KDE is calculated from the data range \a first ... \a last, evaluation positions are given by the range \a binXLeft ... \a binXRight (in steps of \a binxDelta ) + \ingroup jkqtptools_math_statistics_adaptors + + + \tparam InputIt standard iterator type of \a first and \a last. + \param plotter the plotter to which to add the resulting graph + \param first iterator pointing to the first item in the dataset to use \f$ X_1 \f$ + \param last iterator pointing behind the last item in the dataset to use \f$ X_N \f$ + \param binXLeft first x-position, where to evaluate the KDE + \param binXDelta distance between two x-positions at which the KDE is evaluated + \param binXRight last x-position, where to evaluate the KDE + \param kernel the kernel function to use (e.g. jkqtpstatKernel1DGaussian() ) + \param bandwidth bandwidth used for the KDE + \param cummulative if \c true, a cummulative KDE is calculated + \param KDEcolumnBaseName this string is used in building the column names for the KDE data columns + \return a graph class pointer (of type \a GraphClass ) displaying the KDE data + + Example: + \code + std::vector bins{-2,-1.5,-1,-0.75,-0.5,-0.25,0,0.25,0.5,0.75,1,1.5,2,2.5,3,4,5,6,7,8,9,10}; + jkqtpstatAddVKDE1D(plot1->getPlotter(), datastore1->begin(randomdatacol1), datastore1->end(randomdatacol1), bins.begin(), bins.end()); + \endcode + + \image html jkqtplotter_simpletest_datastore_statistics_kde.png + + \see \ref JKQTPlotterBasicJKQTPDatastoreStatistics, jkqtpstatKDE1D(), JKQTPXYLineGraph +*/ +template +inline JKQTPXYLineGraph* jkqtpstatAddVKDE1D(JKQTBasePlotter* plotter, InputIt first, InputIt last, double binXLeft, double binXDelta, double binXRight, const std::function& kernel=std::function(&jkqtpstatKernel1DGaussian), double bandwidth=1.0, bool cummulative=false, const QString& KDEcolumnBaseName=QString("KDE")) { + size_t histcolX=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", bins"); + size_t histcolY=plotter->getDatastore()->addColumn(KDEcolumnBaseName+", values"); + jkqtpstatKDE1D(first, last, binXLeft, binXDelta, binXRight, plotter->getDatastore()->backInserter(histcolX), plotter->getDatastore()->backInserter(histcolY), kernel, bandwidth, cummulative); + JKQTPXYLineGraph* resO=new JKQTPXYLineGraph(plotter); + resO->setXColumn(histcolY); + resO->setYColumn(histcolX); + resO->setTitle(KDEcolumnBaseName); + resO->setDrawLine(true); + resO->setSymbolType(JKQTPNoSymbol); + plotter->addGraph(resO); + return resO; +} + + + + + + + + + + + + + + + +/*! \brief calculate calculate a 2-dimensional kernel density estimate (KDE) and add a JKQTPColumnMathImage to the given plotter, where the KDE is calculated from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_adaptors + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \param plotter the plotter to which to add the resulting graph + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param xbins number of bins in x-direction (i.e. width of the output KDE) + \param ybins number of bins in y-direction (i.e. height of the output KDE) + \param kernel the kernel function to use (e.g. jkqtpstatKernel2DGaussian() ) + \param bandwidthX x-bandwidth used for the KDE + \param bandwidthY y-bandwidth used for the KDE + \param kdecolumnBaseName this string is used in building the column names for the KDE data columns + \param[out] oxmin position of the first KDE bin in x-direction + \param[out] oxmax position of the last KDE bin in x-direction + \param[out] oymin position of the first KDE bin in y-direction + \param[out] oymax position of the last KDE bin in y-direction + \return a graph class pointer (of type \c JKQTPColumnMathImage ) displaying the KDE data + + \image html jkqtplotter_simpletest_datastore_statistics_2d_kde.png + + \see jkqtpstatKDE2D(), \ref JKQTPlotterBasicJKQTPDatastoreStatistics2D +*/ +template +inline JKQTPColumnMathImage* jkqtpstatAddKDE2DImage(JKQTBasePlotter* plotter, InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, size_t xbins=10, size_t ybins=10, const std::function& kernel=std::function(&jkqtpstatKernel2DGaussian), double bandwidthX=1.0, double bandwidthY=1.0, const QString& kdecolumnBaseName=QString("histogram"), double* oxmin=nullptr, double* oxmax=nullptr, double* oymin=nullptr, double* oymax=nullptr) { + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(firstX,lastX, xmin,xmax); + jkqtpstatMinMax(firstY,lastY, ymin,ymax); + size_t histcol=plotter->getDatastore()->addImageColumn(xbins, ybins, kdecolumnBaseName); + jkqtpstatKDE2D(firstX,lastX,firstY,lastY, + plotter->getDatastore()->begin(histcol), + xmin, xmax, ymin, ymax, + xbins, ybins, kernel, bandwidthX, bandwidthY); + JKQTPColumnMathImage* gHist; + plotter->addGraph(gHist=new JKQTPColumnMathImage(plotter)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle(QObject::tr("2D KDE")); + if (oxmax) *oxmax=xmax; + if (oxmin) *oxmin=xmin; + if (oymax) *oymax=ymax; + if (oymin) *oymin=ymin; + return gHist; +} + + + + + + +/*! \brief calculate calculate a 2-dimensional kernel density estimate (KDE) and add a JKQTPColumnContourPlot to the given plotter, where the KDE is calculated from the given data range \a firstX / \a firstY ... \a lastY / \a lastY + \ingroup jkqtptools_math_statistics_adaptors + + \tparam InputItX standard iterator type of \a firstX and \a lastX. + \tparam InputItY standard iterator type of \a firstY and \a lastY. + \param plotter the plotter to which to add the resulting graph + \param firstX iterator pointing to the first x-position item in the dataset to use \f$ X_1 \f$ + \param lastX iterator pointing behind the last x-position item in the dataset to use \f$ X_N \f$ + \param firstY iterator pointing to the first y-position item in the dataset to use \f$ Y_1 \f$ + \param lastY iterator pointing behind the last y-position item in the dataset to use \f$ Y_N \f$ + \param xbins number of bins in x-direction (i.e. width of the output KDE) + \param ybins number of bins in y-direction (i.e. height of the output KDE) + \param kernel the kernel function to use (e.g. jkqtpstatKernel2DGaussian() ) + \param bandwidthX x-bandwidth used for the KDE + \param bandwidthY y-bandwidth used for the KDE + \param kdecolumnBaseName this string is used in building the column names for the KDE data columns + \param[out] oxmin position of the first KDE bin in x-direction + \param[out] oxmax position of the last KDE bin in x-direction + \param[out] oymin position of the first KDE bin in y-direction + \param[out] oymax position of the last KDE bin in y-direction + \return a graph class pointer (of type \c JKQTPColumnContourPlot ) displaying the KDE data as a contour plot + + \image html jkqtplotter_simpletest_datastore_statistics_2d_kdecontour.png + + \see jkqtpstatKDE2D(), \ref JKQTPlotterBasicJKQTPDatastoreStatistics2D +*/ +template +inline JKQTPColumnContourPlot* jkqtpstatAddKDE2DContour(JKQTBasePlotter* plotter, InputItX firstX, InputItX lastX, InputItY firstY, InputItY lastY, size_t xbins=10, size_t ybins=10, const std::function& kernel=std::function(&jkqtpstatKernel2DGaussian), double bandwidthX=1.0, double bandwidthY=1.0, const QString& kdecolumnBaseName=QString("histogram"), double* oxmin=nullptr, double* oxmax=nullptr, double* oymin=nullptr, double* oymax=nullptr) { + double xmin=0, xmax=0; + double ymin=0, ymax=0; + jkqtpstatMinMax(firstX,lastX, xmin,xmax); + jkqtpstatMinMax(firstY,lastY, ymin,ymax); + size_t histcol=plotter->getDatastore()->addImageColumn(xbins, ybins, kdecolumnBaseName); + jkqtpstatKDE2D(firstX,lastX,firstY,lastY, + plotter->getDatastore()->begin(histcol), + xmin, xmax, ymin, ymax, + xbins, ybins, kernel, bandwidthX, bandwidthY); + JKQTPColumnContourPlot* gHist; + plotter->addGraph(gHist=new JKQTPColumnContourPlot(plotter)); + gHist->setImageColumn(static_cast(histcol)); + gHist->setX(xmin); + gHist->setY(ymin); + gHist->setWidth(xmax-xmin); + gHist->setHeight(ymax-ymin); + gHist->setTitle(QObject::tr("2D KDE")); + gHist->createContourLevels(5); + if (oxmax) *oxmax=xmax; + if (oxmin) *oxmin=xmin; + if (oymax) *oymax=ymax; + if (oymin) *oymin=ymin; + return gHist; +} + + + + + + + /*! \brief calculate the linear regression coefficients for a given data range \a firstX / \a firstY ... \a lastX / \a lastY where the model is \f$ f(x)=a+b\cdot x \f$ \ingroup jkqtptools_math_statistics_adaptors diff --git a/screenshots/jkqtplotter_simpletest_datastore_statistics_2d.png b/screenshots/jkqtplotter_simpletest_datastore_statistics_2d.png new file mode 100644 index 0000000000000000000000000000000000000000..935e1aedd0e086538afef1034105014d34fe92e7 GIT binary patch literal 150864 zcmdRVbyQSs_cjdO-7wS;f)dh=sw3LoH=vO9eZEb-q*hGn~2A%@;I23mSobp=BKzGFB-^;{4TaNF+wBX&4^FavH9 zy2|RhYC2fBdcd5`5#*iC&7ZqiIk*~WqXVzphAGHA((*Lg%D|{6S)%Hgo3d}(zRZ(l zdiv_Ulom0)89VWW((6Qg4f^0M*~-WR&R~2g=sSqL6f4sJgQB8O&uyyL>|we`W@=e? z!)m5auUOyi;kDUH#&NyNO2h8heR(~(-d9ivVT24r!re!E_^2$)Q@ZSeIn;J$98=Ij{UjTS@+TCP?zC+7t(!Q8@QO zJl(5GF^;GA{xpE?2vsL5E^b(T&?s-r_2jIz$l=NCDbzFPgqgJX>WE6L zsR11~plonDm@HYc*Z3xk^O6R>bvs;#l=Vj3s#U+L{%Xa(L^TEyU)FdY@c_KoK$R_W zL&1JT=u)}HlcKpaZR$^CE&$qwrSq_OxzsRTbS+J|GPv)KICx2m3BWb`jU%Oe;HNu4MNBinb6&sJq7kB-Wf|3wZbQQ5sKO|Q9^e;UTMdP zFlE0NTw$)SMs{wA+w?v6xWvWpT)4d~okHr%y6JyuDSk69q!uRypGMi5MnqbTrU?NF z`7HF=?c=+9_%7Q$Sz}tU8?fZc|5o$$in;4K@?@K!rRu?ov;0v~N7;J&PUi09K?Uk> zv<8FPo|G8#ck6u-{_K1D169|>lZbt+Pw$|RbKc=8=`~1m;;P*vc4mONQNIFqk~mUE zRx)_Y5gMQqu;Y09YzZcIDGh7mayudP@%OQ?&o31B7)993Rq=GfSQd~dIW>R77@t2Y zk+;dH=1O(FR?{as?00od7hmVT4YHQGXqcl#IXL{vJ{{F0u~$R|PH98!-Q_*<^Vvw> z7t5eR_lc$0Rd!>hKf&&0(6r8!-607jLqk=?`9wkCo#msw(tR3(_sMd;pGqo+ISPzE zGeQ3J(>{UJCDO}TDx|2Xwqn01+b~$pxaa>}Zm2>%Fp2!Timw5DfhW{|GCO z8jI8%qXm_s$-S?Ge2wvvt$`RMU(PXHwN9D+Gl)Q;83TNR!Uy{pr60w1Br#rz@T^Tp zDOo?Jb0RV_0M$5tMK!Lxt|CG{=4TuSwJ-;Eq$bqC zg2PyyECMIC-lJ3U2`qeNijR8o{0If*ApLVrZ4=i)YXl=lrs&p}f~u*iQelA-XSl&d zl#f%L%k4aw_uKrLCgXQ3e%#rXSr|N57A~mcd*8^yG9~tKa_~tdHgCv|7c&d&oO~?& zn7S<1uq&O(db<~{vHK`sKW})>b{v=e_Ecl4slXWXkG{ z?T_E7G_OsY+xo$iu2zsyl|RJysJ)#D5%_%3S2H)kDW7pUvy01Rg4g#Vpvm}ho~ROI zN%-Dl(9grhTN=O`j;d5X%|!8<&$rI0Kd{3uhZCkewf~ z*17LY*B)mDRNA4!uNJ4YcfLwgV|XtZFE*cxT~7B~kE3}HCc9f+BV|oE2I6q~mG+$r zG{A^k7frCd_a%&}S2DXuJ^H%yFZNr8PPPkn+~jm?Zn3%DQ%c$`KgP^G_uTvReGe0+ z=J;r?XF!YUwx{N_C;ubkmMG(B*Y(K|A9Vr0R2zYNn{MPYwRfBl1lzsyf5C&M?((3n zqA}3)Q#AD*FeDXWJ>?kWI9@a?E6n3p$XopOAe4hb+MATqHrhSTh3K1`c_PkKeOMcw z_<3SYI0h!<`CYY2~{?>l3k>cQVjxOGqLx0=oN_s6sf>%Iv zZ?N>xN9@|(Y7m&Eb>E8XzG2w_w)aX6=ZWy$>~464#w)ky0xECH+%_eqZe}n+LZ@}cGf^TL zmtHH)57&N5cU()S2-};ntj>NldS;BRa&5cFwfg)UjCPSh0H=(Tc0wmU?=#6wg)5jf ztnpYqxti1ihl(dmM^&i?eOo)fOis02sh*a8uv83x4!7fTn6JPz509_SV1Xs;7SBPR zxHnofpJ$%jT)LX}8@~C&0RtI*ucK>hd!|XsZZSA4y{90cPXjf3JMB=qM(rQUL?);; z?u^d}8-slZ-9JGE$9B#b(2Iyh)0b85pIN_X@eac=zAc9huSJx%hRLY~OO+vq!oWTW zv^`$|quu3|s-~OmA2W<{K@{FKw=H4v;z#3Ra^GDz8-#DeDgYi(BKvvhL~wHH->Msb z)lBKiox#QW9lWK!AqE{CPWE8=Pp14*5fF#PH(3IqXG7$bdTVTOn5AooSbaa(@utGE z46dF&^h+pk=$B0-%d!jj9=AE{?;Rh^wI~`!HSvAXoJ+PyW4h^f9cIsL4Mx)EE|G~z zZ?_E3DxX^LW#BvII^I_e_C_zml{);ZI{|>CV4|`f-q6;_%kc2 z)a*TvHIoWv&phSGJj1W_e^5792}xJAJPz;_=R9hA!r7PJ7*e1-xn25~QZ}Pji}i8X zSu}p)F#h`2d|JzYDYKiZfPcg&rods7@o78Ot{B%vOgm^Zn2#*)ml^SFtNx1TcgEp- z4!`m%{9A$t(VYS6^k>s8`@dwa6$dBLKLhe!bZ*AUNw|6dMfIZV>uZ7N$aj3#9o%Uh`mPX@LsHU;# zR8e`q!NQm6q%-D8yKL)tC~b!jO?vPXd=3nf7AbCbh8L#30$eMfPqa#mw^CdAHbt6t zg>yZFLqgAhxV@_m`jbHeHeTEHQ0G1N`F0Hwqp~!@95LE?HoW{u@@;UGPF`(6C z!L_jiqabddz84{r_=J0s*MZUG8_$T9d@GK$Rq^A9f#|(a7T&1*_7ZqxqLra|(;5F{ zc@isA_H|%Tr>&Yl;35pN&OMe;`XbaNAEMY@EkD76uB{7K&eS@>Ihm~OuVvChCix~| z(KEp)+hXm`W$gx$k==dC3)#Y-m&8YBH;yC3er}azJUz{tYf$yk_^<*~3{DbWz@prr zq1g?6=bL;)>AS)$9s;<%N;tuK{D zr1z-p)e`5vJUh9TiBNe&kZ07huJWT=D?_C6&Kq1Q+5jcbXl8g{2xDeAIwG>?&S zn3&zxhdwlHvUBC`Zpn(zk?1-xRo-4l^%oKetEVM9{i0kWhbsO1hW(jymX=%Ohw_&k zA*1smal8CXgbH$KY3!pM!TOP%Dp@o+?EwVQ`R&j17Ezg>eAF6}+b3xE$xwu`Amu>8=-g(HCJ<48iTp~)F(gfK?4i8gMVc>aJQM=h#nmrWV&}txM#be=>ukIg@uWQbiL1SKHsJpkQ>DHRn;(;d0 zEnY_CGqN+$leouG{W^FtoC@j=Ozs{>e7194CQQ(SsWHNZAH92hD_)H1YoafZfy4l9SC?TCcEtAr+{g#q-#V4b_b z;_mwtrL6P0B&(e5vkogugEn#pp0x-2kb3K}(Cuo{7}1eT(@OtWopofhA7mI5F3DM3 zyZPA$wQOjkoy+V82FgM#oS#x#cIv-dDkE$PmXJQ8L1z+eqG<4ulVa-i4>2v8vt&X6 zqMxJ&@?btDgBng8<>A`kbkZ7u$6|U|1hQ|Jm>thp(5U8uglb z3c+8W(IWQ+Wg@MsdiuM}6jzYjhI6TH%_Kr0sU%ta-T9qW{Z@|`pGNI^&qR0($xUm< zSoDX_QMUSU;^fF^gqx=C3`~81YW6&7x1*^qbW~)1^OZpH>Iuz*g^+i;z!}VW|aV4aU5fe@vB0-&8=Jv(w6s)$^*3Fu%KkAiU3R;T*PSmu}U&)}HyD zLSS_L=?kGU8rCJ*REj4F_*oyhZQ^Z4u#MYOXrFb@d*H|9d}|%;uI!bg|8}*YX3@K1 z)b0U(MgwGoMF^e>)BQ;4g@@kyNF-iLTR)`=P2gVjF~lUHVJsxcVt(dPJ2qmy%Tsfs$yOd-Q~^iRu#L9?krwQ_rsb&&9{s zVy3F><3Ro)d=Ot;TN;PlL`hX_+NYHc#-t%)vG7CX{ERgnHmW*2VYO>@E5%fvx`!!c zz5rrTEx4`ZdAQ=yrmf?CeWp{Azw#D;b+4D!D+9mb9lHDr&Nbo`TMMj<-rZo*gChD? zQE?x}1n5IyFKf1f5v(NgADaxfgioafeTRrs0^gh(#^(vYY`etR->I)kIx#K)z%!R( zpXNX%Ybly#qsF^f6w)QN$!l?Ne+ir$R?|M7 zh3=y%3FJM90iEU+(X;tx;$e=KJVWEYXw{Yg0nEKO^D({xKt?o9oY7KjV@-e_@DzMN zorNlq3n}Bl+p+$gbTJ?Of01Lq7qPxSiWkuWTcZM*{rgzEUB&@lqdr{9;i%jfTC5W* zvO*;$PmRG_2K<`-TWchCE9PN$J)Y$~&=})NTTnpwXb$zk8XTNfLPh-TI3L#^0*LFs5JRFVqNqj%IU2`#}jG1PR z@QO^DiJYx{o>ewkI6@0Fu$1`~NDGl+zm<*I6Nc;kJZBeF{<2-scu!JzGgnMnTM9I% zH~NMh-e0PR4$C2ofE+LR*p$hnp@rteZDgN?-fIj=5gc0=`F=n6?6rIv1)&-S)|(cO zpLT*5AHdFd(pJ10LcuD4iSB`aOSMEjc++%(6wf?DJ2gL%A9zk1#-P%5oStCu5(=>< zJ9Iq}%V`MFYGszCj0wOYpOaGN7^N^Lh}HwUFj>6q7w~oteovRM0y~taH2;Y|r=WiK zUIFdjjYk|=iu5*Jq^upD6=M>a6QVG~tccOL66Ex10IS!{>)GA>SbUI6$bWCp>dLnH zjMUWmb1!R@N%w(g=)Hs|&$^h#*l6P9x)2Yp9?9X{ z_YC*h2gn)(JLU_b@+)=nyfp?u{)od^N={|IQRrF`;+inTOk#OTy>x7jcA)=e&`*^X zj707-oT?;G=4H_@oe&0??>-lvEZNtFB-R|R=xlX<1gE^iHEY1oKihsQ*@x^2H+Gs{ zubMU+4?S1ozI=qfbQa6^c%+=`4D|M8KeN&)b2om?<=1@Lc>=CBqj~dpKl&!e)PxF3 zAHKnoqYRb#ZL8S{U@nw@$?7|Q)1O`!_AQFUdEBrTM)KYpbMYo?mtji=yhXKZO?Bv- zpSb2Cmxe=VPS{?BZ~D5UsW-)z$8yh*e}!@pyT^fp+?t%w`c;y&FNI z`YS>bL4Vg1%R0Iq^4=0aGD_Tp60s#fF(H4I5s7hdFyLhcAf7^?xfn@M2nsonyIZi9 z@g%OeTvob&{z%^3H$WNP+wY*=OfX&1#&3cg$NfLa)>W(ayUkjn7+DFCp%}g4EkqdT&Ud zUbQ2Ak^S+;h_|SNUWE-wk^R6sS>Sr&i#b-&gSdyL%hK<0yu~=qdGbNojgbC?5{WOk(w|}Quj*8DF7nlxXoG4+Xi0$Zo zvCLP~0k_ws1DnNls&On#CZ9?NDEVyG_RZe=U7nQAtPkaH?&mIlXUPhVG4fu2?=5-{ zK8t6^%fccb$HJbU({w?Sf&>&7sK%}tNM-0;$O%pw_r#*ORs->-%OXH*78L3!JaOYNo1U$6Dh@g(Zz2 zfq_nxS+=?BSJ=GoU^=J$;1~}6?gDrU)%J~`(>rjV{7 zou8j|fc?)FyxTeVQ}hp4da}G$D8v@YbfsNgUVJ@lqDkI9TYv%wfC_2|oS5;y3yUcKo;-lEV0*7)no)4pT*-f_tg=_BZ}Wd8eS z9kJdJ=SAX96fDx_WV8Lnuim0ki)5Yd+mm8v^Dn$1cVFsu8|z$Fd+#2+`hgWA>N|er zZx*pm9}k5GgGtQtLj4?sq~T69T3>`YoHL{dAM|5vA9T0a9Jup@c`}V_ z|08b*)W~;VcHAmM*zL$OUeXrjhxql;5HKl85|fGiOmD?FwC~wr;K>Fb55T@-1}->u z#A&i(V91z}k9`uG_7OB*(gA`0X@Le4aI@by*qqjDnc(h{D$ra$hVp&K3uIxn{)_bl zx|;R8Hzqm#jhp*)6uefC*9YGpL*oM>ZE{LUY`|m74X3j&%;lrWvw`dCrPvqdyEUs| zF)%%6)78WDm72{)C9a|Z8)7n9 zZjJONbT$`^m#FZP`R6{P^vl8yq?K2is@7ALpTHR8y7>HlbAG4m`*iS^xUXq=ETRE; zoE0MfXf3q*s{4FD70NZ z^t9^vC;3IyP=V;j3;2d)2}m@p7ss2M37svs#-etBKnK(JN!*Hd^ZQ?U0@ohXPH5fk zixDgv`0}w5e3@C)+fe^QMaf&v%)dpZ(;9ezQtkO0S5HrHJi3#9P)Ppd1^$e2YO!s^AZ}I?6u*IEj`l6Q>M_Z zl#L<wy_e#To2zszE=X= zT3}G~uxLA88h2ocVDO8%QpzWwH-Olb0?)C_v+ZWBfw0ctzdJB%Pk&&<187jg!eDk^RobstWVdt%r*J}l%A(~ zxc7B*>CwaI)78#Dy8tXqH2R6y5exeQO#*v77(Z0A#0>$zi@P73OgU`squ1=zZkkkv z(faFVog~h~RG7qRP8Y&x7p>kdzaO~((!Gh^8s7ST;QCD6X{u#rfjnrXd`R_$N?!`M zG%%-++Jz<)4vpt>!1dMnAxzK8`Pj4Bz1%kA`(_>-ki^_7%<|dn+x{)m&aqq zKoEjADVE;93K?8NbUFW-oaKM94g`-a|9p+z#>-+Lc+B}<;=B$i`2YajmjuKLe5SCM z)E^9Ms*U^)aIEya0l*;y?+?_{G)DwEiCHullsUUU~9knw<3 zi#ZhM?}sO}-_|B9vqpYhPk(-fwskmJVS8Mi6T+nQdf0g91AJossN`wIN5E!X zz`*ZlfQ*rzTdM9T1eo0MM(Rb5d{8bxw$gz+YJ<6cYoi3Zd)gm~?Z`G1?e7F z-{8oJe9`^P&0aX4?i^<`^0CFs@SO|>&{e;)oDGpFv-e9vvGs$5_ptV6%doW)hvn`J zk<<6dMt7k$U-J26IYwF#pg{pFMi|p&Pbu8?F+|$7mm^^N;w_ysJVHYnB`tG6S_OF` zrjvP3(~OSg>wS&TH?Bfn=K`F>kt2!w?_3&a{y9eMHrZY0ShN+ z9j6FW*yZ8}4d3=umBV=HLX5!d2S5U|7gvM$F(2fE)fDAosWGU;j{2nmsW(`l$uiF2 z`r@csWc)frVw@q~OAUkqG?^p0!UQx~4~YY%CLj3){0TNL1 z1#AdVa}8j%C#ZN}?5PmWN^oBvv@IOohdW?AC(5DUn6*Z_1R>XaX#HI6*}3zMPKl(>^kvo7Q1)|yuSu(v=Wz9@GXwYxgouN8`KCj&J6QSRfm zv#qkxrMOL41PenvIgsowPtu!i2DM+V5WrKvc9?clQce9&~d+XrDSUrWvI)sO$%?&Qk=x> zM{Rb|f`){`ghz~^dq7{_xiW2MgG!?$I=aaQrd6Jor<+m{1O(7K$Bg8~XqSIDzPYS* z9~5GU4@UpC)9oGj39o<<;|p-m<5imgLYLYYhnE)$Wo8T+_0di zVFTC;NP`u$yzYXR42iyHX5~{XNcg1R6cgnGPkJ`a8oWZUOCPJT&>EZkX=B{au%qk| zUBISQK%c~hr6SY;&$%qY7(3($CRTa!voF>Aww=vORE0Kbcc%{u*g#uA1i>(m6$ z+)^yFxyI3E`2JvSgb|xKJo;78N90S9#VrXr+N3Mx+)tiA-s?cxgC-bF(3dNw6m>-` zbq$M-yEfjEvhtDKaJ5x6M0_FrKtGCJF|NV*K%1sfH7diL*5yLs283a2(Kbs+^kgvu zu^P7)mqsLWZXai^V87*(p&(k^Cj%;R51x?sg{$>GH=!~m#t;~hu(LpD>~50e>U6N5 zHCV3U zb`c>|u15;}_2svl*yUy2nYyL)ix12C^xuDHJbPJiIVN-FB=8- zR7-5Y>9|a<_*4L-JT82|H>pvvut}^>r((i>#K|5lt{B1%lmYbwp6&(#^zND;tYAdPzub&4$IOOw0&V%uz6dQ&;op;N&z(3O~TcUVGhTmG&VR z%j`7PL8xs(NGvMF_FD`gLp%imz}hp+Ndw={#Tl-ugUE@Y&q(DWmVnLc&xvy&g)CgO z?f~v0$OVM01(Et2B08=J(Q%;WR$AECn^=evaCnRONqCM$?wwof6C5$j+-w^r)PiP5 zsRhZtB=M05L&pk^UwhAL;4EyG8%zvs`wtF%asW>`As<`#!awyl74=h_XM61#zpZoG z-am@n)xf~%FBOVVbfn|eK9zDDPyK+_eV`?o)u5W2^{N@FsYlNJV1P`MOeIB_p`Qy^ zss;q_mTe;^gl@;6);3`B$uBVfXyKRpBJVPs-qR5NME+{bK2Fjf3(`7O>?@m9sG9pL zhXc4}UT?~IP3u(it+3>2jvUI$fcz(P2~mr&Bp(D*TxrKwByy3z%@E8UPfndjc=^mH zFAWKwI@SmTSI3Oi5Te=xd<@ygG(DR+jG%IFtt2`mbJX_JW#gn%>A;(XX6A9ptDKcDyxm=Tup`1X-)2@6 z`Olh*G^~zC6Pq#@3K-G6Ng-H6gnqDZohBRTfryl#_32j1a+uxB1y0ADvYX6@2c|g0 z0&*_IH*Tl~SfS`xxfBGQ(UC6QNl8g4b5fh>F0R|TF1`kgWWyg|+s9rRNrpPTO@e{k zVf2C<-GsQR2jBMP2|9J}vBKN?KX@Q48bUNMLRF4&J)Z^0%g}|mhTNg{Akp3?if?qI z?)yhOoG-VxwKEEA*+s9rC~+)&TX-73Q=6o75)55C9IE-eG{`e?Xo zN#p|~Ke0_P+Nnc5EyD>rXl3c1y_ZCOs8J(?u&-*$giqXwODrEVdfQFwd2sm$E>MB@`?*s`FZNtifasG3DF2MYF3A?Efwd9%O9ahrI0b(+C zzOjxAd>$f&LqHYF8lSzer?IkFYGJ8`tbwedXWrF(+P5(%JEkh!@sqOY+M?$TSxQOM zNy8QT=S?+@+!HhG-&}VUI+ikt+dY9e`CHZ<_}!ONiE4n79VDNJ&%JFIwvp zOis{c@H;K^T}HToa3IXEfEpPZqn;N@~0!llWR|k~u;utXx)vySM9H_}!*(7PR@Hv0weENkPuMl6h1A>^jSO zu`;B1?aa9^w&Zgw1R*OnsWcWEnbT*)@>@*ZC+1Q=YK=}XnGH`lStIRayPHWP(Se+d zz@t(No}yrY2EfU=OxYvmBTv@vB+%e0lk;G4oeV$}JH^&~`S>JcH_NRR<4#5>5JAyn zg|$Dt_=ztDj^sFQ|K+TGg3jp#2T+7|@PKSY)IScA)TR6J>O7}Y{W5C0s;N`|GHPdL z#(lTG*eAbgN+f?`)*)(Z#@KA)hM{Da^Pv5PVRf5R!#N;<;V_ce>oYW=W2zkPpSVLM zYwFaYl(0#RMloL6?lNjg-Dyg>EfI<{dI25On4r=!$3eX|oJ+nch+FX~ov;@#l_>Nrlzr zLP=)PScyong~J;* z7|!(!k|GSs$p}@)GDCmJ9aKQs>WXWk5>K`g*;p!zUilz!8*ls5xnAHEJ~U9k^c?=% z)Ik05d1JJ~XH1^uoZJd1rbvEOYh zeA2uCs!1LRJeAd;@H-Js@Yet_s+gy>xhAv#=$%FX6@*eH6JMlqsUf9w5)@$^v>GI| zSXh+WBbH0pg(=V^tbs7N+++9j^SXRm~P6{@_R)6GC5Ax`O*>a>8w{1HlxGE%gMjS@gHU z58-B%sPWmUTv3d=mrEh*@5uNiUfB0eGgVIIiGgZ}pn)~-IP32z-Ty6!P{l>spU4k) z9>t+U7(jZSrhnyw2}U|lYV9B4F+{-}!`w|puo8oCDA!&tPu$r8M&mh-Ho=rHea%9s zOh#d6!D*MX68kwrEl(0u&!qFf-8kjsnfB6BXr4 zfuIVZ1e4-5EdBOidtz>nzG*MIT1kd(dPIvjw#CKtolp8iB zyGRCwjDaG!45L8~(+5F+a33o%OWJ8Oau+fOd-+!SvheC+(4>B^2NJWvyN`-=VOd$8 zUYG5_r1M7J)L$@o2sL(kRh-68E8rQ*wk-m5tmS+|he{tPYFRDr#`KL} z&W}WhNr|okM|dgWtWyM$ZkGX9Z&K+*y={1-DnJ!rdkQLkbGGDtypi-kpLC-XSa`&t z*2$9C3TkN{v#>I8 zL+QDFI&+ZR#ApI5C;}Ns5nj*8b-VN)N4*o;3VROx%|pmkEo+V);aeb}j&qFyt5OCv z&Rmay9T345of4x@YG=_HKuPMhQQ(eN;c9Itk_bV);ccTO7RBFV3dXGw=YRC;Sm=G3 zyW~!85eMWBofAr#3<$Dfuh5S6#utO>=Nh-qviK<+w>0xJ_HcVlK(=`SP6%ys^tw_Z zf+nvet%mOho77+=4QbtnSBJTcAxj$)89Sn;Jy^L4_uwxJ{`3-u@s3-dR6ug4KIeL7 z#^rzvDDM3!M$F}HE7K+e=a+>rYEjQ&j8h&LkmEN*Ab$W*ifl@!AHH8*5vTz14# zSc9x2rWnXou}Hc>fK2`%dOuzl^vI|EE%!!3KkG}m)>OpXitBjPcT3%*IqOm4+W*LN z-I-b#n)X;MWW5C``}Zycus^7Nhw0E?n0~*C?Rfk$6wlaO^>#=#us3X{qkF?K#%(Ev zqqy;+*d1>Oo4NNKG2raDR1e&MjH-))BcgfME!Zr#eLn3H8rn8PKxxuu^zJ@Ty!ieo zXiwkJH+}by3{VzG;Rf_tMEwWGJyBmVC|#4NU!dD+#xUDXU9H0|k&$z^ioku#3ZLu4 zSU(97a|G_yT>r63A8}qJBlY3tGu8p&W$|cWqfMJMOZ$=3sfAD8+8{jXtZ1Io}CScVm;C<@Dsgef*WRO@INN8ygm*{rKsmATF=WPO7 zaf7>!B`e+(V}IFpl*nbxlw2LmmmxQZ12`DYr|6_M@__s%s#?haWF0L>)Y)IUi3w>Z zhEnInD|@R9rgkY0nn$QR_EA4SN_Vy!LcUQC;|?|95S7!>{()42yL_j4X|=O##tkVgVYr=kqK{coKX_P zb?9Kj(LxyclsOA>efN?>fsJB70NIv&#r;?Tdr?fM;QZq6;2SPU`p)-8C^L)PPfLSw zke$#JNJfqr5XV_3O%8jWovUYl{%wrAAPgiyWhP!_rW0zX?l#nMR_yuGe8@BnH=5OW zln};h`uOMDuGrPbFvxh2)9aLfWmrrg!z$nD4+>2h1-h`eNdzqJSNK#!a3ArThR^Zgi`rgJ`ri zlZ{HCns_5n9R;=CT`J>mNXb&tZPjE*r7d#|sIX$Ev{_)_;uj&yvAFx%n0Nf>mYNRW z&>L`Hlld_tOgcb%sqZ zoB?!?m<@!!T_$&Eo`_;A;*fLA16$fd9eML#%)S$jzXbM%S~)U&555EY8=EJ< zvN*2D{uPWA84@VTOf#ych@N-+GZ94GN%g#Xp_4H#7*3=nN}zh~wmG`aEJ+Aqh_?pu z$ORQJE*8cPpbY8&^fPoIb1~6a{b9M^@;VZ&k_VeP9zj!{XeA!m1sWs-Y1slQtQ^j6 z!e@k^VZ`uYpkNWd(ZyO$;r=f-e=+^KtyuA`?JcqE%JbTFW1>2Se zaLxocCeUF1gS4SdRWu+41(5)b-5nTfEIz#N=0QJo*!~t^)VP}PVmKqPlZlFiM&pW~ zegJGs45$P`pfYqr$SX0(n(`1;IK;;cWIdVFw^<-2EYHQ$jbaxv!0quJ3m7p5qy;(A z1f;+Phop!Ba@8BCI*|TZ<<*TMvxQUhEB{v>S|)vx{g@tUs^#^LB#XyvGYs2|3 zi~S;o3>^{ZugU+e-Ia-ex=EP^SkWf}CVVIt1XKgSFaUiD0Lt*F)o_69PYJa>8A78~ zD353OC~+ATFIb$d<<|klUz!S&gdrXS{-1VC36<$60N^sm10z5ckPH1Y9ot+Drn)%qt4?wRE;WBQ+APm@QPCUaJ{{RN? zRDmoVy*trpea(!#eSfocALKjke+7|?du~P_K{P?ZhXyyzC!*ZSPOF7x(Id4c|50`M ziTT@^mNwweq0rCKk5>sh^RE6fH*h}8EAF3>%xeSdWx28H$cbs_rSdNez` z8K+XTLu6%A#qby%%Qu=Okdqzl6X<`>gf+m7nI+q@-RJlshh>lO#ZiVC>US(1t1RM zS=@tgDLZ!tC_j3~97I9J!y71M1fYP1sPfQg?b(It6Z98sJ;B=dCEcF4#$ri^MYqJ> zmkvNXs@b?Z=u=(gE-QNWb|oHVdp+2uptJ_1E{}MBK0gvgFUX_O8Rjtp`+%cqpV4Vab1Zy-&0i9!?{T1lDuqk)Tnzor-ZhfAx4ta;Kd*DuSZbms8e6go5ZqLFEI#@`qydk8;5u$+&I7CLJhmr9(@R z6jRW|l0n}qiHV|(WV_Jr#s};!Z`su~O;!|Yawq2gD|{&5hD%~feSwK31)E&XirMsM zeSBDIOfr$@>{y+5(Tm?|_3BBJicUUtwm2W=#IKN9OH`KCUTgOsmdsP)>UrDSRKR+q z!cs^-1&cwlPFz>-u0~j~i>6S3+w+o@;(g_^Z4Um34kLk*U_G{HbS1_=L_l<%M|U?P z@S8sV8*8;3Y5WzJg>D;b>I#Ja;anLy6#9wMSp_M&pJm@?9u)l?W)sX&RWG3k`K=vh z2;kj5e|gp{4uJ@J5KmKe?TzX~>BKflv;zjs)D%6$?soF-qXUe}0fT07;c)9tp zqAvbbAM*!EQk{TT8n%UnwDZxznhn@(Oe4F!kbgNjR{w7&Yf@Q6BLfj1`NdJ&E24*> zi>{Z;DG!ho2sD|uwJJuibUxmE-GW(|DsK;>oZPEl!`lhf#?_`Y9c9seD9MM{zaZJo zh|*8M3zPSH^*0osjD5|C1I9aled-ng(fbdoGQ56}{_B>WRix?}Z4O^(an|Y_ zDzVKTnaRVP*b0n9^l{*v^7hB3o%E@3Ua6_LrGEU}=85QI5lAB>Qf^jH?n{!Wh9P82 zBc+64zm<-t#x4KXpp%U^njRm3Gjh@XWVXMd*%0sfU7eGjR}9LUJ>p~h2e;(I|5k9q;(C4{#s|_YG^&e(UgU% zcj|W%bi2P$MIWRe%w6v*)ZD@iY)jgZi?gNg?pZW@V$*yQX_CdQnw8rn^C7WdWnGuf zHM$!KEv19FzvC$ohRi(M!hH%iO;=S5J)JH$y|4CbWfF`2RSd4v5_g(@Ey|X*?-jxO zCl(c`k+}W%@$qZRM+x@R7qv7kf~dnk);ChIwHne3IOw}+?%iNRHc`JK=jbF*B;-A; zfZZue^P-j%0fVSFPv3FbYk{w@erT0XRHo9hsAdErh zacKj?xFs=Md0>8aqc*VI!Qpm+UA=Ykvve{vk?>ao4bLm5QK0nSy*c*{y{ zXsXSi8+VLiHWvCOqHVY%=LDxYmU<(5K62B|-B@t+IxgZ#dc}DfD0!2w=%(R7{x|I+ zCe+@k8l(d_8RWlsMotU-6^$RSHJc_CplQnF1A%=Hm9|&-i9~n1I=R@cs$863%nMSz zH@w_z6pkx93R0Z7Q}Vx>slr>`L%AdfF3%dp75Eg~lqzC8RT6QDOu>(uMXTf1T}Cpn z9mt&=+zcgmYO#Di9*~VrG!&HP{6G7WKOR5V_KjmhHSQ4m$cp`c*!t?Qsc!&-SV@Y}lN!)sgS!6m5!Y(lCXIyqdbU@S;aLT}u9~WV}{KJa2)| zPGT-cC4)Dp%yN{iz`zOJ-`D%<06??F60%WX4{5rJ5$+mcm#gds94E)NA0telfQa|N zJSkDfQy0}XR}WLKQlCJeKoVdy2tw(~SRv@75Oi85blF=3UL#D!ReU<><><3fL%tW2 zP*wzgT+{bPwm7*|le+rsFptxMJdKSWi}RBaALLr)DA9hyhYXKe{Ma-#YrPoA6E+mIAd{UJ-?VXpIGk8Q_#wW%AeQ$v!x z5sBN21ZerNw?G^MNI)9T^Y$L$90zYiqW{!u< zuE7u}?y1osdOX@u4=^$zVH$$YGg9>Mx6G2NidI+E8gOXo89VFw6gQ2~N1b74dS))u z-7>tQbXUj;KvC9LY!p*fg1Pdw{_CpW;7~?;x}#+}B37j`J9374v11-5?x^~V>m)nv z!4U0{K&2*Csh#N22qEI1j{_9cYD+tYbTMtW1XbIaB>!ZS*X8T9w~Q)CnD%yd%mKTf zu-J_b$|R_7pHW5^f0-u1u`(D6M`$rjX^$r%;qx)Th z!RoJ#Snbk6;7>X<9PK;TO)7GD}zO&?APXSK$QEn(jp$HT;P|x5_P7phTdJ(m_>B_ zBA{_6C_j%%cymdD=s->OKoI+u+FIFA%3>z^b|C}O|DH77b-K8WX(a}QrxvYO(YByM z{l&mL6-hR|rH5f;7G{QMYIwJ+FRlsk(Kc)tUprBE%nf~uhuoPRGv)GRNrDG!e&3VqryOV_UyU|331-p;h(GDx~FL4iCI z7^^`{(x{_vMD);@jbps0ah(|8=A%0r&aP<;i6XdWEGk}_4|IGze6BwaRM$%|_z$+l!QZ0#ds$78+R@N9SN(*}k51`+bRW8m| zjR({Ak&F+a1;rIYF21GlavNtBKJ_nZ=q(Lk4( zqbaT`k#1hMuvJvGG03Mxamt-1)W9QWTb&_%Qc?&(`8PT^1q*k)`|~^B0PSI%!v-)C zpbrm$P}CO?Qe&$AH5lUp8$=t=$I&xgIpz_;?Y`U6Fzjf&7^CHYS7~DicDncaPQOPY zf=*(Bi!??V?o&!fK-tA`JdoBvy6vsKla&{LB4_TREU0+BC*^q>oq1#APA+*P}H*X zX7_{N0qgaoh$^Uo{>o(a#6W@PoYV37%Y&L7V&N_2Vp>u=EKBA8{m~R~RSxLR8r1#P zQ0j~vIwQA?TpEYuNWFIRHw#v#FCT5kA+CDL#jR79JhkqM8I(4E?(Q)#3PH?4dlr=$ zsa@3tQ3#R@b9j(>?J#|dyMK~8?UDgvQTKW*;$mc~#^7+A#2UU|rh6;uW8L3GLcTfE z)HLnB>euN2mU<&bpknIpb9f0GDll(4hD6=F#JaXuM z6rZa75|6ZZSC}5#5S8%_?N17dMI58eBgIwnb@*QxJQN6+5!X;CqRcbR!PmLmyXgRJ z6R`ynvPj#9u^04TS3I8Q%IFn4!P50s7)pC%i+hV+qA%%GW z6Y@$7=<*j34hc9B>vxen5d6GJzP;P|Cz5fJ>u;`;fqyUF_N_qPOWzhAQ#cg|1ZT-l zs8K}@X+@IwPy$K>QbGrsw*2sAML=`ZM{;8ueI{A;fOSUBMjpgCt3AN)8#iP5I7K3| z!Xx`uwpcd((UbBwxaJlRN~A%WR?=J$P){%+lz~T}5YKeC1#r$~Z-4M4?qIV}9`fIB z*c-PT$%=i(B|8%w_z+L8e>dT=Fr_LlxMw*huFv=-==zaPQA~1()~U$Dp$yFAW?R&x z#W8^&ZKTV`4CJfW^tT%>ehk@f;}ktTWH1Y@3Dkhf{mI@XKW>YXG+@#_qXB*0QCo7V zT%Z_322$SJ@}G06RWW2zT4$ zCC?@=P-HEq3!#l>uYKaPY0Qlnyx*Y>w;{`>U&r28#0&I7SNi}4ELU}ofOaWuE>il` zVj%u0epIrdRw}0E;S|cuti&)2(NI^}D&b+a-zR2B7Cg;ktS}^*g5=5Z`VlyHzb?xKtTAn~KF#csD<1d)decBY1fuAfP(jf9C))`%rE%cb+Tm69( zgOsx@jD2WsQvogD-|fl?B}KK_XMPhGV0B{)aunx#k>vHjL(CXQ=g}N++MZSsD!>4XR{%N_Got2p3Ys6+&Gf8eEHIxd3)IolgE=ESrbzO_XHJ?* zxLR5*&W8%a{l_;9QR!v!cajUyeE{o&bmE_bwa{f(JNF+UTal$F1>xcwmD7Br z)MK^AdK%?EzzuQ;r|g--$>nLJthlfdRz!>+ZU|{eOb98)aHxj01tcNUgGm+CT#!uT zeGs?7I-SpgxkGT&98_q1S%w_(=|LlH#Mhdo@lgnU$aOGy0SAM~M_Lc&%+}vapMlaAzMp}N(bSEW^10xS#|3x1B()T^M-(h@2Lt(yK>&U^ ztox>U)Rr4{3PlDMSXhKS zx^WXI`1_p~N^hkH$-a=_?@Fr?%WjMPdPL^$iP=xD)i=LrLB~XY4B0F&P z){7hCUEvdhT;X392G7r$oV?@8$Jr7+eISl<&%8$5N0CF+lS7;HsB78Mm-34XXrX{SFhR^%IF}(*Gnr3jr(5SA#h^m z!4Zh_KOd4RhUAAf@!s_=JiqbOLE*5>c6a`V+oikEeP#B0YC(t-8a*?4^PG+x zebQljR%~4~tHS|#UmmWqYEs_$gSoG9y@26SmH8-RC2$okiCQYur4(Gl{iQPXucC+W ztuSqL!yI~=r}d{288SxMh#1kJ6Os=1k^4 z+_07o{VdQAPc`uHu~Q@sS;g)6B*OR?e$n=vZF$*ZTjgn0T^vaOJbe2a`V!u|IMr+o zOi<0*kH3xdmtecsnL!}0jilg<33*sm@;Ngr0X-3Y*OTIJ6)~ms72^h|__=6-y|Z}; z|2`@KFtdyrDg!>BsK&A*!v zl@-=n$T-ySQla&NrFYr9>FEcxtq9|zRG+3&S9g#IIL7AWv4K~M!AUgNj^nT7fs!3A zsq7=U%LXs;^j}FX`2=DSF=mF3sfmF!00DpOH!K7XpwH5aY{f|LN^?r9;RpE}ZA=Fr zr5>9LL*6Y!FXt~rn?||l5I9p7ODFvPbQAhnDqIJsCldh=K?Qm7PPzn=E&93%@CN@a zZ1BCDHnByqzZa*ly>dgi$Ydpse%SJeNy`v-D9%)bTK5N^c~EIpMS_Vf8u zCf)^C2&N=;w`Bw)%wYo`VdEjH-3wh*<*+WSh)iJ7VAL|wS)`Y-<*3i@sPE^7XFO@E z?@%Nefj4%0+U|X4)db#cQSJmDM9zMXqS)jIP-V~f&DsIbnHrKKU9pFMuw@K4!5TS* z9WWvPmZ~&IrBVxYOf+)m-JixBba4TCZsIyhy+hEsId$+&3&RyFAJ(Ky%#ap05-TQj zBY5HDwkD3#8`{48@vVsEy5${{RN{;siGY-LJH)V6jDEkjyav zF@+Dshf?B0gNs5_<9WV)t&H#iO=~=_D#1!KUteiypeJ*{0}Fd??LC+M!(aW+WH*iH ziD?Z{30#}{%}YW)^PP2lr30AJxTG}}E-Naod#Y|2{Z%Kx|18856Oxm`${Hx<+l#Qj zPgkimE0iWfB};*5Myc`+o*dc|g&tDuR4O_3GP}`L-+|)~Il2{EwYGj-6A2+Il*gD_ zNHFavr6&@v1(END)S=zQXvWQuo!=+`;L&sJ-Dd1sssvKeD;*WOG!cccHUYGtk5qv} z;J*Bm{yL>TzwsHb%2ogJxI&It&iA^S(F=q&)Eka32{11zoR$qvDv+7K-TNY(>HfkZ z_o>9N_0M5;^)hju>h=qVIoEU_;h3EIiR!h=`KPN>M=UH6=pc@aDeL@!8Oiy{Ve~30 z@*j;r0S=U9s5cHPszI41jAX=iWsqF& z7xC28; zOYBC|q`~l`XoTBF;NPBr@}F;)r0%C|Kr)}Mw*dQ(g$eok#&rXqV^go)GQwqvIgbvZ z(SOr_bbk30-4W4L;p<<)qx;HVn!8Kp#Lc-IA{`<_XdQID&1tgh;^zVtP;Hs?FlGz( zdiG={?MIY1Kt5rNHj8r6zvUG7!n&O$=jiG_-uV$N?Zz%;5!Uvt2Gr)I#CcO9DBx~@ zPf&o@f;Hcgg-1ddo^0rTNVeFR%Kt|H@H$@ly(nFfG=8tlgR1e_;U~iTGh35sf~xrD zMIxeF3JAP8d4w9yFM(xzxJ#XWuVb|z+;cOL}W-cZGnH360sI6!ANuX zwnZY`3g+S%zNy(RAD$VWV>`LmCtjO_M8r}@|QG)Zv&PmKKMe3%xA z-S%+W3h>Ata<|eSK-rCut8lu_Qj@P8681CyY12pcFw}v;eJQlR%v@yb*?zP}X}So4 zl295J{mcJ7$nmn`Euy`+vMx8GI#s=HtC0B^syDP)FyfZGx^uL%1N!gTdtO-`)~kH) zZS}njHSz0xlh5S*wqjbAjO#binGk?OMihl0#d9AMB65x%rzDC5vX)%<&L+77%~nRl zk({b~@gpsn{65P5itR2{hf%Irp&5j==_2!7pmCbM~t3Z>g=O$S8Zz=Tde zjVxUnuKw20!yuIXR@jLi4-x|>@0$$iFkeEwl+`qTR&txeCvYAg&hD;unuwfsc~YpcR?~G}ha;#b_mAOvxxEL2fu55db^jR0u1~8oq*z z>#krh%|06LPcV&Rh-b~80*M9{5Nr@R>XmUi5ri)&b_UCcP(vSoUd&?QbTNU^?(JPV z{a0<@B3LONIkr_5&PzmO0|-7qFXO$bsHEcfRN zP04^~eyI2o_wW*TCCWo)zKh5bGwhTxI7DuXGwQ?I(0JhMRlHYs3uBhuJym)j3pxaK z59cn3)E-t|nuV<$)R2CCp5l?Mw5Y6Eq?fDY!l2zb-Vg^aDpe7n97*pc@1)s0Rt&E& z4PkpLsc_gAK;H$L6fzN=GXcHkfwpBB$hZG=a!z7MJoH)@U}BI&&0@nl!m-o0hfqN(a7f z*$RoXk|GB~YIB*JQ+0grXT2_tKZwjFjp67SUunN#5J=TbxQ5Meu1TTp2Q2!?Jum{M z+W-oe)qn? ze)kJ;#ryiU4p5G$p!4Zigtk;__q{Kne)5{WApQ|RbnLG_vBd-Y3a|Y98k|4QXF)%j zIY1Fof>5AzD+ZeNxGRmZp!eXf4}q5Ed((`k8&=bd43#zDH`!t(uai4bI*4IKl`VSS zzuVl>|EvQRG?a6u@?QA@xRU1*hweTX!LFOGYi(m!A)$=3e6i&qnp|?XaHygF*)HZE zXxFyM;E4XWNO=s*ik*@^LyMKoTTvP4rZ?bTv065Q7z)7xUhD0M?BR@{pRP~z=Ku3s z?xTXy8Ag9VHD|QH_*Y`sWtm)%((RxXsb2Kn<~H`*6+>nA8!yP&m*77Hm-J{NB-RtN z?nvhQ<7nKb>IPDzg&bm+?xUB9t1pX4n=$E{{{`4dzJCF>CIHw#0Xe$RxCM1P!MDYN zOxI(^@f9Pv>@j=y3L}{*r>ZWiQ)|J&_P(2j_jDu|g99Pc30d{~QLr-u~fx7)*UyKA`onckH=1Bz0K=z6&3q&1vC-7(N~6J!y&#HjG8IuJjf4Qni&$u*hb zE%>**E~(}tdnb{N_f=7zv!X+U-tw;y4;7iX@+Bnq`m(J@nLlBjlcM*5MalJXt9A)Em`Ufs^UZR%$h5Q+uTK`Kp8>!+8gpN3A8a7tTy zgtIJK&3K-xWmGLKsLzy%Jm0D$80i7syADQ_kcsio>NY?-SCctBjN&G6CZmYrj+*Wf z;NSmDU4W8lpt! zmNEqZb0`4ZF0kF7uO)?%??9<7aUY{`Rn^U7k>j*65qpgtzIlG)=s`NN{icSqs??R{^lOY1>4i$>$T#{| zF+wgM8s7xQ4uLdj`*3-jZn{R!rW+BYNO*mUvgpe8VBi2$rXBlzCw)Ys{1pD!&Wifm z7c4P_3d4m5{XVX+-I3egZ=+1h+UIR9^Ym(3obx}*&c6UCds22x_fJ4=6l}Zhggw;8 zn1#7W6uYvsh#i&MR27`5iBZ!uNt*qba2bP&Vy`$;Yr5G*EKkQYI<1tYW*F?>J8 z%x+_xRM3-@-V<+fh(E-#YDGe6=8SS|Mf$-nhS*2)HSQFaCI6|f`7g%&o1#Tp4VRiv zy&Lj66*aJfB7%3uAitAE+8LOYW@|xZ*GXfWK=rZ>-}Wm|UAAg5Z0A49eqFu&n=eD* zEab@Q&rC%b@Wf_!-?PB5w2KV&WL341a5^xj?`3oCR0QDFK(+NM6t||^qM^%QlR7Lv*id{Qy=m11rQjmv+pbhcf(*1(lKl>bDh9SbZ& zQRMjjc*Txb^L>i@Py9uAQDci6PcVOFdY+$@$g}EJ3N5|2uY56;Cz?&zn_^1SPQxY3 znCTu85MpR*p!U3>s3-12c;M4%<>$@Y-K%W8c=xOKklD#!{#>|C+|o6O_W(JNO2kPy zHdK_qs)MYSn1Jdb>aMM$7nLJw$zzRk<%;IHyj64FM6%zYO5zwyo17gI0Ye$*xNWBE z9{}t9Xwk5OH{k~b)e+YgARm}Y1LY5MF-$TK9l}x6Mzj?x)ZM5z0@>d;X~BT>ZG1ET zVN*@64(oyei}ABPqE1Ug7YonCk!|xPq0Q=0gM{}*NGs+i>3)AeV{K=|`ixDI<2w-q z4ulMXrvK!>8lax&1Du1&WcXyK+R$OXK7h#KrF4dxXrUKv*O^9ACC6FQZQ+ip+Ovkw zAJz<@lj^kxTTdho$65=-)1!*2N`7Jfy^?BMhVW&>#n?irVJ9mx^>v(eCynU`zs4gr ze16UPxi5<^*4ZyFYBam=dAr$?jqIT4lI$9uaVlJ=$5ZY64e z^LaMHnVD5FMx21yEQO#dxBG?gc6XqC#_?C11BJqBGI(Kp6*K!znr}^y>T|k}&ORI( zL+c}n+Q{h1ZA^I#zpf6|*!)q@BbC0FwKtvxPb~&f4g?T5Uz4NXz5!j=wXpcM_J^xG zT0{3MhN27Jx3=}RGCiQ;Wv)XCT8q{9kX;GkW+J6L3{@0D!ccp7E26=UtuBDa8R-s? z3)Mllp(PMr_&`Stc*`Lkml}3-0<1_xX?)8@Yo<-;-1lH(H#G6|*^qtO(2n~8uCQL) zw-?KbE*tpXl{cw~+h$su4}T)KDByu})&G)rzlz+F%#|*IQkE`{I&My71Sz$Ur#CZ+ zC&*Ya;5c4;-op6Y@$h_nee0>lp-o%traz$A-oev5IRQ@`Kzj7?K=_Oqpu5Hi$pKCX9vAcJ0cBnrB_VFX zG4>_Jgz>{tt226bw{Q)$-M$)VyuB;cdb7zTC*z%g(cywijcnyO!kX}sFP{qaY4T2& zR>cI8*Sn(HEK^kS&G9|`SaRu~!HuEeP42kGu$;FVy|Jo4w2e{zB_vk{{y}(TpmWWa z2+GP;i_?~*jIPU6pp0{<=(xCe734$I~pp|!C@JY>ZZ z;tj?WAl%(fl-eHkkM|K1-}LVNBZJ}T;xYvO&-^8l!%z48 zX@1(iwz{=drM*Q{j{KJ%~zKXD~DwaZ+`crZN~y;&Qi#Y!zFmJ-9*Y zbrhPLjWMg|(u=sI0<0NctOiq<*e{&xzx0cZkKXz$5%lx}`o=p9R067AFlt&N2KyE_R%bDcI~eJD{XnNBJ0iu6d| zghRsH^HQ%b4C_r;qXw29yCEXxNq=!pQ@LZl243S%57jalha5lv_f1|+K?Qa7YSv4W zd^sWyqy@}>xcJUTPizxvYl3Poo;_{K+m{~33arb~{Vrr2cN9?laVT`~brQ~5tcIJ8 z(;ko1Dw2J91gejF=}}fQPuAx$DLs;tSm$u{l=s;ND|vTY-DEyC**`4I5Vdl_l%u|> zPMvtD%bRr^(EL>nXEZkVz7z%W`^*oL{u?2V(FnXDb*MkSmo^%8FvH%GI|Gw`d`7ZRG?}v5!x3gU9!%ndr`OdGxXJ5 zfQ+h4bNxc_D0cs0CrJx-Z+SKWv9?;egng6-uGgz0VVlX2QHGrah&NoW)PMbvCyFuz z1y`94@;Vj^^WHUCz+r{ z9L_`ecU2nZnW{C^g3*|@%Ajo=-)97^>AVK@k6d#{9%~pc{3W5IFw0Wh$dU}3jdA;B z_j~2Crb)Dv<@bm-jWfF+Us4qHO@+&9`pIZfaIP|tCy#ALDLl=$Vm3KssC>ta*6O8R zAZ1S*G}E+yFtUW0pT|3@0R%X388G>*z{X@%zu>J%T$eh>;%9L16YzFcu8XF*U8uErKY$ zAwHSEk2wjY8zPf|`)^cPEIg2u?}Fc3CbBuS(wnDo$*SeF(_e@?Wr0No#C5v5h2;b3 z{no}2?F9i#hg-IkWnVp{LYw2g9cB)hU6`iFF?HLpl3ix*2|&zE!z*x{CZ2tG$<8v} z^BPCcz<Mgj|>Q=%UzR-v3~pkM(=FALDonAM2d{TKUv<-GSi-92lH8*LN1e7SJ=p2EQ0p zmAHkdQAadBf7l`TEFgxxlw^chpZa;eNs78w=_lyFB)0>Yn-Xd2(+1Bo=8axNsJl6R zWDd&IJ1<50Xw>Q4_m}~p`UvM-nwHzaVUKxsvL4e^_f>?!(LqKPj=#-<-{G{|=Xqzi zX`+8wY-2lHZC5%w6uF?o`{78=@~joY@d8)zzU#%$eA|i=&#{{pkm>sqKRUE#);z`| z3KQO!t|w)`YHHQ`q*=*(EQB4>D=`nAN+4zt<12fT6lXKoLZ-8G!^n+*VC^<@O>&qG z=NKb$xroT~aN*&P zB6!Zf?%Y2bN7FXeJhCxzwg9EfVi0V{?rn3Ix%} z-#Drtww6yxS@gnZr*62LV^X5QJDN?kmrX;#XCrU_t_DU>gnG*C5Ijm8k7$(KF$T?SMYq2_VOoVb;t>s%1pa&kn1lLrNCiMDOT#9@u1p z*2k~*D>e4{)Im;ns9ypKmvz1XwPzPe={L?#qy!YJlQ5<9U?BVssXIVtcZq(8)PCIS z1?k`Bc!>8^lf^SuEt08Kmu)Mtr0Z{7XN-YW*{8o4eI{$&=4A}y-VBFI&D=dv_ zTg)f(uy~$DTg6U{x>TV##S4W(oQKoKp#4;p*$pYQ=X5EOL77-l%dnhC z#-dqRt0=jM#aZ`06w;`+G__Z^$*hCKY^EE}`N3n`;79->$0>{*Qne*6JR4y=F9r2} zVJdZ=O{TNrSfF6#9t{h8+4jZwk3Y`OIqJBW?;n3yRQZb}jrwX2&7r)f8`FhYTs;4i z6`~kn#M4~uBJGp!_nH%}D$O_!u~Zh1t%p0T5IhT2x01_)=52q;pW3bxX@#}UY>ep? zEX>yy+E#xm*WI6|`I+z1vlxWikku1!nF~=O8PVGA6?1cw>i^pXs|1YdU{M1UsL39) zZ1;C8BOQM~*r*yRv`vMMP!(E;@Ga#nphFN&TT#j?E1a6;BQ_ZIF^e;@lf>LIw2a&C znQ}=cEa>CCb-~&rfcuXYmc}iU%EfgE?=D9@y3YGvCHs&J^_1hhUuWyQWaW9*-OOmn z%{5swwys9*@89ly!O2Q?AbOJ0tkAu(rs!dHV_V_J*p3*W4UasUP}uA~SD${QR;%)MRE8DgWY5Uy_PUO1-z-uD`Lz zcMA#n1Fkd6+XP>3cB=e)EPsE#EPkhz{3SYs5c-zf?UK1s`Icb{vNv7Yy}2J=NBeY* z?nEh`4q(;_mX{j7p**r&;ER!#gn-px8{Lhk3ZDeE9&YsQOvl-7ZgRG#Is4v#4jjet zAl$LmU&87}h`Sr&LBS!5KmqI+?L^MVztAdfr}SEZqxnO4^N^kGXq#xrXgO~@P82I7 zh1ABhy@MLjjewbGAOZF4l9 z|J2eG-t-p~z07!0SejJigP6K-lw?)844NhgIzNB7JTv)z7tQ%RAf}_4)l-FE+k@~@ zNpkgfYV7~d9(=jg$;#&A?-ViJ^t#wc>dXDBGNQ%Oauzy<@_Q3R5JE;NlTv2cjW>R? z((F6^y7t=@ITB5Er$t1qKqTGSoN=2VWO>2SfPZdVFih+^T{{4(H0l&cG$c$?A%Hc# zdj3W8#Vl960|kMXCCW@TvVXC}JYn*_fTsHeA(dYn1I>~>uNx8*vXq2Y_@TSrwH5+k_n%Q_!D874%G7%ZfBX7K_^V2aSXB42qayqd z*thr_wH61hp9=|5T+kz*eZYQXpTtA;aYJ0K;Y{^(R=4;Sho1Pz(xRBA<{_DZpU8eidT*^NkFkql%nw=A#FSd>uXw`N4`SK^I?f4v;WFuz5-HhV|KYwr zX!j!b(W5%S@9bk217jcLaK~_`JwuQ}ihEo5mQ(M|O(pg<&V|a3272xwHNNV*fB%Zn zaNl4CUJ>UaPp_}WhWb;t-@GW{A)vtXh+umVMVL;nSi%;D`vs!^&R?UOYH~5c#3D_4 zo}v(-rey<7gkNaIp#zSc&qm6g7A8he+6gzJFrMX8GJXNDXsT0y%Rz#Dx*c7Jm4hAY-wPh@ZU?QnE`fU_SJqjdg^Y;QgO4>Q7Wz@w!x@Vahg3U;y6UuauT+mnRsTPL;*9acwP|J3BR-d_*X(yAH>vN6pXEd{-3 z;G#Md+9s+1LBI8c2mI5SJp>g|xs<$ns1qCm9PcD-Z~dTXU*3^K(aKp%7c28>I+v#e zGaA0>);R$?EOYK*SUu$SD6ALnj7Z?~meUb3ysn$S^0%e+K$S%Q{i5V3cSRPug(nW~yUb$<ivRCWzrUiq3BM1#$9&_Qj9h)EEcPrZv8!-nppXwc$f93e=E`x=@^g;Z#0BLA11gu zjX+A}=7HPz@VVnMj=*-Iee$0Y%)Qv0!SZf{AR7D09BOmR2$WkuS#U2+rgi~3z~8+Z z_^7JZEiJbTa*)-DtR+(3gjaBTBx3YI+MxuV1fY}a*Ja=aopWR=A4%25k<8(j}?WVC|uiZq-GU~b+r>+Za!)}Y?P?^G7@ z3JG}Arqak>9`Wsz3ugVb%Mj+lz5QHsxbVTx+vHCB&S(;RUjfbFB_G@1-sz&Ly;@Ge zVLuu)!-Hjlxezd_P*XZ;!U&5<7PuK$Tx~&~*s(C-_juByheIpP+{5!xk#m1#`cu;P zrLO^W_~D6xsATZYe?L08{@!2wv#pp;!25gvY2s;Oco_o-VlFV-tPOLa9wx@-%z;YK zNEr@XKm&L#vk_wR*6;dAXC1lJsogJ`Ioes_y2uia0N@3to8&~#f(R{(g4)*7tD}K7 zmaiJ2-WcU>iy!5mh{4IN+#^o0~DH1$o z)k&ArBFC;_0Aa4(7l}8s(3QB#pp_vYqV*m?$nMSgR}+j@;p@ShhHsy{cW zu>g<%V6__ZSbbZ(|0O^y+}fqPV_0x*8%IXud(IkW!Y!PLQ~Zr#L670q0uIGL1=tY0 z0Q=j`G>WY#_t-Xc(W&8d`)sfG5cenOy$iSl9tf$<7mw$$ysgPD`qcj|7~%?hiS%GM zWkQ7H)z=Y$r&=kRUW;!P!NlW_g%gC|6v=sijImIPtf#R@kX4;z9{x%KQ-ftKea>bs zFFq*E<`-Fve`I<;WIa(i%;35;4W1`rOFmV`HQq3QH&_ng0f8YFsf(NcU61STaz-r# zIlakO5oF@xR6-B`dGP2l7z*f3i*)Dpl1&LLvYMWQ2A+FmtQ7-`#E#=H^*F6)&&YVi zf^5htUAC$R%^lq8xb~^yZh~~Hpr#);|6KWSho?mSt*$nEliS&(bO+KU5j##)NGqD? zZYZ3Q@yk#=e)i(0i4P8a{-s)h5H8RrrXpU2b+1HpoCntpv3?se{x!>H@4rL#IyMUz=%LssYuD_x@Do%RM{w5FLx`;;3z zWU>8*mUQj%x6S(-KM@`Bxtq7YLeF zWI!_3X_7%}21r;~;E0*Rs-d(fbs(_XFw3v|o_g_~N#ZRlY`OqaS@Ng<-HaJ8L57gB zo(JGg6f4=KlcGvH`aSbCHCQZg{+R5ZDdfeWJURpx=~CYM;8HM)A&m0$Y|>t)@#UOw zUyACXz8e~L%0b@*_plTc{my;V-Gvq^VY_jK=IkZpJ0Fd%v1e$pGkU4xK!!k^DcPn z)7F6zyg?N7$)Lfl;pSKH54?xJDczy@39N)Lu_);q1f46mDkucK9q33a^~6KB$=nqq zPzZ?7XPPkMwhU3X4<7W8Ic#fWxs>8&hW<{}G;m(HemO}0=FJCvHKMv2`uqz}-R+AF z*SYf`tsEW9#^D1zcIOLgoGtf^Vf&d%565$i;v&HdFU#?;_*ZQTz2pNmS`}qPp`V0g zlC>|=@E*InrMBLammvMZCgmH8M4jW3anHb?yIA5=c)XH$l-Rtk=}uS~^=HN}C&B`Y z`3~D|>kcv{h_|5b5x5O<3}s@T;60)f6wkQ;_)I{N$M8prWJTQe!AoJesNN+`>~~4@ zBv#Q5HAm%JvJHe!g>qFSBA$tX0Ue<8@tnv3ycpvSo@xXB7-h@=v9iKhr~9>xxA37f zH{d(y_^rtNY`k~!d{GA!Gv`Zwq{tI;F~?O7I^>&Y3y@_YrkB)poO1$$WSG;;GgSj=<5xNuLr%g9uu4%4YMGl3OpcFJQ@SurJ|-97$%a zf4Dk2#c(-!UiM+)ZJ}zqbL9CHoV^xU?xj`T5;jzJ`?5c0 zPiOKxzVC$U&Z!STotUDEB+|taYz7gx*);d0firB(s~(@&Fbnxf0X+SiG|Hj<`Rj9k zWK2k7Fp*)_k2B5Je_3*slA3wUB_WlO@rqhV^fk5gw(@`>b%Sn5nF?sBy>DA*_{nH~ zsn22eu+xKQ)C?2mUG*yOvbO8i79c7~DbYcD8~4HcLd;^t#n>=`sHEK3;By6(dTS-QO)YZOisrY$+UmXj}!^BN7n_=o$dh@5EOt=HD zCK;QKNcy`B>GRn$l5>>|rCSv$1VgWYR!l_gnXrY@u1V5;$a-?@)Moz$+a8R|G#0XOid^QA2_fKUg^OxEBT?+Yefy4L(p@S^dVAO(7X`bie@9RFAhf|^(%o@S zE$cQD2+_O@y?DJ=+EjF)&V=g(M!J75TTBj&<* z-*L6tQ(fM%aPblFk;oj$VP5I9wT;EzoJ#tkKV)Asdmfuq0%7Bp+C_yO8(wbWn z4hT0N-vaN}xnmQg__r}UP@x95tT!vH=fh{Ml`dd!EwE~fprIi$#9-g)zhmc zq6!I5kMpSRMz?KsM?-N@!PLz$1J38Vxt#fyBSCY79qw{SuIH)!&iW7B*B^{FYuWD~ zkG9%2=_YHkyJz*(%Ec60r97sW&-c^Kr|T&RBBRL1eP9q%_ymubB{y6|2FG2u;iJ+a z?|kbmxCWpZ{X?)j*Y4L{lFkP5j+lfgigI!cp3YG1eMYNGlGNPVOlh4Q|s+O@QN&(rQodaN4iX`x+bBt7rJD)9n`X z7YdqBKY!97qH+`Xpx^O?qa$3=>^V8Kv7h%RDMIUC5F-%E$mw8Cxy-J~n@g7KTs8EejV?uOvtS~5?&fu`#x z@vXeL4|ftRp1QP{2;jQg156xMrD^tW84?>2F#NFQFJ)fPXljj1?i5@srj6I0%(H3r z-YopyA2kRl9_Bo{NXD9KoOvn;Pkno-0)=iIU~KOn3%E_P`rSw4{vG_4DXMJC7}Juf1f1?)zh z^oZPg#0a%j*+eHNDiq>P6#tA%7)!(haz-RE>=%~0-9^vHe%?V}GFnOmGLMcoS*m={ z>!ylF^Yb6rYu&Cb&~K*D^?0qH&6s?`#_I@`k8SJv^ioOry`(B3ZlC(scZ_LV1@=C0 zf)eG;fblMQ)9Z?gfkv9>TXo}d#3bLmlI>~=!(A1b(@IVc=lWGY)Zd!0W6Gh0s!6MG zcJEeS`VUXsE9KLyHzi~;+2r}&@sG8nTD?I3OKEHA@E@h^UG9^>Si(fZ>)^n#g%y$# z$gSpVXJXJdQ2jhZ440O;z-TZJxKYDhI zgI8HjRb|j%zmG-9s1*+|C@ehOHuK!)@xSd|76lgFbl$x5cOJC5DyweBEXW|`dy#OS zL>WjqoS~S#(Kd5F>>{U2TYPoBo#S&h{i`H(TS`&iTd9KVLwB-xtP%&dKV}Z&6w7?vzh5t?8}pMk}O|2Cm6ecg-3sKFqGITAJHyh<0CgQ z-}r^u_-{##GbfevxZ_|V$i~g20;RImVHxI%*eAVJ(pl%H4sRRll&ji4zs60$D&){u zUC+PXGCKAF{KVjKV)sTar_pi$k)+-At69-t{j0sKbB@WT(>K5(FoW|SSkx&a&{O@G z8ke7HD#!=HuD!oHRi}6CkZwqFz{Q@0s6}2~O_+dRG=bb)h_4Qxg?5?Ip(?eV_ykdh zUAsWevDYZvvIa9NXFUYxKX_Raufvy{A9V-8oWBzO0CLWgr8pw?W$&`c_b>FQ?Wa3y zKC{3@H|mC#|7Rim;wY`K57lY^9om-KS_0NkxlYMmklKahbRPBZ7VJI~-=fEtIKO5F ztH+AJj=K_8@c?)MX8drBQ1YsDzZ-lt%t^E>Lr?ICc>gc=FtgSn0?lN!jvg-6FO?~3+ zk#g%pelj$D8_P27vuSQ~;v)m^tsc5Q3`g?W&@9v4&*Tz5szy4QRAz$Ke}zsaxMJ=-XJXn9dT+9b-2^Q zT5I0Pdv;%2M=(d6sYOg5<#ql;hXnP$L)o(_eI%gxzX=3Ai}21aXD&F3vtwO9rj1&|-}i*h#{kLWg)SMx>7=`9kS|j;l@l^- z%2Bs8#am$quGZSA%FAjVtFrN70P35n@3rcDLso4gm6)O#LytjW-?!LETJSOx#yo0e zz1`xAra=nF<*~#quqz)%Eq{AIP5Rqg;VwQ7m`jIu{n}UBh%O3a3=@UGHGtSR2Wy96R=9ezlI9-Q5gA9-Uw9QJR1FheAp#o>3 z^%WsMyx{YjxT`F(nT&w3mgvIQ0n()4{&3FcNL%|K6d?Tz8v%K3`cu5C5sS4`2hA#{ zUPxZ{Zt<@^r+#RO{dx0prwVR);_Dh;$*||oQ`^glL&2Pg;?G^u_#D3=cfwm^KU*Hc zQLL@mGr`?tKyyp3;xU^sE)zaAS-9@n)InBd!>;`x(3+wlmBlzYYmGOe;6GfRyUGgC zNk%WROj;tqF7^ne&1s*xeGv(Kf#-lL4Frgb#`%7hntcift!z3X)VUvjPYP#CRomK0 z<3cuXsmf3)uPJ&sW54>8Vg9nFT;*4qf#nBMs;9TgC{HO9pOl^8VY#NL7#sZF@~$Xz zO@$Je1!VV0!s`pPOBbMUpHU*NH$7z{bCXVM&V|eX_o?8Vm9ox0c()&MPa0@%_Vo(q zx=(7g*4xFDX-GdH6PP9;6WAd!!deXuKBm+ELmTur*#Q3Re>Wm{0TzLO9|r=-s@(Yk zb-i+Al(OuL!sBTJ1D|8JvnXfEBTj7UlQ~>nvY;TeE$i^{wxM)aqi<&)rb~t#Dd8il z@MZvFKDRc{ZWNf@vW}`>tW@PL*-qrC^@tlAE@*`rL($|-nwwHzhfp!6RJgmNXqhzE zF6V1-4V;{Pv37lEHz=%p4!4Q*yA6n&ag}pfT#-!Dc}i8_l9}hfe`wW46+e__flEFd z1^yc&o%jz)gpt!PoDot}$PK5_2Yo^*a;_OCkn z5iD}=gjLMEFAW;k33WGc22~ae%teUCUi&t`ta~LDu>NGA!SVP)lTD($dS%VonOXyc$fFO)JPA#I`hN$ZiM{wRr+X(Y zBjKRv{Eha!4aGT~VWLm?s4Mv+X?cr3^HOhf%Vu-q;JM`nHj|5G5`=RKF5P?X$5fXU zKNF6PUMHIndpqogFzHSJt@_4S*EgP9$IL_x&RK_zOb=X$Ihs>pQwJ~4i*{o#R~O%2 zZW50>TLP6JX8cLk(21;q9eK24y7~w#nf)QcNwV^rQ5lBH2E7xw?>1JrosTLf;MGm0 zjTvxCrQ+1ikzLutjJCC*XMFoqM#)ADNhs_5Rk$Yko_T-1>o5fl$Xz#@3-xiZFd*8cY>S7#>zd!Rk)zxnQB#*isK*DZOqne| zd#8A3kQ(~I`J}$wYMn>MthgLt$BdS~`@VoP7aeg%MTsE#oIV1$ARp=#J}4qaxFO2A z2I{a}E?Qx98!hY^Fnl4mz9OSXr?(KkA(GP<8U|URf`VG=w`R2JdckoCC0LBkH3#mHnmUmN z!3O@E$xyqO06LK*n}!s9!>NW500Y?JZY7&V-{x*up_4yXz*S}jgIg)1u~SdJ58aT- zoM=`d!oHOebcRiTavn@s-EPY{rI_zj zx`V$0a?NJI{A<+xjp08=Om|?ttM!k-f1TqybwMe4gLapiGi{7F5)f_99VBK z5sJQyuFjD=^);hHGmD{;g>H!pOt_*hG5j6(to(hT`dQ=XxwWo@WjW+PK;zb?Ny@^5 za&<%)1)#vIlg9Vf6zW@rGsIxEe$D;I^n0rg5XsbWjK3gGuH*$zCj=t7Gbf<^QJ|^> z4}`lHx*))k7yUpOv1XV{_R=&dv-0~d|2FGYrQICeY%HqxSpT2%Lkm-U{NI&S#0)-< z#gQy=UzL3h*A-|qO0s%oLw`*Nra5JW}&@OSl^wi~gOBf!iR9p4&5Gzz0e1!)^uF*B2nb z>8B7g^eB?0qO5EvMkX*FK5_c{W@`UZ7DrT>-ujr~Ski0N?y>RIjstU`m8+)H>Vpy5(SvUaeHsxP83}7d^JtN>qQHMm> z!HGj7aHiu=6Ok*P3#N&1bNqUUL?sXgUbxgmJiOPZP;O1cB9)hgBwt?Toi(TdL~_5X zsD%pICLl3k<3YIDLp`NS2-7;H0fU^Nn;;yFE3b5;kW7VSdyhv)5WG>l8A&U1z02y; zX-M$x*eTxK(A3gZNDHJA}3nXA@@%!-sHK@SW^bp&JJI9f78u;fA{hV5F& zQ^q2KPS*Sr{>~Y1tNmNl_zS!54T8?6(6)UNjf9Kcn7v*ZrR!XZWE`$Eon(20qk7Iz z$?yB=?S^wPKdF5*D&NO7)d5>pH2_u6-6fYu3c$h3=vXOq_Z#Y~hzh|!F4}+RVlZ`m zfaA!(S{2gK%E}u&vNE>;P+NR|`(?F-q ztrM=x_g(#f_sh`ZVCwwLN?=AJerj%I7^OqkFKGlh;$F%}I@bQiIX>V0cCMhrl5ecH z!RmI#Ag3Q!3YdQYc^4>)CF-?%S#my?53KsX>ImvZA^yP|#p0xo2=abfPzQ)}6?A=~WSUMV z^xBmNqBWq*zF3P%aUT?2!3K}7-rDS~v1(XI^@2gQoXoZoNS0+eYNbfo+d4W$>=jkc zDs}D7(TBWLlHMu}Z^jGB?M6pg5x+GcV=fu}_WAyGXG~|fqe67{VQ7{_ugPu-2}8KwkS5dRBL~ltUtS z#ej>zY7PS?ds>1cR1LpKkl&U_&ma>>YG2K%{=*u}izeaN+HnO$`_}QCEL;D2){i5U z?npJ=t;&$XsZHa$fgGE6-MM%m~4m#dkn*a8Q1H+Ja-05@No>Y|S z>^BNRCa$FYhub!hZcXB6Qy>(9@B+~QVIxi<{d%m`v1b7NBdzWq_hGh2lHX(g+M;sz zl1GZdk~c^?pz^;RwE%T-1}WNm7A<$OMz6k20*S`v@`WeTkcZP~3s- z=k1$?{qHNWS>n{LJ_U*bO#9G^i-9gpfay3>T{C3`NG%tjpL$*w(7DqEFI?bl1s>#0 z9sL5F5wwUKQiyf>`7fTFvuC=d8( zT!H}^78F!K2zcS8K^Q)%Xs|32E+u=G`oBjfL%&j7H>l2%>^7o)Q2j9&oO=vf zZ#|6H>QDsUdeM#C?5cdDruh8dT=}WuUi0r|!?bd5mqaaKbqml~Jw@?@5aFPYED>X_ zPjAk@Pf1dbyB5Erm>_*v)CmB#>91_wPfzQ<5(D{eYRC4R(a_P!ceF<%c@Ki<9G%<3TbgT)+D4#-w2$7oI%_(#Bw+ZXL$s?c&l zK~k9F@B2qV^JglvO@+;<3%AaJikvg z$LsRq-^`=|>5(S7Y3ECufvvaC_`tFbzm?8WTYZh-975*ZAi=HZrE9{2z*-!S(PXsd z2CReAi(s8uR;(>cgEzZRWVYumO$FhFd!u3Uld>^0uJ!`hW4+*pEe}+JN8;bq1&%N! ztGLX*?8?;mAIAohifJxeX*^8PWIIWK79WC!F?&k6)RPkPTVCgL6_o1!{jTlJl%F+c z|GjPqU?n1|wgdD`4s99*H{`PS(t?2s(jei-S>kF^lAs`~Z`y#NOFeX2JG}AD(>o0C zv!Nt{`&@tLOIB+4<489(=I@W{MFVa1Q8aXpOB|5eu?m18T|UjDMJquz3X2%UD82!2 zE;g$rkAjP;TMG4jr;(!Y;il=POG~5nJscgNZr>BPn!|yKPU8~d9G5$SHqCwxjS3B^ zs1T^S!8o)WwPAWc3<`N}I{*@HMMNgpI9COz`u~V|o!`#+4S&mK@`Rep*fw6ZcP7N~%Z>F+$jazLLyhr9-zwjN_hX~XI=HLLF|L=<>jgU% z$1YR|jrD04oB*i2?NnXs7o-#0IcK@CCw1V9x!=k2`K~ZXRysR@CHF<{|RpI&M?wz{#-r`hc#TEbH3ol|y z8)EPm`Gb1bEQ34{w7Odwk!UaT3ri&xc2)IE=^T?^{jv*M{UTjQOOP_R&NBRWF_yyE zX`V>SS^8olJbv0e_L`TfV`Z0(f;sXINP0MPp)~HB6LY@XFz|{6BBoRHFv(GV5x4n* z_1lE%;hr-+tODnDap)&6LSI*Sm-CN#D-OW{>?h4STGqL{UAYE?$EcLxzt+LcdvYzH z#Si?oQ{qk$40PvbH^bji09*-^KKU$#qQ?;d);h`F>;kCx_5{V^{Pq8N_=qA<-hFRg z@1jz0K|xslOyPkv8fr$=%Zi>%*VQ>|O~CDfTSQ&-J_z_r_K7XVf>;z5L}oP6&k~>A z0#e|x=L_|PyS|nNF`lN)&0U3NfMVjLuP)O013xlA1*1ljBtxgaQOCH6Lc_ax0uaZp z7{X080{hdvM=-N=x7nf|+}d(Lcg7bl$Kc;&U=$HdFcW|;2Bcq1S9^kI;pF{b%WSZ^MKN;OIT9>oo+JH&>9BH~HB;)|-Oo zO0fzv_snVcK`hf9!IJ2}Xc=hp_8#r$$nVJ%B51tx-XE%FRR9I`hV1mR9{dP0T-q2v z@m8Wbi`2_*p#;-poXOvbhl-5&07LkOXu~G<-kdwf`z&pb6DK8F)87dh3Yd0(Ru3!; zla>ID*#?Zo4}^E$-?>Qu#`nd{PlXLaeKn5F{1vbK0wB1YlO-H%CKSTP^T7D*wLhbY zALAtT?{SGTKDK8!=ijDAs=92+A5e-{Z0Aut3?N`e0~qSC(YQj@qK_hPt5|&G`sq&N zgpJAf^v?&GG;7cU%fqMI&0g#3?N-CzPAu4?RFp+~WPZOuLOF2ZUov;*hG+W?y}MCw z^f|e0aAq=-#DJ@`;&NvHwJGf`a;mw=2cHDte(>dw6(`wsL_~6iO?_n$E23*3-y2Mm z3KnvOhHr<1W=yH}o2xD_8Rcl8wX0pZq^tx$hjY)*oJ%peNrJ;(g6|&CO0O&MfSfn7 z{_g|&()^$2V$1RrkzYH5tVD{@XCpH9q`LpsS)U4Ti?yw{;p>UsE5^&ulfBO;whHRp zUbYpoXXE%hi0zFB_kw5CS0nk`0LJ2r+Q5R-*yvH4)suk9KQDC z!FCTaMoWP=Gqdn1LW6AkJ=W0hF?Obn4CszoN-NMuxdCE4-@}aaj zxh7?Px9t4z7MbmtSY9N@#_}EI<@|9;(63G;DYJ)Mo~(8gdhUnD04qJ4*l>*ViP@T$ zhXZ8Cga^#kVm0jz^kan)DpwuT?Gz%oK&y58pe=vV9*f@-5Typ@SNHmiH@@@5%`KFK zESqkW+-&&d{{$}q?Ep0Izby-rB56Ia4Jt>51OR<(VeHfd9cDNyxNZoe{`Bovh`3%T zn^u7~^8nn#QPh@FnAqe#qVA=;S2^t(%dELj*eK*A!g}xK-*-op zJ9tji_6TQC+_2gbaHDm5NPghj8;GP0d6hCyH9rXqBke}D{}pnr6nwW+PB0*HV) z#=Arev|-`MiHbo6f4)Dmu>{jBC+~B_zb!KS(bfu=(9X<-SVvPN%%qi^HO5MA2Mr_Lfn*n%Y#5_A0e-$o)pnpufyMyRd%C*RcKm}6k^k}ek?UvV5^#X z`xM6gb@;Z^!3UAR?}X5|sYR0p?Sr<$1tRVm_ad9tsK`U$gn+ZxR;l-mr`xD?v1fnP zYM%c5i3#88uXO}Qll!Fn%1dvYTiHIOhvj;?(MHzc6FGct8Om+KUW@)t#2&T@BmNTq z<$1u4DT?d1&@@mDG1*5oZjo~Zp-7WVfoC%t4Vko}P=aG!(#Z0Al=_)kK z5Qm~9Oj7^0?P`foPwP96>{U@8|ao~D+F+fXThnoUBb z2yDNgr9D!0TAQJ}-~>IV@|`ruW?i&Tfmu6Pt&84>E`C{WQsD4}v*{29;?~;=E45MK z@+_4{&nvjys$Q!r{zw#^AEV@#FO>ozzwMWny&5U%A-C=|iuS{(TZc7Sn(KQ`{nZ293lup7-zFsA79@D;yxjtqBPSg3=U{l# z`sQp3&(RO8+f=VSenhSj%F)~0jol$Oh$R zp?}$+E|5L{XVC}&`55xEQ8_EKlQ)-KWcEWUBRAJIC3wq#8pCgwmJ0oh0EdiEjyj3v zp38kV-ypoqA7<{*(en2KtmVFNe~MJuUJ1RR=Xp52;vq1(ow8$~l84X6$53=w5jbS4 zK^4ffTVwIFj#I7D0IcTNp3KsYBqX-$|GJ65lHlOxotmWYHnO3?`c@j;@>2`f?)EP; zB=tZx_4kM8d@%LPrm?{DA%BVU^ zG{K!51#*?4TYIfQZ2r3zi0yc*S?&3fN>@IAPQTfxkLLMEqg?M@{%Uxh=eR3EA)9jz znr1tm`7vmL8a+%pl60!8qp{WnpWeKgsGrH%bwQ3hm2|RGQlan>bV_j?d;-}TltixDZ24jof?B8j_X_Lx z`>EM267W#}T5bN65?_sG|5zB1_(g{yNBJNQoa1*8#618Sa1cEP{WXXl!Iqcjh%SOz z(oqU-h$0GN2Phc4E*<FE zN-h{c8FN`SK+fo+!eX$Kmi%@Snjsm0`Fug7(VT{^^hwS{MUJG5hrm&Y+8nvi+r*Qa zHBfan^gNq(_!AELlHDprR0rs7jGkI+_Pwy|7JOJhT z*Sl&1Dx(=-N!4?Fxx+hO>L8G?_&ad%9%;u0zz#aKbjHNU%H+EM?rX$_z@5PhrQlHK ze0)UTYY+D*ujMOLdbS3w!Rpl8?Xt*M9HBngcCnV2E%AD-$NH-l>0E^@5id8N*LMCk z)a?NtwY)ABff%=Vo!duJf?woM@nuEDNQ`3;iGKi9$jy}Cu30kx=(icJ8$zVC?O_mM z)3TeX*9JiG5eM`>Z_EHCTWCo@0(?NY_j54t*{KcQH9p3dyLy6)XICiwMo)%j5&e#4 ztlkqUxR7S&na=&k=J4)SAYAP!&LhX6Wb?4K!JJ-T3*KG0*tNf*pJYLKFN?j`jP-r5 z?-KN2>|*PotDc-q!kNtS;1?zd$d$InT6jA`{gKe^a5#=cBJuNg7)yy&`~|9#0Gh8q zE9NnTD@a+nAirjl2O$;on{PXq$LNv|e6RKcZ9&OG zHUvivTRpme_v82-&sr3@=DF>jeVKes1jxNS-s9X&y3@|Q$c9zuZ7u1B+G3BUqDjCi~n&nmAax_&I&?vL<+>ZZ>i?mHSzAApj=$%5%4+?)mN{^y|PCHvl# za!DG8d;cQP)B55>Pzs`{s#73_Q`@COW%tZVty-eW_J28r+j`;Rr3(J@63Bs-xnT<8iCK zo>K{~m)@S|iRmc_9rJM{#P)9c^&IPuI!+seLyOSPs$adam+E@J>tag|k$5|b*AjtscYGcVW&(&D_IHl#)1jd%evOm#zy=9F2Ogsuvc(!%&p z$f3Ab1^MbKna}e$G~B(O5dsbrWQ14ZxL();UIb zhw&p1`;*WKY=`|jEQguU#NCTn53;ko4%+gN%Jz9} z(_6#xYI{#Zq6uAo>IOb%JKdJf$Vrh&O~JM4F#0zQ zRV58K?bW-!-mH7OfPZiSbYqn2SVM2XuqVc4MXbZxH|2H(Zr?(&$aL)i z6Tj;ZZfvy7Jg1Yd+d^o##V$h$^(UPqde)bh>&19m;(AhjJ_ zMaL>$5%~YL(fS9e_J42ncHFh#NC359`;uWdm?|P3Z6zIkeVUZ8bUiA*}GEH$b?Z(zmr+25=6#+x~Tj7~F4P zja(46Z`zo8^jSNpoodkEpW)Aojx2x&9tC6KDqdZEuNyj(EYAmds+Usc6X8^`9ik-t z_Mb$`#M7e*3Kbqkb@eg)^)XIOFjWwm_gJPZ^;Ym|gN!jkA+YLftvuRjZg8E_cURl< z)wr>zg1H?$4GHO1fKycbXoO*dnC^z4mypZRWpi1hP^6T`0+hLXmEpWJK z{BJWrsKf`cLa2O*Gi~PYCv^~NhE zfuARSw8D>o5x|tdLG{C2g^*)HR^(%Lox7L}F@p25RKZ1Zcw89}$#f z66;i<@j^YoSbXj<0ztx1xT`wknAMarzmT9)L~nZ5U^qA9Mm*yEC7?Ptjs}HpzaBw2 zgopsRCZKX5WkX+5ndN-w(ReMi7Ogqew;u{U5e@Wn$47oEmx>&vT_^MhkSocishur9 zZeV%lI?Sr4#r&@f1u%K|N{Smq9(_}2yIjoHRCl9U4td`?^P?vBCw{trk^^xMr%_I14BAj54W~|gq&o9G=|S%4Tn}Ab?P(ZRe0kZh>p4Nct<9oJ z`%DF01|9m?WEO+=CQkXo;}2g*=#9?zmI!YPK^JlULoldYahl z+3UIEIeVFUD(={D>fYn{MPEM6=_2%aM3KS%v-`~{^(XP4Bv+?C^V4~!6>bR(uA`wY7XIK+VqGepER{Bc zTXH22`j_`5U7+V?E;Ae|BGiuLQ1gP~HV32A*>D%v;fjLIXfc&f4>GhFZq4RtfuFaO zeZpoE7pK2INvgpQ&#=gcUhF>bi_rD`j_nl2^p#WGDhry{wj$L=ufrIwudXF$4?J9#AFaPok(?S$ z=0g0Cq{Q<3SRkD}jf-ty__FH~Bosfj+~bT)vcpB)yB$uF`W4p{1L6EMoz?(;Lf|e(SSV4pPa`v5y!z#Ii?^hG$A{f$|RU8nk0g%jN;k|dHs!I z4>AKzELqfhAl$*^NJ(9FnK0V*G5W6q7#P#+$!~YmySKk9N!6XElDAo*mht!(>f@>A z3_RLVG~(0%W$Aa*^^dEWcFmrxDed-j=|6Z|N{ZS|%nw^eL5$F7jL$jabp9x1C#K`f z5r)-*-UwlHUKBq~W)-^${WIV^PNH>HnAv|u8tW@+Tiht;37WvqR&gGo`3H`gVFyjS zSG)$oc*HpdsH`z~BT(lHPL4^FSBeByw(;RDo>C?!EvPJ z=|rw_R?>5ka(~A>2v3@HHXFw%0crt3pNdsjma>>H9xx!;qO4@!5S4;{w_qi88am2F z95@mupsDtdr2!Y8FoHeGscBaXOffaYFC*_`{MFF3m%F{A5fk8%?7+Im!~5jSc~;RR z=0CBj(B34!c==JkD>*>-?8$VH6X1AYvOpo1qi4Fbq0Tkp6a@?GlLNH#&nVdW!TD*8 z%0KFJT|V3AV=_U7#2MTVEDYsD1cLIMqy}(*{fZ!eHY~r;Gr4y?MPDis5qqxi)Ib+c zwf95osei&p$g1(OYDC_;&IFgPme+7`=7ax@FsV*ucTkuMb-8g{GQYL@yo2o<^kLR> zK`h)1ZZK7xKO#>W2^DdQP+1dKf|<;*H;Y*=Bq31jgbmM+VsJ51^i}EVrQH`gs3H#H@w`9+&*4*QuL8N#zCtqS1jLW7GPix^PHw;7amyb-bE zOVbKRw2tLbL4mExM}Ae7G1bYrA{j56Gie*=sHYE+1L6pWBqI8eW4U?V`b=j=%!CI z^9a#sb|(cWsuqNVFZUBbONl?$7potOV&-If?XGztEUo7RHJg(nfTbSx*BrUUAP#IG z9TEZmsLI-3`Ok!qDc?6;+#?xiiT?GREd2_#`Yp#w?0>Dkmd@2+q4>{3!$G3Sw0o(e zyiBxqIwa!9Y&$#P{zWE0d8lYT8$L_npz{?%m1{;9KX)SH>om#Ow@$6K0ZTbR^dv(|^d zvNNui7Y3p-tHpg+@-!;mm_8W)9OH5NNU(OXP6O%L;oxw>F0pyjFz?R?4X#&Bwe}iZ z&JTmPA=w45gbrQw5Xs#4d2JZIG7TylooSsep@ck-A5VsuXNWAk3_%E2-dI1b0zG0X z{c5>^7m(<$;h*ecH0cGk0CJ*789KKUv_zApjQNQ&iJ%l2B|mUP_(fF7C?7S-`|+7e zz6H@E4kTQ6V2cpf6BUYh<@sKQ2Ci>LR+hanwkAEDwgWQN z1MFX0g{|t(OE=z#^jSHy$o1zUHl$(IBxB@}en@6GTmvg+Bl!X6W3SCq$dLv_pZ=M& z9i@X(HEV|(yfW)nxuH!V8yC0o&7yf8c6fD|zvm_(@WCqfD#<@k`5_H%7aur`YC9gW zf}1(npT97Z)pw6~n039j-MBbFLq`3Uzf7WvoblQiz&8x%Gi{zrQx9(;Zq1)Wl9l$@RT*n2S1K&+XjxedoExb?8{uG97L zeowt)*Ra;+0<%Z=7OC2FeO3A6r!3YhX;ZeAjdm<09Ur~-2Jk#I8@s5oD*4A%lG;Np zg=Xu!s*v{7%X9@lq+JpQRsxiYZoCod{EF|ZM@ilFzHxaNC436$QbK4^jn}KiJDQ`T z3$;VE*t}RpnAKbFP{g$}${x=`wD}$evyX|2LBS8duv>gkwEfnnGMI@fH+U*{x~SWG zo$DQ*j8Hw2gkXt4f7j52DW$bwi-_E^s+B~!I00t=LlilM<*-LiYhJG<21E2chiEoO!`I6SSq>`js21olr<^{Z;VF>)fBOTEJ# z$-G#OzdOaj`yf zyh%NvJmQ5-!9DDt*hchKKf}(n3MHB1r|;mr(~l5dx;&R6OxZ{7$mmhmN9J5<&ZeOy zr8)hM5%|V$iD4Ka=vGJ;;eQL8Xze17v-HWjV;#T+qE#oW!(PPr!-a-{+MEsv4iM?-p!5 zFYdYiX8jT2eE3%B#^vqi@@Vx=C-tsPm<=U^ryD}zZ=diYXX?5A!*T_E2d~?%n#S-X zpOFDL@rJKK{c>~em@@;bF;f27naE)%<1umi-{tG9!1uo~gVnyx(?#dNj-c&&+=6F{ zXyjw+kQpZv-sgZDQPflDv@vcP#sXG#c>5Gb{q^+~(o&p^TRw~KnQHrG69 zB9F!Kd~1g(sP^ZXi>3aNE^oae%Q|Xc7WWN1C{qOrbIvE!Bzkq$&R{U(8@r;ATJ6xNbkHk(7 zZS8Ey*KEBejw`-7niubcH=;?SlaLLL5PVC1IdzHoX{Hd?5 z_U84nchM;-MBw0>OQDq^C?vIqGcwqRg~PIw%Hl<=8SV*LNGQP1bhMjwh*oNJkd^AJ zyGSWPj6HJI`#hxSr}_%sNZI8;;MzQ74gDf$;f0|F$AZEi4h8FLS{fOpmickJLeEHR z*d@AOknl+{3TgvyI=zS$@WywXK~{R2>Av1qq>&ZU;kYNGOr^V55RH* zi+G38KmOVaYf=Cz)dwTw`F!p2m_ys#?@c;4PdrcPG4I+f4)cXd?rg^ zsQI4!#iy6qWF89&xedBQ_`?rJ^Pjx^I3#DslZ9ilToxhpAhnku@;H+@jz0Bgu{dii z&RYCKvEFq#zbrPpC|=vbLj=wDOENTI0jIcegldgWkeu$MY}Vc`BX)%F!(I)&ki~wV ztN#6J=uYyGy7{3Q#EpWCT&hC;=JyY2X6%SSQzO6b9AMFUYb1(Kvy;b<%V|Q%`IE8l zXt!ax`L4^%K&^5f$PP)f@MbvD3?ggH9=Xmm*^Xtf=5M$%FVI%jyV1Vla7`^l?AfA5vj0aWi`?( z<1?gLpDna))kq*s+XGWSKx=##<>7J7(d$4UPJVx(VkXmwsgV!Cc8r$^5dQU{Y05Oi z@MD?13Y)9#P?+ppWuZfiQloa>p>RCOtiH;Olt7aTAMWc)&%94RqD@S7*dpDRpfg&O z>;h~N=M>`Z^p+#xqqdh$KM9Ko)V|my>&kH5CIG$oFHKVNYR5ItC6Um@y1Z~d@h@~3 zcx$=Uk*!*q`Crw)*|WMaOci)XF?>*aDZ-st0eKZL<2>cnKTomP7 zzK4g2v}6Q*NONdu!Ge@1NcY?X7c#r$`K@o~6)HQck!Y@WLUkkpSaWg@^9x`KL zIYza?+&dRqz|dAXOItqRUTWb%`MU$M?U{8M*&Dy^X>yfc<$?BIQ!U%7^GLY+E_&eC zp?ANNUU>o>xpX?t&$BIwcVD~h^ihgeS>x@rw3|T;7Wjq>T))3~;e0TR^0S5#XbQfN zZ_5;ePCkY?(Sy+W1qsLsQ-v@Ws$Isws(xx8qa^pyM~;SVKUSr% zZ}i8x{E;nFkEmK|(N#@%Cejmpw$?X%XJyD8kv&U@Jx+2+^oyQ)eqwW+?q3iHM)#Nz zvUc{R{%8vvtk7_Th6`$4S@>LwS;c1l4S4|F;vi5_7CJzZuP(j!N$Ia%HL`1Zwcti_ zq&wpi;|4vn4G;2srdhI#>jTRd@Hh@%{_Lxlx9v)-?QM{;yvLgwm>;g+Ru6z9x!%Ln zHDwxsAy$0r(B>t+lBt>o;`pgyr=1+V-v@$K1$Y|ed&fwtR|5GxmyI<~as%amdL6zY zcjP+SNxSxGtUDnWMT3d?)_)znE5Te4B z_8GyPd-wNaVZ|>Y@@tN;QvrWz2CQ3qH@8t&@nC`Jg!+VYg(v(iV(!JeS zlzTlu*B=@7tdEBB6Sy^4)ihgP{@F9hM=Z(Dph_jk(qDMwm8s}nL z{o7+p|7;Y#A|7<}ri5^D>RJs30MJLaz1CgZV7YV{j}pPs<~l{_Nq7WRk56eZu|1W) zQvNH>B8$nV1CPH9KF)sp#q}qnwD|*%Bu~dqxLTvyIA{EMTc*#oZjv;EaW?@gGq|DD z6Ax4JG8e1zJt!*IOeXm05Z*6ETk-^kcS-5 zK8sFJTe1nQ@lIKK|4<>oa`N&tD-?eJeZv!Zu*c|ik~DB(~QbzGi#`Ewz2F| zyFnbtvq1MWVM-skFL@Iay70-rcojUM$IHUYx?pIqm#xrwV-ZgF`>|Bg9i?I9yQMR=FgznbWg$|6r(VvYZX+jmb?)aXL5bTPvT z|5*R%(Nvhc(kL+|9?k!w>#d`zTDSk2I*2j>F$*7M!G?f?v(EC z20_8!!sEH$bMAZJF~Au9gZo*}oS&L=(PNS6MSp*aYc$OfmH(!%T1L`DXwW%Qo`H=` z$ZldIi2P!8c|!n?83Kks5`Jbapqzvb%Oi&?*bWjp6@Lqm`gBCS-rZfs(u|{Zo!n3N z6iuu$gz4#~KpL}jRehO4Pz1&L8N4!m*K{emy7W^eEYoBRW;>-YCdp2*4hW2T*V@o#E&j}R6~V=BeQ}6-dJS(KU6s)1%Id(j~l~gQmYZx z0$mU#)BL*e;F>=n!)ZdplJ5IqIPFn!Vz};+Mqn*aSL;amA=GG%W;?;~R&)I>q8zr- z?n3d%+*~x?aAT2TExBtm4H98yUQkq3B(AQYsl&U=e{{bK2Q-oW)$$3aRK<{gO24(_ z5;MXYbW-Y-YJ5z{vB0ayB1({Y(zM7mr1j@y^c}EaF<>QfttDqIS<5-nmWpSeJdM?S ztZX$7cT1+0MG8+LHCqmNmfc82$^BS=N%M`%8jyw1FZ=fY;1*Uv8_pf%zDy&aYhv$g z(K%V!EYNi}k@Q}o(@+wnXUKOq)2d*tl;^77EA1I6!|)+h_;hG%uct>*-i&spt5&s; zl}aVjed@I}vU7{S*S>f0DLdX_(dE>CPL=#NIp7fa%{p%j%82b6_grKcPCGl4g#HOrr z6z2ofj%RqJj5%g)C_*Tme7MYytQVB}qBsv6EY|Z%0)xXB`yKI z^6N0)!Lh^yxGS?JV~L%Iu(UD`C8wT89f3y= zR9&PO4NQ^+OnhACak#?+v;+c_}b zbdH>lw(EIOUOsyn^O-!2M~X>XEF773v^0a&L0HfAODwZtRq5UyJ82 z^w5$eGwp5V>{bpOUM=#9tP(T4#N(F=S1^)HKA&xWP)3GWt6XB`XQ(m@xrl2rFL`O~ z4~jL?6j@+E&I19az#k0BuEz4GR(6B%{i74Zq7!?gba4dKaJbTILnq^bztHlD-4Yw# zZaZAGKx`*;)3df!LvLuX!23fBZ<;4A`)|g;ll{ura3@|HAHg6?S)KI+*Cl2)B1szVY!22Mjv8>%Kb8=TEAFX>Ue-R?$bF`QXd{U|q<=~T; z3UO5=3Empg&;h5I!tubXPKD_ZxO<8gl+imLUHIa*H>+4<5gd$AGE<(_!Jna0mIm!| zMw~HD*2Z=kQe z8pg`yH1^!5hka|y%o+V35hefB9=yUG`L`(ol9QjXO3LfsJhu*AKsKiVv%E zM(1sb`9*FrOt|j*9z49tGIM82ON^rdO#oH!->4QDn8(ChZI4ZUDUUQVzntB0J^{Pj z_aCUabRfhAX1jh`M=hzUgFM_HFlHfVvuw<$7zL>;Mh(A4O+)$ARtHw zG5JffD*7iDH(fwA9ev-tA%einXy4rR9tO|s4ItotfgVU6Ga)2%8R{MiYy!i^w)P{b zKL2-fd9x~8acG0z-6XZjFV#DFUH64E&O#wI~d1rNiGXnF;=rsHVp-&jET*O+1v;3c9QMkqXyCq0!Th}~S zm48A$fgY&=NU5Pb$$?D?<_NR~CY1s%mh>Jgr~CuQ85S@WaV|EjKs?ET=k-LK zI%z_bo8WvM&?3^_VuPSCEX25b2p@(3{6{w>%X(zzpDrLz_Ie6^58DdRd{T-nb*uT6 zVyKm-qb*;E9<}o&iC9MH$N2@Z|A@mPYjN%0>27&dOGF%CAgpaH5%ah&11;b@l@Ae> z%;D;Hln|{5Np(LB4GaP1eoY8_MP9WHA?v^Vn6~8h_WN505CWi}VrIQG_wpp87VCVo z`^jCIWe9eF9tP^aR8u9qqZPfCa?*DNa)=%OB13;v)2~Ak=?{o1N!fJ9iXL3t3aB1R zNodZd2adpQjlio~4SM`VU3osVK|~rcUq%i_>Enk_%?R&70|9$|B@SOy7E338oQ|*u zpf>zUZ#Fo?uKQB0r962|(KeytEAeXl1uHXV<@InzBGpr$k9Rn4vGr{9rj+ zL!tfA`^cTm1NB**p1LbZs6JfR?5jRiy(kaN;~ATaZTSg6aRnDx3IB3zrIp)aYE*oZ zVW}5&DSjD@z53kBo>g6On7A*4U6DCFu^}(x9tYlE3(MV6I>m`-F(;a(Wm+cUUJeDY z#h|_*5G&d!%m0!!Mo7l*j0i2mh-AA!P5478Gl>NI=JWcIlDCBu9+|{n*C6uUU1qDQ zGQU*P3-4#+aIj0q6CRN7J^{GuzMf4iI4OkbR*-|5d+kcUR9-%*qe=}Q>L(L7h7xy+ zBsYm!r0-^+`r`aY3MBT^18PRsB$D9`=eZ__!77jNG<47N5A(v~R3~0E>>Y(4TG^)$0_Czi*^Sl`h11--E||%?jxJqqe0TjRW7rZ?if*+YJowV!RLYiMVz4;q`fp z7-*^Zux?^NWOX<#Xe)#}#NS)yE5iBBJ1cEdo&S`_1k z|6j;KiRx%sX9d&9w^RA#+N8S8Jw=Pt&F4aUa)K>L6ZTaPQzm}YLSDJwSAZ>#+h z`0^%_0E-Vha9R#kod$7Fmme=Yeh{P@-9gvCirVeE87BnZlK-((#xrqMI zXB(^n3fIZZkRT3KzFu({nPWE{E=hkOdA>bZIGH_L3~YKsurUOLSx@>%vnU!-cr?EE zmi(m4^dz&Xe6A zu2rdn#%Gx6fJlkMOY5>AanAn)4yJ4!Zn_B(CP(Z6mj>GuOZLR$E`Acf>BVN>fz0e5K`k~XZPX$i zrNhZTPUR+YKjC~2+x;pPb?R>Xq&X7xx=#6r*L#Sl(Lj&TBN6l!5zN!-vbC_?`7H7W zUAOw*?hGVVh}Cb^nlEegC(iq&V-gn*V0T)K!bbda8FDCa-jGI#!VyTHuyW21i-;|f zWa!F~*?|tn0a`;zZrpN7?&P+#ODkm{ST>(>yZPB}+lNn6C;cIVa{JA9ro{zd4qMvz z?X7Ay;M>cXb&AkPXjJ?oA&{bTpQ2l^xJw4fgh}y^Zm~)EExWcpw(Ns5z!i}KIn`~# zXP}%9P2Yt@%Szv2vi{|-V`7_VoHG~8y*Y@+q69^{CF{ujbAHzEmw@vx ze)vx6MnuI)sp0h>O zHe=-F*(1v-A{6mYX3AplwfOwK z>MBs#hYtd(fG%n1=^^|D(&Wg&Y z@}L5M4YoI^fT6*73{^8h+`vzLcvxp zak4B{DJ`EkMzX)iaFZyL+p@%Oo8bTkFaH@$cz1$ZNz>johFNCMkMnpnV;OD||QMAX=$eipEV%yjGp$e?Mf-Uy{$a+tG25dKrYz<$#e&v?V zwRApyih|Psh*Mo8aBMyl;ARsd_z6I$lp;s0emjxj% zp3~bf&fiAyu9k>&S|~nM7#1nu-?V{G7W)Us4~>Z#VRF{vLdh$V2}pCeq^*sunmc=CI6=F}K53*wHksVT4OIy$C+}Ng*iYwzh%*#}X#&iQ4Dy@IYjD z)j{qN!D?xyqZeuagn&g;0&aD;f0{5X)1beZpR2HboLKEoOJe=UV*mhKHZdGn z|KkaMo1Sxhh)YC%W+DR<#k8QLdu?(oGFktee!dh0Af?778w04PWA8_>$U@|TD~La# z7C;YFoSox^HDw8i{6{?dlO4pClYNhe3IkC1o;vWdQMrL)IsmH6{{=8^Z|26f2U|)F zh27*Iaq~*G_|q+X<&>7{&xr;;U8;bfNwUT&?#D=L8W3VN@n5TJ^5wIjq>-jHCdizc5*`z}d)2yw2($DSk61m4yn3BFuN1unSPLM!r(b|e$2 zQ;9M%PY&i*B3=$?A1ZQ) zJ#Xkz0UDZhvV1_*a;23ql$3exs`=^}ko+gqoNsE-R_6Q3>&mop{?)Vgl5f3Ryj`z| z1og~L{Xb9a*rs7mZ=ydP#$T0pIg?SKQV)*0KMbv5QiY9icBe7(vO$weq(e$~GToVM zk(@DOZL{uEnr|pNguw(Z@g&O#G7Hqze+=Sgob)*Fer0tRX`*+RI8t&n=2m}rmKN{& z#)^rDgFy1MO`;OhI>6}4IL`vD?VN2J%@>CH8TjFm#Vki>S50+Gslx~(Er9^*6sLZAVrn#LUx)0p+Zx8f4P9H+}H zY~iDEO7uW-;7dgbk({&F*>*j81`9-1(`n{>1C#kta#56YmTez@M7-Q5*Op;E=h$bH zAB9reGEad=xd7F6GzEhd=|NPq?B4jU{-J44$kvEE4nG+r*Lw)l0^qJ+Ns)X?a&?0w zgOfo?Az-|+kVp{rPmIt!{XTUfAmXcN5$9ISP6HW9jt)e%*7uyosH~bfgVZIK1d(!D z$HFx%kpeN8y#=+Q2dahrq3b33(aChCx&CvgIY~7yw}v6vNmL9Xu%@cor#c*S52iI` zbN?B9iHXJ_Gc~PC$S2_pO1XeP@=OH#->a2xpv$^nJ<$vxWm`;k%G(Q}%P0 z`bSIxOC#_Z%L7K!1zIeQu((&Asfu@fdo%ztmp$=%@ZbS#X`_N19`Q0PZmOrGW+0o; z#hIVubwiW}n9>4!DjIN|yeCnMoFT?Rb~)H;Im8D(0M67Eh#(gWy%iQ`g#GrzR^^6% z>7NO+yhC4-KMW|89UeSQ$2A&gXQms#qXG| zkT>!!4$Yycs!t%t7v%k+zt%}fm+x=pXps?{mWtTd|If==@VFZ-q2FLzEQeV5&${Va zVFfbV2MYIdjU)=DK#8qkMr~Ej=o*u?(qWm+CLu?OWkuXm+i2gN?f(uHgvW^wR_Rvh zW56&u;*kni;z{wpRgi@=JniBa$+y`4W_eH+5|VVWzZi z)k>u3TCX2n)TJsx*`kV-j}QeYc!}6hFWKo>Y)rV`0Ze%+7EUr9*x)mO@|IhfVfd4AIv65!oB}3Q z({5qYFHB;Kf1C=NY_m<4R?b;+Fh^xQ%EYX_8i(T}WA#@^y!2Lj_nxT~Q4IVIJQqbN z_F9IF&b@c=>usEfvQ^@Y=QyQ6ub#Q&gS_95i4%e3x9KRcj2W#Hkj28ZZ$D(@%8oS) zfiUUDJYO3c>)RBy7M|gP_*eCyFX8|Hd!A&2VaE*0&y%LIf^+Ik;(4Z;p`oqv3zUbXC`EX zj@+2yfB@4eB^S{OfvGlL#&rmj@5=nN$UMeaQBT^0 zA$&ZP6&HOxx^H*rm%b&>KluzrpBbPP6xKV~te{4gxOc^M;DnOiteo~F+q(OTmnN_n z9JdK0vHoJ#+BnRLNy8RTdif59?r#-h>bDA!XZ0%gjDgvTD+%ctREGjSI1=$-6v6Lr zsC-RktC27~7t7uZF^s8-5+{HUA-qh-!!IKki1L@FW3xyyE>}qAoRMR^`dH}cVKw_62zlA55UIW>Kq zNrh~vsN1P|5LugCL!6Bjh^lTK9sXtTYniaPr<4(_yF8kj1Ym9hSoon|1=YdJxxX$k z9{bLddqe*;6I*Fq4+1m&>cf)TF&_-2+Qu=KV5fWAre?PG59c%b=}d?TGfOJ2Nqo^o zFKB|z_U_W)W3MuSa;!{YbSr&hehB9*xLEaq2?_$T9iiDAcP2sU=P9CENymxrm_>$r zy3X5uP(VgAPgg5>x**Jl@WH!%9$C^4C-TA894DTQR(5zmG>9$7>vaT6$w)s^djec}R$FI<G+@U6RoHcAL5nmF zvc}3a5X329i^>_)TEDIIZpKKy1e1e1)!?|v(0(*Rg zHk{V0j`U#R1~jx8S8C%oyP3csk3Srjn#r%%Hzm4SJ%ZA|9g0tnXMTq~gzVx;FF5`w z&F%v!phqB|YrI1qU2<6}=6|i;;rM2*(szwg%&N*&s1e6OB-o^z-{_D%U!3LP72jEj zz2ZCFwpGSt9WCZ{r~Sy(6~`8{W;f-*>mpS_9O|>5^?YLqE@XGBAK#RCAa8${^uD5V za2x~_`ZCj}DuC=vvdiL`ZyAuzoC@bZ`M;Y)Sktn5RGZFK8EPg5Qe(pyYaSiv>g5xf zx2b%3g}sg+B}*Gm#gi{fhc%SiFqDnlA!SJ2jFJ55;bhG->GPx z*wyE-PmGpyL?j2O)|sg2U*9F9HCtg&<^uQAn}D0Q@nWhxo=`D`vLhO}or_nt>|bf0 zr_o#sw&M2Ty>wjmxuAZYUrff8f6b(y;Pc28n7bR;SA52k%j=0jQ<*XYibQp~?N^aM z_KAN^ym|sIC@?F4Og#$B0H{)t+Clz3b*b1t9jf0zlIVX8Fz#rU+xzu2wC@$e zX3C6vu43zXPQiNn?VRlEG&ZuonJathFL;pJohSJ}&BMleE`S3!eGH9u|5l+I6g2ox z4lIBJD+3tMW*CzTChI$SF`9Vsx&i>^NJnzE5?1%#HrVOc3(~l!IWnU6^4;nC^=d~h z>Z#k{jyPo}M_=ld|auVNW_=JVyj;OxrydDMV1-VJT5KU{b^4KC~l-Hl13q zQ(5Tp%>~V`h(@!$UER<=lZ(BRSp-&0 zi$m=ci*7QrY>xVFPf_w3Ql}@nk6VT$AXhHx+kZ_m_j@(BJkmA9EhIDdn2|QV#{SkV zz~lA%h);blf8h$g-pC0x!;l z&9<`3Rh{1k&|V+-8zi$`x5)D0BJ7nNi@$lTd$(Ufl`SnfAT{JhoioCL@q>oujgP#A zJB-y*Fy;@($hF2^YFXM4^lt*%Pfu>nni=_Fp<67#{09Z`JF%K;I|f) zqC?b{rmm^B&l$Bx5^IOa&O6YG)E@>?{MCO8(#MA0hCMst1iw{{)|eANl-P1nH`0!3 z(h+>JcisH_T>eZnewFg@V&KD1K+2jO04GRr;aMwzbvh7KxaaExBmkfp$KmG4qo{k^ z8Q@g&E_qy}@4vnFp6BZ#jneev{653T7q~8c|F|y53mhC7%zEOprN!RAf}WuMgv87+ zR3RYEF$Lzor7B?|4uMvY67Loq@doWx#9dDFOGh8@^M%tnug4a1Y zKU%9{R{&FdBvn&dCSKD*&fz_XO<|`yM=mV7puctuHuRJpkPJhw5Y3d{nO)Q1ibE?N zEb}jXDd+H=)uBN3JrePrh6tbTz?*~u zASQ2*0H)9Ju!aM+)IsGFGBK}Z>ptsVo)EF_jLT^oC}DpM#sICXVjCq~v;tGdq4(Ok zf)*>c_d1!p+Dz|G7}0o^?(>JbhF(;7!^l`A4_~o1b)7FG8G3v~AZGfM9U(SE3iAQ* zT#OHOGtO@xj%p<^lz_1*tBgzqdzCSR# zSk_gAU8LMZ3&(TF&XzEjU+Fb1@j97C+tBhn-?as|Umj016>a{y!)6sJb+oR8aIs)( z^A0UrCG(xH#J*pu`_`(*czUX0XS4-P^yY4`w=rAQWH?q$D|5$)>(z~G!)%Q9s6ynt zyVl_2&E{QJ;`hfc=42M@b|;Mm6zwEo4R#vFsSuR?rn{qcW<3^QVY<{NYXm`2v2&-7S5;2}h%;~iMfEI18BEiRO_OlBMbG_%r- z-_;L-I1M9_-UYcIDCi|2oFO_c(%up76HBl*n}|498PO9Q#pH7*Dq$`;C_|4jnB^*J zLPCNJ%5Aja2)yH)!kBt!Gg*4g2nW`-bI+ zN>I?(f0YyeuG)0F)nXfDo=BgawTn0BWf)0OE@wjW z+}-6xR5(vn%v(-nl2R-1)>e1JEMP`0)bQd`N~k-1R)bH`=QcVlBXG}g*{o;1Wb`{_>T3}L{%+a6@qefA6$}ccB6VqaZD6MI z!=h<~ZTd~K*vnN^Qu2F&2SLUGnhVz1bPQD*3s=!(rUH0S++N#|v11YhcoTey8i_U) zARLUcC^<|7rR1Z&GJmlH+n^G1q~oIRJ;Pp301R46_CHH)@to1}S_&Sp=y|T&3||FT z0w(Y1-g!90!o0StveE|YFK9}KIAbeh{ZlYnjb!Zx1npI#;PHrxwn11O~V2d~#POJk2UyBL+ zb%hWCfh*SsBAK1%0eV>Eakts;x!FxLMHZ5hrx8l2+W84XU5L4rfWPk+gPZq%#(nq) zX2av)Pn(P>EGNhFxrj*b{~;3L*QS90Pi{l=tO`<;b%JtB`jSPR7_ZZKhbhGN6AV`j@!dsu7>;$cEx(@aRtdR%+cE#>MrYxi{%!LF z4>sILw9+x@LcR+Y&VdWKE5U)=Ite zq<`N?AbjF$O2(n4CiBfEINh|62V1!t?mI0*(IO%d*T?zG=R7+Li@g@xg+geYIM*cW zQJ7S5gm&&t-tn*rTN74~Xe(qQt(XPEJ?rR1e;$^HRH)*G3G;Po^EKgQ{F3T|Lk8J% zXM2t*U%LK{_4t4(D?H|%z-R(s4BN(=N=%o%oJK4?x z?f_&>&9ZLCApc6b7XT0tTBN32=U^tVmQwq!`N+MQ!vB2_RXhs6&b5OXl@aloq6iU7 z??Q~qDF`76N6Bd;@ghW;84GA_9YN3o(ZK-l>sQVC5w|DNRnp=O2jLm=Dqu-66b*-l z(=+L!{JK-=;)AwVSgHtIH+KQ9_KlF|^8RjbbBz7Vg6!SK#i1zx3WyBa_tzLo=%A?b!5hFbKz&Xo&v zc|RPo;&F5{-+a=EP;RTi>9JE*5&(5wLlT!WtmMJS6CiZok*4w}@rQc1ZPeyt|-I}z1dO1<< zA1QdGSa6nRiDzsWZQ2x;_~tkFG8CkTvMOQJRf?-q_sCh52wGt;E4{F7F0T~iP}3-N zi;6(>1+)E~i3QAnuOJ;6&}Ad1l;WqgIH&@PUUUe|GpXTB@9!XfT#p3wt_qL6Y*G|| zJCBpRGSgqEP-dae$;rIX`O_68O;@^0r7Rvr?5DYZ40f0e07aMb_vMKKb{svodEa$Q zdZ`iS9aM;uOCe3CyG3hUWQWJ2ru0WhH$0HnTASOOE#`;LNme7C^>x{!kM-ZWI*cqY zaB#1jC%fiSewn`vsN5@XXl^Ak{BYO&{_>q7mMgbR$R|iSCp|1OKfhws#x7aMj_tdm zwNv|slM2i-LiX#G(*zauy0jNcK9PQ5I##O*^Zq5cApW?T}h4$Xl{kmmPYgK1T(BN^4c7;Pkswe=X`CB|D4F`CIdl>fasLeqW)gI(F7o-u-Ll zU-#ty+ku~}si=&4lKZ2}7Ui9oi_%#Oa|2bA4^yhCCQ@0`lT|pO<5*DPZT;oPH=gsl z_qvr8cykwcB>|eIobeQQJo0=hoTyDVoqY)Nt4;*c)thYwv>RvPXe$-`U2i8}4-OTT zwCr{=h*mkkzRTR{T=`sgBQA+_QLn1@`jE_G6q~qGyfR-HE}mcXZ)_!c@|R&rnS>;4 z<4*X4Tw?z31V{V&mT)+#RHU8Z@1OzEc`sseM7#;{ZbJh*-I$=w&!c z@_`H41RrhUhcbgtzq@GMfy;7ODY|a#s_B@CRQ?q%^fLM77{cGsO10qlo1S@fU|VZ& zoox!k&$EAu%CUf!1%3^T4QmqIBWnF_kEKA=K8{rdWsd1blUfi!0z*tpr}FbYp{zKK z+qa4b2_H$fU)nX;m%E02)5fpNH>D&wO?q1ofoYbCPgqlF6y~t06vGD9XJ$M<TRr_rK--6uGP&C zE>7W^cp85)xyYaYmal$Q0a0mom6i!$(~>wCC3f*5ReglvKvj^0`}y-fao#4jY9?x^ zi*qXT@5=$?%SlAp2BJu>zd9O1RB|zp$f_$lJm%Y$79iy2Jyg-8R76cYv@<>(4SpJQ zhUJ@Xf$jxXM~KIbHI_|Ix(Yqy0uux@Om6QyB*7N>7gJRvsZgQhAUfxNh&mGUVC|*VA6};gSxc_{v!{PheG13s}R>F?w z2R)vsYkq$7zCrEynUDIMYV2rkZX8k0_s$}&<6g-7qC2zJY7#8?X zKZ^tQZF#VxeUNB!Q1WhN_!aZNPxN`oK!q|r-Tix`mxGX9V$8?$PahNX;82Y1Z}(!F zqXd3_57JyUn^o3hp_?r*o6#&)Jt$S357ru~l7BrcyXI(f@wj_D%U$9)rB|F37R(V2 z77+Pz5|xtDTjhAypxeGxAdzHJoA=gFSetn1sG2e6ieG~tHfUt)uoEeNWzp%^vZnPG z9kN~Tsk>}>R#|XVwy$+}%!D0H|1ySn1*aTh=5w8Xo>LTT{A<`$96Tfm41rta4C6z#W0wKVL2wg6?eq$9{6QUE+R5=qaQ}x^oA>bcw zwxvg-3SNvx8I~~kus!rBq)_5|0%1NT0py{YGxQh^h3vU7F#i-+*59wAwN?}OT=PE?Z%ur!fysZmoePz zo*#1>r%-jK>U-0)L3sq!abczSt*y5*>CYn``he_u6deU*)*&ZVr-A(j`>BG!(=^b- zFW{`1pO4>CHpy-<`uxBTS!r^PWQx_BwWV}6MfCjA8IkY~z455abz7M}~!Y9MHL4{acDG3f9 zNdHo9aZ2)Yz(b2Zg@ZQ&LEW^aE3P@W&ypx zrAV=~ZJ?G0R|e2!(}UZM4>{R#Vm0CBs@@czp}LXEV}1Kz`j0ZPAA~(;_E`fb)Qlf> zXPNweTACCFXqx0y(2p;Ns@he)j*0Hjnu6H};H4;L}Gnn3^H~8P)b0NRZov)W~KF6 ztwgzS88z2sz@o=-=LfOtMrNn^8sRoau;>9m@-Yv3x7G$;sfC4zCfUV-q(?z z@;0eFKC+d(#{H4b<#{#AIMV*JY-<8pH#5M;XJO~w(4FP?_bwk5y~tVSMl#h;cp^u2aKFqZx72N z2{yv9=mv>q%`CTH+=T3MY(iu4f5TZ zH1sb+BJ#VKY(lSo8XH^zZ2toaakqe)kY`Bqsl|pgdL(W~jj;5xxv}0x9I*A|BsD7G zugIA`1Fkru0?0a-5?clsL3}0!7#zeg1jGlvGdeD0z?kCXNTUrONm#VNYwnU^jEMoV zSuqE*lH46@XsFbzKK;cV(AEI5|t@_0ZaQ|IlWKl;x3m<IRJBt$o3~@$I|xtWsFuy#T!roOjM$De-5aWQriVWCMr7PVZbt5 zo%B8M2LQYIZI?ZJi%JQmy%mrIRhBqhhm`Q!Psv zLVm#VLTZp%^pihpnd|!C?ii&63A!ov@`%jjNS#roq^JnO^^cBXtZP*@hXLf-C+ z;~#N@2HF}wx&R8m;9S8w&%cBYIwyOLwelN2q?M{kg7@9W=WtW)8$wcNA@B0%-_}Zk zKaf6#NP-hcxOr_33}O*tCBd5|&t1u>V9&SUERL4HS02;$frOm({t$xJy;A++A*^>; zEBuMSoV;0g+&7S>rBr@-hm`cY-Ek^48qlwL7Glun4W&YA=_hOLZ0kiF5msq|pmIsJ z$5w+z)_IN=8*x58u=(<@{TP8Lw@Z#nH;3U!Ly1nEPr6B@=Ksuz(0v5TL2?`Szf{GK z!2B=G4UDGTH}~?MsS3^?4)g|P#nH|1gl2X3KlG&fr6c`vVU5xs0JY4o zU(;VKxEYsM-vD(?n#?^u6%sw!=G7|muLO4JpcM@o%l-IZ(J>zU`kY~#IMEm#7NA6XcjP^xy$f3D)n90R@wB7u<5)EDIEP+uX~Zn z(z4w^f7R;7;PNJ)WwNZ%el}D)D`@xnHPF&7g#3FFpM>^e?s0-zk@&BOp{w>pzzd$GTJzzdB*t;k zUvD!`I__56tfz~ZevwOo&af+(tY$b4FgO5yQUaj{uCj3jbPG`FyO_7z_>DudF+d${ z@h0<019L6`^?mrSsF*=??5;F%fsGR-Ef;L&^Z1i;Nl>7&)1;Wc-Lh-@>%Rc@L3GxPz>lk_Efac94BDpx-`QY#4FnM@!rbI;i> zn~sISnvakh-$sk+h}9qqOU&kZ;lj1>C6P3NI*>e$tb=*P47llzc^cG)n2PY2jgGuj z^lYGMRoCZYvG1N0d}H5V3H9ru3iBglQV~|_mvRQ*B)i6u2%{ZV_-5Yy%w2$)d7wHq9OZA4)xsvX`pag^Y) z#{0A5X=Tygv=^*~M8z6q8l~ynwhl{;iUvg15O39>&4JmBp@+l|YCM35!*`wsSWX!EBgy229PyM+tf%{FktcqqRd%zv(IR4vxOrWJ)*1#EH+7rhRxKrU zN{M^7rJL`{b(LE6mw)B%6EHsQ3|rMa5l`-UH_<NLV z+2ws>GYcb=@DB6I!%Or$gbpZ`zh{ngllM{5Z{qv9#jQx+p1&868s~9bt*EN52W>OH z(pfGspP~eI$cv-JCIq^KKo1~v zBas-tz5x-AwMJgQH+MDvkF2+himLzK|A&z7Mp{6mOQm7xl#mi6loAo?ZX_If=#UO6 z0V!#Q7#is=rKG$2e}>!7{k?zd|G-(xB|c!zIq$RgwXf^7k-9IA){gWhPS*erCAv`x zTQxw!1n&BO=qJ(NlM~`sMK5xRS2+m`Va-QdWmdZWGvL8;8IhxYe(l+nu7A*=aXVAU zD-CO@j<(C4)({{))OdTjRrK*z6m=jL+WbFb;@Y)_Y5ULTY}BAE;z zg8o%va05vw9Zc)^Y8HIoaUEN3M%$a}j356Y1!!y+4}ps7U^wiV9lEM}#ls(*0?U7} zl|OD7n;2^f2+X8ESDZ3({UBTUX+o`U{+ZA>DXa07O+>+VWhOvp?SZAPV@47ts?LIU z=`FXjYK$7t^V*iY%X7oPV|sUz(&i^?`e(lCwmgwdO&GOT@U_nzWAB0{w^x0_D{-(=JTbn zs;Z~X-gyr)4OJ_;dDQf5Cwm{zIAR$+Lwc#^ZMI82;0bVzHopm}q_%$(LVypP5jCFz zOW*J)O$i`KIHL+U%t`dLgB%!hfZ5>+ssrPiKnxWoQ6oN5L@su4(L+t@5V{GHuHb7jU-Q z(3iqZd#KaEH==J z8fVH6V2|H(nAgq6*$Fq(yQp7!m&(fl+GD-SF9Io81x~A!`XATyKUcoBzTCOhfi>x( zH~4(fWAW7WYwoec)e9PnTwuN0>d21|>y#W(mNS>V9O;$0b96Od2PQLm@c~MZt{@1R zNj&0y^TcDKJY*ccFdW|M-XOdeylC32a03nzCuH{9I+u8|-!var@er@<<8GU-V=<{e zWAftLKzndWdvky1KsVd~RKTL?9?9`{31Wwg5qg{UGH0Oj$?}iy|yZ>}}D;hs|z)Ju0 z1Bp3b!zO$~__RfXw;$Qeu$ah&9XSWR`Fq017nCm*DK1Ibync$o>)`C&aY)q{{~nmW zPAq^8kNCWxFzlx6br zYu_?ab}(u<`rf!1wvJ6WzN|TWaq&J#zm8X3Qu>v29D!k=;LpG+@HlapK4kD)8^O4e zmxF>#eptbfsj(wM-$1m(zVrA9l`Axu6wj|8^B(&Cq63Z~fcWN;yE@C7HR1Z1Yl;4XCBaelFF-#gw*9uTY02u(M=N@wk5~K|e`K98cp=L3W z1EN184A>t*serl8T(|7w?g)!WYOcQMGXucA{PU^M5a|dCrb8IP0GRs)9{(zjN*qJZ zV*#R_>pI@qE((^;PKZ9?BWxVZ4m8MWoP`1|R5S%m!HZf#7bO?ZDCmC*JyJMkkKBGy zxM&2kAxv=cBv$qHv_pbHQ#%0LlM{}eeq^{hLUYf$wlb*_oDSy#uzpg)Zt)T-Kv6*u zpv!PQ8|`YX&b~y$h(KO^)?jzqo(;cy9T; z&>m$OZ9b-r18sYUT({|>Kiv1jb^w0hVU&8CY&ktj6F&ngTocooYdYOJ{n!HinBZ$V zj#;!DCcbfXaYc8w5lQs{&OUf6o^wi9HVFjb*vO9>ytvXmDrN*eS2RITyK!|BU%P&x zl8&LILsGilx}d+%XV{+k#pC1K^xF;d0rJYAa>ZNHOPfJOSWPBCY>MU>8sk8UcN`IrKkPE zhUqzv7r;(1unPd{M#;M9V#!x?f^*4j%+x4#8X|zH$tf`!QBArB7Tv0OtW@=Bl=Vv{ z8j38YGEw6AA_X!!;%UcgQj1=;DDU9<5v+kgZ@_4b=caaNpgA&PdTz$;Vzl4r4OWliI&oi7sO7Ukp|R*HJY zUsMJ7oabNkPJSqX{kU#^jQN?ZgSvNU4ORPd{(JS;AhQ|itUKj?J3G)lfho4KXtP z*{-ur8CPzKgv6D&pw7S28c=-O2y2E9kTi=u`Vs8bJwvK8k&miDW4}rkyj!cH^{ zkI+o;s^e#Nw|)6&q2jPQ1;$|wCEZcxrgYwNUNtrG%CL4CJ^omiIp(i#k6zrs&oru; z^PQXufE)l?rGcX_>H6$ViGnK(ripIbWrV)W;{HRA(54!2r43@$S>8CW_CRyHst$(% zw0>B{%$PNfhv?*|s!t>HCgDPR(Kr`LEsPtw|6Bot4SGl7fkGG+D>04pe$m%1upi)! zVc>U-jCYAYi@6(<4{vjxpvG8-@CpaE3Rjl!`4OylD@HvQmP*~V?02K~91f_pEAGVzrju25fVMwk0Th3XEYAc~0g}I;+!AgbVHJwy z*qr5`?&x=f)}_myF+-1-X0)G=6!ZPU8D`I~iwp#&_X;D7=fejWl;4tA8*a52T-+5M z7$_aLm9(YLFc#rK0p!HrVh=C4cR7n3^n^yb>^4pIbgMVuP5x_-VL=6}wpZ>tzkORy3D{(+ z%$A3u!x-a5$8C4}Z!iz`(&ugUM&*2U%VyU1GD@%#wtagtccpue_ zuNL2^*U0un)#y2^6w>A6t1++qifLoz>Y}7TBkakZw_mjebPfZXl6NajH?P2Tg~qwx z{g=TM{q^YF%&8`al@CMH0%W{$-B1Hq2I~FMdWFY>Vwupz1nI(4zvI45ES>muo<(ED zaRL>H>oL^rq5HGdT|VXtBmg0@8MXM

CD_uL>|rejh7^y8Xy&Xfr#F!hQi4%j+1m zQ1tn$1y{9vF(J91%;NS{7gr5&sgn`>QJ%=6kB9_}g}XrTm;k}Vu=c-N?{&)plR?eJ3+7pA;M*GAYH^UJT>YV(2bX-B(X+w2NSRu&jZFS$yyUbmW^Fjr?nJxznB{7ajMet@m`Q7b zGpULjoM?&Rw2Ijp5Yc=Yu(Ruu8Uk2s)OimC?N0Cj^lso5+NsSfbC%&A5nu#3_Tx|Z z$oukf^7{j!Qo=p{X|GeC*mGk!KX}(o*im1wExvvkM%z{ z4&jfXkL_sru6x^EMc$rkWw5c*cE10h9o4}9OH6P9TbBwHqHOUfU-6lKI4SYHnfqp+ zj`QB%ms|~#&}Xpt*~)A7xve^>+n6>qwESuGd>$UFExaPRF(T*Cu>PY) zUNQiUp*Prh7h2DG1=IuI^QqdUJ|l$<M#Qzhj z6f%?25BIE2b$QmCn47T2ij5B(@MQ@)q7MiO0M;%Q7IyZ>N6+RJ z`_^J~-BDU_c!2STp_{dO%T;iw<=Qffd@A3~>l8RB;I$HxN**3Zgx$>HUZ!s}b3{-Q}?SqONa5 z*P*N-0>8uZYn*kFZK&8NdQmpTzds4GVVo`+HhfDgk25HcX z-)JX~A}_PxobSgQe=jaEe>JP_lD5`b+<$1e?Es(>Fnd9ydsPE+lJ9It<#rzruT1WuUBe?#Y`Q+%~ zr}n{yuhz**yp^MBqX?MiIM7h&Lvc6B8`+{_07~!`^)2Xa=|a}uI+GIC3;AFhNH-Q~ z-qrmV=`)pQgwF0?n9cZ{_65*<&;;LHj4H6C2v`1{pdIl@`qR2Pr75;`rq3r4m)2T%{lr&=5Q?%nW@8i4hSv~S z5LHS@%;#Lc6oMMMqoh%q!qmrwWick*>7?*N^G1fmyvGjb=AziHXq55%Eh#%Y zB$>MSENLP`N{eg>xsC<{dMr&w0ahhbC0(40MhA0EYm1e;trRHk9!7QXg7t5V(t*PD zf25zPijz_xxlasCw5RX}f$*E>ZjaGQjtb?wQ|oGWv;Pi-0yP0Ag8QAO}OI~Kt z;qJqs<(QeDFC}I|6J7C}+;vUtdCayG(GU1MBxjaU%8IUcCF;e^P#9!`1NSMGY*mjj z;*X0+W4SfQlnpSpq+SEd196;mdOn70O<>s9Xdo@?MY{Q=WOn&tKm`S%_|oirOr2cP z@U{6lbTgzrX>z2PSqeD#Xq8-VsVTQe`8gLejONs&A&^?so|}S*k;OWdIh7wi0h4+8 zsTP(hlH-u}B;#>*0z_^Icj>vUmdi@-*Jk86L=Ol!M{R;Y^Z_G4zdvHC?uRN2j8@kv zl0-hkTW5*XzORrAIjTHB%v+@$@kSc}#a<|KZLI5H;rx~m1&E#ip*DU!JjXmYep-ZN z7=|6LXTCYm+8G*|y5)A&I!kWg+RG@?DVpFjzGTnRRKL;4%2&fyN63>yT+Anrw7payh@nENJbvKjCummXgL|B4; zpkmmi5ugXX;=WR=B3>(!vKHcuo8yrA7QXjJkdG=}0`t74_?p9FbTK~%AGKG?A0#x= z2g5=NmyDWhn9rH@&7Ls?U|s_l&TE|Ygs@aWj~kS{Wuiyoa|?2VJ}cXr_Z1{CMEP}J z1kikH2=c~D^!1V&0EWp50L6`%{$yJo0>>D*)7$V3)8 z4Cr|zevjGZl!%IrgpC$7QXY9F!c@jev0VO=Crk!o%PE;o!U=F#Jb9S#LHB)D8uJUk z&zxI+WWfF=1i9#$@W_pV-&5}>XtK!X%vKzZ;5|aNEoR2n%v2Pofv5cW;tp&N^Tkcf z@SOr5doub6)2_L#TM7aHPsxc9;7O!VD>P68LL#!MP8JY;T37fZ%$CU5@Tt13&iIp# z?gcrGa%Nw&Q5P7Ic2DRVPTA@lryepPq zVPJWEB0k-G`f7MwQG!Wu0$Cx|&J=~dOL6f7ay&Pws=IsO%eK0fzRXI=O+S^4N*0&) zO$VTJRj*JP%Pfz#`w4U*1SyKZTzcrMwFwOP%e}$Qmf@DR715t4P73&TuWw#-Ca;9t z?*j0#J^6O|y45Kh=|4x23{@XC+zsr^+2#`X!xzTyQFUdh{vt(?U8lg%{l6p@mQ(L z+D%);B`eGbI*QX$KCopZq~qL`&=i!YYxsn07IQ8#l6JD8o1}(tL*M5z&jdqkvi}wv zgrHnzY`mkm6PG72P|utYNMXk_P{nTrS22{=3+QPkj^}`}<7T%ufZd)diZtjrPcP`wWd#3-H{=rb1@YL~=bq6d`;vO-86}7`S{fO! z8`V1rxHPt`XDcdpvR03Cr(yt_Rr1zs1b%Z7?vB^ZVmjpx>ZuaM8O1A!!}r zZ7+BH14uq3Cpa^kr+O_`d<%FVOi#%Edqydnzk1X2mI}eRdu08NT(+x-zttQ#ppASQ1@fW;4#%fEv-!E=HDPt+4(LQYnUgM^7 zdGh#A#1Xpp*jkm3=#AUrUiwI9O$b0UJusx;kGU zV~EZA1}e)_5c{F7GvA?oXisi30z$Icz`)2^oC?52mi423^#XPmnSP z%R)lM%kgI^*mek5Lh5wGJR2o{6w8#O$*(gn@L(U6S^sbU60r4IkK~`)g7b}(7~W&N3`qje=MZYNP#%7$D@n?Z5{w(%>jP#Lr1zDu%B&M`}x%>7vG8`VH(3Dhiv(Rr1R~3vKNy&g))HP$Ms>x(mBG) zdGanHrkVyPnT*Dpo{Ni-&EZeWZDtpDeQJHRmeo}TnH>}A_|zfG{!3V3y$?URJbx>< zlPsr7#_)TvzSeQpdeQ>E_nVyuMr`<0Xiu1!uODD7af`*C_gz3!(RwJO+^{K$xRZ0@ zCBGMh5Y=Jpp3*3KQ}}|Cz)=!d0?)Sa7n)3!%&e60& z!u%q3+AcH&zckrL!J2or#dFKV6AhOl8Y)Q96q*%*&K&^WM4{3X|Jk`}bY5Ff^CdW& z^~V=E5%%momO_Opn-AJmuRL;!I#cv(R66CU40MdRrrC4@DU8+WL!K~LblY6;AXUVR zzC9jnTG7Qu?S2n*$i4uc{^dwkGw(8^%)zT)*JV_}NH4$KU$%eAnZT)HnVh`4BzY;h zHPkxYsJDalf7&e%`2Q|h;pYw^y|x-%xZV*1r}lhv3Xc0G{*hu75MWvcqvHrQWHiKB zduWa2i`8?iJ7KLKtmI+WCDtG9zQ*tD#PjieXzXHq+_SsX0Zu2o(hI$2%Nf-?>W|^0 zv#~lojM*?8SV&Xf9_umYNq7cjFkHy7#eF2b#4O{%M1Wkw!v{56f7~beY(MF%JkDcL zo3Xa|H2Tjp1)%*aqX7r_a|MT*>$S#2u%$};7*5C`3}os+#Yk~&$Z}WO1sFx2$Eew34uA%1DCq3pr^K_}sZ)Dpdga%DN? z6YNw6PuV9=z)~O0W30TmhZx~y{iO6+8+@*K_gl95wZn=-*&C0Om+ZyucW%td1$QWA zaf;U9S_8o5i!OQNW{=l(F{z-!L|-i!D=ODrxAu>9gaJD=&ZX4S&P>!6tFS~SppB{9ndNq1X6lpv9+-S$6Q~b{ax(-L~zC1}oLJ6(k zoP2k`CR_&MAPv9T{6qB=nA(kTAq+6#w#sEB=Qbqp^D0vyGj82;}Xu@$bG0I_v8^xpq$0JaAOL zXeEf*L)>hVMckaGm*y+njS*!Ozi@-F?Rk!Nd5Ltq`X?BL;_sbfHLG|6*Y2<@t`AGQ zCvECk5{(~mM9Z<~&eNz{Mc-U^N4(vxBx3YEcsU}CeL&v+4Ug{ud)LP|3PX&lnB0Ak z`FL4UhJio2el7LpW);-o?^~b-H+0t4BaE_}C<04g4x9APC+Jo1u>&?2W@Vjn&sT+E zQn8m7kmd&25n7=d3mBy9R8C{&8yFdH9xDrn`VE zO$)FV_!L&B8w1Oq3(%P-j>H`3BMF5ZW0Md}W}!#{?=T~23x|HwSp8o?sqj;(}V3MCFCoj^&ru*l2m6)n) zAZ@&a^5Rv--cN*OVGYg2q$1TGkr(vraj1U?D3pk<5qNzm9kulMF( z1d@{q$YEai-D+=6fjq4SITr_OidB5uTUlKCJ%K-BDMt)Hh4m@s#-bcUB7_B<`r2#0w)p30hwz&X{A7`VP? zE6(|4x1*die>bw;L`;FWmim_VY=p4hu2?->d)jMUtBZLMG54TI1{MG-2(QU;zdcDu z##rU5Hrf8ft0WM`Af!y3=@uyxck!fE>@Cjc`I@oVWLpR%z$}mx>wwHroJn@mQz7y* z4_uGwLo@gCx6=4RWL&d-6t_k{Tm<%Vp@MTS02{3}YCfabB?to$&6~ zpkz30Hs_fYQr@6ZL&COhTG0(EkyctT!DH%p;l4pc zkAAd@+W8F#cX3V?#;jh~R~kk3I3)4K^*FRhgqhzFF#2ZHzjTqD3=JoT`*(Gu%Xg$V zz#~OE(!ao)KXhbm$>p0o&{d4GG3NrRD1ntCokQ<&QJ2%*c3;lh--zHx#3+@pl}? z<`hiEAP_mjCoIX!>Joh!NByT3vC>}T51RuB%mdHWX(>m16n+TQ(~d8!OJx~=VygN{ zm1qw@4hbsFSkX=PyynQWG^&TAqsq&a?w6IqmY;y7H~=e z*!%K3ogEQTs+xrMYVg0pXe1`srQ;5Dyfw%fM+PCLe=9&*sa~>jTwtVd2o=mpS4N(8 zt^!BFp1wZ^JiIL2h6QWVI`hpQ@01P!FE9Jfw0uiN}?h9KRPj54#lP zeEbmH4KIN{)LmucTPYel+)FIeIsCc?Cp`&NZ@)27t<(}*ni6~Kx85l=O(BzN4LdQ$tzh(b0PGtOpg(JNlhz637JF-L?{9s$)!u)EAYKR6m(T6XQYODDiz;Ig4$4aO&X=S)1WAEtvVGe463l2xN3 z2@*vleupOCZsWBdSRxRf{L$?+tm7*I~@M1Xh&r z0|taJP|C^Y2T)jd#*W<+Cu+LY2hg&`U!S(eqnN?B<%Mn`F9`#JnWGmSk-BLIQa>Bl zTG$@QsQPK$k+p-|`y&9doa|I&dS1RryM15p0zKD2vVdB==l`SDJ^9~xDy?gOz`9XB z{7Yi_*OzpBJ=^&*F*2XHl;+jsVmUwB*_&%1BXDYD>^1cMU`<3RSJY|r*|nnqT zQj;WyO4QBaZ@TyoWvsd#5qB$t3*if9*DM9B0}Uv=DQ{_Ma2`4Z$=C*vF3pdLpeu*^ zDnV>xJ46(@$RdeN{LH!!Md=u_nYGgy;Z1zMvFW+@))`}HTJ)~!pg}|n<2GD0OWr>~$iY3rB zk4IR{ZU01@PzUx6a*RbRSnFQsl_=K|#IQ4RBK@U`4 zYjb<^zI@oN{#Vll4r28x>#Ke*A*j&CL0?n;_NJC7r;vklZjz79l3^4RUc;kO&%tit zlSfO-?(OwtG|X&qq%XEYcX!||TuUR(CfoG9i=qcZ>IcVpOC5_#Uqjoc>;W!fnP#_?tJF{%QXRE^TKED z$6cGRmrh+;^$=RpU&iWNks@HS8BV#3r<-Zgk(#HhUH31neW?6F_vuc%@Fttar~fTq zc8pQuNO8In9ASJA>~$PGj3d3;Hv#i0K9d5D;#c-(`ZqDhf?NH~ZrJokL4910r7sDW zvpEhX=$3+ema2{nl;X(rO06aXO>~(P>-XbEeIp^Y6rMk8Pzw$l?yj}VgOxs`V4&(q zQc$|Vd>bBl*rWLNL=afU#vdeZxO{It5oHRNNUqaa0Q>SL5V%ag!b zbx2~P!8ejlUI_);HPeL(I@cb8Z~1oM+cs~V(?9v2udyOl4Hz5qV$77^Fg254WyJlSG}L)4f%2@}yVUMB+P(xyyi>&1h2bWL zvem?Zx8*da`FFi$xFOraS3&NqUx4%<0+i9%rI>2`S33gS8BgU;;vN8t0*)9V_$l;5 zmnrlLk8+6stLjjR9;oNaE(%$}qU0$;W6o7=E&`mafYUYkzHoNNH6&JiQ(d#ksG0lQ zK}a>bQeMqFcTZ!@py|y`A9~DEGwsxA-Wqp*=zh~-FLZc-u?2r1hhNtta4w#9v|i=5 z{G|3>@fn@oSN9VNn)GP>-pP7HIF!NU+U;PDcxkx?Ucue*gZa_cJ8lP3DO(=p&<~w@VgP235YDrz3YO-giZxlS)+ydmZMD=lh*v^`hn8PNX>K zo}CU-^n=s*pn?j4eL4T}q|tmtkv8&RwSAFqrTuP8N885>#muWQoEu~72|ExMTUYW2 z8larti|^N8YrezVF7qeGxwu|!xA9m>pKQpOJp-!bay7UgyUc}E?QJ<>wEYV;!bBDD z+hhTst7`q5UqxdjJX^*%Z4`YTJuft$a-oq@jL=~DfsnNPm_;Y2EL^BDf@EZxbIU3M zb&-3sVR$FJ3T?9*k#A!;E);}GT^0OPVjbP~U2{0#1&$3W-!8urOkxh}SU^9=lP{4_ z?u80d(CY2Tux7j!yUQ$?Pmuc!m+?htao4R#G$jk=L}0)zc~obj3^_6vPOzK7g$S`E90oD`m$Ui zg?Eu+7T^ALn0g`SGJojzbsLdq$Dp3O=g@6?4kyk|V={JHtbra%P1R5B}u}3x{ zK><@PzzRD8Y`Njat7-d?avSu--Jv?iDuf$(@C+kM!fZyHUIw5d$rP+F_5%ny*gGI5 zIbuw)q2l8;5WkG4YO=ys`3I!%RaiQoy8caDqvl|9iBGI5v+1&7nX%MMnPN2i9IvHv zTKl6f^0w?d%69^2hyRvy z**|=%MN$>e;n>ECsVR2&uL^#dqwoaFd>;;ybt8D8l))o-juCsdY{?h7hTOVN>|AAf z?|1v@LuW|qRl%tTx8>Hizd<45bZht?@Se$2bOkRxFB&iVYfTDvZoIN_1MWLE?hPc~ zPe2o12*pe%_uOlvR5F|I<(7BYfq#J{hNP z-j1^XMar{8FVVX+U5m3lO`yK<(sN%+VOT)zHc=*bDV)X#K$|QQc;a#zKdPjAoh6qu z;;7{^ffoxic-cU?L0Ip09acGWmNs!i-5h?+wp@s$`_%VBzIp8B7I?|NGYNEeGA*5q zti)SID)oY%Oo;d-IW8V2M5+nfG)#~j85YA(IJ$agh5-s``^fj4RO`ZD1-tw;M0%tF zqS4pkpoLmYAA4*-JfsC(YOf5^RK_z->Fc0Hf@aEWchG;+{y}&66RnK}K4lgiR5qa~ z_@Yr*&=Kd)dDH%b;vRmOLg}pkGAO(b`&V%)^)ock%GO|QbC?+u>_6B?2h3fO&5hB3Ix%7Z>@A zjN>mO;tv+lOsa~F28=QbO&?b}xYImd-i4Nj?5b(!v2~=mNKSvrD7oycKvU*_cwL{f zFww(YBUt$QEJ4NdQ7G}zm}66GSPkka0ZrY4+HWZuk7RjzVyBQ}v25FrSkScm?T-h~ zpb{-vj73aWvsi~`98Tl~tXGRTQM6}0szlTQc#ehryl8gl16kS&WHymot$d4=H?ihs zuex3_&?c7H5HUXOf$FIS2c}0S>;F0g5uLRvI}mw(;D*MRzDxB(R=`>d-}{7{$%jO= zj*-UAlDZ57H80Z~64}2ePV*(zbq;uS*aT7APjl7ir_*~@=Y$my3T)lZx{&igJnnge z$uN32G8kWQs8U)^)NAn>+r4kQjF$HkVAAfbtEFhVU;PPu2>6iR6}ovYi@VyoAttH! zrA}?MphRJI=`$ z%^tZvg%1ShG#;()S!v_JyP_G4n^%wx8pIS8ac?hzoOhG$h&u^%@iytk>rhHvR0^?b zA}>$HXYH~d6K3EF_*DHXNQ+`M^WhH-bYI?MBrYp|2G+{7L^c4KnEe>kPjm1uw+;bV1M1o(t#5$!N)FsmP3`uX1~2ckshp zJtX?lF1zD6J%%H*c<`14>63utn)*G58^BGC(PYY)E3(=qF#a-q)pS_7*3hk4sU#0@T2_;X0(_*zf z|BP`^@yS9V?t{}97R3AkmdO(=4|ogz3p^1XTHt=eXzBPR<{^V3%DyJIboYGWQ#A3d zEsPb;DRrFK!}R8bc`kdf$ZmeX>Qk`PPjiOvP>N~Q&O#Hf&Zf0`kA@0JM=hJa^#kJc zci-0h%TNqfIyc&;**=HIuhz79*7SJcpL4aeZC2#x*(GcA>Hx zN<08wbV`^NB#De=2V2pcF?>rM{Obt==Bi_SguLW>d!JN1`XA8Sk4inH2WmDbngXLY z9wN*o_*d`8I0LbGBO%N>s(xk?7QnxR2hlM!?K2Xu@wkz0uJuzdH6r^9bPD4eG@b2^ z(h8Tjc4y?sIpm^|U6BAFc{{$zqD z2be;8_Mf(y8hS!}F)Qf65~Id0j9~fi#0oK6Vn5=np5(A(RuHx9lTBA=qre?yT^6f5 zWsRBp%E_Ca2=|omxdebh5=^Bl3~l3iOW!D*z3$6ccq*V8H^R-zw<3S|d(8MSxTT~e zgFu}@A7aBN#e@NVDd>27{gIiLn0_#UL`+q1Qh9L+^jPDF%N*YcBTX+9udJ+CGeZQ7bwmYUf=R5uXDiRsgQh=54_?6>j20Q!sj85YUFpU+*AJCEJ zl5V2A1gR(lH}3yPM1l%B020-y33Idc1cUi5-pDfRAP2+`dCc+6(TYLnq>2a2cF?VpM&%4^706dYYMzoJiyn-FUbvPhL&3xnwwr(V9cJPZ1 zfrISELBkJbM(92D1tG4ys?|YW+^V!Fl74h-ems&Q>J}iseE)x$X9tBYb@j1@?dEE7TY0fJHdfj4&rb z8=t%**z? zVn@5g=GOEHe+7>{9z4XwSmYz3Oz%Qb{pKKX*qZn@p%>7;?*nCm9gY&f_H78n2b8Af zzK9bm26{U6db$lrmO2AL!(wq{`ssikae^lEA4keuZT>8{^N&%U?4PlRoLloerKO7b z7#@sHAkGArUC`=D;iJUg7>>h)4)#1tu-o5TL5mDwJo+5y?sjU`;R8qp66Q}Y{&Y>;D;?CA zNr1Tz5i=g}i4)&+Z8-JJTf5kW!CJ;e-1-g>@zC!3ADjk$%uB++=TW2QEMltomyY(x zx@+Y2Tv|*?%yWtK|9KbOiukRpjc7%`V|fn#L88eo3;&4xYuFpp<60%PNC`Ll=dH*c0JZ{(@NBXN77O|-WJI2W>&n*5I* z`4$fIaI!tz^LE;||lkaA}}wFXK(Xm}FN@jn>3?ghU&MtZf2!gw4r4yZ+Uz7Wuk7 z!hcLSCurZ+%P(A}V|Jd{Z{MC?THVBX`MAa3PoPos_3q9Z5|bQHb;lo@Y};H<7JOn8 zQ(mDx!nLSg=9S-NaX1h|#<>R!&%|DC!EcjyA10OaX4|8bTSx2qB&H6-qjovCu_OHs zl^m$(76**k$~EGQwoBPeh~E6z43SNnJ89ZEH0ZGRRj7YyASjvoo)qmq{)n)?0%Ea# z3Mfkb5AO@7-1Q-3zE_}-{DgyII3)pUpoqGCARRbm!|~fHoini864c|29eyk{cuala z7}2@9_RY6=wuNp>;0!2_kxK2EA?hyg;`v5P?}Vnb}V*V#>V=d+I-NFz>ian9W) zwbvNJeDg(Y5QI-Ja*1-^Nvv0&%a!S(g4xy*349fDQG0m;yVjH`B3SM9ue1M z&u%lUWuqfAQ4)D5{WzFi7*_EMyk*J%8lYgWRuGIXAhmvdKyLWtcBwdve6@ylwFGn# zIQF5fZuG__*%uNu zAO?YKw1Dq%63LhGkxk685(@!AwdI+6f8VCovM}764uDk|1Q%%-dvZ32N2CpeiSV0s zO>K_ZH-yy+ve48NfB3(3wTs6Y$hk9E--#Dc+zV@?aTGn~I9@(%@K1252KzJM!|NL5 zVM{b;a~2LcI;&|PTA%<3vcU1lW3+g{<%6o;xV@U6AFtF=?M=^S1mhp z-Mb!3>eFyEOb#^{pF_Pq;_US({gwAd;ZFzaL5~X{NE*nj?sO<^M@8)2PO;R4Cnar! zfz3%uS#_C#I=-h;9*HB1G7Y_UD2Naw4Q6;lO316x4Ck@|W4@dMKfri)V1ye%&#QI% zRes5LkKqDac++$}zRm^QNNmg*6H^-BN6Ay*Or)bP7B2omcfEM_c$Z)^ z7Q5d5lo83HrOfqloEjIfBzNj85k-Om?IMuhs>ncV=st{%0OuCrLJh2tX^<1S##)OF zqCX*Stp}`z+;n$J={2}b5oiidk^pkPXC2f1g+Dhi4j9S7zEOmn9K!m%>aaP@kXKwQ zYGn9*Sy`YT`~r8ONCiAjNHrJyOu0xz^L&9<0X4wh-CC6WI!^OaYia_>*6ERY>h(=& zqzc?4bj9q_P~KDhMJJl=Ac1cLQQGUecMfN6t~>H`SFcB2x}K@^h8~)C%5t2~MHn-0 zekpeSZZ9-l{k1aY%No)mp~Cm6It3bSU{D3X1wTZu z0Iij_B;cydopGYB@kg|@sj^qc-dLrwroz6@~rhZ?V1McT1h|2Yd z7`e2?l%98N@d-Nfu^Q3%ej@Ok2YzRem;DXKv9a@pNtyRRXGPyF>oDxbH}F7OeK)in zjyGvFFKKxxQt07lQrCiV@1G9zSod)3AD&y%qP~I{u3@=8XB=oO z=0Kgv!W(D|oBBe(`+{I~9`$f(Wn^hr&cw&H+&QEl!gydiC|rKde*l-U_fR7wW+Ynb z7-#H&v9D|^;Y2|o{HtnvDCSyJkx>C>@f+K9m7uSocywW%b8=bQ zKS}6}rs#aHvuHQmk1o&lqKcg^RuhZ6d``E2`CLUb`FmcxF$)-Cj*u6O4*wPQHB=P9 zPgz~2BJpj`AM5R0T3kN5Ez-(4uK5D&seWyg3bC>K_*3aBl*OQWotLjOc{W4so7SUh z_xL^+)$F?>dL)Nvbm-n12ueVE_kl^oIpMtmHXc1g71BeL><<(>xk!h&LNsq;`^Q4X zPsM!wn4Y9_+xDFFEsDDY0>Rya2X_gLG%ms2 zU4nZfA-F>zSa7!h!QEYgySp{gxZTdb_dZhRzEBheFZ7ygj&FQJoMgfkAdMClENmfQ zDH*#@fvZ<}O_#zrB&^4p?>GEtt1A(@Scytok?}_(Ar|zKe$AW7?=k<=;_-hD0`_JD zC3+sH=gJHJ&9%hBiIWTNR%mY(Lo>4oP)Q7=rKm0H3{Kb|YSyVh*#rM@g6`CNMcNyVWb?<>9a`xU6f%D%cuSegW6nt`v<)(FaFOzj zqh_(`=*kx=k#C>%J**{;=}N-R@^z?tV_k~Z#lpWGVAwt@XHwtL6`uPJSamT5O4r!x z_iZAX52Z3D&Um?Q(|Mti&`NXCHmV}?P-VAUl@rRu;P!=k1FJLkK@g>S5`B^&zb0PGHz+U%)rqj^a+vZ}g}|xY5Dl zl|~)0_%IJh*v_go1@fp$C(^P^GbC;sm=@4UMXs;)ClB^bSnVl{9`$5xEUvxqtYzJW zE5nL7{$O{0_PL@7EG3X_XUo(eOfpdGe_<)B+8_MBZA)>)ln0~80d0QMcEdLUF!5gA*<#|c zNpM1#snamBwY4zQ>F}t-uV3J4tu{YX0#@}-cIRXU!*SnJ{`ImRCE^^z=bN#5rK%vN z%r(4fCOK>0HB>iyf%@ga@NOpdpiKNv(=W29gh%hOKfJd)8JcKl$3P0YUvnm-kBDyV zC*X^eSHi#K$dlx_?E102>2k9}tmA*@FPj#D697^(n@KCgE*enS5P^y5M~#P89~Lb- z9J2&L`$WANpa$eSENFp_xRO6c%QMXr>3Ucb)x(T50Gc(!AYKM#g%6JHux&-*{vSrE z=15qO`BJ5&=)Vfh-SA*s_T=1KOvnK4ypkuzKW%f(EbiT&p$TxlbAz6TD!CGfc=M%S zitDVv9ZzgdPT&odpwWVe;3S1Sk(PseHo&jj&0dFU*|>0Gx7!RF4vxhq*Fl_cwxE zqGbGfBk=H*Rl~$e?WzL$ZjOxYzCY^qXty1^XZAi$&JchQi<5>=y}GlB;cp85 z5)t;;f2#j;4DwioRoK9Ge)287&;kwsw(@o7xkzoj@bG(C2{{QeM`Z2#B;!kXa4C^R zU+YLv&PL!=K&yQ7Aoxq{A-2Z z@uAgcj$OzT<^e3PaNp)@by%DFYk)+9Hvuly9Ul3Mjq}UVw*KLJ)g5HjUn?4Ygyrds zqHVurDE!q$rn7{!DztIpyeoCaZ-KXlrxf5j4Tnt>P>Mzr zw(Yn-7*6W!(QcoXv1@$>bBSRWh=~VNr;|M<*m*&K8SpKX;saVA{~D`XRc)zu!93JI zccZk+;V;?bJhgxJ5N#I@ENE1O-vu&0ZgY!!+|>TI4V=}{{;TsDmy)N?{?gdL{O`e6 zOMYS`>p>*IXf8gi`?CqwpN9&`&zuDVz(cHuRd+r)O3e62!!3s(8fdlXZ6BFS$My!V z&lD>k)PX?`Kj*-Ej5fj&TYS(OS~e4*hIw|X-0XKR)YOkzAVCs|wcu%W^zW7*$R(g% z0I*VDDzA*RH;WITYPmN|{H9YXr|zL|UFE)_p$rv zG~qsSEPlH4r1YO_q9NSdtc0~+-O+Lgx^T^CP$+6tYpIEFllj;42gh+IwK2^Yy9h-Q zSLSHTw&);5&|$W}Dy@IDJ%PIXCp&X@;oz7H4n)IpHe!rvulL}*l}(iSZ))1E%T5rw z*(Je`wZUl;*soUdcE)`h#u=b{ql{%D?vt2mye5^7hVSz}18RxE-`Urqvx(IL&JW z4cLMcGxsM*KY+RDr=^QFoTg448<=7fr!b z4*m0qQzQJ#nln>JAQgF{JotR?TVu9*VpZXFv)qntK%(Bi7uDs0s1Fb=n!N%l64pzHWjR& zP#DG~gIq1)7?*y&j&19oihrD4YIIT7>@x^V^Ts#jHC|0>6C2;uc$g{loFm!@Vkai0 zye3FD@$kt76340B|C8j&FUA(WT%ogrl!|meazpbt1xH|(YRt3;bqkvb*K5x8$CNRi zA@8v%DI9$<4--H`kNKb%)_TX8QP8w+cRYGoCa&u!m4PX0>%|AZhr5$sv2V6GMi#+P zE@9xspyPNSw@}fiAW?MX8p?_Vec#}<&LStOrz=#?Mz+d^S|U$dZ2S6%C1?v%2*8#7 zqp`}9VtDvTd)Ljq1dmG>jrIB_aN7I^u|V-qO6ufqpE%~d4Ynx^^D-e`ReokdTYfAD zn5G0su)=t+yth3i>BDKl%(NV@Y?)6M-&giV4=lb%37@hsN8r)w$j=*n6hp@kOdvFt zim1>wvV1^klmtmy7KT@@$e(+&L1{u*nv>QU_L&wb3PBqBN>}bFjyiJ$+eF?=&x7Y( zz>8VKiymBlOkAfTo9605vy9vRkE<_V;of!7yux8sf0(dv(W5RmlGZ^x2uZ0LZ;Cqjl-EBG;-Da8}NNFV_p zU7@YvaqgXu)wMijV(rJ3SnvVm>U>vG(e{B5qk&#HARE%+w2nQT`LHGr^R2z`Y?|PR z_x8Mq=V_U?pFu_>xO0(@i)nl1NlzIy<-7ab)$v$Qi?g?mrOEg`ch4C_JdR@MCl(B? zPeZl24=W_aKz(xG!`Xe0-BW*H$C1c27hXr^3Aq;Q;yGUbFc<{nq*d4OSSZ9xY+g$~ zP2e84=WAs=3PPBPr=l9D&D&dyul9+F5eif-?E@ZaKCFtcF({ZKL;@^E+$_ARI}E<+ zZCbxO|K{z23#;;;B5dEP7hVP0_(~1=kJb+NXZPg0Dx?MetwaX&UE7cG1Z^W@jmBPV zrNKqseMDs34@}>*m<8>qR^g#r@y0>U!SS|{-SRKr=#0qD*MbZR|2qn=Y+LK-Zm+S= zKh|mNUL!T^Ltb@oms$Cx^7Izt0*__REocyrfJmvh_ z$h1+8o1hvIFPo9Zk0*6WEt_)ft0z4_*|EoM7Px4rIk~7!K~b>_M&4q)p@u$TC2Cr< zh1`Uor}O&)=-xAJts~9{gJZLcABi6!v@gKUJ~c%l++ee7k`^#9{25#Bw`Z-wd5;6- z;Z3azJa)||@@;84Csj0zI7?qcnQ)8rM%$0LjpQt8e}`g-;FK-h|gLWB4$Mm|Jv zU2J0#J}n^7{%QF~(~yBx9ISY(E4@h5_A)%9v)4cX`BHeP4zzm3-Pzv_kK`9~1Cai6Y6|kog0Gz`h94j ze3lvd_+Y6hGUjG5v;<}i;L27ZQv1XBNLsD934*ay*8pdqLVu$ z*juVEvi7Ba5=W~0pP;@Kj=BZIoum_P>rHd>oWTF1X6U`r8=3gNDFd$f`kaaI;pJ)2 zjO;gKp!nv>&7>e9k?&(OxbFAgy-{Ae6z|d_l@4x1AHV8zqMSkARKIVjjx2VPegD=X zioLuia$0_OvmkwWs4ifJ{N-L;VKvDrPGbC$2K>)#`0a0v@sJ3rEM*e&py-z7lbhC3 zgNSp&$&Zf)cF*WUq5@*?daUzXddRg12Vss?K(T$z9ajX-$@#ljs9L1SffeK_3Uf-a z>L^<4*z3nbi(Q*AZ&%RO$HA}x;m6H(LIL;0d<4Ny-DZm4uX8hDB9xIE=2FAt5`3K# zaZJI0h$F>3&T>h6BMsAqmHt|}dn|pNuy!IInub$Fky$?aN;}9zToiL0-8$kH3J0~w z{M|NJ1kZ`2v{VEMJ+1v1aP2w|O~56;vk4Yum-3X}3B$AI*^qGVlEh%=#|AY!7Fy7J zGyooHClk30P$(sn{cyQr<jHALwoj+ zL5jzdxtF27wmy{S5s?r_l9nWA4orrBDY2T_u=7UpSq_lbED^q;NJaP{UkR;4=i0be zfTcx=-$YZ2-(k9juU#+WD9B=G%DeNWfr+nfcXqTi@5}8wym1)m{C&MWJTV0Ira;%@ z?{fF-ipK|9N1EC{hb%fr3H^NxeDC|!w_+tV&x&7hdPg@xM7}`$v+MWk#INf~N7{eu zQ+^N?=bNka`b$$XQ`sit5lxR3^={mV=lXD(<5#DKPO<08M2=e$n-&mh40p*jyd%Qh z#)h$$e=VN%#Mr!W-l~!~dGGkknUe0>7(fY#-z}~s-spdV;e&-Di~~`s*B_XZGhI5R zDteYMa4=kK1RIV8cspJcI1|ij`U0*sjU`2VPYK<<)^OA!7r)+X!Y5VNRz9o*k(i9> z!NIEyDRe*sEun&`Cx>w8?+t7Hbv@pr@ZQ))@(371$lXZ^_3~Xw{io&r?|?iZ-rHVm zKNo}X?8*Nt%Z&d!tlF?so1SsYnvMT(qZOu41~(8>Z0Dgx>-E-t6vud|<6weX1fK(x7in(dnqqMR8WvH}n>U4@s9T$@Scl$U{_#0My`r{IHK%`|uXklA9_ zTqxa7CKAtK9Ggx!h7zqh{xX~s|Al$HqsUN zI-jc9LQrc3NmJne6o34e=E@n4sFOgUowtG#CXpJC^w-!<4*T383arR0e4t;`6OZq9 z;$w{e-GOaPs+Qxs2OVi%@v4+<^+tF!$~3v+in<`KZJ78>%0bDjm&~+-qIUJ`?Jv%y z$}JUVkF~N!Msv4+@wLE=*?+9ngo>uq&M`h&NmO|^N3MK%=qoyqb0yw=MRax?44!~h zxy$E!pLl&Ys(&kX7zBpY9(@%p_=O=G&25l?ahWqE-*`!w$knn`&XuCU zSrCzs`TdYjK$#bp1cMbhmue}`+PDGY;Ig#Bzg0BZqxf4E1fhCJt*L+k`txm`jnZ+m zCCY!y#X7`sh@0HAX(FRnj(g9q=M$B@xq|a^Y0%|NCR__cD{e+^Ev@oAdd5NtVEt<* zfwgC>T*dfG2fM0cHy4GMH3|H3>C!?^CJ)$ho{v1mRC5DO2fei%WJG;PMBx)nVgBp8T0k{N70fWIwgF^IjVv`@V*?o+yg zERP!8e0MFcIYE243FEHR}$5^%@Z_lyN)y!;9D(ha7QNFKis8?q?#KFHpjQ`6z9T={eTk2Zg z`RhDtnb6=C{IhJ1q;h24Vyz32_Mb*~eTSC51m(YCuD{P~*tU!s(7z95JE6R9fbL3i0cTKJzO7d1UL_=s7 zgqb%!Po=$P^0c(c3Wtx@8#Pa0Kl?L{IP>PMglN;bpo$H4#{~Q%y#V=#anBzTskJsH zM`TJa(&aK$-Y}AD$sQ&JY}1IE`t0YHc>o^KFwnAU)H{d%~i^QjqTl=V=@FwHHi9A z!FR8Im@Qv@vahCELK?aKO7bX#lL*aYZNxwQG@i&G(1TBWcVoIKh{txzv3KMBG@x_6 z<<;EjrUq0PaWYapx~XBPd)HF-e~MsaRz9$e6%7W#XN@UnkRuKKzS1P5{P7=#3#L%2xGm7-9!#gJbX)VE_aE&M+i2gCgGy41V2X1bmLmkV}5Z zTPg)-y9ib-SKRumQXO537!SqJjXrV|%ofG-7CP-37j-Afy}Z6&g=#j7lOdIZg8#%&UVLPugtebe1(Z2ilLT`Ly-8iJK?o4 z#=PSg{cfBYhD54D8KMYLbii$97*54MS-CN+dC}@`#(40kS#!d7MRp)G#!p?1Vh?r| zM|};(ujV<#f#$1*)A&r4r=)cPyo*@3et#|h%0sl*?`x$nc?9O$oBTWqvE`H)q?!@et9z9QU zi1ed_yW#<&IonjElx&a{_tdf7w4Yw4Uhu`_7XgwXpOH52nenXblFHvRjB)l zXfLk_oej-YmDUOW5^~JqX<^~AE58$KXTt(9{zdtU;s-~+HH?TH%y0=7lal^mz%<$& zNmyje-e5K4MJu{5UW>iAd1ONr9TMZPjvybehq%S^!%&fwRK`nI^LNOjScE~{s)cZE zqW=o-kHv<<-FXAY%;Sb}y4Q6bmx+bpJFzT&b1(ZB=>*Z{pV~1@H~{vT3{?SBt1}?q znXT^e?GL)ZbREJ_TLSC^s!x z2={yb35e_`y8j0rD?6$fN ziHARjhcSC2r*dqu(yJ;RERe+;Ejwb2GJTj@#darXe!2OOn5msiBhXd;e{c#k&oMzy zv{erMmPN;$Fb}eFQ%vd~*w>X+;|t^6mz>r9+0UZeV;n@$Ac zL#_bXuKM>ae}L0>KB7bw?gcYix8h9j;2#c47G{n_b7&;vPkZ{#QD4ax3>(vee!&fB z9m_i_bX7G`qnMB;)gId6cc$`oM=rd=dSrhfsm}zzWkZ{bP-|2{DQM7yc~LcdQ;_;NK@6^Tn!eQ~9$BDG2`k|xlK_*xE z^M175#0W7*4)e#BoRW{-Fdr%5m=aBn-^wPAxEh_pj?%Ga)?C*Qd~?cLTFP1+=gyuc zD$7!$w6f4cG$?lfdZSMg!?*#jM=^v!G~ZlTo!493pVbhUP}qK4@cV?9h<`9ZlcE%R z41X==mGi&eilDm9!Bd+3fk+uw9Ovu)SoYbhLN%I zdHY|!kzGyJ*V|Hf?L;wTd*1O38nU!l7vC1tV}pGw-ck+xz5}p~P&sFl4a_YUc(B3d zN`h066C2w(NL*4non;j9emrPDPjsKkY@L-uEU%gGQ_~XmIN2Xd%A|K?C&9e1nP>wj z{VmjL%4gu$gYSt)JM}(D;68}8!K(w z=G!4}%kzXYb#6nymowb2T8TctAknRysbBAMorvBmK<%8^?vw$dbK#&r@DC0;*K{Ph z6@&}M!;c>VM9H2D%rQGDrr-LpY%3_^d)tFIE^<`=Or|4x`i@|rgd`zNjo|neh!&q9`F;bJE7`qCNDCB$jYZ) zV6u$N(88>SB{ITLg=MZ}2)j_z==Cig|L*x3!&QkZjMYcCD?#;Dr95Qyf?qI(lH3s7 zO=olv)gzr1w^Qlt#UPsd&hSQRJzUsa}`f_FBAA6`# zY{Ht{W2x83zZuNR2C`Z>(8Bytd_>9BwmvJ+@JQi4zp7z1SI`3bfr9Nvk}x+9 zJdUIdlQdRDDLZWawo1PH2-Kiawi00scLR>}x)%V{$g5^JfNfZ^%{JKUUgaFf#51#E z0tzx_v3&d9s@Xv2JpG-}0-W5dP%eLxXEhWSG^_`iKCPD@iGvb$PMV!|^-g=f)9pmjxeT;>@La~nL&?s`#CwCrT}$2_kqehI?Kt zjS1e*Xs_i24F{tI%hL(Rl2b3?4IyE+LE-x@G|Ei%^ViZ{WXE#r5xlpLoqHcJ@`B)e zGp&8bc`{}>IT_c*@7{^=15gbgh~k|?77~i{2}9yk={(BOd2`g z&4%8CVW+{%s3I7XP3^l#116haI$`)~ad(}=IiH;vuaT$?x!9oopJIW6gg4JapHsV6 zjp~dBZuo{zPuSdp*q;bU?HtL>$ea7x{K_9T(YVe~xLW(3T@oJrjq0jEzx}*6Yd1}` z{^(B8i=!9ybvhMS%vO|IrHD9v@H6YkuoV@WZPS}+` Fq2xOAV?T3dtfqH-eI;F# zE;OK>J12re?~YBx+$#&cs_gCJIz}{Y&h1jVBa(-=v(l#HxxC1NRSvr4fXVL=ndd(7 zsMgSAKfDfsU`23`{?@QIn~MR`L=(*6tzk#d6Q|p8>!DHYk-Tp2*x4npfl z4haU{c7~Ci+93KYZ;+>fUywx+@Od-I5)C5O!|VpOnANIcDavl!at3SV((|O+TUDq< z;rOR#^*WkN@5FwAKrTGNI5H+jhQAy4UzB0kdwPByj=j61!&scTPUB{qe|PD+eQ)wT zfo~*n25%_mWB>=qJw+B&kkJ|&E<78ud}n?5B>=~uKXR(NYeu7@`+EhC=mzj5o~L8Q zS}gX*Bh}GvZFUg=dp4o?XsW(qm)6RwaV8F+Uw?d>WVq&e5a8G>yCD5Bc3PLm$9}=B zb4JMEs_(;2C&~S=^qa2cZk!$Q6F!-mE${i4-s+bQtg5a*t<^g%?k)MPvoUf zm$qQjV^DI3%rU5-Jo%+#FlXw))Up-KaR?$6e7vc{YMB#DIXt$06hgcaq5jQT_Q|&o zdQ`=T{N?;so8VCEZly9N=d4{cIrbU;)VHxGk6o=et&6<|!3WQDwDZ~EcH+U~Bc#fC zk%~yxGRCJfp>-D~QuNv2uX!^F&@Szm&UneYw$GW%ia93naYY<%gu_#;si?_eJyf45 z6=#1J_MFThHn=Yyo7ryL7&!HBjUGV4dhpHwoygmPI&G{LX^u8JvBcUd3e3Ipi(FWl z_l8B{B)33I_1J5l(u6VBUq(A^QLrMwHZ?LWN6vB=3wGfY=`4i(cb?^&LrVk6bDyGO zd6GzeGT8mp6HKp*<(4_OxLurwtgrrYusP1T!NFd%tW^8b7;B@l!CiJFHd)lc;cl0v z`$}=S^G$%y&Z^~_8P*`LeR(AQOOVfuhLMd3`vO!jFS)4?_#vnX+{cy?{7)orf% z_1Z-(<_7vYL?T835*){rMG=Cop-=K)xO;X&*4Nas(AhtAZ4kU z3_@b88uvyinR4UjWlsq;2U)F}^)sFhF!q~7pH=(7D0^-);=wJCl+GwJPLnl;$T|*-Ikum0+-MWAR2SOZ zHmiUED#M|tHL!7GrH_nMe@B6k+e&Bl?T8zGoCPsjD#6&fu~@$uEtjrS>PJ*`q#v3e zo1dDbqkl9+MD32|EIF*kU ziM5^8Y}B82tkrxu{?(HH?^rpg$NKjMqjC~n2f4*nl^VWdKUY$@9R!@a z&P(|V_!yfo@JD8cYh@z&ch3e+i2Y8$c+Kkg)uQj8UkIzu-@jCqTF%K>ZfWedx{e=! zGqCA@qE7xKAm>rWP z@itanH@@8eS#OKak>fs&tSCS>N!q zy=6sw=D;rYr2OV#oABhMe(T1+N{rh?aE$3X!Xg(5L_+Vkzc{JwF}Z)k1G zkUI56(@iPu#rIi6xb1kJ0^Z?h=D0ztH)D4ohgsV$ zjW1ya{9BC!tUl{}Gi?V3!jI`OJhpyIm6Npt<4A3sJUehUZ)Jn>%wf@4oQG{sE##nM zdUy}J*`m+8>6m7^Bz0%|bYbMS1JN9O23F)`R_lHPeyrk>KamRCi0b7Pss;Bqk@l}F_nY@E9qqm#<#TGC2R&$g|&}#fmEVE`Oi8&5vMA>P#Mkb%{Mk2rrMo_cu#CzWr zHRNk;=WX=y=!@ol`*ZC=IRP0|{N#Q`udu209)Q?gh)XVmoxp;!YZTyJ-Dwza(^W5( z8@8!7jJ@3$saXYSd7671xBNM$J**CW{?cuX*&c`NJvMRJUB2zRICY_Zd8;@x(!STP z23X5Yez8mhco1L1FXijc5|b?MjHQSqkShlW72bKE>(=`kcdGs#q^b77eO$O$!~Y5l z->Yk-@OgV3obiwQ30kb56z6BStzM*h+4$}F-piP4M+AQ_2(%e5gse2j_PCOJy5a>o!a_gn#T(Lh@hyTzBI!Pzd zOJT`Ae^d87HVHe`)YYs;=&!kTs(&bqVSVnLUqBE3lJ998wJ+e*zZBsd(Zu5g(#5}SD?=~upQeG{MHB1<4QZY}b#HS_ z-hKyy3wKrSx}^ff)<=P7w)PEazAsWXr8eucf1J#GJa}IkJ_$Kmcx=p{icFpI4UsnG z3z##wPGRjEV_<)Jax}X=Hbe5{TXE<0UrDQ~R9G1(G8vnrP(1$mOL5%MVT{9IOiE7h)zV-7#{tq zgnp!j@yCF={1clRBDX>Mo7B7!I*Qnrt-+!Ga+Kq4lHFcsp{2UTzp&;YfKii7slDuNs5^1wY*0cLq*RXM3j?$FrAg?Xynu#W4R1 z{ZPh#mw!J?^f}?QK@Yar-R|FL|4gY=jw17X-s+oS?^3xGkk2TvLTXX3#fjTEoM9<9 zw&$4!YbS4)1h^HutmEN1N&b<%%C$+`oPr+&V6&Zitk%T@SuZn2i10RV-Z|+y!up0t zOWdZny$F$BO+LoFdQZGX!1hovoPIh@{otTAYv(m)5oa=@8K-D8{b!G%9ZBh=!F`Y* zAX&g{=HUVS!mLGQQ;oR z`H70E=2jRt4Hip4=#ZR+BfjhA1?rxw)1)JHc_^R<@#S-zc$Ah@!5s|Lx>bve>+G1&FO=g^Vr%PrRVm7h%~CQ!XKxAV@TT~w=~ zeJt%K3x|x0bdQxYH-2N%q0@8e|8wR>3gz2b8!mhxO_Qe$>&fKi6XB&NAE`k#&UhT& zy9Tx9dXzXal%=pSDcoz+2PnIV;l+{&iH@uQl6HAWopveBVIXkS@I0hIXufKHu!j8W zl{|^OZO-}H?W6K|o#A-ud?&B!Lp$&c?@{j5{|R7~!m#6K3jxPd`o8@o6|+K?e&{#(FL%XQb-72>$x zBr-Pao5mHIhJMSXMPWNYZbMG!_)BcP%{Ma5qb1EVNXOk-1?R6+rJDh>Eb-0FlJXK& z8eWn;!OM`QkG}0@(C_XaIN1d`ySxafXp`AtXt>fE9~3UX(3Gg=7QItH@+!D7HD{tAks$o`?I zY5D(+qSORNM%p~rFOjfQcBUsUw$|gst}qzI|NC0Q!3Uz_4oze|I2R$N2YaE}^^vy| zm4pvw+e({vQ>{Va)Fqiqmo@+HlJAY!Sqa99~^Q&NANnS@? zv$==Y7ig-D{5)pWo>&j8BB`JBpCq_m2)w7%^-0L4mb3@9F0Zwc$!5={MjIV<UW^|HP&){Nye~3deEOSqtJgw9 z%V8H5dmdtd>Ve(cx~s5Jf20a?wjdQvoY~q@0k+mc#Zy;~YW2;Ur_MLaHK*5!wnGDF z$R7OpPuunD38ABb?z@gjGL>Cibogo%?nLsxvcyZvdO(AOnoev+g9M1a=0T+9G_X1E z2Z$Osx43Sa-H-CR-9w$H@`89u*5h7uUg3*@@X{@eX=6^r?=pTn-&=$Grb^*O` zO!9|y`hR9m&0lq>^hgj?U=iNgT<_LYHMlTg7Wx-HC|}iQe2tyUh)y=I2huXJxmq#-oe& ze|*ys%1KC@nA3HNkts+W7#DdEa9KaKEibm{;tQQQeHKIzi<9jw?jrz3>h~NgDE|T& z222>ayPdD@&ce5}NuFiEx3=ATUFRq46)JAUbFX$x`Z>PP%8qelCQNyssyGWp2xh54 zStM#=AJhx4Pf|!I#B`Z|+vqyPe|Z;a)$PO0oa)VZd~uagFpzQXn~eSMhd!1$zFHcc zR(F~@-YtfLr|Iui5msfm_;jTOYg6w*RS{HPFgwuQ_IH-Qd35bnqvFb!JX|=Ir-`Vx zTPh%{dBcH@@5dYz&Mk$lsri7BK-A1HoU||ewC>^&($J=cgeu_Qp~Zi) z*l$+}ocz?TI+V1I!|sDj38A5&@DZA3SMCb#qm`u}rq%Lw2d3P6(j0kLqC6Bl-y^TF zM#L*GPdXMxiBW_Lx87*(tl{`K(wb(_4x68T(Zd-sjLUHhfz9hFC0d=B68tSUn}pY5 zkhzL$^Pw%$TZJf3`b^tU=b?JKN0w}uT$b!eM(C7T>!_w25|TUjk@T&m{LkR#)|3lE zijr>zDY?bx&bHbtzBKX@c^-z+VhSj)O9P86eKAXS+;sZ}^VxGQHk#D9rco41@Op|> zVFd%U9-*^zLaZw;@EFPg4{{?+m)>0^W zyM(eyy=Ui;Di6*k7cPxw`%fgVea>4Uthz1vk1Yk-vi6Kph|uMA;Z6FaU0a&|DASVt zm~ic2tQn}UWEFeqq6h!h-q}>vc-8)95n>UOQCVf+>C;%5-r1Z?AKL~=z~qsW(ZBr| z_Y^6%NKQX^$f6KM`*k3S7bfQS~BGbPg zN+Orap!*}8ZS{8ci^Et`wL&WmhDYs}1y$0^x}A@vSN!1q z#JZ31bRr|7r9$uM{5><0UeI-t&Mo$mqA>_GQ7B>97w&PZF}<>EzqWtFF@dis2Ku?6nK$ z5^{n!)llQ|!@|)DzN4AXhre0f1RnCLAnova&nSzzQlDPNu=y^udf^+4+6tLN*JYx$ zbHG{|G}5aM5W{SXTb4pZcKB64=Gq-Uln2ohei+Ag5b|Ho&*tBSuE7+rWN-PQQ>^0p zYnI{h3%L4OjA6qnfr-&o%+eUfrdj&!C<@=>UG|SxFIn6AO&O=w)74|2zUFNd72Bcj zNoXF}2tw-ORp6$-g;g4b(#C`UmWffT#ScM4;nI0&5(~A70BSb?8EN8qHBFf0?okB< zf#C56P<#Aroyd&umuLX6m524@8T?o|YMbKcdh}uH7xdMZD9b6^B7&Ry^peNsAf>{b zs4M{u7pxIwOl|1FHSr&ZcLfy2ER)pFtaX37kxrETMYfx~iCO|B3Q-J}mpP%f`>3J% z(zRfAIBn|P-)0vEfhJ{KD@gBgX5)e298F0dq`NdTo0s5X?|eBiM$@?2J1?`}AXPGwZnkcvAYu1q>3jg&6OC{>P)$>Ki@#&~~t1xKUa8I{dN0*R+!-`({ zHkHZ}O92%TvKbaqsIM})sD6xLXAv@@zPy&18tq!&;YFbk2N=Bur+ z{6RTjf=Svpj|*@rU#c*SqK&udpG#}C%>Cv`cJdg2e2|>-cqgcoJ;7A~`#+P9HaU|f%aDXU@aNO3~&xgMw z0t}}5*2yXqG_>z3N!!q|9u&Xo(VXI7W`U_&4$U<$P{KNqCms6_IqM!nTC6)NHp-Ig zKlu%jFPy2JG~$nI8LDQJPCNBw>a&5?oj=D2Q(A*^o8f&!?zZbjmHjt0xC6~WvS@JL zLno6|jrwjM5E4T@(|L!}7-Wa;s;qqBN~ z+-c*eE-otV4Iqz0(Vvq#e%1`o_<1@jzFX1a>SNZtq3lVm3`sP9^TQfl`{=nX&*SNB z7Uy*f&kQ?-W^9KQ#|B6 zoovQKN|YZGuziBjZFV2lZy@eM9(zafzEAB4b(;hAHmaJ1H^#+&U z*$8M;8aM>mX70WdjfkvKQ~{Vi&UaHR9LA1xcef%Te!;>HB|$Rvwl{ZoTVm3bxv_2C ze0><+BPiRvrd~w-<9awRb1KsESDn074hy@m*wA!QRO{!-OSa8rYpNB}XC3(snqYW% zWK;=klb%a}|FXwM{`G0*RfkN-zspwjksPP_DdE*In1+G@&RwjCDqg9bfUojH%Kwbd z;r@)nW0W3ph242DV01b*y9FO*5&Ro3jRI#ga7CSj2t9*<`a6B5EoaC()u2BrL1V=I zf8m?UiDaP@4dDFcj?ethRfM*Yy{)pY@580mV&@`kn6TNHHqqJR>8aQW9}^cHLsmeX zLczV!+-`grU4sk)TtrHr!N7{BHC;3|DQ?WSU)`)6>;q%$T2-RN&;9A7E?!gbN=e!Z zRi_fgpDcknR*>?znr_`8@^37Rc9#pC#1&pSTUSSlDHBfgy5Y~4(mQk~qcS^|H#P3O zyzDxSbxv{I(0dx}OM3!%LZbLOnqw%bX)&KcM!ge zbpPY&Jve3pJ&a;^EQz-2o^I%O)%(ZW$DV(*Lzpv^c5wO+?Lb{K3ng7k$U`ca9A=>N z(D%|o!|)2`W^w4#ig{9+P~-s@l#H%Z8eS?>D6{KaVLdZ5$pjQD&>xjcrA)-mS*8`C z{KplvK-Yt%qM0B5V*DNYNf9Zz8SmyzOX?!z#3@1CTz$tR(rsbB+oIW0b(I!C(NJR< zvmwN-GgrG#Gb1xpSlRGzUqYsM+fe6APnMnhD(iC|3r^Z?Zcvt>58zzy$~m|Q7C-jD zQmA&g(2`JJs74NW0`MsD$qIHd$=Zeq;H)sjeOk}$rnpgYb|62>lk~vsKvD7DE=O>u zS1hpF6&Jm%I`1~ZRjrq64?9lQME3QY_R>OfH5EKoRtSRM`GW9Efg*)XufAHp@Bn`) z&Y+N?dc;iYNYMOT?Uic!|0C-wz?$H~wqFqxQNa-^DQqJpq+z7wM#?A=QRxOrNfkv( zasz1)7$qesjYuP*1C<6T84?nL^na#)@5}f77tM7k+c{6%_x;@GY?NtZNdM3$Tm7ZW z{*Cml34=)(o;}lA$3LpC+zm&x2xPB9n%A^RLO0&YUH^4EfauE-=Wr8K4?)`9d@heJPcAl7Uf?nKu3+FddFmkgAwtDTxdo!W z?7PSj*6`v}4Lg1%Oz9rw=8~pss3EM0Iy2@qWsSJdLMN2d_JZ`wxU`RUlZ>cK zl~B*%*)_)1HTjAqmuVD5^~3Fce!TuOgeT_VrcK?{ zJZdoy-k@YbJISF+Ht$`(b_mhi^E%7pC$apwy=gh6m5xRIOCj{;FSi(DnJ+D42T}^C zw6!&YxQ@+TO)tCjE1m=;!(zOCtNYw5Y0pnh4spebIZb3eA-5}1W=jh?KgP(RhN4WA zXFsblMY~(9>(sW^{)~yVrbgDSLNbU`@t!jI&o;)us1x{1=3^q;RyJJt=@56^splm1 z0<>laKC9XB`=bo%YO|di!tQzErcd6u!1`b49HSxENkW(EoKNJsS^rji<;jGMc)zR5 zm_@nIEqcKC-I*}{RES^!ui6(sbEX!1si4c}I%hMkOFdQrW4*Ui0^PmS!>}jw$ z?Olh+QJzX8AERaqR$2*5quGJ`xCg8?PMelCW<4=bTxt9s@7MkH#Ahe>K<5QkVGqN>1%p*nGWPgs`UU$1)$= z2{sa=DYk08^^Ap_?=ZRTbr5paNork#-qKh4>O$}s>{n!y(1PPA z$9=#G$nixlt~6fS9Q;ICeBHk%$*Dt3zH534pHth+@HJY3GMV&wl6mij&4;FK4GY?> z5RUg%(mdV4(TYwEbo&yjX1+>?48{-p!)CXSUL28<+h@$;?xlGK$SA-BExkT$Hp`Y; zXN4%TP+LZY%sliA(%Pj8|Cm-*Y*3`5EqzZrl+o@pEoc~V7kPd|cKj=JIDedk*yZH9 zteN_-&depBPZyE3UQr@wAbdF3*HX2N3*D&{ywUQD17M0FH zL~M@oxhH3EIwrR~Oy%8GBn%~NcBL5hKpEO>5)(2;N4Wh_O{m;?_8YVdUa~WrsXlMw z5%%C)(LjH_l?OQ>zE#lee~VbasI@U z#+Q5pc*6oaJ}N4a;T6b)?BR}d%Ay*g^j)9laS=Hd;gU&>pX`!U(?m~xOP)7Qw!f6f zaU~&bJK5w*Qqo?suaXw8E#LfKo9@8-q61Di%x44dMHT?GaUkvVyTLQT@$$6ZK2=7S=Qy=?~{27PW*e=kiPE#jmZt=%;biEvnl6*m^MG(8T~;j@Zx95P38w?h_SC({xcMLkrp3NRJUA&O(}wv}9S|C}BW&+CD&XcvnZd zBM#W4c)6X|;_GV>Elr4$F9mK}&#wFXqPDl2MxGU-Yq`33Qu(`Yrf*uJ{qQS^xIPrM zBq1^UXIEX(AquTVaZry7=XVybHa#d+K1*xt{gN>k%&?(8lo|gC9c{j=-p);_sx_PVyp#NM0D|uXP*|*- zq^d~rZ&ch85jT7JrsiQ>{&{Z1SPDmF%#3M@!sCcMfNPv;3Y?=Xm6+~TgAX< zzn?{f+A$F$YdaIiz99C8jv!V_sI8%9jk|)~D{K@70XvFsj@8)hR|nu3pKo zUQVIi|3zwn-$E^>C?Q|Gj6K@^wxB#(b*I#*B@yQ1P^fP{eYUQdCp$}M>z(0ZCj3OQ z>A?ux@h&9?xDfsKf0O`eETkGkak?Y10ou)&&Qg zx_%d9sYPwtMSI+H%}gnl(qUZWCV>@i@ulLq)?LI_Y~l>%k2_3E`(~%9zjf<_;JUuo zt-lK+VLk&GphEC@O14+EzN&|M*G(o5uSjzj6#aJd@w)>E)9j*kx}F@~M_#6SB=Xfw zG|BFcARY`2@?`hdf*(x!PskssI%Sn@^iBL)t0B0$|EHT-ux#))t~@zeY$D~{FQcnj z=Sd`W#E8-lWbo7B7K|FV+`4J47N5Mknw)mN=j1w`Fn{^Cgl6aV&tV*QOzhc=S&#C) zD68_goQZ&Wop4HF?RV6iNvYP!eU-iaLZeypAwJ$v^mF!AfP>mIsV=CRzWmHoWoEkMx?HgEhZa_`8MTyJ#SVrtB z);9E(OWKFV%g(RK^fq0nh%FI@*;cpuE%jKnO*Y)$Gw>(++|}Ab~lK2D8hSZ_9rWeI25EL?sEg1^g^* z>b6@gl%Q3m2=%#lcTnw1V)SC4?{)FzSj@xua;N{KWFusr zz3Z5cQ@_*3sd$&LYkEOQK9AKy2kI{P3hUDTD2&R=chHN9%o)d`wcb7)Q(5?<&J{9} zaHT#HzlKaFNq?SJ6P7Bk-FyA@K;DA~SDkNlOmQOeuMVx!=iD)?br4;NE703?o#Ppo zxeAbSI((r_Kd`pZpFZoV;qrfh1k9q4MPChL*7x@Hv@ zlg)Q~w>!PpNF84&EE=^gaLO~cqjj>OjX&Cb$82%!tFj)I9_v{x)~2Dx{=xCnOGg9h zZhH=g6FPN4be&zf=SOZ9wBw6=4~GiZ4&3%vs{Jk@ea@8YoX(-JI7Nyt-b9B|{T)u| zwDzR0nz%(Aon^XRNyg3hb8EEUcgNCs9FbPEcs$LrNb*rv@l!M5f~qYnR3hd!u}teO zZpv0aV4;)aJ0N9_QTtVqJAv>RP@opFIKA!)znIOFZICY zg(Fw92R<76;G^K>U0 zWUm-mn;EBpF1BIE;@%rUFcGh}Ra7)EPAyOSKb$mK*y?nAv|~{aH{jzXd|JTUIbLoe zSKXN4BDHz>@-MhdBb^XR?m1O9yntzA&vBz_cqzbIHMM*{C%x+Xk5(F0j6VL0q{*t9 z8bLbzbd3G&xir)o%6pfx?ArPUW~B&IrH$_mvv_<%jas1=FRIgenJv=-S5eU^T5yxu zR?OS>3{_quLV-}VQYMr>$Lm{^_b58fJmBa5HwcAta+t#^Doq;+B! zsmgFL_fBpf*>ztd3;_l3@(Ij{|BmwPv_8|3MU-Cex@{-GmY?d)a9~!Yu^LF5pBe9Y z&Zt4Sn{(LI+w7b$zH+TYYFpk)=%B&T_hH!6Li6-1%49RAtRy_K!qG<}!>375Eii=4 zVo$rvXH25Ro}@1E>yKeZQ#=mkn)Id6h^EEuTi+ZHD{CJ1@xZxP*JOzk1av?}HlQQ7 zE{m0=RFj}6ZSCPBp9iT>=baFGdBnm=utE}oaZpN;G77o&IqK!L5G&Pd zCr_iVkNK`PM2qt$zcT+^Xf%Ww_Z&T+EaE!bxi-^LVpJX^cTYZi%SMQ9*X+I5ZD9?W zpS{wxt1e*#xi9X!c!!S@eleUR+%dka*fx;I(@Wnph+jcI2ZBqUz7DboS&(aOWJMw< za`&g(p4U*2lP|*M9V`E&xrG)hGh=wN)KdwX)J_t|U?rfddnk+mNQHf>BKdRqhFp|C z-&JbwoXBxH6a&g61{_vEocJ1zX9IdrH_Ws1N**K67TzEM-UT-qu_I2A$JCA6;N}AN z&%=4EtT8MH3YSb3f)~86RiUAH9n>Yqu$$eLC3urFAgyEV??U|M)GuZGcU?7E3aejS zR;QZE$gSxvc`6}`O2v|!xGX+m^*Ke=is|`q#^WBe*}>~9JvZO^=h<`G8&#P<@nmm) z7>|JSfL$yE-2vI=Mkr%&N;%@)1ff|{56Z>tZAbYe6W0Vuq2~5MP!rqS;XeV2A(326 zw+bUmLGSy!jY@+tl+M5Z7u?i9AUNEBzJSbMLx=xc*-7^g>mF>6-+9!;d?7B?bDibk zka6h~>-Td1Nezh|3+#nS6$;Ds;kmcTTY{EcF!X~T_Q^d`91$&S!O6ZViKQ{l-!0N1edR6P+K}KVgHm;j9T(QvTbR^jY;;3(|i}AbwsD zZz@N=)#vZB3wx49xcdfNMyh`D*XG%!M`EG>>F+(}daRC z*KnsPFV<)s?oSLWf6?>z!No}9SOA17-5}(qvv>^ZjMqKrP-PLZ`2a2wJKEpSo+v+o zM`|*4983q{1W_qFmS0OrP!KR5#He88yPp-pqitdb+5+4&SSjLPkpXSn-U#ATNU0zP z35}+D3rA74!Ug?F7 zCd#~Be5gzZ5K!(;8SX4yibA1!3)oFJ)>2v21NCNVN z@7(V5lLseAf-f-ZNK{nMX@7Y#O^$n|0;Yd0ap2Q;Ltu#bp#_aT+yNRxV4|?~w9?9O zIj7d*iIbGLJI)wMm(zsvwm!f1Q#6!E!o0PIczRRM{ z2R>V(HVQS|5Mr{C@c^fY0};cA2OH`?r&8mT;KDpW$$+Y$vo}+ z>)U;y%f2pP+W*XD!l~r_=T0ROl#EzrjJp86BwXP@+NNZnH`;x-<9ir90+(A}6*<;& z5zs7-(9VXKK|YlBu!{!90aOb4>c-q%Jg8D7?k-NMwKVqASbnt*PSnr>L8`N50=Z{^8s$XoOg$uz#pp#N zsFelSMIge_kEZ$V>jc*8)$7zU5zfe8GhUQv^F$x%bkv!S~(WAi@{s3?G7BtY3$6!j1r7Adm({+a)G7<0ONb>@q#lb2P?KxfFx zgDET`*R(In8p3)K1W$6h=4z$hM{h5FI?MTMe`jMSkc!++VrtNru08lt%r@|3v2e4B zIc-jOcS!BuFEQXlI7!I(?rL`!RYzN2C3UL)dTMf$#wB<4zd7T)vZ6E7Gn@sHJHt!N~s%F&Sc9aMS@}r z2Ajsh2_QWR?uC-dZ6w}jza%Br+=3c!Pb z)&d8wl5JaDrQO|D>|O+3_${p&W=1dW6=&75zvCu^4op42w}mW077X}EW_;zvWcbgC#xHYZNWW63>gBTrBL`KumNBv8kv9ZK;Ctx zlB+-uL%<2tN`&ZeQ4|J+P|P+)^WUcf+wl8mV2Y@X)1Y>7io;DF$)}`&oUkU%crSng zsY591xmgN-qrvl{3O&Lc2gjm-EK6URK5w^&yS=2=R4gdFu3;F$E@?XU!LpQmK35zQ zZx%2cag%Jk6lH&fAfv&Y>+9u=MPTSu^8qMYzPhBSqe@yQ171L*^{_#8cl5-;^%KFQ z`7ma&!?*%>rC}mue)RD%0(8&dtC7Zt@IR!nB~9xDS~cuZ;}38MSG44^EjV>DD}1db zN^Xm@GGVf%Kw;$$Pec5FIaJAcPnYJ-Br zcE7nI`)m6=GYI=kKa}oyvUO(RDJQq+|CSgN{0GS7$-e?`266$h3<7Pxen8h*h+u4| z>y`e*Q!1Z>-LG8S+6_Jvr5!%HIkZmkS^u6;B*JjuC8CmZ-+(vP6)H;K`JZS|m~^A3 z^53(P)_I6AL)V-ZLIKnH{sWIX*rQK2KU8ha8Cb>+{H?1bj)ee7Yi&FY(s-YzXZfSc zol5hPcb}1a*I*#?l#)k3BP-faFv3*ESu&mK!TXmY+>0%r)MC7KJ7@)GeYr54Zmqt{{%W`(w7Ui+-SdKAi1>3rUi5vm3EY*CB!`I{*VlI+gr*p=A z>SB(n&_8I%$3?myS=S(@bz!(j;C|WSRKQ32YpF#ku#M(I70=*JN-`te|Cx$@2@9lT zY_e2(l<+n~naGAnR9W>!Z>S<<3HRGv)K9-IinNHrMMlc6cM(-~o@gMfHwrqZ9o^>q z_J*m>V`HT{i@cWU*o4N&rlKb0N zL|ajH)iAC@JX6OHe4xqYio0ty4b|sgIXA%W80k{vQD!ulgOqN0- z!k5F8Zd4D_UW~wf(c$Ni4Uw~NhNKs7WZyAZ@u-kuvAty4^sx_@tYf;W zM|wjQK;1IuS?!Ztw?UQs=RWcSMB((g0?^8c{DdTb2GRj1_PFWl?2{5P@^~XwPBJZ; zqs?OiVdoVN?X4@(PlH6h@Ltc_{h-+JV3IG1U-k5V*5Zo{&}gZZ%lU7!vb0S<-On?P zUz3=Q&wrh0Au(uI$kioa>R(C-0P-B-_$E||9LbKSg!)+{{493y_kB0YgpHqlEf-Is z9YGBmsLT8&mH1cq7qx@t?@jY0-p5o4iKYTFavvv2!p(q^k(>oHX|CIL6wg)E4B?fl zD433LYmx;phH;=mzhjAB2ep1&0^DR?jpK|k8y0RDfa(@49+c#kMG-f_LaGXMDK*t> zF7~z>60zc&81N&)@U2QM7aP%B_N6XN8$WQHIb9kYYQ@4I;$q1?^q>|&TGvvEO-iNK z?4tUpxK}+7F2+EWMcuFfIwTFsix-hG*!JJcjY%0`X`jeRrFxUAWiIq6mYI&7BL2`$ zUO5UD@F|A!GH6{0{DQzGun$@-f~XEo=3-oANKs@+9_-m*%yhb_U$KgA?^P9I$R3PIy;6o0pCBhatbtjb1{9i@4x(57gUak#cT~{F zOo#{E7Z<6z#6J=|`2CL#6Y_F!A&P{{AXZ30xj()Ly7}PrqOa2Z8=(lO#MXiUg9Hb# zgs>6+-AQ1mgCHd#3-wbQ&j49_<=ut^cd2Aj7?rozt;%kHV|p`&Z`yPDX_uCp_usU{ zA|nInZlZYHdk2T_@9(7ube?Mi%QjrG+F!KC@5~jMY~*XzxuZt@Y3bI?cFr?F-jIQXD-4Zn$npJ~qL<3K%BkUe7(qizhT zsfe?{H@=NyxnOq{G!~O!lnSjOFOA8%-E;O>46k~zJ6$@iKz?S|;{F@>4t(5?OLmxj z*S7eEY?+#nJlOQ+bGYa5%uP>T)%q9%(x=()4Gu<`38s=2sW$JUW$?k7&wYu$aog38 z{B2qs!K&OhGH#$U25*FrhsA{@96p(PgHa-qd2MQmyajE#&G@rSzIvag65t-V7SR~_ zk;RZsR5Rz<^n#Ci8(}fv7`1Zb&W84C?f3c@e1yk8bPHaHn+0xvGL%;IIA;HO76cH+ zC!{ZbIb`m=!;pr;oN4*0y_Kr9nI11&p?la8_2;1Z@#gtrpLu_4pS-{Q!I+IG?PmI1 zP+?X6p)fZeHr*rO@|oY!27;uZl%)RS#V38Hu4(!aY4<_h5YA4dspy95KKJ%4TH)Lo zJ{*o%AWXHvwN^vAsYHeF>PaM$_}e~}l6{Gn1^OQL>7`U^OpHheQGNL2%vK|i%>pJe zsEkyLt4ch-r4B$>@OtMNN2vf^xe!*7%p9QP5DeZy{GO@>!Td}aHn%{Ht+2$4p~4a@ z#?nw~6fz)=xwkaX-*CU+CR&7FxN&6^qyV0Mj{OA=P!U{gr1rbUCG|VZ=}OoDKXh6n zOqM>68Td7$_ywO4!E$DNX@;S#m5>TXg<22O&T_Q3^{L_T^Lib-j!ER;Q?*eC&_Q9# zq)SYg`y<$)Hx{cyN3&ac@?5+;*JC;8_~WaKBFQN)FAld~S3Z3iprH;H=HM!zCE!hY zRVy8%kW9Wxz`T}|WEf7oDZ}+`t;a;Q%N=_r8i~+!78N!Nr(is#HceP(}OI9Na=ESyYfb1dAJz!Ny)r z*T}Y}mIX|HXj@~%uom+*T0aaOrq6K+aP&ntw^mFnzOfR&*0uIAz8?Jz4*gPx*9?M# z<~k@D%KHYu8tT)=xGeOhkeJZPUTwspKmh+slj-vb*M4>j#(#aw?6$VtaA!BE@?x@* zOkPFhke7~Xnd->NDg<;WyP}|UBcC_V<_22Nvk`&Ld#SUz8BezBb~2J4@$kOV#}g_Y zjFB=3N-Vj>Z4Vr%0N;*R00Zu;8)^QZzdvbtLPb_`{p2cMy&+p2tm^sWs|xAFP=l%F z49-OAuP3XFM`7|2ebl(@`+E!OGT9=6&Q#Z^*h-R8WkrlX-aoq$B%FLjr?ICUOpa!w z^Uj`m%G7*)I~|ku)|U(F20YZl1hKq##}AlS`f7wQKHqq}EE@H~due zVC30@Jo$B$6J+rIV}n$me+9fHL629HMbwhy^$3sp@;>|>RmT5~u|gGz*AekV>qB-A z-+L`>837Eu_!X1v%R19)q+Y*tZw0H1b`7GR0fSB=(B0u-5%+Df-qjQ}zNem(FmbuD zpXpwIv=31dc;-nh+V_9D1s6W(MUY1!kmN=vLy<5E16UWFFrq*~Db@jRskhhFHGJ{x0N$(Z1NmA=Robq;>aguBFwfD zglAcOJY{i32OO^mc3N&Z!4&BYA8{YFsN<1>fAOr)tNf%5x7-6FnY&i|FI)m{K$!kJmRP^4w23$sy=vrI3cp*{ zhN+!eic}lr6sYpUH(I0pT>UPLa^`yPX!HK*cqIuqU5u`R67JZSwaS}o)M*w6nE%u83f;ee)OvYlEX;*aTcB zE=6GWWR-?NALq=L#wnpt-1OfyY+uf!&5mtUD^-K2t8zQ0#}f6$IWxmi&Q$AKjD{>B z)$iT7o3V3b)V6h293h|Ns!QK7EPoX>khWb8*wqbiS)jw*uXe#!?^*dj962pRy;3mmQ5Dl5A0 z7W^Mxg+A>`oLR0)rfvGt*swk3_G$3}bIUPl$}Ho|EBqAi;!q4xE0Mbqz?&&CX`i@) zaTw?VP){OrGTVcjY@uXrC#6B(cz4k|>ATjqM-rao^I|hw2+J?(lN(Z;U2C1&dGSIE zd9%?MIKp~VR;kTf%}(C6bPiv3#qCL#HfKhX%QE}l1pYq8*@+>K3gJ>;W#(a)eB2E? zy(gREB(XwtGR$Wr6c!#gH-p97LaM$jili-7-TU#PWkQnsmmi2U20G;1Jt*ugwT|NF z679CtxEH%rMkY0wyZY4so%`-I3m`3Xv-YPb;CS!S*j1L+(Gw|<{IIVzcE-Uk2ip7j zT)UC-o!~$7mQX$1Wg=seCqt77jgp*+|L)#Gb=TqZo6+TRzh>QlLZ5(GEc<`55~18C z=1sq>-j9b>qkVgeS0AEK$2$0PGSI;zp_*@*l*xps{sQ(^e&RF<0QNHhwA=6XQs#7V z?3$&F!=7itKLB&Sif%6edW z#w@(TZ%yS}lKu$N;hM=y^>jc!mtyLZJR$k8C;sYnNfr|Vl(qXe2V*E`p8-;K`XBIn zSTH3V(Su~>cE1@W(=F(5Wz_ZU`_Ky>Wyf$MuB&eK#nD^y<&lX9aUVvpAL?q#$Exa0 zKv!qE@Q3f6Y7>(MM1o;Q!pu#A$@m{H4&y7NtntJWE3rHn-umB;3~QF^O%r_xIF4u? z$IrKwKd&ey4bpN;*)D}CqRljcqU%?PLZi3Af}z2JRcVKzMp6MBjMT;y49OB6t+}>x zDua;%iaR?V6N{O?nLVHb;#Q5|t}`M_*wjGCa?4=hSWsd=4*zasmd~0~s0CGcqy6G` z8B0}i-^Ymc8>rUJK+@wud8Aol9|@RSL;`;}X`7Oz>RbpWyDSIa5hLGm27r|4g=*@6 z*6YAbkdb8=X)XCKbw+OSf0?gDEG--PKj$@*O%^3@w_V!DU>N?J*zsNj6FbSU@ul}> zp5mAKgdC&gG#i>Um>DJ}QwTi0W{HB%?|%^oyoe_&>6QMa+!LBH^P*<) zFKysZO*eS43KVD}0Ml7?bLL}tinTEjH>h`TT>T>lO4Q_C=%ad;pATqVN zn++q3vbQNFq;@QTvlb-Hu|w+@&+rVASrY~I zy5%@EVnaAdha|qqeNty#w#=damx@#Knk+6?!{U94ZcSuGt-G_sk1z7NJgaTP;|_3; z?m5@GM{*WzioBEEoi@{kr#1bFcXU$pXFdJ^Cd}x>D=yH*e|s|96tqa!7jZ6DTC};! z&yi=7p?uC^6`gHt+;mBBWep6JBQ!(<5>$OY8*rM5Mcj@o)xSS)6cywo2Z z3*3aYY#-K$erO<+0*4sje%v7HP-dvopF&O+TBOeI;W3}hd|{4Mjx1GJv1F%TaDZoM ziI_$vsG*}Sc1ze(mX5Uh8O8I%3y<+QO!kxZ6M)@CUO+eic9)^tk(>u(FGfK71fA0% zhXmpnq^9ul#s#9JWV*9sU1BI8>pfDjmZR~NpyqWsnrfGFSclI%8} zuV_lfriOBN4FA$l9!Yh{B&Dl!+lO{>81D3)AHQ3z$sf!%{!prNt=G@8d{ z#v)re+jwR?b;1C5ZvWW@f1}o(1b+sUCmzRics4HjrdsDY_P&C3enFM6nTVltBP@%q zv>v!9d17~1L`t353*5pqO@iw}nq_lSfne={1A;X=5zU>|O7MCM0cJ^Nr0e6a(OEM$ zz{JQVb;c;t?b~hn{qmsWml!Glk@^eSX`g#hU~ZSC#&E2BA-(D!9&|*k4ODQ`wfbMY ztuRb#Kbz6{qi(hFeL>S|Bhjxx6D6}X)B*F`9)D0Vr`4i|-Hve{t8guoTyb@KEi8D} zMNC$=w5>!sK7r6ZrAhP# zQ(fuHJpiw5x;1Q#<|LKqeMvE+sQ$W?vpqHAepjG8V(;34#QO&T4uuZP=Y*)Bafw=x z2qlLIr4->LVpO6=O5>={e8;*P7%X7jhv98iYKs@MT5o0lBFaFtn67GBlvbQi|L+Oy zfbefc!VrrFEUs0kt+TFE9dhgCOazdgUp!w15GIP1IqKJABHF2cq{M6+Z)P|kt7;T2 zkM_=3QeuY0dO!nkEgF<^2-Z3IxRXPYovG!Ii4)X67bT&szbcg28}k2LuG)CPH$zaf zJf_UW$V?kXUB8phRBS>cuFgapr=!&LK1My00r@3k)Zbix&yzuiNahATP8-VN6fH+QHFMA zHO$|sO1pg-h@*ucIG58tuA@gULlzz2&hYZ=qIVaGegb?j zwFj<$W%UByVTo(Rw}P`2luYv@-B6<9#T0}Zx(4PlaVzy0-Id6c50+T23i$x+F5 zZoenQ-bz7YME^gI589oB2PMvTc|4qRQ|sl9W(og0K!4QinlGE=pgDO$1%0-Ud91`mr_YJn%y5ysqYiYU6{eiRcY3*OK97=7Hxy>OJOt(uvQ@ z*Al}-xMpy-Oy2Ew!lHg~A8a>mFMK?i>wR>1uu~y79TI=X2elZe_HPL41cXO=WwlB+ zLt<2w{oTHfI9 z9AZV%poS!df5*bv;(nlN-^Nkf$IMh_NFN+!{|>-te`42wBa<{jtsmws}$Cif)%AI*td(H0td}8xgr+xLC@w{I{)kcoh zo|`X&7g$YdiNBep@Qo<7Hv}vINmC?bYq^5xObMvB-SsmS%lfMI8%YIC6R|B{r$oN> zgk1aW&)v?I)dK7hbX-478 z5+56H!`5<=E;*xT%ubab8BXEs#l4q@5Bnlh9AfD*B`YjVzZD>d5dW0WTFXe ze*vTGuoi_K!xa_*rX|OmuY`fzCWz_L!FES$dB5yl7Wvsr{J3%ZH@X|#TE4f;#OnZw z919g0OGUn)2$jIm7{l1LDj$cS&_Z)qTFHDGZcAu797KV}gfP7hZw!h6k{$>%Q`7Z#<_ zr%4h?={lid6>ss~CRS168dt2%F8&UR^R539o>x0pMs!opWb7fz{=8nRsuv*L2GdfBO9(KQ`Wabh-t+!5|5oDW@|Ii}j4mJ+MtVBRKcVa60#ij_>2eC$90@AU6#7b^9d#vfTb&wQ z^yR_A}ZtZ5=MF6B8qq(mE(AS<;hvtiLXto1#`buSx}>>omJgh6dq`Enp?? zk*y@hkvoC3YieyQnzGPrq(U}+M-WtZG7EcE)y8DlqwI0l&WfG+meoU zr_UV`e9@&4#n&(fZkNS~n?TSN3WXDyJx&3O3qgfxV7RkQ0o$L&T41KJvDIp}s^_lh zfn2?51SyIaYcT+t&LQnD3E*e;NBi0N`GM=;Jt>#DmPCN&U0_6q{B|!#BKPscN&3^o zrv-&PI+&|$iGjo(4CYJgba5TW*uRNPMJWZ8s7>%hyW9xSAggnYEXot+iFV4@=jjvD z4ISw8gz~K`#Z>uXh8z#7OPTSJy`XQVgf|J0n&>Ujnp-_=>HcNoU@I5-A#J6GBr68;dtQJuC# zTXK^>4`{xT(|Br`134AlJkMXicau>4z5ClAS{6nsT0s?M3>*dH_%5xKID^Z%&8b{? zd2L$TZqBIj-6+O2QmHC{G1$1Z{GlAEQcLR4pJ1cHX0Z803oW-U&uEBr~V0l4M7Q+ZaMsil{m1v7T6cUd?;Ak8h~fEA=svsB|VOdtSk2W+eft7^x~YdYBDAGR+U^vzIVZj_Gcl! z;Sn}ZnMdK=RSv9LKf$vD1QW;^K-9n^1yMrm9l%ZI7y$<(9E{Ho2Q2Pa1eqMvnN~+F zEP+M&+%*S_Gi4UO*}M_dM2&G*V)LUz0Ii48>v)^oXLLwzGaetwYqL`>l)z&JYUaON z=TftEOBO275Szqt6>AA+AO&{cT92P>C)3@v|8ENp_e_u08z`4#vT((p^53?q{HG0#JOjqW2=em z9t^>@P=O$)T9|xyvDRJIR2X)eX_V=IP`H`* z^ch)NExFWOuHk@VtEGTClOCvd4sdXi=i`(cShj#314QDexUhL@s5iZ}oHYkH^9|2Cm}n|9{}!5m zkBAI2BP-M$J!pNEZXon5(6M@r=uKCLPMuk%VA^k9^8hMGP{61BA@7~))?x&G#k6(G zj+wijKU0bL1;?2I35xb+ckl$`Bm7p0{M&7zm^_vKWlk;{b5Tbu66I=L0YE8 z`D4R0qO9~T(yz`J8l zDUFLLS_A))SiHD8z)TFlzz}UT2AGJp5K>jf1{|V2c>7)>CVrPtPoa@PP z#CcVPo6TK)u4puuo(9?zU4~w8)syJJxcRB=x1{~8#%Gh;p6`5R-dk$XjdeIK`vXv* zI}~&3Vs3B^K}@(Ja&-SyWKGwSZ^>|PVuCAh`w~y+5T}l`=K6$+a$&k$qbp*Wr$eDo z2xH9oP%m<25UY5owPm3q6fO-~esoA)%rbCL5x>oh!O;3sL%iM0&ZaTzba%HIB^7E_ z1q03Lj;t1S0B)R}g~fn%8Cn%Z`mNI?QZe*V#m3(ZGu;?6e^@|Qv!MmnnCAamW04{e zCl*1eCc7#ZjvS`rOKqZ$IKSf1YWqEx#rU$BdBHPgU>S$PW8su27ZJQCGIS=Ix`RzJ zIq{2}n15Z8p_w0A0}U0jRo(9mCBNgqM0bwPTBi)*5K8nZnnfX917cR!of>Xx*B}>o92D6jJz1{C$Sxy(+OUtR)E#!MS{qu`%cG)ovUS|0^>#rz?Ky zM)931E&cQ^5)2$5)M~|Kt}nf35yBK5-Mv<=l=I*!S-MW1)9K7V8ZQ7Oy0u*M>DBD< z*J}C`X%%@QDc}OfLlko=WFBr^6?Qx^5c+Xids6Byw~pxA#e#>1B27CykxCVTP=?Tu zx2&!h3^))KwhvzW!$pL8SIHDB{VC<(xoxPqWrnRwv82oezIFbvPI#M`h!jx!A$89g zRmpV2%P$zkJDhWTKhP9lpghuJJGO71s$aP$%@{>wk)q6=2QnLr!K)O}t=dRKc&6Z1{-O;W za~n33G#fnLBP?N1B@|_p>Ot#rjdL2SrSvr=WJc0O@7hn`<)a&Be7YPl-O5Db4iscW$CZn!yg zaZX7?NDS&+3TbwOp1Pc@RJ@>c(XvEK>h#(yzA<`XEf;7^hbcfU(8}uB$@80kJxcA?^=Q+3f{4d4Ln1}YIel%p2%Bbz8v3tB3lV3FQD!L5Egk3AVr z$#<>a*_qV~ScYrrxv#!{m{rfy!zrAMc;a7mlO?s7QV9W~1VZ|9m z#it|nA0Ec{yL!xhK3ALhXZ;ZNWNCORIebr5;BCz*U6qbm{Tj|O!zzdakk)L1SJ21O zuiF1AmDd7;*JoTtRT{`Slg$NsL4FEfiZJE5uBl#PpZx`%!uyJ~i}SpgUc5e+c-l11 zKS;=I8@}}Px)b-#e7=Ythxf6i;M4Z0xyDj*K9VAuIr$g%eZMf?}ruLuKaxs9#K*$E%kZi?Y_ege)yL= zBd{=cW%2Jpbm{blA8{GzGCuKOQrxGO5#U=m-+vF@ z#QkOW^I4czHGXTm@Bdx_y7HviMMv9FDY02v_`*h7YnoGbOTU=}iasZR^{;-rjTL$0 zNxh%lQrQ;FZ^Pi_$4=p<=~hW;%F4#Ziv!g|UM-wi4Ux3mnvVQ|FyRepPNObZU%SG>m!d~FBbl)5Qu{~akD;F5SR^rd`|;1_qW50^bbQZO!< z1nbK;Qm^|zlB^YEE{vg}yGjxi`5Dc-@z>LPgu#upEaS@Fbh8oCqJ0eG&uwbg8T@gj zgDKwE0!r~J6uLz~-Ec6^8n}aoTJWc#+R8kWu4uSfDKzFkSi&O!bwSZ`TCD33&Mj6= zrpr%niRSePMEF0U(WS9@DkdcQh&hovtVhy2OVQ@3!+pj?LlFCidJRZj-g?jbGJ>Iv zLjU8Y^hd_Lf=#A6*@RenzBili<~8~U^9~mhgXpY$NG*Nhsy)yBWe`TS4_7IGY{~)C z#B|a=q5=<_NmGHE+u!z{eCYoksUCX*5=dk;BYY=tnkFJJ>8R*FUd14E5E3;$zj9d= zoyfAy%u>>4A<*XOCuzn+JsdLS1>_W-qn&gQM3PAlxKK!LPf$ZF%7;#SjjYXh zIzs!tlA*4(&k2Z>#k$7s&%_WwPvM31sx2fDoyQUWPsJ3{y7Gu>cN*^xU|9scy8Ls)fNln|Sfc7`pmMo#sa|($|M0G3Y zeEPgTs@a;} z#5<|){i~&%+HTK473h~2Eb+_TnBch`(7DYQijVmzjwnXy~G|-Zw<5%ZY97KJ+ zf_F@93RmGKCF;4mpPlk!ZvU0CmLYusI5kgP=M_nXbb8a?w`!x-v&*$;Le3-D9auB` zd6x7%s&ag9Ai$r=ZOnQmI`wj_9o4)lPd$RKH<~{h6>6YL4OxpnWVUFO54D42BTHj# zIbCHhJs1PxH=VI+_jt!u9H%aA`(Mc;j%#na&ZIGSlPLeF@v!rxUL+tPfwm#F-U!ES zia#tzYyA6)A`EmhODmS}Z|m8iB=tfKJi+?;c8;#dv}t6$0PytldsP$o9OXYLEzt=K{p)-$K1oJ3 zKUj&$wVV*oT!$voQ!AP)KWs;I%DzGda|Im|DgjC=Z85ir9jLmDxeYVbKcda;&t~Kx z5uVE365^z9HWI%~uUuYTC>qi2{%SQ`_JR5~&ry=Yn9H<>J#@4abgBscm%9r*?9Vpm z`w?+e`uh6n52HABL&kZ`eNN25>grdHhLUXXxA3^?!ctN=0m?pzem}PC&uC|>DiB&M zx#*SfUU{?V<_-OHOiiJ2vs{N)@6%RJ-aZ3H6$9W zkcKqYtzidqzw({wXznPk4$NwMER{OfYmlg>&iuU*b0|K<6z}+Y!>s6s4I)lt^M|c= zrhT;=4kC_iIm>NhoWiHU%4=kid%B=kYXatUXD0qh+5Ya<%t}lGiug!6$8RtXIq->< zb>wOj)5m;hU*OZw^<@9|hWbNjih)EtQ{0=DA!Nt>+nFsG3h#h!W)18Y0R>m8;4~g8 zT#JEr@DxYPXTE|^7Tqa}-9*aF;WDP8uU3jWsM(@)Kh zwu1cy7b^}AdNr-i9sS91xeAM|H%U^0#u;Al{8;lN=xZ-H9zF5;?6uLL>q+#1a{L?L zFK9fiqSt|opxcHk|6Uv4(lYXrGL4luCI)BhLpB+g%UlL6mJO5*^t4hEG&8Nyo&kGP z;o7UnOPwT=%7qP74(tJL43sXKP+TtXe9Ej(hforI0?&Ie@FApI~# zP&m`l0pAyVrmnBaq9KwnJ6) zIFgTO%u845--&pxO6tPQi!lZeXpCLG_s@h*V?2M(ovItfW8Ox;a_OcC$*{Y*3{`+c z*9RHP;Z>Mc^azT8T6(!#6ERk8#yy#20ksp`69Emv%Nzj>XYN%#hxee4h6?Tc5v!6< zgP-2I8Jyd0%uT`+htzHGr?g|hYe%f%sSdmo!J;BKW5QOt1ut-H<+>p0@~|hBy;nm` zM~Usy`v8F`iE4{_GQ-EosTb@Jct(2#Cfz;~)vtO^sSf1n--FK%_#&4c+5V`T(7AN| z@u^`xvmsviEx8;P6_O^vZLIn%N3FC%#TxR`wesz8%yZ<+l9y!lYtDCTnjXLfQfFS_m*0T-ufm% zUH3F~*$#0!0_%7uGOVGcP2zx=7s}BpLw+I=V==)O*nTXq5VmZjlEy41RgiUQXN_&= z^zreaoGgLo&R~jneSFgJu)qZN-#~$>XMmft9fIooZ?ISJ8>5P4NyMri*Yf5%&zXCY z`drY=)3t1Cn4&?v$n1yFS*4u_Z=;cNrypOeVU;-TZq`Y&Z4GA?4&W{={3ziG@O&ra ziW&Bj!{*^&;WM}b)$~AmFyFXlLZ{Nfv^TqzUZ)QXL2l=y1d{Ie#+>Jt*~hvIuvhBe zP)wBZJ8Vv_Tpulqewv39;Pwvufx2;qY8EU7q`9#%OMsip?}uG>=39$DV70YI-K=q# z+LNh;@AIJF^y6w9?b5;l7jetD6WyU)B7lmU+~AuD-zmJ6L=s|ztTj{f+`f8w}3R<4Wsit z8EOF%L|vtJR_s~uEQq*Q0#3gl-^%}uM4W!~S85Y}dDSxoFuYn+V`X6( zTd95e<=2Oexn5WWN!zU@Q*SkNZz*FS;!a(5dv$y^awJLP=OJ*5M)B|lu6-Uwb6h>k zQ5x7V;gY`7qhUT3gp`kjzrbrTE1tTbEC}Xt0B`T>#7ZSmu=f1`##2;H_kONcOj2_Z zUetEHQErW7z7xKH{qTWZgl&bd4 zEGb|FQC$<%!OD(-(5gmSCkx)mZL8_gGGaKnaOHZ3K2=WnZ&uie@EQI^2t63^Y=O;42k<^$q|9-(BVd6=+<1aHybCFOu-4%Cwor~wRcvg7!8TX%9TIYIs!ji@Ir)Vr&8@;cPDf|GGSt93J~(@V#qeLFjv+_xa;0Zy3fq-I{zW zK?IOuDM>2iIxPM!B!Uk>ncgEfUH<2LFi5cy<3T>fpk#Zdjvr79`^?M?$#-fs`B$mMTyN7!y!$pN7bq6i7O+r?Q#!_A2V0+^D;;Ppe z+l|{_z(c^b9Oc`($#zxK5zrRpsJ#E7~8k8@kK%>N9 z?Q-A!I|irN>TGoHHxaEjKFdmJ5r4Jhi*w7N+T8YAeog;ovUHAR2 zihf%|%5G0bo9A|-h!8-5V6NY6s3KX!41@~2!iFts&H)5`xjlxJncvxKsS-sj%X@k* zYbe=14Ac6KYSaYQ9GDMmwjXv-2Z&IMv8*RkUjiiEHX)sT3228+$Eoa|d!FzbAD7XK z`;7w7ZFfE(&H%4d1lM;+2%vBV!ZXHxHcfp43|ZYoG1`c<`jPwcjIkLoR^Nbmu9_&; zo&BDszO+16W2f09&^Pu7JsLpWi@hz3EArbs5dhEz;}O%7G^(2h=5MmWy zkR*0#cyIZkE9O}BM% z#ak)U(+IOF4)oEglu4*BJH7y=$fgxx7dX=rI-;Q>}Rr8f| zUX@Dp%imAMg<{0Gcg>y(FeEYjm`_(ZabZvRl$;_b`cls_-`kP5`K3sNd%^P8w5xBt zV(B{eK;pcOF~>+HSIS*!rDx_6S@%tZAqCCY`Fmdg<-E@}S6_|rD%o{L8#*01+i7nn zmcpS7xr#-j26)4nz=WFKNVfTG88*#@U0BVJCj2Xi!0=_>AM1A1WQ-n zJz4G;LZYi3k^TxUO#1i^k@>iy;8crgX^z%Nrp@HfTn(|340bpS_6411z3;6S%`g@B zw@sQhb>5mR=S`n{QXlL}s`A-~{h4c7pJ)vk?IK!84kORtDb8{_M$+engI10aIGe$~ z2Q~G<(bg)T-)5S5lr4+aMA9vChU73)L@UImy&z<=d*Z{<@Afe2zU4HD?g$;sx1IrQ z69Tn5ZaW;&3F589yNW}R6S54!rRYRu4}ZDWGVTm!TzE=QH9@GGl7y3mv5dscNVV{2 zCN!bwOi33oVDHybVEx+Od8^M?2If@vqWT!?^W1Zy^=e6dkGF^rRJ1nIzdL+R1*GJ@ z#WhUjes_zWUU|&(4I|c^v_9#BA9xO9-X2_H^PFs&_io*Ke@E#T9rRxn-~J6r{?0;A3Aq$HNmP2bsWxJO^R}JsO>q9yr3QL3Hk82216D~E{(y#}^vRV@8k<4e%-x!?H z68h+T|Fv332Jx&@7JV)Q&eit(U#Wd zmu$3T{(K&+E^Qg;r!0 z<~z^6xig<}+wJsIbt5_%LhJVEjbay`P^omksAc3= zJo@@9aBYqUJ2UFWAV3Esus+vIFy{nt3VyE%3QYB1EGaS76St3n{ZTAdtc!}L?X{gY zRH)i<{>Aa_I2C)VXH^Fhgw6mBRpW84#vZ6iDOg)|R1Whl{D%;)FC(*&GqJY0!@z94 zZLn&Lb6E6NxeEoAKsQ~Hjq%#RzjXZ-{2oG$H!646TDVTqP>mh$L_W>}jE(|;1lrqI z8)ju2J&0^(X_Mm@OLk_1vueT{_@!IGE{S6(rg8U0q6aWRKGzUXBCO?= zbfjmZ=L7&jf9kt0*MELH#d;Wr2FTRN#{_d@Sz~&b=!>tWaU(e5tEj|xy&Gy0&?1F$ne3R| z(>W*po50t(JpQ zWTNX~Oz<&y>aW*I{Ej~M62#NnjfcAPKHsnVvSm~Gt#X#Y+uSX%nH@s>Gruz|1oxt?z? zk1Y!xMFO{<)Z>*x5zffe5%QM+>O#w5q3(z~t2p>=dQ6c3Ey_Va2p+YS4jsc;9S6#II&=5Cqj z&8I_seB)kjzXp5fI%scwy7hyEZDBYyh_50xm`LlJj%R-)g=Y2EP9W_RahA;L9UJy| zs*q>VJPi&h18W3S^DPq}Y|W#r_@1;?y;?JQI@`^rjWlNYFjUyBs{ZT2j}nR2D?yP# z*B-^FHJFuI^Rdf+m@l*azUQ#`;6U-kg~cLj)qz5T*3_LR23D@;ZcVF|c13KNc0bpC z^QLV1YGGyQ51xMXB`2OmXnj|dy0g{a5UC?M*TeLz+-@hdE%yC%_^%tq&XuP!Nj$B0 zT6pty4XlV;b`oy9xzUjlu$vwdYkN(b_j%=MXUZ4nRR_*H^hJhrWTHGE}>kQx*xb$L`P!lE4Z!g3JT;uhy0zr&@X5eVUq8R9){BrHBHz1II8Cs}Tvgze&%qK| zsyL)t+J}$=mNP1|FE*m#YIod&Ljq7RcVhwu#^|ryAyiEG`g;Kbkr#oSlJlOI3L9flt{?&tlcg z^0GUX^u1!ou_1{(y+Kc)|9~cb#JU$!y&cbmZ$J(pGoLSp700DzJ58yfEpecLAV*Lpg3SDCck|Zvoltj?d)F%V3KM?V z^=uBp>vp-?xMwsYR&hsXdpRUmF!J@S#1_98OYxn1-yR@0`+@8KV*S;y-UnV4>WvdT z!RMJa#eN5iXVf@vPXxaz^ar19z5NK~ZBCP0K*EH!`^7jFa@DAmEZD@CVRfK~MrstW z!YbT7qapClSSf1f!V`Ss;l04Cg{d?*O)l%UT&sUkySFe{l5?lu(W*r=j*1`uXFoAp zmbW{vmEx`bB*$s{jTkk80bSqCHxx_XK%Z2Ld9HcJ{9B@<{ry|dzGKh*c$bvqc<@ux z;C>{op2_2jEAq@P^ZlRp8Z)mmGHSVE`aaC(EfsQIf?jfSo{wxdI(iy*R<|k~4!1qG z+MVrF#oGCM`3@b;w=D=fSEQJB-W$eF^~%yq$l@%PU3Rm|GF8jbzh}Gi(fC_6-{`5O z!ogCG@>lmEm|m=>Fi#3N{}!l*mGL@H>X+L?ASy%IKL($9pl4=+0)euJ6~!j73bymu zG6ET54Q6abQj+y*V5%0Zy^76+!HMs@42Ty>mcUj3Q484tnWf<}I|htvCG&ZCd7Pw@ z$=H8v4raO}R4ozVPD0bK+3vACGs>$B>|^Mh%6V4;Uy^fMXupvW$LN%iMGyYedTTM` zV^gZ&m$Xblq9K!1gM6cJXz@->uQ5_$962%bW0h&Es>W+3F05dzw(>xi#WKVAjX1|n zhu_A|qjeYgxyx_t?{7itg)-x=QuB(9m%p1d@@h4TJAV;mqAPvab_#UGJU70wF}LsT zydK2!vedSYbXY;cPUG2BcdEk6yguW>9==WWrJb3wii7bY6z6l_lN;lR?sx$nr0ZQL znz!xgZ2MJ;>`US73NFe%r;e@VMFx__%fZ2di^VBL4OD63`7#)sk~c3l8h*>ndE4>n zazSh;ArXj2EHOB*#bTY9yf>wl-&Pynu*W&Xr$l8Rv~=SFU1cAfKLdyEEiojdl6-Yc zftOM>%MYT$<>ig|SX@a&R34~KJ8gv7Zgda#XoSbhgv!S5{knVDV#O*gnP@VwCw^j# zLP2L4(E25bBokV^Qw0ZD1YANH-OgQ5e|7X#8Y;I9{cXEd;IM9m20P<4=jrlYv)@}L ztle)?qi$7v^HE^Aa_n?9<@eCYAj@T=Ov9-D7*Cy(K+G#vm?0|eS$=G&kk6-dH)h$m z`8VWK-8t=^cl5trE!$n%ivRtdInCvh2=F4$k59)9e)RULMxoKSM6hZ2q(A#UK2ghh zSQlnWxZH236+lJXnTWv?txU5(k}No0##~Fng}k0ac-HUqz3F#8l1^ySI;Ox$aqmEe1&?q}_&#H8@r@Bt(>@gF-zn@Eu3 zq{~L5Sb9sq^yyqN5f2g#=+g&`2Q z%!jMTy{S!3qxU@y+sIxsHFom4VcX?ww9xBtS{4zUOVL2RTY;hY=?Xrl?83myi&H!! z%LpGLf*8sNM3U^0o@hoShq&C7%SiM%au5AA+^e#9&TanFzQGNhDtsY!yHN!HuFGt;6Bge;>!X} zOr?n=B*#;FE%k!4YR>ter^}JmU@fEy=3N+!)IV&SzOn13I>jC1hzqj5_nbe-yu=PW z;t121>d2vjXDs90y^ELirpS0Z9Hz+*Q?8KKq0NXX%V>CiPaP{e6yT^ryJv&>iXYGD zdt?N58Mnwk%P;}$*IJj{V!UvOXNxpOr#EiWO^imP`BPp__Yzs$)=cIF*;xb0bb!)b zn{K7J{XA*DCeNh%Y>|#Dfb!u4A>QxJpLV8)V{L!i%CbtIYV&`AL1Z^gru7;_#d13w z6WifZhtc(Wx7QWfm2Ut+8$NIsl~a{np86WzwUf>4?tVn;1)o)>VXN`y8;^!DyunS{ zIDR=?7>yRoiF_4Y=Y8RTjG_uI?oST(Y1)ithppg|E zlD@t;QA*Bt-nTG>(@Qn1r6qD0hY4vtJK8uA`qp0J@)(rR+B@i3V;V}>$wVv6v&wob zc)t>l_4e*Kv8fZX5}Omy$apYl1GnW(Y-E-7G>TJSasbn$gUB0i?er zEvEg!a_5_0ogRh*(CgNH<)xcNyYtEFvM=d>uJ)GtA72`F_Cf^Z>vMWY#pwlHPFuE_~~(=3)dCdb^JSx&ORTUdhn>`-%u}QX*PXg5tC7t zi5@vIp~CW0EAs2tk4}{Z-BH-P=V;#FGt`9UBUNY?^h9ae?^Xoc?LN~I7J9dkgqNtI zU$?g&V!KkOHPEP$ zVn3r*@x#`e?bp9(9>A~I+@rCk0k=vO^za;zvP=_rcIBY*+Xh1wNA35Jqka@3Yc&K1 zk$vw(b|QU4Ly;v5(|1j00`4MjB{Ns{L)S{?;-mBD6s5d=lz;RT3JyOdvjcEe%R6_e zd{=iIGzbDWs$XNA{rpyiNCC%1GtX^AgBF;2b2yC`mMxVDQyC<;P$~{gS%Dorfdy?l z{pprSWhN4y?eBenk-DAXu2i^XNIFsTsb&`}rPFgeV;?p$s=@n$i=nZ{|?{z-#<#eV%K z7K}Q`Bu3pdtyhtYqan54|NZEWb)qpOPEsFyG61d0Hn+dH1AW-*nj_vx3bWT{Wk8Ud zvV(cl($ojycjypTFQX6G#b&TLr~ZR%?CMScZ?#i*lN3`}yPqcV9iM9m|CV3W-8ycg zN>9-NkPoGx-Cre2U{QNyt#XJBx2Ud#RQWl-Wsr8P9H_814v|2uV+^u${L%O%eCgj_1b<;`qulScPUk$eFA?@hP_%mPQUC5&E87PyrX? zAN(^-36@XkGFtyT*F*MZ5?7}~3~v_n;4_#IfgI@-VxCM%Yi3#5{d30#j(^#qOP zoqOT-wnJmj3RHF?-M?oqP&&O(iRG0RTCF$?J4{_AmRqhx!V(mF^~VF`tAwKF4~k*P zm1k^-1bC|^-d^rJVl$u26TN ziY#bY?QSo>rPj6 zFWq>1xZV0)DdU2(e!Ad*f(zdE$l-yfQi)9TE#6i>n|Uv#1BhS8j|I%6T!1cr|C-t= zq)kp9zR`f>GFZlwzB#kfuv2ODt$KGwA}#_T?!Whh?6ADU=C3X+(w{)FS@t|I+~4Tc z*34qXK>zMreiKY|svu@dBo|i7CP)F^bU7}MR`E_b?@V1p0WqM&FuuOs3C}GwR(iQf z>%1GiHFCI$C%rK_m-E#;%4zOuoH`+EpfuqzFFT3$jFc2{8bLuG6Q&Nyho_)rY422DL4G>HD za{M+dit(1Lcscy39i^+8(GAEeXDVpBs5=m z7$?D^OXc8qw#><4sb~bLYl8A+Cl+)Sm{^`-lEzNO!+t6$I;(WS3pBuFb~A=+az3s+ zHD9y8Ik*&Mn*AWM`V3W=CYN=(?Q+%B40&F^0e~R;4Am7p>6IG}g@=+_q1JE6hm)k> z8DIYX#T3&x_^gOhb{2$J3m<9^b@~vd}yKg$Jn{;Hss>*yK$s_UGXb&BAA4F(i}T3G3LD^IcCt-%&&f7yW(U&ARsM~EoZb$um|S^Qd%q9@pmM+*fvlO*T30IS1gFJArJqWs(@g8 zrc4t?2bovUGBjbFcs2|oh)s^xW&GjZ%rrLN;%9mT-o53T1~HVR*PNcuvK4M<%$(gjyi>|)Hy6suZO*2Hqc~jxu$Hyc_utm^Z7=%COQ^%i&Ez( zK;LQN?e9vv>%Uw>>`|)8kiA-BAQ!CDPm?6epLiaWk!B6Nz#3Rdg$eP&M=Vx~nr@Tyo2zj9PqkjkIS zx@toO|R&myBieA#mB67|I08RX9{dlYt-3 zkYgaIo&Ye@_n|IgT?tHfR?8reO?Xn!lzRmT(dS=&8-tiF#%| zRl~X|v0GHs!g`4$s28#x)Nru$pBfR!(%3EelK(yW)*B`RlB`Q77p`J3YGAB^-2_>z zr13NHTeCe=UCsggd)h^6d9`UNt1kuC?#BfipRm0bjWQ&qJiyPuynr=Oj%XK{h`XUz zdCI(rC@xzMWM5k*-uU#Rwm|){1QwEp$*WRKX&Io zA#R*KvH!1is0Ib&9c}o`m!MGc!S_sSrw_U;$@7tjT}JPa5GYa$dclaqw< zrhlGt{1rKoHGMaxhWSDOt1+GSxtaKOr96*+@5xZBD&%ma7BEQ2qGKdG0!$BLBVgY` z^l=9upHp9v`N$c3-ciu9jq+zO1CVyweeRyyB|F?4hIo{Q-jx!5mv08@AapOFjD_qZ zFe?*Diy)DeT?RUD4JU^g;}5ZN>`ZqR=R-j`H@<+KDsp25mc0QRVIP;LYSYF|qz@nT_sbk_pagAA2U{7wy}jxYBM zN~@t75p}{@wp(Im3jpZhH&8)I{HX?Tr6nDz?HH3av>mg2%>l)Va!4^2=05>mAQsW) zb+26_OlN5QcyKI4iH@CeYuBBCk`b6_r^Lpms9pZrr6-~jsbLKYSeb#3D45)4SQ>^ z{SuxC&Nfm+KSpdgv;++EU_L<}0!}7W59J(&&pg=gNLNgYkP2};6l#@M94}iZl2cY3 zOZ5G$$iJZ+7wmLmchDAMp^!;31J@ZyKAu>E($agoBbv9ljYgeTFyxej*Y>wG&lDMr z-3?_{JF(XPFMQqcFmUxYL^7lqRj!qV&UwnlmNMRht|o4-_~ZPy%r46{;haEP$3_92 z$VKEz0E*6@CO$@NVaolVKMr|q4s{LYx}>mKM)C%2sf?80e)%fv-*t?F`z%ezQPCRC zFE{6O9JGJInfw=e|hmEiJBaHtEd{-iO0_Pk{ZPV5y`k2XlRr}OKqftRr@Q`{wCAOY#CearuZFT|kGT!fRZS9VvbD8$q15Y>{frw;M#emY*zk9qG_)O_5AQriI#FFT0 zOLKC;{+9Ap$!KOvc37J7?hc7IpWe4v|At8Rkw1|m1IO3I08=bwZN@a_O8g&?R5eWc z%l+u-?)0f%E`SN24A*LB>&NT%)*||F&R$rqWflGp9)pfC1m=(N&%VS1ov$X#!squz zI%niERbwpBmRwA;$5>Q6|7%}HLNOl4H%O7e3f4O%N&h`)HkrbF(!1O9aKD|6W#z6z ziYz245g%t!O!FVwr1{lA;OL5xZi?xj@p~7BbV`6N;cAIn&@S^H_+ayF2`b`rtrIdc zHRIx)RM|@3k@QnnyRFhPjFN=5L)Q9#q!h5r05ADDsb5u-v ztDK1b-Rd_*9MluMfgsMl_|Bj;Dnh-)X5lyCV%D_WCACgapqO9cGQf-P+?eY!*2+-5 zDzGruO~GfwejEU?Moui{t%)c-m=iCmh4#8RO zpohZV9T$QX?O=Ifnouwb58l@So50!f!`2Gprp4o+yFu2QPe(%FoS6J&s4?`md-bpX zcqgRNC?bXNyeXK`m+mrXq#}52=KE9#Zz;DM`m&Ls#;RUqMj79kp&ARxIjGLBIItI3 zxOnv;RGh+ifjH{Xcs7uqrd=VhsS|QV24p$Akg#5XEhGKO@_o_nqNczSur+cu8maSP=k8W}ynhd>UQ~1#WagHN z)W}g6-YOV#?TG}JzTh*-Wu%yD8d}=%jgG5E^Q!wkYRa6Wn%|PTK$f8jEp(T$_O_qI zMev;Pc}Mu}XgmLLH>$6=7jw__D%*~<68n05y*3eGGh~Tij6bocHBlfd#7nTyXzWmk zU&?-K`Zf!Qzy2<+tK~Z$@i)3sgLt5#njOucebc0S^{!gihvA%x)mlg4e;4R;l%u~- zhen3dj{W_(Sax|78=LZrofZ1sU$5nE=wUmjmMo5Y+noS>M~?D8He`_XTxq#eak>3C zPMmrNVuQpv=Jc7>O$q4}_yC2Tn;4w;##$o?=_DxY-Ti~%QIV*=$4)L`P1aiWv{gmT?ONOfexLD(58Vom2*10PJo0qJ#V{4ajW$4o=v zK_yECaz!^AEuE*27Ck_MnC}rPZU#qHpt`$x;GTei^^ma4enkTLi!m-D=RZUABxOd{ zz}rHDQuu|`12yO$YGuEtD>e}_#nzJcdNZwtq6xp;UKw?@lcstPN}fMJ?#RfiB%(zU z=f_SyJ~Ba}2W3AKeeFe!fI+)bXxwGsi!Dde(8U?%II%UdzbKJjGHmC`bO9YOVf$&5 z&f49ni*XT#n%3Paj%el|#Xu-xp$Hy4N^X^kAEbgV3FPvjum3tEhysu9rc6WGNPvSf zSIYcXgfnCqHTGuiYT8=QPG+fB5wFF-3VFGY{6y^-$TUr@Om;<>O)7cxp9nZfF-%#O zCg{C?I!$u&6jufumnrUAR)w-CAW)1K=Y`Yfudn2Ny%tTTv$Hx?>P*Tw;di;IyZ7#4 zlhSHTM)vr*VN;HrOh5Q?D5M%EMgqZ5<2jKe0EEys!{K^YJkZ%EvN4(oXlcrfVHX4cH$E9UgU6Gyiw);90?{L%fcl1DN&{mfm;>Hq6^6)P! zPnXOJ{uF0G_Id7p2h|1e6e?+xQEJ*#A5nlw;mOJxm9S%L0nkH1lx0`)zW zFX`r>R=T!SIBu&eJ*)_MLyrCYiG6y6<57uVG?|Kp!a)ylIE?ws6)2^9%iHONLwv;N zDZ$^Jr*pdOH>(^wG&cMji%VhK(SY~)NPI)=iXwE^9uQW14!N1qGX-Q5{>ZHwbg~`JRg#W(b&~ce|2JGo?jKLrn)dLi~g~zK;@q;3W=Cx#W2Sm#$JU26FZdA$~bQ) z{Itg7$e(nau-|Tdz_y+BHt>pl0C4QjP7M`+m8a73$kx)mCoSaAB9>Ke^J$Ldli>)% zxG`@GuYb`H!sq-`UuW(piI{^b-EHQcg{b;m`o0@G04U68Va0 z(opdYarK@15!X*Uw4)3h5ckZ*=&L;iY-*;xT3?B+ntpE#cf2b-oqF}g!-!JQzB+PB zL_n?f|N1I+_1sa21a3pxWtl7@aOOS-OuP5X2 z?|qF}#g=1-jK|+y)pQLi>vur#W4|%$j{5=>=v4gn>prAxr~qyVGQ0W!C*74CKt^0^ zTnpejj4g-Z%Me{$u}3IT-5kX=)3 zQo6vtY`;GGC0hi`ydEzu4u82b)@EEk(aiC{E>27H#1x{C)6tFHW`|^}v6zqua>F~V zILIMkfcMT1O8Y9#1*eyg-z;@Lj80MW57*v&SU8!iGx|ONY5xsG3;(AFaQhP{U%Afs z4R7=MJC)?%UdZ|{6jApg8^=6%Z6!VQztNd*FR!|<&&}*_(^n|_ov;ch=HYlJqKNQg z^Qm2mTzQR+YJzYDC9ZN7MQ_|3|h%HU1UeK#_B%hqsaVErtR+rWjOL+5p=|9 z_V?XXqooB_4|cU?+B7$4WulN5wSGG7UagqT)p6x94&DlI7EOB+er*^UI^c<6sd%8G zePeAf@8``MCu->iMX zA@5fopmaIy4c+(bM-;?!Jz0ai)zGY?eOFCk)d$XPOb$9=zGB?ne8@EvabuWN4H>RA z8*A~p=<7AD)+mKFZnODE4p~Jeq#P-iZUYOtgKjpYE^8vtL~-*A2mw?7jetR9^3(g- zDIFiK8#YwXj51AHlm@&3I%gfQ^%rfrFBXyCSLUgg?M+u?xjx;#)y7+6E1dGyH+plS z%rv`ck3(vjr@Qc96(z0BM7{CP4x?bQN+?Wt{>Tjq@^w5!@NZ8RVt1v;%`~ehg{#gByeS&r^n&E+2lr;g>E4{RYpoho3XmtH5Jh z&kb#U zkApmxgLf>M(4qu@3;Z4}3Xtf!f@0g_NTr`QT=#LHod|n zLc}SPxRN;`HUHMX3fKRCv9?K>CXoD%`1@~0+(-X|u7@}O{W(PO|ILqy=!*Y*uMu|? lgO1C;g=3+(+k+zq)c8HZyn)e@zNg?HDKS~mY~jbR{|^qO3K#$Y literal 0 HcmV?d00001 diff --git a/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_hist.png b/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_hist.png new file mode 100644 index 0000000000000000000000000000000000000000..48efa8f2f1cb3f9da2684dd2276afda59d3b431a GIT binary patch literal 60388 zcmaI81z1#F*FUTvU8019ARt}RATTH?-O?p7BHhwR3(_z&L$|b~v~&#JozmU)KY-r% z^L)>HeRIL3Gjq<~Yp?ZNy$)aHWW+E~2~i(Bcz_}PPFUf=12_@j_Z2c6@Cnj^{}S-e zLmLG#!3PDs#B0EtN8q>8Zy!7;4ne!rLjc~RSiV!UdGG+U`S$l=n?<$(@Zl3%5mj47 z3nN93PHnEGABrZP=}+8#&(N*lS^6LbB0LZOKQFsF`~^@7kQG!d zl{Pf?I#4ur36&j>syP3D$kPb@GR~Q~#h6c5s}^f+T>V1Y>4=pgH~M-{x&U(h{eSqw0{s2o8Iem-ESO?L-vQFvnBSx{pjz<8CY8X(4nr3Koq*Bv zo?u&Ljvd&X?bP3xkC!YDC08sS9c(E2D&+&ha4{H+l^B8grg`ny zjOb*3ud>^~Gq*k2o;H15Q{u3rJ+&P~#5HDHzSJGdR@uMU7E-!qDlR33Zf@Ha{QUMB z_ZzpV?cqF?ap0P%Dx1oF3bEj#HPeo(ixaCfjS6$a!SN{f>ocSZ=d*o7&MWJdBoGmo zIq`MdR-(g<-e4?h!P~6C;;&LIIZ241k~JxWQ4hVRG6XKr(rZ?;o<=Vut26{OJOf~r z{pGGj`wFwk*342$#VnbYAWTAbe`&C!Txw;10*_6}+NQ+T#1E^QjgjyAgX7_ab?2yD z6Qy8T&P2w>8{B!(+S=N2Tl);PQlrXg!!AhiS~PtVctyW3i_B%k9~sK?x(OT{ycFl3TXWv2ZKE<3fA7NSd~E8{YuW@c zXaVChYyWcKwo$xcIxOA(vjnfDAo4Hw|GGsc%w7N){1 zk@U+yvKh38HZ;89)MF~FzkYqC3aH%P$qDIeTblS+_?qwm-qJCF2Yf*u9uI&^_?-?L zqUI>#Ie~8q{G?;h3LZ8e2iO=4W=fxqt5#W4y851i7TJECB*;ueYS%g~cSQIBbO7KX z;fmvRFy}Orbi3RW(>&fNtT!4ge-xrwxe2g*tc;OXz3d}^gmG_1f>*i^%yFr=BpONaS`I+{K_=z$W_j>9EX7}zDZApml$>}l&~3f>jI1QOs9&Vaq3Bm z1`~fJYJukm4w)tzw7gwte6r08y=0$~50pM^v3v^y-4pDF;YTKGEb< zDbNJCumppWauJe{^k$l&Fm0@?v;sJ23Ba{VQ&TG!{`v&q*y+W^V#%pH6~JiAabh0p zA{31$xVSze?ktirQcz`Y4YMXvxzL{Q7N{vVJ?x0tOv zjf~6++F_GfaF(Gq>jYR{q*IKdVST)*HuZ77$p@gJ%5ol#$$59~EkG}wa;|q53Ad#O za9}>fAQJvK068#$8)B~4)=Tez3ygXb2(YmmsZ2Y1;<>ESXyk#<0R8gnGM}wW1hC+A zv_4;QXDQ0l-+Cbeh6DVx+@R4Dp;G=*7vN}#<-DMPfB=AyBtAz^qL!QGB4dsH&2ctO z`{`;sfO%!+(}dB0h#BK$sJ##|nv9@s=d>Hg%}O& z=GP3%S3RI9Jg=Uji$!-XfSV|on3yOidH~vaY0Ytln*fv?>+sD1t9W|ZP0<9y#>#>k zgBBhK06379m7QX$Q!!O1($Se^HSB!(^5xGzvA&NEjTiMy!^UZ#@wjBy`wM=7F zFVh7~sPSOtyl5aEV`pY5{n5r~+g579SQ#fE#kNG;r%x$dsIVsUl=FPyEjbf&`bsN) zvt5!t%5ysMWbKlH_J7wME6YV}&iyv;;#)&>g1_zbI+nlj=3-Hl*KYk6uwt$AN$Xb9 zYr6ozhC>)Ne2K31yO?j?$V{zsr95AC@mfBDz$<~P!>92@F|lmmg)p3(`X<2myI&pQ zn;*L0T#&{GheR`Jg@;Fsr|S#0y`d2O29O=)c(5{WA40<4nfYV9+>B_OVV;dw?37{B zB~!azp}a`G7feq6-itH_{k)sjdchm#Ib+MOq7D_>CNSpLR&biAVG_0Mn1ptAa`)xc zm1H!Nw1Y5;@)(J=l%+;z+UuuOQo8ZX@}4uKxY*cVWJ8S3_Lnyu1N~#r+;qKR2?CN3 z2IGk`+U`gn&7B_!+x+=0u0E&=0_~1s<54OdR@!cY8^Dcmz z`}>XzvZy&>>vLdtHDY~TC{2sbsFlr-90(E{5MP_oUK`S0Yu8?D(q0>x;a+REqP4g9 zR(6tF<^U~o*jcP~-r1aX*58@gu(A@jwQ4h3mN4!oUyG16fX-(Tc5RH7sujKg6j8h$ zX3oj{OLa^6Fm_E+a;F7U$o0^5Ewn?~K2>7wCdn z{W`%Sm_!OZ-kyq&JmJVP76!;RpwMZxH&LtFwy`N&K25b^wsaNX>tW1Xx1*KINPRu~ z2VqfK1#iYE7HCHF>Je2kTM=7FJhh&4OPII?edZBf0W_9)^id&ILigh+*i3+3bdp&l zp(NMaTzDkQ--wUBpvUAdo_p*K;BYfEvZGkfwXMBUJ4QnTHFMY)4ia)`1{uQ}JSJI4 zOXC$T+hrYYtAf=JAQ*GIFN`Ya6x#lNu{pT9$6 z?@X_LBDB#XdK_C(F;q-p)^Qxr++-%mZ(MCR&-R65h$=1Hg_E39HGqd9Dh$&r5(|=& z-~L9*8p#-At`dVu{FS69@+G(0Ni5-1z<#^3dXf@d@f$CYK4pX&5JaXRY-3ZB!6;IC zlM&Q~gfkF8(nB{5ye^cEm<$6uftjeMqwuU%;YWkL@!0ZPK#( zIMR{KMI4vth9fj1IS;Yd-iaFZq>j>aNW7)Z1JiPp=_YiUzP;Tj`yXP$O`k#g`$`lj z>P;i6*5Q01jH9}i3Mh$6>s6k{C5|peir%nCBXb76yQ@SM?~axaf;bE!<~JqB@U7by zOAQsk31~GhKL(R#sd@xGuz6^dpFiX-a;RF3SUN{lDcDLq+(lsKg-u=)g88?YH|0EoUS6{+TTqs2ObC~phzZ8vC5}+ev>*?lT{Lfv5 z8C=L5C5yjjaMYv|4k(9~w}S~Y3|~mY<-k>i;-L>{HY9!X;$Rh?)W{hSZNdBW?&cku zN}9R&Jl$Hl0xh#pY7#rIB)`hlM{h0yS9Xoh+eI^yu#*j!X?P&qX9H* zRrWSS7QWRH8KZY`Fk&(L^KQbQYzYK^2n&LZBz;V#(nuQb#df?o7{oB$4{Q2Rfw7Cg*P>o25`O(mKQGJo4;A~;wTV8eN~Ri7j6C-ZE6k6e9alaKNUUACIQp7?k& zM*aj)j$E@VJeT;G$NVO$hZUO3HlF{U(;Bd=AlGwScf-NlVYgf1p#qyMmKJbC7vyr8 ziv`N(t%qzV*u*N_JZa=@j=fVVsb3Fy959z(0AgUd6T{}wgrtSt7PEBBi<@AWH%dh{ z=I8In3Q;H}ST651rK#S5DPu3su*`GN3m(PO&VQ1cq~Sol!|zw_7q^5yyJK!SC+YVy z<7)AUat_krWcz9X*l+G#H7kzT7l}~@N+QISkxq^11>Pn`)regi2Dj=BPy$pdel}RL z3Jti}*Im%`f>j60&rwAX3x`$t$|goX`6|Z`mO;*Dks3MZL(1MXOMmznq#%yAPWX*A zr{Gtg6Nf}CYxIb2nPKK*LJ=~f6pTot_mhfJ@i``ycGiZdck&{~^xuu0L-36t2wy2p zGxM_o@lM!(98@=UcXQH6d^oT>Pk4TusJW<^@r7_eVD~{!=ekoDhw9v?NY>b9u1o}T z1@kO3V}>kaAzDjAMFxg<)Wa+qg+tk^ao^?d@#YVIi|H?S%rrIH3Na9&1rc#>2EHD| zA$Xy&jwKy0Nx<>xLl11&49Bu(D*cJMIn^gAw9JTgP6@duhhc*B#*q?=kyT~7RmEyj z_)>+U82>{#+fuxfqWK|V7^~@6&9(#5&EW%$24#4svfaUBUp$Qe8k<$Gp%;D~-e5f5% z?+YY~Fe87cosqTAm)L9O=2A9h+$&C?RUy*+9X}nS|ejjBO%9M2sj@j zLs7KJ`@mk6%^#gib7n^qU^9zx^1xAFewP=ZD~*I>Br=KdeiaZgKu^>DT|9$TQll9& zMO7|(n4>JYVR&vSq~E4j>_kCjVATSZGqX5H^vj(>U?Twe@8ywG)Cfj1L7$i|gT~cjIAi4U zM41=~aN~|61f@zfa(U;;e`Y+Nwdt?Lj#P88rBF}8zIyt9E@HRgGMe05L99ts)0ETB z^bseDht;i)CGgIWQZ0BS@K!vUGpivqu*LA{9*5kuVa2rd8v)MbB5$q#SV4x7XAP%@#;Xyy=~YP*dO(e+k~h`f)uU4cN9 zb+xw^UheBQ;)6@mAYz{It@zbwAUBy~L&3mk$%yugujgEVMpd6`HSuZy=H5G+Y%aUyF1L>@u--E1>-B?A@JLV!o#}T$;Cy@Y? z`0Gp*U^(FN6v$kR@GHUQq<>*^YpZaZ!1iC9SC0RY&E17!S%dYg&xqkGa4&S_e70#f zSDL`&$AN&#Wqf$?#uhp2c$Lt&GBlRpKO30=18MOW4e=}pXXdYwdOJ%8^THV z7W_u-gzC{aJ5h>Wo~0_lIobf&<(1)Y^T(j4$i&E5aD3*_EZeh>ihgV<8U1P-vyh%aBuCK0r|I|=U~=jc*}+&&D}gL zOEt8pOx=(8ZV8(L70u)YDMMZLDA-MLF#!&+iQJyZ{FYob0n&zS-pAk4JwSLrjd_S= zvM&u#m`^R9v(q7IC`V1PRbb_xe9|8V+n9O#es9tPJVYjN)<@$Qx3oWdM`g20bTvnQ zoGn_UpnNacLQa6uYCyH?P3W{GT}iA%$|BuaTk~*Kz!wA4qgW!%6Yo5pIh{>;Mm-b= z{~Td#%N-yJIp4dMH;8^5qa((fX9EY^-Ji`LNdWT7bWTn#S6Ivn(f!PS8k<+vK$T5T ziloH%NPso)UhZc3=cZvneMQRL3{Bu(93TRIQ6ul%j`(waa{m>A8ahX?Ac;Dr7mqa zR?s!m)AwF{4QCxl&3lWgD7&SdFxI#FIo}pB15q2m?G3-YkqWGZETTUtzu`6l=$hM2oF@Pgsw1Mvsxzv416{VT5EZ_o3% zr7$pnvK97iW^g%F;YH3!MZpLKu%|kCR zxvD(eStx;U#Q8_@dZ`_!;2*^h!-1~ZDp-+{QjN!uifV)M9=>g}8xYRO~(H*~93c>ibt zAR5nTzuF@`JU2o(!$eD@bM!DIH@)e%Em^yeuK@!hrwohtT3}ZC4=-<>qhot6OjFkZ zTlI^S->8*~Xjh8mgs_Ma@)x$lQFhIFU(D@na0dK;ZA*YzYv%b!7w+^Pwa&A1_HAI0 z9IgO{WHJjxtXVgr*;TaT*HNkJ?lwYcr9@!5S+Co!MIaCd-oo7eADG|ib%riNO{%-6$ynCwG&suHg_|j8IE-&$1 zzWwr=4C(s{(VC+g?IxajzX^BZ%MG}}TfO!BM{k4qRPHM$RfLoPl1=!Kpspyc7DCA3 zsMTU~l3m)nr2lhw+rM|yfQY!|2nCY*%NeJ!fyxin`q5yCaS%}1hBMj3@UyF(i)YSGm5; z@zN-LIN!l2<&VD!iSdD$)xQ%AX+93s7aT2|L1nxxe8{(c`meR1jSaa)VR>c96}UBb zaN7F$>@}4nbEj&Mj5eTa)rf5^mx#a1$MbMHeDgJFk2Yz2{L-Fo=OkC9qfQE8BAffu z>wY`~ihrgD(M(6b`{C&Y&XyvaTYt5+4dOQ*J#EZGb+D|!Pw?AB&~Ud>ttOyDYNpDd zLbJ5+R}|u9UIFU)`I56WC#^&lx?DGNURbIX^|ot3;jfeBq0O);aFWU*$CZ^5f(eT7 zC+{-?GBAo%Xv59queGH5*@uCpda+#0NDSBN7_Y4Dt;EbPZK1szrQsM zjP?DiyiQk}nYU8NPAym>j7c=Kr_BckykN9%jKh^*+xg-V;2LBS*+ayL=mL&Q5 z$ICy&op#^)oBYP-Q(FkDWV~|NE+vR_0xEG{ ztSQ&iTjAX6=W+L~8&Z;2vBqHNZi>+%x=S|)xAU*LT@38E6=`pn zHaQ;eBlixn7-Zu|QjVme%pRkbGg80(mfdyqo^}lK*YLH2AaofK^?-W263rVSwmi&c>9Xy8 zG)N#isOP_F1%TCYTPc8HY+D*rD?Rx%SG(+yl3Go5U`fKdAP1FqqaVZJlKz;Z3)Z#mVlISIkCd1oMgpO1Cm}LQR~J%lvll^Of(#;FRZ^^t`AJ80vIMjg<(CQ^P-tW}hTZ>jFBs0qO!1-3OcF2S6k^S9Qm+e%Xh!XzjW%wcl*&myQ5(1RiU0e?UuC?ns=o}I-a_y8SnHV8%V-yojZI|9fqSIgz zQ?GmP>pTOTnvbipIV17KxgPWrF1;piMhERv;KV5}H%*ZOLp2_sQ`n{(GM|Q+v^M9w z6A5d~n*Dx)ZOtyW_B4g^W7Vk!b(N73pfEL!TOc4wy9-@ofzb0Gf*qk=?UN*=i>Kcp z6t2vf_p9r@MmN+F7kNp%6t`zd$J#a!uBC!+(x$BL=`6H~SaGp=7xtg1q5O-U{}4^5 z?*u4)_LO?f}OC}}{)fc5!&ifd+boF@)xF=pxzxCtCnS{S; z%ZxoWKOmF+a;V$6naB05o%G5)UnJ@SxJf6V^CtoSDjsuli&U(q<{!Zz9PEFEGMm@|N8ZrZ1xYcFux zEN7#)967W5x^tVGbTJp;W)F6x-p|`ZUGH&|r}qapv0gUY#2kwMUpiCJ6+2f|37`~S z{NQ=&oRSka1`~6#dBD3!Ek&Zt?VQb9vOZ69jV=rn z4*Tx;bGdZYv#mTsN}OnXRlxfE4@+9BVe6BB?d=>5C{Nz2-nE}@;ac>I{yb*1y&y|y z5Y8dLO8bea4$NXV!dst%VRgSYX~g3olta#_^4pOH@z>C)*+7fSiA;}Ttl#O zgud((fLBpx0xyRX-78P)<;70@*bg*(rf<_fHLI-0mJ79NS}`BKT#9+5VDeY1h!eWc zO+}l1%_znS6)HaVe*pT)rn7wYo0An-P;sC=x`+Z(=i*~kuSH3TvDhWnJ6(_1bk&IH-GeoEy zikeYxJ!k4xUz5o**;x3CXb&9(O`H9(fHsx@jC;`>D$4{(VycL9S3C-iWr3QH=A7;q9z?Kj=lY87svhAY3;sQZD@l^$y8NonO|L;Pyq4kE! zk3jS5j@($Wmf}$NvNm+}?S&r7yXbwPW?1?!z-Ijm*o9JsjC5=Y(=;pnYKr?> z%AFOV|EUTp{l=?#;!E#li9I^`<7yzZLLZSG8n{?WFf2yV)-0io%<#$EZ8=>p}@*5U^{oD$moLxBo#0r(ohSdq){y2SPl_AFS$V45)zr&5?9saZoIYdeF4v0S)D9-8Jmkdv&jIsiwoxQ9~VkNA|@&}X>M)1JlWWo=+8 z<={b(`3|LS{ClmDTzY9oAD5BYKL(dgEK`n*_NDMN*wp8~7%(pR$e~gyI`dWaQ*;uH zeQA&86kZ5X^CX}p+*kx_YiC!4qnz!EiKA9R9rWiv+ew5t4#!W-`NJM2*;I+J1ICm- z(oZ11X@8{%XOuVN*cr)M`I0|3ER_<#r}f;PA!W^rRj*X@^CeA0v~VuO6RRVL$60KFFpt2$o8+m@;ukcc)yW|HQkwI@`&vrJ9As z0HFzk>M-yvqBGv8E*?Fb4Shy>CXgAzcU9!V|0;SQT)}C*UpZ=m0$+&2;=<>9=QN4& z<64B*lE=S(b=u#XDbtw0QV;&NP|D}XdLK@$zTkDm+jQW9?ifmEd<`m*@e#RsSy{=L zH?gc4?CEz9naG2S_rJ5kNCs8yMJOM`a|8# zfOX|;kkJfLq#Ei@jVzxLO-2rTvHXbf!CsucqXbz9zsrs@(tvdkN)3-BnR#IQSu3_l zl~b_kff~yxT9#x3lU;@&5c@rQZw-{9fnZ|9m2>1D4BR&CP*WjtMja&3j>lM5t3=Wr z$uK%M%NOULP)C*$b zv=hE+O){{rT~Dh&8`rCBguFnO2NLpJoe{~iiuzb7$kuBe1uTou4>Qkp!S^I--$9N8QqTS{`ZsxdA}RdOsTUbwVx=vdwFDl4WsMhZ%N zq;Gld`YdQ!W}j3&0&M4VCYHhtBn2N{_(Qsyp|<8uw`C1GsC4n4Xt+D2(IyD%V zgBeL5a->2V4}zF#B3#N_$xTdtsH+uHFcMu$ti-7SAt(xd6Y9_DW&HvLvI|#H7U#NR zRMYbZqGT#BPG;qTAqS0Qc0`ImxB~d*%<;dzx&5|S`?jPXtOZh~a$sRJ%ev|2D1DSg zP60yuVAEaaqlwvZ@-`l&%=DBjws-4bMbOFXnoT97*|BTDy5SPZ)GF-@+~mwn`tO)2 z#zHy{H9^XhRrjmzU#gHlWnN+epfHvvjPSdHl>C^8Zg#|nf8b2-q4DYu^|Xv{@~{gS zS(1)19S;_E)9Cca{T9(BVFQ%QOCT*K?Bd~^T8L9?qIng(#@O1Ks3N(vioZ6MbXBMG z{s-EV)fLBA?vCom(3?<3b9T9FylBgu01PaeTO!Edr%*jhPqPb@+A*O$fAfp(uoMs) zdZaH#7di&f!1KoY#$zan{Hw#K+1Fn$Vw!zRR1O`BJ(P~d^ZFGsfmrJ0?-OS-BK>3h zLWT>YBN2v+t37{{v{wB#w&-bbV-C?TRxT{C*6XoBP892d#Bq3quu*w zt%ok}v&Y8=>qJo5>l=nO8ihsHJxDMwj_(6ln zw1JPWPECW%_SRmzD0v_DA*~ua^<>foMO9^L`qS(lCx;Av;>INqA6|QnsrJ>UTT4KL zsDC}&;W|&dYVT}n7rkx2AT%x@R)Ui!_(&u^N#PT#_t$_;xZASf$++g<0HP$J{T(g$ z7~ku&6OF&-knIbuKa6DkQow;U1zQ1+?3}jl@TFVtt~|EF_bT4BRntHRo3?W!s9A$` zENKXhjdbxa_#!nIeVs>xUsAfXpC}c?3sX*Y*3PT`Y#U2JitCII9qw*wE}E(s;8N8| zA72{?3MtPkCfv{%y+r8piBA+~gBVIF8Q=rlq2hIIU5SnFGK%SD{hm@>_VBn z>lIqx?Qj^N8mbMXts-YhgB?Wud_)c)KHIT za1W|pUwH9TU3*NSplkIfKV|G%XNYeTg7o%{XzE<^TDZ__LnAdhg8vrHqKQ*bV355i_=_FVT7a+B*gtvwVQc z99R(|l0lEj_qKDYA6y@JbOO6NHR)rr+nMg|2xEC~pQ!Oab*V%VG)+m$wV`mJX7YhY z?dR8iI3OHv3>2mLM!RZ*%#+Go`s+I{qw@v-{G|c?@6sFVrL!MKU1rN^dp5oys!7v& zeZT5yFHYMce6(&yJ=Tr|DojO29ZQ6CUZSHN#PUa!a ztvv!-g#~5nrA%HBjGb$Qqw!T~QQaz7JX#g!r{HDUBe%(~aS}i@$j~#&G15X^(jrnY zgGxnLf>w55T^tCjTaUUmiFE4{1z*+}GJH*PUM8wPxrLnAY4@}1N~+HsWOV9l6MI@A zAvkP?!Jc)inKdCIm_(i0s4#)6qvF|e7kB}1CdheZWzVkWOK19ZA(AHzA6sP zcv>YhdBd@uDfM2XC~LZG_;9ocw0_0}(Qqw!4^U)6i;xF0;kG{jON)`S)R8%(z0X)q zD7EOcQGT*-OsY}PPZljBuF5pDxd|2#B^QI2(An#h>|)M^aZcQdk<&DZ$GP7LJyGd{ zx{$sxJWxMX?UkHoGpDz$VbAY;22^5k%K+Isx)$Q7J3>_YwR2jsHhNcRy?;5K^BwPJ zEFLNO%VEpml4Z@K$EQt&{An& z)CI^mx~#Qbpt0sHO`<-qNALS`+s!RW$Z>R>_7lG-s*G%W=3qDp6ErOPhNEre+baU4 z+`#Y>g|&ucDs-eB%VoAFz+}#GZ%TIM9<5&E%|t@hrd%79jc}fSXP0Rf7SXc|xc0xs z%(f>I{8+`5KOd)dR}j504g4E`s$m`xfG`O@;4dIz8Vr4xboj*xG$cxNEU!8#faf-z zK7HEE>AvxPXQsBe5qLad@te4eOyBB7~>5*sP)x=s(pM0S(EjC5yr@b zXL8QWNWV%%p{|vu=8kVYP=7k$qGddu<;q}21%M5qCc#2VO3Fa%HB*86&GlGMmUMh; z_0@L`;6aKsG5GwpcauPMqoC31mZ#aUO~2(LeuJItQ7JBAA(P)R47D`+9Cx}bFWDaa z`0D2@c%e93!I+ageYMn%L!FpeZeMfT^R%BYKI<_=MXW;K#(}!A>FSjeCOZit?qmma zF}qXF{e|rX`pnr=Jdm=j;Zp(S?V_Kbz`0OH9ztSt2KUyASLRpQ?#2wvG`mJ|3EzNL zk@B&k(<3>>s`=}(Rw_D$qCnUmQeM+;{lK{GumCN&W*&F#{bNoch8Yuo-(m&aL9TwMi*a+q-Up%leHU4$S9{2@*XLtT z!+=uWpdWp&m@t_v-%ovhS0(aYekQ#^|K2G+dW%c%D&*5ZC>0OMlt^yLdV#aT(XsrUDA#aC3X)*k>*@#GbWM&_V z=BBU3dq=pi*=I))kOoRj+J4;~4%ti5M^`{4_U*^j7Iacjf}Jrl^F)u9mX=z@$szD4 zL#DMvbDFn1{DI#XxOKr3q0Zo!q3ZoHP6yD)0Pu9Hox#GkuiklTW z``cKL^U7{+K(XVjl>j_fn>OsIz>pnssvEhD#^IJ_XO-@IRzX6@zeL&Z3;b9&R_*23bFvq7|F7nsN)Rj6=>AbrR zh5N5EEMbA2ip0+hva~ItI9(u{=RbN|c;)aPV>Z9flNO!tPG9MV)t$&9nes2`P(f!9 zbk}*4avq$7AZ1Tl{&KJk+}X^`rlDVAw98QM=WkaYozn5cjO^NtN77uJg)rQ~j}vW&;F~aor@)@%)qpm3!ooF}*L3xZdXbVL z(c3a?6=1J!4MzJgSSg4kAi{S!*0F~}Ft!Y(z9fWPLPvD+ap zpoxPhWL#<9%RN*&gXl)>CkZ1`Pi(_Z)La( zsDJ^pkHEZeNDKiOU8)+{ahPKWY^dv;adNXgeZqSg%0c>rq^kvV9qkYU7u;%TU}Whd zzhO0CCJ)DSByFoR;;w8#drXPwGZ{cDTnsP0GCgm1yT|$)<2@d?qKU zTFK%$Ug$6Nf<3Ki((gyL7pf$XtII5C?mT7SD|7G01>93cn7X`bnNl=n;(9=7(tgrY;Az3~g+gZ1o<&~RmFq0Qd zh^Ka_{oZ@J<>k~Xs^Dt7r!^&~MZ?A(>(bM$7~MA_of$zi!sj}RCeB2jhl#fLd@2XF zySIWIVo9n+ zn(-|h+7}rvCU!k-J+pPoQ24OJ(Dm<#_FZe}#Sv`t_~d99!`&}v=`kG{?|HuJS9heP#0yTTpD21YDfmr28`N=MbHRPrv8eJAjxvYq%*AEjtbCy3r6 zwBB;MC-EHpY>v%>OND!OVoO`9@5&wi)^(B)UOu%oFYCUZlN`xL*(eUVLQWjoksY}o zZgHlnntY@ca5sus3fP!;Qo*-5CSd+itefSDgI~D6T}BI)WpX&Hyo~hvgv$awieDcw8Zd*#Pwpc6!TL7m24V{-ITX&c)=;sz3v|9EYt=8K zNSFSIpE#Z1t1-katuz#Jyb7b;$32w+v#p?kO1%a>(NwFV;7nUySz0aR9#XG%VB76y zu6y^vOoceKW0|Aw1co#fgyzKBLSN3DKjOcR7V*Sk`HkC>qKB znkt=H#W)uCOJeyc2loTR;*c%hPL1SV{64628|$A5LHLeYs^1FtQ?LI;cD}At-Co3s zexKR9T$z(tzru&MHJ%4fE+-p3!FtF zZR-Y&y=B#FvDC58hF$7?y`&X^G3VRp4|lUQo50lQlZd;t>sBY<7gY+l&;dGGHZUx-O)@BJdGyKj zAQpT1T+L}pfJ{dvO+Z7+(X!!&_KmKG`Ju3EuTbPDxs|hVGf1M#v);OgA^8-2Hnirk zcZ8Q-+<9#$F|Z|t%P}f21)~%>R9`=xtsMAw*x@#MmC{&yFx%rtqDi?*_L8p5!$JwS zAUqAgHW16->b`gSO2_JqY-Wc$T2G{(#udr;qm23=q`YlJU8-J3zuEE$_8?;KVn{lv zE$IX`JE_ki14TGbxikoeq97Q{5miRSt_QBAuo_fGq=vKeq6v%wMQAPjB24h%wN^=( zrlsa}&X`7pDk&#m844t@|AQ|r;A7u^edpW3_q*?0G0CfdirenEW0eKER?Fz5|AaCD zSykoRX`!&C@O?Xu*rmB<6*#-s9&q%yWU(Ixk4nR;1Zox_(ZD41#Jkf6XDI5RhlLn@ zFAzP68tATrN_-TG6y0!v2PQ$L-;|+=5viu0Of7c<>W17jj9z3~N>B^lzoWoFVwP;& zX|j6+%5G3zpTi_62}5~x%(s+fh+o-3Xi4|!i0Ra)LkG0DZYGSaEGmv3ERI~~9+P0f zN9bW#B|4n^mW^xIBpbOS@@v%$X`(ZtO2_2PPuW2P!*#p`l(pAN);8bR7Pj8S>`` zOOW1%H$dYxS1bO=V7@e3;1d*=9`d|z8hFOY@-Z--=`*76Nt5bj)P_59?0cIjVAMjr zmw$mSapP!v5Kn8AOdxX2s+lVR5{UU)WHmRD#m!mh^05s6gr=6U*fB#cUi4r@p3)oW z^Yip6_wP1^brX5xSjr zQG#1UCUT9pBgZYJ!&-@}RdipkO7_&um>|HIp(B=WfR2_1)gwYDTF`wctw@A{l z-IE=c?IK#f7#ob!9`R=T(F2Rs2ne zi@1RnEe4bB#2Ok^v5>QL>zUGqSqgfB{1+OVGM3Yc;l zYTwS8AP5+BEo_cN*%IgjrWsMQnj^33q$zV z60&UHcvYaLarU0jS!SuX*IK_l?Woat{h&+b^-_jtBMZUCcRDwI;}!c~KeE(Q5wLBC zy%Zjnxtun$cK$!Q-ZG%7Zi^Zw1eEShLFth0?(RdQQqnDTC@JX%QQ*)ijg*vhN=Zp~ zcOLTFh|hiQec$){cmAEd_FikwG3Oj(tg|Y#`<|B1J&rZTRAy*`g>xhkGs`p1=$mK@ zAe-7sCmAD!lrBlBM~(x)op?E3@$7F(Pg(*}I#3-70+d9VXAm5Cp%&?%nar@K||QFJn|~ zkbn&BFJ=~$V!9E)>A_w``w0ijJF(xB##L)Gzc$XmhS=%EltEnkWEk%+o95SkI(Zz_ zYEj5Q1$%eWmhF`DoXC*?88Z3hqKdk^Ve3U(8Gy;6Wq_@C@km+IaXkpjfl z2lfIW$5FGg!EvGgqh(=g#}cN-687={2y#*L=?ilsLC-@MiILK)4caYuCKUrhQ%2h> zhj8t@LLzP1ZhI2gMds{Ua7D`|ncY+06CiF>Wyj0g&d+0_=ub)+Ta(9b?tES~bB|jf zL5W6zmU0-mYP7zhu);>Mg3#a8wDe|Ln#Iz3G(uL7JU`E%^cUMzuY4}d6qX2sN6nT& z74N2E^bna2`)8tVoTz|w`u#P)>^M&-5kK|D>R-Z;+gdk@|&Wc;{Dae3335He`p`yp%em> z4K(`>YJ`x!eyn)v?5#5(LN$!m^zGb5;kTmL(R9(5Jc6{8>Y9;7}MkKUcxDjhXu3j;$}acsf<3DEbG+pqFd@ z>w52eEd!FErO1{~xI#qwcPAbmq^GB)xQ)(IgJdG(%Pt>ooJzIgqWgbD_m9Y(j_rNU z>}xtJ@CS!FZ$-rrGb8iNk9^{@7gx=u-R}WO#sTjn@HNq_Rl7=-DE=jq8&7- zI{0>Mt0e5U7|qbHsWMr>q{EB-$n8lD_Y911bnj%F&5qQtL}-Mkgr?_2`*~Z{%QObJt!*8v-Ku<) zON|Dvs0UT6zb8$!M%pnF&lOz=f@@3^xEEJVTT=0p)s)5C>PLR@A2jzHqO2#;zc z_QI+^JMizEQum#rNgi^5(yQIXrddG$_^Qp~Az%$u{LJkHs9g2(jD%XI1dyf0-GJXX z&GZWd`aUxTcU9D0UigcWA8wknsiNjtPU-vxOSz(X*{a|w9er_9CA+^0j4X@w!nlyv z;%24VSNEmB1~Falu6|mk(|f`bX7U3!O&G(^cPut6b$xQrO_*t0{L>AMJ>qJ|aqq|F zJ_8L@5gHSPsN7*y+w8B8YKN|-_f?H|T2crPLF>;jI7pZ9#MhHs=f$_1Z66ux< zdVD>^(f{bk{+y@vp1>gkTAKYneH=a<1H$O7>Kmgu`qTo<L~DQln{E$Iu=n{UqJo@9#rweRNrLB#5;bT>zSFVjGwQ)Mrt zlz7JD>N1LAxeDkIsxTR&MyAfbj~j*ATJSPT?7dFtCB}JA9sgTNd4j~M6`aHNbulnO z>Y?Um5zb~F|2x8!wZ~5ykKfMGP-run?guE??ZHR21j23)gt3sf!0=aI*w=T98@Ik7 z`esr!B1z#gb@6iw0y9@tADgL$rimc(nA6331zxG?Cuh26(o1O6jXnaylHS8$(lzII zp7l)&+Cto!G<*FZeMy7uqM3b*}XkxLvTKnZr7aTfFW z0HUsU+QA^V8gG)$rIIQ@qG| zO1H)Oi(gJz!tGR`_*W!DYjkyu@)k^#J_~|v_2%9ao*k_B2o`7gA!7l5q%1c6r@{Z8 zuK!Wx?5+Wv=g7aQ2^|UG0%=qa#;MQM%l9*Zf9vK4P<71^tBIUG*9CvPu40S6e0>oJ z!}B{CvL36#VF%6jLG(VKj2^!jDgirH3w~2LiHEsQL96sy5&0$k#d z^`sV|wB@2?mzdSP52<_l!@I2JDRJf*6dFI;kvzTAv?UyFg-0yJn4Ea+r&Yd0wTaKX z5mB*!^&Ut{7>#f>c;Q`e*g0fVj({2rSX{iVaQm<>A$N%rUProyp+&FP0t&-TBF9&;;GBheH$QjWJLpNLY`lv*_XwTO}6s69JEj>yU7AfC>H{ zBw;`7ZU3Cs^A;7wdZ-#$;J0-wAnUZZ0jY+y8Q-JE_e!L?K+3z>amZ~vt_k(&cimX9 z_1 zH#VDjHS^0xfO-H_FEF3!)+la$Iz7n6p>T~MzrnQHp8~H2u3^t>2O`kqmq26dBovWw zox3vE{qVVyViFB*d;7X8;`{tuJjkA*>e^7GYXu^RkYp=TqFR51&u*e0di^ul0txqb z1Iu1M^_T>8W|3iI*koq~0eTzfSzsA4+Sa%|7XIg`yS>rj@o}JzrZ0t zu{PZgzd=Rq$UijMe*opc zW>t-C?tD{PIK%X*%%M%#-({u_!QGH6y80qP$8zT-(nOef&hC^RR|rt6Uv3-Xpgn2Y zk#O_PG0Yza2&A=PxZyw5?EThPm*(w@Xr43_TGN?(*W5VLe!X$l5MugrmIAPEa*qs$ z&KWO_i)Y^r7MD2RyAI}1M=(V`f*b^~iD!(9U*g`AZy8gN}H5j=t&smsu z6JW$FUDEDUkAdN6`_I+_LgicYh!m2@RHVP;MOF+w3?)b3gYrzKIJhf-v0c5p4$0u` zxq?au<<0q8A6_M`z2LvsY=j3+HY5n|aEmR-;D>x-i$vtji7vDQ2Bar#NY4*77N49` zuyPP#QS^S_q|2hI8TS3|eF+;AWqCeGd(lOW6XWpL3aG7XF<^i!%T)GTH@l#7lmmp3 z+oCa%WZ(Ji%|G-xEl5hLQYGA<=Ca3{xAwQ9tN2x$zsy4~k73V(fJqgKhG?0%RI7b@D3|l zl@-*_@+|-{*dp_|EF>dFeRfqJp923R*;kxQ0_FU9snld-VHB8+3-jU8| zWtK?c@59-xk%&tndCBcd53xZl)E*>*Z-srIQ2w4RVPXWQlT&o1yT>KXcclgM1eDG~nxZu)*Cg z5|XU(r#p$0>q8(73l{z^Fgf0o-V*L)H1;M?3-*2{NB}2(4pxqeD~*{-%)FViNzQBZ zUNm58_If2JjHNdSwQ#?o!?RR&m-HY3d_@cKblk(+H$+oB8(UHjaZbt=$%yC~B7yMH z*KSu%6j-1MA9TF8ZNVj}YatjK9HqoK*~NH7qB@qJA8Vl`(7XjuzY2QfsOP4l1o;2c zS7jC2f-+?jx+d~XJgL^j{*_i7h@F3^;bvOcr{3cpb5qTwC3dBwAK(IONhvEJ%X1(0 zYf&8^yxs@KUzlgE2(~V&-Jcf4SUpk!IElMIM*O-JykinbuP#~kMF?!KA;#(3-ggW$ z_lFZVBZ$MyumuY%8264C9#UAsW&F!JQR*Zp+>U86J%gjK|HcLY9Ge3Oi(C3~H#eUX z^=V**K`t8L9)Wct-0n}@`fVX1EDH>yZZy7X_q?c9iz~s3^4r9f4ZEyJMZFcR&{Zdh zJB57s%@i+}PV#nPJnG@Ql7qQRN*m_``Ng>qC;yc#ca`dl2=sFAFl7jGLqX<-ns^JY z<=(+EmZo*%o41wH$_&F6zH5a)wLbs&raas?LD1p zY@7ybeNPZDN=!_`mt}e9&OTT?98<;1n~nWh-%%8O=yd^?u#$qbQ&aIn^<4u2 zJhf&0fFHF%73aS@7E!M1e{&na?gRWhf^I~J9i~oerKK!gWI0rcvlXrAM68mOs??kw zMhEgA_j@Iw1e9wi=64ON%ZN-Oyt}>^DJii;NM}R`RHR;7wluT;^jcigHF2@Fd|t^!Rs+(&=^C?Ij0FlGDfko6wP>jsZ1cXgyni%6`N-g#UQ zI>lJw&j{-EDmb-Pt$Sfym}R>Gk>S3IDCU&Hs10v5S~Vo3K$)*j#Zh+h5tnXFILO#} z8`Dy7As}hu!E(C%o9=-gtp#yS#{bXo5J%YL`xm7cIqlITOMt4N&E}}Cogv&$aOxQf z_YzKH3U(AR<|WbDic*(FwGDF9i^@{DCWYVMs%1#P6)*P^UqFJXHXF*FD5r$S;b)R*DUCG-Y*VsjFL?z%rq z#7L`>4*p4KBf6mQhv)dpQGH!!V`15!YBBQ%g@_KdtKHfu<=TXm;v1%V(7d5*#$;?a zo0Db9Q{8e*=vyxBWl=N&C{E78M+8`M-yP=zPfBsyz}fHEbd$cczO+|&OF(!7?{`_+ zA=Y1WZZ6sRuIj2>tbRab%2}Q4j(lrD4Xn2l7E?F6teT7zlK3I5N0Kmng+nhY#@8zl zgxd-1U$_0)H-=ZU^^--ubhLj;#UidM7=4U~_AIKFiOJdJns2}yt< zx!AZ=?6qV~jKaHurk1B(g9akuB0XD1_=lE&$0Pp&l6{3Nfc-LH4cp z`{me^nB6L{>t&zfYtEQ}Qpm`obB0T0(`h^q1RvZrPDnCl%*&3~qE4V+V~{`7J$w;2 z2ga|ar4jc^CSRh%jxR2{`^wA9#k+0}eDAXlUi=}<0!>cF;gd)YxbF$9R#_EulxWny zUWmLIpPLGW6J=0F#u3#+Rws+GBD5&9q`GFR2<~quv)sUj_^h7oDqUQ%97hY~U2T?= zUewfkiN<|6n0qRTZQUTx5`+ERSBZICAsIVQ1{p&*`$)CZKc=NL@1-*#+Anf^GQY|` zQ_s5AK_j;QHkhaf`;g<+-meM-47iw>esh8}G=Z+y1qFZwI9>M>MQ6*j$5kc+Nz>~> z-g!eW>)l8-dd%Jf0_rKKjRUxk1|m2*KRV=6vTc72S8_>N7jzbl1(qYKRiryh$nA#-1#g|aAzeQJ2SbZ5WiIA z-F`3vjl-^YWC+7)RX8A&Xh>6pR2qrEM{jQsPF)G45gIw4=^wcuCxk z)8kg`71y^!c?;`yfY_On2R!1LDAd}5U$!?}ITAj~+97FNB^$l?E==CH1}W%z&6xU~ltIO*syMi)h7Tn;pW8)sLlU5<)kICK~} zB#)-uD9;eKe7nw_<;=3HJI6%#9JyfJ4qoxieaHE@7=vOg0%@LhvG@E6?-Z)T`VDc_@X~M9IPQsd(Kp+-}@+9_N3ElOG?8dQM!v9-GYvnZkryl(ZScj23 zNC^OfaEfmuL&wf6j?1yi%Vp}MXpf{ePtV&3u5g3AF)?If6sa@r`c8O91o}9z$nStu zg`64=Dev2e(S@6{s*su6nEd!ghy4{PVHM%y24D8Y`SI3k3pnx{>gXZf1Y^Wl)I)cV z-%9tXA+yd&-h+%eZx`SjC=^>#EAE0;rG+xJ~{oK@~`Z&W@5((TU>3)MTq#9WH}IB-PoA6>~GEVd{b#x0B4K5 zEJ4bZhnuc2qCY_B4&(l?eM7DcB9yY9I6QzB>k^~+GbqVKeGHsrf4SBcFjUt79e6H0 zqgpUs^mY%@;JFuFaO0hlF55bVBySRge0x_2VC+(LU=Srsm)eX*r3LFfG}QN(&taC+ z{(pSIDo`N$up=d4Bfuev&TL=OI;5w1>FW26XAyA(hZ+|= zP50@Q{;2)P{s{r#T-1IkG2(oy*L{#x3$g0N%3^ZFx$m}jL#}y&I}q?%NvX$SwC`Ky z$?wr-kj|ecJ`*!!Vi17(G+O!F0+4OLjAdzzyF~R^Uygn4Ab_R!)^G`5c6jC@p$i$9 zX3yK5Uq~uy2Cn+~I!ZI^bdOsAcC8N%WY0(G|NY3~-oY*h>2nE;GHy>EThgGwvdm=& zX0Mj{lPk2%&9)hLTCEtL6Z;0X91KtjRbS_FzTKWhW27mfKdzYP=H$yN-kV;oDkDlX zxnfD?7u+sNXCw4o;->9}D3a=Jrz-jGBTkC)dho0BgROOr=@)NJD{|eMv5+jhZcmmt z7L=o?Fa+WDJrFZTgSnwjMnQLb0wwBtMS!Tcul1b2yaw&Yk0ZF1lL-{CP{&R5$oFBA z=eKx-%xj6Kx=xk2IPq#$lS$wEod4RyO*4KV^Tt;_7wcW_js-TYFS?CFzi@8pRioasF(U@O*Xq*2t)1EN9=MHq5-$X=TqwHz41Z0<;+Zn;AhL54I7 zR4yz-g+MIF$>fb^b2e+#CBr@|45^8Z&%?dWQ!pz)MOo{=13z|u14ELI+wg=-_q|%Q zUMpT;mJarkb+Y=T-H(Ex>Wya?zY#j|&cNy;*N~mHXmS=;Yt^VP5>7Odb-BbYI-<(= zdV~a_TUf_AjTfOpFXBEJ+C}t)BA6P#H9ND4CT9#H5prrkO;WLCIv$EV?qe!pOM2}K zC2)GP!p3Xnr$6^v7`^1D#NEXrnOj}d<|29x6SCJG(q1eFrt5=Xi0UTCP@h;x%m)^LMJ zBJ}pyIn^ts)yy^ZW3d!_%f6Qd$EdT*b88eQN)FCm>q|aDZY-K==^-G7v?~&5@%wMz z_Vh=bF5`Es40Ut$#{A5MJV1siNwn){G2heH%A$m9Hlx?{;oIuCd89*VgBxC66TgF0 z0v5OgVnae<=k4Ne>lnjSb@A5Tz~5V_kw5e3AwWHD$Zgn4PdL%$8AdiC7JV&t>4koJ zY1Y84P{_rLcGy8LLj@*9i@e3_zs;BP zZ0@_=X+EH=7({-Y@#cnwHPa+9j#k~aiJ_{O(ji6|l^a76vx2m#2sqwBMqz-!qB-2#&4Sk= z!I_pDGL!Cr2gSbH4?wQog)6`rB>weSIw2^$`e)&`knw^a3+kJiAFoM_1^@Znpjcv= z%iS4&Z{c({L=+s6ba0`l&lyuODwNayUEmiz5@ezyqBz`LCr6{z0CQNk>Z>1_I$__@ zQIN_K+eZkG>yi$t#L0E)xOkCDi6*0+N35nqb+>=zJ?GuoEfS}nzp}=89z{kMx~mjx zVHq^?BqOm#dYx13eTz8(4#PV?i}3BSDQC|!2@{$zplGY+kqNVVUYO20e(Am$pF znjc$a;+KVm4@<swS~U@=wc;oN}UlE{JZ@d7dvfc51|La;Tcgr zJUB#ul>vSc?5q>^)!#fn1Cv>%O{_HK(R`A_?m#E#FYPTwr^5qN*z4%QQLe6J3dIOu zUI@e#_TFx`I2tQTao5;5vGRUQB02co!^P3xS7mk>P+K7*Yx82Tvq;f--xon+ZuLzH zJs=a0_eNFe^Arj{ZjC-0Q#aD_8J4~4EpDOE>gd*J>E-cDol?6wtY@D(?(6ozFk}ed zRZ1iPO)n$*F}6+?5r0=hnXvWeH^}{vT?PS+(EpQQ6`7U=fxd+Mzwh{atB0&oC}Vfo z#!tM1rS!%9q}AmQW~;Y_IEjeBSvb=d6uEB-myc{S?oBkDJA?3?xm6FTY64r=s|3C* zGWz2d`3H&}8P{8K?o(d_g}dBh##H&c;FCI8(@v*pkG1I z2*~;Kp9iTYN4?i;f#cJyyxe*lWWP4xZ)Qg~v01ioWWwn%l4?FPnOyInQ^@MJzj&+d zKX=kFe)NkLfv`Lx6{>qz`Uzpb7CpivvZd44ULNlkhEqO>&NDpeeoh_N;*H6B(_uhI zv4n}%|BfB3IIu-bu|*CszB6xoh(~3~2WU&+bz~m#j4$ZO4C@Zck8fBNqeiUl4?pw& zu~EfhF}pXXkBxa(-ZhxOr(K^N`nPeAb8I)r`LT#{BC!P&6Pt%{lec#h$Dmr48MK^ zo>p47y!MIDIePN3CXHzlHLZd%l$RA7GF^jY{|cILX4TJYPVDaey>xDyhum+ zwpS(&4Uu!9Z=b9`P2eM%Dxbg#V}1QrUNka@#uUF=`E8vw81@3!UI_Ua%2T220*AMt zqp=oz?xu#|j8TUl-_t&nHA4hSKW#ij57DSp2JhY1y(_-Sjps%kOI4L*D!cUlLnn*h zoMi5pBN5iXCcc-a-h{U-JsY4d2@WQV5DY%x3_i|QH2||oMT`F?je!5}9sl9Cx;Yd) zd$@EWyuqMgEO@+rk1u#0e?X-;vU7yxjeoG@Q!4x8bBNnp_@b~;F0g)cCX~CHKDrn> zOGqy;)CTREu@4q{$8=wvNWWRt4_V7y^V<9HwgHi`s;)O%Mt-So52C-u2VoAV>CTu! z!d$1icQWx|x<@?w`=Edb2ZLtk>+eqw+vxwn6#;vk%Ia13mOL>k!nSCnjvU&QQ-EY!44!91Y(HuCCJa^2HuUkxY7>`x!74uDX0SFd|F z(MsBv|@HNX||u`bKI-A`z%zsCbmD2d$p z1T7L_y5?b2v`fqJGob$;MaC3LEP?Ix{Y6mS@Nr?}*8GLTl|~qH zT?Mya4c>*s8JHj}hYBD*y`uDn3KDmUd>#{Bg^HFZehf3&L*kH2-3 z3j1GxVW_Im!vtG+QBNG@YOCK77(8t3XTY0rk>%4=E~-@_R2obSLk!0=&J4=C`#B{PMv}cR`(%nOPUZLtlgXi8k%bu!cD6n0cnEoy=Dv@C2=Z zw}$v1MV~p~{CoakCah@@AU5GLQ?30Z6Vxkp$<^>>EfjH>qg5_La zkYai&t9PvjT-}%}7r;d}vuMzXuT=!CMsbC1N|OouYVEy3x8=QI}}s%M9;P;ZVu+-{2!pW^qZ zc#AV7`DcHaTcj9 z?l08HOVK)ygo|N^rAyG{v8DtlJSk~254oP^ul+t`oMaM0Y@-EKo^Ex@w1!JvL&JjM zE!G2`Wv{N!_u5PM4x-tE7Z+de9s@TVy$ylEc2b0EZO>E!cGx=!i#Jo%@_N^YYp z12JdqJN>mHJl7ic2xpkzb04(qU4eBF@_#r(68ysqpe=01cN1|x> z@!U1?*&{Ok-rD<2EH{nux$l{~+`;}VQ&q-LR06BU*21lp^6s4RH+Gh(^$SRJIvpMa zbmvWtfgSe@2YHfym0 zqOv*reF-8*tvlVuXq&zH*eP}#rI*9J(x{09g0BzwYh2ui~m*^5Qi!TvY1Y1wxL_U1%37oGL~JRz6x(R(ZbQ4bXjwkuT?i zHHdG0u|mth{1~6#>-UzRm5~#X8ziz_|U<4M#C@nxP&h zLQ>4w9_ki>v-!qCatwD@mhg8z&W&%OSUR#tzp|@Yz}D-^vQI2J6AwEafhzO$c9luU z*lg$xnf}NrPj$?KT{3M;p-A*ta8pJ;5yX!G{pV(=OsW4L<8@aES&U6U;2+gpzXL7= z0ZAcEzyhgj$Kug(_yLv*YFhG8QnE;}OVpKo`hhn8<;h4on^7U)`XAEkyDL%>`K&R? zrW4^kQk%KyD^5OSwaaHu{gpDG)#A~P^H)oF527a4lzFaMdpzI1sZyF7fEz)oS+;Wf zRZIqwynEvn)CXhe5F;Al^j`M|0RIirD6MzTzr3lA*|o3Z&eh%BIeu>6SMPv;!vsR|`krz{AX}GfzX&=P`*rq$&sRfTw&LO|y#@AUr=R_s;N_ER z*q9JpDi)1kgjdW{0%pR9klPmt53k^#7XpDXnR1ab(5nE|0`7oT-x8H$oC4IB5mfa{ ze7o8w$P+t}`*NnNTzC2;H-7gx6!r$Iv-erbyDaJ3MGDAH zDQx_+gG#l~B=Drqzz)?AvS)`(A7~P2139qZ1CuSFdt?ZuVXYJ?#ZDYdfuO7`^MXbz zEWQ*af4RLzx)#GknI$AsPLwuFBHXv~Y;aPsN-R*Pt13<9*zJ^IGw>daVAuo9{0c42 zaR6)v7z{--=}U{4!XZDbHa5A(;%0(k1v?Cht zrGx~30`y2$QM88wZ-+qF@k-tOEDDLOI$Ih!cmPM1JV5jqz88f%LUd zt7&|#{u^?rjjyG8+4>V$lsa-#qCG4sN@$#IqF+c_>llo&CQRY?*r*&O8d+gVkNAxh z<-Vss)jxlO?ajynZoFu%o#vMib%HHqljRe=nlasnpQ_T`FNZD9;@w@ZeuIIJ)Ov$_ z%ri53SEfOn7u+_vO|1W@z@2&VSQP+wUi|vY_Nju|psG?$DcPKVMF+K8okQvFOR6m5 z1UU4fxpOBdVa^wV>IJ|AfQnc|?Ix5NPLnI0az{QTCxdDjf9jL+GL;c@xS{W&2+~%8 z+j{--;8NOe4+crD|2C&ldFC}gH2h}|0vx^_gSEEkGp)qIUuBfI=K%?J(rRjuaUSKY z0S1!(1Y*jy=ZiR91VPa~&*tUK>kvjsDEHvEh;>P8k2B>+#4n;$Yj9Eh3wbC*0MkhH zvPY8Hgm;b9-_5G)y?(%|ReW9q45B|i+8vw2{**9J5vgNMBubOaC1VC%MdmIrpeX`b zz#nYQVvNz7XbK1+OQSZe*O5WN?IdpKP-Qj-P0-XZAsG#17WIxTwhyf#NRu8I$-EBEG!o}~?n^l&q zEkoS$k5wga@eu#}Rr_-<1gr}letf{fKI9}u7f$_vkv;nfZD#?k65s|+PFJO{1jWE( z0eS65ee#PLOeE3M{@kU4E0Xo1i1QcWxnycbw#a0Jcw+E}A6<0ZOs~CIbFj z^*~~GUtaTuvU{OAq}+((PJpFFPpGPIa@G7RV~DYyt(nVP$Dvq-Smx%c66bWiOvDA( z@DhN6+OoMDo{aLCUgjRhpOV0${IclO%qQ9kl_}yRZKA?>t?Apdg?7|F((G#T<645y zf9h0Ud*T5nK4i9rp$Wi_^08{>19Ol=6{Kn&f|7_f??ON;vJKs* zwinU-eEris)nzX6QmdQF!w0Hj8GY!JrJ6hPBMBjeikCfm5Zp_HzSTq1j5SL#C{_mP zj6EPR;Y*rDxr{CP@!ZeUPoV=$S9M=7M2gjIhz6oHEpEmg}j?ljL?)Y!8x` zpWo4sJ(SOXggcM2wd!gK}BT&ZIes8nE=ET+T2X=m`0f#H5r|`00snEnReH zBb3bNuuC-CLZusvueTfaT)foP%!{*UIz6v`eQMFSjP4Q7s&%Eyh%X;aI~99^m(`q< z7o2Y1At6|V@Ff#)-4dg~ph!A6`viMT5ZVIoF5MW^px%!PjkUQY?zzY;qh4>98np?m zh6y#`R@g)563-;pd%~z6=jmE?`i_p|V`5=yS3Ir#HU~Ho;?J2luqV-HTu2=AhUjd% zZV8k0Nrh?Pg?y_0jod$(d?55;X^oKs$2h;dV1&a)%|$P0*f>K}5)rL%fhQ zy>`|~uT!kPPM@FUhY`>_-D)D1@`7T(_MzTmR zirmwJ(K5hGAY;z^Qa~OZ?mo`iMnH}u^@TCHMqtic5~3{IQWRXgcz+Mz1&L zJz{+6b2sl_L!R)|u9dm|{?(|q!)%>?>0Y)y$^rnKy|bOh+wpGs>r+)Px|NJke6EAU zuRI;~UQX;1>$O|76kqF$jZb6s(AEMGQo|E9O~R(Y5$x>r%?wVacrfW@qxds_n#wR1_D6Myq(Bi4O*Kxa~H{LD39VL^4L*%;jF-&=xvWymsP<#1hxf%TN?~&nO`#PZr{IA!*H3_J4SOlBd zAy3H!JC8ArzlN2Y(J5*b_mGq>5`S)Ua?Ra)2OQkTQ;o0izo(i&-BUHUGr*dCb1a@{ z8O4{J-gw<=epV9*ucS$a3^6S|kz+u4t7aKmS~?^s7-xuT&0iyyvR44Qwv%;;r2dX; zkN1%;x<=z=?A3M6;%{C&Gfcpdv^Z;qwxRB2T?5y(4LlElZFd*N<}=U5E*VZ7;Za8t z;ZbYLQ*7cUz2I=w+$EZ(>)7;)jwBrk^Cf|6j@V(XnCJz%DhbMk(@U5|6DQ3so^VeT z+KMBr-)p^u=rfBScqy~F=s5Jc6Uw<)pB4M>8k}eikCpTywZ#F;T^FjyE293K zB4QHVb>~gs9v<4oABGAmJ#P2dT6%i{Glc{427Jncf%5tb4Mfc{Ky~TMSz623@Urjg z)yP~}Lkx!SXUv2BdFZ5>OXX7fVDv3mEig5V7cg&@8Jf;3eRjR~ewqUPUbC#-gw>cd z1vo@`^6_Wc&6>f{yrHToY9dP`6jI`nFBUHR2URh`1{@^c{`v&hTovCtLO_xcaz_Q~ zDUW#T6~Rie`0OlxoBc}`=hqfLJIXcZ)gxk$M*rwju!-F9Y{HJ|UN47Z5S9_9XfurH zWP5NT9gUQwYfl>4rIQ1vbh1>#hw7l=V5T!}*%jF(oERTO`q|B@Q@JpICs);$NT&|U(AhyB0 zJsJK`fJp3^Q-!+mVmMZRso|F@JK*r4N*kzHnh1q^@fJ>8)tqZ%uZ?(3Pw!UOcbFSj zSA_RGOGsHrUc)r_bxOKkM`d)ytBFPGK2(DIY@Q&|bFOXUcM3PB#6v{SEh5dTiGPYm z-YNx~ar87%Ro|+>oP>@m$2iATJMjolz!c)w*JDAbg!MIv`yza*1W?I0{2O7&HWfrw zo8GK8V2?}v@+2i8-hI6Zm=6X-I@bI(# z?2qq5WgN$5@6X|()yT~pP?p9QNvrMAH(6Ir>D`qZxAnNx?xymmDD#ijZrkJ=wnug$ zo0h>KgZ;dnQA5rEn*c|L8iPSutK3X1iIW*32m^%;+s=$YFM^ST=S1548qn-X2+uYS zzwXs;WjwWqu>nu{lX79O;zLANx!-vkL3lJTd;5x@(BLQ8vXEGTV^+9b4j?(MpbNh> zF(7ptay4NUEjLP{Lw<(#tF?gBGYF$8NTQa#yjQ`e%{?%QfL`8iIiqV^QaR-93l<=? zN@rqUMa*JXqU8wXtd&uw!CTVE@{BQ=^^MFet|Mx6ot(WS_aqwP`5E_E6;_N`obB`r z=*JlT0ni@fU~cT-qOz3CQGC(jtYd%rl1R8dR3wXJ>Ju%I2L1Y^VCtF>*gGJ+J0K^kyy znGyQqt$U9ZhzD00#O#U4WkBCo8t5x&;N*>1-*eA5(eu)q&&T-CRatf4wTbDBk&$F! z*mz?S9!?8T7gW=oa;{u)4-%a16dEY3{K|bZhjwYo+{icGq&Eikgy#rXM&dgW3u+i{ zBsfiZdcfqTGTDw1^7>Y3Ds8oy?WcPZ7&F( zD}iW^v7q|vhru}Ks1t$kvh>!bJm28Q#M6#!HRYktqPo>zDFpWvtr}txr{dDJ zJM-m})qQw!xJIU)FK1FZrJ%`pC5jbU3VxB_2XVeQ6Lzu1fW32o5{jU_I#LDhM=*Xm zC*Qju{F*EGO~{@ISsT#Sel$b&rh2UF;&g$5HI)OezyD*b#1dA(Alpshwq!~qLP+F3 z*?V)EN|m;H$IpSj@|@gQ>t*4<#5Y_2@Qf3D^i8G2Jglj7O&t&X`E-=XhThTVuT}>@ z3;k{%ePyFRGe>WoH93}gV&NR$94`cYgxmdz?t)Feh9!79=7<{f*$@9P)(TY&I?{D1 zdqDaFuE`NX2a7>*dWTM`xin?{qLpVAA0xql+K=rj0ygZ!4N^%9&-|LKu8dC!VfP1P z;)8>G%tb<W7>Y>-un*anmsKC*aDAC!4O&xbCGqO&Ae!I~p1sq(pn-KYH0MEHK ze`=_HGl>txHdY>q>sm@dk>>k-&j6W}&%8|SedTNU_k+f}F7wapCk$mkKnAv7{xl$I zVx?+X`Ak*T9o%igb8gKvMk0i{{S2HF??OZH?(2^LVY0#3*D#g56DzV&ziggMuz1Qb z#Tsz5ckAb{hobhB#xj~_!xq8S#i;P2uUN&!$4?>3*w6Z8m1AkCRWf@HqS9`C<4i4X zV5=#Ct=oR{no5>gA{|dV3tEmQUt4k%ZdQi~mb4$ILIAt!s2D%3k#v}H!^lC)0c)Fl zm3jx_+;=(F@2c-Pz-4qM=z(v>grYL$KTju^x6q)Op?qvXrUI72-EA{;J9OriitR1j ztlN_sw^~(`K1PkrN+(&9ce(K%?mfXpD)v1w0tja=x)AAtG4*RDj=4ql_|5)+%?*wHSH)fx*g@HJ_+G z6hptiS8AV!=uKrYW?nHmB_0i^&0%*u;u1AC$k{PRi{3V&CX06yMj9%?&|LlQ*gCQr zP1u<i)I;OHZjp^NAl)fe zrO=5xt`{l9$3L&flJ4>;*s?zU=GLh>m(Tr?tO$6xPXPqVhZn~v*`7+K%6$;fuPNR` zdk~o}P~E~_=vV5AN$9}mJ8zLru4yUK2<2~fs}L6MycZCgQB1o*C%-^)vszKF#c!Um zqpE*NXrR1v*7TBzKl%G2;OiSUKzG%methSIfETnD>b=l?G~N2jc;gC`tW`Roml^`{Qc zq;^6Ln?v%|vtt&~{r5csUZ`?$w*OtEjR4mQNd73gr|kYAzg9T8C~peYzQ9V^YEO8WdO|RBJX)|jj~kfSR@f*Yk&fdEZKr3PU~6(@)!A{A zhO}}RC;AjK`gIEVk&qm`l%-DDC&eGD9n_yK$zrD++1bMp>Lg5qtwp`kUiG26wSt`t z(U2VKWJ&AgOc7eWU~EP2!tnD@`Iw;y-r5EDofc1{hRU&-rAo9TQ#CtY;it`LnY)rZ zAidi}c2iTE)8yG-=@;`F5m$)W$Ie}&DuYXILK-zX)*Dtobt{(_f2&JqWZ)woUkvPe zL*w`b%pbbsl=oyK4LK3TZD%^CDQzge&5n)#j7?H-sKM(x?zCzSIl1YlA8Zp>7e1&I zzf$1RDMz<57)nF=lTF^m0@FOj%T@267T?hKL|tty)gcVbKl^bOxHyTT2KY;iu@3f| z8=SwZz}*3PP& zUu2uv7BP-*FW&Kb>}d6Fb>vB#EIFV-;3vka@_-`H3Cn&2QI=?GGN2PsDpmyp?g>@h7aEbn9^0uBVRIZiEEFN(tPdU z$z<}_eKsoKblc5limB*pc*o?Z{I>B>nB?D%Y=@u-WMpr&oWaD%4x;5JMV|qAdP%${ zmoN=cJ;DzB-s`4kt>>f}c(5OE@U!6?`89Nzq@vUog|n}YHP1;{0+=O4GVC1`C6>S7 z4!>~7rzH;Jhch>G{|Ie2+%&UaVPhTEkh+2R=Y{Y)Yy#lnchX%u*O z@}pC}a27X_tzYyes=*U7KlxU`-E|7p`dv!-_@%2QE+NA~eYV0#dwy}d)4P0(BkJHx$B^*<@%EN+QFdMXFp7e-w7>w;4bn`aU+<%}rI1KWn4r;2nKUd}+J1HH zCoYG!`Pzl=K}!b3kI{E5EDLOrgGW|v?4P}?6}x46agktc1h$@C@4}|Uy%EuqtGXkj z^=uY##n$-z?(7>fkoH;mWJ>|j0_yG zy*C+IrI&fK$`;Zj!ySOlC#B(+meKz%lxJ4HSBm8h588<=X-hGm&bgGwl9k?E#vIwVI?qesU4Px|t)%Ga zZW#^%jMT2t#XVHN5r^KwhJ7RW<@bK6P@yAgxrhxJN;@2ex4PXPqGiv%GT3Q!=~2U3 zS~gWVr-XONM!y_2%&$Tb{+!PVYFHr61KIszdAUxkA&{d-L5o7LrntpZto#7NcLy?^ z@_(b+7U0)wv^I~bU%fa=R3?>!!|f6CVZjZu+tS2RF*(sR9~fqxR9OsIfk}mXvjU4- zE<riKZ6S&;ykD66^Q_k5B z^f8tO46o-)g5M+LlZx1oo+4{6@w`VYzy4!^Mb}upMAg?S(G2Ht+lo|&0u6X0k*#AO z;U8R&-p<|KoHJ-v{ebHTLR&H(1nNa?=LzM6;(l!|Sy_vDr@WtCFp|aPDFktTX0HKB zbU!e3g$;-SqVH@vJ79b^G?S8Ww0uOQR^Fk`rC&Qw7aWVNxz|mc2W!9AXqy{oHqZIF z8=tlR8ms}q^ni-_FCq5(T6LqO1a|K*9|sY%tw<#~PCr7%Ozzq(GSCB5Q*&56))s8+ zD9Tg$>P}=-2(qrVT_{q+=_BJz>kNTH6#Op+xCf@pFRtN09eq9e<}~g_TsTMXWUvEz z+$Uf|pUsV6x~mI`*-U`0!~q!#93h@{NvIYcrhW*Bh;ZQ;%lM^p;$@x^z``x&y=RV6 zAZBYANSSPTcdt)ReTx9WdGU@7SA+i^2OqU?i?uV)H#wJ1Kx(D9bY1cd-|0;@hK!%p zQR1{8mF~L*q;}qQJ{4XpK3ar1g7$?DGkyw?2MX#PLS^p90m>6J4L7&;kq6s*ta_H| zanoXUL(A!yyHMs*Vzos$zTvdx%F zr&QSfe1fPSZD2u33xcg|rKj8$Dqgs7 zVoic+*6d;|>d72S8Hrf=ei&;dvHjp!LiHr;sZ8Dysluvgbv1I=L&n`c8kHM$sCjws zeR!x3$sfCkyoJLJ0a^gHbHnEGIhZA5%IN{uj(K%+85e#t0HAt{u$ zLYhzKUSa2}VEo=X8SMyO2Pk-p9%LOPA#i<~3T6@jI$IXjK|t%<8Do-hR0i6ra8$9-2{w-T1{+mzLo8R z>p7;P@9rxZ4e6*W8x1k0o(q5vS!t{b10H8D2^IUvSts|{kR7-&Vje15a?E$;^ zrvpr_BM(2$F>f>Y>SoaF369GsS&eeoZ_Z8&$zsnKzjGBIxnFLl#he4#35!rxW|2G} z=mEIOBU0w6oYmZ!)pf)ncNEj@0HQQY9WvqZ25j1w66~F+Yxmn043!#4RPGv8c7N@y z{JUu(d)~9-PimDSUyJ4pn3k3b*%``qzCOkWy-va8Le6ApwYr7_ZXRwQEv`0nQ8qd8)k;UkeB-oo2~pd%bx*gQXpV9Y3EP*hu_DEX;+TtMo}iurVw5;jL223`z` zA*ojZckU!a&^h0#6t-VRAct^@i1Hz`wbjEfRf)yKX=9Snx@0|PX7J+8OJF{ip<)g5b@RtLmTvJ z0QL@d+tEpPcl~@{Eo*m*3#gCbz9x6ZPkai0Ia%yq)*#iGzTQZ|L_DXK)eppBT@mBn zMfED#FoC4WU|SyXas3fvg_ik#{C*X{%#cA>frkk4x7GZK)KPD24s^O0O!*M!wB6uD zMoL@AByk_JloW2IM{U68>&HcPv>X<+LM0{RVS)IRDweg^Si z>)MGPYy60ZKfFxbs@~s*fb4IfT*zkJ_nVxH_wnpo9R15Xzl|*UOM2=In+00RTYQh1 zQr{|tq(wt}V+bKNzWGQd%>rw1;77KuB{*hwzqfimwU&-(G8yCZuoKg|w4_4E`wIE0 zSwjd!Q9Ei#e$mc{eQ zH6 zQ1)}arZH9;zkv(5BqDzHQxi+%55SL}R-WPSD!7^!=X8p`4>?yh*6I5?*=y5%8?AA6N1~%g zllg*8TO(RDn%Gv*_d7{zf-j2gN58nGSh(hJoI!yXA^LRUvxk&(?Qo{-6W@@s8+H}j z&+SoWge9%-7j6ZBh9d)UuQW@(d2Tb7`&tOn)pjE#@@_RPZJZ0Z3m@NEX9LL&V$`gwqi9Y9sS$`HBhwbgd|NJ)4b-Vj$`0Jf zngxU#v8}!ttE)Q>j$%oF3ECQI999tDjWA&Gr!C<%n~5q$M7jcPRXBqESUTca!y#u? zlf>$+Sv9I1kzYSxMuuKpzE)x}Uq$`9zNJR{0Q+Gs%q5MssbHSWcCd0B_#+ z61h(Vxfc4Og>z`&^Ovo_(gY&-zDqWJSi~06c~FZw7|$9@%sAib46o(2XU^6;OC_}I z=Z1qxanh^FQ*n2WudH8H2SM@Gp1<>0PX}&j+hb-jLN{z*<9L0h+pLrrx08cCNFu&% zYAFyQn=eT~Tvs#1IlkISFbG_ICu%9)mH3efrt_R@_e@P*#62>XU#pT6{U1(Ls`j55R=8hJo z@i^H+fy5GqF+?NPjUli1G-<9AyFrmx_Mbv%rv=Hp3l@?V*`OC1S&6M{y_U{F0>A7% zAJGOLY~L?V5<+lxH~irH+p>)Nh8|qOS>~9Yaba+QIH1;d8e*jkB(8T|=olXm2d*%B zK6~NnC*ZvG65c8Q?PXuw^IUe-_rbwFxQ7HEKa6O1o6Jf&IRkkr-%xa0)L4aNU^SXL z$rX%xD350J@g_o>r=uiGBs50lWpw=&`T5a0>tXg7BaPenB@-N<=6*7MzQ;v8{7;$4 zu^t`-S<{tx^`-NbLvKr-ASseMI8Jfmp5Z*D9vKI zWvxh^Zj_rGqTaY6Za7E|>knrEHX*9i#j~VDpe-KAKarN69>+cE0cg;5Y~TI#^E+@6mVX4y3BT^BWTkB7Ey} z`~qzR-EiV78&!|HWguXuw0wpwWJ?KvZ1mleRauM+@sGXAzFlXGWfe_icpFaCjC4hu zMXPN+52@BZ)IpNAT*kkx=Ip0$Y4nh`Kgx>mt{A(i>&br66LH$ib2QsbWjm1TeFBr5{E3dTg8E&F53Slq9rnfMf=rvw?@orIjH~g3x zpY;*`Zz+Akc9~<8vGrTA*4bZ@gcC>gK=&*s>?Z@E-0Nv`;t11J5ccdB+e&^;m)5

oB z4+s^^7N+P05_PE6KgM9@3|H7pP7g-L(*+F4#?$g0uU#%Z?5wHi%yzlC=|3~O-kfEF zP0TWDTe59j+(@-O2V2KHX8no8ix{gzEBpSpsjCJ3e?vYy|50!6u?v8>XFJ21GVL^1 zKaW%E-FmpElJ2d=ELBI#tS987a-~kw(4h79HXIdvmaN+?azCj7Iq$9;FN(r>gjXU? z*ALfM@-gcZWZkFS$6#zw5LTe&|bC`RkB>mG#EdMyX7oGk4ROYprZg@I&!wxzn# zV*zO(9&`7_;Ohj4Iq;Yp4CgFK3EjVlz9qShbyrTX4_l+Pk0amzZ5q53oMIcyk$`o8 z$MiEp+&<=0WDhfODQNnrdDO(b>>k~v5r%2QPHJ-&EN_ zAE`chxcGE5t4qLMXGl^nDP_uG{(UyoM4a+Min>AXf^_0(! zrRof5zn7jAF>A3Rtf7DHKs2zIq*0n;#qsD#rskSiv|Ey*2kcF@REx;NzMdb9^GT^H z)sHkFnYTc|b^h4T2HbX%@7f(+U-p4ahNs#RdqZKXl?#pAt;+nmWo0RMYA2I|{iL2~ zRcN9l*gm`2ilXwymppzo8&MbTmo&V`!IBnJR(=f;_-QWsmmcY zlHPn#N>doPQ7iJMVDp`DSxJGXFGRSX`*@wXEcq~48HO6Vo#Ex?S_{6zeO9xx%<@su z$Ufthk*G~b=i06EDi2R*){moLejt!F>FsxN&2|G`E=vlUG}7lC^<=?=o_$`Au)P(z zlDG0WCg#zMHL(NR^7l9Gfge_GRzy%xlIl15n9$na=`J?Vvg^QwAF0=kUB0g;BX(<= zPgwjOHQ!9^-%$s2_F|T3i&Be*R%~x5Bzao2WYRgRkl9!AefRWBK_VMkOG_kgJqM`b2BaL$K-x_>P!x#H;XYSkMa^=AX0*UtsT}&Up(Ro6h z6jh(}<6DlO#+OINk=YdTf&=HBkDv8lJ2wd(}l!rJ()nL&YjQ3Tw zV`chaj6K!Wor(ZihhM#r8W9q>R#~K1kEv~#NONv{JbU4&b!~b*zwBu*if)7>YYl#k zbKS79Pwsv${tLDzzAbk2$Xdws5Q*X$Pa@yC61ZM4U7y)h1#hwV)tY;oNyp0V<>!5q zG6NRS0rIA!?V673FAzp^?~Q`gWnZF%^6YbcRM3zzPiXKqOfudzyQ9J zDf+gU8K{*OH5HMW*JT>+rAE!s8iIlCy-;i7%wvz67Qs{w;87ooZ=Etb+mmBit$dt6 znRh^N2ckQZ7dc<(ySaTfDUG0bQj+QS-@=^ICjX>-{HI|veg1C!w={tSiPOa84+22* zPKVCHE6XYRLLmQWZdnZ@HxcM#aKt;p_r_`>YY4563sz+|K_zeuniXMo6#}@eARKKr zON5J8NJe8=%Cl`L8+IUPW;OEu@Y$^aSs^8-2Kbg|K=fKaaIUi5B%)If)wQe)znr2v zp%GA?rH2e|y{zvb+!_QCE&$vU-0K>u}HAp30U3>M~`vc+^zyEs8W(;Sy41von+Pxwsg8 ze)}o(Pwbi~1JBlzO*G9kV9te%IBdlE>5HH_0bNU>=jUyYk#FlB3~_~G!v=r^z|dMO z{DYah>$;VG@rTKqNkJ7Y0Pk z^V3ZY1dnBZUr!++YCA15?55dAI`JcXpAUrLK!Y9BVv(fY*A_Szz`m{}u=a*A>Hg8S zUuFPnsgA(^2s5zzW7XyJC`kPsCJq+ZhuhWnSqm|;REsb6Qacm-XCVK9La;opwS>E07cy(Yh{_{pL!&FW z(sed6Zz1^W6vud%^Mm?8;LH{7u~4 z$JcxK6v2Z>c&n!%(fL5g8J*FUC0Q@=FJaNsi&(dWc|rXY;rsPQ9|~W2nd2*%)1NgGl>_Ku;v=l@bxD6vg3+uNMZEOzOB(-F$owOyK|IMGLrB z4weRW-yv(m02S85-uU=jpGHiS+&+&Zga6wea_|b-NEMojg>!*kB^mR0C#i->VuaoT zZ;TE~@j}7IM7CBo!@jx4JX}pJ93LwB_36WLaQc|F+otR4ju*|_)|ZLbQ65(|;>=(? zO_YVT)(sNc{qlrEt*lLILBSlW{KY*{Ti4>e;ayCh&LkFoqPF9ihgAp~E^V^SkWo$! zO-vC}KhOjYZ?~^GSb)<0#?P}ToM_h}u5pJm+8wMxrdY2$rz>EGA?A{axbqGO1Laa# z5EU@{BFQZVC&%@XiUQ&yVY!urki+|H8`z;?fL5{T*#@o0Ej}zT@Kz^QggFv{;Me&&u=Rje>UR#Cv$8nu+;himLqksAd?;bc-XL z(jfn%uHQCm7*7isc*8M%(Sz=ZAfIa(lKb>5hjk$V%>@;V$Bx&wQrkv4o=L8Ge4dJd zsM@`ywNlQKD;R93(F)aRRNEB^9TV*COhILgE#|z7EBbn)nM7m5d8HnY7a!s)Z-#l} z{rQSc!w%!+kmCoF7NLNF$<#)n4>S35asBK{n042DjHK9>PTJtyNU$i*It%TINjIv?hD?7?>JrPzf}vi=*r0K zh+@SF#ZM)YsranSv%xjyshB`g zA_b6xz|s|Uw@vpbnU^H|oo+J^cg{rQk3I9Jn7z17{LJ~tw=`d*&%fwA(1AdZvLilj zXK7mHS4M#%g~ZCU*3^48)$ zE==-PF0d}}^0KxbZeF$(?j)6_rk37V4;NP+rhs@hotn{d_L1he?~jEva&LL!6On25 zRrfgw3hvO*6$lZecdUez&DJYvXL+aM0^w=h)Ne&RS$rKa@WL#ar$5uEk>sFE;2iv3 zooht&eh=lD*_vxaYH6-qUb0A8Op6)xHrI?qU7KqxO8KVx(c`v2w_YhACTcbEzFBk~ zFJf$6CP;=;@5Co#H>&`AFlIfK>Pjbbv0h0tJGB#7i?f}rQyg&cc2{&DZqJJ{t92>A zis~mt(E|u?Hf3q@5xP>M8?T8!x|7pY4b24&KqVyOHgdmTb~Rx$#asM}>vb!ZuNl^a zG=#w&wujFP+b(>jpONh?6fVG*V1wbWlzzc?ijsUu;B%+&pvEcRqMn}69LxpFD{)D{ zNlcS}?{;o{LlEVjBy+FbFYR5@@}QwP$=$;2Tp7|PQL|lPJ21LaEvs7Glp~WcYXgdj zFgSEiJ$T+T-~3T^j()DZRW}ZMQ|#d;TzY$nfn!X|G-v8?k~*7BbH)rp^jAd3DMJrImN&_ZcC0qnc4iZU6afN9XU;LYI5Z>9LKx<|D-+ zbTIU^$VaihnV$2oN$v18=WnE6MZJARud|1FUhpB=v2>Xz&=Z}|?jTF^E_6kZS59l8 zFn+TWY&kYn)`W1kdbJFwuPp_WvAyXs+Y(rn0yOTk~lWfQ`c+67leYZ?@8MW&(Mt!zYSTj3=-@Ld+XmV(dQV z@&|dwF>}>6sUdI5&$MNX4VSp9Yel#7O(Vx+T+nmI*$ou97YY@TwnHO>YHG$8?X%&> zRC!SsZNS&pvHU6h0|bqGZaK|^;`cmCmzzcA$k!y$CU28m^2#L}OT`^V{3fKOFT;YM ztMII!Kd_Wk=I!LMO3itNy_0Ph2bC1f?!K!Obbe-{u=@1N`tId@yw407gtB!Zh7{sl zrOA*rNR7S75YiN;4&*1s;xWts?bXQ1j6`{ZLdUu?&ukQO7^WZ8N@^MIB}5!eC||zg zbB7m|oz3M91z(h3#JuUVtX}cBgzSy95FX?2*OC^vE2lJ(oEUZTJNB7K)klFfBn}Zj zc`4n_c@&E0h=81x28Cj5sxm(;Dm5HS_C zJ8XD;hc-pyg(1ANnJUVO@U zoi^yo@F^f@DA_GsvO-&Xu8OX+t7w!qwI9<0JjD|EOkZ?}1nKmQevFLrTUtKR2%@9xxqz*?j3aMB>jKlzic{w*o% z3@N1hlcES-I&a%}mdj_tDieVq$<4g@i)*|-$br1sE;h4G7mH+^V^v|kIOU1D!-M^` zc#hoHe4x*Jm?o4bYfUwWS%E&GoN8spBG)o)lEw)aWii0!hY1O)XSae$I;Vp2y2K!n zJyGmT%Z<$T&%GGBJUo7>xR5%NEayrQwet-Hg1%1(5i3pI5Yk39?-#VNC9^&w?tO)bQTDIgg?(Er{p&;jEa;boSi{+2eYhWX0X23v*GIB{{1=@-k-iT#w*> zgesTpNqo7Gi;S_0#bX*fjRtLmq39<0P3<@qHXf_2vkS&xnv7`B=wW7j|^_b+ZW``^tj{O`9J|1k^05Zoh@j5(FZl?03Hj$li>mCM;e! z9tqB7Ye3z82zRa?7zwiey>%e=DEm4VZvi#6Pi5gFRzX$Tj#+B}@h4;OnuBG__~w#N z)P1Rsv@#236`!MnC<|GU!hp)GiJ7Bp_=2Hhj*fmTo`^yWv(VH%c;U1*_&}mnW;&8=2F53XMfq zLjnqGgrg5;qn92E-rwp(9ud+5zqKk<%`%xg;as+oa1mn%@ODDaN&>O8lmtNPlt8yv znO1c4wmr-UpVu3lp+wbPsLgVz?|D9jf1sh&A&*zaPAkDQA%2ZA8|E{Co5qHz<^SvR zARGGiDYcmJdG0EkIJfmU z0h4+2Ns0M=k>jnZ&1l@xeNTdU$}XBBgmyaBaxnVW~Tyij!|q2gR{@X1=&_ln}P zQC5Zd2P!+%4KalS;>>D#kF!>TLIXF9)Mn%U3k~nTlp&Mysxg+?-kBun*Krx$O%#42 z6Cl!8(edHC_%tQWuF;6!J7KAWMKrURa36DQN~lxk-fG4T&V~jRXln4#L8c@I$8Lo& z$G@eDu6Fo@O!WvyU?{9i>*Gu8l8s(?DA*YqibOh*MKHWh7@tBD@t~>vz3R6Va(o!< z5N@%7qJJZoIZto5AGBKaJ=07-r>_{-gojp?E+S?N&OU`B@35|Z#-L(8^VB3wm7Xi< zQKYbDJq1zruR`7SKY51;g##CmTE{ zNo+KPY`tblY%xqPT4`5c_@ug|Ij^&ovjtsJWF_1A9AM(K3`67oIW8q^Y>rGV-|L+YY64FXZ5n|CC`>2c67q7=MeUtflmSENuqWH_>t+q-XzMObvn1Xg}` z2P-ro4C}HQ-O?L72Zj9jv+cZgOw(~rypak=h;;*u!{YW}HH9hm_?gShJ6k&`G3MR$ z{0! zQ{x_sx7Aorp-Rz~_(^qEp?t=3NLX0dHG;Xis$ORi_3kWb1NJV}!MmF1vCvLSgD}7R zO#5#ns{vk_b{@x3-m5vpA`f;78&UcbyO~RCtL_`8tW4usXM-1qqass)WH%&Q3S}lK z`5+gI+1Hk3n#zLdZDMormiG+V< z5zD`3-C(zdbG}3IDfs$yGfwKNT7sC{c`u!8dm2hiIQFaD0GC1YY{6ye7;~cR9|3`8 zhW5J^1`ltT7!!y@Eo5#yhM>xHO+{ZxM?G9?WKw6jVs7wwU;{I0ujK4+^Mf}tM+3c& z&b@}H=}IU)jARHky)ZSkz_1%MBK@mpUojEn`FT^8K7JsXH!4!oY_CPjRNxh0PARp_`eaFTx7|kUP$;PWXUHpL z37Y9^-7AuLb}{IX^ioyFjlZAuTtkkV#J|a;Q@+c4Dak) z#g>dNrNTt|g1MZld1oIr{7Loh6ViUS3)+6_MSl}09z5UNCJVYNZp*W@m(M)||IV73 zzh1`e*eK(dg=GPWv)I5+=r;LySLgT4f-%$3+e-pM5xlNs>dl#=C)xn2beZ)v@q!71 zCRo=sW4y|g($q(kgen?qSbIiJ?=JA6?m{o;=y<(qyxX!MU#CIlc2&2;T8dK$9| z!-qrnh~+YjS+Z8#9jtobTw#zGMeE4KjL???VP|x&`T73eBO`9&uGS26c}ZrS9__KO z{V?Iyp?rSW&beIq@yl>DIJ4M7SL8TaO+jt&MIWw@4XLVpubzi6nMNt&qH=>srYp6q z{fLQ8XsTRr%zuZN)Bev8)QpT?mpbfH@mq_bxCsAMvO`7GPsbvFhO&J8Qqc+}y7RjA z3>&WX?ZAO*z&@?U0%Fbagu%aT0bNPM^GOkNyHwPkoJzr?)ksttp9CzcQGkA!YzJ4A zx?y(->5Awue_z+MyJQ*tWX1+e`Gbk$yt_%g?u2`aCFb4bv_d)}L>4lW9TzBRYuieB-{uWAL7V?<4+0Dve%{QEuJh!?5cP zGhM$*V6FT0xTFZ!Wo)=GUD7|j9PaKE7dTXt7z+lq{0 zC}puowgdJA)zz4x(32Q|6~=Ze6aK|+dM2pj$lGK#Gt&PBT?L+Xl?iNC0rTKV-mXfp zTG#bqC}V}TSW~HESSK|JT2^@MyOrY^X}f!EyKP10=+qyi%>Mo3UBU+Nn*fC2_+S}F zy>R$3{-q864mmFI_4;m*64>ZJsPW{;NdRg~IVYLq2>|6JIALuT!k3pK@LaJGnV66? zjE)Gxl%PKZ%}N$j`)9NF`e7oTltrJgJ=n3DX(CLVGYZ;RZVqi|(Gt20O9)+(*TvlQ zCe`e}f+}dKQa0&- zzvIDjaNjMdztFWBqq%A$>7nsI^9}m%e9@n$_1Phm5_}o1pbmZKDc5~nTlU3dl38nixsdog?YN5b<34_? z^OM-ac8kuTmX`T6aj<#D6XB>8RHz4wn@@q6I+ftAuum}YW28n;=4@JrI{43(feefM z!G_$1H8A*Se2eybv$|E`_<7-?--23f{hobjE z{ZSzU5WeFqWb~chKB=b5MGu}FTqYtm)7LVmMWqd)dG|_kR^&VZVOt0v9d*g`FyaVn!--prGm;3PSCoG%5Jr{l8dzGU?cP)5Sgn{)mK!=G2mdKj}MY%x&nq2wC*WYVH zjVtCAc?um*8UJ!67c01WI<#?DuZr^70~2r*0Q#(YU_WF#kss z5e7~CYsQ3^-4TD7tiV35(V8>HpZxtQ^}C0{dOkhKBNlun6aOR8C7r^PRrF zqW=d+e<9DIP3g@l&0~n882Znc|AT;k-e@9aRHtTSL!#-T7V_u%2ieQ4PqTUD_Vf!! zi6}>SN3X7s5da7X5^XFi4awV0;*5R{Gd-=Q=AkWA@EsEytn8%;$u|i2@P7u7W7p}F zX~k*wVd%EP9eR|j%6y*FtZp8ogrU%b=m02)rx}T-Dd4k3|8tBR$fRyRqJwlg$aJpJ z_&5av5Po^cISZ5aEQ*@mFs(1)8K2M{z^PUi^*c@-&}8ShWaGdSw3b;3mRXn4-Q0k) zNFShl_M=3#f4vQ8#6&_PY~2Z2 z9yTrH0`gR)S%-IMAsMG4{5hj`|C%(Qwv5Fz0%FutadDey8)zaTvrZf^DAW67cH&meS6eJ?^ad*HLK-Yf|$X`3Pdtpk^gzsA2_NsI{(K` z6xUEtU9lXX%e*CLRy9K=|JRg(E$9zvDjDX4$2~g5bC{z6Ln9e5hhYJc8S%VG!(j*w zLWyJQ1nT=<9xe?-Wo`h&HkYjaV%B0in#l7=pfHuoDKtt$D3MCMR8%9NlKi~0Nmd`n zD9H54gZX2;-#rG?-_Y_*6@^`@}Fej#fH62k`-QY0utIn?g~q6`m=jjX)!_{oCX(2}FTqGRPfLH#+aH zQoKC_ur72u6C{&VygjGZ@*3KFG20zMa19*$JT4D%$m)TbKHJf`vfmqwhwyI{BL6*W zr>-W{RRP3>v>|L*qYt+S!&}zjxfj9cWTr`SDeq%)c@|2KFa@te^t&?dq0Gj7PI|U{1?{%(3(%i{sUT}{?H0U zkNCdTS=h|nv2RlU67h^%=@w)Fl6n9Km6a5DIOV1D2C-qIf(t9=Re6dX2Ymm&;Fts2V}cX`XXnuu;*@4NTYuq!}jTeblI?H+3> zyr6^x0!oA1sc|WMR}Zm|^qTkm`Lwp0>vqoAXjc6mVGt@|rhv=g;?ViWtL?lr(-C0H z1&T|Qd)+$YUv7299yW$AZ z)49`km6dB)ImdyqsIAPP2Nl1{YOY2bEtGYbC$8J;@&2-&=vAf3aISz&^SNp%{BsE~ zoE6s9kUX$lv-#R3@8n(IqqA|j@pMN$2j16Pd8GJN=97iM04p6q<8{!c6U6B?n6x$% z%4OEaFT;0me5V9ggJ{}Ud)J$3hf^g4YJ0Y%v5Yzm^xAdNbj~A07-5EOUtbmwi%ys7 z-18w*@nv8h{4ILrK7lBX+IDyG%L)Q5p|h zZtI>tyBK609$|LqLMgb~D}uIUvZl=E!2y5w(?L`CytvfnqeF**T(j8>A^6fd66`du z%LNz5z$MR9nbJlQ7q6PO!78(H^XbwdY#?~|P5QvsUFV5njnj)co6S(dDtHV8wY^t; zdh^b6R@LT{tD%I`pL}?q=-L2$IE$vXm(Kg->Gz{6t^0~9!Eaf>$+cOr6G~vyR4x*R zqixqwVKiVm@_Q)RVFAVG;WTZ#{Hz0Sdf_7-F7L&RN!msO0hiN`v05Ub9y1b=zE7jAwSpvILB?C^J#hTTjMBFxuJf)2pCc~*`zv>+}?H5oC575a( zZM#rh=I!87B$0Th7v33khqt#2me%>E$oS!4Vc9OA95$Vz^2Qr>IB}jGEF=@%jtHUI z@uDW^y3;sir75}1n!F0}gcE!Y9M01XdLlj5VZIa_Pvk4`?6bbOt&TnT8lr2wCAN)- zO>5f~Nhy;wLX+-OZ!LCxvH{3+OwzHHEYOOc#jrumsAEZ_!Ct+fWqI33Nf460vMhT;~_Xq0>sIx+=F8O9? zFVqA>JfW1wGiz)h8YPI>YCt!og`<*!VW~;-98tpeEOB)4R2rhPtpa7=< z4MfOk4N{vwx>}1Ge_|9shTlKG0~zn^09k+d!m?4{`vc?z@wi44H9Br9mNu?rhB0RL zFltoz@6H5-Roma+oJaB9Q2&ABOr^=Vciqz(%f+`=sxV7`p%-?DH;r(AK>kXXL5`i) zeEmBaD2%=qN}zZ=vzg{28wki8)${@YsfVK={=0Li&&Hq601Nx~U}6V0XZ9+qrq%X0 z{)a0A0AAQ>4BB-^8wsC&|9J~gncGyBe^5yH!QTJp5l}6@{s8W3kVaNmk+LeNlawY- zo>0^tsTp7cJmQN~4*)txo;ELW%@mOOld$m&e%W#Tdf(TT% zc?&LOSAt}zc|%h1?!cuLX;^QhRa-7}0EH^YprvKmybG^+gm}e9d{YkuN?8Q3v{F zBS?&OUv>qUjry_hT_y`vw1*i5?<@IXU|^PCUm?T5eB=NOOcZHVwuus znHeM1{A+Sk;N`*NKwC%lwwa_WGK%%dGorVMwW2Gkz@Jz~wf1kn?k;BRDMbp}F2LA~ zEK^3wJ5vWm+bRXdt&hLs^VzK*`5EN}Z=gYC2X9`^AsN0eNxVxr_p>GHdkLWqfo#_TQo)1QHa zG<74F({jnnd>xC)ZrqXWH@itzAxfQG(dan~9d;4wQEhp?V^Xm|SkjD3*ATPP>e*!F;7p z7Bw}jNUAQD^$9$YkYDm$r!&@v2LI%y?z&A^Be~#Op`7o9T=VOM-Cq49>x^hHrYXzCPC8<7tlRrq}$pyD& zy$0cJ1Fl)b5PrXTH4HC_E5V1dc3R7eTPmAE<)L(=&N<^;V+AJvCEPiebS7&lad&hk z*h9ABj%6Vg+N1HQAZp*r&KpH49l7z)CD;!$t#Un|=dGG5sMKB5f4_bP^6NbH z9TSO_>$tkJ8Ww3nE#=z%#eso9WV&EDH&dgazkmgGXkyV@0H;@Ct9>6AkM6;9{>W(vHu^w6paDwok6elZ_c*0(fo&!ImgpWv}%95 z%R3$}e(%+bT}j-w)M2eA}Vb*Vc4Utd=q59QkaXVJ*96*V0kQVeCS#=Z>MvW65* z#HnbqN0KtskTyyoj&+J`*$!im(xPK26GE0U$udJZL`>G-HKX41{@&l`_x?FE&-2WE zU)ObiukZD}?&o=+g2U7f;ap;c$)lQ6$%73fBASdj$P65dtMRc?AUKzwYJYKEbdB@? zzC&jBd0%^%OL{tUY*Gy_LYCtY8f9k2ifxxXVAa%qyIi;Fdhoqq1a$6BawZ#%ykX~R*&G=M2o`u0QC%4hquCMwUq8}5!c zNbUwE2=Djck}99>LgGzv^&u{T7ax7ZELC(W9XgAAe4Pkg9vm56BVse}bnN zdoO(M$hP7DyTC9usOHR0xUKk#L>|B*QR@8g#u~ZHVr+rDHx;co@c2C>l@fEg_^3*9 zs|c%daCK!qTO3%f>LF5F8gXG|G25uRrNq12$F2SXi`gD<=A~Hn>r`i2R=^2huoYfj z7f*cs8gj2y1%I+?F1&S=f41%?f$WMY|{KjCs9SKtA;6eEVsACDi=Ys4WVT7>!fA zK9+YLS2i`xS-J2CXFLDdBC^9na>6<(F*{YfXbf+3FxP0TZQK#J#brakwg-Falgz%3 zdxuy8iuxWYYP-K_`s-_ZZPK6XnxV(4i|h70-0WTDUafJ?b@yCVtL%8fHX%HUirid# zt7e!+cm3RdZv1V2pg}PdlDvX_iHU5UQ{LXPcNN6W{CT{wwe{{|`SHfXSs!n2FObzw z($aQt=C>xKYT2{0u3$G7jinnYWtJusb$dVgT*zonhAen0zWD0_aj zm!43hSW@eS0@KutBpxQUBBp`9>BTfo|aeLzD>+0ObZA|ich$dxE8*T%T+%=Xh+NW zymW0t(%a%Ni>pE&4_s=jE;E%)_{Rs!^J@<^d*<4Y9qy};`0!X?@JL2*=4?W~n?ZNY zJ;Pp|GUKZ`T?N8B6mFw6F0u$^>R; z;d3t4(l#R~DNdwDw5ob0xqv-NGyjFZtEf9<9IsAc$8;8@)^>^8hULf+sTL~D7GPgv zdVR?1iiIX5CAgG!Kp0l~7Fpwz9qSTuf0i>3p)>9i!TB*++s#z_Ws15tleJ~b7Tc6f zHO7&2!^AAMl2yq3QCGIef>In57a4n277Jt8pYUx{A4}UPuv3UUBbIB-+naoe4hvMY zfi&QNA>ic}$!1Z*U)%T9U5!Bz&^4xsi`Ktp)jl(trWFt&zZd(b zr-SFCV3h;8LaNSF$-9Xx`~{`@YeJp5!m;MM<%Xf72Z&mKvy?kXpcJR>I)>UT6~aKK zeAQdU172%+Ko30Vx`Z~Fy^9{{66vT|<8vomrEZt~k#a`HCbqSO89QcE_N?^=cq7d% za}WM<()SW2rgE9IeM`5(eW#+;mI#v)aS6U&zi4=X9H2`G-+KKivC}OX`k}5NAETc3 zmBfPRFb!4EA^`AtsbTT*Bki>ejj80gff=#;Np~;eEUkuYE<`Iel__l~EA$JHnSQ}#WOTo9I2NCIgNU9*my zC@_`m3l9WujtXW9_aXNHk(m-}5-6WAK=lYtVP>fM@jwLE4r9=61F{NSQn3MKy?oXo zqKyZBX#O5^z|PJrCjBG+gx++o>cwPt$C6Qf_f2pe1hZo}&eWbyV`G^IV18JpnrFvl z@%{>LO=+m5>z>h&FN|S(TR2$^=y0gqM)s>;ZOMrz%&Ff%5%cWKIe4lwN6>bW5SFM! z+}?9}S5~o`wBmiMcq^=DW50<&Z`bek--~f7gxhG1f``c*oD=9Y;~3^ zaGW-VRlvZ{n^TuZR4I)-T&@7W z;-2%XCJ+|#9%-%4tOJ`Km?FkX=}R@i?Q^uD8T0GvyhnyXdxHdD6RD&@f)X8S z{_UCTY`)ir&VS`dgLp=QFoAt3+-qW>27i=^#t2k@>vjggvn?LszQG+;7{YOhu6ri?P?&b_Y){&K`s$S9^ZkW%1XY*LZcHtaaHvO$&e=-Wl;p0;0J#J9`10^*8v~UoNYpw0f1Z+ zZfu~C+_4*O=Yl?EE%>B2a@Qp6skx*JgI~`HZ=!SqsRqTh8$*yC9(G&j=P`k(tmI8r zKaBkIR68fd+jnK{63)g~cz`NckR`B{kS6Z`=u4%by^xe%Q#=9zS50QnYz>wZa%Zmy zawI;R86fjBKygX*w4%Nr(?Y8R?9D7C3n-1$`)3tMtJ-?#% z8cLX_osXSLK>ci1-}dT{M2*`;hc{=RfC?244Fj%47&A1(f6auOnlK^&hZq7kw%~97 zGmQSzszFqHbI;BlXU_GDwynz%B92!ue!OHc*^(_l<^VjQ??6LH*?a|n2QDIF0m%uqlZpRyM+&8}3 z5fwi3TJs4284iade@EZ`EqRiLM6<8E^MhHl@|B--Pv)fhW$tuyad~BB$b^=p19WdJ zlB(~(BPVBM5z^X_luKcuXMC`SrgGztV;(Pz7wCu1fqZyHW%{br1!mJ7ncV&9Lly|b zK-et*>FU<-d->2i2uT@zvd~p>ss$cpzZS@o4P!8L2F)%4>+{hZ{nG!RXU+|COh7(1J^baR?TS4%k$)kAhp5hUfqzAM*)<~#U zl*+_9eyjj&msFXaD0vbNLi%9XyreA(5rHJkh%Icpn*+}sHa?XS3sI4?1kv|{81sJc z=V5_&U@IjjDGEFgWh-r1bF*}M0||hJll;*vS#7F)aa~!=@Yr8E&q?6Qb#T!BxH--e z`T2>vyYB}z!COB1Y{4Oqm<|gO!s3Xk6*aWYe)QEx;AhY(Q#QjBl}(kWb$)Gy=y?z? zORhXA2nhRlDQ+tYx<1n7fJuc4H+9Ow=05itXR7&sND~JLnvKpXbg7AxMGI?7I<7s4mz|f29C8pm$)94{a2nMJs{v1VLFWW8jre8Z) z5ZbJ{%lxX)g0m^+JBA^&^2OAa9ZK?*Ip+J<7>R4OOR#=Ic6&8D9-Y=XtowZJOEBdc zE#RxqJ{!|;7PyAFJQuH}AzvBlQ0N?x=Ri*fgcodG1||YFUb8B!MoJKhn-u=tO(TVF zPaZ=v3(|8AfBn%%!OM&Dxn_@-kn2GOCsq3N8aZ&NG@xjepN+%H4Ba3}(U8qS5)J74 zgfFpgN$LU)JzclO8mc15*&hKVb~TU)G-&Ci^yN~+b!=wN(DjpYmbSQ&pROT{?o_x8 zcjSy^GfrLkzXF95OQ6$mWB9*KZoPWYSwIYql#SyMBs9xpzBieaI5&~Bqw8S+U6yQS zKX>xxXACup5B#*ttNGy$FMIK#upo|6f~eZIfrK-^vXy`^Xj9s4E5|M0P!5+KZ(O!- zBP{xipKit_K`Ys#6$@FIEl3`ffIcMFmeot68?2I3Mxo>P$@Ajs@~xq-*z>kn;ei4Q<6TwBY^3l&6XYxyBJya8i)9PRY_S$tydx#zy-nrmi_)Kq_pi$#TnfPjFjq$sb2fPnM__~FMu0)B&j60rvS zh3KmFR2HFX^uZSJ0R=3hCWC-b8;=b)M+H7(zEU)BML@vox&J{Na4xX|eo5r^MBh!@ z*~aaS`D<&0r?0K8U%J{lyS>oC0B-4^SCW@`?)hRj8{L!S3H5+z$af!7Ld0kEr<`ii zC@3=C@A3l}FA&M1Fch_;0_fY>bA=F53%TgkwoH^20|+pHKlDkHnFra~=VxbU+b>>c zsvO_u+$Dm4E~d}6&(Gh0J;30?a1^r*Z@wnEPmWnhzsTrQ0j|y=dEX zFdtMNKYCx_i1GvRl$sHEaly_f6U$fWlr^v;ZRgfx^wz^nDzuSVX2u-CqF}_396Jc3*CL9m`lY-ONjWoOnYpB- z6Q}EyHPMvY`7Db*OBzH4c%wxKflb{^G~NlqrXyy!?xH>)g!I%U=oQk9?fsIzB24}t z3mQP2FC?lp2~~Oc(uN7+O)eeoZ%a0_DT0y0p3A7tN3$>g_R|Z^xApXlrM-aBN<=B7 z{PG0exl6b*1pBh;au*LzcbGA{rKrvs1(|#wTm=%L{2+iFz;MDay7iRmmNrAN$vyTL zypC3$sQREx);N6QRrQqD+CvM#j3;PA^cUD8j9kKXc0JoQnCZ#QrB|iyUh==grEd4X zlPYe9H9CAViynxh>1klddgOv6LPbOrWOqPJNr`E+(C#BzjQitweW+%9;=P9D96{Uz zF(m4CmsPalb`5!X6i1h(Pkw14A)TGlGn=ihKl!uK6d!`FkB9hvfLaKd6wKzBa?wB_ zkg8{h#vU5Hui>dQE&{7>!Y9A$Zd!Gy6wO4~Tc)RYGq(Er6o4t!9k*CUj^p{L#khG+ z^G!A5)bBHGA>kpxoI1_AvkaFpA zOGrGJc$r86y51~^_x`mViYe*23&y9F2#9Zex%gPMP0a$nn`#Q-&?zHfJ$*|7+L55I#cj8 zp7wCDt2ElqXYETe_9tW28Dx6|rmhf4U$E%wpQEvuKBv30#GHX0X-(*p2*1p_X*H1p zp7x2()LNp$MW(AvxXx|xXTETK|>S0nnA+&WiBUscotMMTIJ&`5IH4n)` zoi%pxqJlB`_GD?Woutsqg_f6#AJWExTQ=foC8;J}o_sU)m+2C)>^GZpYI0t}Lj|HC z-cAySPD(<%ST${|=PiSrS;0uA=s*MQGUwgdytAb&zE0Wmz*zO{$E3jh^UfVIG8gE0 z6EEv+MyS}+_)Mi#cYXjS@M`8Fu%05^sdOoH{Sw#<0G!*Y@X!3yu$=oo& z_msqEHEnjn9M+;{=nJ#BCFsOw1Z{zUcS>~1$#xU!=7D1qR(QfUK{$qYSdrV&0dj1x z8OccV$ka3SBgN`|+SxE45#)8e*403J{1XNhb$+3`iFlhD9{cI|3s>4SG6}a)6F2KZ zvB%z=<`@iyKjF=8^1F6o8sE#~G!JT9W!bJ6NeykKXt( zaHT2al0_wj8;FVo78SFCcAxY92HNl5J3JRM7P9zi8A5@v``_ECCtkXq@0+l5Ezn%$asPtL6$ z@cRUx{Dg&j^PA(BAjY5^cghO*1f+NQx24sf!-vq=n2osvoPdAY1`bUw8Updzt5)h7 zWZDBX-?Ji>)F@}<&Vm(c<~*nj3mBHucYna^%k`?eix_x$fmj6&I5KhQ3UCkxAT|%v zmo3rI(SfBBt%AvUjnjl3$bO$~WZ3Oabq9Z!KCmgkF2#V~Y1301gLAiH?3xkfg1B&m zY=MKOiPDrN<>#%sgLr%74qc+$c8}VkzoAM3`~Mm;LitKO^r&!#zXGc%E4&3%E_F+ zw%$W60OSlMY@#3_2(Xje{N66^NW#mS)>I6D>S62?dHJ`{S@WZnKKJd(OW8}gTG!=H#F_k| zYZ0ZPl4k{G1+)vqClt1=-DEr8s^jhCW&lueJk50e)aAw)V7l?aeTV-?5*_3Mk#{AP z*QC4Q-0O6c(9xwgf)Gd`CT$*F3g4gobH3=lBX$HW-;?%8R$CLLW^$hul?5J{CZgaXh-g0@o zezGxwO&LYXh1SM)@#~wZO9v*Sk|$N){(_aj`0j>qOba^vq2y_Oi@pb677O#?UWO`# z>Qse(Z9Z@=4r7zK^wduad9(^Ka@N*|_zdb$G;Wi^VAqtpkpoc?oyuAy%itA)nV_ei z#Urlz!cZ7_=d9v#o2cF;N%(ZnC4mvQ^t~b-2B>1%5aCp$AaU1N8t*T%GnG$wCEENW zOeA{M=`8f{Y7gaLGh281lX(~(o1EfqX*7>7HpkeQ@Ed)}Pb;2UHaRtxFt`i4ZVZ1( z=8D#yNlBX5RdI#bT#rBSn_0Ue>V$nyDy)aozrri)WLiTtlWQrIML|YJb~!=E$Ev0Q zg3Lhhe1Ea$hBczs^_=W+`q(5N|32E`&~tbNTu(L1OmJp-zJh?7qt;l9IcrqYoG!9Y zDSOu5PCPM8kb^quF|(2ii(MJB+T**IDk2UIB{Im*dB>O$37-{UMink*1r)UC1x|QO zmFd)M-CUo)+4_n~_UU2;TVfEO_M`W&vKFMmM_LikUpoU**TW{sJkdo9CxTCzzojDN zAQpFt@&!Nb%X~B!<&>2JC42#1ySBAyd|kVfDzFKd*l;oXJS9?cX*8pDp2&fnCRitd z1o6F&K_pG0LLKH;4pub_Ee3XX<%ATKuQ>bQJ)`>EJ9%9DTpQzueDeyEwv0`blaEYy zBsYPmnK`P@lbcNw*e_GSxp^G#cMT#dJ0N|0VQmQCMNf%;l4X%R!x5SMRyWvS5LX~Y z$%2~MwpocmHDjdELQ{Di>`z15myKZb?3S}7@p(|q|Kok1VL09MkYeA*wYj%kWAa(m zT8tJl+|j7g+(TS0GI&Po<7S1>NHuobAjZ-#c+8=}a%$;Wz3gt&9E?@*E8?RqI7<^= z%r5bkNFteFDM``?_M=~Q(Cjxiy);evaGe@8djgsDYH4DZPs))IsI}Z=2({eRy{KZ2 z$xo31uTYFh5l2|Fbc32k41Xcfr({1xP~?m#B>KiZWAW-*m3$2xQcXbJBf|HSr!@qH zFu=5U1G1_<9kS$HF_evyVaD+4E9uH!{ZxfuMKT_LDN9mRLg8M5kZD5khf~3s5P)K< zYnkX8piR2eB1BmKBt%HS0*J0KcGFuZrTpv5bZMnIUWBG651yc8G&bG;mM{c+WmUf* z|01o@frl{Iw73tZAjpw00={9?mpVgrPH_<&Vy;yt%EW!2gHrBYTl5u|^;cjJjK!{= znMcb1_7nR{@)EjK$5GQa3310W|L4Og4pul?771ziMuV6{Esd3~k!<~N>Fl8;u+?2RvXI0K3qF^z#hHiJsEMgj@ zf+jS*#yXb=yfJcxYK?e2h?ViUWE|y*7UuE8huekTlmtrBN@aJPpSkub8ck|K;luR1 z7Y6k<6;4KPk~xS|>VATi)D!&mfMV}QP>cR_J8#A;n5H+E_WqC=xTEp#Z4m?~*5ey} z%y5_LwGXV_GspdL@I+T6B>7Q)*)L={@%}=4&6GD=AphGy_Wj___dP|-LBHRU4nEF+ zMpi2ZW`k1BK7$XBRGQD`3mpx6Nx^7E{N3E^6 zE$N3Y(1#wyTkj4(+%TgQq#aE=`WZtBHfdQl3P%1+j({Skgbu{$#V4p2=|1@Q7W=T| z0u6{r7*dC79}FWEh@p^VsME}HYkom3kPCo)^hAI^9E2@|1C~|5x%Xrs3IwzW9jeEI z=fF;2918+YAH)9dlFu-pfR*Jt9AXB!(j5y1BY=WwY!h_@Vd}tr-h@A~bDo570bCo` zlpIJ&tv=^355BiAsnj>T^a}x&>V|ZOzDg6bNEvrLLY^$6fddrZhpfQfyqiuF?_UAu zx(@K~``tfJ7I>CjtYjv)jjkYi^y^2iY6)@>1yADp>f9ks)p47go1UgTF?{cPgp3?L zi0R|t?alpj$Rb-tauj~lJ-at!ZCM7mo<1h<{w;1D@8~fK?k~jz{6(Muxajxe=wpKJ z|GBG+i`g#i5l(`T=ixGt27lBlNddJQu8&r!7RyW#zzOlFMRo@h*;;x4J}wO;UnI8I z0QmnXd^uS{n6=#eafc7(R) z`SOue!uIkC3M+WTDDRNOTvkxBKBHojg(QCPJX(1b6do3~f(d=d06LM}gfQJ(dQOe` z+aVkoZ1I=Z;~Xf*g58qyZV-tVMo6{a`Td{O5yzT zeCWdsxoBu$m1%zq{%S95jq7c=8EHRYvEb zZxBax(F8YMg99>}E^@BYs$^fa+VowD9KFdK;J>*IJPgY_6PBSU_~Ro+O*sQu3-lB{FO{@=IY{&x$7 zl<}&SERqE0Cqy7NOlak65d5QgZup6Sn_8SWP^p&aRztXquV!tsiT*?gGCO4B=fLs0 zTx1VmU!ia@?h_6B=Shq0p)#o@^I-SmnlZB&;wr#J2_$_mG`!x?*vXD}iuJ%rg|VKk zT7B1@=<|O%J4^`gvpP3<`>F@#@y}Is_X1pm6(F$fjsM#)giFeIUt5X$i}6?6`Bzr? zSDa`i&GtBJuTW>{K<^{$1pUZTAs*82QS?J=-$E}D*1+;n8~Z%IuTZJJq6WWUxoWkJ z&aHpSuf7Sy0nNn!er$fac>foZm!TF5K8{y?_R;=TJ&*DL3}jRSbU`g4E=Y~OO0ufL zuwtuoH1LqzdJ4AF)vqx1t-m`WJFe&>jImnt3=_L%(@$L67sI*3`yqtely- zMq|DpUF|`HOg9tYLI3}pt_iR3_ZNB1T;^otLVsA|iSB-5F)NY}aGM$pS&0KHI$yj* zG_!}ba&0qPa%s#GeML}{$={ZHG;yAxfw;^OqM%AzQpqS@I?IH|cr`o#z2U|OL?2P0 zO5YexXGr5QYVx&#Ty3$zNdSx@2*aa^Vte(;ccpMNLzpXP&Ff?|UGQlu5&~7*YmUH@ zE;Hc7A|yk_0JwTX@To73F2YOA`^inA^QSBq|gAN_jqr<+2w?RLDJ_e zWckgK-H#Z>&R?wke4#-+fWjR>1ZLXQrwb(vK$}fuT@aEd@>NGIX8-8)*nGhZV zNM84rin=M&+w)TZ$6O|zuUHz9*M$P-(x9Yy#nwO?28&1 zBix&1hX$Z3Hgov@BAtq}?2sl)p7Lbu)G5PbnhjM!;N&U(I}?J;+P{gS{1=6zdQ@U= zS~UA#oJJzqCLJ-eUx|2cxRw9KC(b?la3TR^iXo9d)?F=#r4Wg!JNWSxmh;EhzbLlw zbLNGvFt%vn2^;?kUKBJEQBAsIv`5E&l(wre_xcTgnlcchAA!Rm(=xcXL)L*P=@aCV z$_`;giL-q(J;vvwf9yMk5nM`=3L$&{A12@PtwbGHZV2*RJK-v?!Cj(Gm-Ah?3+|WY zx3cHm0y$IwObwet{~jisZkTjWxNG}K+#>=&Jpok2ZnhTR?_Yap0etK?dCiriqZ(g? z1UHz`iE$XaFu1^td9Pr6ZNTdH7b^tWAvP%pf1v&Xi#oOTu~*A%1MfgSt@#+ut?>Z3 zu}UvsPd}K@=rha;NJ7(9#(yBvpsvn|no9>OndP3DZqoCnNXD)p@9nTijXnuiI2NS5 z#A2>>ykh>1$J_=6&FZV>_WxiKkBBH{9~~dJafZTJ9dP)=V^T$n%TuM_;A>Eq57Z8! z70h@*DtIR=_KPp0>+`w5iW3R3z0o_^KnlfgQwWSR{^y1ZgMql2%4dYXoSC(F$6@*a zu7Vz2koUI_1h=J(1Wt2zwt(M42S4l4SDLi`0f&04PfmEP zwY_?O+hfP!-8bRO8!;*p>K*V$-PJi;WiY{4jN<Uu6$IrSt4s0Xsxl9B$GMr^vqA12_J!jY*gMyXo>;$E#MS2zhsL z77GLE@KUevdLy`_h7?X!M)0f_2EdqoLPBbYSh7l`5o5zkS^jburNL}|T`uxD>E=0( z4fVw$!4{a{i4lA^QB^{Vhs&Rs_sNer*!FhfAA$i;+lpFt6QVyEJA#?@;=utiXkGB^ zP)b1yg|2ydUq{A5JG$PlXy&diuSe}c2&EQY)lEg76yPL>SJ~~2EwYVR6Y5M<52mA` z$%;7kATC{1Xs`Jz-?ao(;BYQyNm>Z!rjG4+UG~o2@6)vW{XSv2YbJJiB#RRo?aDK7 z1>D~m1)Zua-}|(w1>{!xQzEKipJDNX8|R0$mOis#MY@I(kt0-n`Lq_aZ(3d@_+6y* z4d*6%tzuQZ4o4^S)jL?|wK@h?X82+H$eRo>j&wVhHF%Hn4P()7g^2)|=`YNnx_%8T3fyg(rq z&{rh^{T0M2!z^AaQ1Jp1t)xm9=7Kx+Q2TghY9^llz24U1OkLk6XN$2{yv8jEY{y*H zACcJHlR0&kQSh;`dx&2sd_q#Hh;`6`IlV(D*UZDSe>hY1n$03Qo81cakeE2KOB<9q z*I+kq@krghT(^={H7#I(_41ML1^@1#3ST=)8=ylLH95^oc^85ce1Z-+VL3Hr={&4I zKBrs>58%*!>O-d?yK>DgGOG?tn<#fHv6!_Ou%{5pa{W2l6$uC0K0Qh%d9tXFx||nU z0@*&s_@XB0``n`;=cJ4p+Pu!bykjkKXaxeqf>B`XMj=R(*eiZdf2VS**Ct*eyd*u? zq%}ZBnC-3$M{?U7B_iGudEV@SP(E9K`-rXpUgyBl-k{;%o(>83P8aWiSiTJ#|LFXVgE@BAX|$Hw*$8 zA0^K6=cSg#^PSqZ9)n&_8}HHSyO6GLC&!{czA^)WpL!qo_bi?@3W|zS1CyF~Z!^*x z_~-ByiLI>8(1GfmrOcm2dKzOnv6@r!FpE5~kQ`32S(_hl9avVtck3pU48pE|CMi%t z>2~D8Ont&|y++gIpBep3W%PkfB3k|GwLm(O%O2S8FD#^sK7$W4{e=a)xSU@{QTWG> zx~V1M6}sv#K9+mgvJ=3W@CliohHp=VIM+fHJUGg&MK?Z0((T!i*buAI1i6gCk0=_f zud7oWfojT3xu+5OYl7`h1@WRll`;j?(Vy?8bl+*B2dNm9m?k3K+%omM*IJN~-Mz2r zQ;Z|)T~0XQ&(u?j08gzmluGd*1dK&+w@_1ot{Wu#Wpo6^A6#_I4y8EKeG2VLLIbEb zTI*{&xKcIB?>t-I(6@e)vLkG}!x^)KWUNWDWHfBSd`H%mD^M`b#$40ScR1qyJe{)S z{X*YeEaSrAWXTPVkdIKm@bh;A^knwhw7*eaME@_!d*SxMqR7wXSNMUtZEz?A(X)Mj z>TO5;E+UZ4{91*lskr4Ac7}Q%e|Dc9EO4S|h1Ij|rc%QDb2EJ!9Um`Qphi}X2HG_7 zqHD;GHN}=(Q10ekIGn$57_d*nJ$(YkDHbxmo+baAkB1#FKwJh|^Dg6R&+Zhu$@$Yg zO(RWq8hI#8xHBTiZ$1!Fv)5kP;HL>=32rh<#Z?*v2nPVH*{R&*bPgd$qQBLyv&Z{0 zk&Q0b`)qS+Qjqoou1%0}(Z-8MP+gyO$M4px0yowPq~9PS#{Vr4Ku>~zRJZcj{@fBv zowH3uo3XxB$p)Q38%U@_c8!-vFPF$XTJC#E~5Hk_N!e>?)0fS{N;NSGdi^9RjyoRok96;RHkh z^FQ(@3@`$r?iPq{>g2tagE&U7t*0ZV1ao$~NWnIm979-4oVFA`g3ZH?ZvTE_&6j@*C|CNt)8 zkzd$eEp8u%dqiH^p!^WkFW0Nw)c33arHM886Q(~umU#$TOt4L zl-$yqX!VF11r4IKi${XvTODPs zHhIl!E6dTm=t2Tm-ylu@P>uz!50;yk((qe!I`r#5Z#LePS+U6lhoBg4w-SeSwdgl_ z^FmF$PhQ8&pgxfOn2lzyH^@jB7-pg>v_TTkbM$B?rlZfenT{M%T0Wtkh2GIMjXn+L132-8I$KN<^T`@dpQ zc$!ukmlBmJjXyqrNnds2*!VZ0syqN_J0fmDI+LeqjHsy<8=l#i zCD2QAPHuPElcYeon1 z`&Q?zhz>~obNy!)Q_p|-UxS8Mkz3B{-T#$vF86|Bs^@W9^H~Vu^DhB1GToLQKV3ft zpYNKAlr{IU<6m`Jndpj=RMiyjw1uiVmOJ2} zx6)?@=#T@K{#3YE=Jha54=1?y3yt0CLy=2uDIfP$@{3nVnULB$+91O?!*B#4+;I0E z$DENSO8_zEtNtPe(bKX+!4chF4^)bWfDTI$`_TO-&~H43mn5eL77u3c3a^TmIiF*S z9Sg>nzB6gVG@5<5F6cxXo2&D)L}O%kJjKz>QR&|8tn1h5d%9VUN$?ncs+PLwp*KT% z{IC5preRWV1)q<^P@-TS>1)0_hXZhZ{gL=OUr>2Af6*v)tV#>N)LL)g+|mZuiOcZ# zV-9(6BtT;JCjWUu?t&6d^N3&R6cC~S^1UJ*Qr^jwruw+^Uc>!FMg9jlQu6oHUCB8?Lvdgmn054ztd-tL@dki=Ydf#2Dvb9gSxfu zP;Aylcaukh*OHuS>}-Njfigkik+W4(br-Y#Y1+s_kJ)gRaVrd4cWqyZha*e8G#Y{S zObzxlXGUxk{}sTP#S1l%o&|Tkg|-f?4{;lbh%2Ac$5L7AD7}4xN}E@R))b^N9pQO* zd*gCqP*CRy0VcIBNP%$Iyf%;xvL+yCoa{N|I<-sCd@%>lpJWYB8jpvn zg<_G~&(!=Vul|HJ1gLoxKxq<&LuuA(HJAX*MSXJl0Rm+ACL7JW6z*+?X*=w+X|@CX z^*3AK!IAe+2%z>&SF99<9Uy8Pa~s%{y3Ckrn4IaD`eSPS1ZN$H1BGlhh3LpJU-RoDjLGst$i| z_d&;hpid9>@CR)LFKBIYy>29Bo|eAlYC_6k8r}S(+jMDh<}H}4iRyFa229CVE?faE!BrQC@AQ= z=PK?+rN;=13A@wi!6ur?p;(DTaaKcN+H;BEq^Tum!}yG&pTn@9bA#69Rx8e0;^5== zEezIQMtUy{j4O(AlqpX~f(y{UK|GXy^Q@WKvKeZ4MTqoK{Rj6(8p3vFx=mnUgA`yD z4|8KUxKXB8*3!u=K|sGIh1&oqYF}N%e$_?oYIc0~Virwj1n&5Syg$y@q?xb&I5@>W^+ouw=lOHE*|Z0BX`rOqO)ed+>FruP7h2 z$a2R@#eu$h?-@S!V@8IqG7(K+)NX~NyiDP=*HdeC4i@w`JEi*on$-QPq^r?VhP>Bf zC>j_ZKmGtrnovHp(r~f7m5d;_k9LekN?Z=g$!_Qrw_m>&W1Y_KCZ->A0csz}+=%|J1@hRYtKh|PY zIon7vUGVab)GTLMTQVnw=ZoTVsC#GVQpV z(MUs{Epk0t{pZWw^ar4()JE>;BP=3nt&nU#nN@SDzNO8nQtg3?tqB^40k5!K%}r`W zk8_RnM6Hcx!s)kj8c^FmNo^q*t_oy3MT<__xC5|%Regc>-DB!J`W=0mNV?vR;YPq*Asky__BJ4bP)NwiNWA4&t6U6yyf4z`gN?FB`J;} zEHhN?)&33J=CB6>H?cR|TLbD|8K=tPE0m&#py+=|YF`Gz3Sf*;!h`5O!q8L;1t`6qTDQn?6|0 zC!3_GlR5+sDT;knY8P+nX<6>{;BI@LKi4i4)jn?V!LDw_Dr!H3WSz1~w-XQ%f`jY9 zgA07sBgBvLu23&OpTEaHRzJhUBm;?G;-{P=EFIM={woM*qo9=Re>tY2auRO@y={q; z!5|G@!xp*9!oJm59keewaoZ}H(<&jy`9-KpSDdiEhbd)apxx% zmH+%NZ1TfN;E^z4Q z<*xNgtNMeT4 zxp#|Pm&Cl*PX*;vxcX_U*WJ56MQUX`z#oHIvyjj;Qw9{9=Z0bx~JK*PMLLR>cMkSI)ApSep3BB`^=YGD{M4 zYq=`bC3bB#M(eNny1iP$21eQ&08!SRRLOKr3EO|Yq#P;n{{ zGV&Q7P<>(jeq|io$(^wIne55e^)Jag3$q_i7!Yom=R9Q1!uJmkKLH~tK*hZv+(`$tTe@kJU#tGeoV@tn6->h(HVf zwE|`_zMt1ndNRqR%Ts>#xQd;A@xU^?hwpGf%ttW2GA(rWJ9~HA(+{u%km2GCybQbT zJIumH#_I^eRH7$0-N6EtnY7y0qStO!)e6%3Lep6JIY+W9_5;dCU2We!e0URQ!{w(N zI`J0bdKN06xz%;Nb-%MEn&`rmj(V-cwSDR&bx0Qmn80WZp*#`NUIHDP1JpARlF=Om zo2oKt1LncgCQ>HCXUfDDFi&6qV5aLfb)xOrsd0~;0h!FIKZx#CR*Qmi^l88>xG9nl`QC_BbIb>q#-hUqt{lKT1>8>%S0H@hNSYg*dm8_$`Q&Hw4VqfBu% ziO5lif9(iicp&Lb0)aeYiUDTR$xMx1HPl{%ed}M+aPLSG5zS2NEDSq(1aveyz4_`S z$s7rd%(DMaly4(MC2Z~+#d-$F@;`|BV9LoBH&-m_+uz9lO;IpM1^d^&J2?5)>e%>_ zaKlBl`b9f14{H1R;U;7y())88^t5Dvv$*+n92QZV5YmBkTsdQqzuQYJV1h{{wZ@UL zmGld%|CbId+d;dC=)M#K>&Tn&7#i4U@p?BP?Nm-L6U!aw88eO+mWq+;GKHDD_a$Oa2!62~1p z4TrShC=3HVSTkMaRC$gH+0e%&gJx}CvLkpr^52qn!jv&O8{juIU*`S?aDRx=l&?IQ zeRt;6mvxo~@`n_wrgu*9J5j7O?w3w+DG#J%Z6h0_4S$C#2W|^cAzlW zelB~aKrO}@pUmyn53lQT6UEU z%}D7~u|IW{N*NfJ{1`nTUKUuIbvEmB^Xpri+g1=JQ|%6T>Em#)&O=nwNBH1gVCq?* zexT$%NlDhb4)ymoFjnKnq7Z93y!7zbF9fjb#mu`AhAX^xq|E@u-hwp1F8Tkb*`wHl zeD;KynDK&FnNqod1Chf7udozW8Sri_v$4TvCUFUyHmo1>WokT+G@ z>LllfBG1AV9F5g<#~-|NKJ~l1IR~bEJ#QB#yv#{dS#MFs$9rmURa^>mn5We&gom&B zeS~aYDLLZ!A5f>pz%jcMsZ8Vm z23%k#D^g}9&^MF1E5;+rfY@7&j@qqM>t0?T?yn^6n^ja>Qu4;~yEBUm5S4NjDgUs( zHM|xgQf%H6hKdz|{0x{4&pP)dl^EM z9+5s3f>H;2{K`nDT**a6GFSAt=BCo%6|P6)z4?b$71Ccw4XaZJ{Nv7 zjc+;{uQT=VyzqRv@nve(qfY17vg?&YN8$F7KJGsNAG~5D=P@Kv-@gAo2PQ2QRn+gM z79&W-k75T5YJ7Rq@wKQg@B;W25HNNUeBVs-I%eKgx;%z&Jjz18yI#7>&;R%^b8HD}XO845a+)N+=O8?nrOGT8mXl~N|nV+|_LjE{FK8n&9QjMK7LMJ&}v z8+;fX^R}RLoCwo%X2b#RWuA|ThZjaHMo*8RZqF|W^ya>QjQrD^!>jr5;U2Z`C*Nq@ zI-Z5?ix%_X?bUsd=F5x&tb{>{fOdRGjEk@tg);3}?i+?_;7eYtYR}s#@b(*Uu2Hb> zXsls)Mzi>~hidyTIr&?%74e)o)qZ$PHy`c-yC_R7;(S_QXbZ0hGVNYJ zxjgv^eeBL@N=@BUj8|K6Q;56bR{ zUCsk50p|xh&uIjMX}^QxQ!H6z184OEKH3k5>&FMNf9eeyrx= z+DF_yjN^JC^ai^NIi_&uuq`=>YnPSiDCh_k3mK$Dmr-vt>*(lc_f*FC*9SlYwK<|T zTD*nT(hlFIP%Dfc!ubNEo;ZQeG#fTFHq0oyjUIPb55h6 z?v=mf%sIf1IX-1Az)(GI;gKZfHVBsn_K4~UEsvT>C?X&>x&P3<4Nx-P;9wtyhpM+0 zZp@CTBL}6-rl)q<5g|>`;8xdeC@uMjW*TMf9;@t*WAziY;Bqm=yOne+_|e>9NE|DZL z$qrpQ_0M#k)?41bU&sde-}#-^KbmqHKBPWl^DkW<&;zCd6CKDcAP9zLUvfKv4h9dj9mY>ge@a1a;d&pY7m}e1&=pGH%crFZeMIh1wWE45)A|#(mvL(y%^kg2>A9on zvwd#MM)OSb>^5kI)F(Vw29tF9@d(3>pS5ADgr)IY47KGcoSegHlD^2pAtBWffinm!bk=l=!;YG@lrNbV)Hxo?XeC zODEjZq5@!0lKt63y7WOyA|h^BJLiR(CxdpRgxF;S!yD(L#%I)_&XrzL@_tS5UnQbf zv#vf>1!!||88Vgmv_~z2z3A6^hBmp%lr0*;$Q*-36AkfWlgOHlsMf%q4+9tm+J@Uc>G0(TRbpq60xe3G_TwYmBXAZk9G^kcfLs zJIr-RpA%;X++I)$&M=8wd4-*B>3uRA<>v3Jsd+QrIf+Gwu)`nUT_4O{_|PVzqsQoN zei<awqS& ze+C5U$FFBJZ{1}qC#Ned&40?hiXJONUanS@mEhGKwGz6I*ki%$KXEYO=7yp(G7QOz znLR~H{S`Om$ zrW@-%Yg-cTNkElo*M7u^ih0=0e2vYkx-?r1d8rIhQE!AS2n}83yIV_H8rrICO7YJq z!VL)*wnpl9+8yd`3mXGw*$y*zZZ*h^as*I#LirOrK}RE!slNNSoLfN#7ZFRP-0D%P&VWZ9bZj&Nn#))6Ew&f-Kbc4kIx?zPU}z z_Q1LkENwnhZL@8@rAXyp@EN9v9iHNHL zbtEv(->L8)HQ5C_&DY^e9r8>mkJ=qQkb$IRh&83gXXmv}a+YO08K9oFm*q8YoWL?% zSbysUzou~z$i$Tk!zndvXS#?sI{xpA1U)*offfD`=9d%7{D$fdYMgV;&W-6SGKGoTmZ8JO)Kn(g?7 zD!qCm4s9;=y`<02>^B!gp8dTtX>=9OBvE5rbKrf@D%AFFh<~!qyXX$1E(^tJh>drH z*2V14c)hZl-J)_m22ZX+{!I4TFO*Mg@Fq_VpuVpZYc1}0pUBQx z?ulhW(@lkkQ*7u((m!HAjHKbprdhQdMMbiKY%G=wxw!&*UIQq(ID`fQ?P<*!8mn8I zm$R{4yY1hOZg{L+b2}hCI022&+W8y*2pW{sRj=Z7HCb-R^xA%vvntc25h9b$_Y*kB z!IS(dgXv(6%gs=6v~;ky3MoV+L2c|eG^aG|fe+f>*AhSz{*L2%elGP-ZZ3TG#q8NZ zhxs{A^VcGkcsdX*G13Y1L&rHy4`-zBiXY(*eR$_HyBCdo(}><_kI!4rRNA{(4b$A(GJ?7 zP+V~09~fhCx=ufaS9rRR5iA=WpZ}+1c*YI(dfbkNxtT|^9idJ0337jPvwdBe6+1f& z{0{&QT|ua61o8|0aBT6s^gQ^?o)jEcaQTNHMEhB(ml?IlrpfK($k`rmBeZWR*jrcL zofzT~yqNYXHPfJL`4EVz+g77g=c3Zy43eMec`mvd`>?Od7UakJ9zCZxx@3GW;B6io z&4q)odx~-vZgeKHKRUvJ2DZrEhH<*2 z=GgRqKv9gM@_uN&H!8Q@nF^SHRNu^u9{x3st{KA5`jXjWLpyiycAQ|f*w({2Vak@C zi}|d$)lhS47~WWKJ#p!$-gZM>Jw=2{m-dp!3VZ7P%5Iv*MHzJ6n@n{%ofL%48I_6L zH4UXRe}C(gI^Q9u?p1l5pUJb6YKEJu)?vn<4osEY%=rFa-sv^&7#>JNcc_IxJa%UU zE{aS(SV_(cdujyqie&Jt4T?mhr`hq%w*~ODQ2EC!Zkr2Gj5*&rw)7eX*`<%ju`}eT zaASkol8B>?c}eN!%=Cug&a=(0Xw_rsD9IQzrF(}sC8WD^ z2x+9dyI}~4p&RM$VK`qOpZEQ}*E!eu2ZmwI-fQo@)_s2#IeUs1aOM#WK%9UIC`mWa zB3(-&A|m>3j_4*Ye^K0E8Ik`XSz<-s^kY)|lnK2i8NqoF{SW^6@SHe!%eTD6Ac|QC zhk|SnL(BF(r<$ILbIeVLQ~mqU9@PA#IC!ZgRc51s$FNq`C)txVQtF>Zyc!OinAk*) zI=->0#kx7cd4#{uful{ws_6fIwbNITvK$7@2>HrD@keLp%$+T*ec2Yfz2^S<*zhv~ z%Nga}=qB56;TLNvE7&}joHrasCSbf2hg;BhY7Tk~_M&6@K|=kRE~0 zMbi9`UAQPCdJCNrf|X@8=}j{o^dK@lT|`$x-MY*1fRb?+8!nPBws+647!k|sPd+D> zt5SBH%SB6e0xV*lQOvXdUKgutj!aX3zSAHAzTEPbdAwa9GwT_6D^9c6-J;9(L^-XY zf3fMyn{z%u4!-ye7v$Tru+3Cuw$VKUG`d>yF2CK59u=qj6qJ63-(z!a%-g(n^Dt{s zJ!dJ1bNKUmrNb}FTXSoX1NT_-&h^3)zEzQph-h%7z>08Ga^N2~IHxjFWz1~35}Ht@~Cv5eaj zG{gQ#Y@R2ifQb??m|KAxFdk{{)kj9k*>Dcjy8BD{`yURHWV?Tv~mPS5h{9eK$JGUYNY zKCQIPx2^)B?@a5lA>b-9C^HmjA=neT9xwOezkAogqQb!Mx6p10>D)VIDI}V=9WQS)N2MQM6J1B(x>pf*9znv@FCI^z_qPJuPfd3 zaml=g#&%?r(c$l1ud?0D*dEmXv?>|*sM9&Ee&V`s5As);_vbuX46g3ZNIU4%ZhJ=E zuRFfn3@zSi)uOvmhgKQ8Q`w%ZX(o;W<^zASOu_9>^0W&-I!RP%01?OMd5f3O%%4-V z3NpX+*#26ZT=)8}VWr_Reu@l#6dx6YT2=K}j}2?vvI&6qpBNcHim3Jd!2p~BvHpNG zqbzykqQJY-r(?aEM5HOV-W~k(J<@IQ&qauhE<@VBUqT!qj>q`g+B~~e>ADWtC$5N{ z@|bVnz}j96p>Ct9k6gJ=$*c?PyQ0P_-fm~i&Q&~N}mEh zZ!dns#}vSc)U67{f_s^ITq;MbkkJ1T zSL7^*0>TC%z^e09&94FD+Pun~@L1)90%kSd+;HXUZUEU`goxaCC$%|o|M+a@HeG@5 z4Q8HfNRq%@Z*R3fL{W&2GDs(}(do|ka^X(r!u)iW<7!$}_fNaznL`NkU1Em7cj@M@ zyYPFud-KrYAk(kIJEo&^E`QTxWwml8?~VG@yHBZEfVSPBhQk=|Pt$-`!M1mz>W||V zBfAquYit~_u4`ho)I{iGu27yLWVrr9IE#(xq9>^c64aXSQhI8&2(e$uY*oG-oAy(f zWsq31(pRwKIaqw!1Shglh}h+81|?_@4IO=2JFezKb5TCPGy7tzsY@#C<(4Otz!rlC z=%hKHf`;Rzo!3cd_sZpepd78}yJ<6K^TT!0?7rY7|K4AfCclFlasM2sf*u{qT=L}1Ul@t^Rf3irtiUXOPNp4u(!;?t&}wVH=Aooz8Fsgp z;{Ow%dgLmXs3c3F1363MAo@S4o)5640!_u2^w5??1KgP=Cf5_8iz=STrL98;=3u~w zbN*#?L^8)AsA1u^{7fyF4?vo7O(E5*Ox>rF~V$h?kzh4#krHrDfkzgIg$W zurj-M7)`T=eo^F$PnDqZPI7?-tE(QHX_M-kPTv3nkg= z*lZ4F#M=`n^bXrF_62ixy<8@h1p7!;C2N-NZeeRY zL>|R93F%=#m}0OCv>?p4=2(y*_~WYLzI+atw6MVmf8RNYsifyLI@E#b7q5S@c_%B2 zYDPRfb==DaXh)-|+}(dPV1cl@L~-vez21xDPvPMx{5L>#BpqTwpk+*;bU_R{;e&Q}c1ImWQ>Fm0LdY8nIeivQJ59g~*gEK?zT{Bf1;LZ}CZpOK%W2 z?nilLMRy$Z?S@Q~M*#z{IyzC#pXzM(d&*x%71~>GIhji0$PP-Mp`29b3lBg5rLDS! zgpfIrRxag*WWB#hnQXIz;R{i0K<+n#6OjB2VzIqi8{ysSpx&O0LoU=xrdPM>*f1g9 z`vqD`c!$c;aBQ0Y?&{!~XVc1BvRc$^DR>kDH7zKu&ztF2zll_qDW_c3C3QjmB9!KG z7}IV)t#SS~KI>7Z?;o##DJ_m+Vf#!;MDoNvb&l6H_oZO)#kmMwet_C?m3z{HP`yEw&kgC!~~?G;R)bI zE&!yL$y~0>cRX9%U*gn08{bxC#(3K-2i#@Hy9KCd8+eAQVRe)NZ;x|)CNH*TjS0m~ zMY${3+p=1d`I~K&^CE^>Go3eHzqw7Zh(1e6bou8$3`NFf? z!DOW(PK5}R1)+j~nS9IeISZ{r@&DM<>a_DZ$1n!4S4}^818S)HvO3vp`H(wayuq&8 z7sK&}O$|ONpl?c+*AmN`qFRoO#vLf)%ADuq36<<>i{AmDS69>_(4I{u8o8ZUe8M%n zddHHu5MS>RG%v{dw&X=+=Iz{f)B{CTVIM;^0Y-mBp`~uT%&LI5i6>I<62%MO0~2Cv zAMyHozqpNUgo<=R5Y_puE~*cD^w|0|^NA^4KylCBu4fys z#N6j+v&MqP{lzW&7$*m8o;9iaxAekf z!F`1kzb7vF`(J7tw#>d}8K?G-QW?;Uz4du#m1FKwBxy5EWUX9|Q16cWwfrg1^VRa7 z6~!>p`k!_8luiD!pyA$^|D=-t*aIbg1uK&sd=R&Rl@{TiReu0D0>1(Id&^lHI#o1c zhMpW97RIH;K*4@ZpAm;KB-48$N4#Z?+qcDdY)hkY4zf}Ww>{ta7!i899DZuACeeMk z?NC` zMEsvGZZeD7vPxBI!5-3qb#Q0oW3Ix|uUtK+vk!38gw4iZlyr)U*tQ0gboSwWafMNw z{zhz9r{j-(>OF&a>}b)~+ysBqJT04d4ebVltNKAz)Z9Be#{j1ArF>mwMtj(sjg7P2 z)q}Z)ZB?J{8I{Q6(mjbHnWbUs3yJ4TtT;_;rf?>?KMII0vPz7OnxXU$6wjm)rg)U0 z5(GeQQU0^U|Fafk^tRtq`CUb^G z(T9;MyvGiUq@06AbiuL6h4gg8H?-kANqdFA-0jY!-U$HE6F=GreK%KQv<5izn|(d| zB%}rVHl;ii5KmI3zx$druPdvTF7{N)ZK%w*-(#m=Fjx392rZS*(IivQ{Ua#6t2RsY zc%2{eSpr|Ug7Ot_v&NyK9gXnS^g|I7Q9q8)0M(ctC)dtSy}P$|foX17!qEb#7Sx$&L!B#0UZ zIGA@DO5GH6*brse0fM9OO>3YI&bF{>XO!!V>sg}f04>E&>Qtsw#4y76Y%u~5r%?S0 z?d!L^CVB_%T}vw)CSjb823@KGN9_rA6H(t#hgjp#e`YS!+pYj8Lw(X$>g@qha+5X4 zfH3Km2jEh+{|Gh$ypPh|J}OxV`}5PT%0;pNbU~PTPQ#xX zuvF;5@fMa!P(;wb?E-&y+dAUtmB)x`@fY)x)y|ygi4(~Xsya;Vdv$^-I#PhmGFbt> zZTU|zQcMN1W&Knif$%jCM!&U(8{ZE2dWD}%ryF_D(dU4f&%b#8LvJWy5EiK)y5xZO zR^@i6Nm@~IW>jFg=%MMXpW1_8G66>P+~ZKStowLna!87SniSzjjKi2YUOY<^7LFfb zY_WxfZ!4CkOH|J@d@0N&Bl-2;@NSyYlm6ZKZa7*~rd}bfJI#)^PtlpP7xh>0ps~%p z@1U=7;DO>K08397Ap5cD6BnvnXd_28zG%m-VCBT=W-p`OR`?9FI(I0!1x?>6*$De( z9_hQbcNu>+4VhLne&U(=PO5VGPq|DkB08evW*=FGDngK~e{umZo=D}(a{yAjA3`9{ zi(qE$Vojy|!i+wW|G3Ew(9t(lU7!$`6-%Jgs&;i*oi$?B?6vfG<(r&Rxiy?rAPpHJ&6ZjIqGESd?Jntfp*sA(cI=^X2h(`S-S-(cDn4C6KRQ{Wqgl#o}Kl zo&GmWNp)iULJ?i$$<@jmDE@N4L>}kr$Q&_%c3@_Dk-$fIBaVOnUWvtUH@WY#^mk9I zp$Mb>Sfm^PM>ISG)<0&a6{@EyMAp?^0u<8zO1*<$i!9P;(WJ1*q`lG%(Sh?Z;6!Q zS=m!~gqDw$9l8~6O6{$<&&x%o5{$aHqmtw8zCqJtqj3qGRgB%tILHpWrm{dorZmt79N7a|nFm4^Lg8nqaIWJhqA`&=BL;p$?k zHJ>s$+Z=>sHYT@++M#L*fjzjG!&nhiAERZU|4vE@- zo2WWt?6^$m!LyOUL<-xfAA&5id`IE-a{=;pqK62}!$%?aA_;IE@5&rkrS6WtogO)# z0b1PPmln5E!0>M{zwo-Jnvr;stYMN6*xEt(jQ}CnPO;t!iYIq+a$+aAW(#XlQ#!Qkb;eCVC51itoz{x&uek)-!N2e$pdG-mX)4_@1a%XVnJkI5 zzwn-_I={r6x6Kps&>MU*Uxl}Up-1>=8DV)JZ#*F?cykb)Kv#4zOhDh-?(|rZj^*ut zxZJVqjve-RPe)zNFyLW^E9nE+r225JOk=L+mPf5_KOP0I%Nf?st3+)7EMenpC^rN| zkyn$ltmZpF18nFKF$yFf!BpJtA&m z!9wm`@85fU@x0FYuYrNd{3*K8E03x{@H`G@OnSO-&v6U=tW2JK3sQ}FkA|7tw{yzd zG~5oFmyA9gf*8a38w}Z*m$wh>w9u05yrS1%_+C9~*tkfFg*FCX3c@3_>7T@mp5N|1 zb2?yLhEz99P#L31IQD{!MZEBd@-kKu4VW z3nhwY$iJ#edu;(Al>G#gfnf7;fRKP0X$uB2w&+d!TK{0F2Tyo9tlxra;wk~4be)^} zfWnQKbt`+msTUW`_WArE-2icLZ~%=#0O{K4Gz1u*DfRxd-;ZVfI)u-~%XGJM`Dyd7 zL0T)lw9Qq5)&6GS65_DdtIL7%Gt;qW+Hzx1U^Rr?sJyj= zAtj<%epw+*za{LmcHU-NXhBL!ns;J9oI+L=2bntduUF-idsJe}2KxM7V3zH}idpd) zS_zP?1a@M^-<^0W4H`}en=Xo*p>5xM`j->q6}jSDrDc(Ek?A@nIqH6@F^9LV_~sfz zFv1<@uxkK}%>*rL>05s_$I5A!FfO)Fe8`&Kb2HSG=+{2mpY=N_Taaj81D8`!pyQ=) z&z7dcb=OTp+7kKQy|irT;IWeA;yRQ@ zDQLBr8`F(bj@{6*Hz`iWI9_(doA>ugz&rka=DWA2kguNvYDXT zy|EKGImv8qrI4Cen}yfixw`!#y%{Qc+wXAbSPHr6dwt5=`9?!KW-}?%WkMbO5Asx4 zp9vAQ*`j*bVM3X7us2sNYU$XVA6Pa`=o7)zTkgWvxTH;6u|uYp@(n(Lk_2Parraaf zcm=rqFQT78_Jj0(YI)(ZW~_1Mh@QaEN3`g8j~5FO=e-CwGl~)u=(6=O^5D=;>fWM0 z6D{3zaORGzVXUUrpXFoy-y6%H2Z-HZu2ji{?FvJPJ@2T;1*WUF-=)355L5guSMzK5}4VLe;Z5aT`g5mGrE=tKPWdG zB#MvfO+K#fq{}#K%-cufIu=ft!!lcwE-hJnp(KO;pibcES1fBqikr%ES41b?>?#IT z;dgN*_5@!?TP27UXNq%(7M(r-G)V&|!|W^N1E=AdVOCCNL*ItnJ?PCiO%7&YnA>Mh$OsE5fGyzNz_)M+}D!|EcsLF z=22#!niFU)Wc)nmy^l6T**1Q~S*4GsiK)336O`omGk7mw82e47wCFXc3r3@yLLX_Z z?cDO7=jJ(FXR#$Hv}xLYb_DQ8TTNYCY1y>lPOXX!#ub|H{Q{UOF8BOu=F=mJ=Lf~_ zV2-P9B23i%wcyS`^`t*fHUL+n90ShNGB9+bcG_BEswE@bI!2;$Y zs^WWuk9#5ydo7fhfbGrqcY6bTKjlr+K`Ac^UmEiRNtFk(MH-rKuE?q&e&G2A>$7r} zm|=Y)@dm47#3C!D*7Ftht5>J>wAl$)OFLd{uNx>BaeWB#z4}ZIZ!>h8{mYY5Nd5%n~r)W6#wZCZEj!QO^s^gh=QU2dZ2@G|%qNsWprcvEmIM*sHs z^$5kOQ-9Ms=?|(#TAmGAt&;6Q!{yI5pM&drDY59+E&sdgVq?apPw!Ct7~}7~=EoE( zEQsn%u$uGtek@Bys*dTI&cn++)G;jhk9WnFSPkoLcasnfQpgEcQa0*K7~1O|T(@?U zLGfWCj+^5w@V)6#%R~=?!}*Skjf3aHF`*uMTcNwRU+=Epd=n}S-{X0yZ}9z`J(RhX zywQh={7D245e(_NzA<%^d2DtiH9Zdn88bIs zdQX+z86Q6PR(cWgbds`0cD;TwIvvlm?CPMg@VV2yjbXz zbp6oK#)}0G-KGm_6ganDrT$Z%@aI}HZRS;DkQF?0d}$GE4{_V4l~uMQj8yrgbnPxl z1rwKf`te#D_H65=u)wyj*R{!zH~@u80ZW{&(Iym&D07@HB#;q#hgn+QRd+DWzLymV zj5t10Tu@wFU3j*5CzAR8?vzZJdqlhqH}2y`FV2N;)B6nFpR=})ug(@dssfe{x@^Dr zA#sBE=v%*h^r#OpYI@;Y55ZZ3zY`_>h^gV3zatNwLbviO)S4ihh@^Pqo8#-MCz|Ce z8=Ov0n|B>&LX=2XRB3&Wq;0uTPqUdPCn6mR0AC<~BO>HOMAR3wb(v{0A_96f_z&xC zG5}1e?7WTo2|z<7X$jk=s5ROu!DE$vle-}j@*iZ$yZ2a^*j#H{7%Xxwv%K01p{EOM zdr7(62+a3@s{s$6&B3^!*7WOKm}1hlVs4+hj>UyyrA9A?3PWtURof!#7K_SUxtY#s zSRCL$yn3JQ$7(!yV)3R((WFR4rAWbLxuimtrARmXV|Q~+28Zzw@Uac%Q~7`!S*zWR zrY;ut;~DHA$LZFC-YyW;^{QBi-gjL4sZFR?kS{u}uZgR0U?AWao%(1-=by7<@-8Wh zC8tpIMtFcN(%XB-LR1F^zh-(9+^ge1Go$Nk^R-o*`xD&e74b&DYtO^68_#%NDN|yz z19I3iO*E7$k;;mT-Fra@@7cGxCK-Y)rbom!2*ZiB(HdaAhq0o;iJzk>{Qe~xe$NKv zAD+MY=i){^?#*5a^WehYhz>pUv2Sa-P?nsHQ66!67j9{wrY%P^wVxZ$BLbsKRk0cA137OB%G;$g1EE$CqPdQH_h$kiP7X@e#g;}i88=Rwv>ro@f=&W8e`OR$<0nUcs| zu|p!n!vtQD`>R&tO-0R}I&I+(vrH{$)v4TfB#<;iyiPIPU?OrfPyXK6!*oIbyFN1E z>btDzr>?jmT@adz{Ym8FEqqsp$TLBEbKCV@PN3cM@y8s~=_cp5rmJGTgOeGuZk+4o z<^G@re2fOigh&7Bbw#Vdu-@5!mDexz zF`xY;2R9_GS2dHuzG`@Vh`jyF?vy~26MT(PNp&%kcyn_D%<2%qL@)aQlp9Bl zsmPd3$I^k3HRdZoabkpOxsLbM$F{8o6U3Ff_sdTVBn}F|y*}md z`bl`Mt|hH+oxLh7>a%|~HpDg&zg$pBP>xqs9v-sM@w~g(1tv(q-H(5Avr4THCkpRB z+Ao;!F}5=pk7OzwM8$JPeW`8xWvw^r{(zQFZg-jr^Qj>*yV>@v!18q9%9-Yx>an*< zufVq}zXmf|yZbsW46J~{GH_xpaTg?Xhm4?TwK)*s*5*nt^P(Zk$@7JCw^|qXmdN(D zzOb80$##hQ%jMg_%J}+TdWKfeVb_{AW>BmeM3FYkqd{hF#hs~4cRPe+)2-R@B z9$@=$CJX<0>#xTEfJND}rnAlG|F|rpzr&c=J9=#%@Pu8f*RezSRUGRz8@cW6?a^>3 zNO)})fjJ-O5zOx}QaFr@6>=roeI868nb;B4K!vzD`Q_~fQA_of{jQ6YeuG`Rw{HpH zH3NZp>3!V1^!VX8iB%<_^%Dwt|0-dOG5SR4O8L6bH13K4$QQDVU9lM?dpms=Z8}(u z2ws7;Y!>%UCV`|Vh2w{m&mq5Y1=3$N>sEVA@@}9~3%aqvch!AXYE4h*_)Q2()$qyh&Acb2CG_?tUyX=; zJ{IKAX?Ue}s6+NZa?ib;uAdpT4MQ*71{5$S8QoF3zfy;QT65grSmmrhs*EacNuyg{ z?5!kEHu?s+E*(uH1gTlUkf`IAMs2o4#?@!?y?$9v4!Q0*{~j0R>Ix;GpZuxGdjppT zhG3C1@@{m9`=oTD)~pM?rsRIAmm3G#x*t!`ExnfD3ecS!rb!|MSvu|525X_5-{8*c zoH@5>;@HccjEsh^6E|`cr%BgLze%Q>{DP@rRY3@aM1G(B3KPold7hw(Bf!mI^6Pi^ zF@%iX*@lLYDH>N;3TQzzIa#!s==2s8jF=cQs$GT&ayZcLTmSr~lAFG^#&N=_HrFO4 zlQd@A^K}1vIelbc@prj4-d$2po~TiLYBa8}QN={n>goNtCePUt!);$)`n2Y@iy(vE z&}o2Y!>{2pB{JIXTh)2!rW!+|eM1r(`8nUuF_!KYh#UUjxB;fK62M8vE$BXC`@Z;| zv6cBiCF>qnL66m&~R#NxG1(v)Tdj@y+8=)j>AWh zU->cYWs+^Dt}a9YG`Z zYfI1pUis5jx7e3?FRY;`T99n;p3Co}{q-0a1ajW{V)yih*?2UyNV56;{f;T;p&UeI z*mF+YAmjB_S->?<;4fB>c0($D#+tSh&he<~W&im%@|jG&dMT16?Bu_f>noYA=&s^! zUWCo%m;opKsXX@lsEc9DFs<8m31Um&QW>7rzKVL0lSI*CiShADJr$y2mbu>o?M=FJ zrlv4&_|w~z8(=lj1Ewx%FE7{-lyhij=Vv9E`j1=jAHk|y`&k@E@u|@wC6>l0`z-Dv z0PYR2nItfBq{nBX8h-<;CiRyPaN?7ZfsExw=wKFYjIYw7M&rTYNBM``bOSO&ysHz{ zPjHpX8+f9$CbEO1SM&fVZWI>wK$~c*Q$C=IlHZ@s;d-=~!fmONK#b8H^fO&uLls~X zXOzZ@Lh7h^fcm?W$=H4S;`wI?AkZK35UQn2ajPypHG$>av%$I&h3ft^&x}IuPOj}eY^WunxEHqOJ>b*A+#JwhuZHb8 z^3l8(7be}H5y+b*|sWb53bJ-xmwf@*gB`VJR8Dh!Rf3Vu=o?9P1Sqo)bQD+#cZ0M z9QJ~bF(SM`M!L3IY8M6rHj!0hHO5NEExwl>{i(Wz%z+zGWx|d;PhYhgk!zf`uhIt* zO=1~nl~jUm!kBGmaL#?wd1=@l?G+jqt$t6L=O-#19#`k*7?#x3#6sqiuYG+VReov+ zWeSa*albFAbml7&W!m3d^Yl3-c(cM_?i*gRLbUNnE7tVe?W+Yr*~0l+B+75^je9y$d?;#?fckfq+#1uAsjkOUL6)6I+xRbb${|Lev*RDktFy(eGR3L9r~z&Q{9c$fGAES1?xiqKxc zivOnVTu@YT0vSm`0G8Aahh+HtxJvL|!!0ktwD?HVcLVv1&BO zkEA}_SgZTA#pYPv*B5yUs+gimg#O=d=hkMSLnc->^&6CX({B~H01UmJIeJ&R72VA9 zz3Fid4UC!z@n@yOEP%Og_Rt&ejPn$q)?I0E&$Ph^pyRd=_}MDQ+eLI=DDoaPlN#Lkqa;sSr_jYr5rRZs*;IbTf~h$9-$# zg$z)*hM^Q~C%a_bq-DUv?^fb(veyfE#<)E8{p-OfgJNTnDaXlytFLPGrbuI~K?`&* zQ%&_$eqVAbaW#W7P`0*8){jphw7xmix|_EC<>d;CXQZOm4^U}}=b$y2U6kU?&`^_< ze2Ne<<)_bPn^KF1RM5Dc+Ieel-XU5HL;c-k3d%| z`Y!L*264gzoVx_;eqUCzxwGM9uNp9|Jx>#m@G2yN-u}qAK?MCAmQ(-k9NDaLDT%+? zjccar+w(Cny&hM}|4wB9m<tD0CJofPkyv9~P?oo2>kwP)T|P8<*G4;BrjrUJx2JK-mKgyEEX`GVidg$%!M&^} zv|1MnUb*yM5yvc^szumbjQZ;l!Pn3{io}uU8#iJcdE|bDu&FCAH-Pl*6;_qhVZ-D; zBdI<8j>ly-PCvim3d_kBuNgY6STLTaC77wVlt&9kY>v+;$7b>4Yzg4$f*nB$xN!l1QG1WKk((=Zt@6qDh71tLUU^2Rt_6HO=UMdo?HC(*HCR>zEy!Mpb@J zel_~Z#gTZS_Pe~1-t9mZx|LUYLxx+c`evmsQT*71U~_!n%D|@4Ra{lU2J8E$I%64z zdc(Yr+Vzu8*F+0-^OMC?rkTeJ1l{i~81D6Sn@4yPuNU?S*M;8u+cm$3EIBAmym1Ve zROxo222v&f)w4e^?d;s!XBs5oR+Rp%i$X<{`}Jq{3ZN0#*xsLI1;$w->$-0xNSN^0 zECv@yg^KK&UtKZ6P+nzgG%_XmJIbxNwbIIGPx|Y&yA*HpBL?a+_s9)#b1@7#;_%2* zIKFp&a$-Ttxa78Tx3R0+?|TTIXrBm>*qaw=uh4Z9lE2o2b})@xq}RWYyxis?a!M>$ zcHANyaAEuroKKZKZFPz0q9@x`Za-AY$WA?Sm(;cMGt6?}sx1hdgt%Vxr_+f;0 z*(t8tyZZ(>fuJ9Z(K5r>OOW=f)pPBB-3ovWGxVlaH$(bGR)f*et=4#TRhVJ~Jb8#7 z1ELzlK{=#x6XZ|a7$4ZGs!9(h6xBR0v+mlHv9ioz@N^WXt4fO(j^jKEOKthiRx4;sCdnpVfh7a~<10fJ zV?Eyi?yqr(jHe3E1WNZXaa0eRbt}<8C(qZ7bJQ=qc-jr3Le(*iD5?0gik>-zX5hKc zB~+;i>evMFy$t3>7PI++*PB$mb;<;16Da*s_;y{!$34eX_3L!Vq407?b8pzz!h`+K z)Z{RO{r7q)smyR#DX5In(g%@`X8Ej5b&>fBM!=%`{fz@GL%`Kxd*t@CpPG>sp<>*l zMHaKhbM(oYe?FTqcdE8GF$g*1-b8+R>ciAIK0IXik!PVL{rdUzGavsIE+S}r2o4oX z?^1)t#JbUHfA%G_(p#7&iY&k@PvrRSt!dZ%;wD+fm8RbQ0ai-J zosbyfPKO1VZrD-|4ziG{MGHR7me{`cv}f|@y-Zm(?X@5xhkwLE~__pjggh!-9E3b>J=i_D;pBw?)!ooW8sX9_VdQ#Eq>cR zu=h|V1NHgQG&Q4Y8CJyi;O2U$@ofp_2m!S#XMA8^11Hxdmm2h(&H67ITYt z;Hl|J2+Jn}h=txx=aof(MyYIYamGQ}UfU3-6Kt?B2Nr(H%rO(}~QlTELPhWQ@ zAs;8!O;&5iiAUQt%An|R?fNSnT_3JS^9z^d{dyX@-POdDZ6P|-AA-6u>n%bR>kV;5 z9r_K5q&h#c0<$fFIm1vT$EcxwTX>%jJ``^J2=9mE51-GqP+Ik`B_|NuPPdU&(C6%r{6|)xOV}!ZsJw0fP3cZ_HC(#p)H`>` ztPbsITc;G8)5RnI*~HCo2Pmmn{ZN4U=k#QYn8nT zvup%$Nb~!n2%7otMt-}Jo#K!mrsg+$UbB=xcH-u^*%44%f0%e*cY@P=o;;`&CIr&o z<#rT)qN$pASu&(sNODet3I1wt*(tH6`)slP9PfVIqhI8Z@tlRnwY?_3Nh7m2=$yUs zmq$~OkVYqQCbd5P$Z?CMhxnejyL5+0_yy-5fhdMnwnm_N!E61a6Qz2_10{KrplnV)Oh|I8+*RLRr7P}p z4@8Tcc>`%mK7#zr{lF>jH0emIYc)B=5K6K?X{_@Gu-M-)AOM22h;Gld3=FO0>OPFoKu-|YUSnUR{j-KKOChA-3YR+ zWt=y7$U*WI?|hVU8$Hc07Z>tfwqItFcFMd)VtyG|b?gBAQsOL&n+qM*8 ze3~FxJ=I}-?D4U%`c##}X9CEe++uyYhS3&%z_QJ;%Tz+{gTSF>5V@iTpo#gHvG9gN z!GpOG6z$sB3`K4mHS4A?%<@E|U2g(loS~=ROK;2o*}b-HrbMTM6|ecVV$mg9Z`C#g zgZg}nSNEu?alfy?(2h}lt21c}G4NQMksgd|*k%f&L>QMppljpdiAN#qhOPP`CbB-8 zmgL4aR}1pImIPp?(!a9I9+&RC4g)`y1}-Msd3VF@!Z`=hWPxez z4}R1pI%LbUT=$l65>}QG#SrWq-Fr;cGFiIhFJto%9m7d|mACIGIIQ%y^Wx<1`C+xBx>}yT>v3jsfJ*v&c+;>EjN+%TpaUY-S*QuRw z-r$=2LTlMRa#jbwAreLIS^42JR)0h)v~MW%zI`~;`YA9~h18Lm{Qp0opZj9)_B4jO zO-bx3yUXl-N<-YU-dqOXoSv4-m{3uia_GDi-KnZ3a~O+C)#u5(zg$6-sl(L#QDnI6 zR&BpA0*9e1eY=?6Wn?X3gC>-j>jD(eeuQ z#dW;9-6e`M)i~7@nCS<@(IhHp8D5ewyeF}8_?c)G;_46&g|Ns(`8hJV3yUaCFF$qf zf^>u@E`&s>=*8@xJy*C-akJTzVjdpa5<-EeDe(Jt^`F)_2BE!<08jJj$6)=}nPXyt z?V=)L17JZ?#C=S#hP=CYw(L8r?G1qeIqSggI{zNLbvk2fd1*Q3KW_8xf(MhKGcw7< zb{L8@sh*$s{qeN7I~ih88MduZZsW2e_6}a|?8LXb5RA(S{FXgvDIBHxcY zXGZUf3CXDf`IVD}_3GvYVg5eZKpoFha-Oo=*25OifZ1)Cq2U|v;mHT$6~M-7o*%Nt zM8Ufk+?;EN<`-IR_)}eWACWNVT)AEN2&UY{TmD@q8b|0t*SBSxwL4ADdcH`rY?kqU z>w;L|ZNgiH9AKWjU9TW8@dy~D(uu6&Md-^@2iMm;4bvriKv8?KGV@cX;ZguBigz}` zseXyZcj<(BL}+%j)4&OgF;nzIf8zFx!a##qVpvpE<6s~Vfrb+!YR$zsG>nJ-dXA(}x?wNig z&Fimt`SlWe4@;il4`*>>+PTy;s0lj+;HhF>iGFgWfcR;{V_hQ~E``IQ>aZ%y3w6&u zJLBLwZ$>F-F88PYaQVc;Rt3UDBCRG%SY^v+hc${kMRw&icF69Go9rV@iX!l9oNE+Sm5sfkWGa$*=Hj)MC$w2QMT(75NgHt2{TiJ(qDYae-gU zw>`Et$iGI;7a&%Fzn`=8>R?-=7>X+%aDRz+H_kCO06Exc*pa-MeaW$s-u=fA2GEJ_ zjo&Udba|Qvvtq!%k?5ozmi4eCHy0K8f<`X|+irhp7yhMu>WIndJ}dk=}G>PyI(?;16NzsR)YbqqyTI%L`Y_(T?77 zXy^L%H&)y^{@<7AS!@H>;ke4T7;o8xnt4gj5g>4&B$>+`e$B2vl-S31E3w!O9?gS6 z4{+4T8>&+A(QZES8zhYHcWkc@Th+m^$QC%1 z`;{|}+%+a4SbXP+8}L0PNHfh;R7}b7I5r6{<&Js|a})CPAxL61-q_gTz{flcdwyHC zEPOhEyK}m65;r;wgPR%xoc`xSVBpxZTZ=CTdvb5Rm2lHN2LVZG` zuU3yWWzHV39aR_WR^sQKwj@YH57WTpqpqD)cQ-z|c731h z0nQoh+79VR9DNE101I4JSZUtJ(PZaf{%h3HL9wb>kgn99S#`zi|2TYlEC0xG>ulv? zh7vy=V$iGpQMi8d2KjFXC$HdfnR1~jVaPmk-4Lu2r6pA_N8EC$zI+Pcha4@`xF%u? z9I=J5vEu`MyHTR3PGaVhDVu(`H4M^-8FRD&lU01UOuhofGc4iNVACLbIv)f09O zWg0#A6n*tXjVD95XC*;Rw$TmymT-G)+a&HY206@!^O1n1tau|lH3+me7J%Cqj1rgk%0TjV=h{O@ z%W$~+zQvcGBI~)(ZOIJSdDW1=1RV4&@#9w9u2y^|nlaUIAA=9-`Z*#x$X_?i5w)hO zcuIxQ)KCsgV|}AOM61eD6Ce?x2;2_-@%h`XR(Q{3Gh~+88Oy8J@VGuHQvKTQ^ZG)9 z9m{VO!#IiRlF6M3W%P>EwH@1ONT5R#UJvPsMUqtNY|0(XP!>Zc8c4+}=5CtS8 z6+uc$V$*^kAO;dj2^$bFkWK*!B?P2IKtu`YkdRL44bq(gN_TDG8yof9-?{g@_xb+2 z=XuW2v-VnZ%{AtjV~#oI81G98h_Uvq>8#t86pFoeiF+DvACdE(?aEsX zpEQFN3u~GHmbn9^=q@B!tslo$t0Bz!Amf3`{MdtQH;I3Zr9SgWokO)3)1T_-qj*Fk zuJt3Z4BsT`Rm#q6&vYMvOCMgkHEyvr6mo`cSDMx#z;O$=P4I?hZ9(E0gf><7PZskJ zQivwx+1uCbvMhR3Yc4g9wA9X&M(Hbdyn8P^^$vF^*YW1M&jqd@eojji=mh&f!<_~o z8KU1hd`eV-D0HViU?zWAelRrr-D`{bGO^uAmy6Berd$%QWm4+n#i`)twBoH?$)9tC z;vpm7o?E_oZgx3n5Xh3fQM+fd4%80v{3QO?utntU&GW^!Gb_YB-j|z^&_8MHJ-F7_ zZY7*UD$2_R+2(si-H}vLya3}nLH_iOsVL>`fc=*&q>xFu^Rm$KdgUCdl=Hq=z`=n` z$DLsNDbg`u1Up1e7=d>de8x=|3HpSnTx-mb}{vvc8L#BX_6nz7Cw=9TrJC8ut3Fazg>y(RBsfu zGD6(L$-I3dmJI>tm`bh$Kr;IBcPY~}vVz1@6$`2;Uks0eW0a9tdk|0+xz zV2c1&V3f#(J1;h8<>jSz!!?QwvatXlv@X+(xPUR@@MOxNsm6BxYkHoH)9L0+Y6B|S zWkY?txN@PS1uJ^`9Y2s*3tR;*Rc;ZVyZOQ`(6AgkX9-snX*jIwm9A(6n1u;ZbpL#c zyzCyi5{+MJmd0Fwl4OZ#X`qvFC-^IGMfVvFrr{raS%>>6^Cu(&uF_R9@3an2QhIr8 z#ciYQmylJ(?!}f%cjIqqC=g{*n^S&epUbF!R=MT)r#E~5aGu5}bWPISyuPBbxi~d>wG%XMNoMx)| z3#gbJP4^_Mu$-;*`!)w2uelF0&iv=G=IHpi`kj#linrAgWwP16#hE9$cBAVH%NtTi z>)#c^-uf!}Jskh%N>_8(EAfv2EsRS4e)6wBZ-1bO*tB{f3#102sm?t zjVb;DHN^dW(PD+rnS;wgk17oop@&TB#|FZrz7^ec+BkArBt;k zP0u5*x)T`GC(Q3Sh}jV`>j?_Ta2Nyh;e;0j`UuZYr4L&WSmYuD{xMd^Ja{bi`*evD z4(qQ*A6Ju>HqSN%o@uGMGl^veDFvMG3Ao$~&7^w?oYxg4OhSu+E)$I%zozb$2~3X? z!Q6OD0jWUPc&@|vo(rUMOF9{)Qm%~D1~Q3)@Pl*Jk{lfyp^$E!^rqM3~x=F z>+IZO2P1PWXK%6fT<`VY}S zDWwK>Ve1N?@K)EnV#H)+U1H!+h(l0KFWmiR1Yf@+vb1O?@Xd$!9~$_? z7Cx;_3p~tn)^6>@lUjWO7|eyPoDw^ynf0#&W>lnlpwzFSn2Bm!%%VYyeZ8-%7O)3U5VZM7Fhm;a z^Y!uRIo~h49k%SN+dTBteqVG@QEEg3A2E8h;riE@p)Yb{WOc>lQ@#mOeHX}}Fn1a` z>IXIMRQ8VwzTSyPpO~WW=ELu6n+4*fcH@}@1Fc;hvpd(x$bNba(D)>LIbR=@_yvy> zJ6<4%^p3GMn{zXV^-j0s?Vt_-br{BNXLRTdp}BRTJebm`d)Zk2ODN?ThbEczAu@e; zbem+tH&P(6`TO3hl?iqy2^$xd`N$LiZe7BD!5m|b(q%&tFSp}nL}c;5?pOGr%YC1uf_O1Yo~ zrE8IV2270B%L5VacpC2QF~L#nTPJ<9t!V%l#Wa&P zPILyo8v7`g@Wkckt&5pQP3_ctFFtMxjW19xk`dy^H;^phF18D=FZP$H#!F2cDY4H4 z;U^K2llxKcwuz4UgkvC%9(#?I*q+dE1QvNbgU} z809I1%d%aocoy?eZtsiwL5`+_z>W}xZ3ebyFMn4@Zv)1YD|1c(a9J!~v^7Y38{@Fj z6)2Mmc-TKfMpMr>NL9HZBq|cdCffwD~?5;SnOs8o+{J+jzgD6F`-rc+%na2cLfc1e#IYJF7N(OjF4Tn>JQW zH!E2P0@!Ov5hpwU(Un!9xIaYYgwhM;la~^jO!{3~gM}kMbDKWyzjW)qKLP%Z$!ld` z56(A?oBUnh3LHWH-E}X*fqvVD_fdIWjU4|R-RhGaVqKXlNKq;v&6@etfpQkEVhL4% zbFHJFe}zX)Sxt7f!*bIy$YtP90Uw*#jgXze7k_syy)I+x}FKTsfRBHV$;i96Xr>T>>a zSK8Mf)IBXB)pfGK(}iL2S&3f%#v5ff+KC{UqMr#VdVtHNjDJ2n%Ih<-)^PH1Eoy7- zw~X>1cmV|^Rc+o+*Jnp>#rtP|oXO?bqhlBjHrUgvsL9f=GJMJDgtkig=c9q>j5Sm; z_}RnepQS}%fW)vCF6mx)??3w~JI4W!c>nVVK>MwmT#p@uqw#+r1K7>xxy!DUBJ^Uh zqtzg+U2Ia6ZPIa?1z}6Pt0S1W6Jzpcy;0D@VM^AI!~MS7anbnKbB@xUtwa^euy3f| zKg0a{6S@z`Wr3mGF;6HXwkKGs_|@uz6l=wn`#sG8)pZlT37Nfrbg-#zeRiSaoJ4bc z92m@t?+`{MS1NDR`3)k6?&#SAKP|H*(Aqv6$jx@flrv8tTkQT!tdP))r}yaEJd{4- zi}1~=_a+j1d}?*T!qt-u01n2Ki3%rD?+O{nn4F#gm$CcqI9+9bv9L zfmX9R4JU1DLN&ZpRE|-KMrKgx57p%AJ4`k^1MHZ|*6V*8D>)n#h?%YAK&@PHC^I~P za_Q+dEkkE``4NFc;b}G>jY;2x>m49WK#VGgJ-6CF#_gF9!5?`_CqL^od)9DC{qwsY z|K?FS?Lu)xLmQuNcj^r`!iuBA{fn*oU!M^<#Ig9()Bw8SD&GCv4^TAnSj%C)msDd- z@l`N0B1<3p0VZSO>vyAB)QIunm{EO(olyLC~^gpeJiP<|?x=a_F(S9jWiM#47Q z;hRQ1B%Y#n#Hhm4PX0-PDY)uS-<|4hFT~EYuZO>4OWpAOUKkD06(ALzzHa!c_`&^n zV6L;Nu$={zVfh@hwznf~3&SPU4sptCc=3hLHdfMdg~DE^UWLp|bYQ8dG5@JtI2Dk5 zUg`jVFFfzMdp_T;4KK5u4Pp@G*2W5<6i&TyV$n=la;u1Ve3p}hv*g>OTaP;J=Qq%S zhUN6SXe)DVl4L;uNOx@@cyU*sr{N}>dVB&0Z+kYcidWn&bp*`SvREmRzv;G zjBA|ez$xhlL+*Nh1n%@a@rf=Kz`zNSUA{>zjX^TbFs&_Jr_9t6FtkW=&cAJ|wcVyv zrHoh?nMO(j_qHqr0YJq%l48sVH{{gx5fmC-Fkpds&xaw=8m)a`9QS$3J6F`;kbqw*azq>n7!Fxud7NeiQ@0zN4?k`=nLNn*N z=bJWxX28m+>i^A=9)Ryw=m+u=69Q@hdx=6t6*8zReKL;%>KhE%t>rO&LLi`5EF_@l zEA-+|q0KaG^8@si5Vv73AVi_8;ljMy7ciXF=>EROr_{B(_50%FeK7)}vEv83D?^p> zfql7^q`;iD;m<`tROV)x6ahZ=Nn|B&!+*>uMxMB4?wuz>`|l}Vxd+SEY{LR^%u#Mx z3`Mb3vbF4cAUU5txJ+0h17gYsD@>6Vc*5aH4e+P&PpbZzn=D$?oYXGqA3r@*yGz*M zMt~6=Ap-YD3)f%1LzayvOVRbMGAB6=hmpsx2^v$TNDJ`W*7=e_i`d^MhqPkMyWX!d z5V1ypYmy!sS6RNYc;uQ>#Dy_6=4d4^Wj6(>2NR-?2fksNz(~VN=dU#ILYt4<1(rL) zvFXVRy{TtB2ntPjm9+3N?Y=%(coINGnW^^*_X$w3<>c^7iZoqSP{3PI31N~ljDp-i z9F_1UpM5oow0NWjkJ}X)BW;2Buz;YT7t|$CHSt(0gh7-{eWkHcS#shgCuo%K0+KP` zl=`Y{N1?SIwDzqxQ}4;6*5PuO)7vpDT2lK(I=cgFF=sTI7Dh@>YnTZ|@fkEwOPfL+ zf=Q#heb(JvsYhk!$m$|_^~ji|12N7TDd`I-OlIc7ci@!$ibOH(%#t0q1<_OKmo=^2 zJGt+V_~XN#_nvvzh~aH|*9~5wANAR{4;^b#)G+oHsAVZCniB6VWJcW`akW|}4*Wk3KMVBuH4GkUxWMxVxmxnYx z@Zx0>e~Q=T`*?flUjH1_NAX(|p1!2-86@qzLD)6QB_cvw=r~zNq{dK_saIr}l$e+p zZI87Z!`Ki=hx-ZBEsGFOdNdl%KS3#-#{l58FRqRAB}?I0Vqw_n=@AV4hFI*gZLwTo z4X=fe>iu(5-$Dcy-9)Sh@$>-XRXCY6@n(v8PUn}0K@5AeStU93fpkK~gA{Q7io>ut zQYs2JsDyLobdHodm<;ZFeyO5;Ma%orLOvRZhpe7KruFasG@`nph8B=V_yBJL;Cce9 z?;!x5ODBT+Hop2|YG)S2 zR233;JUVT6@)h6OOxr6W7k`x#$zvl5;L}7CkaZ z#XB?}gx+?06S>HcVgYOFdmydKQEj#X2r#Cw_DZ#@(~Y51Eqs-AK1_K{;pA2Igk3g5 zZhOzp7sI?!D-9~X)SYd>+~w>zpIJmNV&zXH<^OOA`v1zJXcy`o630KPg!3e;9p}!toalDe)Xi+DglsXkVVk|>;Y+f zJjUVqSkXtmUcd(Nt$>MuoJk*+0kt{o!ziyHuX&R}Y{o0kJgqvYs=_5XraFK~7aJ-E zH33eS8rI_s~;snr;W)0s+rJb4t-M$Cs?j2i~|PN!^5NB{EKA| z^fJ3_jhM#gs7+u|+YJ<9e&{E%IO3r!91L7=>G`?YSw9P@ zGW1%@&+ngVeVE2Yu^4zY-(w|jzP_k^2}S%;uQ$75k2`rJ8IXT9SHAS!uPqn?zHEGA zOaT>093X0>Ert?J_C;zUc9;mFs@ess{Zrsi)wR;)!fD3It!M9o>Hbb^%L=jUb5 z(x?`X!(Akpljs~j38l4z?J;?&=$sSX%`DSeZ$z?dmR(GJU=2*8dkne^R#TZ4_)zS&; zai8Z>8{@rqj6GjbT6KF5`7-63d?V}sP~8W-A$~PVL1i;?K(TT+MV%3hE?{FBCM78a z)fAj_h1`ssPQd##9^BV2cRp3vU*=@1#^5zKcQoQKW^{#gyzA(Y8c&wOCl)*p_%jW> zG%prHR$+`=g(v%wKypK3=fTZUy*^>drV@O)bJV7V*LV}_;;I_zOj65lZTj1dy0Hp5#4 z@+vQrb#u>Qb*cCy%jFUs1L4B&IM=N|xMTZjvBkTJY>FE1FE)-vACUYq#h;~PF=n7i zoq8)-n7&|E$Usxvn*BbViYvytGeX=+z;OGW2gB$n_N<-;ci6TNap1tqs-?oRueh2e zU)`^^1SpL9m+IvPu`^XT&0Ch|o?@;GCr>-HTyTFFTp>}q%AVF{Bm3N%qd9NneU*I# zr?*$uwQjM`n$=EE#;SMRx~w`q8Tk+Io;jk!HYxmISSp^q;ufZlXM6dd>{b!guFkvi zlkhsF{+iUZhPPp3i@6B92yfLfs=bTejidqMBP%ohY5d2yf@jv~?M2W1{ju}uu_O$Ea-|QnsTJ61YxYDt%K9qv|jP_Std^rdlwOEiT0cQAYx|apLk#mE73Ss)t zw06;?`j7jA*mhrnBdJ5ItuM`QZ;=s(*;;~l8pVo(N z2MbE*5?E=AH(9;PYHjj2+W(pQ6xW`G*HsDrRl6FiJlJMoX?v?gKw`W+bBCVEU1UcK zFWP=DqKQsCx)58tR6CZwgyKZk=T=rSe|Arc`9c0S{`6RZoLN+*hIh6Fx!8)MMu##LN6Bo%Q%<~5MC%f#+!%52g1%UffOtOm7ayrOPTclGNHh0gonGa{=Yno z`Z-jT&8`CJTHgxJfsMlzp~nz>EU(XJSJu$#6_`J_kT)MHbUUny5nal38rOTma}-05uow#XBSz z7me-vmB%>aVNScX(V7=M*xm!cuOJ6%FAvXlGZ6T6@r#ld41t$a8MO=2iDyJF}kd?bj+X7d^`6{m_Ua zFZ!OFq^mdI2C9zBVRRh?7lvWY}Ls#Uo-E?No*Xr9yVAb z7b`MILVrQno0!H^Ic2imDCyyRcWyH$-dOCF%FRI^GRF7g%h{DSM4yGC&Km{jT`Y8S zIUjvvcgx2r&w>NFuNanBCAYga_=Uc@H{z`YRiAu~uBx>rDTW09n<>bX_xnbN`T zFBh$H?b_c(w)T9s0NGSlHtu?}Uw`p}lC6O5GWX2}Epf+*Xo0xqD8Hbr7bn9xxl*}CFm4+A@Pfl8v%fRR=oMX0Vcf+i&JadfCY3=hm1SA?QkQgE zt9xl>cLn@;EV>9lLf1}#gx<&#d1+XeZ^bqQoi4C64d~8()I>6tf)P>}hf&fvvWuNa z@?H9^w5{y&88xRhnZn+%4KH@#wov)fJ8Y@f)97v$TD1t88or9@O6i-S@gk0B-CeWj z?d83XHtqjP<@A$7)$BDi=V>*RU8U5sdwWkeObztxm(rn=Eq`WBVnY45{8`lIg>$mE zKAdKBPgWgW6?*gB-R$bv!c} zLa=fSt$3Pv+m@5J24yo`+zChsccU*`P`w*>EKGrDD`8RpSG$YoxgJbR z0u@*wuYh;IM&_}FJuAN?2bVuujj%B5!Imt-cDF746S@Vb1sa^pzN^V~ov$CJswv+*K@PZvT%|eLVegD3pJJ zy6$#<|6TiWPqGV9kJg0FtqBQT`)-e&!#jDNwIk!py_^@v<6?*CdSxs*jg+$(MV+nh zIqA8`eH~9T@<+rV`Ypa5Xg~qkZVYe&T>h{XQ^umn)zjjsjB`!vKwI{{1u}Edix+fC z*AK16JdLE^El$A4TQM>ozBSuk%$wS_UzIhfMFo+uk9Liy4O#c((2)HYq}O1XcbPY# zZx|Wq%O}oCMD3-|>`=vU1Et-GsHMyaF2b)#UX>Hoq3;>J>s`E@+Lf%JzTQ z(FtM7&|pS>FMhL+(NblEstFNyy?o)!>CMtn367xx;pY}Z7$Ua$V4Cp3~u{R4%1^*Z4KE27JLMX2=SaN*mYo*?Cj zDsq~rj3{jIu_(pe(L0<%yn2N`Id>uu1qM8J15WNaikR^ z7||S+eG4Y!8z~7CCtl0jFZ8n3*UU5z(Xg(VwwOgARB4e~d8fE`**@YZKrdjv>d4tve!rE?fgFua*YZtxqrQGnH^p=n8rp>b)hQ zkKlb6F?L|SR|1>yY z%1Hq0M*+GOn&1RMwNNFfraT8cCD$UJo(sJW^VA>RO7izQ4Wf(Vx28i|Z%vL44}<|W z`Bo|gdIJzXbyC#hFd@ow{tvJNx%5OFBE*I6>ouW#8c}B?V88gT@x{s0zTp@g?8jby zzP^)034&mNh9`l1e8odwMg|ML5qsHUZFe>S;k1UQak6H6Apb;mCd{2_WFXLR(WwJ7 z;Kf>%5!eg^xA(}`7k}n0_Q)f(wATq13hrjW>rG`rvzGsc7`}fRX@)VeaQJl%SpL{x zhW?fT&nG#MXQ=zkEK-;;JySsh0Lo#ZoP#oezrQ2{O9$yLT_WzErW$s1Rwpxzf&eRh*n5@o`a?@oLUnK3S1THe~E(DKC*Wge#|{znts^{f@hy@ z!4zjj2p#{h@HP^&bHZKOU#<)h!2~`UI{@?QQQKLB`&szzsMS`K%nRa@*H?sgV_u{7 z2Z9+TR`3qDh6cYpgwOw=cv72|;Zwc=f-VIlG&E27b|iYfX#?p(N?=trN9=t2F0a>B!L;<~I)Szmf2I z_W=-EFg<|K!wMdgcpgCDKh~<;or!e}Bd5!I*mvm(zVZ`uJ|l%+wE-65I{5ucb0F<{ zT!dZ`SE-8$It(R;RM6e6qaF&L~u2kCx4!gTg%X0QwN5<)3h`-1+vp^dHDerC2QU%$X5zjzKg+3`b2?{a7T;1YlP68U-(z^&JT~h3`*@u zHFn+*VKnONm~ubHpa9Y}V0uwrfsQW7xF=J>5iOW5RE)^H^G+lbDutBY#%QF-@%unR%7;`rrj`48k= zs#&#|)p?rjBdn)eV}vBy3cv&Nf>@~d15QavP(;=?%she72ZOzeC;coHQ&OTuepZY^ zV=Yd?+smu&6idC4ogJGNMRJs>%IQe*sz9r5W)BwTg@R2(bp z**dnshBQh1dNSwhSIRUhy;oYms{@~d`Xi42rD3_}|7e&G83v3eMS~d*i#C+ZK%RJb zSP;4u|qM+`k z@R=Vh(KJ6N_saa#Wb>e6zWF%-$m66Uc}YQ)m@06Af=6w`WxmXzxLs^2ZX$k4YFiS~ zZoD)RoW9;ZWmk1HJvUbA;bCuY|L~#e2^{m6eNy4GEoD2aQ+_0QyIl65(-GJPdU{>Y zx2dJ%SwCs1kh$rX==bJgy_G}d8QIvV`-$h3m1W>Ab2Y<#D^y)jKnwK5KGs< zU~FKZ^Y^_Is04&y;|n=iU*~7fZV~9m_dgpyP(XFyRUqVv=X4@h4(MiEeHp=nu3?JqyW z;s&of`_gpe^CTi0y&bbYe>c69E`tB>o2bn4@A5DO6@2;9Gy`z-!HN*&{cM8Gu7DyN zYHai;Tgf#sOC1^-vTF=sihK9&ast+9B68wdztFnc9deYVIlYvG)l5tVlSe|&oDM+# z|4R3j($mx1r!TRakF;veeiR$JxMOrm{e^{v&pbr|#JGe_UP@XzOa5?kesAyV zF5U{6)Jg4{`1;j@-`}*1dQJT_n6zB_{L>AR3-6ISawv-Pf4_y020lRz_26E~(<;HD z7)8{=d*tyoZmEZsok9|G|C`{d{m4sIRaN@DPta32o1Hk8oW2YCuDsmwlj>==!sMB? zFGbn0V7bi22;17)UTF>e@xzqS5z#5c&U(Vl((-drkv7@E;!u$RfLHEsKVm#t#pG-j zguce@Jv=tXCod%_$%A{iI3#-f%;o2mqBX+KW^^8p6kwF}laP^}LU=FZt1;Jpzy4t+ zGS6nzs=#Kr-&RN}2}wvQ<^7O%J0ndIHAg2Wj~b_!$`6dM7J7Q0w0tz(a%}j*#ueZA z>Myj;A|i$R3pyX{7T;F9i0>3~Ja<2N@LH34Im2W&sWU;J?%crs_TDJ2lxymvMC1m^ zee>7nZFRor7;SNJa_+HlslR*OwzRbLTsiI5_gpNi_efd@QY)NrG#m#^PQmVb_wHSp zJ~#l~6oruO^naD78CR76UREyIHPl< z$EyBfY?hm-;-d6e!m)VZ53W@nxacg}J*xIEIoR}PdWar=>J!)?$?6npIUeTUayqB^ zKe{BgzP=8}0!wpquan>`Z6H3LX`uT#))@W)=r~`)17qX*XR0S3A3&*3y(Y zIx462nd^y~bH9FtC3(PMi*asoZf>FpcE3C-V|QmYiR7t+LlMa)xNHxq5FUrW=RN1j zwokki7Ec3VGiH~nqt+{z}c*NVIhNTrLGQ615H!24JxzbrA0&#i0sdYrdz-3bF7NpaK99MK503V3@3l&X_e?G4(@V7= z#NY36%c3S*4>vXn-nmbK*~}wi0T@m3BzgDcQD9?fZK1>e1%iYQ3&e+HS=BB*MfA;BRP6UHfYss?5Y#4X4qJ3p7H2g;cPN1vgg?|GkZl8l9iFYFDs*AQ^}r@5Hb!$L}g@`QL=aV ze~!lU`~ChZ&x5<~_dQj~qvGM<;CkE1&C}8l3f^)YrKTir;A{CKljs3W$Hz#Q^o;5pZf8E4!{(d-%aI!S9b@bzEfV>4)?4V3_>rN3B6ibk6C=RbFc)(G=l`;)~aV z?ij9GI6V`*Tf%JcJ#4m}BsM!qo#y!F&Q zzHdV*x-$zx5AJ7a_Ef2;N#{< zS6VaGH_viSr0!YhUs?>p+$;)G-M)4HEG|v1>gz}?a`kusJWk=QuBQKK8ehn?0M`PZ^6sd-|6xQ6RY1**cZK@g;Kv0 z4Gf_6v;XefJeB)8+`FTBDj4pafW5YYV>PwM&a%&^6nS*cV68_J;i4;Q(E2{lo0H&K z%Cn@ZM)fBAo_f();V;+H4hgdJy(Ku7eRzE@>{0M62I;4z-**!I%6ioA4{pp|I1Lw2 ze5b26&_SUJoS)i2y!Ik>G<@{}$6bD_UnZ41Uys)l-oB#BY8jgtC|G?PI^)Rx8X10E zd7u55>&cD5W9`od2bF3w%fA${kiQt)mdah&!Gk}AMTQ5DxlY*C3U$@=W{d zvijgBt01lU?Vqn!*1aRHkJsPw^qahUaNf;0`KjhZh57A44Z$_ z&n|7Z%62M^Rqrr9Yo!hzYo$`SP~Jxp1k9kQ5T)9vM?r!}(!)iHT;E(6ko;MXbQ>~t z=!%vPBm8o!i>Xo1F_jL<>^l{5ba;^N5?$~EQQ5`pk7l?SE4Ea!Zrh$9d!(wo(@w3k z>ixyQ8;uaX_EulxdMy= zr*6V8F81(nXL5eowuk`L_-nm)lNNaRvK!r%^FlM{j(3Tg2m&+jyn5gq0;7=qCDhb0 z*M0x=OJJCtmJqx<;No~F-AcYTlh{#Y(9^qIM+AkMH>+XH#ScKvfjHi z8m+zZz%G7zS)%yn*o&@nK~g}~QnR|JAM*9TE;lR=UD0`xFTFE_pk)mXDbdUNg%Q-&fyItPDOm z11_tySdSsqKT6J0=y_T{8YZM+q2w9pj$;z=!?T@ehv z4ct{A_lA*PX*r`EzVe(DAz!DoNsrAuS95s1(dEq@*|LQl(R>qE=!I-k4UKZeOze}C z7c40uCX_R4-kBFC12()?CNjmA_$3%JClXl|eP8tzm6Zw14ips?Eo>TDco_l}Y0Yj3 zOE3Uyh+i$YYyvM?8mV@~LNvc`X&|2{bAn2Pzje%unqeD2y?e~-Ll0lMri#mO5geE; zjF2qvfOw*?dcn!l?{I%>7P!sjQ<;O*)pP-ih0Qcezw6)@MkY1{5~Cu${BOo;;em1z zea!wpTGQKTIro3C3&fFL^&W9p-0Ky5E#*c>-5l)c_4T&__kmTfUVoChuy=E`W_p=a z!84z3-CLOKoJ>a6WSNB|Flh&!Rfc7PsXMX;2{cL=rh2zcYcb8uMsKR0ii=)g5Kr;Z( zA68x;YpeM0FFw2T%5@(Q;eu29NAPlspu;VE8xXA)x8Gg#^dn;Oqy#o}DXsmO8^zoM zpcf58E^JQt&XNJ69UV*_4-QQDeLp`@R!T0jYc0_SlzscpYz(q@rKFDmL4vT{2RB~W zI|29!_V$hrRzLu9>SSs5uY7n$;pX@ryiiB*p@bK&8{G%7$pFQED-eNqB*T~kH}(9w zOH8YMUpu)YPp@zHB;s7ZEo}C9wGhyn1jo7_?aj|GQw=}SNVjiOX zUmN|K5k1VoE+Me{oLYHxIgB_U$gWzq*G=Bla9acMxaKX)gT~RgrJ=6-`tISvcWeap zyN$iL8AZ6 z5@t?hT)yr5Dp@I5b>16L$p%O+fCzIx_%GLf!hYXJ)zg*dhL%+x5wmZw7=w9v^FA*@ zhyO}bI=BK&5y-OpOMDZq22GoT8V07g$c5_r^}0*)fa`P0-%5Nhc{8?^^Zd%QL9-iG z-JFdU6#F0nEu4Qba*go@6>4*7_{_0!b2KXh8MeArhX=+mz>uL;eAf6%*_rJTR4H1x zND`2nbalTdTjd4Av=nfWEZF!>$+yiIR;!6lFNJxe)kc&gqARTl|+_KPv5>-D5h~_*{9vGyd?XUzSfe`{^Ff z$xUg}F=CTSK}XknISZp9C>kSdh20R>tVE8C%tAcu9&i}2kyQ%Jzppv;PV>q4EnVtm zyS$NWT?@<`n)dN=np}RvCU&mE-`MQ>4t8g|eedWt@t$5-dW)vE%_&Ja?=3ZrSrzuu zdT605nmG{{vld9<@HdB(2*+?G=C%;!touUJ% z0SeBmV`yYsPQ5bS_YSQKeHk>F4ij;2?<6g1Se5Pka9P~!GrRtzYt^H_|8txi|Gt%L zGAcem#L@50jaM5sjyFczi0ZrXTG$wElULaV7T zzG-flCo5Xq*00=Y-G88BL7JNE!p`RnW{t^hZ%)5$8YnA)+lnrYHXp71Z2%#&~p3@4t}c>mlrI&6@3oxWR}f3!_93< z776=#oF{pOMu@GR-h@?wR>PLtse`O1nK1>fm3{OLb+d1M)GhCQk!#2@q zfu$5{k&u!c`BB{PD44hI?4DDTudbaEDdpxW{{FX}d;Z9uG2R6#?_82b(9Px_?y>Uc z)HORjNoA&6V6k9C=e*wKVnP-yMZzk`=kB>QhkpejVgG$xDcwrDRA{@n+yj?@gO38K z>sssn`mSE?7V+#7CL-VmYxl9*=Ng@dTvBr&YTWO?Pzd+rGgqyeA$05@>my+(;E-sE zWzK+0sA@#AoI!sMYmfNGHcU8_tH<=8Z_^QDj4hCi<<+=HVlo zx73@Ke5IS=azu+#k(f}Jw+`M8szoAEtn3svl!4y*p6@OW;oH4lg`Ao!uP8RI%%Hs9 z)?mRgxgPaH_OoL0@%>+11)x0!f<#9pj z@&q+KGh$v;P4p=-K6I*BPGc$X?QR#kMH|@hlwo63olpAwdwGcj)+%cy8EJep=1L1R zT1JwmVGZRRRN1>TEB?;p4q|Qc7-iR$_QPj_=QCVBwiwB^^LkvZ?dj;lf?!yy)({D7 zuvCtVIjbdRxgAR0BqSNld>L#_91-J7P zPCQp&LJNpxs_JTpLIYfY8++67DFBzNx5BD{Ng~JxNm#5yU`@{+OS6ey%3Il&8F=8I z$JB)?rqpSqDb)&+y+@l(Np_a5R47*5*4*AGr`$w}%kxPplz?5jVi|6o6%5mk=OVFH zB4?R-t)0wO072Dok4T6OH0|gg#4&xeewRb|21<45=K0Es?DnzCYnD2IOCM*z*$T{H zVO61o*FiL4-6Ea%+b9bx%R)09eVJT_M2bpg=<0`d(@-C*S=$ZS>j`kf<58=al5M z)`93C0MUWfRvfSfxVnWTIO}6+Y?yTJs8DeSw(7yRr6b%!bz+lA-hDE>u z5%n46B)Ve54Dh0>`#*<<5;`iA5-b=Ka;sN zcO!1Cb^OO<->v_e%v3(C=EQ1)*gFVw^BJiM+q7Sgg@3d-xKpcQ0#lUd^9<&YYl&sW zfWH9Dz{#=9DRAxrv#9OJ3;&F8v?bUXeY^iF$ThS!`0!C9EhWz)07bq@61wD)`c|Mz zH9#XV*&qqSi7vLfMk%^OcMz4wSLaF&3_0f&(!kmH+)0 z2ba$exFV-Sjy29J*bVWYd~&!$kL(iSw+_{DGHto4cx5L1lz!62DgG#l-c6l)`NBGY!88w=paI zv=Og3VB#+Dw{)s2S0C4`JXYYU?UIfZM1ZuL8W#Sp|s* zH3Cou_f{Y>0VX&#HjRgV$u3LWO0Hnin`j>~Np^{?p$DubF683w$F9_wdW;ge)}lx@4k`$KKi^Y}lu=oO?##$N_dEF2;BdIw(t zqX2h1Q>+(Hndv<)7S6yM@?jS`9?g$% zk(M+m3g&6QLw77^4V|d)KqQT2M8Q5QLL{cn{RokYtQV^bVn$h0@Eji_V7|z@hxSse zI~RD}_oM8BV%IM0*&jy`ocpR_(hNb#ZH}l7_)H3;&Uz#MStwJ;_Sfzj7;)@Y*t}UF zyEN|pW;R~(Cus5K>)`7%D(*rjqJu~VOb*b1<#TK({S)2S?gMg0VCF39?TFjZg>rG&>bl=gfzOvI zm{uva>yK~yucO4~j+@t-q6mILTG{FgIlidyq3?nK7pUf5lU+vMuxnXK*mU zD6`9?q(f9wetrVygTl)TIYb|2VVhHpy}WgO;_fxG=+7!lUP}z=vGa2_;iI1FozNdP z!7Wx1u+2IIYU=n7j{LEB_u+)%9gqN+J7l*7yN>d-{Y18VRlXbt5ckpv*}nXm_Smg? zZy`H^_G+|17Mt64UyDEUGdr8yv2%$%p<|qiJ6|J$j3hb9i0t378F(pjYxoPCUipgyNxlv%ME{Oc#*y zmsLAB^evd|+KtRcW{905|04ik6p)AjBcGBohFTO)E?IubYJxMkA>@Rubx)VW(KrK37>dj z+c#u4*YGbY=9ayjIVs~+`9RrBKz0HgKyHAp0fLw@IpH*XGOCq%;dy0(=v7ju)q5eN zlj9UgD+nf%JIp9{$#0Q)Pa$i&IkeYU3N!!ZM02*lgHD97ZTR^tFi0P|2>MS@V3A!1 z7A$=)e--ox19+yncqi>bNQrx^X{&q#oIYhP4>A2~+z5;kZ-2qFoSYMyuVg&yyUHMD z{|2Nd@TRb82=safCCFyUB?I!0NR)2yiWg>HfTF%b?|FsRW7_h|riiNa(2P6$QP2)L5?+Nfsv@ zYRy*okmL_DDqcM;kwDa)1RfT*05|};5l}Uw3%V}pk+6{xtj6KMjgADAgR!hBa0!r? z6=UINQ=H$C@O=AAZ?|GfUS31PwC1Du!qnk^1+V-cf+IrBgK%=8IsAR`u!@tPOqu<= zILNCP*a79y@~LwVGcXnW*CUVJnC+AvUwYvi`Y88rUPHr$X=)U(P+v?w&6b;TM)fSE zd3Q%Fcu_5}j3if23J-^lQ_&T<`8-vt+Cc3E?2d;@0WEkzy^{CX`A+EixuDNfB+jmX zu`FcNuKOOF^O*|pz@Cv#+uCf0mB(`g9H9aX6Ga!`i(zxM}PzebmLqjk3ul0tkxlb1c z>4ZXQtY#KxDA2w?FZ*{>{0}An^Zs!up&2SW@;aHC7f%b*I*1DVjty3>y!C&&@7B@i zLbzfO>r)uFqV`^LrBTuNMKG*jm+E*b3=OOMLhD9&QSv|fg39(JV`)R6;xWt_-=UPe z+n?%&Updz8E2*VDnKpxGx|xnP8xHTL89uZ(JZLt2tXApl)$uO90-pfQ(m}Ac{~ZmZ zvvfMcS@`mAA`djPdUVFr;%7InK?`q7qJyTsFuKGxD>lgDY{xp39mhUi2Zwg7?3=)3()eJ8JGwZBZoSc-hL>R@s;nbQm^E-aWF*^ zoGVkqkD&DN{ZzH90$O#SEU;Kz=Dg1QsV7r+FE?FVfC* z7^bUn=Itr+;xN6~2l7?Z(ntM(=vcbGv|iixXar#7Z|`!xar~jlt($?@`|29vC5we} zYza*}5%5?HuV1$~S6E)`Q+qi2iD8ACQZY5(@DlQwNt$7-!y2dQaCA+Pq@!uaU=fFE z@wNPtQIq8PTAk)_4sI~G?6pmhwnek(JZ$p^wZ)&<|5P_`kpj@rnrVomI}pl08%rW< z4==Qry1%BQtW_0TKggRVmNy)e>b#Y7g};}#qssSwiL=tx;mqn1+v~$r1%}mnMmPDp zH%7Uv+Nca@kVCiP7-kd=8r@%*(>i9qLtwXET!r-i(C0s){4#MkBBey&up*Y$p5EC0 zN79;_vWQ8iEc{|O?@Y2GRA+~Jq{PzjoKZI0E5nciGuo$ahU?7^4r;w5scES{OBf=n zofUeDhT)gMJ!ynO+a1>4D}wfGyybtY2H2(e3=e?14V)Dtl88}7<|mO{6={3!u4*)p zQUa-VBOuzkx%JbbW`D}GL|w;}w${y1aIk9M+Vo{l6dIS%5-w@({Tb z&kI>)lse8h_ByPMIHF-uXaAQm!5zP!sq?uWVQ9e8JH@IPhnC}2>Q;T)#%vm)Rux;@ zZ1|wut=LB}f0(G>*3hq~sxYwFFDY%9sJF*3?Iw=Vy>`=!T-S$xtz&@*?|^zyDU+?S z@>+_U3B+B#okz}Oi#BmNKS4c&{tx^?>uXitR4m0W_=49X(ZMMRrW(Ob-);Z)3T|>q zUP%qfvev*7b*jCgu3B0L-}z!WQ$t!)BMyGPQPYcrjw9EshYJIWpCW|Vw7_l73>Fo4 zA_kslT<{TCA$At{L*(X@*tSVN%f@hOzcm{p)h1K}!S5=e~V?*YoAOB0`u7RzW~1i4Jnf)9M|fRV4li88+TmyUmv( z)JzCQzunv#`A`}s>}WVzQ35mhNXPGT#i*wG264p=u8JGVJw;8GSm*@9*aglcA2{6m z;yo)Z|4#WYqjZxn1b~k8W4edSosRSn`AD)m@@aZe{CLTv#v%`%2k)pF-=2*9Hn{lo zjp?;#%I~&b;ye#^iOqJ4H_8_7j^|48Vm0f%8tlN--4JH@wZ|{Yp*Yy#afm~lhf!%+ z86sD^<}YAz$<89|+979@E?xu{HvNxebC@Wj9ASDzrz{us5^@~8eDLE9=NpIYG zJN7<<-io^P*e23HN#8VLY;^C*(`#NwJw?$NDxM67?l)DI_JOTcm%6L+92kQg&Lo}h zGOZO@Z=}Wi2JysS5T9|%4&3G2SnK-#im)LtGqJ^#CM-utOfO~c#M)bkEFTjw?-rts zsw4lF8}Ux-gJ#$4+pNG@x}xa95;mvhl2FgDW|^<6c-g87h#XDVD@y20ttv{is!E(j z2(3pH?0at+mBvYx6RZR0gDr_U?fbwTVU&4*Fu*qLUu^4~HrE@CarHidQ4XYu@(P3$ z_;9$}9NdhM7ybsb5jt*jZK&!SgW%aVUT4~x*jG>XYoA(s_4O3VVTusbcO0^;=&GLD zlO-D-CNt?II`}6p#0rZ*x{K>buZlcqUZO&blF*> zF3l8$jT#?&aU#N2eTN?JUbr8iA6?H)-yBlg}WJU#8X zT#JSoTXX=TZa&FDu@_7m^_!WGt-xCH)m+VI+qi)~Lt_iC{tU~2HRZdv`2<_=>+ny_ zaoJia*)UPNE_QRvdFx}}(y#8N>Ni#I?OS_nRqkOPvGuB_r1J4uyddhLv>)-nROz+e zvYXX-@Se$Myfyu$^p3f049CJ?-Jm+(+7tJ53+A9-w|p|$U#6uDP{!--wT*bZ6hHhW zn&47W0RixMG-Ko%(eTa4wc}n(Q5qtIIhy@>7V&??c}a_4eG^8?D3X!rP$2&!Nm$LY z-vQ@#8YpzuD2#9iO_i@q^5XCnS7gpnXzVmc}^Fv7yB8iD$9w$Qna!M&pUc+L^hJM+eCdH^#|7xefb+})qVPTq4tL0uC zVU3?lm4so{zWI7}?|M>4v_e|MN)gKFVTrndKoMiwJGmE>RX3!n^x&P**fSb}x9cVv zz`}UoiQBVG?-`Bh+E4L}Vtp1|YU>5nh&C9n6-Y94&sCUh(9qZ0BPkuFD2SAP+J{I=OC{KU$LrHxsjWe(KB_UY>m6#rZQCsJxtZA z#W05VzF|y{7peSzg@HcLdkHIxvA^&K>;>1}#Tw`2MM-$YKGm7el-DvnVd02#x`K(1 zk1D}@j}FYav3B~7hqPC^1uj>q(#cL&h!F`+`s!eXk~Ha5FhQw1!nHCD-*XhV@R#P* zZ-m=snaC6)`Fg999m{0$`EgCvx#dh7xxEdMg`B2=g}SB#g?^uyF;$s~4%Cl6)%;&F z$o1@`7e*zP*N5)lUvxOB{^7njg6{f~l|0xn@^3qguOe8HiTOlTB*yW~n5BIk?{T@b zO3Jh(EX=CVwH4_0KHjVM4LyC1avyMgdbi}%w{!useq*?+l`HjY@OlzKbf}?2e1qIF zCRWjqvlaixXygr{DpmqCH(SQ}^oT(nS>@%iF2um=pz+JFp>}}$*d2pNPR9R;AcP1( z;7LZZ^g7Lbz%#YnW)c(c#mu|QUnSJ&BIy&U@2Nji+)~0OX4>I9|GY!0$+H;A-RqO? zSSSVmF1x0q=~S&iPALOKIl^pavkPwci$=nn>B`ghkXZ_j9$gvQ#2OD*z8 z?oz@9v0|0ukw*)M2F%_A38VXO$NeWu<07r;ZEfIT4!)5Nt7%5U6LkvV{6;FeX)6N# zx`Ft6i>uEauIHrax>i|RT+gS~6^v)a6v`MBmMlbeLXE%E|EaCcSW$DXzU{}w%X=t# z$5Hpg-+_VOZ%FXrBJDLjaBzY0uY6Hyx3nV(iO4EQ@5duBA~|g$<2|aHY4QwdtmYm5 z>uB373$x-`aiID9Q*E=m+yVLl-lihld@0PaL#fsLK||0bD4fd%g7V7870)-Uf2xr6 zDf|=|)6UZQf3k$0?!n4AJN&&KzB@Yq5o!O$=?36l1T0#@{X9yfW^jt?>1$XNl6EQ@V=^a8AKfN2MWp-lv{dH)A7k zCfbTn57#T@c!U3kto3xMxlqfa9b|bb3A^)`LLZg<>l(0=Z$Ec(#55w5U$F!aYSL*( zUt~j%vBBR}0L$PnOX3^+lg3%8QjQ`r(ZA5UL)=6uXnx_8Tt2fD@2|Gu#ark{o6 zc{=G17!zKjuh@%aGVAac`9iz@(}29#E_vAO{$BgsNb(wNPUX$KGBG=A1fOAwsQN?{ zF~Tc~WXq<_v_8MAN4s!Q|PUMG+@fUST~t>_i(16yeL*?H`s^p;>AC0 zd6^rZpDx%Yl*yvy3WH%%XB89g3n_H6SK&j&iCNA{Bw7@>kIQK*5YZbk2_#xPx{*#4||8vB%+v<0f6#8pUQksN3`FeL0-}=?=j@4op?(g%#SAMuZ`HL}eG{FgUsIakW*5=*^eC zJ}X<%Cp#1ZL`H5m@BPf43VCA2)N0zy)F+?ySkh)so+MaVLO)UOg;xl1H?=((bpWx3 zt{&RGHfw7pHons#sSKP78ZI2IjceWw1tw%VF=1-18rVx|*MbpH2jyI37nDv9 zLxnsG{EAd3fYR}>OSH&Hu%ukoaCIM`L#cX~$e})`O`AvlYK>_0-7AUL>^$h%NV1;h zAIXF2=d|la#&hYmao>!gF|}4$$2UDe?~pZu)u)JyCLsDK=|Ii7n!oLpyD81EGTp6v zW%aff{4cGLIB6EzcgFM$y8U zlluHQ={xM6vj{sT11A`QgYi&M>?d~{BLP%BwN|B|OnBn>^Q^?p#Qn(_pHxM0mULy> zz(cR0+TxotoPKM{6ZAtgC#|AEq!Gv_;=|aX8#odn*W%C)#ZjU{)h{RrM8j(Fp!kiU zI5y?Qiwi6cL31>tKiwj@Ju14dRTfAM`>sz1lmAu0#E|yVh7ss#KDukOqe%4U+ zf!xD<+GK0U))vS8d@Ghd0JneEL(C{byEB)F)hOUnWwlHPGY zzx|y~>ruO87_a3?5_WLX2lJIH*d;C)@Z#c+w;)(?A$nbxnUKjiZOZoyf>jlW)JXfN zm?#VGbIZe8{IbM&qrT#P9pjjeK$3RTs;S~WkmJd1w=GH(3Yke23TaS{A{KF`zxY!% z^lTl;X@pO`tz!KD%am@$>VNNITSCw!`2Pi|JprXV2r(QzD%21Gi+Mpsx^4_PG*Jy_ znpzR%lqk<+bGJIc?dzRaSTLaL+{5KNAF5Wk-$-KO0r^f?P}?nUpp+hh^E89OYI)!NVGwRZ!A8p3DpC_e zc+)1;3TctSe^~U7GN1TR1$g*vXbAN6IW{lQ%6yncUBF8qj{vbCCYkqC8eGks5+IE`f`m509HJ?n1we3#vW^Jrc5ze<-(P_W zBg&db?~46c2|AjW1yRO!QstZu5&vKh%WO(5(LGe4;Lh`wSYSEW5*i4`9ng`*I^^$8 zHnI|=VX%aN$HS;tD8X4YDwZ2U_cwJZStuDe%Me7ZSH`IWiD~T4+qA8PhZ7Io9jC&Ya|SW+{KB7U zMV|K~X~|K~E1WTKV>BpX59Q&Uf2M_GcFGjke86E79v)L=hYvyHK}RS+427uU;P11t zOBdkaL)b$(AY7q^bA;os?pNo8u@mC^(rxKb$-LVzePY&Z&TOs_NkJQXo?Rbf8C!4! zsEfPvY8yU1oYw}j#axGbYR%1m?k%i+s`Xgxmfd}=Hk$W6e`}`5%2RGvZ-I^w=L$h! zP+a0x;t&#qO?fQTE}2;$2ZBr0s=qDGk~5>t6k?RCC~<)$1KCpiIVfvOIZF_0ByoPU zSh6o`Yg=W65=p>?fVV)Nl+;<`%M*Gcz`xw2C;93Ydco|`-*O2s3eEYd=)=ATPV<>> z5@L*V{*)_X=u-m4#tlp;FAtmD3iF$H*_J+Z-My*liD6xHiz6~j{@OuH;V8sg1v6rz>#3NMb8x56;#zhb6_=F5nXj1jhD}un zO{mU9;Gd}~APG3jLLkGLs6c*O^#M!%dm$jSUW;w) zx0ap*fQtMb^VyV~0QBXwu)?;YDq2pL71_x$!LrRl&dSfKG}6nWK-Y$lU>%Hohjm#2Si9(A`LmL>VrlKXpap zLE<5`J0ZOy#el@ z(qLQ&J0ZlD26=ndO2x1H7rm#Ci^@uf5lOCp3ab>21X<=<*LQ|qZ^(dpm4D;!k9zzF zTtD}1z_!zl$~Z`&v}qxTFd-u3Gag#?T~y+x94bTctp)^2YNHw~XQCXoNH)ALk^ed59KJz#0`XPIWt#_h9AWw% zQhFK>&TWg7z?EcOol^_r9ByT3l<2A zaR>@iA`0IKO~K*!wR~XPwBgdhpG`W;LN1QkzDGW?Qglnvs9TI{jm}iz&|K2+!=+)RgG~t0c}v`hR4(oV&{xA2;rK4e9_o&=la|cAqx<6;vpq1a`1pvD0Z4qB#|{bT%Mg`A17pW z(MKwAU?+HiZ(usBa7^oXY`%rje|+DCSzik;V$5-ZLUeevZm$PkKpZ&rS5#N~>l*NWGqAgP$v zIpnv#OpWwc;K7n?fk1G$T)={G@6m(%O-qlQOs@ZFQB(sL#&6r9S?XNqq^;&02Sb}E+UO)@e_}x5P>S%i zbwMA(lR{x0;&_!^mfr`XMBl&D-o{mUs?UiVe)csBat6ZEKGne^ncbakVb}M0dFakU z@OuG88TzxUxm(Y&USqE9QJp18OJr?@$jzdp*$t<{rW8XGK?Q~b zj9z>S^TBEh9>opt%#!D37`ep4;p&$J%#5iI>?)OFt6cU%cpexZob^Hm zPHxM7+i#_~3l7h)3n#+1T5+jMxJZt5W51rc#ciTMI5DI`q5@wKX(duy%3eK9j*0Z# zT5b5&td3_6<;kAxO!y}}lE9ut0TZ;&VL|NN!vh&Aial_3asor# zT8ROrtNPPtlEUuNq)&)S^L#LqP~Kf32yYgnaNfU|J5pk=JU%j4Z1Ph+NBb~>(cs)) zdIZOha!OP~$H5e(1bPl|8_12qglnCasQ=kbFrMt^ z6%!emk%@3tVF(XQfUoUMH2)#xLO2VujdhfDot1=*jZI=7hn0%Oc7C7PcJ>AHLhxsF zaHbNey;7ii3+eZfw#|rlu6qht$cBh*CAH}hXiuzUw?t`$0+_0D$P4GW5Ou@}oTHI+ zZtcI%!quiUKHYx0TE1mERCldE{>4b=-AT=w)wY55m`2$``M(*F^|W1h*(?lsLob7} z7SCrv(IEN|pVuD0Ymj~Tks>4!g^~?Fi;<&IQd06v!3kmEUCd>XV`0w!B%c?igO#xt zw={2rj_LN0>9g!{fk(JLu}>ZA{NWGDzh)58tEtL&63@=H%9&b2o~H{OP}#|GqiA?y z>6Gu;s+`Y3;ZPUyRGpn&B@{oc)haFjnHF!M{B_>er}-sQkM4zZE8ig9!!v(&T8iLU zFGw98A6lZD#=dNt8Gho7f|Y)IdwD-OPKH5Z^9wxkoY$Um4lV)7qBp6$KrGCHQ=4(U zkM8^#77$!Cm!Fq+w zz~f0%%1Ggc{r7j@K9{YUK7ALtA*(p@Kp*74Q3X7rg^qvDw|2-*TD1HPl~jQa4pWAdv`Iejrc!l zwKy~ybyX|B-}E^eE@Mgzy+@sfWZKo;4PF$Q_Jt@%*(xPLICY1(w+p0*J(k`R{uww8 zSU-}uc=a0n!ItO%=VPVnYimb2`~T`n?6DCrGl*@AZtG4(zH0UiJUBcqS*p0*|7!l6 z6i>V+)S&7d#HX|D90YF<{NEm>hcZtAy?U^myB03A{Tc-mL@XzBIxAVL&%29b)DePsYKQwaZ>LTCp(ifMnj1^1$%;mY~C@zMUKw_L;@laNe{LabK= zySW8un5@}&7O84+3hoC|*%zp@Z>kj(i=%EB{$W;!fy74_c(fDb$d;RYq*9TES$_+i zKd2?P#{be$_Gv5PmBde~$)Op-IyIa2N5^*@wgj!p-O!&8`^K2ZoO>^qUd;>~RMS8o z*F3Rq_kKeEXSYsP(l49fw>hOQap(!EFt@)nvx+@4f(Qlk;*iS>Jcy)pIE)bn#aoUB z=7C;aFi;UfB3}S^%btU5hzM=L?wAx{QH?S3*LZGsF3#XT8M zX4>I$Qope)g+aj%&{Urjk&2XNeHQd2iia%c}Cmz17=+7e#32s-p zMk3r`Vx#EJB;%M)-h^mNjj8|!%b(CNbl8DvNOc>%L>300nw#k53w-)UjtzGEK@JnL zan23)V4p&yND+Uo4x0t2{yzPy{!jyNC`3^;HyNAuIDyne|3_*$bOoKjray9mMMdzs zxT3d0!KUIa9=%D5nsz&mbfR#05(y=AESb?9o&Fw&(?rs*`%crs-j6iF6l`y!0xa0T zjad+v=Tc|ZoO%Odf}DyIBeJ4T?jGDfhZFVVzFbpIym_6HLbg%^sKJ^4x&PjiIKgYl z3u9vZoO(h3+xI6eY`$&#&ZJ7ebQhh74p1xmpIV*zT3R*pS(;RQr8MQ|VFncc`~BmI zh>*D+8Z>vJIXz<~(Jf4WtelTT=VG_o_0;Hyh2otJ){17xLI~PG9hWk?EBYOD7&-=> zPG+Q$2qwG~o5kuzD?Qz4xT)Ik_5PZN$xK874Gu#_?re;v5N@JE7CufK=>)_-HWZ$05_909){F|62z!@(v z7A`YJuiocNGJPnkf@kU*E!F~UXKiPf<%8_B+mEx^U6oI}3muO`8sltQ&)f2^FMd*N zK5E;NQw>fGq`(S`iQZws5o+}w!0VGl?bz1^`t_Z2X3FKjodeFEY-PGDStP4W2PscOnHH6@Zxy{-uD~rB^F? zGJy}+e>Oh`^6UIZe#R6$6irw3!Hco!kmciYTj7~;e;r?ksM<#osFKO8J*UaQ+0CZM zZt+J4R?Qj2@UG}L>Y{%ZSqv6}%?Lx|E-P)@=G8HauctF2Fd&KqPcD4z>4XLqarw2u zuw_`by%B!HM++lRG&xI{ z-au_1k&3Z{aMq8{p_(fGLH8XTJ+I5w8Ey?Ve~CZZiO8WPre4Tq$**pYBKE9YohOh2 zWF}ykCjdC!lLqf@3-udtwiK+e*dk~`*{gIuA|KVWrF(0+Qb^_`sQq7A0aCE$oxpXWXfgw@<5 zOp%B(*go`4UN1&Pna)AX5;Dso{v(ji?YOta(pR$aRXFixeB$B_$%+d&PFK1Pth94pV#xhff!x zU=RzAVS_2LTnjGpn@v0Kxz}E8Pv+n6EX{mK7+?RQ!bgdW&+?rfamzNLL87#e=eM)J z&{?s#O57aob|XXw|6biGe_dEA20c^x%WJzY?|J+^0A_c3fcJA3l$hG99k`cOSV4Qs z6HJG+TcDSRMWtU-<({!Y^H;OI$4i*-ZC4<5WWmE>rJlautfUuSc6Xg8J#)|4UxHY) z+G31Rd)&=w(?&urm~p%wk4@V4wSDMp-UfzC+40m~R6OHCL?cne>zC`Yt$QzQ&jyWU zs6sROf{EwU_+^j2AO&92uyp7Ww6KNMwOAg#CnTXKh^K#nFm4l~j?6Gm#^0q#4aijOOyY`rGq(;3+f=b6_nQ2CLr>3%gM&wJE#KyBn+dW$%eoX-X_H1h`k&VkiW z$(ef^3t{Ggi>+n>hloH*e$VN3_O#3kN1L~`4@%8Gf#3ZwJl!w5vCnQ^hyR)HxelAO zVko~T`+F|dQyu%T(>(>%p9bJJgHRq`ahFv)vQilldoG1$3EWINEPGUF_1bA4TX38v z!_#d}St^Hw>dAIu&Zd1z_BCRwy_QcakV_JE_IUQC*u-nGz{u~}<0}Q(mnXmmHH?sk zyI@QhpPq<^7`bpmEc0;gOV`hugJ*TqVcclnJ7KjqbGs~$_vZ0Xi9^)CqUNlu)DB!& zC1_%L^9DT^a>qRiZ~j5+>E^)2AqM-1+!U%E%1@`~)B!EnL@u#FaFKIo$-)J~g+2U? z@FPX%cww7c-DHl|w0NdZ4IwOv&cXE9fnFP|&q_RLhCOO7DC1R90{OghSCU|Ce2;5m zyB+~p5k_84wr*R)*JeJ4FEl-PUL{~{G=l4#bg4@^d@}IaL5&rzA*qS|Y8r?%n>=gb z`$pt9cj>9@h0gJkD>AYvVylXo#+jd=uVu0RUDpJi9i3e%iNlWU)jy>0tU;(e{Wg8p z?SW;@PM9z?*AV;sRw}l|4i4tSK@J*&rBs`oq!7fXsRhcup9CAGoc>h;9k-k{GTT&S z(ZHd{vsW@zGM`h#@MNmq@Wi9H58t@Wne9H0eD%I=ZF}BZGN`9AdY_6(AddWYGp~d= zAa)sj%ux*c1D4tFTkFBZ?00f>AT>1ulKtksox(Uga&SDO)(&>v2O^3PCfSAia#57~ zQ8;((4U7~bPbw1Sj^#KCR(7y#W0y8q6)z|_tfgd%ZFkTMk=PkWATeAS;7F!3-^t`j z`CAp(Iyfeo?rdjEy=Aq5L@Q!@!!`L|x%Z|gk6ke5vhfOV z3~@?6gYwru7f0{G-AMe-9F{mvh(TNCxz0?2Hd8|5mhD{Hw^DX_LbpA7st3Oo z9aVD_Rj;Wg9+DC#IX%Q`bQ7!5-b@z>F7EdI3gW%Tly2!KTSy1zo|HnZ#|R{?DZAyY zNa2fslBXVkj*FV^{zsr#e>O$1Nav$CuNq8sc)!(5OwrByCHNE(3U?y3oq7e&%=x$OLhjF%F&{5B< z_HHkIZ@iKj9}1(ir8-r`QN3OBIUVxg4HwNyu#Z3Qhu)nymx}PT*W9w%T%QfePIUX< z*of^`ARQIv-s4?;0Lt(mS_J3k?-SU((n-Nq0b(?Tmfz zsqx=GE*Iw9H@aPVwD_#F^K0d>zU&a)fb?gI52Qff<@){?lgs;XDnAf@@HpS(77WdM zP{nT@{zFuy1WABxE|U?39?Zs`M<#W>mtziIqD9f{w6jryuH^x}?H#PZEeEJ%rZW05 z`hE7ulUEhh?y(+;gZf|rB#!*G8tX$#1#_M#YC5FWT8z~Ad^FpK=9m;!R%91}rfn<< zGwpf`FOC}nRf~p+LZ9#>6;swF4N+t$+(5Y4Nty@6Cf2F^24DKdO|8EJ0U4hK+385S z?eo$h`|WXbo>2t{1@o9U6w~lKc;=N(l&fg)CB3&VZ{qn9q^C}}&zU@S1wY2&MYQ*Y zUPd4FNixB24iYBwjz~EiZYx_gIdT zul_JVFV-YtA8~et0Qnobi@J{|c|B2Oy^)CX??d<3x$OY`3lJ6H-5yK z1tg=S-{Y&iR(MS!axK!A5!<|br$ZDfh=!mBIZp#}j<)_FSANo^fgzzg}~5a{Alm-B825r%$&@4@jyfx2ASVLmV?g-xVF4FUX>z%Vp$2 zirc7cY1O!sX38nVvV8zu{mE1K`;r{sg1VWBH8|rHXw?g>ORmcQf8wY&Z&j)F8}8Xi)_!?rI+F zzm})~{ve2+T0Z*b#uzZO^Xl_jRFfa8?|Sd8qQQv9r}BF@-mf+*^DEZPd}_J|fqJ|o zcZh)-7+8NU{~ELGb?qoBeNnS?QL&)yF*%9+P7`98)S;n3-8S;#+IXzG={xBY)`K|4JP|K6-Cp~xIIpTbI zHYSm514@t4XlTdEH|LcXqrQSat;+0;eMc5$h5UDQT;=6%=)`Z(ay7$B)lr#1a6xlY zAtb|%dgtN}z24M7BzF*{y%L?XFu z^FU41RG6HEF!S%VCT1NA0Kk|?EiDowdp*M{4vPslN7NLjgY^HAzoBjos^eSwRGgJf zdN%sHl#-7D6y8JmIgcTzN!szf!lTXWlh5l6O5c687N2@`&-jgP>q;taA+5v`v;#aR zhf=WatYu90FtTC0_TIBE4;+tLQC!x1UhxNddyrzvsZ}a8JRNy^KCsEPcWQqjOZT0J61BY@H1(gClVF(RBUh6;%z6 z=jK1VLd>3s10^^?&X=zF+onUM@0~WDnkKrP!TSG0g81S4^V7Z_heY&GnB!mMqw~eD zqLR=i@+aN&wt7jpVy|O5V|N>z;(2}!n-Q5ZxdhSMc*K(n@(1Twx{;ba@k-YUrGxkP zWH&7vEW4K7s2lA^>RtU!_*G=jk#g~#ZeXGmod3yxTB6$9SMS-=bPH4Aw}nq{=18T> zS4dNVcIz?UmE+G%NPt>>kRr|-hCnWRUXVhfW`hz8^6irvrxXd9@^xNsE4NiC&V>}7 zy-08swk|n-n=%gZSX=hH1RiU=_8(d__w89J5=A8)_J2KBhYgG|8;Z8cz+jQdwom!p zUm(CZ8KIplhD%|yzN=gI&KFb>h5ePz3>aBG(iR^q5K5(XT z-}~5kNuj~*L4x11xv}GxtbI#3A)CK-X2c}FGBLWFg48Cm9|z_HbizH&@G>TTi#$=c zytxmfO}gpX3Q7BHH}=CO@CV=`5<|s%(YiVI8lEe8vGMBFJbWc?7T`ERcl$pOVH7Wr zpw!HOMQHvou<$37AOb``+Al5?ch_GnS~n^Lbv9k};;Y-e5G_$sbk2Wx*tAgOvkZxd z@7JR5pOlE_2_9r+Qqkm~Z!vA&Mg<1l_zc~c4IQPB-7P12YH94&;QHFsxkQ(wy=4vU zKUttaTCP}`%s2GLR&6&ZVe9&9fsNT- zZEtH@qfO`UrtP1jB+(wrH?hBwLYQ=IuS+)u(RZ-T5$t@pwdlrY+g|IPbZKwU@!8Y< z)25~98~gB&5AE6u1i$7;)+B^ShZB2GMVZRU7X)`Ljz}#W{>brs3Yd2LpFdGL`?`4_ zRUeItB3tnJ`Kl1szx2Q1q1JpX3h?_we~_+__WtGeB)Eda3Yy!%4*0&Bv?#RcyEz>7 zCR7haio(rk3|NcVt=_Wc2w8UApfvxQbF{R+{`ynilbaJa)*tl=Dc@`~zc%H_#1_38 z=b-99LEj%=g#!V`;INitfz(FC+6;p z5D$($G;3*Rzb^9O;mv1vMpt&pHuyOWdljEys+;S+ukOBdZ_HROJ{z*W zV5xDGAeHmMEfvMlbn%4g3`Z8$(r>)+0z{$WOTi1Yh^g@<-_`tYNj<`W2?}AM{hwBA z6-U!Iav{(&5b^EJ_sbG7RmBU2n_X$_jeFNHq(ja0d!n8zH*X=dimE(E&pK0S{;x**x~4>lBS48 z?pvW-=3R=1N+JhjP1rrB?&eREwR*3HG+SdgUo(T-?ALVDzTGJfas6eLIQxDAr%7Kp zVzwuJ>)uO4SFmq?@aijJZ8Sk8w)#E6FT8C8R?Ve_w~Q5U6<+# zsDfj+|CwfMxqzKpU)QUVL!GSa*}2#L_gB*If>Sutcf@`z=0i{Mx9YUOkE-PX9r`pL zgo%w(%=TyxNUzG-bOtFG^mui<#wP9hKd)&`Hhw>C9Wf&YnihsNwaT%*QIYkgk@}(0 z>x;yn6hnfv233{A?sk!Q6NjAj#>5$gZpS<>t@ud#`f|-?Dbr?iAD{02L5A{3@zX7Z zhl*?Q{i(U@0ba|6)Vd#+vsv^jdHX0xLmNR)3FrIjDvj05+#HLr$*1rUcYJgf=B3F zn65lU^=Bt0W%83D4iqDw(dXJO8e~{4h(e#Ig)bkjEKk;5dNx9RnQF~!OI41}ZR0Sj zPk)S;Lu1=9=5mf)6Aa8w{6z?$4qOjxz252sOsH~#FLm+TJt-&m$wfuKB_)w|Wj5VR zukZUl%F-)`%JciUU|O#q{LGJp0b17)zRc+JvRh5(HfbS{?8*rkR#-PpicL5}Zv)fR zw}qWI<3-1gpz!hT#D5*;8HVpKOo5WyN+Z}oWd1uw_r!B%2w(ti_kR_b=_>`Qccass zD4K_5CYUz(uYN5K!0#{7*o{;{&m?_xk^I_dejW9altUJgNJj8HQWib6%iTRs=zo;p z_|>n7YUFO z$MsoFi>S(e6@Q3!#FBmFkt<90+cuB-c6h;dG6oUraW~6F3@X1Kdn-0M#EUOnFa!GC z$-b&kkf;TtM?z^Ar`upJKUL5%etTaVING*n z<3eag*xnM5lKiWe;TGe$@`0aOi?8Hm$6O)W zAd2H@Z{5I;XK~bfyJb~b9~0&L9^T5!PubgR{n^z`?REuFYlKnbnBA3o?ZOr+7R$DIXSbxCjP51qGna z1YPSOhF7e$gd-WiOkywoOOm8lieJo#_}!Np!ZL%Upu2xbnd7BQ^zcd~X5r+=;^rk)}Y4^XQT^hv558G@I$!`x!YavG4Fkj z;O{3XBAB81*08p_Xmm$-^3-}8OYo&=wKqYOHn727TUb0fn9S04!dIEem{aY-5M1W~ zypqJF1HSd2ik$9E-`e%64ypx2#$VFG?>jyYL1L_jX^{cccIjwizH1 zNK6!^5PC|A<+xa>w7`^&GHbYq^x((xIm`YC+Jm9yUZ`HU)#RN-2usn_&pE97qMB$5~zU z#kPyk`_uwoT?+V3vl+9hc88u-e|xvQWIgkOQ8bf#k9)R(;v5b$O&qy%CQM0m-934I z$?ozg-EM-!BqtFm2bX%peIM?k7G~&;Zn`b&?N^UXh)8!-S-0OJ2bD`HM4@-piP2ml z49J#s$+AEIzu>>lJPj0`>jz2#tg05a?3Up}kp6T1CBPEGFMR|(osaIW*AcpBY{9a2fQGtds3nS#V191&^?{(D zf5iy}RSGv;GF|+>pUKI2s>}*zZWn1q%&OQ64s7Wa zfBYf7b$E|BWnZkF3X21HgZte~84cAFrcaAvjdHLhPfI>5Z0XHAv7cS`@*`gUG1owm zLCw8@>4$I+5#+8$lvRtL2anUk$f3*Sec_9i+;%C(=T6P+bkwIoV&*J?dBbE^&F#1} z0m_ZR-0EnGMU|lk$N+p%Q4|d&L37CyAu%7g2?05d91B6D5uyx#j3t=<;Ygo&C+Y)(RYEkFk_}!;1LFTlal5s@ltYjTC6d09&T9uWN` zLsS{kbN<2q{k?CZ!|CAmH{6{VJ7UW7)rdsCis{ zVM#%m@FT}heZ|7^0Sl)$4^FJp6mpc6KH*Ubw^TWb|u@EI*P`&Vo z+ktjB1<4(v*JcYsEue$FacNq2eQy?;F1i;|tW z)*~GdMB`I}eGZ-vd~N29cetSdfE$YOSl z$i$5y-^6WaEA!0=L|E-o=d(Xk?+b4i9^nz^AKIW2;rdfcQeFoW1JJ|C*ulQIyd^`G z`SYDy7(D|*1hvMQAEwx5Sb~c8nSGF2>3Ck?+`E!8z3lE&6<62z@B$8hKBSyeh01~J z8Y=QD0ls#8PfZ133vxNg{_6S8i#l5??IK2%uNk(>OLJnyzeMDc;Bx5M!y(G@rBqFp z536*-?C9KeV*JPJHk~_5j1K!~xXp+P`S$)!M9gNe;L>X7o_uqvEBL=L19F(U_};AW zF=xn>T3-}XqSNayS;|p=BknYwbqO}Kyu|DdbfnxzYhRf+t(9WVUcqkHIZfHAe!Nz3 zBMIFen|;He)_&IgGYQ3>$AgCpA2y6vl%3rJwdHMLfzjox;E2zXQz!dd#)6$eO}BS3 ztA$pKdKdS;1Kernoh8_K<^DYhdji0`fopipFbGt?6%L7PhdZb{0OEi(sOiPuH^Xnb zB`ZEu?%cgY3&v!yFCkb^D77QDLO148pR5g;I=92C{a(A$FOZRGU9Jz|qAo<|}P39RO7s9L+o zOu#s)?vC}oYZdk&c-#yXW$2{7v>voi&cYvBCLd+&K#db?;eNsyzRo?!$wdI&n1ZN) zC!gl~_LUB+!C*PXr6o!b`&^U&Ja>j@v2#qK@uSNV-YREkf@!;P%`rbDcvEQcD3Q-> z_YMnq;$==zD=L(oB8~AUYl+#XA~J^uNu3?BFEwuX;jadM{K3<{}ECBLxKvDxk$};PN z2kAM`-JlX$_-4uj-2vmNfNTfWkNW^0jBnPBG^#C%#aBSSd+$D8u2&Ez78OeoijkPz z(2u+t>BeD#gJ5h{AgvlP&P6$zq8!4S3`%4a-jEZkjbTVg0=t89c6(dt<^#dbiqBsO z32j{n0V*7}-EbJ61`)bV%N#|Fg(S@B?X@o=Xi5YGXEXR(qDB zwXm|crYzs55%Q`A7N2yI_a(_9|bd-%d6PI z#7(>BWdN$#=uV8?25SlnUcf)04+uv9t@*;fsRFIk?Q$2#(z*;$6?{tkyG;7)W7A%F z0|x(qU}uMYT#~4;6M2K!{FC2Dx3_PNM&AyU)-TJHgglUud|_%G>^pbIbot|1ebLLn zo5IA>?FCSv|8bu@fZ#+;twoEnpI{&t6D)QKiFr;DgAm7q>gQOVAh}Jmc=(0oq8_6_ ze0D3z%*Wic^LjAbJMyK`vsLl+*g|^!(3K?F>+xB)+$y`vgo&{|Iro&)4rl@hnUQMX zd@PdyI_-v_rcX`RF4Z?nIeSH{bIO`ZGmJ_A6nwY5n|G$hy@F{qvId=6qMkNpu_kqJ zg@-3JYk^}j7_D3BQ=5jQ1|vMBD@3AD&6q$VB*9@S(zfeq3V@A{?w`H^ye{%}CV{ib zg7`Ktc=+Ks)O*?Y$(PSY_m30OZ=wNF(uK=ImbeRsjr_l$PxCrIoJXldI4idV?lUM)ti4MhMV0JK4pgh%%zeiB>CmD55{2{Z zoGKR+fmR|QIKGz+!_AALw?Du>8+9-O07Af4rSS4hkXkk@Yc)smJLBbo#i@K*-NZod zVH!{RE1V(Gkyb;rW$I~hX@`{tPK-qy+@s|e!92bl^nc6lQMSK$0z(uVLmEc+rNBJ= zJ4^6S_7#fqKh5KkrTT6lUJDX%UTD$V2Q;)O9IY})Wc@>$m;8HeBb!#~zqoWWpgdf^ zy&h5$?K@(pRBMz!^zJh@<dSnn3uZ~KwT!Y(38)SDoS=Jb261ZEUuT zmm2OVKnpW+O%+e7wi@8i85mZv%f%rv+1yj?i?LQYNX+T9e~Oy*L1yQ65Qjb5L@T-f zbd~R`<9}`f#Y;Rk?Q{!44?TNtr(fe6m3+Wb#(X7zv~<9ip6@c%V~0;)+!I4Ls2SV# z*IWBs=|p0ZQvWIZIqsd4V3ERV&D4GKccuwWDyqSYk-B7vn2g zkOzY_{AjhzN^OV%gD?eXX>;M?$ zDG7wC_Zj&$5;Lz$24Mxt0wb;Z#EDR%;>HSCr4B$c?D#FFbT45dG$%$1&!*hN-l+0F zKIPy+CQR1q5ye1k8?4=v+rc0_q^Ln^KxxHUWdJO)7GB;C5AA@rKPY&TZPsRk#t@Z> zH79-i7Md;kBd$-XNkC??Oo5$oaVTxM!_zu(DqbHhZW5O(VsfqS+vSl?uXJk6)OSLd zio$U`KJzWLC}|ygAd0UE33%3Qp~K3_IiMSFlpJc(-MBC={CqCWY5f&toiR=1||ETX=+Fu`3m@E}l47N3qatgH%u`CyimY}g3B31rk%rl>z4P9UJ`RI_h=_akw zj9x`^r9;4KD1?9oBEaStZ1!}Gt%EU_hLq0hE@8yUc_zS}%l~Q=hZGB1s;479J-%|lIb)$zCrEt%yeRaO&KxLXo*jp-U#eL5 zQor=ay))-`e>iKOG?yi8`5R8WmtahP-AB++vl{H~^tHz3ht$u%US|JNRgyhiHInpF z<|3>2=BbyL1O2}9AeE;B%Hp2tz5S^6QBoSsb}jFdc6)5oeV5pmG9nIn_WdLmsXH6? z^oB@vDWZHxd>jG)MWZlA<(dz{hhY)@4_#XX^wYc0P+%TPfv z&y9RD0+7GlJ@oTPNNCIfGl-cCzlkRb?ZHg#%n0!n*frR72#lCT ziF*DVS3XKPkC1>M;P$3M_H)kH$rqnv;$#Z8v}`nq+60v{_r4P>ylE(obC>cCm5{%A z_txnrg-H=f(MGI__&~$EH>`j`xNpYVi^v{*=1b43zIlCN&ad&y@(dCqH}(gP4+-2D zs(FyIw-I+jZzfCl5ApvV&UoKl^x3NQ4e-1`0+y*AKv89r)L^gae2O65aS#<%R(&-D zXyZsVgPeSBalxKgk8YB7w=;I!DJ0iJZ&cq`obc|u5WUI#mPncYf&}htn0{;xC-j+` zjrk)3;WKis5oe%MfzTk(JxYf`7$NjqWfPJk{#4lpm%G)Bw|Few^0M5Hz=r-tD8%t% zPCM%fi?=gTmvrrJCG=NC(y#fDWpQJ&k+t-9bioi}hou=Hb>e2v;UiZ|UuyA>9Yw6z zWveE1^F8mGSAr6yv7&Gj$^XQ{G?`gkO;oDs<#QYhE`PssWKrJD2yI23;Npx08xz{W^kwVUPW{#z z9m4vqyxgK{!*6LS?l;R?{sFx&CK@l5W*J+FoRPg;`!~nQ>-G9ulK} z`=21U{*Hh|RI8}^a-VLB(k~@;qjM%ohO*DzTch#f(7$$#s|~U5cd>K3!f%uv)z2uP z!?->8_=dB8*tUORz4yJE0*Syw3%`%HC9s{cHxsix>&)}st-=)$ehLmI_^TF+` z6lno-ORh1MFIrQ&`#w5F6DEQ+K>nIFef&Ki3(%xHx~u)Zh6Q;`gI=mg66l zi>uzatn?NGqr-C^V&^z252G-^@gM*y5@0ae8^4+&n9MMJ6pL<|)mCFar$P968Ez`& z)6=glK9i|i(w-m*utF1D=zyXS3o*12CN`)PUtk-19n>u z?i_3*NgP#JwCy|9sOKbw{61%fptb2?ioCj9n_jnHO!8ye4KjrXGOx*ATyA(%>F(xq zz;dH9camrohHE`FbQnY_F5?x35I9d?Y882k8dWA5po~@Gy&XKf10RK(zpPrlSen$L31H=zC{sdmC{~%6klp+ph%N6y1gzbYELw*V5EI_ODhe3 zW(*rZIrjLi87P^b{`1nvhc*_5>~4u^S%u24T>GQjF@!TQ1Lj@i=Zg%vZW&LBjF6GP zDUNLc<)jsk!|Ep(#A`0bDDg)w#;m@JUro`(p1ku2+l&I3A?w}%yy zV;+k_vt+ywz)UU02#H#i%>m;hqX?Tw*%9o2U~Jz|(;-7Cw=!pgeb>C=(R9|UOTUXb zmQFINax)_pWkDg$aa?5eO6@qX|)j$#9o%s&2P2i&vyzrzvW^ z9KZa|3_>Ac6W99Hqz~WmSyUJA`n$J!5EnY(JOz_#scZVW*qcBYRU+OcRibv6gUZuD z;7Y2Y-x^!nY3|+|>OEX$l8<+Wo@l1~w6y>F)ZXlzR~gi!#fB{G1fEjHA@jOuaE#3x zcYxhmpQ*@KL=TKYuGQYWL7$t1-~xK_o5FbF-K{r7OzqZ`KTbVUt8iW)a1#CvHB;J0 z!OijBK6tMhBNZdy&Eg&fJboyYsgMZ!_RG$v8=9x6;>;0%hvtw6t22C~=>N70{v-Uv z)%&b`PuS6!4tbKVOp0G6>SVYCdAGsOKH<&(FB9c~U8l+~_jGB$X7|b7fAJf_e_PGK zRsek0QW$sy1i3V;!^4EYov|Y#dqc}&6Gv4xOZ@db0jN!hVk8=@2SLM%IALnH6#C6*UAWqbDbheUxF7ry{I6?<5VT6DNVZn74dBLZ=K@YU zSM=ppHEIu2I^U`z8^!E6(_~K?o;W@)pYWf64h@i|g&a*HB1p2e_>jd~O%GwI{4=)cVoFpRxP9;i=g3_AhAg*>$I*fjsfgfIRI{J>6A*`P_YIIKY&1&nOZT44eowcy^oAh{;Z6=AS;3+eV)Q#i%Y;t*E z0LZYwr@;n$4-I^uhyXf1cyf|{^y66Q>SO$Bsx(((($ChtJQ3K}2yfL;(p`O=%Yv71 z(ivx8v4{niNNvXZIJ3o44vYfp#v~3Ar~|HsesioiDcEQjg8IIa1ahOMmtKsCxW)a_ z(9b(8GUM*ROHl*S0I-0AH~Imw6Mt-e?UDmPcEMQY`nE5 z`%yerCTeeb@8no~JjY`83}Q>cO-XmA+iVtcfnrc1DKRjzCyKaQeq(7z^iy)<+2_d& z+)VLY^+mCSOMFWkiM(BGY1wYLRUPtIQa{0BKK=oJ6quwef&Nf{}va| zb6mV7GNVj+DsmtzA8>B6UK#y<;$9cv3zBww%CbDX97+UCLK+#^q<=qjS`cu{Kz4&` z!^z%ENyQE{5q(r@Lg3^y^D#;mj)98cjCi=JbG_kp1nNhRXgXH~sm(^hmiSHWZ25{3 z2OnB)E`+YU>bWDO6BeqVTBuf21g~4LZjRoGa+7IosSSZU@Be>|9|~3Q8Bp zs7U2vG{ZT3v*^kVpbL1Q7K||P?3+iyDQljc_e>v)osW9i`7Ah}ztcK0UUa4c#dPD* z&m^6*z{FZ<_g3+S50I+&k^Kh@u_zjlPiLJ?l>L$Y<&UJNV`Xa;FaCtha|sVA<86xY zOMAf83m>e2!`ZP(m-`TMt#=%;Az!yq(r7Mb=e)Ph=ySkh_`WejG#nYeHAwe?CHv!; zj0UY^N9@lh807lUFj%i!D?J;!P?zlEZlKuE1Gco7Me`7Nl`og)09~?>i>VTM*)DrO z>vy=i-9bhV{+pe*Dv1yXYapjtZAUgJCAf}(so-lcf`}{k4X(5Dj330VOBTv-_J!1=}gM` zmKKb|`-_Fc5bFFvb{yBiaQ$oAKYe9SV0H;~>*MpK@>i0hw7+#o*pFQfk-#hlIJ{)? zooOaxvQZ};Afw7;VB9t_%Ppc&wwQqmJs{W`A~+6f$NSWSs#IJ!YD@^cRvWK*HTn|$ zM~Q68?_FO!PSBL6%yz6d9Q?6XoZ~R3l0Ggm zNW@(p9pVITi1T7Xw{1I1^~u9 z$KM`rT?UNg%z$_M6IuelqH^4UvXSV0LY9H84M!?|bA_>B1 z#%=?GmKPV{t;_azVhcjR#e6)*oB?J+ffwAR3489`y%7f4xl*~kZcUxHGUUBNZ{bBI z!D8ja6HV+9nsoD^SeWx#rf4R{CaKwgm?Sm?PM>Oj+IgwV`%7){9JSAtsc!M1auehl ziLvwxEUR`~Y{3LT!Z8^vjHtS%bDM>3TOqz3`}MCB?l zXD#C1cv@gMiR0rFc%%x{(RwHcXt_iqrwJot!@3K3`!>N`A1)M_P^m41;0AMBi|*Jn zu`=`2T>|xBVrPK}F@dSDGbd9U(FmH(JbKg^ORTtdsIno?^3#(D&>u^*C$N26BWuc*#ZGK)w0l~lgbuK%(D%%s=vTL#$HECBb<6ui5pJC~pf z7tp^QNTf<($Yc=2ftSL-rYWfHVG^qZ@`jKn!PWzAQji~>t|)&|vQY*&n3RGxSnW){ zP0ei@2danpNP+j%+#$+s)`C!O%4vd=2#3&~lR{f^Vv9#h+dK0&Hx8ZM5ZdQz&ljJ4 zXi{ROkX|0vL_fL!yw535-ewr;c|(j)Qc;9KR9NbP822}kE1 z6-ps(_u|74UtYR=U0+t%Z|;*;H37U0q82E372kH9c_8k@>9^NYz@`(Ql=+U_(NQ|^l-Je&R#ZXt9e8ugukMpP=;KAlFcfa>NXA43!rg zXdHabO7IC`0d8)Zy)n)4qh4{K(e|j2ppBLg?V(d_k1B$PK7ik0z}#U*oZ#1Zd6{D} zp;03z0Grd*Jej@niCA@t?TqARW>7T7Z8Xpcxu8$w?hs40Dy+Gv* zez?O-UbMrXq$RUHz-M~A<1pS;PHQ|Ds8!<^lgRLI$F+s*_|5nYUfoR=1^li!Ux0kW9<%T?#`YJRVKtxDpOsc>k$`(3Yvx>C{Gw9 z)V*9&cHZR(-Yy+axd0fq00nl=nAb&Qlai;TWvbl0k#T24O5+WbUFw}p_x96%TPI(xJomBP6osDS{H*&*c4O$(CsT)AJ<1paSA~&ZB4Mkj zHph!F7Ul0C^IRRYg`GMpf!1VrmEaMC!v_N%YyVgfd-s(Njag>CzfB*tz)LgJoN=?r zWL55X^H9gT7k3PEX@_t%k^TtXIZ}Paj-nUD`>>e}5dvqtb0{STWe@~sg$8q#Fhxor zMJbu&D(Tx1eND+#_5|V}?b40%iNYizWqG$J4-CslR7x(yVJKkKfXDdoR8BYZGd2GM z8o+&HRA^no%3oWS?-VaHgpC25>$UBLw?Ri0RU7hwD+#jz>9i65;ymp)5Zyl)UP6fOHWs22wc8b3dolOq{(V+-O^$=k+9IdbH!NW0{Zie2Aat{r z2d^c;(+yPKYgB=_eT{eCFFzcxzV>v-E)oxU&qKg;3;f1U0OXm&A<2i*QVp1YaODx863Rfv%rZrdB6_+P1xpX?|S$?V$6nj7+B+ z|2Y-b|3-&8?&FmSBqiBX+)53b_Mq78NZIOx_q18&0#ikikub=GgsB*=M zqp>f5ho0FrIc&4U!#{)_!xsKwMH;C-9-wlt?Mdg95MwzOYAY%#!JE+sQ!yCwJU&NVItRzabm`_u9R!MsY z(F6&ID}0Xm()Z}|YlUS_zfZ+AD_p1PZd3P?HOYlHvH=v{_O?`D7;ZfN_ob$Jsa=vv ziX;e9(^0xt{OYcjsS#GG*SStsM7Epx4tOdk5jsN=&y;}jU(dj zhQRx~HKFixB7_i(e}n^=JhPX5m% zaE;ExWRkGVFa`Nn43FlV)pOT5PZA-Sxb_sg?hv7@EC|Jv6L}qK_d30iTn=CrT;uY1 ziRMs?Lc)Yy#`r2(w8iZ19b{rl9TV~ixBb+Y3+vDqH+YJZeu&NtyLgI!sem+fzMoX< z_`o`=i?qcgd7B$1JvPyuQYgt?N?kg@YB)g*%X>B&n}3Ni(%_)Bi32_+gW%{6P8R&jDsa*mjd4xh)p z{TY@>!mDJXeo`C)o#tle@`yP_06>}@pfot-iWi!RJQH~~Qikkiwf^46rIKRnP+MQJ zNO(LPmzsasVK=0`%2i!RtUEK1rZk_%R*wj5?h2`kr!Xc1intOweBan04gue%LWL2{ z+m|s+jc5$`Q(Y!vROW}7JE_y?4yI}_YL_fsc@jRr%t?TsZdco>ZA8_s#BcLR?kSJn zph@q)O?dM#Nagx$a<}!cM};%>tW=XXUaTST z2%U$F5^?bY1~G1)i=g!@aTJvTxbi@zl!VgUqs5uXSw!w32$2LkDO1EF-ylA?+SKwD zcJ^KcQs8B@XKWDU6mh z`C{w~o_B2SRO4c!BT0L{pyzh~)>G4`0i+U2Skbf0d$w|P5KP2Wm_z@7((A58KQX;? zna`8r{L1Xv+;khDBhfnmj32W5>e8NVQ=-teF^`lWc|COZ(^2(s-Tn)+dc_#u?H@(T zS3BVJBFqmHQZ$5bm#xxw7I(W4P5^q+ARgqX#QlS(<4UbV;!Klrc^2OZ52U&D{+`P} z_@&ehNV3N|d~Tw4dz7!F)Cl#cP@;G9MD1khgs)u?xoJ6|*%6z{B&K6Lc9Qo~f4}L6 zpr51AiZpkLYMsr@<>C;_=dQyY@JxgMASIs1xxk^k$wY&r=jOe_-wiEj+wm51`gt)H zga9Q2L(SX>YMK;QGLWp!gfRr!c?{x+m}v1Q+0O+cX44Na%0Yq%CR+A=Zi);D#_F87 z%(GzvC?F_usY&rMXU)QmYUY7XoUUv;z1rDK<<4A%PVsRM;u8UOJt-dxkSdNUO?>oIdek zJX_9R)5#>|`T4JE6{8kTFGJRD9{AeVPxAZ1oDQz9yEiQjk#7^R5N2>Ms1+l{7PDNF zf_H;vpU|6$K^aZ~8pBAcSOHi72xA(Quu&7ko0x@@UESSyEOKdT{{G0R-lK%r!apu4 z_!r~u;Vu-WsSKES3NkecpwLcX;1$y}>5eAXDw@iCGdwlevT_Y_)Y#l`}(zcP2F8X&!sN!AsXgdF965EEv@a&{4yAvS2dR|&qfheer8Z(CM{ED zLXGKT5nL!3bDGh?{5mouIiq{i6>*>;uMhm77*(l5IS&7;0DX!dH z#eG+>aGNhvoUqLMlBz3+wh1RbXA8hL*N4vp&|Ei9{5Ld4+%8~spK_fmy#FKnudU86 zyFn_XEf6mbLV8XzuifxHLG-}~yRB$-=V}z<`}g*E;x>4?RYp8Q=k!&5`E%bc8gQaQ z77W~OS@Y&w4qkRwt5@cMIkUuDn)`j=UZv4az<2+6&*$x_+fIVoxFbbbNCq-RVa)qoN#8! zfg*P**psR|9_dIqPH+$wsidwM*9@bS)rhcKf41j;?Oh-@PPe9lJb6x67546yq~z8s}2J9QLLeIhQLlR z@)TdcZ3d)Mdt?1#gSdoCv}4Q}0c z$+9wl1QNXw3m?P?zHg@!2qSL7{$fnC77qhG1#bn9*E8!1VU^&YIolT$e|p{b zPmJDXr}UZ4y+Fb)cRV!b2>lsgniVX1-r6X5;ez}}YYF?E3x@~BIm)9Ye$BL9LA`qL z1hUAhmNs?qcCZ2df6s48#1q@G(h2wawd~){M`>}0U(xQgtdb@c2Waa&vNDeoV}#~y zSpCkEM1&KM*5~E|Ov!+PPdQ?84C2m(aug?*;kt3&Pp+ns zTi~_C1@3fglWmT*C&J8tgz%;FUVLOZ*ja7fy1eqi>$e>fI|nZ)&h*IyC-0tqm2czX zuZFM7I;cbuZv$(x0EEK2@mnFSdGps|zCUJclY*mA6N0dk- z^5c*izX*r~F8RTGkDt8yaNMR|y@Gt;!QBJ;cHqCo30ztRv;fbfl?0Bpc3^7->A&`Y zkB@*R1uavMi(!o+4jHdP*eS$&rdy00Yg~W3M`%85TYqr&)K3zr5p#Dz&6w5$>cQv?CE8 zmJ1J_@}r+L-*SQEf>vlOtzvTEEcX4%X3aT_-q6)bRZ@?M_aDPeJ<$!?f8;`%RT*MueT7$T^ zEmL@>pyo?lu>?#$9ufDiVy+yR4-(wSgtOL=_y&VLahSWMCy_=XYvBq?yhl#k%P&kx zsC|ZJKb2YYf7p7`Eo8tDefAq1rx1yn-1lomm9 zq`Q$uLORaI=Xu}nJ?A=qye^d=IWRThJd9EbBn)9gI)S>`ql$+P^?K$bZ>#oc;$<0%ibW@~`%A|4-xBG4vn6GkvOs_)yn%&l*$Ap zWeUBSnEs*VDA0&`?SEm5MCIqF(axGo{B4_Taj0|UZ_uH;g&2TTG5Ghn7=lNkLkAUN zP3}5yVKO8{Ln`=z@aTm~dheuSZyv;h&qoP#CN#!7EsPtZGN5Xz<1AW0eO3i`;U2 zVMWO>3ZRkT)l;C+YEfsC=e52zx$SYGQ1dkA^F*dRjp_ZQ1$;rW6C7TZEPIXz(c-J! z$s*5GfVJ6j2j=I;ziga%&=V3+8-uhcZ4}a;RqJMG{CNL=dN{5|*^Br9yO3#R|LTAA zDP9%;aUchPFCaAnxS=hg0RmkEM)d&wf`pC%|5~TDz%Su$psx9g6`6cjTbJ zW0EET&qJb+ga+&ZBc@B4+6JN^;8kpaerAniTY63kcPe7vdh0--&K=5oh=`u_Vo?E- zI<+h~Cpo&X#*%S}_VKid(bH!f8k>>mZ}dp65*`b)w>?wIA$^?(Lo5?=RzZ0KV@89u zLknJUs3Po?c~nFY2Q@KrH=4j-|3m$TajV_rLp^V2bDntir84+0v3&SKP;pP;A&*-; zh{Z4uB_hrVPk?~t)c;rsSH7zi4-#r0lY{LPqMmw)V(x)qM&wcs2HKU=rvvB6xCie% z!~^N*rMi5(-Q0*RD3=eLu=bG$^!1YwqD#ywI3UUCq2GiVk79~nx@B9oJIYDW5F%>#`L<6u&E2lW<@ zl>%da3+=uBHjFRPA;N0wae^wLG~#ANfn9`Nn8*VY%ikumPGKu54mdV+Hhea6Hv02V ze)G_jkP}e%(e=&xv;L&G$u1{(@{!RK{;{-X%z?}Z1QQqkCnf8_8l2%KjEdE?@|PS+6AO<8Cj~ zzeS56goN8gCxSxsp9=<2Mj!#n?7(KZ1N{dR1PqVwRllaG@HA$mGER-0$Cx; zP^{Zl3x(40C^4|J<&g0Ng+2&*mvxBqk{KV_*aJS5<6H0}i=YoOsfeV`BsUz+EcP~i}- zfduW5XK3*OPZ09pgl^0}CM!3)sZm3x9$ypXki-fWh%0F3Zc-@FmmX&r1Qx^CbXa)M zx3TZ5bLcc2MPebt2(&vrTK!dTd@tg+QfIXP-NdsLxi=j2pL~~dz9n}ue}XN^{pjyU zg2ws=MBvII>NH{DBngaBM@npHP|8ry6JWp&Wgu|SPYDmA`4O#y$$vr~tXyt=L({RG zo>eo4FRc;{!pRs0=O8w}rRiD-BA}MHM_4Er1QGn;^O@4_U`&-=KbA3NV?1uX8`z>{ z5$~LjOt-4%fMP&*K9g{e2tPe;-xKf7nN*fev8noMODrlG*h292YkhWg^7?eA;eFQhVN0IL8h(s**rN%(V@XOJ6Jf={9gBFc? zpDYyFPn`tI&-xzRh;swj|E0}_-sDuYLH?YN5Q{ue{8vFt*U;Pz2iLnOJyuddR*aPy*giAlW zjI%J%%Hva4LWJUlUIcAQo+Y6X)HQL&=)p;IJkpTUK5lxCqoYVsXt|iv^NTUP{_^r| zy3z%v0NtWaPbL%U()|fJAT6&DGiO$0jXMLSAx5Ck0#2~_V2aK;G*eM+EPBO$7Q^42 z2b;LuLyU?@LS`!M_S7m^Mda>4(3ZMAZxg<1U*!88>*p(3H&0dx+0} z#C7OW#SSG%J)FNbr+UV1YNO>b-w|hRUeTu-Z&-{ zBi2Y8+C*|v0BPK&;x(d?Ml1Z9vU%Z`Z%ocy8h)c4Z8>`I)_v$Vvl2k zcI<}2Uvy(uaU~xHg(1zsmb8{56r0!|3yepGXn035^NP1rd3@c#Ln@X26I|q$_cVin z{aA(-&ez!HaO-tPh*XZrSnT7RI9ih6t^5%BlHY&`A^0O!FFrAhkGN{^b!?+q^Aeg+ zT(2LI%Wn{Bmw8lo&}k&O(^VeE3PG1kz2CVl?XZ$q;O1ayD=v&zBf?3B1|aWMlKsa( zZyQqOOE~cz27%7<0J^sI&KdLXTo4$>NY%`w*xTO%A=Vx{IhTaM6F@DhN7Y1`6g0ftclabgK!?J{s1V$@=!+V$zRpQ+}|a(GaRDNp_lJr__ACn@xG8;UQlp zMiUL#H}co+q*8am7{|;0Ob%YJwW>);-3;%che5mE(ZfQYg1LQ)NeNm2Y3VblK7DSC2sbgDG?@|;n{b^|sOvZ*A)}VH|1r3LahJ)SarIY2)#8by zdDDbKm~8R?qNyVvy03uvb?y!aF3IzhQ06B%tJ0RbUv^7+r4^py=E@QxG^C z0z6PsH_ge(-&ieSsP>y5eB3Jo-|k|=3<)T1I>t!CI=+KOdZ#{iaLv~O8>MnE_y^^~ z5BsqydOe9R3F^)`b3;H0rS$0vCiEX=^U|WKldY2yG>lD`kfpf zYUFk&o+RP5J^YMOGBmm=Jhdlnr=(ZKkF+j`*ID7JpOTm9+reW&mJdwmziyo~58{A1 z<+m4_7UaY51kJn%_x5JCaXddQk>A&ho+!v{cQNeACbEC~^qy_+$L40WnATQy?~f_U ztp$L(p)Wuyu1jNrmaK|2mO7kT_!N3*DZO+{tF`uCAnXDiw|TZ&t2!7y5i3&W3`^-pKAmA||?-~C4q3=-oyfWWno<9ztB z*20>m92IR>H_$S8@cwp0 zt$6Qy#A6e=%dhv7&OJxi<2+Y>uKa2;V5Z*te}}Anq58@?VgIi%P#J{9#mP|qS#Q6o zS8;zpZk*gOeA54X`ypyjeCkE}KmRPC-<3TYw@3#PT?W6yHI%@Y-)+Tul_!0#zMN!! z!-d_emP)Ho#IAS;07+7iC8tIWL^Obvd~?S@mppAMj24;^!Au74x+2D^U z$qS*c2h&53&>&hnB`Jf`Leg3wo>V7q7dnGwXGr!=AetlZV?MAE!ua`T2!-Z+*9GIY z`VmIhwh(K13pxJn(DLNSNqxzj_&eD#`4%oS=ivG}QwdQoQDKG)0{g7uKn={$)7Dj{ zgYR=w*SzuhAhYT#DQ|XSFo|awfJdCL`e`6gMs&K@mugvS>3fwd9c)^kCk+Dlhd$VS zVinMX2!^9^JfYzx8QDnS5%>yRvdV5pO@;s>Y=}aAQ0_LGCF&l^8}&}1+veg#Y93D! z%PFMoHAPTa%H>b?=NrQx-0G)nKa~^(BVuS(l3TkIIS-zpxJz%7Hc|cWH=yO_+Vp3% zzQr_;JsH^LJ>nf`@);lP zGhg^egub|!O!Rsd1Mra=B|%!>mJa~l66gk3=Diu59%^R4zlB2c2(PJZ{Uc$iip~2t zrq|aAEa`hM)m5?O?0)7dz23r3Jp<-Y_5S2E-63%)Yi496&-1v+UY4U#9Iw==Ci@Ys zdCK2G+&td#Yk^H@pmHXa&%eSWk|$*!KSb^{@N7&Zs^xv;rj?OO zlg(r*3HV#Nszq;>K>RRp9@%c-xSPSL3-qH4SX zR8Mog|6@m+6hU%1a9-LsQW?Q~X1r%{K4lI3$O%|$1RoNSWxmLxuy2vQp|b|&O!`jB zULDDf%sOzp#k+%0`4>n}vo`pdvb9{Da&!yK*W-VNIX+?p>fE)~dN_C?d~Ymtz-E>=f8GfZ<_k;3R{-S7016!mU``m34h7RR;4;v)6*Zad zgyZpF{*Ic$uREF=pwzwCO=l!GalQ0a12YemjodCX8Uvfen@~b(yyN;@Hn-oE9NnoE zOvbe{C&!U{c=Z<;6VK!_EU5C|rQB2fT{&nz&x^V*zYh2Z$#pXqR@zIw z_`>GThlb4@5sdSNVKxmZ(i*9Tgk0W5wtVkUO#)=SdXU>>Pg=q9fNG7{`*L8V@sI7- zsdc3Xe$_ou^GlOTW3oKxa7|4x-W3Ai+ydI9{oiT_j;68Wm)Es59iPom>5ltK{|$%& z=Mr!F@UqqqtGA@o-}e3esXKC?S_RE3Q?($hHR-4F&&)bV>dRQX4x(BjZXXF$$H~R$ z4W@(uJWL3BSt9;$6BleO9jM0(>_?0e5jEsU`D5e%=`j(gVm;L9uK|Po1m6}kXA_nB ze-Ir(>fA+-2B1*B#OPg>2KJ)vu2fF&slC@F;g#>svurH5}T-U zv^sg?P_tBupw74tYM|$7y1yJ+48s@x&ygk(GgGWOT|HuOfg}&t^8TU&HFMuHxp{XQAuTX3vKX7?Woo#6 zT)}xq_5)xh4ud4mNSsl}5I6acXg>+#gLCT8YSw`03-^Nj3PlUUv*C1xq+Xp0g=hT! z)#)a-x^|Iiqd|Hr@O=l%-d-!0=i`hJC7KLlcclDtcqJ*g4ylHzW+f5Fd1h2Hp9PJ$ z94!*mVaQx#cqRpvTZNIG(ToSwxOw9I{kafCt?#be%hvh4KAi*RdSxI@duOplea2Z=#(qerU9cvsN}_Xt@N5_rBjVQs)# zj*q4(umonzVz$p3%8_pt@I~KsEZ~RNzohAxCof2T+=Kn4jeP6i;;W=j7w9~mxuf3}(~{O;FWfNaq-b0~|<_Pb^` zc0><^?7>nFXU;b+GI{XDKR9o;fC(G#0QVckKC>^s$ie>ZX$~4 zwZI+aMSEs{`8yp`ua4q9buwS&JL^H8#>!qv?nKGsaS+jx%bfGd{WmvBO^oEGFTs-M z0*~Q43n=8TvKKKECgSvvb%{270r&t0;jsW@%`Ccyef4_?NTgTfc!&=F0#<PTF51^d2(<=gofmKP37md^Bpj(k)XZ_2B10i#?w> zXdNFjWz|?v!d~3|f;a@}-_#u%Nm6*`+4E`B3_q((baYl{H(AWz($n0FAn z=}!9oq%6}Yt-5KQlPUIEd%scA|MYJ+I`4V|6W%wy*B=GhPe372pVj-KTAa*Ww4qV) z0%kbiE=Yd50pi)UXM5`#H(7-Xzw62CuGn%_}9QmXqz2hz)ag*I}5P*JLT5a>>e6Ae2C z+$lO_vv>}J8Lchs8L&c<^Lun816Hv|GF^MoAf;`dcYV+6Kl9^zj3e zp9PYKHIMl$zbo;bG2X1Svo8aSknqev!XkfBOiTiK=$K7ctP)vuK}?^M79~>N9rgovUWHv_z(ZA5i%lnwsVkVlJ95xbx!UW3;u7dJ8_qYM-tf*q zP3E+@GyhOjP_!QCQus0J-1SK0T@R05lYy5v)E7tnfitoNmvY_M?XB1UeQxVMKe(iL zZ*WueKRp5{W1qhBnxhSh887SYM*23 zZzwOq*yvyTz%NSF`K11iiO5*H&=_7NYH*TK5ibUWk}u)bj^^$ylG6I9nXBKcIn(p6 z=$hdcv3c}u@_`y@!9kz7zY7c#V=W4`RbINV08mEVO+E!%NYX~$70o9PO)W%YL{nJi zl)xfM+=|9xwx0p_CKB3|fLPT6DjVA#@%DaIgrB|~S;?C?5|@vhfygLlN5@#Kjcz&`mE2Dc-(!uQ{SpAFgIcdwPwOm8eq*C>7++OU8z10)gl3V z5W7p&$tdvM+^% z!RN(Ah_TJ|Oe3(C`N#VCh9)d~^CDBd8xeU6!Wsb)0VKOm5WRjwu@H<|x*^P?I8DF! zXr=J!;w&ta7zA55$XPl5_`_*UMdr%c0DjB<1k)M|6(6K-}$+pa%YA|U; zL+~gdunr;!^e5Qnfvx$WOxJYxmssqvW5I6a+SNy={FO_4{2ne5F^6L*MR5dCYo09x zqBKFoenix}swv8IAuib8*F}eB1m83_KxwxY z3UrFI_RLc1D59W7CXoKC(*Vq-ozN5u`FDD|%%A??xe`BHAgE;ytaH0&&6+eFI`QYH z0IP&*2n=Z$$SCLn1|T*959@(m;ZTU3{gagD?f1E?|b3V|Dy)jqH;+bE(Z1*Y7x2UBqs1!A77sK%sx(f zE>~ptXM?rztG)<26sJI0nt9Ac62pSVRubc@GxdDC2Xs7B6zrmr%M18V1VA+Q6M9ys zzwJG7g7gT8L#)`k75z6jE{7vGRU|)AEB523(=gx9=K)&L4GEaB+w`h%J>Htzt;DXe;A| z+GD)lZ&8;wF-&}rMvUXmxL#@+Nj;Uj zaOXqgO`c&6$2*DH2ukA=0lX4@6)F=$(cOR9&?Vd$h@z8BONx^oyHf-v8Vep`UN}}a z5LhWPOTT^ETv3;h-$OoASm(K*7`B;4-_s?T5u_fMjjxb&N=%l2UNaulKcBh4Q=KZ_ z(;J}*tkPkI#c0HJz9Ed-C0?#Wa@kOMkk%3M9vzyn{)Cj>1e#^cPx*i8y9JpC` zzYV;j?qBpH^5OMV_Kr&OtIA#KKp|dHtmW~)LqX0%hTq*{W%kXTy+`(P2L9!rG^IWF z)`mKYVO87umMZf+Shm=$iD-w$+EDJ)|9!mw`GGPyeippOPa^ zfboU&CyNB&r7I(;j*K63>OhA^0J9Z4$;H?bUc--069CnwF8)?R>X6=5y$PHhpft^| z%?_CPB@f3ZN({2yf36Qnd3ZTBZm;>o?O7QX2%!@MwxozkB{|AHuZGwB;U4(zVxU$rTZ5k}F<ocWUM`3$%-Bwk5(S3ARlxtEl#R9FD zQ3cCyObuX<98UPZ*X|!zu;8>jhc805QNJA;ClqYZh(6@-ERJQ zhgg=6{eS@%xn)~~jBL|O+qs=Ystp;CGW@odA=sc3DCx$_bWXjdX0NjvrcZX0FYPz^ zv#*|*@?#0+S*4xYC!D$z)11Ha+OTr{^=x&6tnYSypR-ST$ko7wy-4MZzEz@`)%N?o zAJM61mwlv{eL1pLt&CPz4h4=nLxp5%4eLXw-Z9kSrX}T?C6=3zQbX$dhV+H6y>q zyubEQ%Jjuv_Q_uMntkoNb=jwa(My1rhD|9hz-u~dFz7or&}*0@i0G{fxbEUJH{wU0 z)XLB@oO)Oo|M#1aweP*xImmY%Qh!`Rj65+z)IQUGA#K?$UZ!EdFO4w0`u(O!MxgFY zx2ijkgo6LZs^S6JNaHTz^89g6v<#?H+1J0XeE+tVPbI;5jfl7W!)?t32WNN8K9XcD z50P@0_N_a{5ODT2yE&`DBvy3(BT3&aY#aGs0@+p`AU+^Op2v1VqV>H z26(kVKDOy#@3ApqPbAs$qN!fbxlZqM^YbxE`?n(vZ`Viq@OK=;_-se@M_)8VP52X3 z{_DH}w|VAz zb#HZxqW8H{pR;;eJ67stWBSa;UU8#7tdd^a5i1*?$_I2q@6+Z`AJT=QwNu4nCQvEu zTNl|rF{j}|*VXt6clMs4%Xcy3SJ725S8)obQKhBX`NmD{{@#A2Uuc(X=|N1Nn8tc3 z*DMr0<(f|!2{bRc%#@uljq^hx^h?o{D{dk5N+Us+P)l;*)h^RmEJO}3-j(5yU8B+D z%Z*2uht|=i;sTQx#E%P<<55L|uGGJAGgNwb<0;T2-B~>#HojE%z#uUep8@`abV*$| z7ywTF+>M}TqPR&4RCzEoLL{f$&PAwq6G(ryOg1a<&z@S4npq(3CwHer;7Vg-Pu&+o zPBW+?MjKQSfs2^mi1DF~CaD{1^&{dp26TnL2;Xb4A|9JClnZT^g`P1d>@!=6uP|8e zNP+t!^K0kOV6OC9&#s(x)o_vWZCi``&tPH)*`B@nWHI2B zne0v>>AaIZ$AWr{o~5G1i^l3+^U0IJG%s;mdGLS_VVYG4qRT|gw$#{k7~LNgYM1m9 z3=muh(&EM{?~+%r1ZD+36mF;+oDKXOsDGHq91_kE=|FLIoJyD(te9IQ?C(?zcd zlfP$w5&7w>2>&n)8%EFqI|QVt<*!WqlWTWJ{kqGYKY$6H$a;RVFiZq2uFomJ{gf-L zc;gSlx9kFV2?OIn8D43lYe2(~?5n*GKx{`>dcGFjDZ`E)Lf_?iQASWoUppx@Ml@^t zr1_cl`gktc-0HEt{pi+%YLD+9T`7y3)(Z$7n~Y@k!nMT$qUxy~fOu>V$8VM2=Jdmx zwddIKaI$!6b0#`?;}m=ORJsj@+UH=q1@T5e$8dZsW zZqdup`NekXnUPTNkKflX9v+IIg57B%hh7BbhIRUiznR`5(N7-uz3m1iJ$yiRCnJ-mlxh-8QRYXiar&X0b?x%AneMQ`}ic>0GlU z$@pteEcUVNdIP4TpG8-=r920R|*wQ?L?h*!i2w)Fi*KBv4L{%mgph6pF7J(g;#>XUkrA-^Ib5F@jn)U{FY$cwDcNVVQoI|viGsJa&* zi9zKd%yDR;&A87jnBm-=fy$p7Hya`gBQVUBz`8}L|M8$RAB*0jXR+45;^&m>ulql^ z?g%LHYea6{!7pbOMuQW7nm$y7gc_3N&9}Yr!Go{as-Zs*aWL-u;cj*hHv?!;og9p@ zcKU_lhW%ezO_=U~y3D>JB_&n!bqq*N+<5s#h-vDQyt3Pd#)ijZ5*43`)N4)YcWwoc zGOwL0Z-0e7i4#0Gh)Y>dcB8$cvh#~wdT|F#Du|4)a~FJ4x2uE9vS@tej+U_1;4)aAHo&hwb7qb(;w6|rCk9mh5}4^d ztP&0@mEH(*EoA?ltvAP12JWDt?A+e~yOcK(UV6Y|+1GWCFSdF3U$8^(+5Zt1Y#Gyp z*)`)@UM&JYervMtu;+&A>J?JKmCy(za29inB&pkMU!nE*h|9Y53Ww^J;pYm_xFVu> z!BTMnc=I#pKGN<81qtOo%$oY_ZCal?NaasnVhET1DP>w5t}kRf*^m7ct6$UO%TUzm zL$LLwA1#{ca`2;s)-3(R$=wg_nOto+di;FPyuuuf>zNcax0K~V!7PA~g}Pi$cl5Km zl1U%;_H9g~`W42fmFXt0!bV&#iFIk(OcwPCtaXuabEnqjUxp)(1QB8b-7#(#W}MoC zb3`xBmSQj($beCAxQdSsD> zHnc0N_f=4n(jjZ!I68uy1UOo<6iuvc*Pa@n3bnp`3H>*v5GHA=OpBmDS^BVIzCUEFEZS~j+lWk;2X?R`;0mW5r(D8^|@JyXG*2`6H;$DrFo)g*NK@Gq0y7c zoH`4_#l-q}wnY-Pq+#{HYY3`cR&?Y=J?CrApPQ)99Bs5#Sg`0_x~uQ6swDicYqATr`P*L!Ta{jJf@ry?%S85C5H#pV$`8pVD}rQvSoW~{xCDfKB=qte z!tg-dUVl!X@h5#luK2lI7Ep#?Qqu1f`L;%|Amp9CHcfps>p6(8+r=x`>~-2F{-l0RD=WZ!I2*R# zZW1PILRK68t{5g^8>XF{Lh;&wXE9<)z|Xt-{^~O@V#;IbT6C2S7sGso5-VALkF5Ux zw05pP1)4kN-1ZlvS(Siw7{%@fQbEOuR~KiWeOYn9-VUgX`1@rMCm?;+kO%phf*Dk2 zAwv{cGrZPYPv8Mw-Q921XV1FF4g@L|x0jL{u9wOvX{#17mcRxLk>;Eo9{mS50C~PU z|LUr8+Wgn`WgUoTFKf6Uo~HWoCgQ7=apUAfdX4Q^!vVUHM4flf<7-Ln`}@lAEhiEM zM=@m0$1&NP!_DJ>eguj>P?2Zco5oIjy%O#ZOV(BkD*54UL3aw869ZdQXxK$}s?Mhl znOok84?d8xHr3oBfyQ;vbdb$WCVw%(ML_T(h+?Zw$)0xhTKCE_D#Ztpka9Q`og=+8 zMNODki=IECn`!mmuB{kv?L(OCLnLiYl!x9!0-5E1hZ)`C?l z*K15GdAXtYmGwu4A$pC}a%E(KER_GRkwRqX8`V+*wakT} z{ohgXnSF&MZbzdFw*=@5fCY3<`ywtr53=PMU{D(7iI_u!UzcDao6RM~@erm?$;fhJ zw{Z?rsF7|m-NCGh{ZyaBjCWt7Nv4ECJ4ns!j39H6ws!cm@m!|Cw|;uw-rwu4c}MJ= z@!<2^EF-Kx6PJlgGxP*V`}`37QVM|T2EBnLQ#^#Q0?0E-8H#{|xb_}1=pv0EI?0Z1 zV*@#dS1kF>YufS6yB)w8Iqdp4lQHcPjW6Q9c}~4s3mkR>$31n;?D2Uu?apiHZA{kR z#y82kZLs|STN_GCM^hOZ{~_e4TNMhm=qIrfws=HJD~C9K zq79v=Gsy!hXv2ll{=L4pFB#+X_t|+Bz6rJYWr|GxS2Z9eB69){P%3TCs`*=b@3p|L z1|IvFLyH4*+>@}2#cuxJRJI^D(XZ>ME!2krbO1>U4M`x3$>>1>0KJ|aeQa2h$-W-1 z+~sK>^S1gE6RANmz*)NCSNFsGalsW>~{=0{HpDNK*2HQaBTNqK^=4D~NI8 z==fm$j?7z~-9k^U-pBA=i?1?F5gH!}qT9m=HdWHC6prh!tIOqZSm!ghYu)V1Rneiw z>A@rwF)Y^D+oViE{k}wGT8nGXdmonc`h3+O0O3>jU;EzZj9XdIzENI{Nu*VJNMM|Q zv#vXpTAfj~mx{jcgvRiQ?^@ELshQGF!Xou3+qlv5{^rMHeq(-i9`wrS?z{Uc=|J=H zNU+w-lE6Y%qz(*bAa=LqhD{VNRm1>|(^POHb^*AXUwB1Lt0`a}!hka)$#AdRl)aEr z{CakUY3TLYfZVmOp{Dc}aa?AgBhFo(9){ryQDL8L@3@+s0TDurWbCgdj zIP?+xYlN($-m9J;`}pQ$AC^#~h^fniBUfu5W1Nk%ldDb%A~Zf*%Od6xdgjmybY~Gh zp|`(u&Svg7_18CLDdvMP^xa*-dW)#~dVT<=KaI*zdVaJ6^f<0c-yVobLEH?y=T%mOgAWss(-HZk>Wi`!Ie5egFIfjZJNeedq$dhN@yEwi@eF3UY$r zq-lOL(N8i&{S|L6iHWsu^-?2dQz*{m$x@te>iJfsk;lwi++TG|u}kU;bE8tt!S(V^ttlGS#~;(j;yN^fEn zqKySKoww{C*>RB3_g1Zgj>oyo9y&MCi(?*}EMnT>aMb9k;Xou4bML+`fb?3RV*nz{Cl%~oE1xp$3Nw3~3Wd-M#CF&Ufo%eQ*o3L@T02fcb$t7P>T zZ!MAXR`@Q@1{KrT5jntftJFHU))_1w{_j7k=K2dU)0pp{*b&q6ahW4}EZcK2GJ0ir zrpaWk$uGHUeW!7EwX&RaI^Kb5HG0zM;ZTXON|IyvrXUc3J2`8%!47>FT}lMojI*4o z+unZCphj&J+-B7Zh%7C9sx?;Za~1tfh~>6Kn;G=yw4p;s#joAzk4Bqcf6c;$7So)u z@3_t&LPtdes%*}BnR)q|uiWJ|G1 zwF4mQEH{vVAeWS*NPcV@*OEt zO+qSI1lg&d*W0M*MnXmIpni9CMRlbwNB+_LoFh%Cj3xw31>Pwa6~i?4mBDV!@FZ_R zJzM~uB3qWwO-dDQ(UEGM)ty|=p0tL_$9_5iION}x+rCjY?sd}5ycAAa3PIMik#L)U zM7QLe)prJKVI#Z>JEH{m8D934Oh?fLJ>?Tpu0#&=z@fvSd)UNC>m6oiNphGk!yYo+X`UmHj$fk09 z=a+XJ1v_E4ABULV$!+gD3TNbM&`GtSnNoB5{2sTM&RNZ2T-GNnbTdgl8$>URaVk)w zM#9Exq-IDJ!Zau}4&|RpkI71X9~FH?TZNB9W}{@IWn)`X1DEvlz@v}%#q~{p9Pu;J6&D8vvhYlX>C5;tOATHYZ8`sTQC)xGc7A;#M5WryO_5a8p0Ga@t zSe;c21B(0(`T?a7N0oW6=0Uv>y8Bq~zJ8MmE&@*f1RvnSw>dsG5M~(7G!%Ta zEo*mJ-7LPaA5a9towXaoQX2uXlPUKJ4u4NKkiayrxRYEa ze{I(opf{6?bzF5QwdNA=dd|0pF5xJWWvPIp`DAA*O2Bb}d*%OUgcBJAv`k8a z`9(4U2HML#>|FsW#JeJYLG;c)HOM6F?_zo&y@D#hFpr0jwMP1PYx88))MCnat*Mp6 z)RHNF-vMY037N~0|6`2Eq`TJbDPZo_aZk0Ww{!c>@9JoBgtY&p|MXbzIVcwlhs&qw z{xUAFMf~MfzD19vf(XBW?3bqAc`L`i28fU+>#L{x!fd70C|ZdQCLbD7m=1NMDx`fz z@RXize!coT`Mp|=aGc-Jq%R#3p|K%8&e&vlzXbD2`g-LFg933}J_rVlh8!)YQBBfM z&JnnmbRTsd3a^G5V)zYZEtJ*gCQ@z3MJ&Fu`Cv((NT|uTODCNt)ZI^?YHq;RPhj11 zNqi!C7n|8a7h8{&i;0|8%CkeC1i)ZjHVU!o8UAECJe0DkCgl3)2~LR|UU}U?&$?|A zr-_0x7!Q?l()+TPBg-(XJR8)q>f*lNv~#}Se!m3voXmEQo^muzqOtz9*d`es7W4D2 zYQ?%>Pj!^#HD3SEG9)Ov@JnctB{tg2aw!g)Uqf(!UFc;B1%Em8V(QcxQO$eCe;t@O zj&~)RtWi}(wjfYWV-G2E}@>qoNETy zEXfJ*BA8FZ?ano2ze;@j%p{lMm}k_p9}wVHqW8}BXrg3EHuBqx!nR>WKhnFk$`GaO zjz8kK{APLYw~hXMsA-mw){xACJFJ<>+>tW~7N448CHjGBbUUQIP5H$+W}-($(MwQR zX>8c<{!pP)^kK>Odbl(-lCtA&R@7&|>1IN-7*@6=H=wT^UqV*KzLetTWEJb^Pn^Cl3;QH^{*EoMYUrS?CC3<mTwp33Ck3zMG71`NngaAUJ&;okfcx5sH`c-<;yd?s+4d&bW zzkrv~On}_4CkfbuNDyLpjQ4lk6}yAD`>8I=5))coc_-&iIN}@3@Z5=^gIK_->@~_h z`iZcilF%Jqkg@ySKkt1{bqA&tvyvjA{XDloxOmt8ueRfp-$e`gV{7A$tRpY47yKlo zTszcuFXzO>@`>-@656-8Tychp$7g=e-&*6w)_~7EYJ={x8GeL%PYS(=qi^9AT<}DX z481}=u*3mTdO@Svg!d3(K@1$f&D!ErO06^W2kPBSYy;ZTm6hFdjC9+~&?c(oKp1!$ zD=iBRM1g>$^0qwbV;AdSc;vydNHWNkf)8KUdN4XYdOF4w;6}V|PDS#d+@n1D9&d!v zXO9=kF+jm%5p85~`bns~c3g~>A_g_yh-I$89?ZoZoD)I*e)}?8qPfz#e^%P@XuEf7 zr?>yq-=AsaYo_19>gewDu@&V?;C|~0J~_vZszUja3*tA9)~-@k(d7lxerQRXi8Eh& zb4Ji7m*@P}cbUM?eTh>ISNx@@s#Ms%g74NT^(V}Z#^p8!W6IYIGunp&pl8C%CruS< zXK;duN%xN$Gy>h3>PrO>3W6HU2eq`lTd%FLd;{ie6jzi!}|LO z&m+m~&NseI&-^fy_!rb8hlCaeQrr9J?H*}jIJi4?$T2osxeKqe;OHyL;0J^bYptr&!jFE{P3Bo3QsjS~lJ4Hje7Pa79RFMCsFT>B5%7th(cm<#rO43lua zY!W;RUgXn!AUL&9BEtV`X;$8M5OTmG`<AGcp;*`ZQ0A@Y^9sV(*F!X1?!~0fMq@t1f~wi0jKf>{YMzfWA4=S(s2~iA zvoa+K4t{pWjm52~L(4k!<*O`p)J`~Ita)rtR`_S=#u#jRKUJ3Ig!mZ|fVta>cx`PL z1;W=q+IQZ)r+RxZ zj8?w(nH1rqMXD0N@nuDT{qHUh1J36i0@&`lUotcSiJ%_sA;(%_eM+UslC+8VRm*X)>aYCmDPv-dWS!YhSixbR|HXw}Xv=at^b z{5=lAo|}BN>jgh~44eITR+3Luac&$JF@7kpvUwK}Ej?FI$|riCT_q&SQt3`>3q{m| z^lt8G3jJwc&DMxWl*kt)^z2}~-FWKFBws)AQU~7CtF4P=~rwi!Pii*MXMW6_6T|SE9&+S@82+5B=E? zJ^9P`77xp89>uL?GvwP%s;X8;iQ7|rqw*2PBid9!F{cjLH))^$AtkS(NG+a6^Zs!U zmoen~lE*DI^dO$=V##>M6k=nTF)e!^xO9yT89|K(PJH=YJv25^&Kr#xdnXM(TXKt6 zb$d(N%+%uEQHK33=O<50{9;@bQ&&(h8-wXfFPM6ZXz+Z6Ab0Tf<-m5MV=>{~shXX` zp+DHti8sbW*iYgS@GSawak3HqKM_N)VRBJ)M`RVkbhsTBfg*M+S-agKd0ue5AD$I3#(jNp5xt@_d);upbnHc4T+Z>DrpdYSeUlct zBjq1IQgRK9c<{-8x7tZ;IYygT^7AB$iaTA9jWj4Els-=_iT(1TdYjO&bj}+vCTwCj z#!GajUP^3By3O$ymJP3VYNOVUN^JNu$}Kj%qNOb<@7Xpd%J)EL3H~3>-UJ%z=nWsw z7>wO8_I)2^3q{tkjXg_|kiCqQT_#&b_MPmBv1_pv*|SF}8AJ&QWh631MD)9(`hLIv zbN=W2&iNfjP0Km%=YHPzd7tOG@4feoZ-ziI?6s2|{3z9=WTO?<26tO>3^~9==v^y& z#%thH$End068JHZP#0>@el1~=$kJ4|?}g~JH+a{SbehODJ99FmN@Gg3QhI;nTy0-j zE2cS;4Q~|FV@@*s#i8GPN}awagG%Q;GX+HyyUR*U)D~CP5o79@*ny&sRTkUmybX&k zW^X6^NnzjNs|P_a>B!gTqlem=8fJusN4U3}` z)tu9`YBVL%^BF1Nf-CauHZ-#pLI|nBVNYIK|8`hiTHWLK{Whjn`zE61WKB-ibrm49 z;&*>|HLZNA34UMp+R~tTcmHdtS8ek8f!F2|CE@<>culPE?!qi_uYmw5cwMiT;V4ya z43|DT;Q)WBpJ*O4o{)+gCztp5T`Lv^?D)u#|>SNhfD0(+atE6UN%wdyy1)LN_f-{##^-mO#S$ z($Ss$Gk4H7=Y)J|sUf)gTrHO=%}Y^5Le?z;(W`p4U$jZo&DPIF`rjO1z0qa=YQ=sl zbFh`pZqm@Ln7Ed!S34&rddJWdXGCnFidd6 zDvPfoU7KRt$w}eSkBi!oe-OCP{(rFT3b)oAe+0H;L#S`S&a0JBw)jre>Lxfcl^Nrn zg5A4H_j1z9AlIAs&V}FurZSJ+a;$&4=C07L(J?F0oSpA8H<)K4Y^rLL?3*-wet&$AtCSxKraF0zg&un~-8J0Ymy0FURut`8 zw|9BJ{n3&1PB7TD9lqBz?Y(ES`hZ`i-E`uK#`IPG>86ynpoE-N{w@3Cc5d02{nw>t zlkq2=)TS@5VKzbtKUVd-rsa7aIu@=?B|g3&I_=+tvG|Qyv@Q)gmuzD%@p)YIbEo@6 zYxu;`Rr&KdS2(xUc&?7AO*feb?nDxUy$sIP@y>R6ZccL$%Gb(%woi0khX`Kp)}Tqj z!@r5MN?(- zU2F9S+jGAf7qq|E-v0Gk5(kO$KQpRA6q@SXqaaj!T257!Zmo{IciA*8Mwl~=83^iW z-K~NfR>QfR;ZrUxiFPPDtf4=YUinwOM8N9Dg=|R~J8nUmk6&|!q)VnI^nma8K1?87{ba~$ zHnDZEbnt*>PTki1)&7JMkA=DY$Xxw1%`QsT(u#gy6TQH~2+>ztcW&Vw9NY zLTJz}TMSM?ud(i5vJIRrBD@VX;9M8H&~PKL&xLR`PM?{NP2>8N%`u zahM+ctywK?qc%asvvf0W;*I#5RTma>vrHf1SAOTVx#I9!FP^K%M(DMne&fy5S?B8G zd2J+W6luQZ{mk^q0xf7Yz>-Hmj57z^JQPWe3Q!QTVE$A08(0I~fy_$4QWA8m>bMa)*%E!7r z^b@0nW&@|!`x*I!r1gHbI{V$Xo+SB{?J%wulB~rusO&ji3Ey#XcbzbuVZAX)l}z`j z(k@$_8z$_UgC$+|kaO=zbLVdK>3w=S`a;cZMjiLHruW^&aC)ja^s2pr-!t9XkooBw zSW&9E49W0OO5+dbsk}=t)mED?!rq^JxqC<9w-9YLJ3Z8=P-;iw%N4wktv}}WPv!kx z)_k9(@|)ul{OVPxd3C=}*i#4~t?4z8j9IL;+#lw$UX-V`b$eX3@Twj>S3LJ^#o*fM zpA}OWyDPQ6=aq&)J@Xs=(g$jo&eHj~$o7EqrHZlS8kY_b4yvlA8leu`P{~2<^WXwZ ziW$PNH!+g!RM*zvFtGPuq8A+ckZ#^beqXnHuVo(`?ueWP~al2@$?XiAtzFhY$^D3l*J%N9KM<&2t3TkIK4crh{2KPAVc`KHNhP?TCBusU?Tm3o#k1NwKQuKh4& ztnVvgow@$17H>^ivam;or>2McDMP`pDhPE?ft2nF#u_-67a&K5y&KUbiBaO8Um&Sd zx{n^SacJ0WYxC;dUDyi|s8_kHQ8PPs|H|ema3;11@3#}IA1WC4?=mL0elS1{NXnZk zTS(N?tzB3gRmk|{O&i9CD27$cSna)h%Ph@9+9{n~)S|O{)YrA_Be`wb-)!bydEY{+ z|7iWwRPNMlof}pN*OIOEh}FlD->pdG8CrDPU11(jdWd5?At*c*Q66OW~F(_%$ONv zlUSLQCiL2IB>vWK-nwze5tK(XQFoURKuD4rg$4S;psEp4N|3MI|C7isdy~1>r@dwi zyo}4z##Siu_v<^AzKB9tFh_Q@sghO^U%*9iDSZRa7zhf)-jq;8hH< zUWU#+Um}2$hw=*s-iam$V&6@?4|2NrNzLSnLRHXmv3)R~!p1295mJOnj(Fyz*v2(R zH`%97VKVG!cT&PH1zdBiv4s4Bu0+425Zmth@W!OczMsX+<+!go>2Ih@kr(aLNAZZAb%`0@NOQ|rc^C@JmUY8)@}0!P@iKvG@lJR?gX2Y<|7?A&}SZE8$u6$ z?u0(rT9!jDu}wLBz4US+E}IE-w1%N*?W{FZhQLJxOl4I+)Jf6!dLrfLfa-Ii^3R?7 zd){%@z<0-D9cH_cIot$1oNEOz)QiD>&F^o#tu_B`EjjacwccoL@9}%r2z5PIGo2i9 z`B+!=f!m5QY&&15pE}8~EwI^1$osB#Emm9<+2Nz18b9I=p`S>nl|HX4Q6HbeyDG%i z@|sCOyJtVxwzOsJ&ThBKo{a6o*|hz3na^)N6_*81G`mPh#n@75N=K?4$iH%_DHUkI z6ZMlUq?c4-QUlca^iVJK`pVFS?EJvH0Y!!Rk>d^&1Y_I^pYkQws4C|tRS)v6m!1%r zQhQWb?^wejM5(CeM-`m~q3895)7kL*@^$`@R}ZNBh|3RvQ7x>$aIzL(24`rPJ$N}E zV)3-oA`o1<+VUhFXL5GOA~sBx@&r>!w5yKlb$*dwsZvT>N``cHQU$U+ia9f*6AeO~ zwYo!$2~r4w&=AKl>HD7NGVAM4Sf2@4)WTc8n_O)4 z`TFDi`_2s=qgtmWC}<@Tw1|?p$YYs@Zd`rj9P|1~C82%`owWDh`^7IT)_C~2$wF1n z<|h*pl~*2psYyzemP=`o@i)1|L7OvV+k5R^S{u3MhTPWKCQ6K=;{Vbab%c{7V{}iw!zS!dBjb<3QdQUC!^uB(cw1fL#7I z47JHS{=_T4`)J^|bB+?>H%`{3F50yBDNGGZ*=|48-+VM1<5MJ$aT$F4`w8$~O&;?G zZ}9AnB#2euoi+RPcYnE-$c4?P(zROOT0Dkl5 z%2v?#m$N&Ua8i81mY4>X=I#aUV!IR}_DDy}Gt_2;w7P|}m# zc$js?HtDp|r5Wnz%G9UK_a}1|mrg@W`|7__JB@VPL+IL0ww-EIr^aDX^TN`&-4l>I z8aE*Snf7v;@vf~)f6~~k-WeDA&8Yc(M6KIkitf@Ss zi$+#csvrXff_%%OJUC1~>;$ANZ4$;{#Z`~w>e{#j^GQ}{D)urHVVbl1@Hl`W7tygl zrcmc{x+Tii z>XQzUipm?e{r2bjWI65D?H4yB_1AB3H()isOC0P+zmxKfyR^$3j%j`)8}Jq!|GD*I z(_F{bw#FUvdNkD6VEIWCTIYA=Vqt+F?6TvqhwPJ4t%%##uOXSrX&})b;{rs2ozOzQ z2A9!7781x~2#F`lluePhg%3jK+vExrcito;tTy*qSd5Vp<+pO1<|}P?b=<}UpAUU+ zWxy)(+}J5$*yK4Mhica0TwJG4d)38+dt$0R6^p_TE7za{)m3jZgu!C|WO5M=+lQj4 z5?wfeSlS**xrlwQ<_W8@hl`EgYuBcq&4$+9R!$Rqd-jmv8jqHnikga!c}0h*BDRUy zx#;LsHpEQkdH)oy?AAB9v`~io)=(M7QzsU>Uo5K(@e+e`<7aI0D`KuSO&JhX0=tL5 zUxrexvfMqfu-n=dv7MaaQ9Bd zU!M1p3I3S9e%oiq#f<51${vkD6Fu9tNtM6Vf11={(=v!vERP79B_|+@^zJ%dP-;;I z(@_|MEh5>8YuL(Rx|>eM9f+%?&uDD19+HjghF>!j?M}y$c-*uqBVi+e?^&~%^S#k+ z)9Bn&@;w&56_k%sZ4w_n>Etr@J7`{xHO2*Zw+NUEH{dbNqf?sl%i3~69J}9W#8>EG z{g9-er}`m+yWN2%&#tRcQ5EO+=UO>WpKe>yCU}F1Ldk8EFdL$+Hu6gHS2@d>!WD{J zL9{6LTXV0Cnzb#Q2<%hA1sOO^aO7kvAG(w?&JyFp7_Cu1tR`7~S`*x-v(|P)A z*kQ7+0-Al2Qu+0^F7dW7($`7pf2DvEhkGd8j&KBN{bEEpyFNV`IMwdSf|7XPd&;hv5nL8 z=WcY`i)Xs)yq77ts6#d@rzFSTD`o^F=*%i+G-~3!mhzn46Lj9IYis%unS)2xo0fDr z*Fr~H=r75PZyj{4n;XODGHDw&W_0B2<{xToE;#uxU3VtL56%e4JptPoovy(<@x%&x zE_6$vWtwfgy_n3oXfO5>@QJ8TU&9IWt{)|6X;l135~ucn#-s+gt@Q|6c`@(O3;PzS z1Qb!b}`aSY_d2!NN@N5h;-i3czAg@>TAlARLTJ@15)FETpZ>h_h=%y5#Z|H1nlD&8?i7~M)JG(m)fLyR-> z-5NA;+hrDX56mrk?+aKYu6k>hR0iEI&i%4Om~Udb6Hqmief`R%mwdTeLL3VmAq0qG zA#or@OJLh1jp_Hh8?UR1XRo_do%C^Pze|jfb{4z9O>o5p0ltFF3;yZ-@`b6xvZ~=h z6J31FGDiy!gtGet+%VRL5gJOQaA%lRY(A6xV#dx7yLRuU4UM|o617LnMfSpg3%Kr8 z{Zsg`c@Ly5Ld^#Js2`~}J!WK*OsglUorX}~Z=FzVvaW3g)81&vuiDGVO8a| zTaT~K*0#5WuKR(zx(?Z-j%x%?fRir|K2+(9Wt3{ zVt%nJe}qT{QG|&ych_~B_#z#waNx*U>Jed4RSUsFMXKPq`PZH})H9TjMLE)U0=C55 z+-2cQL7&^W69H?aX-o%{V)WP281D?H8E49Q;9=iF2X}weau^I(6nKsm)!z zYDAWjlS&32(PDMF$Fz*|s66HVkAwS@#fq^KMqto3jNwT!u%< zvuK)jUND4$InsTCSB7yE!N*~a^LQbxJ|9+J0AVaGhr=FFmvnE= zYon!z$#z|#PXV3ff3z*V*2oPl=&s2%lJD+PiK6h39is;d=gjd2Z;^D+^D{TK_ojOl#O5<1kyI`lOySKdW`aOOl za-eAUa=YZE>){HHQVO~BMq-azgl+cd3$fI|4KqzqqVno4)xGulI8$f6o2En)UM@KW z1zgixGDpsIhm?Wx3j+M8t`zb^HWN~RS4|RWq->4>ksbg!V^U-7{G?}#sRpr|X@KO| z`BEJghFJYPEsy8iRRyOYuToLnDt*FJx~22}Qib8|H#Y7O< zWoQ)y+l?~e)LIquJv;h*&|ptwP~_x%m=IX(qg$u%q2litvkzLDyaqCOwFQ|EO#2!EyR?%sIuOs>-cj-Bq1vb;Fa zd;4H~Y1g#l&Z)9uLnR17A)_45l_{^TEh>M-QizRw2}JSom>pHW zPMxiV?-_jzR|q%}oq-tR!Dah&G^E7m5o}6Eh@;5fnQ1cEYhk>6*XyXxp(<64#q9|S zbNfcg@7xvpeoO_HMFj%4|B>4Vie+kw((c3!|4b-^s+tPYLX+;kWseK%$heLrPdAKlGeVRiy@Rj-^ zlbZCwwaYb3SwWM2xeg1OzY7J=fB3WbY9ZS3Ow-(%L27YdR$uEb3|e{uVw6eCU=?B( z6=lgF%Ht04$(EmU`O;UNAq2Gg?z&0Gshg(Gjf_*0cmzV)5>bXIvYx+Z5K_?{I$k)X zxk;k|X&61m@oi37iJ>zxLyUVgNqv~hh@Q)~dDJyyTt=R)ij&@t-hq)2OVNp%hhC40 z`@rdEL`Bnok8(m=PTiTGYT2l#g6~1k{E1iyg_ds5W!(I3DgLNst1W2HlyhLx_3B~e ztw>!0-23(E?usih{tA;wG(iNs|pm3 z|Ft$Pt)(5mIEJR&doR=3sAM+Mja&cqeO9t~L)4y*oY9e`1z+-xyQQA`l-D$AmsI5Z z?rO8fhiJA-%ezB~1vTS(uQq=!Cg=dHHzAlGh2Zkgd1wbW9v7Y-UE6Mt;&5~ypmq;* zb>HXMdmHu5gHuxb`dnjQRGa)yAnV=374RruN>rv^E!ltQ8XS6+OTP+KDT76hki8 zDHri6Da{d(bI;<9EE-M4Jfoj9;#`uVEKPxKb~rxwVGQk<&r&?9fIHzxj&>x~QzwT{ zk-+bAZnZr|75i1mSl9-4f4anK{&{ew)jUt@j1EP`=sAsgfg&-E9R?S)oO<8rl=e3h z>PtO^u{ckwRjPgnr?z~_=V8H9vk=9GC-!XHM?Z&3H3E9*oH`iB+!;xMQfRzP97@}8 z{w2Z$Ip5RMq)J@nR57OugULbV7**Nnpos{okrUvI2s~>^a?Mntm zX0r^)NBwbqH}rS(&B1*Zb&Ikzd>5X^vJr(ZD_QONL^wv!)y1K@Mx0~6>dUhjYc&*jEgxc4e0w4UT=0;pk_a;(p zLISd9s`8z=JU2zET%5T@Jt=hS?1vaRe3O19ar_*JD&>^%t%6(%pLujwT-1C+{uf;Y zKMliciu)2O$7YUb_joSGpoBI;EFoJk=w)LlZFK8*%aJ4J zqm1;l&whM}$#{|Xp|)LiFxOhHDNAi#W&7JO>2=EIBV;4WnFkk-5+av2^4EYDbVU9? zgriiP^!*hn?qu-$+26g@BX?$dXxa&7vr$yPhVD@ux>%ohN|p~Y4YV>~(5T~7J;+;V z(fatK=ad^woy$$+0N~_PCzBAy6#1jMr*tYd9*CSxRN6Mj+Q5(MV}I-IJY%Ah&2g)w ztqX~E#nB7e$swoZH-pj?7$>Nhez3Zw{+sD=h80+iXxnmipinv)C3Pc5<}Oq+}F*2lxj z9dOO}@_aV^srp468oK$}N0SO;OEg5gfRTr;<_y`=Nzy+JY;9-Fr|)*f8oCo>r0t09 zCz>3)DOsvxQxBx5x}uy0OMGn&lWk}UnMcwgY`rGk#tcwMU1ur^zX@{h8nRmDEb<;# zQ`(OsD-#e3kJmp?+QWKD`ihrusL>q)|ER&J)96j){{-E0F&ye^4u05;Whj*yOisFv zsBi3lnGpNSb55;Evi_9RhQo_j9_P1zpjHl7)q0TlN4MQXyQ^LOjBO(eH?g^ALUy8m zxKO;g(pd>0g!{zBwIxP-zaNY7VE>s70SeX1LVmOA99;)ZjFt2GckK{JL$`kn2mJ$E zu@x$Dhwjm$5^>%8=#c@2t6X++3a+@5sim7i+-t-LH+s^o`PU)#KEA`dDNb zRiuj`CQKkkm^lR8*C=eFb8j|r8-k@eV<`k|f}YBn8W*WjIw#CxJJ`FxF@rDzBr_#F zihRMqrR3N)@;=;7h$WeU)B@@S1gxL@4@)m){rNF>XJJ6Ledorp z`{u=Oo(`rh$8lG}n@Fibq|?;LQ{?}C4Ut#NOCNG6kKFM$4yzJNtI7{t|H7m-)46H2 zHKUR*a440=G0`vH4(O?AXOL1&2{&O>qVyttjQYdTlQ3vs&JNk2*^+l$BClkJSBN%& zYJh2m4Tu;?`I46_0o%zsQqe6&QPJH9zV#r0#M~EPp?{%jCoRt_zM>z|SA9-F{naQa z2MQfbkcJ`CYL=uzZ}{9oe5fwGVG+pO6-@;CHmGx zf&MSKb6`HsQdGdEj=Hx(ym22BEu`yRGs-znG3th*Bc9=-i@+biHN`bT z;qPjEmShrVyGL=#*9gpOV>@ud^_^?}X_|I1#qXrK4(E>hvfg86Wup!cgUuljPgIoY zc~J2z5JWX_7&=i2IK?FwMN+H`v%u`piJhf;byS`aCEaM{d=CK6x6xd6WIdh37Hj~b zXc5u5!9Ynk%tz`=Pt=PjI=kKP*4>OI(?ubU{CwLaD(@4cWPtZyqudt9^mRX|6EB;? zTGs_1joXQtuZV%*9*#kTKc>;?43y|t5~{-+X=GS1CYVcO;9{}s zSc7&(DhNMCC*?j>cw7`y%t*|7Y;CTS=xA<`U=?w_m|yT8eMTyOdf}%eUUT|t>g{ud zbDfJ{ZxpL!2)dP1lS|jA15d_Uwf@rc*#5l>a&s%fAz1|Ar>CIguOt9Lff^f*E-x__ ze%9`gaj8aR*MSt^*iPBXZ@zJ!dOdeK6VZC6}r9> zWvLECO4z}m-~fv?InG8`$~FYSRkpxLG0Wum%3d*@guN@%PpD0j+DN8Nja zB?kqBR_?#r|M4MGu+lW)cSp?jEb~q3*7mQdS_LkMKTGMJN;<(KB4sb}^Vq=&f?Fbk z5<=rhf{}$zJ{}>#2FntuvW_+`8GslI12dL_hqfQ!i28k4He_5E7+OB9B3-u5C&xmB zY5(NQhPtRHxbBqRw1SKo05EQ2UktX$vLx!SA()!GJ8Btq<(x6EhuG8^y5cdO-E5vd zM1_^AEyrD-RnMe=2O9JGA1;34gdtR@f^g4u#4qC_9ZIj_oAB%<7fKo|S*ak5!0h6u zxTEuqlIns~3QCCB)#h|&^zD{VI{z{7qJ@C9omwpMA6dW@_Nzhdo8i=x@JkNE(Fft+ zzM|RSpA_hle~A;XYq4o7%A`%8yam!m?;@sugjrK}t8N^*hA#V@)l&L68 zHtEyF7hK9=*gL#JId(@6P@5BXe;p}PIb4moSPOr9FaskMnHZQxl^XDo5va)OIq)Na z&$1vDvjgm2D@;Q-QW`8(Vj3c?#Nt8GHWcNslS1ZMHrfNiBeoJF_DoUdS^8ThkUfmL ztNKWemR}UW95HOW3;FJcCmV&S0c_S8n<5 z?+pg)zqmcfEN@J4sMr}!h`futEjIUPm1v1(M!B*gj?>b`%Dj?nGzFL}WG5kJL=G!A z+0ub1);3Va8Q#Zp&?EIP-0y})0-z{IoXS1MbB_~om8--9C8zT&(sAkhQ$x8w{;SW- zcs!N2=7#sZQ4`Mi90vY8Tr(S?EfU;aixq*rjPst-(h6FZKYEAwtL&Bi_Q>|)t$x}? z@%fMQR14OUw9rK5Dijc)gzAt+x<-~p?nZI%OCl_o6hH-=F>f$SWHnBdBC0X6!l3)- zw!IS9zs=2CbfD)SjQz*8C@5-hoAqwLh_0S~&|DNcPtlBlYjq>}|M^F6gZ{;p3UmN; zZHvUAAM6qLyfl7Vf~B2{!}dQ3Qm-Eo zPu9LUbH;q&hW#*x?=Z;B%HR>p(p|)o{v-jvelcVSmh~2j=O|nJ4wTi7>ggFVBXW5| z0lkI-)?}oWVWYi!TMb8&h18~anpiVFI)tJDwxz>BNvol2LS3m0%@i(z^TbZlo949q zf+vE2?B2Z*?n>Ie`lBs)kn*jJuavMub$3`=t00bXDIr20uLob&4ib0?GqW&OI1?wuNFbxO?f~Q%$0<&k-u4r#iTdwoI3nIxEdP4E zw%qKcRkJsCzPWq0AaAzGQAqv>h_?Pcz^UVPKh$IC)cKdF=Y&49)N0IEd>B}0Dl=_F z8D^9gHlgqffb>w{tvBk^e%$2H*H+Y}*8|5o9ctf41_r39blF?waAIVePigaK$1g#? zK79CoQEFxv+VW9w)%kxpkJ}?(mtTV?LpRfNmL_fcG&a*|^~Mi-Z>oh-Mo(H~Vh5*4 zv0RA)k%zpe9tqM-108P;JOd#G6_Eut1c^3r2TElOPo&cCkFv_MwP*xE@-0cf@}}-# zz(@me#Sk5RpA($oz_7;sF!qB{Y;z<|Ovc%{z?7BVFR8r!#BsJM_9PqSDZYRuGdG*L z`L%=Fsp_9NTJ-r$mqS({JrB~lDLzYTYjbhC+{_B(WYXb3=hdmR{JQ<2}C|yDyiwKi89EaMptsI1r8Ia!a6zqX{Vb>Hm zhWZBWtB;lN*A;LDiE`6_Y)FY!>(@LwHR~ke26O*gk9Y4!FNgd=@%!+%MKeRBqH}}1 z-pCMn9gt*m@puCz0Oxs7szo7@o1!9`+VJA^ayWgWZH(9ieFI%02XM0G7eoPrJ}y*Z zJJCkPnh4^H1uUnXVx%;>%jugmD*r7h=E(*iK=t1Q6RAFZvXJhVk-xKgObB)<94cVp zvspJUr1Ib-wfcz>y$OmRH^-mS_ayZW_j@r@K`IQidtxCtV?6-et=#ylm{2_4v!tQq zMCrxStx}`1jIy_7U^`1&3bg6t|3DTq7J^xHzxMaYUQ~(C>T5}dz)YL z+WT2>3zU{Z0mmOv;T8Sfa#(biA>b)*2r|U^+f&GK+JqgbeppoLpf)!joJ4CB(twY* zHSCu`t_up})H6D~=!k|;~PZSvmQNi$28oAZ`JCWlS@w(N;)m6Ckxw9cR|4Or!14grSiY9o?t1YaAfXXxubU zvx2B&so{iuir`nlaeh6H_|=A_2j=s?*(^Ny047Hx$0BzM0n55A$pZEm!Y(JS!n2c% z4HQxI+QTJyawa|laTH!UTY9~$r%cpPkT6R#OUG{(jGEOAdbQQ|SQ+B`hgV@=S^YEH zhD*gJCR&cw`d+=vnB~4uk-KAneiU`s3`oJ_=hBAl%9e0s&L#H12)fyNX%}5t!6PRM zFp4YK823wpNnmZDyCc?s>OYEfWj7>pxUwSvIwLtw&59UFH#(xE#nkKj0i{f$Djm=% zofSy|9easDgMx_Dsk0UuP5MPf?s$*#gaduPqe|4LXbLldvjIwxBafrBF$$=7=`>(! zv`ku*RC}M*D2P_#QW92@QBqV=Z!~SRZFEucQ3_pwgBq{b7Em(2GEyCSf9ejr?(3Na zznj23J0yDxKUXB1x98qQJb54CJt=*VL6|vYjYm(5HgY5QKx_5lRzL#S_oH#e2)x>m z4&8pqK=619A%7lH_3$~#Z#oGq{Mt#S|8mu)orSoTY(W$mGt0qil~-_Ms+84BiV+K> zKi^;|1ttIza5d9PD6gu7v&dzr11!0vIj>LQ*svr4T>?#y3rP=FG<}AqQ2w+)Y&jJ~ z&H;_@HcK)h{6C%FJp>!w>#u`7m!_Pyot*ybWh7OtiqY|DsT$%Zt1( zk_tACZ}*qAI^H9B|3RC;3I_Kh^<}P1RA(s2`~yLid2E_`UZ5DC(vCV?1cI|{egSghT<=ow5X|eRRa0@ zH+)ViX@T&u2I1rH`J2e!wuiT0IbGFWK6M>lS9Rv$A|9*t+acb$TZ9$L!SpH~O#2&l$+IBhoXP^Q(F% z(Z$e!+1hb4K9)#2Z7`v2(9x5mTx6`r1I~Un1mW?=Pku{*`^U}~w#a|Xue1y0McYEqycd^hvaX+R;frjiRq}z!4BBGkvWh_Nm zeBz&R`&=0#l-Y7=%&o+uqX{=JadF$<64Csi|3F8?1{ZH`c!-3Ezf=PJL7~hdvp-72 zRU3XE515AEAlVXd_a^p*h z>iiN(XJc%`wFzbTVFC_ANYHUprG7IYLquA&!(BhnbHJj+t0V?M@uZRt85BLoFhASU zh_&VIx7YI=IVVZzBjfR5?h?^aO0M6QzG!5Zq4RaKz=8c>HSH`<$qg;_98W!+O(X|8 zEm$?gbW`MMx}w5k34QS1-`v!LLg1n4KwS49)=@Z2k1xuVCnKR~dh5YgT3r7b8vd^t zh;Y=t9zwm{Q!f=O8tJL0No-g$JMrjPe&1r;)Q%KI!vvPm4B_i?RPoX6T z&3$~lwU7u0d7c4vGm=Aso(?5fii&j1{q8GqOV)IH5~r`S1EdDY2HK?JT`ctFirS@BQyozlS{d zsnfo#<>i%6`LA&`7lG^Ti=O+(+Fz%hIMMu#VFspvsD|6(414YKH$pCn5Aud&E->0V zZgO#=CxmZoj^<0cvYuLGd=4;#{~ygDhnO{pCkU8;p|G3abEB1z5!kGvPnoS#TGMM^ zjR(erX|l6-4j>-=GGcRKa)i_K1EJ-5f;L)G;zs-|z(FvTVR;MDhL?<5M1uZkg+%_Q z$Z75HlJ)Wk(9-_rR(Bopej!XWrr1#teP*gtHyByBZP_uGh}F2$r<(^k#$t5#^>e7B zLavGN`jgwdqhluRp5xdm%N%^ft$B2M2`UBqG5g&5y^BNX!i@n-LmA9d3NF1+%?t*| zSJD?oys#aj2o9ek&jo#8-%AJE)d{-p2l1$-G-Vc(ez9J18c8A#;gg^Ih7XCArgp|p z>SuL`cpJKe$8;oG1LQ*))?6x7Z!GXcwcPmq;22ZI+ zOFd2I?(3WBWB%IleMD)KKZIDKj+hIYdeh)`{Im__<}|Hru99idm$qvkb2dNU?-)m( zYsvNi4I;;0b*BjF;&@6tpM;94>l?Ctg~bf;Mt(C$b9LFo=1PXdzYv7S{321iCK&2+ zfm*8qr4oIT3Tp5l4hv*Z+~F%eOuR}sErDjj+<@Q_70^d}8(j^o!N^%&u!c2ZVwS?I znsu9SYI);yna-ch#nEWcmU0i!Jll>Qq*RFXu%HHHl2;>elGiW3kQ94~|2VDOA*D&& ziB2U;1AtuspHO%0M z4SMFU7dTjtGb9v!qmK_(($gx_6f7*!ydI$sipV!9BqIV&XGRaDJMRVkOm#vW9e)ov zAaexP(UYT>MhgSoZe6Q>ca-PRI>b@36dTS$+V#IfeiNS1o{Jg9#W${n@A-#@>|F&< z!gTl~jXW7N)eHblok908zv>H%kL)5@_W@%63Hj5g4JkCpI;djIMUMxn#Nc!Qn45imaVk^#SGqouMIU zB5!@4nBZVw{-Yvs8)-z4onmUq47hn=^5*S^fx<3}0)P$9kNJBudTq^EVgr8I+((!sYOWi&*2 zS60W41_Ai3^mroxQDhMahWttcj5NQRMTRXthgK}b%3=&jC1O)jR^_2L(@US$nLs)# zWZvQQfNei{_rd0=MPOb&zb}gxDlf3`tJXVv?5JHcMI&P)cb#QP=gP^u_I2Jr93{s{ zs-FLy)BfHVpnhBKHhH=^AuL<}dfrw~1)b;;l_S_WG*mcPG)6#spwKetWt%p!%UIRA$;08(61$EPMoe3XA)8&kQuUyS7MY?(Ds9y_>@K zEHs(!uPbAT`qfYwj}^5$4ww!FVbQ0ED6E#87oDoSX>$1Z2#t(CP>lc&Z+aFyKM1SR zi=eFw5Iel{QGNG_ig;^aH3V*+O&O9dQgr1Krxm=GO}rIQ7Vrsurzrl~DY3TJAEukv z7sTf)R&q_XPvPB-YvFAg_!#_0ETd^NYSt#``wvz6fz~9FIK{#x%#YXUtjQ$ z2nHR4)u=<&0ru$+@&+2S`_vzE0T7`OVsScApg*Xi!O_4}M?^xHa0aGt8YLp34ZnqV zKB@C<=+8L8MvL@6;Wqcn7=C{g-jGhDwKtd%xuK^pRy6{r)|X37qLxjZHciNBl~HZ^ z@pg;*^Y`3yapzL}QP1!#EC{@(o{5CwqovpJbzRqL>;{+`etrU@GX1}e>Wen8DafM& zmc=35|9MIMYC477map8(?!SJtsyMMMSI1Px^D#0LyhZ#GGf_K*{Cx2`w8M3Bf^$`=)J=~wmS$8a++5Cx>Oam{W#)PsW%Sp6cwmb@1t#DT49y@yt?-9G0sVe}l zZ+$O74tRY))Um}R>?!<9cHvu+gG}1oCzH3i*y+hyrCX`AVKK$bjL(NCEiu5(s{>3x?i#b>`Ek6ddP){ zykhg&m6MpuklGDfYTUZt=QRbv;g77ohFv&QtvMb~2PB4=7xX1;G#*HC4fMd@7l-+R zbvwg0$g7%^pe(zbEbu%4O_p58Er5HakqgR0!D-Q)q#|DKJGxgx#)&?&W#>#q6?(js zQ>tYZ6iptYzqB3miVnY^_wle>SUv@_i!HN$)X!_h%j1(g!maUOIawvT|F!_K6s{WL zNRIz?ZLpvPo+W-quh70!Riorna=iWs_EsaO#+~J4<$X?a@7GuNP0z)O75`Bl zoa@BEv5Tp8qo4pVvnL*%wEo(}sKhl}-SOCfRB&v->!-`YlV^XSBxZ0}4g|!hRcR2d z3V);3KVCWFgj+|+$?y(KwPb;hLH)cP*fTLj`hRW4SGpoBhO|mimj(|AqRaZCYW?Sw zHv1FeWySPgJ#p!{JDsFl7e_ja&%+v2VkOJWdF9M7RnfrDNHsOFjN%h5jov_+ad!0MIMl`QZfNjOR$a`BFkr zNx;+Fgih@E4HAK7dql7Jq$6Gy>^wJS*1wlj5cN&YRy6Pof$^D_527x?ssk+`u^tJ` zfW!7D?3J$YFDy0o?X3aV(=4C;ttm&9=F+F!NlzD)NYsIHA)5x9GeQ~px~0qPhv}*R z$_NaEu2NR4%an}#pdfCF6#zwly>$6gA?cI9T*%}rwpZ-PIZ9vvmA*14R(GtFWy|7v z&H}hYE}p|euI&l%wrnoUj!_5F6U>IZ+z@qURvoeY66=_ML&JdfSQBZuS3igShCo^G zVWSb)Q8|Hib6p(Zz4LvLcSbyfX_W9Cs{e^Oq38ne_FY-yiwX~aM`$!8m|N(Hk{!H| z1<)y*ArWE&vLI#^tJukDPCwSK1{nxNhuiFm&s(p4({3#>46;09aRAg`My=Y}>RQa* z@Y$1rk4Sc$172~6I_|iHJ@`NHDA=A$;*av5_5|J2O+3qag6d-$k2e2Gn{LeK#GL7=tGdd(bwQRL*9=Joet9i|q`&;Lq@?u- z59y8D|BUN3htC7)s~s7tQgbYF1VtRDhRcw&2q7RDRD;8K0t+FaB$iewAEyP9AfZUQ zFW#s;p(x?Ip81^W9G@JB-x5-4EY{qtr*$RwChO?M7=N%6Ec)Ed!F*ZT9(oRFy+ zoo0@@3zi)mU_jn^EnWWzamlGAmdSXZC!j*b{7w9Np*b!)(+(0C5K4~l9SrE|kb?+8 zF(nULS|$D`zRW!pUabIjwF%`$n~H>Q^6{aSM5N|AWJwIKdhJyg(;iu)Fv3R?B}) z2!~x*81^XGPLGX?R`?0)Y#7 zbqW+mBz<)!l_J6)a0$}4S&_0*s4CSSQ!xQuv!VQBIn5G_Y18`_-($GRp(u>Cq?yMV)8d`QC|YQNPLT=K{F|2T}C3iL0&X2te+WZ2eLUaMou6utya z%6kPM4MdcNA#cEt`p}BOTxG!FV}=6)wq*lZ#Q=P zFEApsJKNv1b57(~rkLK6z522=j}3NO7Nvp~^s?*JQzJzRAw3ZHkFD`rLEU{|cV3=; z{0*r8p>>i+Jg30KxYbFzG{i$hA@Js- zI?%)6NyY99Uljm{7$)%MC0it?`by5dbKjQs%v~O6MZd?lcheTcJ^eRHXdTAQJFg$s zj&Et^_Rq_vOy)AF(e_W&@Uqki=@1xSRwS(M(!%9I9Yf*ZBm+|H?oQ+9z|%3b2nLap zr1_f9UvJ!4I1w)hm-Fh3B1R+)N+<0UOcvq|Ya_$d5U!6lf30yX?t5;UyN~Z_j>EPh z!gO1<2@nCC`hB=aF0^NR?LE;`f3beBxbKFPxM%RPu>AJlxm6>`NuRZacFpx)g8{sm zG9|x0HfQR`n;09{8fJI&cU|4Z*gXc8P0x@dUJ})AM`u(hYyc?i{vhB|aPj-?B}`O7 zpNAB@r=Ix{mh{ej!7aiTc)xa9akKQ|(Az(h%2vPGCd#C>evf3{Tozee9eh~P^R%XO zS2kO79a^)md@btXk}XTb%7+dYRVei~w16`W{=4?smZ;Btma?O&vo_}KgcHuV9_0A4+O#$FdUU=9(3w(&wW@1C6*rei4*bL-&>XEIB9R+SJX}plh9v zbhVFj`w)=$G^c*VECqqkx0a!5i^(iP_Bz|ap2nF zTBVz(c@e*oJVRL)sy`}#C-}58Z41Gko=L=0t!hP*RW^K?OwUa>5W zf^DClXwS+LRF;=AbGRsq^xOdT z^^Fne=V9sCD>u*lDyAALX3uX=SxN~rb4$&4qJf0M09h{xR(LIs(~yH0| zyl|+iSf-S>sZG!R?qaDQGvL||kAa0|7D5=Uuz@SB5n}4Ei2LfOmhXQcg+IS??Kpgw`vXc|B=}SBgXD~?3#<=~;5DOB!t#Ffbx_dB z&D&p2Gi4{_1BGcdS|>1;9vcpH2aD zZJJj?GXWNA)9>Ds(Otee9`8|p+LkMW(C;~&OR|tnzvy;oYF$InM1&n~4ihB%EcY+0 z1OZ?oPLI?JS*AB)roM&{jnB$I@g4gjlRQdW!;Z&3pfdW)F%vYwTbO?L1-W+k@*z}D zqje-48EFZQDPh%jfzvllEI#X!>Ez|%NrGILOHY}`k=N~aVEOfW-bZ>zSN=QFa z9PYU|RWGWetxM=OcP#pbEkAvVg0)ur2@Y7b_0@mqM2dEH{w%ZulItd-EIkp`TWvij zGd#*|%iJbEwkS6Pz3SMjoux~^0sjBHC2sS@A;*kplQe<#R+Mk8wpFy&{R@xG((llU zdNLdH%V)|+782CQ(6Tu+=WNoesTkt4buBk6y%F|C!U|28Y3W=1K=GXJ98q_pe(F1x z^5vzk^rql@puim?>h4o@;4O}@qY%o4ZAGqsl#PEb5(n;A|29}107k_FU+54+|L}u_ zj;93hq;<0|G5~L@p?_h!^n0(N-stCmad?zTx7aT&M<6j*MirF!J;BWigxtT-g1XI8FEm{~NiFfd#vvZ_(&6 zG8{lm(l8kOAZ<I6JXGd^Xmn?n|SR~o4TmMo?y4g+UY!ISj63o6fK<18My{u(mY4hka zTK*R%&})-f^XORTE)+o)zpCZ{=8l7v-hC??`q1#wVuo!?Lo=&6yjIZuP zikwwFH;a@~a-X`U#{6!MYVE^+0(Put$jG+b3?+*CF-97@jk!cmg@f0;nk$c!?hg1Y zkI{~1@mq8$aREDig|~ZR1y)MoU3VeBeG3_Q$38*7c1o3vy>TM;btv_Sy2S-K!Ch zi!yG-z0fz*5sbUyG_k`a>3VF!@x(yQsB|1mI#%VP*To@mg576JMef7xsWlQ~9*@N5 zHcYxAsRNz`w@CwIxchr?FDI%!KF^yEMb2rI6hennLy+*r!;H3EZ-b&QQ556I=@nPfHADs-gR zL`M4IaSxv8Io-vsl&oiPiqyP-xbA-w$V+C2TiIix1IIFy`?QEZ(Ktb`g4gyM#O<9v zGFIs3h1dkcxNh4e<8Ly*2kkxOX_zU}UaWS^%J_@xn{)})1rbqTN|xNd*A&;DQ&3M4 zP4j~qqpP{Ix*p=UZbBFx=c6jZ7mg$%R}Rcf*YWk`A{A%s-nT{+>}gyE^S1YF?lES~-(1%6~Lwiy?g0<3_6L zA8M5A*SNc6;aQ~nL?mU33 z2wl~9x}|t%O4cB4&MP#qt3($D%z%pksLg*@|4e?i8CVGh|DP@7|Hmd52)1Zd zbT_YfOW*wltvzDrvoIrg*c>{xGtWX@t>X9Ma>kjxtd!CKg92y-d=~{bPhO4Le*oFF z^jSQRXx@`&0myF2)Vplz0y5&z7tobWydyGe`By>vT(On#eeIk06iqIyx*|AE3i5eu zX2_Nz(ki`c`_!k6{4$n7+9<>s@W=$$wljY~o?i;7F%MjOBWT9A;E80MFJK~U4+SNp z`$cuQW}hMnj0C{$#cclWOnpL{7uYud7HvQuBN5EgMfbqM1^A-Kg9OF|f))D*^1-?V zAYVi!kjPyt>)+H7tj!B|3lc*Q;?s_mBHe!dU}VNS4TE2Dk!-T$R`~H-uvKj!_ivg7 zIOfUwO@eAaYk3hZef36Q!CCt0;I%*nOaiPvKmKdM1hf@UPpa*`A0$U%BtO`$p)277 z-2~cG%g0>ELRck0!>6jDH9(u707I`|0O@|es~fBBICRl}s6C^hV!7;lu7%)%sOLt7 z#_tOT4{6B=>0oxQ7uXF@a?9TJ*~wrw7&CDWB}vz{CM;#LSYxr7n-jrCM9RmB>=R=;t9SV|e3sZUN9O{zk6)-UkJ_1g*F zMw|5z^F>d0IKKDmd#FOB70;Mfxo8KKfzljabee6T`rtprJ|~7EdTNwM?K56@XsNf6 z_CYsiS0Bo-%H@2dIB8q@lDvOeJ5HO`AN~it$@dpe7N* zC(|CP4g;pWQN>zE{Bbc9t2WN*z-(HC|F{@n3B}a$>;7>u+ThFNK2%jA;I&Z<%`Xd6 z-@*(~vxC)uotM*!`$FaNO1cfy8R*(nQ(d1XFr~rQAX-;Y+eo=@bfqd;6bs){^~JBJ zvyx}pPSJanF>GOEdQ-x@qsMMpn z(IC_NDnf-U-4LvnAcbAPbh@s(;AQ3i^8(PPz;o>evnMPlpX@RXlbwJap1+CztPO`4 z`QB4Kj0h8I3}ld9XUe9@CmTyzVVFw_W{pRVh^f_0AG)VQugEez##swZyK`BJGxHF1 zcqm9>96vYCb|(r{@k(4BvXIWZW`(l1|6T1HAcx45;bCaUzVFXD?oDR&rv{bjiaR4V z>#FVxBYlACBcI-d80~bOXy~zQgZDTVUFXT5c1TuQk9;>D2~!TV8U;JAm5vK`2k$@W zRSat3VQM%)I$KRy%dY!qWthJ=pkXW3fmUDtHoIzUEP#s`>AEzMEuLgp=pcl<^Q584 zW1ijU9ynwh&RGvlI|)3cm8F*4;&)O4FY_$=KR=&|Hl6bpdTMp;0KjRZ)YnKT$Ebj* zCGAvidc@@`Yl~rsyKD7A8%nirOdy6*)Xy9FTtCvm(rY-2280IO$e;wxvHe0Al|9oKJx(S3yzt~L3G6@%iK~^<>JNR!;vqT%T?@gKy10b*gu&O zoa`3H(?ETuF@ePWJ_){)03e~1oGF z=GWSy{c%uNvSV)~hrrR<_qM{(fYbrZfRFl2iPT~m@Di86W0Mg$O^hl*%X`Ue zLu{y7(NN0ll$d&10B=N9TpAVC01a0TVoT(fm*a*E0}>~b+_Dk9(pyT@4H)j1w|sz<%|lH$?^k%(89OK znsPF|6nc2#&pb3h)571r4PkXnetynOe4VIXuFd1jS~KNfO}({(DnbLHen`ImIq%V* z$fYxR<->@>Ki?hTcJDn=o}<1xx{{yJ*KSHX+!W7Zj`L}hC z%4X*bw`unItfa0!VJqDqYw&v}N7_Vha0@h_Fa~Yz2~Q-9Xs&$n26uv7mf|9uJBfdD zk6i>ta~d2Acb_(4_mel(c3P^Kd;R?zBe47UcR!tnSH^^vBXK1=co$F&=_iN@>x=m# z>nCY)@NngZEvtG}-;QVmW#m%xyq1AcrNY-~6XMuUt#S3dr@}w_H9W(g`bq7&cqc0n ztqg42&r^#hDtOsukao*!XLqp6J?6%WXQOjteK!AZV`E9b7j?R@W{eE%T;LK@E7Xk? z-)s&#VESv|gEfmsY;;CT~c5S`lCo7{v0#XkBZey z_4&)NM=5lHm)tNnp<9C#+41C)tAQ{rTI zKaE)4kHI9W-Phl4W+Q_6^vXvtre#=7X1K=Ev)a_r#r_nA^Y2(fb$f)i6-InUAZN zkW&q}2hrq@``k@$RjW@cJCRR|k0<$h0{0%efIoERMNmzU1QUeOlnfxq#VaXDTVNlr zKBei*fct{;3vXII1>IG6HC`&uudrD*6qb+eL$#~bsrJma0Z9W1rgsJZmb}gfP%?O0 z9`nL_TM)`qgS3_QM(`RCyAZj zX$9$223F%U{L7{2i}Er*05)I;f4CR za1TNE`w>~%Pj(G1Lk%mKHRM1GIO!-aqQAysMq)B+fsXF&-YcbAwK2?OVu(Grd#!}b z&}QJ+dwudz)$pd_u^5ZS2y(b$RRSiHtw%GX*#K(*=V8CP;P8>wKwZS za)}Z2gq76?zOSvI@UVlW{pgY1rOY)QW~cX7$HFYmqEZ%qiLkie8zROU zg^|WCU3z35)7!o5jdLLU33x~vbQnZ9Bs8$IoN_s5ee4E5`Dq7or6!VVxpthmC5*f5 zHjxM(S{=~8gZIcLhfS?4yvMTLG2d(XaQ?>%5K4iPhayGuL5vQ{WssyHLP)c^CaPms z=S8nz)1#aZ4Un%f#Xs${0qCQbe)W>uxoSt|+eheKOEU@7{=P)tvUnvw32R||ol5(x z>GfjA=_Fhd=3vtbW5lk+9N4KXwGZ6TX(zlf9*@G_fQBEhRj?P3+}u zoR_%I*Gj%_Tfqi=v#(B_BazXT_8|-ss0C22weCT3{WKp%Le>)9yHX$?B{Of$MZns$ zJlb4y-l0x|Qp`93Vg`U^KQ7wR*LitB0=Jp*dS`~a195$3CYg0&WyfY9@? zF;7m!*i?z_oh0{);YdEnueM5<{(Aj4x{(bf_?|80JmEoSQ_J3}%3v-r$bhwFM>0a` zT?A_*sLwFlWX6&;oG8tnJGLT+gR8bI(6Q#u^=ir=z}Z)t;69-_Yc8pKYi>P6McC^= z)~?x?KniT-dpsA)0*^*_iZ1r`B>{{xPQ<~|}qFAQ_fZqQv&^s0d4O$d|$LND;oB1p?LO(1R zd*l8A%yNIm=80sZw;JC$aU~N)hV*?axz=)74v-LtVB_k`-_~-85 zL$de?aj_b`AWTaedajFoKmbD*K7SlPD}FXy9KIHMv-ro|eV(6!`K9vm$3XgG(AP#7 z&-tb9^K*A5wWm$J(NfFmn&kXMdF!bWn@4kBNCjU>3tg8qS}bszr}`d((pU3mN=F;vnK?bh{-%1m{uw`uy?? zD0)IGS2RBXpuw?tsEkQNc|3@^17x^!(f?2=AHDT4D4Mz>h>bulqph%!s)i%VC+|L4 zAKC*BuDv+T^3EH^!<>dueBewL*WsXpP(h$)msiJxFyGC3d7tJLzVKST51J~caO!NL zCx?$3j3(+o-2$ph6Rj|dD&L3u9e~mL6h0 zOKJ>ULHE}Cu;8rEZ?4$ee;f$+{b5Bauwy?N9Ho2%nIUz%Q$Go`AI~mX9ssAKq+R+P zZ$)pe!+J1JwzT@10Py0znT$+62$B93CVf1bwW-LA61f)Q*axb54JGPFYz-~?q{FK| zSHn{rO&KviA85&i@7hN`8vkg~!i9tWkY~$A-$mAk^?OX**B_=5`fHwUND(&9OdQH9 z$t5~b5YzTRilAtUQ7#!{xs;FR6`KO3oWPl_`3BJqj&`U1VMNRK9QL@3ULw6W7>z=f z-VAn#!^aLJH!1=B7;lYlgtsU)CHGij;GXaGxFDl8Era0HoU#{ssi6FxUu&bOrH@W+ zKf8LI_5i2^hpZj^`qtQkje7)HJQnZ=lUvU9?1azS)%GO#`oiRVg-=A=n-dL@k%%I{ zSi4r$e%QdQFM&(s%nJv5)~1J{3IiZ#*Q1_{OG1#fG7R0Ic95NG{0pVm+g~1Y$}PhB zroqZvE3P?>j)%yUM1adLE?4%D0o1agLpYYMO@647lwor7i~j3R>v-j%ayq%|lIt!w zON0KQ{Ht;Z^2R%V;h-A#Gza1d~>voEF#4g=@AhzzB(%RtO<1GKM&}c*K z$Nj)RiV^rc%&dUiAUc1jxc=ahSWN4u6-J(MR>_7sxSlHW<|_N+gGskKqGXL+T0auV zBVUWDm5+V8uRx-@V$GgnX2TwfR>i+TdUakZv*oXR?>r(h4s66t$xw1Q+DRM!-ws-G&zJNg5f6UJ7(5B$`+A5$$LFE=p;^ z`i3jT%$NOyA@lA07qv?sfFy~vLoY~x*iP&cx}}u*%B;Y~8KDw>@RK=;q2t*ERzCy6 zbFecqw@Nc+3FLp;K3ajitVWCe>qj84)7=5=_yOa}Y4k6kYEPZJl-}(b*dKfaGRyl| zKj-WbD>(t=r4b3%U`VcG-`uM5_^U5xCLS5l3yno?>(u>c;)(71u*ZyI7bav&`Y; zBWcos-`F=R@3%KYl1u<#@$RWk7&)(ePJ_7kopIfp@Fc;7GloX-GOY``%NBOZ?PuEj z!xbX$^=8q7d~6HWX-T4ew}^RA{#=SCl_EU?NMg2$^V_8vF_zivMYgLReCTEe*wh|A zb+;=W`z}BalwzbqLx-}Gho{fWg6pQn67NTDDNyI5+dk3so$0K~mBVx>=Qx$nE6Jnz zdifg2X#ZAcq!!stpxwK|vsAHiFcG;eT)b7fw1(4Z{4&Li?TP(1v8T%Rg6%lbhkUrE zPqL3iRLIKBk4|c?pP=XP{WY(1v4{c3q63D0LE`pA^Mf_M>(1L=L|upceGLEQM2KR& z_2I%kdC?}HW#`V^GJ9#}G4vnQU;|hYf}6{WJsw#`ik3cOWoUeJuKRQem)sUK za}jJu(amEqkv%fuo`8jOi_|S&Zs z*gqAt$C6jYf|OXkF1A2lo~?n3k&7khj1d#hVV8^s#cI7JCY`b3O#dtH)qWPXFy_zg zq*4!#U;X$#b7Qqn-N<5T9gcWEVK2hqXNCN2ZGc6D=3cAL?Ty;H&<54wK_2Eu3F z8)J$Z(F#?hc+EtN$qssz1g_t``MNCo!+FbeyyAoGpmAX0KnOw;jI4T3f!@ZHY2L+3 zCExESdh#WzrVyJUm|}JyBf$1C@{RxtKAlrwlA8e_qtG?>{wuSJSHQoBS&y|6u1h$> zUc3x)e^iC_|MNLvi5z7~pD8D%n;%vv8Qd;DZej`cqs%}T7H9h7gKDmuR*bzeR}RRq zy2j7lvG;M}A7`Dbb^-u!jDkji=At0|;oDojXR5kSU1kKy{ah$rx#y~ zBAD#-d@3F6(-=&htyn&4n3N!Ll$#K`Mf$AL$HG;99Ql4rrLwDY?)B+TcY0g?hYTEl zNx$fyH3%vRluJ?@`^wQ{Ku^`H*xbv}*B$J^Qa1=bRF>SLAcnk6f= zD(l7V3)A1_Sp_+q|7mlh@H4GUF22shymWQm19zV>z-o}=!ydT4G|~7M;l@X@l0ObO zdHk@7UarRLMFEa6znbjANzZ}&ZDOO-UI$3Gx}5)8T=e9~N#1qiKHe$6(`ziwhSwjNqJL{^G>UbXR5W_*d(zfWrA=cKH=cWy7IzY-+gKq7)wJ!d%sWV`hF)yrVF$4j`D+Q~fUuU5dVui34-YZ@Q<`&28|!N`>(uD zfYk&KsgHt<1&U&E##fC;6e>@9@kk-BO)P64`OC6i%0a`Dy`0bo5i_TWceb(KaI6gN zfjzvj)Z4C>%~_SDjQBgx9-aNKxNGMw zTp2Y^d>OzKT2;_>fz1l`PVFkyuj!LODC|JVfoBkofk+HUH}syV^ul1)Y0~AELxf1c zMQnK44;{YI7cl4z5rw&m=6aonLo;n)>Au7BH} zd-->-fc#aZ$l>1%7QpJmz_Nedvu4Wanw77>MzMIb6R{sH(=+$eAs?_lF2ZO_+?c@` zX|Dn443y<^7NXwLBrz%3H&jSvl-K>Rs1x+?f(P5C@8?u@ijp{K+!69qK6i)|n zPLKjkW^Kqc=+(Xv-;b9h>v`RiG5Pn!`)H0@TQ|+sI$8xrj3eb?MNv65?Zz$_O7~eN zqe*V&#U=7HNv0xDb?*bUnq6iRe?T<+c=|TTw)ZTsM~sy73hc8>K!agd_I#fMOTB9{ z7^_igCHk`@W8mO&;p47c^Nl@)r+&&Zy>5c4aPgEK&%`k75a0IaFTlNp(Cs;$m4>nq1Z^e)ivH-_D|USFxJ?gGzf}=fCxno;W_noMf5m6 zjjjG5uyNcXSR%%c$j7Q*dK@4&vVyW>soc)6Q%x00SA);69EAM2dXHmiGYCA5Bz6^js$$;`?FmJ z_y^HlQ$ZS``W@AG;13jADOD*1gt`Q*3v*Q9Zwwbjm^%UjF7Os^KjN@+nHBIQ$U{!w zL(AF5!^_;w8bQI$+S8~a(Bq?{AO$@%W0!{BexR$RE?~O(h7Nx|ULAD%0o_3Xf^qW=I!ZHR zYUu3;q$L6+2CqU*@}E_#?e%1r>~^Wrzv~gQ3BQrr5IyL_w4&w!9v7j|__X;b_M_E; zZYS(|uHjp<)g^H@H|tJ-^68i4n>oTE1#T?UZ&*a1Fct-l&!AfMhmD>S3Yw~Yyi9Z$ zVE|^WCD)MNe1yGCqoqTzC_*&XSM;DgfXG~7OG?+0mCS5rBq{e@K`RN(re`Rnh}E<- zb0>eB@japK+93wHY>@d(-}UAe2i41@{-OsX6@#g$1+8B^fMG`hWTB~|Q#F<#>Z1!df zvHN`PnZUj~h-ArAMc12RuDa1O%M-CZv!V_1kcP{WEM;EUJX+scdcE+`oK1?l1h@9E zCNsh9{m7KuFSNq$i6n!YxkU-A)%QbZrPC{DS>G7@g;=tUJxa`98WcL_wg0k}2a#)u zadtT_S}a26gW~3Mepq@COM%m4>5(|P-EF}fy+ma^V}?AnFBE!;fr8XK{xDUljqvfF zg&D8bWu~MiX_EwMyuh$wUP(D)9JBSYQ4Fho)V}v6p{gTeNgl9(4IR>FIK>i_+2wEG2y>aZlhGVbC?CxV$e69$C;PUVN3H+GU=I7jQXM#cu=Sz`U z5T~6r4P?;-2BOKF)IYL-GI7;YA+FmqtQ{R?Wsqo5P*+!%w_}UbN+Iy|=OLVq zj_1!2fUgM%2)rF_-{lmvhOB@89+lzsMt z!0XG54cJ3(Z{e$`2HQzZF)Z(^3z4g+qi>U1Vp!-nID?X|->1RRwxY0Nrqds*3C;nI zOU=ctAyX~RrX3yDIxDWsB0PFkv@wuHY>qvvB zf_g`uXV7H!yv26o+@=e;026V_S=2|}WPan|zC zv9O9-!4B#m!)Awa&06^bRI_Wh+Wmg<5r@@~ zWk#THh7ng8wSf{$y92}rIbFBj(~C)%cKH#tAa%&ViTpD1Tfv@ti($j0oCc{Ix;#%l za)?>~_|!?%g7S&U+i#)Xn$-z4g;}*vE1pJN$yK=u)_|6vVExdQ{p@H`vaYZol6cKO zKJhacQp5xwL=OzVv8!O=-QljP@PO{Mv>+;ODRS^sp&Zr)rB0>pppZ1~90}wY;v{4Z zY+JXAOl}uVtAD&wqX=zqZ)jlw);p7vlLJ3AXm)_Q{w{+xFqg;^w6B+^aln!{JhcjC zqcn?^GzOfaNx9=Qetyk%)?Ai2iv!f!F?vbi=<5Wp04XVH^pa|m{Ve=-FmQ6^>zirp zdhx)!uM`PTwb+eXc}z??eNKRLR(-+WJF`7kqvmSZOB?y!@AqDdHc^+wnzI6gyDDEQ z1kL-x(7992RT+K{Us*5O5b+beH|BZ9M!Ma{Dsq}1+uKU6>}ySwxr(mJ{7%bc36t4E z+=H+4bzd8JN1y0CERv6dpI!Vq(ptv+m5`OscwV{G*`)CID>QEddtA$WUo~*q++u&Y^ z(CTA;3P8P1_m+5@ZtQ8<39yUVQZ-uO)dU)G_#rNp@I%+%kufp-Gx1a+(!j^~_@Nnf z6W~eRYNMzJu?(IK4hwu89R)HGz{G&&-S<0l0p70EeGNb4GJYfL`rG^P3r30O$u^+K zW3}e}JTKeaziDcmMF(|L7j)DHi+b&^9pvWb61B+s`H9h()|yHEIU^-?b^Jk20uqw& z;S4V07aO`RhhLy#U^cesjdb|WpTnO`123OO8}@ej|AwcgrV>RPZcG&^c#A1f0bizb z8rI%umDxGEh>3K(28iWR&U~k@5MYjg_1jG`9D{G|J!oPWBx2XmVH{(_ z@IbVASyRJ3xYu8pY`5Aat~4F3+fTU-u@D-JAszNgl@7zySawq1G(%J+Xz$f~&>>a~ zs!}gNvN8U3xXH?u(ies$xWol?W zq?##J4hAmZh-SyI*3gAQV&uRZ{-khd7>BHtqoXu z_`5zO#hW#)a`d2q=}9S5LyfRg2a>_cJW5{4{UI6WqbzxA)}L=D(oxy~6vnyxvN_l> zdyMbtwsuEHe*~TufbJ`A1WZf}3@8BnpNaH#v>c8H9LK?ubNBkDajQ$vMm$Ov%X(8* z(%c#T-f~+C!@|2?N8jp9mTz4KcGc^HL%;<oL7T-^PaAA-s??^`sX+aj7TQc@MkY(( zG&S5aQnYA^;iLe`#f7*8$M zvh=8t`&=2K4x$1is*)S~6A{a6UmXoYCB;!my2WwI4h=Z}U@9~T*>j~rj?gXkC|0&v zRKGK0?OHAG? zk0ayQ(r6_vtYO&$x?6F+I;0P0aVDd6%Hu1v$8{=10NcONTdnSngO{BqVxLtTB>-D_ zJ*iXcLJv%tBdPXh%HE@iaP?{`vg|jBZH$-YUr1yFDc3dj=*i*6fE4l3-N?@Htszma z`O(3fJP>T9KJF^k;L*qqHoLN5@Y#H&%UnzCBVzOlL~n~irKjq}2A6Pi6v-8$GZt(? z;b}$xbs)c){ej${+1J0w!dQg(9WjT}H5n2hKfhr9l~x(vBWWSw z$Y{h4Z5{(u@uqb`Vh>%Zr;eXdDx&YRm9UhowP~=;hDG3+!au|XfB%sFii($T*6}7_ zK8vPHMY$I!iWGPq2gq%VGe0F}^c7RCSP;9ORm9F*oS-7zTk7vy%_ni_2^3_i^gt?? z*xwTYk%4+3&muw4>%`4}pxU7Zu?dfMJ?YUUR#BHCbc~2fX49{J@%&)Z+X>j~=6b(f zz#Af!oaV+Y1sqR$`JV>-T@TQ~y}hgPJ(AaJ{ylwN{;5((A0lZo{-gP_TI&8-73|Lw zek16268o42kw94A_4uCsuq@lWr{nZ6MG69TdR~E%JB}7D;YT*ACiKt{-O9{teR#{# z?2E=;9ZCx$ky=Dm8<3p}8{}1*EeUqu=__{oqS}lIf`i~?AC>=k0`#x^zNgCehx0md z_Bsl-Qioq8E>cvVhW0zITQGXBp{;$zb^6`wNZxva*3!53)pK^jF(i9wLm{E>*Y{u! zIS2;sl_!elk0IZTu!(He5R{TpO>lwm4JwIX`$c*vNw1Ckv*#e>S4rG{jf6%3 zFls7C-SW&YgMqxU)XL;cBTrpSQ$F7!mN4cYv-@mz;myqGO~x0RHph+J!M0eBtQ9q% zE}UB&SeO_k=(xIHa38s8kJ@h)g7zPcd<4t&4eBxmFLl48%gEc>(tGwe(kUKUV_- zkGG~=U0sheP?3VDZsGSsNnNwW%VaV>6hHsRq%2}N0tRd5Z=O$ydf7SKG=?GQ#J#}@ zbR+MaIl`JiGsKcX`e`ug0YF#d1wVr_u(n zVCT*g-S5-I2hKp!)&}G+8X6kMKkwEX5TGJ{anAmMP$r@;n%HV?eQ)AiZR-_UxM@Jp zhtkK+Haymg(|ysQ9^R=-1e6@pIPu3sT?I0$@h*%JDnsx0HYva23HHqNPQQA~GM*+2 zM880QA3|Bvc}hVNf{2Ky&C$gN_+GjP6h|>(0hf>vl(tA9UqXK3x&NeNGVtn`ty?$E z#!mRdHOQJwY5`N?n%R7P*aW5bCMN8-P6w*kve&36By96Y3Y%lvxP(V|aLp`sTjrz3 zD-zt6ogV^EnH2n1ZoK<^55om%h-Yg)onD{6YJ3JA0C%@zLZL4F6pK7PPT(L)KSNt! zoLzMGc;5N7t)*Yh&tjZpS~%qbGk!6~S-3oKEOyRbWdDN)p_`En_if0JcgrVeq_{%= zt7;>W$vj~zrb1`o`=;?u+0;qTxLfGnl$GO9@7lfAXc_MTRLyzE@GKk`Ip!GQNKx&Z z`f}zVphiUt>s09w{&jf1e&ge+%t>Zm%3*B}@iQ(>4io zr2n%mCK+gGSlzo!tx}s%*Uu_(EC2UJ1A!7I3W5LUi*&54;Zlj5|KJhTcu8VldT;2z&pi8ST*Bn`4wQk^_CG7e04Fix-`b10$aJTu7O1*< zahKqW^#9<+f54CG*EV|z6VJf#6L-bLrCYPY2jV3cA~-!ri9z9yN9%L58bH?sspZ=J z|9@zjNfXrehBj1lgm>Fp|^Y0!M`bO3}Ebaa*R0sXXQWlSC-gD z=#9DqsEwIZQTp~*jN28V4)Z;Q!A5^aduYZe4W;8?_2hqK)J1% z_Q;1OKh&2$`<;?Z#w(r88@!Bmw~l|`Oit+?jbe>5>1-rt{Lcc=Q3M%MQKX+~6d-AV zfMiocYCrg21p`W;1oxGs4dIJGO$83GEbg$Ijb@FK4ui0b7~gH--w}YKi3-##GLkNa zjwo4cV8S1ZS!stts|@7+@BfQY zvWS1%Q@}(;6VQ}Oy1)O5Dc~ZBBiIP#zndgU8$ikml7R|~UD&g7PfybY29z)@Hq!s! z)c~^CM4he&Yk|VBLJU+%q@05OyI)|gw!d?YBuMgsgVuYI>(Sk?mgl~BWBjSl#p!E< zDy`9Q|2dY2f{qMe`Ul2eAKYmh2XBCw9ccg&IySx%QbETgcGX$-en^Q$l6nB_;lbZM2sbvX9Yzv_w3X0C%oIxZ`biz^jK|eNi#;`=KO;7@NdM8MLnL8lB{1J z$`PD{cPq+G!}PqWJd{xY{{PRsApQX+%YYsrMgP=_N-IX7b@e19e<^%!OO!ZM%J0?l!ygnbM8{e%qmUvl7C`huYKDud> zz%eZ}phk)0!l|MC{Wa-_eb1pOWiX2=20(fLJU-+FclRJ8d!|i$0~^2`H^vZ#IGHQe z<);GGt{Qm(K@p+46_~XX?4M`kz^;GI7mGFIo>s%aYG8_7qUHKcEOG;y_~;G;g~_d) z_gx?u5jT4bBa)P)z%^*&V`53sNWA}lALRb~phm!1&+h^v zT}i5Qg2!3b=RN0JXsUC=cWl>A!QS449kjudjFC}3)|K~Slo-_Sun+6L9sm1g&M1tj z6TZKjg|j8SKnjvj!Q5R%sI=`lUWY3?Z_VLKJVv2rm-!H^u4k=W_6>zITDp`C4zoNf zxPNgVz(IvG@*0B<=y4FAF2k-9g0#7esVTts#8px(pOSD}|sk$Ecg=GjZYo$i>U+L`9A& zg7S}obKg`HGD75$18Ax|uZx8mEA8~ncOvAS-ZyYv%p==ez8&a2cv*!fo7jDrM*~l` zDC{|s$dN=^O6P6k*_GMS7&dZOY%$<@%#*W-TsM`fh}&D39NEO6Sip4rUWkIq%s!*H z8JCY0Q7!SXkHXKtK#>4MSgHmX1mQnYsJ@ZHh%RVDzf*MGcMJZ){PkPpuH(RuWJ9Nx zh3khHA9W9=MdeCLYH405wA3-DI4_a?NSS({)>PsE8{-mY$&XCldQA!#Jk7a$2(ro^ z-wRxeF(>3qBI#%5V8fQ=WQZPaaL6dc#rxKMq_!2`#T2gO{H0k&Uu}>WwOh;=2E?*IF@MiLfrK*fP5Mfne6@TH8bPa~AyLZBh~HGnIOL)$lvI6%gco6U62ocCGK*9AS> z1oZe%#8n$qtXvK&^mc{A>56*j?~v4mELYsRi1T=7{4{Oe_n8qkHJpu*8Y6Hr)N9KsyDGkMR9i%@hu|Wot8KB%(rhC=e~U}0qy3l2)zkO)IqJcLrIn(^A$oJ zx1BQy<4q83&SGMs{)Rs)iZ<|VSbw&=@SVTm4r#boAV*N~%Yew*T@h=Sek2dd`!dr` zFX{Dp(g`3k;{S*&k5VY##T-QVc^J?rvb&?P;y$Zy^7I^{o2)UYqo+iYd+1-%9lP*K z${{GZYM?&3jDh>ke=_8VAU``w&dij|i$%Kk{ND(bj#8s?VL<6kh0|%7p0$U(0Y!&* z61D2bgSy?FaIOeR?~sZ9m)7XuAaxVSU=VU53tm)|PUQ&1d*SaYNFfwMelh|^;w-*s6eP9TWksmxi^|QD;w6I=#;unc6E^+m#RTAt|aY+`0-A; z)zj117jQy)2T?tLFc+-B`$h68NbohZg@#~K?zJD?^nA&My2&J{Q7v>f zq_SMWw%t;2A^0oyvlf)q2W!TtV#>k365dsXYZ?e*%Fp$l!K-ltRM(&^=;uhealw&o z_zlRQ8X1GH&k6;d!}nKUui+>9~#;worbzT@58ChFf3%ERAU)2X1PDVx_Pn|*NZcKrbuPO>3OEpK!eoRUo zc+g|H?z@S(BpAkw0djsgql8Y5boIKoK|5SYoz3h8q9dILN{2oc6mP9h1fq-GXF8;k z>Q()4XFB!TalF6idc=v=zKJ5Hoi^YMF{TTMel2+wtt}ob2J4~X+$kE>C}xQo3vZGT zca9iTUg|VCH8r&5!B2rt-zIa#8Gr7W|KRjJgPUL7^AHQX%DL)#NcZq+MQv8!-?r5) zIu%w0jF}Gf6?MM5NfJBS{Y+WQ7}o`EHYT}oC)xCU}KwXt}je3>P9{TNqasjLNvbQ02z3Ep=@Rnmfw3x9Wb@u)U zD_JuqW6^5>-hTXNvf_Nq-4781vJ3SypO{DF@0?qGxbK|)FnU!r5az9ZZ=k{%xE_DN zOQt<7F-w2UqKH#mM1>^4WEA|KwztxuMERupt;B#`DsAQCk<(3b3yV@?cUp`aE{LRBooz&`MT)m3|gwYtC$u)VM|%O zoH$=6Lf$+rfD-DrCdR@PRIm*XHI(XELN5^ZpYa8RO=ja~3@W=gno3F7C*I@AqbpM3 zV2^V8>;0_oTwUM45r~Q+;iMBx-woyn{}=3goZdXOynkRm^>rI_I6=mW?DbKUj9`!*M7_a!P@l^++BqkQ!15jATA_SR7zRZ!ga` z(u%xvn}x9v)+>CtlYHEc)`x1LGaB*v-4xiwNRoOnrXjRIgVFuIamksK`j6PWuNp)q zRpWh#%x~HhL_5&d>wQxI6%xM#u8xsMa8}>Try#=1-?okoc@MGf3OS&h2ZQJ7jFZ9n zt`fTUo7l2+lnsXWktZ#*r{1(npK1I05_@}FDcGK=X6M_gee^z>Glie=lB*H~()iii zZbg;mJ$&)@SNCh#muQR<47>+A>>qpOaMRNUSpIY3_j7aAJA|X6GN#AB5#I$v4>d{> z^6ek@`_)6D(E5gKXKDge=@(v}enCI|5#e)Ux5V(m3Y~JeWbupS$96U*w);~}^pGKKQ8$WfZShz!goIlC zvSNcd?xKQ+A|B#rE;6tg?w-;|K4C8sRMmcM=f{Vac5by;qUYs;SD4??(yul_Fej__ zzCMOQ{n+mu`{206z7dGfdORA+T#tK~IESg1N)3-yvH7rb56C8I5b$HHX=Q9{BuG2_ z`k{x56RI|fPdFJc2IA%QC5nm)qQ3v&02Q?tBgIk{i0u&no^=Pud#zP}1&c!1eRt(G z%-z3hrstw6_OV+=sD}hI6C<^2;cV|?LPaVpL+fRotwnko00^YKSINOT3fJ&=+xU1q z?a+_bj9H9v>zqv(%4l8)vG5-B<5>|w{#J{nFOD&Eq!Wnt$jHtaXJ6(PH(@yyf8H7I ztCU}6{b(3$tGLCpX~^6`^PcM41XhDHRh~cEufw{e$}p_{sUnY98bDL%?wl33371-) z^!I5d=H_{c$K^dlcc`j_PdNCsppT+Vfw~?dJ;PTaARhg28kx^c;yP#69e2FhaTl{8 zI5dWw{Z)i2T~Y9bGZJf`Mqck|ii5e1kdS^mNv>D{@-Yy+%Kr^s52i)@DRN$BB|ltX zNk7x1xDy6=z9qLJuiG{mCw*f`Y`=^Q| zyrf@8B2U{mCqK0LDKx=-&lv{2_)jRyn3#_CqeI4`kC!%%>aV4*graE$6EPgm76$~-d7koreP``%X^7k<`YzW|+1+EnXpEu8&0zx9ntbsk)q`(B^<@3^ z$z+^&N*orl_PO6@WJ70j;>j~MouJt}1fQP>!qML0=aeN8jgpjk`bt6LbAzm;ANtX^ zh7Gq3+1BEV{P!q|aMWu`_$tPk7ar9z`qFiHTwpH|wzB!jgZT~|PugHh()Dc_Zz?nb z`|^(%*j8Hj226q^%PR|b02i&VZ^Vw10)1bBocR5_#Z9%>1K)Um9lr$GFq0GBAc6~3 zI+wK6g4#FGyI=b{?_oc`3@QCpO0v?Cd{Q z35Qu}N1OVj7`AYLV^GGGEP`(mQ$CsBv3teTSzgd0s%ZAxiiE3rWq}U+n{q)1AhDGA zr#?^#)CW4=tSPINvQ>3GHZ;j1&4-g~3!pvDK)D~*Ey)h4F)b}i1EQE#S9}5~jpufe z68AFFd)Sa&&G1WlsJeI&OLk)A`#mxP(c@92YIU9w(BNip)zR_=b{$B)2Aqi_1rg_% z!D~X$NSWH9<+lI#T)lN2#avV=8NIIyr)es$cL7p}O440TBX++Jr^r(_aOqKF;J`sD z%HbL!Yn0ojetSlb(?4szscCe)K{Vr*wLe*ticG$r zWn%}S)Cn5gDUf;bZSs=NjM0IXJqhW)`MT%4I~tc5QUbnrIs%5KY9dm368e12B+D9xIg)Gw!~xeUUs(1Yy)0AeahaCIQvJd(ZF2RRIJeq<+RSY~ zC~zd1d{`TFeyzl7-GZos31|R+I9}F2dS7D zJ3KL|F)Rf}hF~1JzVZG*Yp-4cvfJuw{##>kYUtYRX3dYX`e*h(V^bazIKXhKaK)8_ zAH>IEf=JS9z1T@Gb{_c&32dmDeBcfyZdrQ-V*0@AS%h|i?EOj$BvuuUGfAHlpE!Q9 z!!w#(trUQrVB84Pi++7pOjml^<7_G&dH~}E!XT0K5Td)4k*nUjJF~Q z^yvPNl>PLxMF zAY#OAKz3Wv>Sb5j#VY$YkUD^#@`27EhB;~?<~ebJf|MX<+DkESgr$}b&CQ1WT=O-R zGv9hFxZwrZ zmiXaimzk7)cW(0pA+KqjSR*cg7H$8c#bYEV1@BbGI5$W&%8j-RGch0;887(jH?d_S zYMHU$`oghg9iX9OqM@tG2zEW;hdD5>iC3VWkX|(6tc3Qm>Ac+}JThag=_~CO3*@QC z)=78SCNh?PZQ!uX`j98|T`1~>(%1g$!ro}l4CM@c1}-iK!Aa9Va1l8WZ@|JgZw?ld zd1v$yc>VcJ`_V-o4Lg5${miu<{mWfWV0N!af)Px>Xv<%cN@SW$fao}Cfu~p9lP{%S zq5XF1WlW*X;g~NXN6H+?jHSi7Urn-Z<99#a!m*Zt1-%mi$6QpDe$3p_7Qw~Eec#gE zWpdpb=Avf|Hd>Fu)##OVEnv{9^t%wO&%7<*W$FN_X`&n*?VW=b-O_wH8hM%qvA=Il zSbi1rNrgmI#Fb$)gFxT#$lh1LK~dMqBfP0>R=peqkYP1Ap@|)!j|Y_oXiqe&zTZC> zqO5giaWs^rMy5g4f8;}is+xXn1qh?)Z%q+5MjrX;HV-&Svip0`020=%E&x3voJXHA zTt`xY8#BRrNuk2qPQNVi>gOZT{OljIcL!Jbn_y_tKSizDBtCW1&kjb5pvOq|;3O0^ z&pRv<3HC|h@Xg({yuOX8sItnn%3&5ey7lN*w^(526Y+)remTG_@+N-fog(4LL8DBv zr1(Zzz%%ILWB_Gh+86pm|y`G5OO$@P3QV{~1aG9Y8bYuD1hkSzx z9Ag0aSAH-jVG`)l#mTK^@>-TbI^0=!coH)b?G(&PJ9^exg(ZMSu_;x~_H0%%L^pQg z9ak;xoAD+W(+@zm5NP^+b%Ke-HBbK_!)^JeVJNk4du68y%KbTNK^fp&_h7OJ!Ej;P ziGkjp?`nJ}!N6hcFR;}2?&TWEkX3~+B?EtdTL`OhD#uMJxOQtamxLxB7O z(Dp4+MO-%q0A~N$@82J$U_G$bk->pgctYQ*u*rpt5(C!PvyFe6laO8D4FByOhTOL& z5>USBpa+3l168Gjf=HgEg-R@64bui{tClJzG1zhFRA`@g2s$px&N1MB(GB-kRALy6 z&-E`4(*7pCCr2XMbMB4f@MZSsR}XcqC#RvOUk`$?YjC{T6OYwiudQ$#%KE;C#TEK> z7TJQ1>JPBV`A~{3&rkaIaH$_?SL#lTj$&}030tl_+g}!mV_<)|U4RznR2Xx;#swpm zqQ=?(rC)t6NEhR#lF1X4;id?X?|EaC(m9}V=Cc(5t$6zXHbg^!jy7u)>jG~Xi`PS- z8@m4lki&b`{6SA}LBbXbpnl(VV@4x?R%*@&0u{jI$a<&LBA8RZxCt+J@Ma^rZHA^vubQ6B2|k`iq1DmGE29Ls>7+DHPSauY^Yg%sh%12c{&ah$x50j}g}>RVi_6C6-i0jIsCep8hD7As5Uxq7 zZ$=R4qxZ4{UBMYIbES=lcUE;c#$mPrIIir9p|8F#J{2DBoxvZ`cV!b0csdwOoW`c( z=IMELaWpxZBT}S0ZsPMBPy>hrCJBfBE5#&e3Uk3oKDB29ZM+MwD=v|vXZ!+`oYLv% zaZyQK71N`?dBXZxqg`*R?0R2eWhl;nae$s^PUdDw!-US~jl7mjFb8@Zv6zO%cP(7x zyKDGV-*gTMM$Xb*0ctpKg+*9IqyV?J`-6_8|6Atn(-y~}F!_0d<>!%jxr4VK5E zo+@D?&_r3?-&0II@g3?g)E3HQFxH<8!q3APyuS?iXZwHrvvn8{g}E6CD=AqVf$HZU zZanpI#-)BlVi@&&#FdA$Q^Mv_aARWw4UZ-k@9Xa$-9OgXd-1eFZ6|Y2*o`T)_JO+w zijhc9tY1D4Y(vwmhgqyjoRu+D3U=xC4u)811Eu4Q*uQWXKbg+?im57xTPOc7Nk%pQ z`I-_EIBX(xk`7GZ8_CgJk9>MKcE-Fsw6)Ui^#r)@Q>9-Au-Dj@wfK1OF^Q2#Ga8;9 zYI{EAG=6hDRpj~Qc{++>4#Iu-Mrr?rb}{qR3jr+qRO?xJPU0$BY58J64%H)fRk!uC zv$MoxfbzzHRC(8FsEzvG4~5R(|M4N^(JQ81LwPZx+_>4XNYq*toNd)?!Oh9M>z7`i zFa``vT{kw&RvrjG=vL0y!lCTCI8GnY;kv>+)uU}B_@krSt*lYVOPJ6NzE*92#E zPAo^*l|dp_zrXkudm3if3NXc#>v&6H&#eJAz+E3GhDvIwSq1uKoJE%`<8NxG3U6wEGh0}OGq78N z7UgaXGv&Fo7v@h*^8#*=0nCc;$gHH5df2oQ%cG-@0YYHoBpL~~%^nV)h}##%ASBc` zo_jA6%{*5U4O{XR3DD8=?QEKRxUOW79=4UFCeo*lLSfUR@9F`s9geqH#!j@*vt7)55S0Pp1(3;?*T-uB0sh4+R1KHs!Ds|J@dpn&;Qr zYF8HU3@$D%QP16cYC)dIAb=>1iq$t~8j?Xu{`&J`(-XjocjoIXf!iio*gaS~Qz4ht zpE}p)dHJ^2kpqmNyP^J8^?8}%ub3FVrpRgBdQ~@+osV^*_#ygZ%FK7=gTrUr$}gEp zmUzE1z>#(P{R=tgy!G4D7r0Hs2^jT{D{Izz5cdk0pW&`oMTFWM`Z6wxii-YNVkr-q zwdYxVlt1~STV~~r!+~|x;mXRWoj{B8syy#hu`=oBJdvv_%1;5=m(@Q%g&4PwltrMK zA#%uofgpG|gzrhAv;hih)I-s^Cj#++Bu)P#$=<;0sRltGei+KfyFwrx?F#;T)tFI+ zY<@VT&%Rak#Qd|oZln3cYu{`1@X4 z*Dg%6Qili#hT+L~As2(fa|$6f8c#yc@6seee>uA&wma8~&>Tr=k~XGKgxZqp(`3{dQuH%mD z@s}d@x47z&?$w9Z8v~SkRA4T1Dx1pr zs3b}a_*Hz`)rb1gQqj0PiB$e1mWTH{SOv{t5yiN@-tFjU z^4B)yn9H@qOgVCOb(Qe`N_MOdhiMlT7Rr*3gG12E4j2Q9^r#iflp$+nn*PE7!njhO z+Fv>4NOuS9M)kmtSz#!;w>+#HdMO=k7p9#*>Bp04!Q23qS;H4?0*!C+k?XqU;yDe9 z^-nyVnTlUH$+dc5U=o>yND(nXB2Okbbg@4LuFiM_`6b0G9Quyu(?zZgQ>k0nzhM)6`A~$b1$tSbt}RFb=a|?Q%o7@= z%VT^&=p0~F>Jrwckjtw5d8}BAqPJ>3f_xVzVvkew5Gx=E8@ z5FVDfh^UktirD|%&`(t1lr}s$S)*PcEqQrNIQaT2?fh6a_)&Q~s)0X<~ApO-bLl)5;4DB=)<4SRyo0@@aCW!;U>}l5)94%qMx0EQjNj4c(Ew zz13A6Z?IGGLajM+I`;L|Z|=cjDly2*Rt9wG)?|IG>=7##0(VINp2_Ns2pN?AijYb+ zTTlhs`o=&quIg_+lsQ8!F?qfS)PM)8oF=+t@rj)o)Lv(guGHV~V&P2nzMqVUCf$Z90FUdzT9a)4x&D|HIO_ z;Q^_XV1vN~TQVdtrj=3yP7es|3qA?8Zkf?~OMu-23>!8<0xOaR;9{Mgo*o_^UbK5( z|H8$>U`&I?vt+$~E5$6726gD$;4phRo7BVd-oxc0bS<|rAhTfl8xkdjC_b`b|NJ>^ z?zQqwT>S4H0jue5@f3o%qlW4XLHxGFRM}Y051f7nPx3nCj^Z$B-Kid>jIKjfRe{*t zX|8(cBjnfmJzU0%NFFT=#pW*z zjJ8{6CZDy^%WZ<@Usg2o@A(+J!Qm$!uI}F(^LJ1(3GkSGXoQ)78-+a#NY}-!#3-dd z+n3P=Pn9PIVop-`rYJ`XQ2?HADyc|J;1xZ<^cDP{@nv?g&KnPWY3oO%Q!r`5^!>jY z=5e@fo$uWntRT5&e72#X?$kH7TL^Seflx!BizWi&>RzBbF9FV!Rejc%;a5!3flM(V zfV^71#=s75_=l}0_l|)Lb9p&4+0Jf=oMa6~8+^g6RM}B+4p-V;lhLDJ zWXY~kLJLa!%IS$KxByoQ0%7~l5yvxvQO7cDl?u(IBFCS_`7L1Im4d0d><6u6Q;?dm zm({zU4|7#9W7#Q_RQ~dwFO_2>CQo^xg9AFVtRCp6EqMPPE2rsAuiwZKg28#u%r_Tl z8;qNqAkB`}7Z*H{Yf2WxRV*nJ1H1HKS8pOeI3m9@?r=gsrStrK@gzAg0UFpEHGt$F zYSBoPN{-?LD26me&g?H+xN^!a|CxCS(|IFP42OlMmMRHv1jk1L5W&Wa)uzvWf>tsI zXc*T-WYn0%G?ezJJ0au#^Z2M3A6eNYB0mE`JW)$(tB*pJk2Xo&*Jlt zh)Kzam!jXvvi{(Nth995>gG<3Ohrhw>1Vn-P|{a*LGWM9krpH z>tDfayQC1;T@Yc~XYLzDlsBMz^Q%A9ww4)01D3Mz$w0f1)Wz9{*0R6YbKH62O=6$) zYn^;JTe@g!2C(hG>nmVc3TwS-0}{24ni}FAV+|MGI)q*4(N7m^^b%$nW-IExr#SW% zCZh+{*CR>BB#&UPhN&Cj-B2l|_}SM2Qx6#;4ljQ)LFSfLw$lE@`|4kH36-SbN-jRM ztWkUHBMitm-a1yZWLNCAF9v0wYDR5?vvHiu*IuQ68ihk2GE*o1M7+R9DYc+q*jA3w z>W8nXM46TC;wX!};AUV5-bhyuvBBk#2ZA;mrsw|3T&Sn-qeWPR{mF2t zEwF^miQV9Idua)PIMIo3#rcQvSk&$!vzjXh?*=@l%)u!dDJdwGmDP$!@t>OWpS9L{ zbFfCW>y287L%qtS7_1OrRhCzyVP`J>fj@=`^Ly-N4(!jwQH*G;W-e#N=Ubwf$QOt3 zSFOlEDAhiXJx?MYez0}}2wOmyPQsO1ceMa(9mocI_DS$9$e-~aN?(wZ%;t9-A!${{ zz=9Z*3a=xj-`tq~EhCa{rTE%8Jvi{DQ`&aCGn|TorV*C)r{SGtsCtvT_9o(G#+Lm+ ziaOlMg~PNX21m#wUZ9NPboo_EA1N)OVfgwg=0u0hiSup$rl6^nl&{l)1Z%Em_rwmw zNCZ!4G%70rSJ$`aGI)jbh-9x(wSed%;u(c6m&iWKGsKkw6q2-1QtcM9v!ru%kk1w+ z4lYmAxZQ)Xe-?H2Tgw@^;jjKJStF7BHtMi;5&(FjZM1%YjvA?~Q3(!Nxu6TfI?T5# z#4~&)PsAwv`P90^j5B`LHblrKqXkU=1|?n7SH(W(FP06ZnIp_Eu^pm4ryud2jKU)2 zGK+Hk_Kq63W==9cm<<-|Ejeh(X>`#9Np+4|&;s;-%Q9=;i>B6Ct{ZUvw-(G#ZQUyg z5F@_W1^kYC0S@>T#_^9IpZBd?0azz_V870u?kV6Zy+)DzU{p|Buo3h*ssADw%a0=z zM$Tlm+UK5Db-_f6zpPeB-&J#UE5tUGO7*dje>xm1Tj|COb!lgL#wQbvc7-`{=04F$ zFFVa@QZxnBdiF>~iairG$6dU;-%+h=g%mb#?Cr%38UwehYPWoUbpEU*!^Xu0SUxe$ zYfVbft$P5v{82}(_Sljljx!egu_UUA7*c>%rv-ZV4nDGyz&EnKVdxG+BhC45}gCTX`vvO<@A9F-Hi+2{3OpegmZi(>`Y3P9q_9s z%hzpy;q>*hR&0WdUVm&GqNMG5Jjq7MVp%Z2STW;jnYXf|r$4$N40$P0e=OkTohj={ z4TLez_L}Bq+)6g}ai6qhMxuyfW|ih8bARE-h5ouh^;UMhYAO1Y3|otp0C-zPWd zU@C;tmIn<{gr2pf4Eh9j4TI;3`KBE)NJJ_MDgD~24H7W`=tuh%!~#Z>6cxF zP{c`#s_nyaC<$`2b3`&2_Dkm#IyUu~BhUhi*pZY6*If=eIVGW*Y@FF@$5@{6X8L=K z1Z>PYcwz?N$kFuai1QXq*;VMij{YG8{H%wzo|YLdThwVF98!1p7ey$2=3q)k#rhAcTrWW1Z^z%OdjIM5qs;6dWJ#MrqUq zO^18>A!=GHo2*Xdvxz(`tzT09j#IzcesWAJU&v0hxLp+GDe{wZ>U-sz5k5J)v`@z% zV|6_2ii(P`SoEzwB;TFR(qYdpVp{BJLn z1A^hDSlT8)`fjc@{aS(4yO&a2NL@bsPNEaG7=vb$fY5W~vi zJrr%F>X+bV=bm)szT)~O$ty5S<2tJ;U8S45?(ZeB41`{n6SvbDO_BEAuP6*HI)qTl zO%YHDZK)@&)C8Y-9W_%~W8=h0lD zS{wYa`V*Hgx=;~h9k5^co{YNNJg+Nv8$Ud99@R%5Rfcd#fd^#sG7kHJjW;lqA_c?y zUF-~{+5_SAoN)DAIPl2G&HwJR5oq{8R5EdCbuV~5kpGeI%f|*Hv~vEHzn3{5Cc63-x~mGt;oB;Ja_qqL=O&z**!Cuq;bGGG>wjdYm0>))PJJ zCou<_<(h2Onr}qFyrX$2-!p-l2zL~hO_{KtJ>6Sd8qk_u{8$fAD<@-TFEGtgeb(-U zdm0CD4yQdad{3z^8e+JgZhKK3^{cj4J#U#?!~^y~xJMW}ZrE}^l>_OLXKwL72~1Nw zp${q3MC-fzA7`-tWia~5JzAdxHcrxvs|Y$8)Sb7ok-n=sYrTaqyDfFOkfm#Xm|U3M zs@jXtW<9O8dT&4f(F6M}P=xj`*CJ+3jGXbCy*0fP)N31%EeC)wN0sTz_P#qR$m$*% z(z2!zJh;kWPj)P`Zs?QIu2uLEl7=*w$^TqnYVnESQFsZdspcmQm9PJo^JoOSP>`+L z8Rl6jk$Nfw^eUB-*GLA{S}K@<_5EF<8Zt&UK5}A-0AzYI)BG(@(JO}C1pFcyO7 z2f7n|ep>eyQ?bvSYY0v5R6m@n^24Cn6Xmn3RdQM4 z(rIhoa&6DP`N|)65myDIhAwe^jd|LkRHp%D;kdSuTJ+*X6{oiBwiGsD^GU6z# z;=IX@n~;nrR1mqkRH{xTgZ6hXyg{4H;& zM^MXu#FctB1C)4N8cEdWC+6|Bcy0IL^5JDXM*YlLsbAcjcRk)CY z|J;cOXP3s05ogz&Ts`j~k_*N({!8>y*NWxDCA4`ZFs&2<)W}q&+%dsqQ0Ju+pe4}i z64<{5k>QSiFIBS}O=YSb1DEQS5WR#aig*(!)>Yrb=!9DPh)dlH_gNEN*AD5ZBWS{r z__ONN_X(fL30NjVpOH}+>J)Ax&@E@2=~t(`pWzJNrIm@{i%Guu#GqjfWO?eKJ;wh_ zgxxUaTGP_Ws8s_)p_$up|9eJklDED^aW|FqhkZetvI=w<%%QZV6Lph0AtM$R7Phvw zRnl9nx4Z&#uC$Y#LBWdd{t)*qkNE=_|y7%{?G{hoZfjR-ksfq*I2=iZr? zUlRXHJT7f2Lmz6a8GKx;d`XfUmXVNWk6$6rdJ@h_nQ+h|hX zGIp*m9k~B4F{r}8HOZFX)zQ~!*k*z@4LrDep}@h{@}17|n(9iP#B=x!BU>e2M}Ac8 znGuq&3&_=`yu?)YK>A?eb12$ggiSY%dOkDe{zE9xhWgx=oaBx5g#|F(E6 z@_8VnPyHA0p=3TeW5GwzrHe}H;o>5;8iLy%G+iv)5FTtE0N=zbNn9kB4pAuh6e2B} z=w@suCMDYsjm;DY=;x~a zbTb()p@}?3i}-cYc!$Om=+Aj%%0BeB(%VGngr}QLt_1W6Lmm&fOdRf7Tq&OvfCaoe zjriw;enI50t8OAY4Z))Hje*2*&Wu0?? z4(Bj3v!OaSG0(2H#8RuT?^|wh3PiA8QZKbvQ0Z7b=Z&R^*&xo|AuuILE2CKB*(M)D zMX!VTb(Gb@HEQPa{c=U%Vr$}Uz5!O|->eZLmSb0O(bi|qg2AKUj|OOrEM)73Uw?$1 z#WI2v8HqF^Ctqww3?)ziAVQrMi@R0M)A)FU@6s-JpO`N|wP|9~%myen5%AUmka(S(%XMl5ZhZo_=#7W5)+$XteD0+G zLB$0W_li38{<(cy71xw5k6TE|0c(m;#eZ6Mek59=c5_+Dja_zTO}PgP%h=Nr5zHEG z|I&w~J7(?8WPoBU*eNtBx*<*;G*2#gWfq+*?p+YBnDh?!VYzv50-}lfQ|h z$4d38vjDSfhyB*;943*Pt#`i3V#N!=W%W^aTP$9sl7Ph?R(%>Y5r*){{{)-0-c_sa z6DfHo_&+hNE}NG(@e3hfX=%;x0Y}CG_rFi?VXZ05ywOr$-)aK&K|D#Rb!&Y)^-fSd zxNZ%o;O6jNegr^>dR}J`tL$qcxac!KV=1pfqg*RN9s~j?VuS5Vzy@f)4S3(NS}`(? zOkC{2%miPs%W?C#9w!?1W$KkicT@zAo_t$0KvFXbBdQUL@S$-?=8UF2M|shUx7Cr+i@4_#q~e{OsCH%A4I9dSzw11Ds(++yc|0 z8!~aByT+`PT-J$7KK8j2IwA~EcW(5RVexb_z3r4+~{T z|79v?uz9LNEiROZ8{8Ez4UNfnCqTW4$3f%?B$Z)k^F& zPbL0e3AV2^ECuVn*)L80Q!GzU%Ip8hx9FN-NZZ}9zMrp_DS53|p_L|kt#o?iL>9sL znYBJ;AW2>E<)PDQe&2Phz<)X`gznfx8;7LxPh@aH#h7F2xe5}vtWBy8+*M-Mm{MVQd}_lJmEKv zIi7=X=Yf?8H&ixiK7s1*0WX@w!0+Fyigv1aYIzROPC5L~+|w!Q>40-43j_VtoH*96 zLSUnh6Ns!{z23T7L~2y$l4vUqDGOK zqHNwddV_`-V$qchU72h8*gUwBiN5SMk?cP{Jdiwwp`{GIiD+>>srI)#0egtbAN{g; zcmPMETB+A&hSUzh3yGASz|p0>BToYEEkIu*c$+5p63A~P0g1BZdifU&G_!B9OtXJm z%4G*Tq{B+W8}y4wINd}) zsb)TG)oyHVo;9Rszeo15fU{%P3?KxzCwmVu>b*K7tc-qng7h__Qw75&xwpAl@Cf$0c-5K7jj_*B&XNw2WnJ(w%+02S^H$uZJY7h7#5%$sSjk&AF$Kxnkn_ zL;*jyogTX_fs`~_f_qG=qz~Lyg!bg*T~*M-8ZEDoe3yBBw*BROmV;e6RCwR-HMR_ojQ z*(~y&&?vJ~55sBQrgBt0yBNX{IxX`>Y!*P}_LgLaD**A~h-}*?u9TF(pKEOFxpO~= z?^{j?0nf*1IMt=KM?{>Lp2aR4-al;}mf3VFkc8tgO@i(+LuPfz0HXyln(Z<>T4Jj-JbhFubW zveXnX7U$WF$j_Z1AzI5Z?X15mU$0Gpsr#^M`gN|uW}$PYyz$~BOSw*NChWnk!=%*0 z7-6J-Jcr9>oHM||Y>sh(Jt`tXD(+pz*+4s;S&%(CGPe|=U*=FR`!kqPZM)|kj7FL1 za220(f#p?r9_08qty!xFvxla%llPaUt zJnw20_8PtK*?GALJPy#GF$EoR%^^f{Q0_)z8~QV9!rhp93H$09N;B9K5pumn(`0w#)!2 zZmCCsZ}C5lSUFC4 z74)T?$Yda4Z~dlaS0(_uZi5;_$hSRVjF9+Y)L1x7%z6>p&u_dO&*^xSRIvKz=0E_H zd?TZIPJ1t@ed)mdRWQ#yLH)k#*+$vk8=ns|94v6-SB;m`DH6@RN7z5p@pv{456jZ~ z7D(F@SX9=C-}XDQf&Qqa7|42aEdmsLrzJ>HIvZHgIV&m-F``EBjm%kbAC5k2l;!lk z?E#_Oo`YUwk^-s(tQu(2BITq={id`YhG3ZY64=my9T?~f7zdvSQdU464Qfj|QriA> z%2iR(Y0EkS&8R! z!sjs4r4CQSq_(s6TZzmPlI9hAr$%7oxuMSQ?mr<)NrFLPkU?GpUfilR3%cvpfE zj;1w?@dBb>x^u_9^>Y#g(&SEEnPGd;VkOAaZAd-K)Rm_qs;H^!TX$5=h9aAY(R7Hb zgBrss6`FddWEfeUB0dfedJSU~JiHOu6qArMiq&clPFS{216|6abI$t4;qM)}_Xaa} zk702~B689I3d=6M7+tXIG2QG-lK&S7V?`VO3swS(KQZy0R-yGR;AH=ezWVK{uqQg! z2_W?3=P8Cqn7GDwBXXoR$?qljh@}A^H?wkt>swc8;V?S)-Xh_fUy}$`HjiiU*hI(k zQ^evb4;fk2*vxG?O&f4-KI2oScXb6=ThN=CsaN{eVXF6>ZI-F`o=>pmM3Iuc@7lM( zzjOz{&NQE99u9uKiZ3IOzJSlZNY3sda!hv|QydLzzoN3F38#elP{8|#?NZPZNf3$m znm`5og;~N+xJ-nI$4kyh`s=s!$A-a6HDqs0<2Au8#IL`rf%WZmrFUjAFH;M%vG5H# zvu2lbBilO6jmE*MimK~P??`|A^*WLS3s`2gW`nOOpSsjItUlEL_{>s6)e zbIGK+YW$hlO!(Yf(`qJ<)sk55E!b8Ry{7UKi&EOtxsePEBPN7fFy{zcH$~ zCF3pAjn%Jm^8|>jCVUXC^3?zHGkCvwV{QvHTO9@xQ~oSN@x@I-zJg?MYE8bm3g>-upI!8?Y2CyoWJt5+3$4gXy4*vX7j*ybIrzv-{_uLYm^; z5FH$VVptQi1C@q#AHeR0!1@&j{9k(q3?S@N!N51=Y5Xp#{k8>35pko>j0LQGWrhj$ zkUf38x8G}IK0=OUb^9q590{Gmgk%d_K<}qgN)P{Vk|A2gzc&d1uv@*!DFNZ}C`81$ zB_3%wkH5NB(0Fuy0ja7Dg%o*r&)3VWM5)6@oa>939zwT5`O=$Zu|ettIhRaBi0Rv% zVp@3Qpdh_HzB7hg}Q>=F& zWOq^DsZEA74>4mcHH_m2KMDs`pK9?1M`-gDdJ^rqae>mVW*ex(ExXYJBUQn;H}=$1 z!#Sevz=Q>@N9Jq}ap`y#>`C7~JV3J3ES+4onXo=yH;F=Pu}#OMsy$NzHbP5V9qz8; z(d9xb#H;PdJVk9H6x@lOKvUYsPdm2qwK73kb>kY-@sk*_RkAM!AZC~Vt@u?re8b{} zCHS64rt=6I7?iZb@V~>k8-_Kj{3NQNNvf*h12Fa>kS;n@`;7?5qgMi=uyk zo^bI>yLIHH3gcq^s-pUSP4B1Lk|jBZB~E&3YLi9hK*-e)r8@G;2Rzenr1?x06u$do zh3*#^p>(?O(j_HjW13&n$18J76xBK8>Lcq~keyl4f_A4UP7?ZFL_p;BLjNn6!TBYg z+OwB}n<`A?mF)=2{#PBz&zs=)#X8i6$mb16?t_OA_BPvHC8+=6JGkT2>Tiw;Fdzzu z8E<9+enjGwm9IlS4A3;eF!CT9OV8hUT#qT^d*sHanoM&NkmGQMB?^an@1^c&yiIfu zc^a>RGag-A7jk>{9!x>9oc7Ndm67D3gy!{WGqs_h==3!?ZgPxG1i#v^QfyRbGG9oH z9vL;A>tcC_`a_yO_ka|IDTCGp;2W_9F8)*HfsSN`Ar!Hx>HVZ&Je2k~1+gcU=ecob zykcx-aB}-9&!cay_$t^XgvW}QdBk$?hGk8OL`W3;8mz9>F4J`#l>!vpHicnN9NvraJEor$aaB0eUA!pyk2iewj$(wpC7pNW+{T9h6q zx71y)JD!8rE+u$cT+O7SaY!H(6$%Z=8G8W4eTjZ(|y7ZTv0=y;Wt0-G;Lp&>keAVW;L&Ghe(SxRB;W*inDY z@?(H--YoIPttQKcZSA-}^B_CMW-&^HOaYGIpA?XovG23WciOWqDB~f&zwdw0MKOMT zU1qKdwf|>G%zo7gI%Kn7$hBTb)uaBZ$4nn{=>#eN9O)@#Dlv(_N6j>^i33Q*u5qtO zEC<1PvA#_ZXNohoG_%$f^YM}aM8ck0CT30zXS+U0xGBJIt{+eFeqf3*7A{F%!{8Ui zlLz~L`TgnCvd)KqE4xg!62j%&>jUD#Oi4IKNo7AWdI3)_cG&Dtha6`@A1`ne_SeY% zSBwejM7OXwozZe~Jg)bwe@gj_^7JpGpaMD8HSxxk$MKp0$8Ew1ha}j4ClJHQcn0;h z5yk)LQ}-k)w#m2GpXB|LB-Op?*?36=kC4>a^zLlJQLC!f*1IsL(z#}}ovp(5Xe2~`*g>lu z-3wRJXx{gnSe*Z0s5JeG3-lF1Q2Q+@hIC;|2c7O%wO$v<;=lEplU73DzE5g>?V3po zhgs=p^Q(s`s2@zDrcOvSS_-r=C1o23LjD3q1u&6u`rC!e(jYp#VF+i~=l6Ycoh`7> zL1;62qhq`Uip`MHNkcV3R#aG61I37;bGiq=&-laoT*yy5g^%mSIU8SifvGe{mAxj7{f_sj+9YVzCUDYOl8gNc3C5SSFzLqP z(t$u#&2n1*R9{?gNQWLXNf_fa;eUNcLH%rlp52N2eVXbYlz%(Ob5WWIPubRjLqR^> zv9{y&t-0FcNOTcZY5ChvkOQvWN_;grwKb8ol+Za4x?9Ywfh~9$<>F5}@V!W&rrn^r zRWd=iA;#`|G$-MdlNEQZluy#%p^pUo(0VDA1GSs}M>L4{&HlaPR?z zLN$9B4ol~1PNZtU2Lkpq<3L9n_S>Ya!ygE!*STMR)~Ne}Luy{(z@4P_RSME96b%S* zYm@`zf+ns;z6f6a+vJMU{pl$JV!Vi#`2znmv4|Pvq~TkiIG61{c{u)8CjOBxYZPI5 zy!wj8$B;#sjmDS~>ryCWR$WaJ9f!iTgLUsC$vm21h}k~U`Y|jqAAk6vC5A*mE!ru= zEHZYbM})8Vf*F35rTMl@odpHoS^{&O^}GX6Em(N0?>V?{@Kj<&LnCM8Ax^jvzOiQ{ zJ5Ypj8P3q|fiA(_Cti0V>}SwW0Ps`F3bkXjpQhb{?Lv5rt5Ka;T|HXs&q&_kw6^7n zB4EFpj3j3P1`z1eUO(UA62SFT+k=`hb+0*W^)x|R`9*El^@RG6B_vvw+Nh+2!J9@?Y`y5Ijz|QPyrnR50S#_ge)p%%P~6jK z#K7z;29?i=NesK9XRt(MO!l-IhX%9nCCiB0p5nKwy2e9^-`4mJbQa0!}+vDf3cf@Nvp)39A zl-8i770+wO(&~dWEbw^xR;<0_wxws%!IlK1B%d1te6~m4Ifs{YQw?IWEs}I$p)>wSZkuZ?sJE zT8YzMo?n%tCj!K9}|CF{T_<1PvY~d9jv^u1f8(Xje=V%AmwGAa0Vjq88h;q!# z_3(GxE*Ll?nI$MBf`Udb(Xqnj=O1K%)6kezE4_3MPvJzl{f8nAf|8Wi;Ye_d;hF1E zI!^>Nw|HKT-cKg0%+m`aFw8QXMii*`o3#OaW?gx#v5th~D|uYR`z6 zXzgmLL+;?c{vdIL=lkECn6uCRf;ZnVQm?u23N1e3F|rQ!v}@2lpnby+Hg|7>)&r%I zBXS@HZ?&Q%T3TM)qd;z1-4=zGWef!L0-OkbN%O>SlcB3SHVZ7*zQ}(TW^%eTy85J` z>+^U8gJx|P_~nv-DhykTPhiQbb33mSedUYO>xkGZyh(~>uTx(Hp1OPq%sMqZyQ<;%vytRW>iFW22dBY_f!6-y=0^$Rv75y6u0eEvrr2%#(aF&JLE;qN`uQ`YoUVq#!n&sBCSA7nno4?@$Q z7NE7NgIWBv{73}-Bqk@M&o6NnDfgKY?Ybb+02ezLip9Vne2n+L%xbm*J#MJ*SzOc! zM;x<>b`jL}N*&fw@&R{GGd#%&gBqw6)-Lk03o9Vj{>+{K46J?@@S~b@d__TmNzf;6 z*2f){N}g_FqkHKbGj5oDO`4d zvHpJO2S|Vh6Nh8bBbqfyoQ1sP;>6?@$dZ)Zl*MxMRi|IF${6QdFaCQ(;}113Ig+m8 zz1-E5fNacfx~%nM&>yZgw6*@GC@xmG!G^HdG0UGWiLfoyLGlQNey>TrenM;=Hrs{NIsM$LNp6VbtC=QAA1$Ni^d53_c3K@cziUZT}Tw> ze+oVw%s5ot*ptI2VMMn8-LZ?+5qOHqFZ;CdO%-(~^PMAP1R^0JVR**ctJmuUY0xY~ z#$*gL;|PHCQv>}^WXIz9(>DVzEbMss=(S;%$e+MF4lgV^a4P{pZTEONlCA@X!gJ8D z-oKjY7@PYZ!V6CxB9`iHfR7bBhVX{X5d}0vr!pv!J;fm&(v%Y@XpiU|Ft_5HCw6{t z*cfy2WaoGvlGmw-$Bq5Wdgl<#a7xJjG|)1tBremHDK;qr4j0fn%?l-K1^Za&awbRc zb3{9Cm=Aimp~%t7=aqoQX&Mccx2P1n*wywX4u`Gw)^O5Sxoi}WIIlK(_%I?X6?C?n z?=vg!=<8*SEKvYw8s-lOx<4{lL472%Z~PN^q~!b4V0>f))HHvuiKd7-ENk{qOc7>q zVG@q|$e93Iw*h5X8CX(n1Hu}x6_)ce&;VBxXq-XvlG+xiLf*4jdzgy7F{LmA)KSh? zVm+1T)nUR2w9v&Bueg;jeA^~GKARn=4kkd!X8NAA8;SHctadYPUdS44DFZY1SfymL z&cYa7P_%foDM;F%qFgkFBCs_Jz=Wpch^W02gR4K*Zs44Yn7Yq=Rw+GUq#3Q|YZEY} z8Ptw@XUecFD4-WFVgUeVC}Xi|{|p|0^8)}au}otC*2UUBgyg@YMofmoPUr6`X>1<4 z9c0i&c*>oMXiv);>xA`YTWAf6HKa;_-)Joaxd}afImz&DS2WH^Ic zlScZBB#r=ZwkhO7LNoJF!x(*8Y)`DQ-UuvvIj+L^6fD33tF^fZ4unJlX8Q|lZFTf4 z3GuKa4UNIL zQLC@{iZ(08c9CzHoCEHum2`tr{HR6Qr3Nofa|g_EznUD@i+})mZmh=a^hJS@nPqV2 zG>`_K@LMkurrp(XzaGE=s6J{0D;=nNO}{P{@)X?ERAJos4{~+kfV-+en}e+@5v?(WU{O`)+>Salt=>9l*nZYNSv| zd}`--9SygSY>V#SzrYWBP;Y(nYoK=fmd`50o)RGr6N0IQ*opGy`yes`PFL7hi^oF_ zc9U36sXLrL{!xg=YIN1T?_fv~23ur}m`L?wnJAgVO*Y3V_nF3v9P$z#^M2x z2$XqSGeY%=qJY2$7Zig(Kf5d^(B`uDja0_Bc3LZm<pg?rZ@sO`&84+T^cun*g&R^e?H*HBK@C(>{0W>Fq!YT0sZhXn!$_HSkW_V0e zPR?oswt5}@%49`<37q>ukE@SwOjMg7jzL_a^6iYVLgpt{%kuZ_NUqFsu<4nZ+Q1~s zvH&XENSjJL9rnjt!ZSw9QFG^~lQcj<>&*bF-7F>Sh{6K30h`2VX>ElOBqm7 z@Zi1RsqGLhJm9YG2W-aVGCj?5^-^}FJGtLUQZFORk4oO2!3;sbVOY(XMq4ezgZSkd z;-yxCXU~^+{md=^50N2{*oc(YD}m#Hf9voA8WR^7uZy073{Sk|N)>c&npmug80$G1 zciikYGUA?Ud3v!iy;;naAsf@fnOWo2y?eOB)Wh&ijBR zc>!QDTBklMQiP2E%!1GPZ1Z8T^$-H`+Uu~8(Xhg0$rRHCU(&yT%iaggnh7WCcWJ z!cOHD_kdNnL7?&iyMVet^C?wqXrX321&4s5st9_tqB>@NP#vrt7(NS(d{yklZhj~F zNN;PR7ok-j=(tn1@0)BNWXt!g3hen$_L_(dIuP}u6@f1Uh2v798yYw;A~Xm0A=ZzMGh@)Q5gkBo zHG8rKYRGb!8mqytp9<>u6y#X-k;BzbMq5rFO?q#;dD~!lEMfZg+`{G1*YxX0O}0XU z!vS8#4@|8q+0<^B)c8FVr4BSPdo)Qo+XmxqcQkTBLwU5z4^%BPl6MZ|q@?InipDG4 z2~%qKJ!r=R7?sIv4z>&6Bgtnv$uJMT$32Z`!29Sk+N09q%AidP3lHz!r~nu!yD#Hj zfq7al*rGg4)!jES0{`84V&EE3?KwV|C}A-0byhtXTprJZKY*dDzuiV3ZqH4C!BxXc z)pE~mYCzZ$`%MQxD~?bFiyfrwyVs&ShApjwX~D=A7PQ(ps!rHS0|$$PUqp^2ZvbR?OwITO|GDRKRu=(OtJa&bXH;SuIV zP8zUTuOTM2%}8v>G!s9r&J-D=omH_?N!18$Q#jTv$#uW<_y4;fh@`rh%`QwS75sYv zNqHnTNR`IvZu%d$eAw&mIvL;noSvVsg=Q zI-HvrH7wR$>sfAwWRD;60BxDb!m-NN!v>h(W;R1_t5Z7xRtds?JKddl5K>TZZ8Jtf zS|6Ct@bf5NN8_&>_?@5kL9PG+^+LP1T$%`14ll$LJ~iui?Uc1z%9+uR8S7$LfOj=H z?50M8=_~-G3fUF*+Y{I#Jb7(@caxdoZV2~+L<1DXadnH#s55$BF zCv^=#0mD{o25*~D@Zk=wyYC;n3T1;mI@d1AFYi$53H`vcIDk@OI0m7W+6AX|sV-9w z1IwPACpAypWf%5v=XDet<<0HwIs-sL!RliPpf-M2w)KSYD$OVk^*R53>Py-Y0&3XV zcr&`^3^1T04pTL@p^Vhl_n&O1I*P}0F7lp}=WIgkloYO|%JEOl(B5rk^bLZa!LYnZ z^09L1{7s&28xhef%V|TjTycq32mnvb?*o#h9^t;{C z>h>TNly8V)@5311q{?)t|B$?#WC&5=+7D3C7jb3px=>O|%Swh65U>`?H<0qs6p*BT zeUsuX&xjrB=aFZ`S40QT$8^rfD)o6O76l%M-KPu=HHmET~eY zkB~F)xDRkm&tPeS-S9^eQV4}@xE1IK@;$)|HUFwow-X>URq}FRZGH|Ia7SkxF6y`VL57Xy$4l{{%I!G0Ob6A7yd# z+TmU&KYuVK@G1o6xL@HstbyH)`cV^GvfZ@iQV=PxJ#q$)>BD)^h&VK3PS}`F`1V6R zxO6=YF-lS3yQ#yL)^{B<%3C9rdWJD_W5XVNl?gLA%!yzo7>py?ljm~7g`HC6|N0GQ z(hsWkQZlx-opt+<6 z5P$)oD$svIowY*W!t2pA95h2i02NiIPWjiH6Foe6hQr+5E8SL~uPT%;dbo9UYEZws zbZT&Fh=7K`3F5adVHV2u`BW|P@qYa)$NY{j7}Q+#Laz1YItw%xVzF7(c8WBpA&_5z zJX2r6fUWZouY6lV>%Qf6x(<0{ip9-&bv;qwFBEdPhmw^D&lN40;%7}@mF3YX{}cbl zf^*4TI)n*p?Or(X$E^1=PwO+U4FwrfS4cXl{z|JmFm^d6l(9v8F9>eD07fa~O9vv~ zqp;{yYiO?3y)?+W@RCG9r1#idC}y3e4q(`Qdc0TSX1U=?>A^jIB&u8@hz%k@1sNnG>2F$M7%P=l(Tsj@T{i=CUzbXV@O2?(4@B9w z8ehkqT0%BfdsBMtvTR}^MsS}IQA=Zpu^getyRt8_8CnamgcTOHyOxMLsYuUU5N0_v zv!H(5vU%Ca!0XG6=Zf@%e7Yk%*xUp;Sw~KDR_7%6P=;hwl8mztBJ>n&9okz3S7s(c zE?>3==EGX!xauAfbxy4ux}_*x)D&zd1$#NETSw@tbzQ?3pyMNQPKor{dkmHrqEZ{2OvD(eWv(i2g2M&d-|3CMj zEcPgplesWBnHdGqAbKPW=tQ{A+M=Mr)AXqJYt zCRr~*%gR!Tz>RvIhsg5ir@}fSbxu&6Dhps_<@p^kz*981G$Rq-)O0~eUImKF8bl%E zw~vq#G1lIp&K&w<=NlO{*aX00%;oD=lSbl-h#KEHnJ=Z*%|sG1;LEdoc(?&7y`mBs zOz@{yb?q{R&V@U*MJvz`GkrqKT>FRVfL_EkwRUi=_t^276a=vs+8{M!SE+Wdx* zo{!b@!D^M(BwxaR$7r5N3a%?xvZ!hF_-&QAOw=k{7_Q6&wNu26H z_g#I&_h_NC9rceLvURge!~z`vkxFH^5tr8gq>2ztSgce3hq_A#PwcW$GM?-St<=hbagvRJG2PC}MhYvPku=~f4AGmCm zmq&{!8>sA^suiSO0^5g}R8M8^5KfG9aO=lx^Hh7puI3!o#$ddhvovS{XwGYJcLBKn zBv|=Sc$tOJspP^Slq|X2dI`zKp7hL;?+7k+&rD^c8|ZuzU}v zV0}m1-7b zXYF61Kw?u{V7$C9gpa(&&poYJz}eI)Uuce;9ramaO0i2HI@JP@XY z!Dyf8cAWI>DHtL|b`2)K@WNQ@1Z8Hj<2hc6BR%O5bvw8qJUYUZoqh3Re zX)FWVspP2^$ShcG)-Q~5Y>QkM9x`OPgFtEIDwx4crjEKW{`lCtZzA@fu+oNn;(v8TSbKAYe0))vwqd`1R6XiJ*A z)0vsxy_%gD%yJ1}yGj<4FE=7bnApK;d<;c&(^zVD9+{tazdheVZ-@aTz9-ZZnS~?G zwm|69MM5GvZhO#(E*FjcG2=ZAk#CBISslc9G97ubDi`#?&9VcWF?(%+h_4uki<)P0 zmDS_j7pX;&m7GP#{6##=i{WcvpA-`sh2%W6Vj2ZO3 zOmq1-`f}yzND~S`%oFM*hzM*vL&W%>*1>Xq?rb1=V2xz6F#%~`>p)IEVC{uhw+DNY zQffvM{m~SGYqo^8O)-qeE`% zZ`-%)k}kn(H{1qR4*RTt;^D@W)r~7Mc#V{l^gB=(2bA+aeKr}jQCLZZk9QrvLu1r} z*-CLUXBKV_MB_(b(qfx?#ML<3hpn;R;m05fEhf7y>$?FV>VmI<5N?ao z{u*Ji&@lvEW;ww8Q$UQwXaI_D9DbVSWEV2eqhK>*Z|e6*OvX~ha@QWl4<{LWB9s|8D$&d7%e zgg(>m#;e$&af)HN&&?nV$O`u>i3}AEWt>-5Tr7jln zIe=;KN&tEr7K8d_{JdxsEM6SruVp)m-NEI!T>H`xlT)c$r)}aBx}S=6=_pnv#6?T z#%noLTe#txC4oeWZZm2_fri9`tx{tE?qwntv;*bMPsOS?VPQZOr{@Na_zyddA;$Zl zgy_BvNh9%%DN<5RcH!avR5bkSLEA5yb(a8oJD`@XQi_6vz7qqkkC7UtRRE98&?x<2 zMg|uC^8B0=2>$M_4vJ;7H~~yKz+W-y3-BkhTWNjxK&E~EDLhHJO|^~xC|E|bp-c0k z2I%b{x10n65OBah#P|H*I9VVuRV+2g6+=QW6~EXn6U+72ZtgwTcp^Fh2J-Dsm*!VU zj(dm151mC6kS5R9+CLs$!jv%D%Om~-hUeL@cOM@g8#DKBUj84tzA7w_tZOzQ0YV56 zf;$9v_u#?ZU4y&3B)Ge~ySuwPytuo&JAY>;^Ua)#bIZm1(A|44samTFyxZZY7*v+< z`?8Cp8~ZW10#jCH47BAq?DoxC>IcAjgyPMA&$${eZ@M<0!h3CQ(%1g}JBB~-g~k_S zMn)km$ILxXlmisGQBHf$_e~2e^G$TEo|0*!CnZc~ce5~z`OJXsGGwq%!HSmo4YaG# z&Gj_^=$|#i<3q5rJ6PJ6%2Z@VMIp42UTzO50*YGp#|zp$UNzT8^HtKSYaP&I%Ouu= zns$r=c9NS9Z(;@e(cXSRgVJ>CN#u}vaD8SJ5@cRmBwk2KPM0BkJ>)?{;GYsxFDE)W z|8WbuJWU+@&WbnAS z5Rg_q8tUtlSu&orw9%KH)jO>5h;|yS3R~bwv3{&q2Z+l?dww7HMB zH!2ny3xhx9>;QRQEaw`&16xs^BrqqJua2Qos|)s_Z0QXmn%yC9g${aMvzsx_PRt(0 zX&0X?2RR&$J{DbaawIbK&B^SkZW5D6nF?brf6y42oZ(cyG$5#c4_6FuppZDOXS-=0 zCkr)0tE;P1>3tL%!wK|GmpfQAT0dbtZUF;lk961HIRCil6HqP9L`t$wZgFa-^Rk>LBW)wW=Itk zrp>|yGQ|c0%Z&og4!Jo!4_sx_;K{~Dg9>nFw=e|f`f$zquCKjSGi3%{knRrwXws5e zW{s|_CJEe|5%`ub-&`L^T~wY*olqUKr;7&(N16Lv5fZs$qHN+=Wt#x|HljjZS8KY`xd=gdrRZkZ{zkE{Do`uL4 ziG)xTa6O|?y+VGP60Do)eL>}(_vW(y7$_#{-D%^FLg~dgW87o4na=aB7M=4t+|mb; zU4MInzFuo?L}lR!D2wCY{Fm*(`u@FKUxeKc7TMkG!xm+={D@VXK0q_iHcDX&FVMV}0)l;+u0CSz^ubNLB z@*Z7dVIv9WXLu&}hAWun7-)!~S4rbBk0ys5{&sx)`8arDVkRjCVqe=;=zG9?191Hl zou5ZragBOzP^pG*J)C(u)q#+oDXo#-(pV^m$3L5;1UABO^ir|Pfh}}Dtx{2a2$E$$7xq}pLf#kD z%%ekdT={FaIM0fW9)wEO&c8*>2jIUbB3J2H6A&~3K|Fxok`UVGyr zI2IRH)2rG6^F*$KCcV$`fj(Xq<8TKc!h#&P2Pa_#(Vi~hioDKKuwN-wzu_$PYHw)(3MH_+&JyoUU>uB5sc8l?uHArHXF1TfHh0sC*lCUSp@_?W2@^iD~OR2j4L1%k=J0P98V>J|2 zrqqhe)n@aQT7rO@kn6`a;Ga=R_F;;a&$k@zo{H-1a!j|nI}cw-7}XxS{h`w8$K8!; zEO9-pDe64Tn%NhNHW>b($zUpk?U9Q3=;&%7>-=`I#g{EnsR3eoUO##zJW5|{^BU4d zlP476?&c<_T)PVZpN{9WO?m3G32Hm%r;7mfFOAom1+E|FEG?udj$)np(qj7Sl2n@5 zwPuGKkcA;}a@*u_WSZ+2+e1fh)Io?l8386BMxmu&SN5c;66# z@n=cRq{?vJ)i*|zKmw-z&wQTe(tFNMHQ}|S$Q$LIR-!)9&mvzJC&ck9dIEdEDK7Tl zU4(lMj%S=5#lhL-&z>X~^srrNOEgm4NCnHZ#hWeh=C6e$BvRSzi~+u2NS?@< zvyb|nOB=apLu6~Pu1_DDEQT`lO!VmJ(E}VNZjkbqC__5ar&%F!6g1(}Rcej+WGc_w zsCKd{5hN115AM$~E%PRjwf#NI%WmyI-;R!s{tloHCz#45>koEw78y8VuC7mTTu(nG zw}G^E|J0B@3pE&lOgZ;m$qO=%ZTr5t^Tv7EC=5IlThB+-)YQ<_v+&hWj7##6ssnF9 zJ2@c0l<1Y~MQb(2cuLF5kI(p)G{9(W;+Zjp93I_1sg#>TtCk~mL#xVsN2LI@8_$Uxw;@Tk64DR{m zSh3z$3k{Q~BDI3Yho6w~j)H<569uxwuCBddI2Nzg zY7m&;9Lsfj0s##e^=d=u+*r8g_=+DLi;u!IPx8jbEwiT{w~)sb+;Y)7ojzELb#eJ} z%JSvq#!DAvse8|*BT34)K^r}QA4d2fN)iS^xIvqYmp4a|ske`m=8$h`IEh6Joh;A> zAEqsu0E5StR_UZrR32mw-gUILAOP!gg84$~zLx4Y@L`NDJ+_GXI-WN2`x6Cw zYnUzod!a)7H`(bOE%1x*HuZk~t4I4r$fNoNfH!0Jgvf?`Z-GS!N9W4QCUFc$W;jIY zj*dXxIw99@CQH32AYw^i++@a&3d@z=d?K?45Rt`(=P|)A@wQWX8|-EDtq}Lz*wU#z z`a8 zj(El}Z~`WZR~g-3fgvU!DLB~KQA%gN{}{AbXJIpNVfFB^zY{0k2LhTwpmj!S?gZLF z>L$w|X8dy_f)7u>7)>f?{I`dchrD$oCIQ;xclL5kC6D^{oQzJ885|Z-5s2$C(}#xB zVvmG7;7MH!m?L>#@P-eyD~gvAR0mQ0H9@cBG9(gpc6HSpF$$E)p^(8iTq_({;5%@m zF#yUWqBBoWIVY@!>2eqXL)+07_c?HyTb*5y1Y#rd?NrhL8>&$&JnmSh?y7PI-1Nm+~UOOMCn zEzaJ}g7fsDL!krBkxP7JTe$&L%!}+R~nmDM$+t*iycK2kZ&O&oI zc_K?tR@!k>fSdabHQvN1>hC)0A8Cm2Ayl?0^&B1TOa12QhO&LCSzf^W3r&O<@*jh; z%_C*eo_X3IDFgJ z<^^9E?K{g_z?SV$wjex``ynKw?u^x>|7%zPLIPd;BxpJ&#Ek}Id9eY0=sQ_}V7k=r z?vEtd4W!Jo`GNR$k=Zrv)@?o_ND>62~O>$jZ>}SRR)BB}+hI4z(kDLm9PP;d_7zmVP6dS}q)3p8W9Qa?GiB zc9yk{fjYX1oAoIa>qq6AvX9pzsuugXX0)RnURToZ#^^k1`!b>?oK;>paFXy_rn>= zERgE;C)~K>y2idvyZRozZlZ9~bbJ(02-chzMJ;VJF^7X+apG0yH^A*ISLbAeIS7S1 zl!{z7_Y;y2qshzj?P{ZSq&6-h1q9_kW^%a973NqgK^8hBD!``g(yVQqNk$TP(6ImzMsW$hja%Kdy&gaYDf`Q2}NC~kM%Zp2z;WUS0&3}sFJGYpFj=VeE*lgdt|sE{WQY%<)A=R_2gw>jUeK{7?Y%sGa*x{+dTniyoaJ{CCBQJK$Vzb= zwFmv*z|OeF4%IrEVNii9lC~QAyAJPIP*vc9GP33sRvJ2W%a;-@|M3~HQXB42YCDk3 z1ZG#rZCVCprZ|1!a88bnT-jPiy52Qc5Y?Y0)%vW3Fe~kTx&-Xbzqc>c6w7pnxZL(* zm)bTcc4uWTV=wK2ayl`CDcwN_bjLhs5gzQJ*g zvs3-Er8lz>rr#A213A>eh`G@xZF^fX-u>~Sw;Z-{loYn+?_y)VTl^Q~Il*O3pacsx z?@4Fo!TBpE1_LFtH{h+1K~StWwJVoDzf=S(iAm=@@S)hKyl@8o4iBlx=;M{0xUlg3 zR+MCNa`MhtTA4x-AQ86RwW>3O9GI`+N&1sebdQDp?BzXbtij0|GUE54t|uOP)IBzJ zWRLIUvKV-z0pd|I*&j?G+8Ul2nn}iA56WR1t6!*j7m_5x-KJ-x?WG!7negw;76mB+-G5X`Wah zMLvQ6?*PVlgVcW#RcDTvIYKTfo69!$;;AuKZE6n>FVNCmAG*&Hui zCA?e9x{^G_fs8NBG+)(kLm`YV-p9Qb7S}7gdn%-X`z4;arV@8B^&o#rj7-t-(#?K4 zmm{|o9v{!*a&rVkAH@P0V26ZUSG_r&qZhCsRrZQ&^x%5@qHCH-+&jiqmC^j+MYSxI zvC22=AU{mc=SK0AonIg*+i*=>(i+5i=&gXBP3gI3G4l=Jk+kI*Pb+_)J&k4bi$LvlK)6Qpcd`>!HAOp(+1S zI_?dl_R2SNSaF}pu!7hJj_&yQHIP0a;ctGm(KEj%f-!CgcwXp_D6uUX5#_RnWlRXJ z$&imMm&_!9nYl2uB}f$)>&NexVSI##ho=R&7VGW7hK7a^Yz{Wr)!rX{`AuCu(5CZ} zmm`WKQ#3`Yb^5P~7Ii`fFKm(UDGvjN=t(#dun*lw!w3(_zBXzC{U?TKS4hjlczpdj z7>xz_`e9##CV@hG`M;Y1tmsoP7Olc`V5?UrD}*j=fA%YNsX>0S6E{=+WT7`3v)+TN zx`ey7lZFg{y^!H-DOO{>()5NIQBB$oy{cJ7+j38kFGe!T{!rQhQ}q)Dr1=7AAx-cH zUj{F9Dyq;HvmbUz(cMf(2_?ES6#dP2b|PfMYTzR)&6;N+EXA58@^%(0q{g7P`ijX@ zQ*y(@t!|GyLvdwV9iI4tp~I+`M)b{$UtVj#% z$Br`YkJZ`tn@VH!81q-XQca}w9xl1}T+jX#f!4P#EwK1(NF?%a+|*mFLIBOv!(0(L zZ;lB$b#24#cOA-75lMJ=te-HUM{5c)d!%x(C>|hnqW9?FQBWMt);fN@gN!AU|7cSN z&=+^*YhHX!$J$FQGw2g-T#qPqBVW$J25T}k>%zrV4UqQM>|3|u=4W8&#C@uL_E#Cr zJIyLp_>2Mn@bpEN7frf_pKKvBCw=MN{gSeOiQs*({<^+?wjBp(cr-s!dHYV5{^P3UP z6b8;ICEftL!fT}*NYMP%Uc9thE^kb}mK@LLA)d63-_D9TX9^+Q88!M0WQRmXN817l z&ZM%r)fTHO(=p<2e86-7coKVX6s*+{-fgPgL!A2f7eO9((Ad798;eq}Lr4z%R)l~? zxbd>G-#SYiJcd>gCR`z2I>&PRSaBlK6u~P+I;5GFAR3oECjctA{1;S62IoWpJP*xx z)c9CfD@GS`+1vkY&qlP=uV#Rm_X<^#K)3dud(IVM8h*;-R`Bjy8$j`Wk>$8gGf67X zHJvS02LOe02ok_e5b)5=6Hl_==!U{4S3cYW`IU^8o1!robM@fowlP*x_`_&dF(LYOI0Fq*0%-itag$7{smq)E-kZsfk=2wOaV-Uyu zA1TRx4H;P_W^0PghgLr19;XFpbEBXiZTg>0`V90zd$|g_-Y%q1|U&2Qyj+m zkPo!>PpJSf#JfA1@_Stt07cXrtbN3n`vFPUw2ixV?+m{AC8)bHY+>}7)5x-;o~}oC zOVY*b?#mDH)rfCmJuQ@?CM+32!<=8dot;YP$Zp)Z-`e=UxCz!wTh+Q9ye0}?){9tfrF^-Ks{)3=k zX$((0NNe%%sxKFF5&t;jBiZ~!FK;OW9uwG4?o+aZzBCmO;AR;=l35~XXt)P7NCucuWY6_-xA_}3&}=g= zH@y`Fv~(Em<8{C9*R4kc_t33@t|l7Pp9wik9gf0bkvbN&kcxL5dU(RC!~~3mddtU9 z4*O9thj;X-6~t2GmAC-Ol(g95y6?!qI9&CA=|vV6pakYaN;?YmlSr9U^Z3Vj^LuTT z?Y9`)UD${oCi@dzKKIjA190bnFM#Ree8ei}TNETjzLrd|)dF3)L}1P5o7m=bukoB# zt_Npp>*K@2#^EE-ak)S2=bglmP1{(J7MnfoZjB|?0cI!`ZO`_=l{(jWxE$j;=YIuM z-&rls)|L=Z(6Jlx*iOnCQ8OA-JZn?}1ZfC9loHNO`v4wV-F{1kR0Dj zoIPrj7EAD}YZE5wo>}nI0hU#05vp}_p7=^<8S!`hjS}5qFIh}&z4vp4>dIk25_$ih zB(hfS=-BSCTCoF};+wA;=cW(~(i!|ce-wT#va!I3{JHpYR9~369n;s`a=}6~vWID7 zGsDe=={T#3KB<-mM^lqT=1sC34Ua0DUsim7B#INxSyG|8%-b%8_+40y>aK5&sy|?^ zdQc|P+-|hGd^c0rN{ptB7pjfA{NPRj(_tXK9L|=F5v#1-niE~r7k)&NkD)3nlpCpW zKBlw7m^PpML2_O~`v}+GU&Al9TDalQB7}-5CLvJa_;ngGPXa_$_{Zw6wVCkrXJQQh?qfbq)G7Jswc_ z)+4|5nebJy%fy4d`p0X>s_W~!mB4oppY8y{3?NPzbo;{rd?OT-^#b6xp8+f`S1f@J zsD}Zryi~bL|F^UUz#9R705;;ATUxq0J7p+F7ZMW2EtSesr^nf7JNP;T&gO;YY~N_a z8)rH7qDajyhI^JllYEY&Hi$B)Z$vLu2mFalTdZBX95-QRzWq#J7*7g6*>eIW7dInY zF~O~@oma8N(~vN_V6*V$pP%RRX6%pS^{3g+N#BQnZo06bWxw%AfCQ(=BH>eeaC_zm z$nV~Pc6n>s=Uxc#0n_(7g&82?Oo9K0A7O!2YCM_ic&Ivj|K1naI@E$uRpj3K4gL2! z6GlY8H(MzGSZ1|psxjJbHBmy@YE5(<9}?&pWvw8?dvp9FW<=AYA{I){h=)g4aAzc| zA!+BzOSDu@=5fXg@%{%|2`-WhTqkWxd_3&s*)_xA#|t@_WPhKxk{NSZ!5_mQ^B%{C zG2EfGA-k0m*+faPow~dUr5?S46O$lk8^=#Dm@){k!==kw96OR3t-c~aB9T`HRET%v zVK`W6r&WAvSNw>$%^y@r$a<$(LME?u^19drcScfJ2D3KF!{(3pHX_qMT_&0;pCs_7 zKNy)m41a|VA7@ShF8}+t(%D|P{MpRwlBc*W;9o?*@IK>udtYt2?(U=>ncGK=%;+*b zzN9{$9knzKOYDq}HnX$a>=L`j!8GkvVDC5qLxv+72TK}uZqaP88F9NL>;}rEDmf75 zl1Mzv?%8Q}rxv-#jT3lvFM`AuIi+d$OXwV)&m78}vL)n`*TZEP7uCg4-aTaNQo@8$ zG~YPtDk<7ObaqYaXISgm{9Kc1Yek=)z2E#CYpW^Rw|M3rxmGsx^ju)7T(b`1vf;iX zyl1Rafg+RnuKw=6AK=__vAG-&Posz=72wR5D_cclb5vFL)~qnFM7gs!`AFdN)BzK{+g-5k}<6FT^t?cL<15GBd-6 zC(o!>8$Z=<2K34>Zuc#*Bi~2qy=C=h=3cCm4Z}Y8oU7++I4j{MXm>F5o#>x;vbPWe z=!2TfPSxe-rNs)M&WSR)j-VGjfAo;#un|bTsQ1=ln^j_(SL0>Nm)&l`4c&+Xp>r&F zQ(f+-eR8MUH7o|vmaR(oUYC6l$qQ7RC%!FJF)7K}FqsZI`=iRH}r>jIrrIkmN<2 z+J6?mbuX3p;Bq%6Ioz0d8rsmK=~R0`_KaNOJbp8U!;xHhksGM#9B|#RC$%D${XI0e zvFtS+O(Iz@!B!c@w?whO+;;X2`>}KVlUl#t!3U#ZDrMpT^ewgj9U5FgwHA>deT5h= z36t;QGWn+|vm_lavVSbkPM$M0rx9dkZ3~9fv$(9bKaKd%%Q3@Ew}u36=VjIv(IO>3 z+jRj}RJPYHYzdmR%f!&K-H43Y=_qQMG@uoqp}MPQuIeW;^{BjgRf~xs>LT^crc;^S z(aAl$bJA+UL|-)p#qdP)Ep2(SwCoc+hVw*pZik#s zw_?v%QD#Dk_RHUXLJCp|>U^go9LoT2jO!ckR^2*lKpl{_t^HLTh&NVHB&Z%6&uvj1 zi#l;j80LCwEdp$!QdyT~M+#@>rRm7j;YuofBeZLxJOLp@>%E;PWmQhWx*jCoFYRCJ zjL>;<47_>@(f|7-4y))<3v=rWxJhiAXMxpC5L1H=%PwKN@HNMe1D4B1W5-o3sSI#3 zP^p(*@UL+@q}ga=i4rf~$2DBtvVK%heGpH|SE9B1NV}UCLw@aX4k3ZGXg(39xYuAK zx3H7_QC$R6){F2{Q>H+x48A-8K|Y_M(}ff$m+bLmMf~}pU~CsyxpkTyqg%&X8lb;g z)I4|y4LeEea`JR|ZHsZH=9KIRb)ekF{2Ws^m%>P$6!|tT_V&nsSam}v!jHxB6DjlD z1?l4C9zQy50+n|Jn|iL*rdV50cW+^vf85ieMUwgWpz;Ao>Jn@pXGbbnC?guYTIu%4 z5*>jD)`n=A`v?)Rg0i?uK|>vK zl^!RjS@(&X6Uyk9?L6=s~cSS2|} z5zNTTDn3HuEVG&mSL{NsV7yBBaJ^7I$i28AlxRpD8rczbSMwus+9Wgv`aR!ZaNK7n zPD^s-P^!wTl5t3&=5p=6JT|P0e6112cp*Q9zlM&$XAz*tMQY^pNSD^$xGEreeOGkfc5CA_i_-*06<-4dQUWLxGY!0?PG9~#omv7Y%9r=x zTzaqwYE&&*5_xA}qX>R``P(s>>|CbFN-VDv>lOqkya~0oL(BPu^iBQ zH(uxLI)h{_a=+a}SnZFqZ^w-7Wt|%Boidm}9dky%d;vw^PZuz`J<4S8TAQo|B2DMu z)P6yb*D6s@;=K3f<(m~O&~ClL(Re~Fu{1Tb8$vzD3aRG~4U>%!%di-Huy6d| zq(AeDpO)f$Z)gz;BNt^CNg}F@fw00sPOUXy`J(}W9RW1rAP`h1ztmHAZg6whHPE}11%E*t|cRylL z{@KZSHW`!ITnRZb&suHy=9$K3+eFQgi$M>xD7xEL;W?9<_j!eDK(tC-m#!or)1oVX z8;$H<(=_9C!*NVyjl1*M#p2vcqo+8+YLGsmZDG`o3_5);CL5L3?A)6s8N zsj>;#1U_ZJFIip4&B%}(@hO8OVscsT&3gD>&E&f(_TWZk{7%D8z*B|4_^i^#$^Gy3 z42}jRm<0_v%812+JAU>kt+Uvj4mzpl%k-jpO35%&wcA$^vp=Cg{405Us}jKzuBW1k zO^k^!+wjAxT93I z>z%5TpxOac(yFF(-;>4I9$k2+;Pi2~uV%)p&J;C~xv)s2RgPnkw#TXkDV>bE!gCLb zar@K7_Vlk27!0}31)7>>dc9$a2E4lNT-c*nqF)ONd+e%Os90!jASBB*xf+`eY96L% z;G8@k582W8)q?9UVv4oi_K?i96m>{q<@OS8<6ka1Ovdw7N_-(4X!!r!r!W?4@0Zip zy;PUseV#Z->~!fYV0tvV4B8-^YcA z+M3uLl=fXZX6}+W9_KXh88Mv3x;IaaA(FP{;J9ZQy-xaq5D_IcIKih&?+_Q9MRNj) zN2M}?sos&=s4Z_E+?v?3t*{4?(m#a|XmVcj2@J&|BIQW59jvHtN3M4rucmEq7eA}J{t3%BM^ZcwkAxgjJy__j*HF~eK1Wg2&qmcpE<^r_YTt9Resiu63e2C zz6deWy9o?d8Z=qy_Ee5fxYdmJ~RRIe36~;0cW~rOjWYT>{AM=TMa|l;bUq3Xetp8y>!`?P(ax zh}1@w)udw}zoXGDA_z>*1M?;ovt(80S%#n(0C{~roWKr3%9<&W&CKfB8&p_eP1*UB zi&OH|hiY}gpUV&eGN`5c6-+%i@5)PTxt=FSv`92#rc}O*GZc&bI2AcTY{-0)IK%d} z!1hsJwg4&Joi5(Ri^>^a{<}aS0-0)Uc7g14&X#@eqC|_1UXS>-P4M;+BTT0H=uHjf`Kny+Eqd0xGsEmza`Prk6N}AU#76LXpRxTjgHq?`Oq85$e)&*S;ji`9g zFp(zcMMd;=QPPh^mB3UbkM4V`>r|D2{^}?PIYWfL;J7MEzK8(6y-fjjdZ@futAyaj z653DF7LONcF5~j;q3Mj2V9X#uBw8s1U*nX4GSD{j@-BwmFwDqEGG~4?xhK+;vqz@K z-y>(9aki_#&FtQ=c_CUS*cvkJcXMUlS&`XK@JVv4gaW!>=KFi`q}*QT9Sf=0mQhWp zRF_cwvDmR1y#3bL(7Im)+B7JmQhtwmLCS66jjYzAFW-=H(y8`Xl)ICO>yryaXZxgO z4#YdvdYjsTFhwJ^*;h1%Uqz{Qq)C>I=D=2ggv+w zQuB05!ToNe#>B1r6i2pXve2Fhi`gj>r5Jivg^rv%T4x5S(;N4 zh8Ca1TS_4cOh3nW?5z=ofm~3g^@v6rxlzRV0%5YXUG}(~I^jtx5GOShB7ZI}bNoIB z&KJsiPvM2=P=9rg3YnRPCu(+IZ1L=fN*cBXvfO9amUA{y+%bOsb-{(c_(n(af;{Ln zX;;(z3yBumZsnMSo(DEJ$PYfb%BHSaH`1x^OP=>_%g>Wb!$do7(_lT~m}xY<=0Oca zL4d+G;oNCxw98lE7h-=g*kX!rm{tVTrew=TAns3RA@6>f8f~@0U3M9C4JsZMiTGi= zN*Y7MmYSu=CkN|zR^5nwT>^bzkIKQ9Z&Hqan`v&GHT}vM^QBMDUm3AL0?|(43!&8( z-FB5U1C@7j!x;ss=V)Ct5`Oyoo}*~{S#Lj?%`X?EdveU|7APmUz;}=S_q(SrH}XTH z6gJ%;l15T-TN=%XrL@J^C|Wo2{rT+g*sZvi#knm68osGUF;R}4oBWE-9hJlh(|jkh>{ELg;CpoY{_5Z9rO*C{pDILX{2fFMmomU%B5Ud$|1!2rX}Yg;(s! z$q_f>@y**+i1kSe3XwMuX}t(UU+SUbuyneT zwp(mIYQXWF-TQNCO#`5=`e^LLI-`lPhb4zz8NR2kEt?&gH(p_bM>F_AsgE)Whaj@r zkb8gXkyI4=mP0BTHNa9{~xJf=1qx@CyG>_b=aNS0V3fb>(d1i#(r`M!WEE?Zh8 zD(2!lzG*N;h_@{<$L=is6wek><@C7)nb(UNq{%!bK3!sAe2}das4ih5Cc4IsevX4> zYaR&@{H$8@$-kdQQ&=L`Y_a}vf0P}R14#v#YOi%9tc1-P{1r~uPso})US9xD zqT64P*lV|j(}mN1012nJcBtgKxURkrD`DwW`B5Ar!3JM)PAD)P14MGCe273=pWGNl zb(7xDMS33DJg3F-)q5i5+19@;@l^r@F)0N~ov!?pyDn>Vb-2XPYjPeSNXr3#Wxeb(x$h zkaYrTq>;mWZzzQ9N6Px9LG$It7%qM!a)qtieEA||zkm;Y5}lAJSS#W3*Im1l~S}cw3iono-`>fp(2nP$9>Kf^0QE7)zaJBTyD66~I_Qfi+?V^!fAtw^Q6KUlhAC!Br-25%AXM`1 z4~?$SV=%yql5Uw}3D2-Ux`mX!ic~yFGc1*x6HOqFSpB-K@fZ&tc85e0ZKKSQhurt4 z&*IjvBMDTIOmeSg0l!v#NCi#WS-(JYccQUfhF@(C@FKFRE~wYqw4n3xmkqmV4kplU zrfjvBVHl+R^PMXDV@fsTyZRSG_1*fgu2x*CoosG`e;T}REX&z6!xg@(>_231DRvsi zmUTMOc-Y3U+xN@RvE~hLl$`U4n-b3v7w)V~rbxdLi(66X(pX;jE-dg(F^y1WLz%5D zqINXBVRhmIh-$tvSd61ahxoW5J|s_JuH(`*T4FfUDR+py;cOGU`tD;xb#j(M{8%-I zdW4R>aMRGtFmqY^vkUs(nNGCz^FqqDi5@)l7=#ev9ZC{{^dB$-OI^Hq8b zIcZ0o$Gq*YKMAQdY_qfC)o`wFs=3%nwRi|Lz1Jscc)EjG->}MyUy0m=BBNz(Hv5oL z1B3b|{yNx6_)!LhJU7cXD#EXg)|j3-1moM(BW|{(q=anln&V=_uglGo7wCuVkbw~d z@f1O7KNXwJ7WbANreUfn-hF?0GWHe$2|2q9|D8$#)Cg#KU|1%~*f~^|n$>4=jEo*O z^i)_Cv3h9|yG3nnXw~n1J<~E}9pW9N(PE>(r;&W|u%=2fSc1NnWZy*{%sRhYYr*ko zTNQmonW&s#=&&9$Q*O9pqB9-&8A^6cYY=WIfSVDz!g zB6+CJBn&RS3TAlO>fQ#4VyR>C1nS)g`2h}}8;Jl7WMnryanRR4_`0i#(1+)%gp`o?84T%8lH57DAJsM(J{S# zAlF)TJq>r3`y88M-S{=dBtxR%15SD=PD2f;-Ou9WZ$GV~GD9Z<7^_oly0n_=pznXV zCw>R*g18P1H>nm}JSEiAgD^jAOmQoq-NM)P$}BN9VvC``PE1f%Z{nz!@3s2{HSWC zZmLivruE(z3~Wp9C&BuxqiBmm6dTNCgUg6^r<}@4!DMgZy}&mq?bvLIa(@l}+1~s# zR?oDIc4J$*HdeklQex=BUo3nJpzT&;YSb1^yZUTQf0Th}*8r;1tan3(jDEg62}?{I zU3B5TFga)Q!!atLLKZMy3MD)rUHfi) zS2kedSdlx}&QU}MS*%V(aI~JoiwI|XbKA)abz9hOliMNh&ikT$sxit_JIa7{`CcM~ zgE}e|NjE++sBJ;bY3z>DnizW6 zxZYj!)9_>~4WtJUEi=3dZIG9sjs3|J6HK8mF8@ZJGpLFR1_Rg{!wBFct;ZUHf?Z`# zG4p=Ia1fE+uK@uHZEmi&t!y|TL?W>qWi-ZAB8&Ml-+@CnAsKJ3=XiAYX*vwZK{TSJZ#pXp7{H@yB@`X^Tw@V5GbK0<|`t6O|BEJ9nwV~ z55D53ZF5J??f;v?JHR0d;d2IK#Zhnv@Oihf<<9$>QWA2d#RJ<8Ze|0kU+;uLDwg-6Aod;se6*x%@n_HY0l3j#Fk`k+4044$+9p`E|Ph;zbi5U z1T67p(Z*BG-@IEX=JlZ<56=avD5U-h2ctzK)owNM z{vi583v$bA^2f5)v0nrgqXYlzQ8z!p$k(-(qay&)3yF-P>cwxVCjM^6!RX>XmqE~A zPsFj!&=Nz*7HImfID6)Xrf0d>EEkMoQh1VBm!j8fsDZ?&kyzEGVM^_u6$9C$@#DN% zj(5b_9BI5p1KBe-CIXs~JygK$fE^t7(Q*AS#xmA-D>uihLli9G1PbiRhzZ{7`wcOA z+VA_qK&lqf9iBUHI>KCTvRhoX!Pm(C6sYaA+IR=EA!AJivUK82?`4f-0yz(PJ)R3C zn$HR%d@v)w2-33eFGwDw>NW>49-C7R704h?hL*x+sV2eD$tXZ5lqoDKfS?Y5_Kj6g zeKO$$jx=vnQT%49q>2St>kV*{PhcTnF2Va9Blt%b+R_?rg&pX+u^h(Jc@THJ3_>yf zhG>MotYvQzu+_^R!#Oi3ZmK2Re9oOL1aq5_f9Cw+NP&|3(XRe$xVc!)_$+C@LZe%G zLB0(W#>Dp6-pr=*VI1 zjoqFW@ZVrN`vWXIL0dC0hV~bR$sPFyuE8}zVK@V?Wq&?#hd^8TU?*b~Zeq=0|8(FW z_D8GbnBgvgpv;xZN1S|LuTS+H%cY68OG6;+w96Bn};9CSzIulTLhIu>*?6$#oBa@(~!=vL? zBwDH&-4bbI+KmrzMTQlqQwba0C>cp8u%0`;8g@6dF@UnH?SJ)tWk2?8X@PX<< z|HJjPS!)Dd^FN{Ita2}@dQ+1T@z!Nb-%^lvs8dsW)l4+2H9d!Zx_-INx~IP;AV3b- zsGvw6#Oj#>)LoTyS&woHlF9h<$R`pYr?ixJRq|awKV?7AZm7w!J$?XR&I=`fk681f zSxcB+-`IG)U>L}Lw0z0r=*4Lg+#t!d7tZc6EwafS8Grn5u&z57H0pd$roNDjchZ)I zOu_BjkNqb}ax-m=xmu>9EB@T%En_;+*v(a!@ZAm=yt;`xnCng3G+ab)bR4~0QkLg!3>79(b$*>ajD%b?27h0es6I4N>34>`CyI3kq4D_=nroje*ZJ+< zZyZ#FrC(8CK*HukM^y>R#qM+*p(Fg}M+*zv@i% zfYY)u2{_mMve_JpHn_rK|6bKj(NfJkjh11wOf4R}Hj5==^2I-Z-&=vmc<#K=@dGCY z_n(2#nCN0$b&I6e(6Waj3|kzD^r`mGk|~b??^5TF+DZXty~*Tg`usz&_KPi6^Lrfr`T5@1WHFS{{Emj#C;nyRY()%X+393FI`Wah{3Hbr zpgKsoT$5ldeCr71SDV0<6!#>0O?uV*Z5uKisJfxY0{x|a$R^T#pDsL@{M66-=Ue}T z3k*=G%hag)>Hew_;yGRYi9@ZunZAnh`l4V_>Grgs*Oap!-(i`SKyW!YJ&Zje?ozSr zVX@K6EF@AC9Yg42@OdPonKdx=XTB@^8GeToAI;+b0j%pV-*p zNS1e^X={9Q-6uKKkk)Vu#$U!>o`PLQ5L9iB&8X1$`kcST9f`XA?^zW*BV({8*d8KA z^StcN6~92-BKea!aN{<_Cw;1_UvLs>q|}4%?$m*ZB%fNE3#<4-~O++?~bSXZ~s3=gyIurWtBtOG9tSY4oOzB zQ${K)dy684IQB04P>AfEot2%v*U8Gx{9UN~{{HUo{rmU#k8>X0@AH1Y#`U`P^}HlS z{w3bVQmkjv%yk?8c}3j*#k7O8?)|aqhQF0OX=oeNusbsQv$yLCQKwsbj!n93qJ+l8 z{n1ilF7B{87c)Hx|2OF*R(nfSrxk#aEd5(8w5;FXn|>;=SRTE<+Idq)Cgsml5tyda zluD@w&f*h{*BQ9e2pXa!-rQkaAEBR_KDX92G;Orf+WCa@p9&vjm7!+gvrblaJ)MWr ztJ7y0xECHE|7<hwe*mZx}8XrM&ZM?H{_>ji6a zm-vs}ox3l6!Ha+HkHGpW__Iej=ps3@o|EtRcoO|7nLj)3aU02!uKjjTF?l# zM~(46>854!j#OR$nMB}w%O6r#Zo22admTjyUM*< zrY~iF3zK2M#nUpnGU)o`AKquP{GNwPC(I)J!{v=pyu|$yKc%A?$_BrjLO#3XgT&dt zeC5T4nX;sNX^$tvH^aadlP7m876l#&EcB(3KBHFEIrT~ZW9H14?K7#5=xt@>%q!wk zMUReR{ZMi8VnD_t>E6sOi+3*|Mv#0{ed`_hyMaGKvbzkmZ3%|qA+(^Ocu z<#IM-Lx7~piTv4-4C$SvbI!9Ld<<28U^)R>DX}1U-{ZiJwW;=csY=;?an0*Gf2%ji zL5*5*;K~0ug)wB2n{q;bufM?OH9;|2K|VhBojWghzf`+t^SpBcUs-!pxvRp^O~c>M z`b#2jcwQbRiPmtx=3UU22w}Kx6S=F|^DDw+d|O3d-~_R(G9Nrcz4%O<`KKgxyao*-u>@X)!vuYMV0? z;NDGguPyPGs#?HraM%cSNi1NVGTWwFWXx%Yai8vv7*8dgV0y{C0Z0MSMXyNW9j9rA z*8m?$_3A5r69!>RDT_;cI0p;2!`?D`dSRrAP~_TsQ$4HY3Oy@o#aTvNN-P}L*?WUu zvcz1%8BL3LERwI}PkL?oDRzgvY|FCFhp2@=Ai9xV&7T%<`F|QzRUPjEMUuxcCH;2w{Pe zSJMcN6HN{R%-hVR@vn z8OYiQgmR=l1TW9oH#_S)$iEXs=)62UU_Y+deWVNAn&&sg(NFx#-8|kN&8Qj4s?wd# zE;HHWgM)Ml|D)$20@EF>wX&rcydE9jwY&O`E^xM6L93GRucRE^Y>oMF;pXhd0Ols4 zApQm6Q-||tXy$K|Lkl~p{a<(5EhLE8c2&*1IXCyIAn6R9$KkLHXTP5K7A#x)Iz=)0 zgiG+hU;RvTd(YnSRKRsKY$2b(lMuSV2r*5qN}<26Mquv5y#Ludbw&7S?HcYT%D@cT zl!VOXNVZu2bN0lfVR+;V0}3QtoPRIHP*KZy5vs;eE$*F`IB~T8wa)ml$P~q3%4N-e zaYr@*wY}M5mwu?7tt9Xt=0r_#xchLCWLCdcHx(}nl(+;4 z)0lpj(y9#qJM2*;U9gA1kwO;Q63t?^xx~XY`Y(J6$j(KG|S-T+VgiGY#MMH4kI9x1F7S{Bt-rpGG7PuJmpBEPfQXk@n^OOft zF8_7aAP|KokEUOmOhK3AOEhddWJ`&u&4>YD7S~=KP z`kz9GGT#vW2=`!dqPLV zfLZ?+)Ky1QTs%A@c+wgpw}Q0uj#(aU2;0rZ#tvMGOoedn;>0{EJ%{VX&|nAUInfC9 zFZ~4;Z5H35`W&Js)@tFKgb4RQ^o{G+*S03s#^2gZ`w2|jm99^;&|9cGcJ`(!F%F;d z_VM}oDd9kFC^t!o90#W>_tGaV7WHM<`ge>o>bjePSu-W}pkfqwtRfMW6qMXa=Qt)m zk5oE><$q%G$=`GFhqgR)6py631&c4B`~kcbgQS}dmVn~y*_vFFAF3iyw^f^K(rgV9 zsqEXT-M6$<)mSk{vTaNeEs3Wixss{+L*L>;@7WVyOhw#G`yIqrlw|Dn@+?=4y$*h zIeHhM4~wLVl0hJ<2t^2uxCEP6Y_HA1cia=i%k#h3xow#vCEX?3pcrE)$($EZwJu@!bm7C-I?tB*_ryT>vRef)`&R+6i4{qQCUL4f1I1LMO@u^28LD( zWdOLtI9C-}&unqQ&am3@jPfk(QUZi!P%+i=TI5l1pZNybk_P><3DVq-_@o04`lVMO zl5QQKayDk$Z?c=OI-t`ubEl!OBx(F=8>=rsuc%{GYE>&j9mG(}-&WgY8Bw)naf;+u zu3Radz5472lkFy40eA#3s+?4;qU(ce6nM%6EJvjs=#vhh8)}lwMvUc zGYlAEkJPrL2{Q*)RO#+Y(=LO)%dgs2fr!w6k{b5Qak|lH0x`fN(!}R z(3NJg4+@q-x`wK0JX1HI5K3W4TtttG-V;(vZcYlJvTZzVhkGgYc=Qa0PLW42`Vm-f(txc`PZlkU8B!I8^kZ#5n-5VY(Nf z_mtt^S03UYPz7+Rw0(mLl-jHrLnd277l6eqO$>U2=dgYIFb5QkFMDC{Dgv<&7EWsp z+ZzAMrq@VdK*3lfvOV8Sdp`v>_>*jBSEg?CNN5EwYRK%clv^_=No}xBb)qjrudKLh zC``y=7;xR?YRw#1Cdc}mCxc{@7UQ76e5DJPK|GJo=$qV-8C1S-Yv+GF{$a`HuygWa z9Du0)>H!n6NmfVs&20-(;y(bP1OK4Hb`Gxr-yF(7%9J z%y~EY7Ix7QYHh^%^4QhWm;GE<8ZR9Vzw}fjCkbKKC+%?kgHbOsd2xXr=r+c&lk1Mn6vDQhOkW3D=#Naf0!Oiu>G9*s zN@h@H3t#2rPAd6NWI{Wa@I* zZqkX`0m-`UIbpmM9BBA3!VjRpXm|Tye@6+cS!6RuUa`M10K5Uu;q=(S^OZ>y#)Rea z<=6V|_4M{~Lpa;1p8@X^s7f|~Zmd`1la@M`G(yy#`+%xmR&l7zS*Rk8IiQQ47Z62; z+hLm}f0xn=_+gOSA2T9Lgy?w+ewxH@sEHA?txWV9w(pi9g zMIJGO`5&LFy=Jx@fnlWQKtJhYMgTwogSj|3I4XqUmhX5m!c4rpfm9_EI}fPP_$DXa zNcKsY);|^oBBA5lHw!E1S%opFeTB4w(6!rJICC&~Zltfc^Tx8d0=zvEIi|^=L>@QQ z_rJdUg8#sfM$Zf~-)7ev1(p{^g8Hh-jU+ND3Pg%EX>(Ko(jOy$Ad)c*tbK%nN7y5% zno|*?9)7$s57nKDSedUhK{E@0EgMo?<+A&$Ud$PGC8#)Pc@r5YR9*KIB*p5y>%rdU zA$K2k@G`LgxNH?dyio=Nm0zCO*}QRXO<`QgizjB<;%5pRu$WX37%=%=N&p1{fk7wX z5-~EK9Il6U%3pmLgO5OX=#Zgs5eS41n5OWNc@qtP5xqvT=)x9HfvL-pp?=0PadIq* z*QAZVQY-j14pKXRFy-UGB(cpjxFiMj2y{frM?HVteQH+op-LOky`{_K(8$I_HbOeJ~8@R)o23w{qOjI^TYJY9oZg8#PWoYz=kJ$(eq;Ba` z3@x5)qSD^0KNUYt7?tVdYoBUfJK*l8I^TA?wKaXJ@=el^Ar? z=Wny;rpCC+rVe`^?weQBe4HY^ zhFAHo2|v1L5!)9-ZFo3Ns`6Nr(N+kF#mv0+<2z+Rsul(_wRS&#>mTjm;Ucr{52O!NyaHK17v9GHmOXjs(^jQUL581ar%1OxnQR|*)I0t{H!T5op_2G z7epHqHfz3y6D2R%cjC3Ar_agAHn>}ka@~HWJ>N-Tpi;0y`Ii6*;Uo;6{%2)5pJkQ(wP6i7Ba{K#lJ#RWJf7r`q6jAM%j1>e+y*8C2{H z&j{nx{Q5KpuKYr_XX#gfBB2i4^%+{&divDnJhW^|CPkPpgR%f^885}Vs2nl=%Q}V2 z05Wr|Awse1udY+kNU#M)k`<_qnEgcofsoXE%ds0r?|%pa0hEKovBe=lYv?Jlw>Xvw zKR!Pa6C~|ZAw&oj#vu=Jh23ByStX%pYxoZC7TMwUzPpY_NKQJTvy)V7vnuxGO<{Iz zTwt##hhDS3Y@t`YaMfNuYry>J)6UuFj=?62`2#5fU!oPNJk>HN^UM^MDwH18eecgZ zOLv=%4dbpuKupDbEZGzfii08|F57PI0&0d>UP!aaFdK-;84Rdeidb{!u~$@jP`!>R z`~+YKV$Q(OgNvO3Yu@n*=uGHh=ZnnDj!yu^9JCkMyhAWrOrhC$jjxz9z@`Tk4=^~- ze+Fy@Id=1>!==~SAg($9DiIiCas2=xl(d*mCb8v_>a~V&UO|>20ynv7!`9lX{M?L~QOJe3mBrPTdT@|%l81<(2} zo-1&?idvq|0n+hSBnNo$Z7>6lH?^=(SkLCjwmBpcAoI=XXbbsTGZ49ea~pHjEJ}^8 za%X~yUjvHzs*B4o2$`vyc!qg) zwM`ugM6tc^pwPmB|K?5a@7V^WdrZSYyBp^f<1+*FIJKlXG&;Obe|bbmFD!LQDcuWa zY|Q2-B@0XPodGd{AB5RvggFod5dr?h=v7uM++~<@3=2f@5Q2z*3sQFD6Tg`sx5# z1?7{5=lFU)C0b2DsuRXkmHi&4ZUk@WjaOamq@*%C8=4FmmZy(xDdU&O&xgcLJphV@ zqj?Y#ApjPs4hI{Go)x-2ZO<}4>3Y2~qZEG0rfBsJwl8>pKN_4E2PY7kK-|m9a^#Ce zwhDXy@LMuL3d!~K%W875Wmk;eY}*nb=5HL|5l30=Acs0<#!j&IXbpX z{ctKgDJK}a1TpF>iHb^BD81xJk5tp z6(vhHWl!i7&ZRx?r;IbI0i4z4ELz%bOb#$c*BY1)--7M#woRRBZEQm9hHj$ql{6WW zJJk1kr3?5msX_P7!!yGIkvY0j2-lrY#Q&7W@`Z{ycKM!l-<#^QVneu`w7A)fdN^>k zzqosjoc!W}xOmg;2Tn0YiNMqlhYktANZPe>+F2<0Js|)c6~MFcJMD!l8yhy&zhF3F zyw>rj5jT`a{8S)g2nom8Iz8+i0Sc7aFUw9C;#24TqtH=~4u zE?%58LKM+kh{K3RW_c-4N1hx;YXo zZHc|L&fV)+XbJ%)>iEROR42imYpznd6v@ncSK)#C21@Yoc!IHx}t8&aMo6g11qE(jn7oJjfxR@ zjV(Zd+}c-?o(UcG44DyES(CPJO^E08!`_C~G~p@rVg9!@KGE`ffzO2V0*bnOs!8C< z*&%mHi-C^NdPa>3Z|PgGh0jTby(iVs4cYCaz*rUJ$m_z;35&k{8R6@`kpN5lG^@Sh zz-f6u4RP&l!G%6>&t|SvuolOn#QneYL*hX8OXL`{`A|Y6fA@mS>g3p`*dnzwsd%?^ zbKih7nU(dwuGT1^zD@ug!63GxR%c9S?-nnW+c{=Bui^J+PU#bQ;-_qedVN+(Elt`nCd zP`H({7f_RwR#snZ*vhuk*NY-`*zYBgN!(2}d6-7V%L@}^e1#192_>s??YWmi*+YTe z$HL5q9uJGX@e85Cqb9JpNqhC#RwB>ifqX7Bz6X&z@mY*!;3dvDw37^v44OA#%VE8` z-gyc0i2Pnqf)tKzbv6+NU&+K7sSV(mx^o@LPpM_6z6lajWh$oyvQK?OJxYgGA-Pr) zbwor&Fp1j_U#LrDf5g`3bHOP&#dR&xZZQdfBKq?_F`o!0IQ_Wc9}%0ACXaC=xb&gZ zMWacQ0@eCY0~uJL2t(Wq%LkG|vta;dBN>|_AId(sRf$KoTtI9F$l5E)csGeoz7Jx? z+#>mD#a1|IP3F20S$vaCrUX|~$i3XLa9hIlW2HfSDK>u*;v(32?Lw4F#$7L+j+TLZz8H+a!)m>E)9P%rypbZHR@yB zs%C$wH~tk4-m`bza})nWR{bJczS+t`q*yQykgEn!Cct{n@2t(`vbR8P@zf(i0xF8c z*6%K>ip3M8))C*6Z_^0g-K;oBf2xSHTh)b`uC`^Cm4D;}W>av>V7fY(MKg-};HEQF zEwmhiNw3?HSGt2zz&R%7JIKW5d(~VmQFq8T{MzkVmCP8Cx)QVVt;rsP&-w+d{iyk6 zXcxXZ0{?DD8Vo!nLS58=Y;@g{*|$7hpPCg7ZiJ_+W8B^MRamp|8w8EpAkOVek$i;% z_Q+52#G5Wo6;E@M;%`aj6wK6U>BSIq!o^!7Y~~rk$)#o4SyN0Yz|UFH6OWwC5NJ3sJcIcysQFVo$~zPla3}#5oYu zXnbfR7qI`^N6(?EbgDb~#))k#hpjK0hecm$Br#Q3w?oZIQyaJq0ft}rOP>sVA=;~l z^$J>f36ckDy9PvzAs$ zQ0d|6*(@}*)LEbR6Mg)0hZ`RE!Eu$ZM4#Vd#-EYrryfSde1Fhx_WOn5!MOpZ-gNc1LS9u>RZbZvM=gM%1HO*) zYKzcP#ev(taNgtg1aPh>D=Whh%6>lWNBe95#{PV2wuy(0_pTn^C`*P$lT_I6)z0np zj@fh%55(}G_;Mv)>D<%)FKiYB0J(KJ`W8acOJ9g-ptipA>#MF5Mc_`av?;m1T1JkZ zs}G3u35XC;rycUv7dqVc$(YX6?)H-zC6O9w?=$yLl7{sn3YW0z>3X{NvLRw3qXew= zfgE{Y=lJ++Rz=rnL<(;ei-jKcM^Mj4tKT==5kV1Y-0NLG)qO~@{ioYNV}QFKP+z)} zHpZtA!aGC6E%>w};>y`G7qW0HdoIN{6x$r^nd_~Zk{nY>RZY!zKbq+mUN&r6A;a#B zQ~{oy#;qahX*Q-7G2L&Ew>=G-Obd+&jHD`u+bwiyZgLM@#My0iKWN+zzC^aSlO^DE z_Lw#wl{kfZlcjzO?VR$3!SV5aMFNVG zb;PJjB7tJue5)b_Q?I;y0zh-DCus{U(bs@(19KTwwVQuWr4Q83t)9`bRKctyC4xuz z4Xd0=>S+B@3@D>69{1K0%1NTPsY!A2Q5{SuseIy-?+b=in9oJ6)PQjL2uf%rnM*ge zn~&SMJz-cvfeI#%V$CKd3{&rXl+kP-#MGnsiSs8Ea?Icu>l#L-U$ zC>@PGT#wJkclY<)YTMkjq9f%lzJ0MC4z19}Fou6ySlZaq1$Q?PMuRqwgsSf)fo*RG zz!BQN+!Ds6J^6?*&@A5!^z~-P@ywF0q2?;3kM}R^>7|^CmE`f)%YIOW+t=*6)()*G z8loj!&l{SpW4oP1iAE)Ll*q#@sZxlSGQXf97a8BO4aACTWIgB$% zW~usra8g`9mWwz1GtG!8lI7cDu2IwQAMRj1LvZ;%1bv$+|0@f{r*3bJ#il5xh_&Z& z=vHtmT{q`*$hNUcl<5=8ISF*s#6(#LGW--fcfj_hkUpDMGO^h(r_%MsO8WGj0tYK% zVszcS=P_lH%@3lwGZZ2k!ryt5s;8<-aa-;c|BmCdo|b!b^$!6tCM3+}^%{m(PxYD1 z^$R)@yQs;(ahzT2)eoTn8arJ`?8*yuy@FU%)oq#>k)cnxNg`kbvz< zTF+AtIcLqkFt4D;yR((9n%ZS1SV*xtlPd05TI5pO9lmXVS-;0aZB#MCXsf% zeFIl~<+aU7wn0Y(MDh<${9)1%tv~}E>#(B_ImHwkZ#fQL(u7uibKm*Oi^mUnWIYpQ zp*WmLe@j+Dl)5i~{&^p`y|DXc*NA~`i=vSMjFJ*Iv)>P$0`(Yh-9u}v0AJrAG8&Ix zW+Qi!6%-<%CvT=+s2y)g+U3;~Wpwz~cfhS|u^1&}(HdP2zSw1BUQW*2e-zfwP?H3H zeTZQAN!~H~7J|{r!wTx?5SFtrN$J*qu)kxA{a*XFgOs2vBYdr^iAOr% z*D@4GG}D+0Fu?p+BP-eIeoPY#$kf%!BM>B4P}0}c!rs4sk7rtJ`?JpfruQkL+Y~f3 zY>a{)IuClee^X9=lkx6nYICmgT1^kwmE&G~J5I_{rOUM=A|HBo>Uf_YN z>WFV38SfLEFpfUI2Hw1NtJlq=TlkY#6~e!jbGf@s`1Qnyo~CAcTWqF{w;z-A?xrC@ z{iRB>Yf;E&+U5ID*Jvsqa=FSMxN1h^berTs$UAze%qs?-^JDU10@KO(MOBMKAw2O~ z4axGDU^PDzh}Y#rW@zRDZe!_O$wYvtq3ZpzZASOq4~IJI&6O8McOT>zRpr-`w+18J zf6b+mvo03N>h|Hpouf#stL{hU{-Os1G#A{q}{>{X8oBDE}Sfo}1 zu6M`D#X?8by$4BDa|yRP9y=Th!b%qHf^WVrc9-h>J5F*t&(Qmx5qFY%%X2LD5t&f} zC_6W!rj8t1&Dsm@7FMkNr9xi=Cv(5D9eM!@o zr|8AyUlC(Ys2B3mOLF^57b*_+^6dC#oZ1eqDO=vi+{E9fIDdw6g?VgT2ah?TF(`4CZ zQhWWebU`frDAhEl)Ji%@f9<0G{N-!q#dN(JVq#CIT}Kv_cQ@w*hxi!POgUt~^h zm!ubyJ3*3uOF8Wyh`#xkLktNF1B8R3JhAQkWrKvL8V6++8fqcmRGhAD%^Stj91Bdu zu+5%`dPW$BeL}$aE@a{4;K#X3gx3OK&>`<0HFDnk_F`}Mx9ggOx_P9S=0oXFcAJGL zf$2ke&p823=+lbWxxPax`ms7-kt6g;&G&0{ayuiPNK##OYZ=?26f+7u$LZy1_IQ+X zKn9-ctfG=8OGZSYB!0_{FTuqSsh-8{zOE#RdbD^b>0=bgi_;GlMk?Gt34l*^vJP5B zjD#CQlQ+=R5tQ_bWMWJu>hWd1`4qxpwpgS)MBIwz)?Qz@>D^$wSiS=ma&2@uq_#As zWZ(M)u#TzboH)C$tx-2R{r_lGmHmyuYNdtqIvO7X>jt0Hocyf-Etg&ch}yZeW2Uxs zp*Oe&@Jlz7=lb(Fgh*)xE;F63kdm-NJji(*G_S7^mZX}RbY=7RrvA5RjlIZQZ@$04 z>xj_SDRFhyX=#ZyCa-*VY{e2GWY>RQGDx^XzaA{RNO4v= zS-x>3VnCL-9@H(+mzkVdSXH90<|MYbR;%B-r94!;(hC-nz_i}sntQ#k+{*oc63=jW z0sHfE*|K=Yyl-fKD^Xw?x3O_Lms7hSh9JA_;eTc@sEj}x*E-beRFr1W3}Qf zl|rJyEg6++Z*t}>9F0A4c!{+T>Z5+eJ|rP<16;Cu%(pNu=Qi<8oz*$j?>NuDTU0cb z7d^P%pM9P7^z5|alYTYhygT%gG$LQWf%)lRt&t#2G`tqdrs^%^WzrTG+H%n&-bx4s z0r~lorShkPg;(5T^c==s1u@Ik)zmb|o<_t7I%Lm(cuScaE1KMX*L?83EMsV7>82jk zEcNf*wzT90B~9>YU359b16Kc~q!Cn@BdAgG#I9>W^QmvC4pq(}rc9j=J`Cu-4E49% zI)QfXuZ}HBk1FIPD8{0>ay#bQqjHr*JF{X3<^H`t&I8`KBqX*^b)&CfmBDEz&Y*?s9Sbu~4oYW-(d zdD-uwoz2Z^WzK~^Ov_uykq`3!OQ45J?wnfvCvD6V$OyZ5t4sWQ)gMY&K5?+a7|PAH zvz}vQ+Rbjd=^a76y=zTl8LZF}g*A^4JoAS+F?)KZxw-b0SUc|7zIh#(D)yTH&76u7 z_fSd38LkTyKsiTFosQfmy;+7T1)xU;(m#AOS54MZ@>?bOalgR3*b>XN%i^0cj^iM9 zOC49v8sfr?QJmQ=gzS9x1&lZD9}>4jhK6b=`?T)9>n7%@^iU%OAz24UR)l-&Xh)f- zjGrYwEM$`~YBt^M;dh%INaz_>QY|poH9yQ3kW|by8@T#A4acJ%$Z@26x|6p^Ekj0f zFG(iXZm=a98|Xb37FR6rSSnhmiG+#S{a~-)*);f*VZX-}^&!+`q`I}g14#$%11Q8n zkQMs-v-3r@U1`VK6{2*ph6p=&O_y}EBZp;g*-IXeCT^tijA0WcfJgLy`Mm$m7Mm8& zZy9TH?_aEK2K_Q+0P+eY#1uh#7X5Va^9>v*2;FD5UQ^ z6MU9tUZS4povu|T6`mTOV$>9Pf$obzH9=pqKm9<$Et26i@q^vf95%>h03XZ$v@fMd zOPthCd-kQP7srduhm<;EtRB%`@obF`XY*JE`x9X;fHFKJW#S5!IfrTyZlGW)xu^Q_)oRP0APif}u5C}I8~(YXu#sJi?hG1Fee zevvc!2BP96Bv6b}f~95+cxQ)E;&|Y9|F4)aw$A^6u)*tw;2hee0U%o`6p F{|^{wLQDVv literal 0 HcmV?d00001 diff --git a/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginhist.png b/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginhist.png new file mode 100644 index 0000000000000000000000000000000000000000..51eda6617671dd96a879c089c8ba30988aac9b04 GIT binary patch literal 48589 zcma(2Wmwc*`v#1X;*dIkbV-BKozh51cZsxg$>K~ zw4ALyyv*IKP!!y(teo6!ojpu-?t`zi%RZNt(uSGtw7w{p^w9cXu|y}Md37N)g*8=i zb0?b@h}O*0AiCVvspzq-WsWV-&|g&VSd_3AAfcig&wj{0Dps+;rf<=WG5Wi54S0s8&V73{qgNSrL4uN~_j5FUyCEp~GlXiB6VW+S zSU(1ty2)v1B3?kmSR$jI)IUjWu4H7Y@A?>hYlzMi&w!>dxsKfh}`mBc(KMLg~c z8?^g0^vGaSmvObkxJV}w=2AvQ;x8}^44&@IGg6Bn5wy&(w+z%GH&;h$>+6v;0f{h0 zgD)PeJnnzipGW5SjT^@6sjJSwy0%QiF!Es(7??B}%XGo;OXS+%H z#~rIA@El=x>nt8ChSj@on+0583ht>%UNgAfeL<&6-*xV@9XJUvQt694YX4)6sBNotfi8dt^iy*yOO(ly5lOjvR zv!cg;^?f9Dm%KWM@`4_+?!8~eTeY@}&76V3pL%9bUCpGnCqG&!M4e;fe zr7^Cuv!o`a++H69f(d`|o1?M6nlA6^JZ+hjK)bgLW7Lf8--WLdoR9x*y zerhBz5G(7qy4SQU{{q>_>}po7Q6%5`W)Ex%8IR>N>qi{MEUpP7ncV2%$%54hH8@(k z&mlDH6=7IuY&yvfAO?lu!I)E|hs5(SYR#2~QdvVu*rS>YWuu_yI)llKjQe28&JVyL z4x1Q7r8>}}FIl3`C%t7CqHxpc3cWn}O|LxVK*FYdUwJ5vo!PaZ%(PuZAjC^1>MuqO ztAJ*+i+R*vC248ti$5ETtAsx*bYxz*tq;(-nhj?0+I%mR1FIf@B)+YsrMO!NCNqXG zFdDFZh0@{J&Cj5R#K0S(wxnrwTv}hzH+urBhPl)|6qALXrSAZ7hJ8Zk_LD~f6Py~+%u@4hiSl}o56X3zrJ|>e#~q?U6aM zVetzw#cZ={5iqPpujO9(%j0c&S2OtUfgj~sU}HOPF4^7CW>cDL`J9*h5MP7APB?Y9 zx~zosh`ZfhpV1$(*S0+lPxYOkg>_#2!NDeqYVM*ahEqlCDFUxV%UAm#^{$!y-5YRD zDR0^TtPh5!qzO8k{(l%g_*}U)IvG-!Lg>_PvgB|U<<0_7AWI)D`upN2yspk&qyC0< zVjMI~o6fg+f4Yl>A!pweXr3B1s{G@yMjd{_JoFFE4r352)wW$>5HLxC5U*}LK}4Ja zwOqp2-*R@Loxu2s9yUKiRx<3fgQMqps)M|V%Y|{Awb2FMTw!7p0c-ghrC=RR%+BPh z_iT-B9IVgm83w0L+ru_(_#>BG=eEOpXq^3QLZ@SSqDTMDGv5rvg<_gO2>2rgae>)+ zAN)ZJ(>Lu5@b@M{C-7@^+ZbwaS~OgJZ*h)X8F=3AbHYHa$);TvG}3lFp$zrHd_m4J z^}R?zh90I>qGC5wMY2FIV&jJdE> z;P)p=7HynB@+#<$PhTt<6zlfJ{^~F?EOY=Kij_ntHU=eN4ZVjaZOviwg~3(tiBTgi z3A<&;mV!1igb6mamt#&K>iI}aE{e&;7fTCiTxXl~y&^4)_)NAOfk(F5nkVs;B8uhR zn-=%2&HR9O^_VTv!Ki!ipK77zDzHv+>kvak4}Y#5yp>28gk7+x(Xvb`Q^1 zx<~r>D)9vy&2hkT1jv^CWCGELdSm)N+gYkf*e!UZgmvDUPO-6OahanL;J8MKI&(h4 z9KZOsK;=;O0uAG!q`5iHP}|Es?vY^KqM_jJZEZa9dWN z`M5MaTo!Qpo0dT##X~p`jYo^}U7(H5Gx%gpHwvr`_-Mq}L^_!diI*#pi>+Sn5Nmoj zj9N3vwIqeMhG^mqy(LJ#sI(`PmQ9^_t{uIFEx2dVG&jSZA|IOPF!PMDFP^HoJq44% z=ctFUk9YhnU2exmC)1S*CBl|ub&-Fb9&ct4_-jMnVKBD|aV=2v8IM3Xcm;2`ZBMh| zi|2;kKIXVj>=cRxj;KN~ndi+gYG14&37Y9X6xy~sdsx`dx>13FJI_(2vDIFQVErDY z4ENn(^_>l247`16kGjCq93jx^XE0TQVI*+t7W7drm=y*+IcNVZ{dKrHb9l6&4P&Nj zOvB3sjn|-Jn{3N+im}lVZ9GQ@u3Y~EV_ZxGU;mb;kuhH{OIhfvIX()$sIJo2k3w?f z6mTN3rSK?6I)!QgY`^!VsF9y7Mwa4_e^@D_{JRdvvidoxHb4C6etrW!4ME6Lc%6A) zg5=O#st`3RNrGf#O2+Pjol!`TBZMm>6SaSp$S%lJIC7NnYh#ahnyA>-1KQVe=_STa z94jb@x+ADp8G3E z{th+&d65P^@TZp$-hj4t2QtC2W;eO1kncr%kO*AvbdIzJR(Lw&dQkozgV4}$FoAL| zdhC&!(92gQz**^IjLmB{g0^}%TyNgDGVZIxm3hoC6S#}UP!U&zUdp8NhFd|rY_Mpk zgR!pN&2AN`cMa%+r4eP3J~TM#!R|Uty|GqH7cTQs1YO6ykE)J$LK2=v6vi0fCH1@*~;b^Ka(nt#BJ`}mcs`l zwsBU+nE=}xtA(eok=Ulm#kER=`bAS*2o|oQ zsZOT&G>$0|tXvJaR_aUl-Arz8o^`w?FKqac%9lz$;g>g7BV5IbE$JC3ygM8(rOT;s zMs*q)t$&a=a;yYJIYzmo5zuneyB?%BGgM&KS}7MKp2OV@yY^hW*oymID`@JM)WvHv#Kx!(;$AQH zzq2gmfN{1xYsffTQV#K2_9vniH`HZ?OJi~>{WlDrPWFSgc3;K{3=-lt7AZ_M4QWg# zXX3WEv=tZxWVSSwh#4KQ76zmYb3&nwVUv?tE%mjIv{b&Bw@Y!M6f&Mt7@+L~QH%69 zdjZ;aa|>#6^u|rA+X^Q!ZFbvG>cKIs`ecFi;{_O+h*3uy`Ir(MxdzdJIy}Y&Y?GWu z8?cQoa9l)khxo*8_Z99w*em+q2fI>6bK>X~7$~XB5OPB7x_4D2G(MHhs_jp7ST{QO z!d4{B-8c}C5r`yiR}+&;7j1H#RE6IBbvB^T{J#OCUDsmC`3HEcc%q3@ zknd&c1wPyj4YsT>jM=cb{5*?F)Vik^Z)5lY$=Np<0@ZvmgBsOe=NlPji77ijE9sS= z8h$1f@%XhpS<2WQUD$Jfg#iWtskD@KrS4NAC6EjiP(6QrqhqZzejh@TzB_XWGd4Eq zz;$(P&bY#KfHv83}}LCV`r+`7gRfgb)a1C>WS*h=7-|*OWt1bV&7rJ z_v&m0^$gf$AcHCeZ(tL*)yY=!5#Q}wB_I9&-k|H8~;idlk?X<$8-PYdKz}5TK^(1*6)Jhs+*u*032|P%0I`1 z@%M}Z6DN6Nz?^|ei8MTx!0)#Gdt>!KXE`7X4nH+0`G#$D_ETIK1|$;9EGg=aL6C6Y zYv|i5P@bXMe%SWOX0Sw!8NP-LydA7aEDRyZx_j;_FN=uvNMfC6`V;PaKg}+?)gfZG zJcp@<$|^k8|HiSi8mC^{Di{REpC4%2^^LicH&9}>&RpKFE$m|v*E6tobNF!Pci0YV z{aD_G^#44QsP`#nhi%*6ny}D56EDVA;}Xo8dX0G`(e2j|8*cf3_rVEHztGtUK9WS= zS7Ty{ME1p{xFF7twdj4{{BJ3JVG#L~ogWtZV4aUM67T0n2|B{Qzr{BF!0nK!x-&!C z!nOhk6KI}FffJw8la6qvx9_EIQ;5{c?waXHKWOy{zG zn|{~!`l_78ntc6Ax80wI_%vcH_LEAsm3$V&#BGW)V2W*9d0xNV9|x?AOKyDsH1|%b zUI1jjaJ2va-JcNRwVnLYlYKTtEjhA(rSm4aVaa6!`y{2!CAbSo@==Ph8Tb}Cu%cu( zn{o291(~U`hbP!8$j^550(s{P5ng{7#9MAEUg=E4gE_tj##HXM8SDDH+ES;IoQy~D zykXkXQ6!6hxOwFsq!dEjrd||6Vt04iXXhW4c*RF@Y!Fhg4PtM%hw^=?@9zE?rj3Mg zK3lCx&jcTP&#Z!R05Fhrc-aPlnp3_QQH{EkE~}L6Kl|tW6=f}oxku#9Iu4y4BbR>D zxcL^NE(pZmKKc8Ssxw89IX>S=Ugfk`4~EE1lhrbPxq-pEaL0lgs{#Y_bZ22@Y+ehFLm+W8^Xq4fk6eE*RTJr_{t)B$C_z-S zXhGe9Hy5S50pt1k;=Zp|0O^vz?0R$MEsQOv;a6g>XR&V#VJ~;x93f*3il;f4EG57$ zwkhz}#V!~3y}A6&$pLo&$4Ds1{VX!uSYwAb#g+G-8Ts*A+U@e~ilVZZaQ(bdd2>yoR5-0&YzTmFDiEkv{TecSKTy z68^N~917G+-5C@H@f} zO{TH4;xem!d>29@3?{AQW4kbuDX7*3ryB_APi2!6{V5=(cQ?qLcT>BqbCsy3xVQ)f zF2PO>UK@UzsC&=tQ5J?SmBl09;n$bN3)Ok@@26MM72*@uzt&sv_Qj{U-0!T=>g+iD zRRleycW#r?iid;P{AViz99X@s>%UKrCRlJ!5EIfB^*5Zl7q>SbH!eY6sSdYYHtk}5 zF)(-h=@q6YMmRB>?3#zL-*H)$&OgfoGh0OuyfVMK;w2MnOQL54{tALmuutY}HNb)>?<`0hqZ4l&&^#aN>n=~?=wuiu?`tC$KvWUV44MAYa5!VZTIFfq z@c{4w=)_`-ZDoc(L3oEmCZaT~WPL3Xf1}d1#AP1BZJQWYL zTJRSvlDcU~dI7hZ2u8o`Z^)!D5~d%iDfL?$iZ zT38ha;7`}RN(3=yzQEe>UCzEKRx4O9o%pO(3gWB5m(-4Q61JP096nAuc$waKnMP<= zT_~1Sb;d}pT`UFjiXupi4qTYE8uY%*BigFIc5F(tLVlTj<8Zh2ch7T$cWb47d+wpYM>J~tRJi6e!2JDs^x(eLI+go+CcPx9r}NGhuKt}NREuYR=;JViUU1~R)Dv3737-yh^XNntjEde{R zqD~j)^^T;(Um;cCoN4n0D66uzgFIYwG@D=J8I_RBGwdh8t}#i?Fb_5!Jr#MxIYv^b znjmdeEoyR_QZhZ$<9yFH@oNKlD7lqY)Y}{E4vF>Pn=DQUdch`nKIv4 zUwTwThFJ|t%V9*S6$o@(@t70@Aytw1)OY&iP>PN@&N2HmMChaZBjUsRvRW+4avHfyO16vnSA;7Ls`Q8s`+p^ z5PFJQJ)!M)2cI-I!bxHWQy6ziPWR}U2SJ7>C(fT5i|$xyNBE!R-9ar!o$PI*HV+UO z&))*%@L_0Fkm78K-MkaUdpKRS3$YxyO=jGzUWmGpO@qh8|hB+H!oZ>|R zlkb5zR19A&$J$|5TIu3fktH#Evg-_60bnfx-U}jg!#@TC19^#^ulBFg5Os1}VSCmF z_4cQ@!VX^<{6@dMwps9IHt3G{z<3`aM>thMEUu1BpZg54(xG$TPCg+cv0pZw;@Pj@ z!+FHFgO8b zdStP+%cb4ppIsoIEqbJUugv&fTfl%%XXY;_;6Q2x4F(mLQ?ryV_x3|E>WAOU9#Zi{ zGOHx&XhdV1!V*QBSWP;}{*B{TYE?RRJk}JZXZ!N~@$quccW0!mc|2I!MY<8FTLW|} zYyDQ$cwmrss9+E?Z#i8#fK^ujZNaE~`O1$BfRQrh&mm1V2}XzaSzOw9Yy|QHvKPMD z*Stq@Sd%xfx9Y{-nLrDjTXc;K8_!E=;D9)$ZT_yEe9-+8R3FrJh%{D9lvjif{}39lhTFzcrnlO`gj z>x;iP)rOgb?2cy9uXun^c$dMH&I#GzyskA99+77uP0j^}-xZ+v66M&YTVp?(e=&n# z1Hz*m#3-FpFh4LKm(2~7VW%BVM<5RwIUSC}_zy4%X59@^TFgTex=*f#kGKD{M8uMn zH>P(l2e8`%kSRw8f;aTO^%!6J)0Db#l}y_1MINg{30lh2fG;-par5^HnHjRFH%GW7 zZuGmxs?5|lyvHPMvqZH| zOD)O7_vt9r(2B>nTJ^u1L3_U%u`#SL-tg1u%X8g}40;7y?NytC?;Hp*ItO=_CdZUu zEMhkG4Z6s!@r;HsvAG=47jCqc`BKSjo1^6 z%4M&ej%|Iu%r_Jv)g%YmZZ*H!&0)`Wkg zKoUftNE56*{3g?(AM?nM?tk^2(t!TQ5T=wcVs?2NMg(%HyS8c0LcItK|JrSbh?&MKShOvC60vtwW2qZxV&Lg z45U~ZNRr>4u#AfOY=A$HkL^4YN1-e<0a|R2t%ej2jBH{O)B>pec>XP|!l>_?!b5&6 z(|yYokyBeOl!IC!vY!~qqeB3Q`0}Qh3zt=V?GvKf`1wgwerxE>Wo4=1Y_W1&h8fdv zTFfTN2A7_2zOYPZ_@Z~I#;207l{$GMHkcH{qEjx`zXh-oi&RUed+FiHw0w(OA3A|L zX?lLGuP8bmY@4y%#hn#~dy0Pz13fmMmxIvk9fv=bb3YR4i1PWBb%l97SafE(pitYt zaxt3c2c1@qBEUDovJJ5*KTeybG&~H!HhsX2Nl=p?823-HmMM0YE9Ru@K3%^-5qK>( zPs#Q5*KA65!-I}(ChTP|n(D<*k%rSR8|*0zK56pPc2(+$25jFG(m`UH&uDLs5C!?} z#5;E~wg=OZH7>XChL0CyG;H@6Ajk5GYVx@#Y2)8^Gph~F-3O)o+Yg`EORy$Qv!h?F zjZ50m3RFpBW;g?Nj zB%=Fgxy6q%DK(GYXrhjld)Td&6An`|f3pQlxub%3DZki{J!<_$BbC(RSlAbqnL zTjkjwg8BJcJEdj)pmV$Fsi7j@KlX4J2mIzf(~%)LojX-&to)HuK7}BHAyd>eXNnOg zzs!w2(-vFW{IX&jusVno$b|gbeKax>wY@Lxiew=b0V*mVE}9-hzz>d9E-?>soEbzc zx)rkK=ic{Y$r&M6U4J${ z`+F7GD1rI`RGexWg^)^w_shdqO4fvJoE`5_w*g6237j8Up;JGE)kf3?3h}}QP!5%b z-qU~$5gBZZ9CVhtJX-dNnOF{#yl!;2!KOa~8)8%_jdbu`x#p>7fdCvj6s*_elvjFi z^P^nG#5$U!6syx%7<<{jsp?fT-T~4)8Si%!+5|RsFfltrE*tRW^ry<991bpNOjlh@ zssq4>l+u!sG=YlQHU%fWM(sB~uN`|0x=!C0-9OuZT6qO%)(263aQCH{$h-GZ zYGQr=;<*hEytG^ECD~isp@l_70ro!?5lLfd{_c4vq8*7Q{I<^TqRfIVl5T#)B0*!+ z#*mCR;_}hS?(_M`caN|3TkD4c0nmE*NbCw6YUj)>Dtb@0;1-VSOo%bvZSY=BAenup zu+MSX?hSIqcfSP-!laVvA`qpV!7*5_p31T|saEbD&1=y=vC9lYisKrHx&%QnRFR1( zKPyxI4m>f-Uk!!EJQ_s8#k|W#6S_BdpTfcpjoe|a4N8Rh`)A83i>_Gylabv*pZOjJ zv5n%8a44dBoH}#{T&uIh0kRakygM?1Mv^03Pe~g&frpcSJHqQ0eii3A+(sXfQKz?s ze{z~ywvnb+<~B|?9^y4^0%}3NI#dWkgU)X)u6~HC#<->4eQOL51PSE)*o>Z$_*BRT zphsNkb+AM)ADb!Sxf6j$afO6}&N*vDQ|D0+{8tj(QG=I zdrwAES+yD&mNv<5i5OouyM=df;rrfr7g;`s6iBM!fqr1p#<;WPh+;SN!J8U7zb&fQ z$w8sv%wN=Kusbi=_#9Tc!u|iAKGi715dZ1w3V^rs#E0jgIsDLRrp`R((Ni|vs?5yH zx3-}72e7b^|K;&yBiwJvf>4YwLnm7x;70gD>mCWmx0iu4UxWE(nIb2%**`2dCtWGt z9wNI5lu=WkQjjQ-@mi-!v)NBU2$@{&NRn~;W_gL`yUfC{f4bUcJP){Wn*-DN6vfkD zMcUhf*0{6PO`0+!k&B~qx!T3vt36SmB=6Aw_zLEN7>uJ7cI%BMwprk7G--B0rCvHe zTyyTY*gQW!-<|zLKq=%hU1RbiVRJ2kF$pW4s^}mIUT;<8<%(~_e0403G+teZm@e1i z+B`T#bL_@J(S@%ywLPOSi+G2V-^x`KQYtICHTM1LN8R6jUTorIWTRvKqgX2C>mOq7 zh_6}A&07bpoO(6J!tR@X>q!cY22BV|g?LKu?cxm3GKVzPI#(M;*0e;V2b^Yo^sKaK zXHPsDOc~s7n;gi}>YA#}?LImZJ1P}L%H*s5_+Y2C^X9=l;3X(pNYK*XS0q!%2{ng6 zn?M=W^MHB|sY%#Y+i_LzakvV)c>aF|nGX>I6MP?Er+xGj_UrIk@-DTkF`gxa-nq`; zFx(p;>Kd-(?_8RH5~nW7=j97EJ_(d7?gH}>9w6NxVeYwt&XjbpKKU+sEnGNs`WDpFScORtOLo<3`WQu1g)hZqa0Pq5+GuK<7jNW6c$!X&PRK3%*FER$Qr5) zvtZ&VjW`UREG_qj>UMUxj*CN2511j7fLTRRhr5Hll10ZN(4%K?||8J^`KfV3EakW~^-s`!%GnhP`zJlRR4%`8M<2EU}p&$?B9F=~+ za_o+=)B8>9b6TZbjH<1Bsd6 z!-SQh1PPzsl35hZ%Y)8T$E!zk5nQPg3!L*m^^{kSxm;-dgE?^l%0gj-;e*n`_A47K z=F#^^Q*%u0#6H@@OcsJxyJ{oRfX#FuUSVQj5JP@N&)_sGc~dVFIZ$t1?C7+pMBZpm zGRiPpOXF?ARfFDB<0u-EmEsKlD3ekpi7exEZ1y{`a zhpT+z*k~qS)MKVU+of6$KdM0SxDXa8+kE@*T+(ZQp{J(@s7&-fV^OTvcfIaUn4d?| zHhq)cwH<_N8dS->93eIQbJ*Y46UC5tP8Se@#G*<3wd60z&*vsrZ0>iy68R0J-AJwV z9A_3#Nl$uFKjL7}kR^%?;u2ID%a&6{9=UCl?cw2=+m+Yh8EGTYf>>e1Y^3P-FuJq( z*Y1epJHGC5&i>-_apYXI4cY6+I$;f6Lx6(ZbSgfB5Id5^d-i*pv*pcUX@Tu97cAPK zUXgTXrcy8ZA?9+R+Wb}kqyMG4v&wzby}9F++4QI7C-Ie!k2Z?9))O%~84udesPp@$ zO?{slAW7{hs6%DCp*fCo4EFRugog4GmZXg;XF~mPkx4P zBrz@cMTJZ(*$f1E$yyy8?3bX!k3RkpGexVktP+1W+dfu-ItkeuQ!jA+mC&TaxC<`# z|2jEpMo80}YCY=lscJq~y+#Kc9_uP7iQZGX6~4l8NlyD}A~sof6;WPC@}HX0o{5np zW*@j@@eA(~$&bFNkMv~Pc*@qJkM*Dt8~pZ~FTbK>*YHNM(<>~QR2#&=4Kvt z>#u*HS^S5AVK)LR;umMJ3P^UMx*l5=eTaC_>Pk%t{S7+ zcMc>oyLVR$!%5f#WH^}m<;tA{NmYnybXQRS2eLa5l)WW`SIR%ESGO? z(Ta13O()j4g$2O?d%5L%u<9 zK_V`%IaTE#On^vRzIN@O{qzH?XN8Db#Dm3osqJj4Ms?JVL)bN>gK?b<7?FNUa^aMK z7==3gi9uP#r&n^XN7i1Ck4vO9l)h-c-Ted;=)68PGI+)45)xUI$rrVw@yWWFy6%3r z7@yxg6yi3-9j&erWCQ=Z!|u~ZRS@zU$h1H&^G4iz!g28Ccv9PWJ1bALyl*0RAsO>v zQqAr&tn>w+Taa+zQl@0VZoKHPqv~lhwdIx2%IS8|SrRivp8is+`38Hv64@wT7qSGZ zA~_1dBFp}KZ`_wFi!mS>+$eWGxAQl937b>0|GWivpQGRy*^ z6kYClj+gqu&y`T2BF4o3&h2&xvB8kl(KdKTEpa>GVcxy!@qp z$(KOUCw{En*W66iI8Fj9o47i+*kM|u@I6KLQ~rvz8h2W7K@S(_Gr9-*v;XdJE88fW zPT8}_px)lNQBa=yU3Ju$Sf#}|&aeL-O-xkDVz}y~s29+oB{ojhcU%%P5H&{|#Y7Ld zU38gM*DJwYsKSYgn(piMe4D_Wfx`%0lR|=u10K?WdXOTysopB!DYAjQx~Lb>2Oxvw zuFry|Y2PhMMv@_@mj5t*yGIiq$)@UZ!Gnhv)?gCGkDesuL|KlpK@hM28u!WO@8nO5+tgmRgvTy(Mf}A~4?O z477y)x5BU4{CrjORA&AsVKPW0(Eya-oC(GRY?GkMRJAw0TJ%>ozuxL9`E>Psl>x88 zD%2L5VW|6i$z-a8I92Znj6!hYO`}sW;qWR|zpt~$0#t$PSOI{S$&Dvtk#>W^5_zL7t zZsc!WUY?opT!~r8LwqH35qnK>_wX2S-|Q7$qiG?rFMKI4nG4j}OW1)E#<0R}1pbRS z#4NvUMw9Cl@qZ<3Li_#3RY}8+CaOY3iRQub?07 z@(LtyP3s7}BB@{EzC&!C$N~D}IGj5=8l}weRiP2DvuG#zztrO62&qupcR9)&#}K_~JNi#p=4pC$t~Aa!&5SFPjEklD2RYXPIWpt(N**C%>WtroL9MUF<0 zQtUUMefY`799O!ao7;BTg3OSStd#mxy3mI-YI`v{6^VI5E9b74057niy03|m{@;UZ zOtxFaIJTD-Ppgtz4qhLQi5^&vWFCHdF9RhIKHAiXFhDvu!k!y<__e(1jRq`zdb8O~ z6X%6TmVo8kDohr#I*bFd*-sQrOKgh|Cysu$7X&144*`79M2KHXDOw94K~;#?UIU!# z9|=M-(~JBMb{Xb^%PQSnLb2hxb?d{NgNPWh)6B5NaYmC$-D=VOW|_xQFL$&r>szq& zkphl9b4?k~b&R=PS9?JIEkMSE_8NbYy~Ostv?Hg7o7;0zcQ&n1Nj#ZMTZGZ$;jg$T zHR*ulkr}eJT$4$y0y-Sg1b&z0VimeM;zm<*$U;2l#V?-CTb;KzzEPq4_E%z(JObyd zG0=NjCEpyfIN;y?uekY>SKe8VeLxPS)el919xb!)>F%+&e&^akME_SvM7P)a+gs6U z+cax+z)AyD8YWt*Hp!P(H&q>{Tg|YWi9U(h;#T~vtKC=2k8uGWgo=JwUtLMLCo;yA zUdWE+7nf@WoJ$oh1z}-hyB-#*W~_Q_+*vArx45wX};G#Y=Iio%~2X_$t5YJP%h@N zGBKO>vwLcD6;VWt)z2c^$fhbd6MufPANWcU&%&`kymsz*zAT7f<>M5R81C?7Z}`3J zLC7crn_%F?B#5^IxeeK;^78{a*3g8ld4D_=%i9Xw>S%k61{qXOBtq&Rwa*s6Ve$4e z(6I@Gs>3Z1WD9|kQDInhk9g3*K`>x728d5Bxb{;`XYtz=$$xhd)Rzv?=x7TwNF*(z z&489{jIdT3hqM9e#Gv(!cI4oST+FT`EQ51i5T|vgf~fV)V7_=?g-(L_ss8pvaV;)| z{BmZT{AVTJe@m;YukU5nd%o6m=BI{s=LifM-lB10C+tlWLp=whiI1;Q^*j82RP?WK zc8Ue=8v|~FNoYK4wMNN(USLPQ(@%KsqlaBKf%~zo8{gtbXPT1(6ysvMKPS`LG{cAy z1d-GdVBl*mW_Y@gR2S&a^5ILv8D^hg-1)P3i>;Gh6Kc7%M*;F_cfG>@o6ycrd3cDW zSaWo@i#=MfV2DkZPWI83*4~EXt=}FDuMZ zCm3J5pY|c+`$9-$|I=PcK2Jd837NN@W=EP&^A+I_QPA>cJYWVtqLv_n4?2n#4>M5(SRUivJo@ye`ta(=QhhQ4k1_W( zF(U?nQm$L_!)Zzp%g?q__evl12TZEESLpRy_+l8jK-_S)Pw+VJ@!TUP7OP!3%vpII zYn+Azx2~RZW^kq`B9CdlCA+RsDo>7Wjvi-To#x0cuK1^I?)?1V&PBB9>WW3Fw)}WN zM>^!UIRgFOHwSwC@V)Lh8PbR%!2M@0kS!61eUib__UbotG)XPbU!|5D4!lqro^>f1a#EI`%WiSxHE? z4B;JzZAuP^=854fUJqYReOirz!&b!Jf}Pk2kwLYg{A~RJU_$9Q_G7WcZ+6%%Mo2aJ z9Xjgmj9ETrS^xWTJTgCsRG^tGc)D+t^{RxjOmA4En-TOEBV%LAq zG8%9xRd1Ml_ZL$0yAL`!?Zs321{KkxvGb=hLn8G)4W)Gtude;44of{w4uJpu-fg>( zX$hH!n}r>;Y3T~1V~V&joKRosQaZxUPIo-18i8V^{u_posAsgtXT^u)o+!dnJWljs zZmFy?OQsRHL_sEj?M)$D?~fQ3%753;vm2$0vEj?;YGI(PUEYhTMS7ZhP|Zoof$Ln(wK3eKElC=S8A3|Bt{cE9uX1hR8IUD zd{8R5^sZjgOYNy7-e_fxjcE2N~=UYLA}IQV+Y3q-7q}Vq%l?` zq|2!}__dVq)plueA9_LH3vc)P)Cupr#FIWZD18d>zbwhavu*r@%>(pB&&v?S4~fNk zy=a|T^jFjnQK3!2E-{Y)8?ISBVf?Xce*dokKBZ8DotB^96_7A7DOWv1syo%?FZ!_K zNe-mPl>|^r=3h~N)ycN&Ek-;wQR=r1uwMMjrfR)sNIt%GPQ43?`@{8sqfx;&Cd>zI zUp(zN_(=IW+-)E^THf9d+A3>8(*M6rOZnRz5(K&x4~dU{7j6q%f6t60_?xWbK2Jzx z0WI&JE#~1A1)rDctTLKCL#a$~qZUmG?-bFd@5M1;)#=hA-{+U&2Mb z#zt|pdZY^l1RV{yGCdniDLa_ptP97<1`50xKKgnp7WXmGZ+xKi{_~-s zAM|rhsHL+I&`QKpBkKjg*}tJor^nih@5UlfLZeVTa3aQ8+8EYOvW=e!jf_s2Y~sY* zZ9Ox6ofal22GlRA^fcgd+^bis7hcP%+$u|b^a-Q~ZS*VD;$^(}piqYbavumGlC5t% zkNky%%o|>l{j8jv`?JC7a7wHq8Hulv;QhAeWSU~ySSDO(M1+Pkw~i(-)kO(p&}4SK zn&&A@&lfOW@%jm=%5M8T`C2vc8TC6)LB>K$%0|z^Vd7=3s!9m~V=pfcf#8{pk4=)Ppo6<>haD^7cndy)8?ZaVdKWoSTQ>c9) z^9m94WNUbdM<#6#nsvy5q|Rcl_r9~i#8wnyTzKya?zce& zT`vty!5vl80*T`l&%RIuw*cIzGk*zP;wCd9Z0(9tLd8gV(jKm(M^@W01poBOX02JG zQje1u-d%}8>7>8bx6a~D+KR7tm%Tpr|2oCi`>$n6-h3PIda6P& zH?0K104_6Tql{SD=la5p8eS7S{aLh@%)Y%TGG$mu`XGk`5hZ{Y2#%kS#M5dBp^N44 z{%Eq(g3LFf1d`;lXcO8L!CbMAR9;>jOkZ`%0AkN?%K9|%& zO584h>ut8i3;OGH3iw|rxiXF<0*@bNNV1M>+>ZlEY}}rlug+}R<-aEKhv2iNBF^$Z z_Et?!MAZCBx>*=6kfb??JYfs5D=spE)lDRG!GIwaug#c>ib|WUz~9jVXNly&^c^DO z(+OKsPJ+jFnq-beugCk>&9Yro{`M&XE1OiLNI4!P7e^eaP{&r0PQ$>W~mZC2}*u6Tr17lO`egk>dl(j$(H z7tkh9C~AL#7A9+z4*LWJeyL$^lQRwfA{9qReNjY24>^czvR2i!vV=O( zpmE(#$XL#JMt=UL-8Y3-uT>y}xz5Sebx+9epgnnlF@xhf>YE(~N7zc-olQCdRf^_T zWnF!b?Ei`2Mq!WI)K@x`+<_t%kDM>@E%BB>TeZ=kyNJuPLfw1#sRvah<#-3B1;30x zA{y)!_U+Q2tQXLsi292V!$o0>v-R;sy%OP!&!ucDaqkEjGPp-pczDcerQDwUK|b5hY5Ei z(xRV_h^b}q2-r_SBegwXI#aHdHS9vR)$Sj zT)1H$5iz*f+@6Q-e)(O-%YfE-`(lj-@x{BuSeP|NC6tD=)XKXU*MgWe>QxdwAufd=i5tfwPqU^jIci?V$;fDQkmX!^~;d zU(A16XtKOIcKIWqU)W}!m(q*A_~rXA5hB_+3JN_l)m{L&K0I3MPkAJbNeGR_CRW^g zr!V&T<)(_oPquoSg5n0sM%HhHYKkqE{J%lCz^5r;mC4D1%V*x@1=?O|4!h`0`xg+z|=oIMqYgQ za3Wo|$GA8@hY8Q=eleN8y2{qL8s`06;Q^!V3BHA#7^2F<(m)V`0(>v({hy8qEI6*o z8w$A=`tiP3CV9=nCz-s3dyKxVSMvdhfFEy52!i$}*7!k!6VpRg5+Tpcl{ypO>MA$u zWr@o-9JtQt!fuMNK3szw;9_lkL~W;gc8RK_Gx0C-dMb3*a6T^mUt4|)C{0AIKvTnO zZ;luTbT?b*AqQU{&#{3U4i~H|A?4vGKO=)-my16I{P1q8}%d;JMJl(=sypdf?er!|IY@_rF z@rtOQE&5Ho7Q;iyCH$I+G=EPY%r}i|1kD260d1?}9v>k7BRKU`H1gk@n?0Wb+JWTI z;BYl#?lauvdOHa9&BOYxkm+Xb3wJVJ!-8eYO5M0i{VsoDud(wRU!{c-ym0d?SBVTq z7)z32WYcNjqPm;Y0(LV=?D`zL0`IW3jQr<^i#3t+D^xZRlAt`NVkxu6infg*_HrFYbxi#Gdrh_ zET%p&zf2#OukXT7ep9UVCGmZ^icTa3BC10Y0?qJwWCU(feBL)@jF&HXB@UK5X%t8j z*+##;cZA)bdvPs$^V{E>=dszm>&7MOpRIC?fT)=?n#TTPwx@3(>4OZ=w8kB6@mdY7 z7fuchru0plSv(D2`TAbvBSg{DlW}$a{zE z%~9vXT164|f%nm7o4NUOf+>Z?wC(nn+9}2l<{Io7sfo)F7X**Q+W2O_sNaKo=!X=Z z=XoFfin3l5@lBWi0pD-WkihR>LB|5kKz^$sB8AsD?0ORf-ZxxM-Q6YBupl4n$5)G9 z+Bsebl+lB$vt{H5+m&2lqD=y+;~lvWK_5N{xWmn$!IiPRP_Ca8!DsBx@AzJo;{PG) zEyJRY*1m1JOH!qgMnbw9L68Os0Y$n?V36)^lM|* zPXhi{-1dgiR8l>WeCh=;RS zayANq;B%%=JTAx+sN9}N?AfzJ*o6K@;rYeC&0PInAx%aZ8PetX49qkCZO9M_JmTI$ zydd*Kg{!l9uCGC_DDO;JF7|1{7q**Qll5d9Q#dy20F!_d@GP(vy11IC1CqFUySB7N0o0W4mr)%91k4Vk7UtW)mg@G1U9P zaGShE?k0L3lGr{d`2_2xYC){m;5h`ZAaJ49b{c|+hS9o2i zjN}6?w@M|Iyz4NBko$cpwbNF{`sY1C!)4c#VsU>{$a{+a|2uUvxpy*Wc6g1M%FXiS zidtj6mpD~GZkA?$M)gg~;8FAk!K+yVu9R(_xu$sY*ZWg%3T0$6ZpDh!>@t}~QiS%+ z#(%B%3c2rqAZ(Jv67@P(y`}HRZuWO(2b21>wNhOS6wmdMT4-qOf~d zXuy>Ga4;1AMdio!lDhN%g#RRAfw)YRh^I#|ZwofnP;9uw>?j%kNY9IUj#x@~R+X zMFHa={udjzO$F>Bxv-8g_o+_q?QvU=NqWs_LM7AW>t6{n6CUDw;9SFX*O; zD-ipsqbn5AZ7otH?~8nrPH8d{pPEywE50Xd8LI2O&I|GWCP;_-G!h&7wxX|1$Q z=BIZ-Jlwy53uAr%X#KgQJE7o>`Bo4=sHGP2gk#gNFTd0Ky$XUY=kE^w zHeg1I@a@~zi_es)-Og1|(sW=kD28|2Xa5uz-WM4zdBZ~T#uSf zoyHqMH!{^01CEyvj%YsRGx;b&KM7pObw89e6#3<*R}YL2-a3Tb}*6 zH5ti()8ajc#w3#{{lSh zW8U_C}KT+A;e)xSb*zd3C%maq*feV=gX%Xyv*#%HA;&}>jg zzEXZl%ziTt%Ae9DK7n$?wZFKSzM%ZK4!R~FX5Hlrb=hHFiw5>g>%-X~u3hl8dJ@oY zD40LL7m@@A3|xihbM6bQih-YI>}*)9nxYK)QDsAk3{e6+kKOhr#-rRlVVTjpyt#d- zlZe4WXIw`e-Z$jpI^1B-jv(t3b4K9%)>Z?qQ5HfIg``1`L&ft`EIjoFkaQsxB zH!o--69^RoaV5w7>D+$#MND}KZjW23&a~St;v{>#ufF9iTbdg;xOARzN3Hi^`(+Mq ztG<3R^8xh&L=cf>tUm#v7^##f36|lKtt|@--U5)#l=;(hcc~_2>F_iT7%ugx%Xjy-Jf|}5e4WvgdsD+_sc>{adfa+%Jzb*38va`9 zTn`BjVgN`y`ox~k@;}r2+`?b~8+2@lupGE35Ny^Y?`X-r&M%gnC%*>c!pqqvu<;0g z2jHFir1@8-WbT|=OS)NB5HZmEB?Sl9DppE>xc|;XNg~I@jW;e0p!3Am(8>g4wPONb zt=+wK*BjY~8G^&c8$q8+F%DwJpK9NJ(9Ks+JH9^Y`n}hIY-Zcy$OiBB$Mq=FgY)@u zTj7x9OKS=cvx1cd*kH>XYAqQd-qQd5YA@Q0)GxeNY<=??hnrmrBLn2HNE>apQ?>B$ z^7R}EE)iDC67-yyTI~H9k$?bN5U$@P6Q+-fy3uGi8&?2+Ew$?Fzu%q7;lkHjZw~zB z`I>1Pbx0*;N}whvM>yYkJ{rrcE!k^-+`^gtQjKI#w-U%lf(;^%7qNf-T_hrbPWrEH zSE5zrxA&;$kw|v3H`UMNbJIXAfrJ};xR5)V^AjF9%<1s;=HLvSBH5mJzwe>(NL)>t z-E}I$R?{(tpa7d??Png;WL@%Pp7^YO&Z8B5EDf(GO0-ujItgc^UAWMbjs;?_f!XG{ zmpmgiP~Aq(%Z6=sqk-?j?vIpRpnv-RUIl}mPMY<^Ny6tuUS$M~Vo+4S6QTPmUI)BF3jt=r}j;}a|kpgj}jXk3i~T8wUYK<5&Oka9gJts zH%@`1)oYP$dz|a5!wUzL*$lCq)PpWevX86I%b5s*!lc6KjxyB=tKuq;DQ?-bj^Jn>HT&8qa{ejc<3cI$n-CXOIdtjtCV%_k1zF zT#{H4LI{ot9|8OM-<-sHp|%P>7XLd2gK;x#B?1Skx3QL@qGz$d&u^bjfp<{trT6XJp~wdV??R1-(9; z1g#HTCE&8rHA-XORbYXle9_)-Ti~Iq}5G#TqQqSgkll197`E<>~(#n}+?k8`L0? z-KXLWhX~re&Vs2E%S^I&Vt+AyGJetHJieUyfUWW<&TtXjRuD+{`ibzZB3V)@(`WA2 zauw!33o}HXZr)hmkOyLK7odYjT^;$-he-O7#w_gKQ;Y=(zk@~xnj?e(>@p6=B3 z-jz?q-pnU-j!<0vQl2kw8r|le+tDA*%cZoYW4BX?SD{NZ)E+25>g z=B@Yu!PqBmLDh3xEckLKTJ79d{|y!Uhk;>Xb?9@g%=h8fjA+skai;hj=J@i_2Z=L! zZ(Q1Mz3Dc#&huGBVVAOzFS~occr=#Qx^T$zP3QD?V7$UzUpE2PvXqtf<+7_9sdhcv zaEed5VZS)6q>!5?Ru-I@H?d)I`@}0yb}-WiIa`SKcHTTpKXj*Lo!kvRAAgyf{UH46 z9-shVGX8x)SPel%;E4aP;3t5LQE_|V*WO*6t3Tv6SQW2Bd#CR+X=uM>oWvRFUF&|& zJgl1-CF-t;lg2X&gmJ?{7l$_nJy--xdKxYK>h|+qP_bXM3e?@hKSP}`rSX)p?+`ke zlzn7zozs7D*%1no%v2ggIDTj!bY2lM0b-_9C}GP#UY;+^jNvbqRGqq4kpIS+fzguV zBvz3FPTha}5j}eSVF~3J4m!ssl&JYk$y&6Y-H8nY#Og6a+wXJ=QL8eae`iSBY|0YN z-P~Cy3j}bLzsG#tG`xbKh_|R(DS@0c7nANB$ZRJVY%$zIL7XieyW}C@0wH11OED%Y zR*@Q?<#h;Pq(;WhTSd4%`)i!;7Sqac7eXWZZ(|WI$@B zFOKz-KD*mjEzCy8A$K=)CFv8s|2Ul_irRW7+lj$>+)Hl8GC(VD7>rC&Oe06@sR@(i zPu@A&<;rZh70L=-euapxH&I%x>tX-`Si`Go`psut`#qy$lh{BPL(;^IFl^{#%Q%+{}~bXI}Esb%F;up5*OZd z6a?^1G-Hc=Y^|QUVF%Yb+F}h=dD;|g{J7~W!RK$EFszpt&9Co|s|I*dgp{#ccR@u9 zH6rFmKd!m1Z+1JgArPuT@`m1W)ZpMHE8_8k%luih3$DLgC%-eTR^z>OOr^O0jl*}~ zXoW>at~5B%(cwdNjYbv5QHGh+L&~s7g#Gl(TWHNnHiqT6(v^e{@b^%5J6|c_mAKUN zCvvzdH9bGw9~Tvuz2>#0*c{%Zp7(C&#(1H!ePrP00n*;G|M#Yckps3~l{~Qux`nGA zh1ZsP*+(lG9OC%%0LbXmquL#-4!ts)L!NSF)_$~}$;g-(=F2FZ2p%ihQ8>>_Bp>HN zX0=ew(xe6Wm8O}0=$#*z1vV&wx+9oKe7)#@LI{2X`chtnTsrQ;t9Nkyta{Cwz=r`h&Bn*CZkev4&@A3={dWWWe~rvuV@^^iKc{ zovpDT!Yn;M^TmE4w}DQk7k7e1yuS5P9`(OfSxR_B=l$va))yAbIUjH@S@RWDw@WZy z$#9g!Cfu~oRd29n1(^&>{7p}gA$CSiVZLE`ypP>#dE}nDCt#qO@&c)4S+N(&K~4Jv zRUSh9lo%?Q(nTsXXa@PvQITB|dxMuy#WgL=#D@cps$a}zZM;r~Q{xLKE!WFk!)@I~ zpn>`EygH#CuX$7?pYnT!pi3X0@3Mh&x*L^63#>|D`ol%+q@mMcl1|<3A8?KUZr^lW z`MN8F5klChesY3q;`Av@>tEp$^K&|6w5!1_VBrvrfa(}oTV2=;7jH%MgKl$uJ(oma zj9pntKd73oa?=j0jnzN&EBv9>VOxeF^Da_o>&Dv-1k+@HG6MdUcQ%V=Gw;t#%adg3 zh@5yYB0U^uOr1uM6Qy*mt8(RGpiw+-_qo2?|Ngpxc49saxdI`7l5(51?ZN)n$HXg< z8w&O3wT+o_MOaP#72Qt2Br0G7Q@~9I#HeQBcW{;xIz%n%RW&IJ%N9I#PN|mZy%VF8 zOAn6ehr{{8Q5`N@3YxOd8hhNUqo-=Lwvo-s0x*sx8j+K)ldczRvYbZdtS17vLwl`u zRf@P%xI*8%8L;MM_awzn@^jfN3obqn{$gG?P15hE_I8L697<|OT#t-!WDx6UaV+-x zm!aPyXg}_7ASG8+AoeVpga-lt{-egwhh~q*9cs&k_gSB_5SRmbwlG5pmEnoqlGu$* z1(by2sfJtZ%bG@ZrUo^eez7;WHMAIH=1Ls=WYVw(T{v(J`r_w`>5J!fmQ!+$l(SMP z(Mii&H(M^yK`fji43D5lq<@nHxqxCNrHHV4Q+MnG9wZQs6;92NwR6ot&mv47k+tgP zfTO6KBfr*XezPxn;CD#cD>kpZQz^Sqe&>Ui?#_qjqYNYnn;adjw)mjQ{Dx$b#o2mK zcztNWCe}DXqMQQh@m}?ucu~x{u4~TAH%3I{mL8pu*JC~8Lu`x%dxLegg@#H~0A_z( z*KW6VLEMzIAB7mfP`s~tv1v0m{41|Xqam3z9G0lL@RN4ffs>uT8}>EU@jemoyIX=m(P%2NxA{M%Ay-45m@lzMK5~Y z%fVGUDz{!z{HI;I+svQkty!#UiV0o_Og}E#*KhwyVD~dZRZeW>Ra3WV>_K(}O|>JG zciHm`c+z9lRc;&Cq7xOciDz2EMH=oX{pDaeI&O*Y;ShS{RR8dkS*`_V^$6Tt_p4Y% z+Yg)075IN2%oXxvbKoR%TgjkP_K!8Ed*-pfe$uHi=L|-@KvJN*p7M(iKnT(%u;@ZU zP2rR1e;+P;^qSw9g@J^+Qt1)(`jN!%qw1`#|W= zHt}k@LfZx-h?TTHmo6R5J)I&x-$&*Ncw19)jO21VJP9_)jy2EM?4CsHry$4O-(N+i zJ5Qgjrne=7sf1_89n~cHuAW?-%$pvMp=VT)9#OsRrBxY|0w@4_`+-WsY$nK zhXz_&XUdFD=0|9Pq0+H!xUFC=Y&h(C$TiL_qc)K@DGmsGn}pK693J|79;QE}`r1mr zxg0M)>$#SK`06DZL8I4&gRJu|f={1>^2Z zoDS*}hEhI!?&4PV%3A!M??fM$$vN%uivIc(&-rcxL$Z6C9hnDRcIePaCw8uyZp!M% zSo3Eaf;NOI*irb`zEw3Y4*UoXdMu{P?$^qyiKw3_JE})xkVFqN-p~4*6nb3i&ZB!w z)xT30KMSLqWl(_oj-Kd8Nr#dwdM+DJtKWqkeN($&N`x~A3%~OduC3+ty*45uSMuga z>Kjjdc$;VHXBB>DFse|!Yraj=M+(+UzbNJD0Yr0 zddm7=OCEEKxL!UF%TAqAb`^_M<`8ng{eUqoxYNjSB9ejGNA09rP5S}y0-LX{h}3sj z`+BN|=@G3z`j9OD zQr!_u`d_}}GoSJ;pb%XTBy z)d+#B=EqmBef{I@;;I|$m3R4!!>DZoxL7@(IEzWWnkGt#xxR=64h2+lnDpgW4yoB6 z4JEoq3RYR~j+eJR{Q$#eJ)Rz9)jty`SvxbwW#78_d%A0e(pt=xn=f(kEDT3<7=&Bh zbQaZ5PifEy-=^`fu8ek*#tr={{pjY_z1Cg)i(Z+IrA)aejE9!`cX;T&cB@-@r$6~f z+GFDVF*%R*A^_XBg383dBWR)aaO3GwBdQpgoVvz0LDy4AU3cw6M`A}I8GoG4hYj*x zEQ`sY5ymo<2)KZ3-~xtF(V)4fSkYI`Ip-;oE3+@Z_QNwCIaq8JVlLOw8mD%|YhnK? zI$B@97##fhMgv>K@|lx~hv(bRZH@E>hh0W&a%+%ui?tPRett@h_RMC9== z20YGkmjH|!M)l4kGy=vrut;Do(KjqOxO;ugT;lclHo0cqQ9^yaR&a3f+8UP85CoB` z(v_$GC6>r%ZhIVZPo030!^IDDIOv&9wx$#qrP?$WWFClZiPFfOa=z75O+1lMg#ZDS zPH0ndiioH6V*QU?xvswgVayAVjTfg2IPEmPTc_ zVivvTS%8`b@?}?ltkiObkBR>=^IQVB;X(h`Z91oeWCzZ7I6@f?hpz;mO0Lp`a-8U0 zqM;yK6@C~Rax9)-nyD3IH8gkdLX7VTIanCbUGu*RC|HZ(~-Td%exlu5h0v!D%X!s@x zT>Iw9_W}+A!gzv+=R|$|I4bHZ>U_Jo^>wh1WBFIq$w#+`gFk;(*4J6T9peZV==R6t zkVA^u9&I-8k~G?cr}#TrIeRjtY7`jXG@qe;~vUsDeeST~dcHWhU_yXP3}< zJ!`E)m^5VD2SAR3@W4lN;XH-c>0s6e5k2k4Ug4)w?T*m31q?m$iTRr2;TR*!278CH zCTqM0!37g%K{jWW-DzL!0S|p4*N|caKCzDQaS~x1YvQBBV4AJ~WozlMjCUrQ=+V}T z3FhY~NJ<4bR-G*)@tJm@aB5L}<7bzzXWnVZT#a6ondtGr_$(Gukm^C`yZ^tTbjiiQVWrD%U z?aNPA-Ma{ZBgpM$d>intcwIQZlF+c%EhHYg6ngwzKuAJH9EgwnZN4JB$EVWst{XLr zo|EFGCVE?`91-KdT)h$coUaE3nxg3-;n|N*C)T{0e(z*9`EcyJMMMAdq8aF}Z^l zF_~-=D=r0rN!N<)Pm1TrKLyp(KOJB-Lz988}F*L{*G5j>I<_0NF3B?PRFz}1F0)8?#w_X+Y@#Nfn_Hv z#*T(>c(88+I~II{6p|zv{ry338bAXO`8cKgmn5G)!g5AB!lA*|_(oBj%CY`sL_zYH zDtTpvX;Jx5yC73h*_+7GFUO=6ldsjlW(%DMDis%Hrd5M|1N&Gay++jr0P2Io)q%$7 zF$djvh~lurc=gt5#TwwN%Hfpqd=Lv)G5=Ec+V#fJ7=_|9=oXCG%(B|E+mPwLHQc(K zVQ?L5_I!F*q!Et?w~Z}q*XHq?aNebtRIQBa)e{wL1p4l+ngHtZ>3VOu%{(XQ8-~{J zGlE945FzoN!t#OhkMYvc`k6AoaPS)Jfda;C(v*$rx({FrZf z+phu+`XptY&P(sl?Wz&-X&-Y1WfgfbjdMu`T7O)!&{4l_Jgfz4d+2Csjr&s?49axK z4M#l?L_lt(h~qoiVQ)JnfG5hHv_0ohPIZT>CSobM5i!fQhH80vTxr>tBUjTp%ySkl z{3!x7-g;52282LWBlD>wt~d<;vsCBtP9VtUkD)zK|I)L}w=*c(^vxuZ{^o$oTGB~Y z8QpZ8r@PT7hO~`JHGJsQCt@#Pf^~>)gBl@*NK|F~c(mjULjHfNj0V>f%9JwU+;n7u zEb+eHPZu`4Jo1Kn(HUWh6d(6W=+0J0r>nl+($21WxCX3eXkD7GQL~&b`7p<^Np6Fb zw-`YtKWGrHNXM+L)DDkMI0hAY$%3O}g>^hnV*wJx{}BOpwtTS*zJ42CXThL9 zUUZ-N{_Me6RY|zXYe6Q7?oTWGz5o$TK;{MK@nQoLv$k6jhe>Xyzg=Qd9R2ANvCRXz zx@abi4LpuuTq&sl7^#>~Bpx=VGH9^%00)bZI; zTtXyY$Gy~X<1rO=jPyrW%~ypP?n0_0WVeBXt!UJV;w-XaaQzB!0WzBd`NK2lLl9<9As{ z80)s*;n4;W+UIg^py@-p07W#F(Xd1zRj$UOZL-Z1JXMppESyZ+VfbB7)=!PShSzqW zI9=7f-BNKTREVJGANCSh*xmeTk}uo(o==f~e&;ejDEiWtnB7tYf*);RuOy7924sT> zFJiWt2je3Vy1EvJ1)b8kBAc?lqW4jQbAd3WRz6ws5E{p3o3B(9X3FHpEwVqAD$du9f@gT8pWmxdA!kJMz~)tLiiJKAcGQ)l zyL|?)H{U>@n7Dl&A(Sc9phL@1&8$qXr4gLvCo}2pS6X*U@K978NCEi;nF;o{Fj6sT zyC-tb#RT5yq*D;OgR4+Ot|*3r3@v(|zrqQmE$pqVIHF>KM&x^;U4yr`PnI*mAhQ#LoLZ|slE_8FvE}VKk#8DOK zJFwTC?RKk@l<6pM;OVF5;*B=x)k9=m;{Mv6K~qH!D^3$5%40cfeUv{YTjOvZ`x6zQ zy=d#S%Pa}JhM#fTQDVG1m4JB95+Ou#{q$z1eCHHsXlqreDj7}QSL@%l^25SwJ>Zy} z$T?Awb?BhKUp{!2)IKy_LKsjg3EGR1s!gzS^-qw_JCLP6l^v)z^Kxs_344g;ebkt* z$yO-pBQuO#I0vmbB(sEx20rwBgZ{fbc>!HVg4&6k53wsld^H^c$59D(!mbw?)gfUW zs(%*XAH+#0ssgKC=i|r28+(X#l0ppR)bSrtj!aVUJOMO^fKa6)HVTgs(ka|~ou_rK zd1%`|jyCYkBST4TwS3#d*H%mEea1tlViZ}omOq->5ApMnw58<&<>{N7&+I0`pR&r4t^@h2ZToup`<4=K2R5()5T3TSEn=_jVFRI+|aK7icNZ67!9ur)?$ zKorH|)Ied0)4kqXNFu#lL74dGR!q6csT99s(F=Kokl5QEfMWQ)zfkJrVUWHSl>QCS3D}xm|2d96#sfmSNvU#$tIAC(AIjP5T%O zr?lvcYywt=)wiUVsRiE!bq+mtp1;4cg{FHjnuiM-w1KZy8HmuS+l55Q$7^uhrWoAx z{gy%a$+)+^Cq(0mP^SC6Z{LEVh%&b=T&3Lx9`X0?Le+e*vT7M{BpzyI3suqyS=@}y z47GaOi?_O@jcvzoW-Fb+(@|T8^l9=v1i-Z796WKpcKA9T6cAE;p3Vu@?2mDy-1;2F zgfCMejY9@4<}uNF}yqGIT{yURjoEF8$Q_W$*YN!TIUp~%f+NA z)Oa`in8Y#XepzT|zTp_;EX65eu$a%-WEdh|H5Q>m8AIJG zC0Lra2ld)na-Qh-UhrdE6fV&1@cEvg#8n?W+Zq35e3VjcR7l!&rON+-!;lzFy8!2w zXH3u%b0I}ImA?-}j!k^Iu=%{p5(wP$<~v?=`OS~?ALC>&F?Mk-G&IU zaO_dm%L~$l<$s1e-V2Q9LgzvVD3t>3Xfxk~i!$;V#&FMz4u|gB4f)l@B)5Ce&NN*P zWgWMpTsWAg!sc1Ja46GhS*RI|euJEr3gT9RSMBg%Gt?Xy*0ie0X5X0%kb6EP4heOkEp1qU?Y-V#aCF&lU}Ww#vI!*yI()9X}hHqDw^II^pzWR!1tYF^-?eC z(?ja@zg8P7kMN~TPE5Jh+N`i3j#U|v@_%m+CT08Tg|BkH4WJI{XytJbe8J{g=+SR& zUnKk7DLCV_Xz&v@RK$Xy0^(kfy$$y9I{gI*#FEK*v14^J4ZJ`a2rLeunw?JDj^VP9 zfuWU;F$I-e)*A-?H zrpy}%+py-|AE_`g%mc}(u%lp6*g6{=V&_+JK*ZFZyc464jcGtBKs1fn&NRsn@>G!Z%F3tL=r>u{G0ynqYlZ{u8*I6z&Hij699X6Tzvy)xe zs^91_N9cHDJ8HUL*ri3k)WBp|QllVuSUg0B+F_B(F8FP&#!$l4g)x0~5wN|QG9dnwjr&2|?kso zZvqnMEuv6+axP}Q@EA-1VuG7fU+MY@}~Sq9VMC|uQm`*TLpTjklW@ht2W7z=*Q ztE>^56N@>cw#v#0K!_WGseLMDL?9df^TwzwMAW(;tv- z!w%X}QouwY2TnWfh-PnA5W@MUi&92?u3o}w=$v~m>-VBPb2Vf3x%#B*Y_q;=1{$^6 zS+#ZAV|SG?7DN?BW2<6k93>%40`W`1EKXz*D0`vs`WMAQ1jh-ubCkGmC62DIugJ^X zth9TBb#S*is`)=rQ3Jnt>Uwl?TBm&TwT!B~+~1vz7HYO$8%AC5>kUiBVG=ixlIx~;WX>%O7BS+B}OK}uVVsn|f0<5$J}yV)1qC^i_Mx9*6q4xw+w zxdSjVS>pQ$whNJG;IYxM&;y%KY$Q72cs7tMs}43tdY0r{UlOvF$Fn=GCg*%f5Y1|HG(;?*JM$AwSuJ0=$Z)q)ZwT; zhy!Cva(Na#Pz2ef-B_zE%BmSTjwN+*|4#?#uBHRbkL z!{LG%Dwby_LeYR;rH`6Z4~BLSM!RD7ibCp+F%+Bc@sY=$Qd!1}2%W^HE8zRL=-6Iz zI%!N+G~Ff@d=>!+aKBiS*WaGDyDfU)a9G0P_O)=XHm?DDn7i_mS%8TCOn?c2U~_m8 z;v5>`e}eFun%6tc*Dt|e`ejx4f^z*&F&LVpnk969b~MTTy0Jyrl?Z_u$77aU5&SqV zY(zp?36mOwij^OieZ^kou{^9lp+O^Q^2IDV^^2Jj+hDUNHLb!rzbMQ~#OLD-37yzr zwkucAD20wuGTJIPXK8MS@WyS)^c+STe;M0O%ch^iD)RkC)Y;(1N3eN=${lpE80^~x zIKD59cqS2(dP(1Ay0ASUB%#4BH2#c0RCpNy2Y0d-dVxp6`_$>&@a(~Gm)R5rYe`s+ zsOi&82^)dZ*7>2`$(FCe&pG6eZ9b0FkC&sPi2^*jL^qqxi(`(1KMu8= z6&ZVc5Vo8>d;(erqmkaS(cw$lz$U|PMUM2ECj$2?E7-i%8_~7;4)s$Fyf>cU2Ilc+ z+WL~=zb`)zNC|UNi2pMh=)wfeFOHVhZO=fR;r!uz)MO;(Hp!xFZfHq>&p-yXYZYqwW?;p({Rmo` z1!>-A8Gu=)vlXETltGOoH$gf^DI-bE0y|Wm_Cc{0p%2^d)tuoCL1xX`vR$ze;0FCv{n?D>iF950KW>XfMu=67J-hZe-PQte8rGUaBxOsRF=$xsZ)zC_b{NEJ>!;w&ju4a6r>KxOYrFY4&j?=mET!)OwP?Zt#BX+dxW zli-kYH?UIJQed&Ze%Y!(W&%r8dIR3N-xYpGVo(oxy#QTb1H4CNDH=hI6ebv5G2u$I zBYdac*O7)?=1MRFe@k9H`Z@bu!&sutd#U&9CoDd>K~E4cb3ceYCH!kt`zuW3 zQR9|4E&lByrH@}-q-MYayc@Mt#KaD#3a$ghrx1bRb(=r7n~a=D);P_-h;4GJ{+%9r zvGorNHtCZ^QyB`RI)&`Haw1a==RL6SWuj`oSm|J)jbaaI=7AU)_^zi?^IXoElEzS` zuat(UG+em0luC6hQzNjZWSpo{Y~x?~2EHs)5OWX0rf_=cYKnYBQw(xft^WiVe_P64 zfYN!(x%fvt3n3M);H*D3%gNSDAw7>O$RD|ze-aD!0Pv*;kaXUwo6OT)1M{X9+2(qn3>dqA|prBSyzH;tqSF+9iT9|3`$;l?6!_kG!JO5 ze-?TGGqWBKCQDEgJ&i{V^EvLG<`51Wa0BQc zi1$)Sg+OC|GOC*cd&J?mVH-hYl70e&{`4KT*id1HeWlOlEhg1aBhjRoRXR0%3k)Jb zJK)T5zrf2_-}OYSFhml6R}1b%fU!gj@bXb3wGbAq1FghmHA=H0KozOHjdm1w4=x?4 zjd|l`f4eXmiNMijy}Lj^d~IYF;r6R>^qMX`Ta-Q+9jlw+K3r-{^WJQ1N{$2VN|~<9 zLiPP`TSFG;gd`3#y7KGmc~ed~5>B#Sy-LV4U^AU%K@_fnkQ zmf|q=i);z>8)YmnRRKFYw`tT{9x*t2oDn1h)I_o1yPa%m;|d?d-LI4dylx0iM{yUt zEwlIvSm*1J{aq)~61=I`OVY?Fn&-Ape6e9RKFDo2`F}ZdVo^_f8rE91^}%`^wFERh z$@WwMs8IWhQ_QEgFi)+QgosLel`L5ht}ll~Z!d4GFW?{sQsH?_8Y%&KDe{@YsZa?57%CM`+J_YZeMok~4oF{|AAk+wLi zkX2T<7eO@a?Q>r7UHUIQ;KKckXJy}Syh^@%a=oL($Kos3ik*a;ds@fl_r_r(Nz!@~ zxX$H$JyA@=7r&VHV?zG7UA@33uxoEJ!cL8j?0DrFY<~Bs74!Y1RlQ{!=E#&l*+r^V zJu>ujpL+7e-RYc3+)X%-DJXaXH>D^u1CKTezvIz|UF?uToNZ&;(opJ3^RRw3e4l%m zR>BKm5gsqZXxb{Nn)Cafq`M*vI_d>k5^}0B4}N4DrX^-z&zCj>+pLUiUb7Rs)%mqc zxBxaCPppNFIrv;Ty8RZpl0zp!ADR?S#sB>xyZkwwO3?U{JM(Nj+&m?SAHCl5Awlfa z8<#Md-Q?J4C3^5e$hBbTa9Vy63vp$bNA+7=nDIIlCpNlJSg2+r{%+)-Ue7DA64Lod zhli3f+hCxWB$1s9c)MTPJb;IOH=Zj8=;EU3LCJ!NXk0;rS3bBfo)(iCTAJ`aNTmQ^DiV%}XHn@AqkBabN8=vXxO@1mSc$riaR(T?Uto|R$^gK^`?+T{5Z zC=j2Y(p?cQ4GFfAPGND`-hAyL zae2#?#pXbK!xgrOUvF@A;DZAV2Pd{Pth>*=9s1gIDYXsT4%3Cl14QM8gJw5?#yNw; z%$Q((+7^u$a*ug$#a2fzKvcuOr8{w^oW+sSVW{?)GQ9gfpM*MzWkZd_Sl?H#XzNHZ z3fb-8`}2Yl#&`di2CRQc=4O~b)I5jaNWJ`zLM7%?XP5muJ$ZKi>J2G=L@le|;gXy# za|VJSo7ZK(9PlSHExGpZAff~zbPo17%@x@XRnsb+QxalG>a%r`dnHiDQeC+ttQ3so zP-A#BSa<#(ag00jwYeT7gYl}poxpwF?yCfY{fALOj<4-r@55hj4kyPS1GEQ+21p=4 z4r{Pi+^=swCT{)dEe{P9NJxO7_M%WqzQYVp+`2)4<;4E$dQ7t`H6q}YBb1e~ZJ+J9 zzoAGdiZbW$jaf`97-1If2ror*M+cy`0_p2XmuN}b?BGTKZC!)i_@PO?csP;WeIln{ zfX_kLu?rJq`7HtX8X#!-oHF>(xZSX7R(J_-S+kocgm44p%nZtHVs>f% zqgb@;M!=zDcqoc;gHJ2oYj5f>8xF=Mq(iI9alt!m_3T}J#^U#0%M}IJUcTSlr`nZh zX@yRUC82d_i>?5lYlCZ6H0~#Gf3;wEd#;MCft8$EQSxwC+_H2u$f{b7h)MVadg(zm z&TdE=%n6?|;r`nxMDLLB4xO=zL&@8+J8q(pqkfHuL9S3fbdvQFKZ!;z=0Q~CV+Jyp z#gF^Vj|HUY0aiC`aKRBBNF!GE^i;|l`uQbJdT^(r{V0@T(IHeX&5=dIbU7!&MMps8 zZJ@znEC9e9+Jwx;EBGB7bsXeVKPIB_w_=Y_(^BIzsN{gm1+ZIpmJ25yd6sV`RTaaD zd91;5?Q~$^fK_#Rk0S!fY3@!M;+>ftzKR!njx4HqOgJy`s%uYtv3F+e@a2~a_nwOb+mea&vz2iA~-8eK9HSgsWuI=E;1 z@s%IgA`4_7In%2_073+)1+czd=fwD14?J?gkBYBir?V6sC%mf$cKgr*<&BY~%UB%2 z8-K{^S8sjWw_ELA$E|W@#TT$L_PMeft?TS|OL?edEX}B=Cz8$Twl@nlW;pp=91%=1 zg3apdZ2AYo4zqC^eH|-4`Gi#eW?kemA;IQH0#=r!UUL(Vx6J&|X!sHrB>@OE zNSTFRt$4DYyZ<+g@2S%P(7rJ2EIdhiyO zYE{!xUqzJZl8?l0`|~?4Gw9qDQ%QLY$8O(n&FFNjK0H*fzZ{3N)~HvlR|ZgIZ9K~M zL=uUM3N9I<8LMR%I#i4=h+uT^*^DAj`3RB^%{+paaej9Fc^~a8`42Uduc0{WxSzR> z_sba!>PgrZnISwrmwRB#Q6iU|w$FrQk$Mtf5$VPK2S#hV5YU?h=;9Xzsq$)?=OE=g zCsFw4rz2#hC-m71Hs+;yptB+Cmr9W7(#fReS~$1g7TwTb-BD0X$s$hc7Gtv$#pnQG4~)bMx^VV z>ESPMaEr795k%}^HQ>>=?N?4jO~@h)%5`TyZ}02snNIAzTw%6W_tN<{8-r&K5(c2B z?~Ine_+0nBncQ$&a>Tba{)1ws^k-Mdw!M-*<|Gy>#R5qo@exa1q?$n^`VT!s(3S}T z)QVnI552Acmiu05T>4ODs_bTiVZan%oXkM3G5`BlYvCM*6PqyzL9d8(fR#n)Rhk(5 z=CM^>?hd;b0)!^;BqOMoOzRK=$~5r0oM#R2aK0(dyW#{!AhNG=ULkORlFRsqfPDxH z2fn7uep~y~vDlW@VZFE2rFlrLO?soT1L7MCfHPMqJCUe2!bvVJS18|_DwfVgh+>DKOZ>bxlbs;Iubv+F`LY+#2se*D(j< zC-Tq;bCS^lBjX90k0{Ko>dwhh3{zN4>8zIm$!WP9cQ@e|dm#D2oPdtx6WBCyaQZTs zP^^Vh>rfBk-3eZ{@kdQ+ee>nw@(?f@=Yh1L_kL{G>1sl&d&^m)(xPWV)!@x%n_ML& z;)y)vOh8M|a>An<7iV1(*udm#dvr?tmcDQfZJz((R3X9V2C-kFReL4v7gjlciZD!e zvw`>jHTUJwRIcyenb|^Z^H^kO%sktb3}r4enTJSbk}X3h!f{7yxRjZ>Cw^pYdl#(YeJsXI~}^&9fPp;yY%pGJZECOf{WI z31U9E&GpSr{lLy!+$9fFA&vH&1i%Q8z=4}b~V@n9wru3=L(@G4nnd{$?yCjrG|7hUM`-7M+AA6#`9ek$y+J>m!8pI?#m9ZS9wK$>HDF_ z2W^oGHx4F@JXz$}{T@(xxn2zS7_VUwz8Lb2`TI4&wQ5_Yky*PdIkj(B-(Ff@g=&^I zwm`CEV4q8n_9Y!EznJzDVr8Tff~FU7ls;!p|A?V9k}@f~fHin@(U+D*o!0As!q5Jc zl%kHh&|m!QKLy;&jD^^f6WqWjx0Ou*)W$Ct8b*I>(!{Ftez_Q^K&UCR3QL#DUa~V74_T>aGOaysv4FoCTpX6 zPFr-76`>QXwvJs;PF06K{nbFZq4!$p)rqew>&DtWn%*9Y^G{FEJ|;QMF^tNxNcp}} zTNjYJI}68HQQp&X@8~(hF?TyzctZuB&lMCQ%B_K+QpGul$ISI1mD~1<+)zGo#ADe* z{C+>yCu@Z|rCmnd=+Hq<$1LUE27UWv9Aw{6bcaVzfGX?OyMi}DX7TPLN2QiFkh5m4 zS$4I*pt`;L;_~>NGE3f0?{#$8jBA?n0?<23IA{@I=pO^QfGd~kw(=SokaN8UP(C7gAR<>rcb+M*vvted*R(kgWrElsg;jsRp z_J|;30<=+T9Hg-+v>SI)MdzU!5a$_VNS0ug&cH-kprZ!)V@P zTJ!ZYiI|WV*~qA}Il;U@?{D6wfl8IOq4{Qrod7o~rr$l7>idH0x*HZafVm>5I$JCkE@n#o!;CN&`Do^a`>o0LJ9ntxNEYd3-; z20)nqd|xWn8l}|UOh%P@J_-#v-z{cUE&eo7LfX&y3zNkN`s1b6_tNt_w_O;K9}QOt zj0$6>p#gs~IX{Z}F3^uQ-;87Qq(6*R zGA1OGi+B7jhL2>uC!dn*^e8G~5%;IcUsG~w6|Yq1E|k?9&&r=DoA4}jZCa6{MbJF) z%BHZ{){G92H76@6Tzf-tki>JiHr#zPOxkEO(M40?r%piC;u$k&5+h7`H5A9WzY?_g zOu~ZBMwM_g&{sDsHFv&3qorI;ln+q79M5GGC_cwP69hVp1o~!=eY^niFXm6PWyqf6 zR5mZx7bJ6hf(GsP2`#3|7&F2khb-Tu^wehXffw&&Cq{Nc7RcXXJv!VwN!T|ZAV$!B zT_+VnvYfwN<>89zEH${9lQHGFS!PK!sJTI=MFhGQ9B zsFY_+_M|Q%LDziG5n5GP=a%kpXTB?*5QHIvE=O` z$^gY1p$Myh`)xDOUhy@4vGslY0(PjCJm*LBkFp@WU z+h_e6xWs9r^8JU~+Xo)UFEhALUq*jD#LnMrrAX6RZ$jDwO{s&bLcnH54G4KU`-Iw& zb+ogwL2H>dk9llk8sCL-Ivkrge%1ZmQ*K3QF;T1mh=a$F6V2WJ{lUzj^;WUZ+~eA< zPZ~Ei)WZm@Xht{A9Hb`wkyCLIA0OWHRL#HI%N>vx27o-z3fp~w;rYUdu%5;SkEt@x zImtk&$lMz_O53NurH1HU4=b_FrQ}W*))-!?pD1FUp{TSHEeOpB$o#eO-33#@|L8H;CthFiiSNW zS2`IyzAU=`gKgs8>eZ=}1{Ebo(V}jqSv*;t`P_YMQ6Q17cy2y-ELLVHuQpAz{~zpW zb-80_M+83n>_|90xDA! z(4L%=PDMIn@}CrfHwr4~WI~x*ty?Zg?RYr94Er)}`PI6e$S(w_ibC2WY?7)x^5t{v z2kFf!+0>#r?#XG%oUE`sr^uiiaPBmaMDjZ#Y=T=~LV6Nl>BMjC(<)#!>A57vD^VgA zNQ%N+$2M-p&xvE89iBZ38ldPp-V>saJbw#75v(-8L-Q~8&g88^x?%Cu6K*0$;*|WI zOw4^gF==tHd@8>a$BsgKW>?SwonI1wh8K|ME)Lz1f0yd*wDH*q)U<)Vj0Ncc}GU zsPt@zSx2}!g?O?(PQ>UeG%#pqWlG=#ZLB)9-Qh9&i3@1B1mDdA4*(d11%+t<_w+QQ zN)GnKX8u-8b%jX*fXZv01wO6O=e9RqV#v&K5kxlm&^Zc=a&-U#-uv8+?pG66&sp~h zb6)#ypuJDhWuxXE9( z>)JFks|&~2>j?O0#7S*IA++l#|76HSCB#g7JFb8GG?Uilu=?}S&V3QHIGv0>VKZQS zzt~X?WzJ9L0VE)W^kZcU&;rG%mR?(ZYpChJ`s4djt{;&$Rs1LQH><4ilS=E>z?f<$ zaV7OT6aSRgv;MbtA(O zg+f*A+=BH4>MvNWHuI!sBp+!S3_rd99%ve$0cLk8;+p-Yd++Q}N|pO$oN6ThPk^{E z)uR2Y3+gA|-S9$x=eMYKINKS8JcYS1E=+7V2OYf0EH?O$LArJ9&re4#MZUQ{)pCeE z!_TIiY@z1aW82eWzD${V3<*GSV5*aJgIkHJd8d!Lb#>~FS~UOuQ>I84!(~kOTxZYD zhLilXN=l*+W=6@PybBoSlHw+#%>D_NgAShk`Q4#QrcBl z_&aPtk`Emej-8Y>xSMx?2cD~Xv-PjA3dmDKc1segClh&V#f&TVTo9~C%1q*{z{DF7$SGK<| z@ne81j7`TO4cw2sqo2l#84yJV56Xle;&z8lZ2{G8~iu!ts3 z^ZP9H9qzA%(c~MVl9kF$O8Lqi5?}%8*r#>@G3C%hKJsCRngETr82^B}`bla0rkrNFqmp ziR*$2ZZ3s%0F2XIbi^!?iXKkLxzWox+nQTtEBIWp|vG(u$YAZ?i|AXj=6gkN0{HpYrJt_{A#Yq?Uet@_K;TB#AIc_-AR9fFDf1D14+Q;rN%c-z_AUdisr8y1ym1*6wuxYG(jquk~7BYBIq|?)%;sm{~uPTJ*HkU3v zLWaWB()=@(+7vIdu)r-b0(%DBt09(JCPBsj%4750-rPba-P$I8;M`uC!FS!w$Zm?jkraJNxVM7(C?r z3ELYQ`ekO1#WoTFeDb(c&p>nb-YGs3kt1J%Z&s%mhSi&K%Z31XfHvqq(e7fNg^Jik zsw2Ti51ZN1=Af3Kvft;&2Wlo*j6PCCIu zsI^$=XeEN`B7Gpp}i^o5N}j{4Y^TDM#SW>wU@NK;qeAP`WC`y@ks{qt3#OCNW( zSC>aYATHK>;=nI04^uYa_2h`DILQ8WwS`Zp^gFa&r-0Do@qtvKV?Mbh7wd)PNROz_ zp9)XG-eD3p)|`KuoS1k4h`m8U0YWb+1<>?$rpf}IhG;ZWL=#kY*GdyAmHteVPg2#M6g)waxkUO(LNgB-rOZ} z%8dRw=v%K2YK&S-N=E6-F9v_ik1kB~JA_(-Nf5=%I+1DeTfwqfoo(CgX0@HJbxG(7>9CEEcOJY8T>}Pu#D#MY znhK!J98@Xva4SsiQR%(q#WNf09S(B^7XjLjOnw!X8~++3tkY`8-iMpgFX0vF-3{ot zLT;pu(Atz?9>|mepsHz>F-^HUhNaaQ#}cOA0V_4f7M5huksCDd;x_&}#oiU-3s~nr zHZt(vBdHIyg1Kpf?&79Uk_d+Ae(cC*n0pI)lv6Q{lrq&Bol}RZ? zTZq2ePJ2dwt#wl$8_o12y5qgrlh2hci78jF4~Nc8y5wr;!#H_2M#8D66azn%7W4Bc zLDf}Q_SMhhdh@(R_MK6EgD@EWHGz(qpbJbI229V0J4|dr7dg@Q7u44M=g+6KHdaXF zd8~(GF*!0o)ikJ4R^+G1Q6JixjvDQGA;y6M8BdZvKB^kQJDf>P=lDwluxhuRUWJPy z_-Y&zG7j_=; z_Cz0fVikFy(*Q4aFxzbIF^#xOg@L#kult=Rom-4Fk*Ihwq?18R)upi7E|8SnjCEpw zM|Xpp60KHW!BIZtYe#QK#1B~erL$QuF;%qqvC?y`Z8=!RmtaK^664$(q3jl^^ug1& z{NIUf&WZVz9^VRd`&UF8Rfs0b&zonh=D#o5>rmHz3Y@?Vnk!hf5EMCI+*(p3!42N^ zw_WQ9@BCncURS!sPPY86CE;1)+M7$qM^ha^Ea^RgX#-titWrFtBmr(AvoSj8Kj?*{ zI&obLZ_9KnRl>Gd3I+84U)5dVdt3;}&@W%S7 z-?L8~Gcvt1j_P6cti;H9LO-@XzvQqd@HJ!$E!mO@4*;J(?8-+iSok-NUAQD#C%`|w zC-9rz$|u&gIJ41jw&p#H^M~%<*k0RRul71S&*QhKsi`?lW3f6jUZD`Gt~s52H-jvm z6k9xv9#XhlE`gfOp_MIhyju9S&Cs4aJVJ5haAsOwGY_QAcX$;wN1~h1jQx$4$SA# zqJfS`TGTwz#sa_$0Fd3=cXXirktb+H61x*?OYQ}AQxF$yQ4j7Gk7)G&Y&u;B2lsn> zW_<#hz5p7|aL=p4=SO)&F*(h&3ldR)e`M3f!TEi;ICtNS|IZ!jQ?&~#9v;0TmPny;q=d=K13G_u*}}y__Lc!^ob)T;1R*~)b0X8 zrqrY1ySl1cbKn%Rl4uyD#^BS;Z03-I5DavnYP@}mcrL@Lz<<4Pt9&4fsP1**_av#m zdm2)`a34UAHFvkpT4ggdl&aIXI}My@WV3F0=VhW%e%txt5Ky zlU}8UJ*$n%mg!wx%ilf~ncr2c%`}nvENs@W_V8X}iV{!-?=VX(rjFL5j(<7N(c69U zR+z^lWw%*$plwwwbD*Nh=*kXd-n5#phkUe_rmkDt;sobOXEUCZtuTtY$(2;f5>NN`T0dNbbDX~gr(tugl^Y|Bpi;ioRPFgk!?Yz<{7aR5UoojhcVgkUwoMc3A z4&rb(TZ}7Px96gbM8$2gM>p4=r)pI{Pivd1}H%P0ko9A)Re#QA9bEdcliX`=2ctbuFGVt5$PkfdMS--P6zx4WqI4j<-} z`5}q~(E!igivcW}I6r${B)VGS5PE{e3im+gcERc6{eW5=|LbEo+4lB&0t6lBZ@{-C z&OgFKiZV_36x)PyDZaWC-&~hRJ1am;>0FDecAu2u`V9~?>(6q7(J+~R6liS@LPG-c zSsUt{H);$;g59e8m{Q9s^79o|irPmEaXK>*D2#(b(Be}&V8a7ng`A5SJ}C*OG8R>w zTD$!2uYgHa_5A%CH4zkTHF4}IwIS6N2TL(Q?da z7uwUf&U94jtxaUl%oi01RFNk#3g~m43f=*pc3hjRea9`JP=6l6s+@NS8fb=kLS*0p z01W@dqBu^(d_*bh1hcd)zDh`-HA8aU=m#rHD;z_C35y{d#`hpBdGt9Qn8-#^^Qr>@ zX@E%+-}k5(V>hQNWQt&w^K9-GdH)r@4gRe>m|%~<-HcKM4I-oLTRU`()N=6|&=`7$ zRY%@`&>pAs=feTVvyW&=!~)?W+QG&Bv%7w} z`5O}h#EtLm%U=o|2W>}oQ64wgr;x+tgD5V%1l56PZV?pTJe%(h9ZRc4t#iHW7-cx% zsOE)rST^lNT#QD~>Nd`O2a7gjOvpZAbrK!bxrihml&BJ0I)JZQLLD$*jL#bIAaSXq zJ5K|_E7!#?nyjgAs&ezg2`z}6yNDc-&Q7*qoa11L-vNa`T{Fm@hH*taM2Cs<5J5F; zTM^OwFkWt~P7$C-15f%1mW>f=4W+17h_kco;@MaKf(C4k!f> zoi;VX`CYn(+Z?JYZ4Xi zoC4DiDBW2ogI0`>XoY$8{2i^}jc!(7GU4Bm6b$3V31*9*mlnHWfbb2hj#YSBkGFNe z-big+a^Vc3)OqL>v{H!S+~3eDpoHyb94hSbp3EK2sclLDC5^0tkR~e6&#n)7GR`@W zbThP^C{5O_DtvR-{l<)f6{7;?X%eJ1J0-YuHZ^d#57dGRaSmE4I*vLSEEvu{x{@8% zTnYw_dK9cr>^Co1WwDbNx2I$kMIYG)LJ%O|MwP{7-y`jf2!{HF1zGASaMmmnT zavSTlOd6rS zMW~hYc2B*DGZZs+^C|GBOK*s8vgu)nXY?u>2XF5~kdUwF2LB{mIe_Y7B z^h(^Ouq7!0PPix2h#`=qJctH~^H+P$C^fIAvhm-Kpc1iqBl5lr;9jb`%kWT0u8GKF zwYfZ!M}jD_^la8Zlosaz@?bNQjZihKhqm#2#g*eP$_W#qmbFPJ_S zSUEQLm8S!Pgr1*5UBq!81&R0;I6m z5G4?QQQIpI5OP(6B+7*X7|^59SCFjq25roTK&-PcAX{tW;fYnTduj|i(+)~?3&`bQ zt1E>COe~#%6NnrrChQ8)pw-%-s}G^Fu~=cxdQe#8+v;5CIP%XY^PnHOV!_msQS{RckBNWCVCu&$ojVOZfrWUWsW9V`iYbLKv z+B5hrbkaUVb2}pUcQjK3*q!%>v$t`j?g^IYL3OiFAByWb;m|WcaxT2<{wwgad&ki0NZ;XZlYcwcd5YwU2O z(QIaP61JatX48{?<8tk^R0r7-Ww8g@rR?lsL#aV+Y)yF$5TE`w z!shA*kag&gq@Lhp)rJUrs;aQtI3O-~?0?r57H)woW1p5%nXE$?oDMi zRUV3UIM_$0Gy!g1)gkcs_-UkMWTEUadOyQG|lcI_QDUPNI8YY#|v?>g@+MvX}m@W^38ehvdH zrMH=dqVGb?v`;KDtppz_Kae4w(IJTa5C7R)pbdBpf z(?p{hK4c^J3m?>WL@^Wywy}prlY{AK=GHpm2GK5T{X!}VwT3kBB>L3E_Y`UOvy65P zh!4P?MEsd#QU(s98Zp|O0%TTGEi3=mCg$dV%P*$|=MojL$5<(2LPr{rxSr${FszLh z83>v{It2me{8PVo9Krc)5?f3a>@0H;s~-yFO}|U~mmv2Qtb@w`(V#G86;&Hrp3Z>@ zz*JJk!imIT4$=dQ0vo-My#xzp5QVU5`T{iwS|linmK_cqDBAAouI&*_`LVOnVg=pAE#6*D(m20lBT{B&3( z(Eu64h-ZOvPh2oYJ5?}TwKVwq7jV&5r+Po6=@4DC?@)fR`*qo<)DSgosh1_g4kt3e zv=jkbqz=2%+z`Ci;E+kFAw}e<|Acik=_fqy=Dtm?tKZ*O0OgCRY#mIkQkUWuhrm4N>f>&PP0D?KG5A#y)Fzp<+*8qwE&UCPQn4f~ z90zJ6Fx1OTt##n)LNLpLSt8@@A}`5Zd9T^qS~8bM4$vqCtf9rQw!o?Pul_(FMw>*& z(+XOc3Pa2Rk3k zH6z|LG4VXW2QQ5pLqUWHWPA7{Q=uN)fpnS<`9+mrs8<1>#9sDc5m9-RTg!Ie*l?8!4>OYer|LdOz3ES`fP~9;4l=lk7+j0Q@(bCXYuT-^*_&-?|IkEr% literal 0 HcmV?d00001 diff --git a/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginkde.png b/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_marginkde.png new file mode 100644 index 0000000000000000000000000000000000000000..ff4a41a2defe5cce4814bf0396bb9fc20942bb4c GIT binary patch literal 36523 zcma%jWk8f`7cGj4iiD&}mk0djibKCb#O@pt(>Hox~u-`C{_ZY6d9InWL4JQn7|vZ z=&|HnU&l*}*J%~- z6Q=2TjgEECH{;;-ueVFNy zf_`Y-vu6rACrwk#7_#{KoR_*hwT8$~zX~V_k!T`b^VeRJf~naVraGTWK3-R{WthuV zBQ$_aLxT&DTBxz-gPG~C^iAi@Fea{7zr37qZ@ufxvY`jx!Y;NTd)iW&OMsYk*kWFZ zXxm#RPQj|6uW1;Eyqfe#A%LG)O^p?Q+qAh73uC1o`@V0x-Q$m!`jZx!OEZ4G?hyHA zRQZ%OVQ@vg>#Xme7ZZ4lt((g`m#$TtcpxNUgO^8J{Hw@oNd**MJb$JTc9p=PhM^W0 zgWQ+&83v4U{h|BHt>9f7i}MjQM2)4T8so6l6<@^jCKr zg2yMS_P?Bv>Ze-dfO%9_;>2k*&zy;n>pG$^Fn?poS?Blvys)PmqyDyQ!<9$fn?0F> z!@(BwW=+v`#ruTK4T@Ml!Mz8dZe(GKggPhplPoz6sKG7id=zsn=9%@2D{o>D`2PgY z`ea5s@;z8;UZi?CMPufd++^*E<*Dgqf=UChIA&|bc9_;W1>Gr?pYPWOta_*q6)(}x zbv7x+#3`r`W*R)XQ8o>|i9zlck8_3f(`8@7$!0t;Y{a#fTCSTC_@M{%c)bve>8;&m zA0!-NIsCQ4b(6NtYjx<0T8U7V^Xe3wN~_LW2%;(}c?G=O7EM>Kjo^7w(4a z<@T@Cot;j@J*-D7r7U%-oLS38;STePFD4T?&C6E}$9mwQ#4H13OB(sl?T|msdean; zgI~2dt&jX3Y8Ut2rx0*{hpgqc`t@ie%?}gH9{F=2{5C|X;{#L0D%MD;rA#uq?(8HI zSqpdDHXBJJV0dba#8dyG8o+JQ97>GB)j~t5QMNkME#VdrhxwjaxQAJHl9Z+8ST$eS zsKd#j(+eF}SKhMG=XKs*FDBny#RkvR#%-c=ISO(^9L{hZk$nR($LE&>A>+0JQ_>nu zCsV%4OaUtZ;~~OC*}m0BaNCSkA0KQxG~)1^>GWqxnRg{L;Ak!;K+?T-wZrc{DWAMn zQ@o0*a6o_6udrt*)B9`;cUm7yJ$3r$a_KWJ_h4KK{w4@C%jfE3AjG)k-4|`xeI6@^ zN66EYJ%dBd^|6{{BsXswL_NZ8y2Y;XS}SZdMoIXKS`O|%pMqPDK0W(&a92?f#(O}QaoM$Xiif$s{BbdI*wJx zz7c0}FegWW!>3Po`}AmiaQi)(^#ZDb6QY#N4Jls@1XH@R{4wXl=F|N<}eGP>DI`3cz(80y5cgEat21(sHpMt&rf5^Cj;Lz z$Pe6CNa6}X79JihLoI~Rwc*H~th&$rjkD}@i(@ySo$%dNq`=lto_-B~0c3w;5(PJ$ z>q>Nlt=Aq!Ah|vFCxaYeFG^qAA>q0e_D)MfA!OWr3ksIl*x1u>NP$ino7OjK9;%U?g|-{#2MF zO!f0qJLEO@_Q7rrv#vG>60CtV)YAG_My<%r8#gB55H4QcEfckLSz;ztea_g)Meo7(e8p;By3c9i@b+A? zjXe^FYYz7wS1_5iGPH(8v(Of)u|3x<|DOH^59*OS`qfBUr0`)d(mI2254|{8F`4JF zx7NSgmrQS6W!Myan`;E@!zE+nKTBO$>9&2pz z%30DlBcE`{xWP>XoL4e-QurJKkv$%Jqb?RW;F0+7R24Jp7^>Nj!l(Pj?q}UN$Rr*c zMN6HMSGUU`zv_HMMprf_8^Qi)cyrYeHe8_NfP{Y!z>d84B$SL>(ChHSu(VBS1q2yH z7*VhHlXk35Ym1^4xuz4BEjbvkB}0DqU_ZZTZ5 zoLZ16k@Syw8P`ga-?(Dkdwqw<9Tt)*rPHQ`* z+w;AHyYKFD1|q#D!q{sw6!^W5dCO|n!1dWi2Rd*s5J1o-`eoJ>Wuq{&?t3qg-wYee zSMPLiCppLg?M4Tt-}L2u~YxH$$chWE#uZ&0OaZ z6X7>U!px@*o%Ef2CH{OQ4&l5(9iBBc%xcZQwqf`fl9a2h_Kt$ZsBRvsW+4SK+Zp!l zQIXMAs8AFQQrFMw?S!<_dbw4Vk3scW?E*sW)*b3GFU_w8y(hRYs-8P8P{RtGEFarY zx>WkZL*r2|Eg1?6P*YHHgODAnBrSAqHY>k*awU49!4l7;ja!o%NnPGQD8PoyRwR}P z42~3;!*14*ykam*owTX~UmfjK(CmM{`JT+Gps6%=&>->b<6D-ZeHNn}0MxEVnjn!j z+as8XGB5?<=Vt1hb2KJ->9ztSdoRS`ms~N0YNm@J3w`A;vpVbjjAozKc8IB{Om*Ge zT)53Tkfd;?fgLIplS^szI*DHc@9~pvfsiF0^Ccd=eD~nyVy8h8C(OZag6bNhP0gl5 zyj26s9y-KuAqAKTH&*1c&Ku4nepZ+p*WBG(O_4|It)1|(8rC{)k3)5D;xcb9l<6qH z&UjaIwLK)_snk{x{iJne+kk;YZ;h^rHarGakbVIb$JZo5UEAJ zpq}d-7JLt3)!7=s)ULKVIxv51_+~I(E~cr-xH@ou#+ca0FM*x#N6A77s0k);(CCOx zxM`>4-Ws_TmG^_gT@B7}yo`#$Y&<$VPK5cI+ohZRNp4Jmo)oRB3O|%|7mDd6)sDdHg}?F0uZGf_151~SWDO-#tcov`Fz{igL8 zn?DUaA)X~>`U5YVVXf|BMca%`nXQM+IuB2qrds|P{8ta6A2!|v1vX;={6q=DmLyciHq9>YYnf5s|^mn z38{8^mb1tlMyWRFiKv!gO#o{;UN5{XqFG+>BTH`HN4i^Zye?CCHMRI*x;G! z_-11H#~;7zLBuf;o~TKczOLRCoh!AX%e%Xc&+$X4oFdGlfEtNW?Uy#DXo75y*&i{1t}DTi`i!7lsO=-31>RMi62nI6e2m3kI0L=iQBlZTcgp^ z@T*r+VFk8^iICtWd;nEU0D4(i185Hf%>5uds=Ocq zjQXRVQ~?=GmD!G13+2~+8JBRBH4AkoFLfF|rdx8ze9oE(Ssd8RYY2;D(|hWq9*{u` z(3h_zVR}w61SD>^tr@vkX5vw=z*~1gvEVY@f-}a2fdK`1hzv&(z}IXsCa*&@muRZ6 zR}$94pyqeEy&;uOrf>$Op8RXiO zZxrPGp-qtA15zN{bDRJD@H zzO(i}pN^!ogO^&h|M#cqz1$NavCPe1iK`X<&WaA4n4JyAYEYX{`ljs5pDA?gUb!XFYn99u0)sT)T)SkW^6#Ab`HfaF2I3O;imD8!PC4b_>k_lJaXBx+IcJ7)CUAiR%yx3kbs_s>ys-QS?W6XmgSUK|Lx_E|~fH0r!ELAh~jX9D@1ICRzsp7`9PR=O0Gqm=Gg^qyW$Je5iHlPuLT zK!3B{S1>k0#ok`q#P}fWHSkH!LiuT$Ai&;>0}6>8QsFNnG5`kGpY0XlLteXe{-tb& zw=}MUzY3KfY8HnNx5>lfi9N@!VR%c;uOr)H7-@~AK~xzG%TcNz6nu8R>dlK*Fs)R# z!NW9gm?kvAa}VU;DUHUlPE&3?`e!4}7b_I>G-awi>81hU0P0GQ++Cfv^4QT>yM(89 zz6b2skSPIHn4sW`wxWw=aj2#c>JXZc`@QlQkMNaDkxC+VaHr*#|9*KehgOL)qD(%% zoKR5u&nBGuVnqkeEn*l-wddRVHxdaZK=7zSR}iM~0RLdXa1aVg{Jo~ZicT$OYp6g1 zYwc36@}KkW%8g7DynPjWYY6g_ZS4x)|MgCrP2J{Dfss^7*QmqaLrK{SUwEZb#obC4 zC>;5FmxIXRDu`_RC_yWzYo?RLHMM2Bc17>+39pWZm@Fu#RX(u{+^%$cbH2f_!M?lI zB#$7u%M?m9>3Xy&vv%d=?_jDwKunO_(GQ}#;9M3>6%MEy{Qq$;c4V6j6?isjoXwTH zE^jFRKAnCyoKZ;r805gXAoh0#epu19MudD|`e%BamdgoI*}u;(2Ii(SJo;eU zZ7Gf+tlTwPph4*G>QI@GEe?lIgK5~@f9&#x?C-5=+u?0(c+Ga*Ei%Sp$I1Xa(DqBBWl;YLzT|s$ zLIdsh8uw~#{>-7eCTtm!aq=f0`ePM8{+G7~!ds20B6e%igl4@9Alq@`s z;KH2vs*nsIHmwHpCer5eI_@ap?b~9QDu86PP+sc$h>4?&4on7+puJzc)ryYFvwky< zGpF1!M4$l-sNn{l0jWzIZc4f3@}8qkhUU& zZ=-I&FOCqwdp_9yu8#h$IeOOz!NJFyCKy8a<=0dWLi+SbiC(E^a}KZWaKq-}e#qT* zQV24%DMTvZ<`k^Ae9&fRp@EK0FI!<+arDV+`fGS|vlugV2IY!CdxgGT0~5-7EYadSuZW`LJm9x+_~)Mh-|7GQvF)S zVXVwgd){eO_g{V@7WVrLQPU`;y$lXfgWaFSWXGcR>E#w5e3Df1#g$AXO@K!DB7gHv zuZ{Yi;ylMNAw!fY(JL^+Sh>`#5Z_Z@{*9FccM#IGXK6XsZrf8_Hp3TZ2jB5k*W!<` z_-X6}D>}%CZFQ+luMoccMX+cv?IBmGg14m`q=`4YE=v;afD5=trU{bU)Sa}X;$NJu z2`cBc4~?5Y@=<849L08novWzcdigk__V?`u)+QY$Ug$~D4(?(@Omm&MhoD$ryJA8n z`ce!2>{K=-@SDpxaWaoXj*VVbi^0JPf^LuM#>11Nu#Q+azFLe>r5i&YP!b6E~Ll>O72{DtePUyo9g|L8WzrF-L(mD z7s}Y`Vhf7cF2~8HzVHudpXQivZ%n;p*l?NBVR4}HiA$0I(08EgB1d9ZUc*5;#Ix^7 zq2+ilfb&nzJuiiM^xdQ=aR%(FoI~c*;|09-`%(p_>M!xlDJIhPQkomK;%@fKY>j|Q zy5TKqQ4NsfO^#_n(Ap_V%zu(D0JHnyK4(s}7;)^R6apR5g*FCMRB=rFFW!+e&6^L8 z`53H4D3K-72J9bNuA#qR^uXogXG+r6ggl&6(v^O11pI`S$oTQzep$`02?-+U0w?&h zY>-ckJr&dMF?zTMU^$+T7CAh)_wK}A?A(`M^jHeK(^d?uM+sP-(|?l)CB5nlPvvVw zJkR@(!bX;G@j?9Ky>t}QxVXtDRP1em00Fvhu<+{5YpuxP0+g}r?>Y1pRnGK3#z|EA zBtJjQ_|j=fIc=ku>iWKwPE8VQHPxlOHR{houkPDbtc$vq%f>z(%56v;D>9En6{N3K zieG)~{LqDeZA|E3Uc0z${c7sS*u~Zv0|cOU`N>EHCa8+jvX%Do`IM<|23parS2wDa z33-&azWn!7o!q5t+fQCVy#Q-ZVRX(ZTPs)C&$1Pro&tK03&Xaf+HLBG=4}7{90iz@ zc0PC6Bb zCpsxfjbB72cMki)$xtO5SA4%DyQx zH|nWyC?9sjs)Ygm6(}J-lL4d)3~~HUOMy6K5%-?FZhy}JRJ01)$?qW9LILx+H1x&i z^uT;~1%Zi$`%nk|aFm0Ks{~+bM@|WaxdpL_OAAOF%O81CkrJJ8tZq?B906u!udg^< zIbj8lM$$cDAzy4Zn|;alhB3fyH;ioqj26=&a~ob@p%hc_&raq0e`Lu-(#yREV$alS z**Ks}VQ&QAh!tNkIY;21C=Z4@Tns9# zzW%pZctG<>0z~%;0_Jlt8^5|{J)e4Co)&dQr< zR#|o$ra*H*8PorBpw`UDRQANmAwYT0hzHW3fI+P%fC%Z248=cDn&$}Gp#)cS( z%ep=MiDiqB^hGVXVab)1_q^amu}QmGPs-hbX$ytS%qE+leLg$-0!0f>PfFOG@Uyd|`>^?B&Al^jjR4Ee z4m86mm-RWeRtn*V>;1Ji2%Cn!pnXD1LI@e}gLzcTQM|G8QhczgIm`{=Kug;++X-%v z(E$&{0nj<{-bP0IMTqa+pTc&lb`BUY`oZib+D-q&| zD2w#C^(W6>TCZifNkSy|J~-(~bHiKv%Q-F7l_p(nWkq3cSoJC$pI8n%+L^b3fU~w) zHeNn>DH*6Osr);Z(3)%tn=fju1;Z^xD#yCYrbtwUZdkha6lLQ@o^!3APY=t}km~rr zF{7CJUM&S=`kf`PRVhOJfqY`x7WEM<2j15lU8m(xJ_lDs1OUppDqDkj6aq~JI;by; z{dAjXCid1}wO$^1>R;~hSRZqF*OhoxrMN%;`r!0{QM7lDLLITYUY7!?<+mwV|GPZN zHZws{b8+nP(NR(7`c6-3l@+3RkJb5hwW~^t#z+ar7*HMsR)5v#c$>v$93M27+f|cW zf_PRBI8_|f}7BZCaor?t$A-H>2yVmo-^I!`c_VB7_ zyQ_o&*qxjKW*zh|N+uLtQg~??4clYFNcHhg4(-gpN`;a1hqncB6H~F0 zIJ)UY`>Qy7>_gvfpJ^w_+T&{%k7B^Y0)uGN*fVsP1H*Ab>+042z>TGuOv0_yiGzf*U=zTZPXS;^F{SDzqzxx`r@YXfuY&t_btXtpcYT{W(QZ# zbhE(1Pc8oqHXtrgWp&9$(>C{g1iGsaEgc;;$-`gecE;8$F6*JF3aNolTjrk4p>{dr z*x#*|`}}gObCeuFl>g0(d9H->j6G1!@MX&>*h~SDe$et@Z`@}d-kuK)bs3wS6~*^Q za9aYFv26T2Ib2+}crG{nYy+fc#cC^%9Z!$9dqupD6ObK~ja&6BestGit0=x6?ywLi zI8DMNdrUdDr5ps5(6~2A@ChEh7WeATZU@(DymNiTvy!_`D(iBJ2|5z)=mw_Z2 z_fY#G-Zc{CH=M{o+}SV5oUP5cuPzpQJUBFz`T5shWS5-i>p?uYFCS<1-Twv(SF|A! z;<0NB__Ri$2F2fiYl7_c0Nm%y+ZrnvI4;aOKFCd9xjMGlBe3-W#bezzI3Xovm%|Be zl$kZVY5J;>fPtXQ#=-pWID8MY3skbCQMlysfEG^S-5g4QIeF+n^|!vdI;zYkJ2M%) zYKDvL*F~M?nE_4^2(t6i8GN=A7&V2OU$q(_Hm?z? z_jP;I?D5aGoA}?zs~&lN`hYxtaNsAqaDR+EuGqV3V;759%?u9P%Z4{K?mJV?FWu1#Du?JrrcV_Vyl(`N!(S(@ z@>K&o-h4R!@-RTD_ofNec()V4Yt^6T425CefjC%dW_gmIt@0J}?b^0k-vfW0wnY>Ht-y%XCGq?HQ2((pyN z41$z~u3_9<1mUe;^aF!D$;b+@y9{DD?XGB3ej~q+rS8-7ZwZ#jQFwBtulHPpRhQAY z&OGIN3A3DgbCOdIqnFo5zmGFLFo8lqa)qqQyf>}?*I_$jdajvhmTPud!P{#%Q_jBE zw|eP`caB6VuWX$@-Mv_G!RdlBSI@^}M%<7QNoX*@DS2iYWW2U7UwS>1yA=%y!rNBD zfSJX5#9gDiSY>nF+K1Un@zb4YLfM-E-!qgyii>UdeJTb%B6mM3URz(JUp+oT`fz7@ zPoo6?-37*{bT}^GM-P^-BPj(R=;kV)ot{+O-3Q`&9F0U^k#VcN0R9~Yr1f}Q3^%b2 zdX0JEVyy*NmNYg`kI>_TCx`u=hUdNpo7T4Ishm7G^wJu-M98CQy>7dh?ggBv!oEGSI*F^o_K>TlMYG^V zv*scLhpOjJY}bCCM)SM7s4rNUreu6};*>9vxD!r20Fid>>YpKuRx`~T_6m{K*qaW2 zV3Gkf=?T2gW3|df>Wk`B&7QvtuFJ-L(f)>nN~XUnT6V08j^BykU^|SQPZ9~AYL5{Q zxaqagfaMvhZ;ir7z`}rF5lWQlYPUA@wx~Efp~q``t21Jl2mjBkKcp3ZN8w>KujtOo z>#my2Am3DXwpE-%%=F!uN{?LRtM`0QriEJR{w~r+Gyk~)>+;vD$?bJyj`lk7 zESyZst?1B?^3T#WAS`k_nUEWx}O=cVzcHQ) zy*sBhJX%RO+9{`V8H#nt81v_rM*w0h229B0xV`@IbWI03p1da)bKew96WM8ZA7XbV z#C20DqKwLWqNo1T#pucbQ)$wj6iaqG(RO=t+^70$P%Mk)0E-YU?Hi$#y8f?s*)84o^bRDfG(n&Y)nEMArpW33Z?z0u z2YXkj|BMfqR`LPjMs3u7l$d2y0b{K7YOe7>SwtLSlg5eIEh9MBf-d#Ax*s{edIel@ z4j`#VLAFS#54P;83$z z&p|pxxVtlHZIm;W9Az=x3J5MFqauphK-g~bvdbZh30ak6h|gStpd0lm>Vkuu&|ZpC z$HFC_fGepNFxRPXr?kgl&9W4LX~1F@HJ=%fI$ zYrEH>dKJ~4dP)2OjcALUpb2Ykrt#UU`rI=ZIz^y`-4PsXj)VcG>B3vOuRcEo8L8Z% z-HUT8SJ}>w9UW@g6Nhn^%#jMYw^_Nv!@#bTn`k znhwybR1~L3;!?4B+GUWK=m_@rXSzE@l=&VC`Cgy_81OE|hrMYM<3f43fB1MqS1X~~ zr2Tz8?)@IysjQzj2qin?s#l!axaH4|0Xy|k9D~9{_0PZ?gYeGDgYxK%+y{31-&{9D z*-%wEXIc&$840{9xF!`2VaBcHYIp$t<&YjRrS>En5Auu$v)9d-##1A?hM>KhaC?Tm zeW8CgI;fM4!k2`vmvsZl96*N!l(rnx4^Udpb=!aK_nKd!k#Hr->MXYd0lZXTL99cu zSG!jCv@#`|wC-%peu)mrweqV$DI`y$qILbBc*vUy_@k22ui*RKca}7YjHIl2f#}57 zLB!5>rc+zpLp82qYmL1B^H~h{i{ak>ESbgT+QFC(P z_xpKG_x+CUN39;yWO2(Gh62-n71T#b03ZGMsvSdi;|2T~7lb+J&LN@GH5I3iU9jEb z?JyDIOnr+ee|m-M4mE>Mkp5*`9B<3QQu=ckvg zklY8`P`MbB@BK4fMoFdSk+L6TaV5C&9X4K3ueq*1iDpZcP0^a^wOJ01W=6to#(N+> zTL5KkV5pbd0;8;j0HU0To=PVmf+e6(p#BeFg-u~VHkZ(_5-Q=}4 zmq<`JKMZ>#w}vOAfD?>0rL^wMT|Dz0qC^)ZBWAD zBvyZJv~1k7Q`@5%xwVok7n{{y<|jg~)O)Aw%A#x7Jdk@X{MLt#M;@i*!k!8GE9X25 z9K=Y(b~CA<)6oj&+NS0|IqE;Cs7EGkQStijAz=N=l_}wkOkDByGosOGML`$qihRR7 z^|bvv4gh|mjYOut*RqZUSi$CZA<-P4yMPP1X)p)182=AI)NSW(r9o1+^{*`Tint*H zm4pvI0bq&hqqwTm9JId1(l~SKe~NrVW0jZ%{&E zbO91abx{_U8*Z5-vN$WG@IKZNFSFCjlHU4&U{Vd{FeT?lZ+w*4?O`8;7j(|w)B@)6 znqM~j@1ep0R`M9#)f#Y(ye1)Uxr>0pJZOD5Ik}bL$=#L0$7wO}3AN$h@K&nAzIr9X zsCnj#t!g$=0Cv@e+Yo!*u{irKqf(kJ(trj@@El6nnryJPlXrotbW6>`7k;U%6`xH< zZh0ni9|P!tW|rN@IAE)?lSqf@`Rpbhf7!=o4_3)~h^H;C$xwnh1027DpX3^GW`8}N z^nrSr=zL!YDJbrC2`W*Hx(Jv!KF2itE_0@2+}0>r=o{?HrpO$x4Znr)^!V7Ly;&8N z2X#TX#Lkg#k3nfQmy=wxd9BQ5Jg(|_U_eN|W;2lQ7O{YHKP-ZTLB0c+?rt+G+UBJH z%}fBGFKB$T{K;mG73Z|P&nl?*`sbV?YmIz-VTxcyTVl+B#OYXuHmqFac$KF%no1PT zXR@YSm|Axlp>r{f+JN=U(rnB(9({h%rn(f0QJyE`;Jsnd$A-7s?>Itx{|PQa0k zR&8m{HwJaC)A3lz?g!Q9C<*LgJMvH?$+u>1oJ9x->aGbb`~0aZ;sHZ^UV$~n)p*P% zB98|FCFYO2VNhh$T+8q@INo56`=iL>U{L&O77eX~nf~r0ljJP3u8A)?tr4hcr9a=J z2`F?t;eB5+_z;wx-)YJeOUV172**fWda`gVAn8JkTiV|G@ht-ieukP}l5(kin^8*) z&KH_(eXtFPq5*Q=`c&^fw4WW$J+4^iQF#L_?+Fe3PwIvxM*1pw*dY zOcSG7e=wi-$zd#Po3JEDsd?zjmdU4B=8#0r3Qn;3C==wknV=L^Nb$zQl%2c?0n}foM!+xf%+HKpu5qlx} zQ~&Vi?F?FE%I;d#R)4nq@-XVJDoE)9a;7`YabllJY|VT>9iRH*9?T!4yJ4t7I+?yG z^6aO9CRnn_=}nsX*j+uUkDhQ5+0)# z(}0cL2b9<-5K*|#y~OFy!1>6MsTj<;7{Zw7;JqZ2Z6hNf1voLR#@Q;JVy20@OXj*l zDtcJ=*2i<=55&)e8A5LqcS|(}w$IuEy|9T8uD%UqRXk3;)0R|J0NppeYz*aficKhJITr<*R{ov8q#RRyY=gXBO z{iP4I+_hHhz?R^_MZVv`m>ygHy1m!RjynxiK9SS3z*A&nziJ<(VSicH`q6FWH(*mm}$T`z+Fo?zJUXkgk z0%Mu=^%oZqzfU5Xb_<_|D<~`eaDOu?CpTMDQcLR>P_WuoGd4O{pw$O+$*AjB+PFu* zY7_2Fnw%U?jR~#o-Mm-@Z@}R3;KP;p)c^qnAdo%X20#?-f`Xm^MWb-Rg+dS{NtvZw z`}-}eSAVQ_8)-nL$d->^0~8Yq*EWoV6?DDyKPg}*o&NaEpyGYJ7Y-sD1`G$ap5!)( zoK?8DrH9l=w98K3@ukn9 zWgE7e-8}larN0RPZtF`10I=nd@%6b zyjlhU(xZ$}WuJ%V_{T*K9LZDxmuxYM^EMMvK--7?>o;xVW{IS1H*iS4Ir{N!xlcND z066?zh8kLL5O0Fxt(&|L46;D4(cFW)-@qcpIDOeezB#C5Z@6j1*h94R4Pc)fFcU@I z^YNRp0obGi%lwmsdtYBLB=N*!y*DV4rBoSn0Vf*TLK{QKsJP)f`)DVq8hG6urdRxsmEl4v@tR-LVxDWr|lndcVZ$d~Z5{X@&Wj+_e>JojsH>Yv8k z--^{PW8>L*o+TZQ!7m$|4fx~0fB-MBtpULc0NXSztz?Zmxs9X6@H13(yXK@y)|!+Ksv`JKU2-&B70@9A!{*rT(fi z-8;O>loIkXfYlfBSdhAVFzT{6_?hgn(Um={q}<$GAik)`+6rV)Bdg7icFVV~^_lij zAB-t7{$?xa5G8V-o-%aA$FJuMZ9pD;c#Xa+zj2av@DuaUTjP;&;G&c8elsb|v@>pl zl0maDcz3lK0YjnjmOO=m1YtS8IW)-Xr718v`ynaosb0nos~FNKr$r>xUh{& z4;C43<%l~TL2C(u@EmfeaseL=j`sI((YIFHe&gPRcRAY3IrJ97cYYOZJ_2{SBG11NGf=r>8a<@8+0{?b(ZCufdC`{jc5)dbwJ*$DHF04Jzb5USgY&(ArCbB z&JRq4Nq|bf>VU==~8E~tiL-mVIZj@o-7k9TR zrUVO!lIq=i@;+$AKJ7P96`Y3JHY=Q@J(vDrJ%pZQa) z4rU-RddB|i?~8&=+~t}CJKLM+?p-F*HPocH3#yV~e3n9p8BgQq*Thy4Jx7JkxGhq9 zT+8uVFThPwEtc7o5WW&X!eifdZcGxvP!`CgANh;3$MIt#>RTKp$#p=;Bx38@l#U;( znbn&7*FX!}3vfF+J7QOWWylOUn}zM_jFwb?TuR!b&?@X zTeB#_ed%|1q6OXTZ}M4JtuLy%O|1icU$5%LT8V`pZFmdO5v*mTR4S5^=o-i~!cSx7 zFoLYM1z4UporqIQ-F)mLyodb!8#>lGZqehFb8#j2X!xAf9$#j6FjL96ycw=AKj()&9BV#r^Yw^Mc_$(uIbPt=}ZDWNKw$iw&5MO=Q*61f5hr zGrxbFWm8KuL{{9b)Ss_Up)IbLr$Okf6!sfsV7~^Y@yK=N=N~vvfMJ%C8hDnD4Rwo6 zras3Xo8!4gE&=uz>|^w?$<{K|>0o9Tv;|5?h=ZQs4#<)73O6!P<$3WZ&$wHZT|zfFy!z&mO2<7Z(MRw6147~rhBx=~#<(F# zwi~z1?IX|`z_kK8wL#Mclgoi05TouZru^zxqVqYF0}j`88&;i;M%5z*u*(FTo_a54 zOtI?m>&V>xP10UvPns@+u$Wr`GZ+HtGHzE#k<8uBns#%`; zsI&lm`XS0ZQM*q6l)KQpcVS@xC_;exSvUoK&Y%Fx83uX!mEV>x{~|L*?Uzh*CLv|V zpG#IZ)~K*dwoFvA0zK_;@6w)Ae^n1;-``i@Z^KiZ{(`D>$_IiQfDSHP*5*Ak>9fOy ztavmF@llXV6JtVdnFPc(AS{^g681J3={_bB|wjt};D zrMihc_Ts4MRe80$NtyhuQRN?dQUF(2*OTzrc;#0SkfGK96`KFNK;P%Y>7E=2Tic!> ztAh#w;M+VRCSW@HvHeRpN&gctN`PMA3bjuU-gBBGicKxeddD&x7eQ01%knS;@KOL2 zpMfHqlwH3XKwCPQh`xFX_S-+dMpFd>a#mbI@3>4SgNKCAA(UQjX6=qlgsr*wd8hkX z9F_OJAF@`$ZFj^HYTBK&lWE-01&72;N1vo}dfh~j+*w#1LfSY~Gbp@1u_XB&K$~PZ zxo>iZ^0e+Y{rG14@j9MQ)Z^(>D@0sR!sZW6gPry9I=AgP08hG71YO?DX3dNRkZ;j05}fzBaG>9;B*7*7|X0N z_E6vRWre-L&oA4p4!sm?y1c5;ECcV|L_wd}827z31-=@)X=&@KkS(O6@(3ZLD-F$u zL-p$;?|f2(3b_h~?98Y8c>gS#PKb(fahQ2UM4-y- zb;woS-WwpeM}C#2nKk?^u$yEhe3YX+t5I8krldCrdhC8RYzzb>4r0ECE#f|UNj_dN z?)~c|?t-@hbMGjHk|=`=ybl79Vpk9(vJb|_+=8ZAl_-G|X^#$B&xd}-L2Ti8J|$*xZcniD94QH_avmimaqivp(n_&ED1HW=X`k(v zdx&cydgfoKCpFb%&-j5}Zpw=Q2z^w%(OWH!j_H9ovz>vbRjx(*pz(TOEm7DDd_VYE zgLC%^$OPs|OS9d{d%#(72W*zZon07^N$!z7HOIGFuA}39$&i&;|XZr3r-&ZHzSYbcvO>6er8!j(eq`S!fyh|WT0CR*# zo%e}8(7=HmM#Xe{rd^^@sHW8bcq{<0I9O)6C(0ys{c}K&V)rvl_kf%BX4)CPU3?Dc zr?1BK$4cE>%@0jt53z~gV@-=VKbz@cJ=}{=UE(2d^f+W^9hBVI?lnC_z_zps>6t@M zRX}+9?6V(yo9;myK#9_48^FB*9E-Oo1zmx@ba=dEIs7n;LTzzW;=G$~_$d8EZMZQDDhedjgKv2*BuI@n=C9>WQtynR>agq%S*MP+=rn zVJoJcS)-g&Oa~aN_4}=$R@w&^G>KetT?sU#3w0&WB)*06C+!kHY!mT`IAf{{tpqLp zAOsbN`dvo*(krD^0|jr~=d30yU1vajs|BY*1I_W6!jGW^6prAQrb)bD_a{|x^~b3> z_H&;d!;YhdX;g|MJ0H{P$jTq6redMK5WVChRo=e2Gy}_^IYr=wG#mc_=0G zHvHDQjcsxh9nnM3p9L3m8={f_U9)F|OIL!0`w94w>{meW{5a_WegdIql_MwY9mW{BRUFT`TRuc`)8*6Vm>CF@xQAO=71waA(temuNgf>Dz>9w@%2TMTefquu zKA594IGFq<-OPS+a*`|Tb7D%(c9FJDZHhsOWt6O|ZoI7qT0*6}rizDl-cy0J9eG}Er?d*AI zGQ#D?A#w)dr+RC|W(?d~@AYqv=JN0g!rmGvxJD~ld|CpoYa?kwrm}!2#Tx8Mtr+YA zKl=jgQ8H>#pmIO#6dSi_k$xw z=G9)(pFUU;+Y+4aUFmdk9-kMbo;J9FmQ=S@EULEoA8?30K_X|4Fjm0F3TQ+tfdgJK ztFO>mwddG?<@Tc5zll+&K2t1ctd3rZZT#Edkr7sZ`SZG3Pj6tbb}8hP*nTJMb*NmE z^u#iIUIk~=al-fb+57)f+v~gcQAVJ1Dr$Hk?FF}`Qbq?TT=b%#TM z9(7V1a3DWZTKq|mf`!oI*m9DW6~YLqxCHXltsdnv=j8`jI$Res%B2a0g3rCSB-;lw6haD1&RwD2S13?tcI}m>JYV4y zE@hvMJ=a)^T~>{)+=t&^Uz>kWV%?Gr2yticu^Pj65s#M{!aTdKF#YGn1{%ULLHjM% zr@AH0`xm98T=|Jm^G(Vm*;WKs{3Wxt;pDB}TWcwr&3;%&eEF8q{?4y62j>qUZQJ;s z4q`h{fqyP4Q9odQW7Ld06Zm69&uX=~I4Zn2a z6thyJZ6PpB{9D81G0lgYV{7+QiD|a*M`f*v11^PzUMl{2waQvWoaFP};HxhU3m)6m zwA~H-seJv0-x{c_*c)5@0P2(!q@C@F;^I}!b#-+B?ZBpu!Iy6vLlbbSHEFx94KGr@O?X36j1CuEP!`k%19}%e#+; z-V=2%Eq>Y^!Onf1d6g0>SM57^mBK#QetiWC>}W6wYs`NUi=4mZXWz2W6G14Hyh#_& z?!;c^@i5`Ozg`W;!4^ZteXT;%7P4d`pr9mtxWT4?v9ZoSERXC;jk)#`%}QD6_Iq0C z>F)2QHiMEN=gH3%B&V~q@xBoAZYYiw=XS=7$DaLLC%U+)U6jn z31pa%6v;zk3E>V4fd;tg-9Snr8leqr0%|`;d>HrzOA1hGo9Inkar+WWOszsv%??9d zj7h9u@o#nj;J=nBJhAw*KPOhGnO!hvGs%*kXF&eFwAbk}lR)&#Zw@wWqJZ(c4k?Xt ztM@NnkJ8GD?e&>l=k0aWu4TZi_oB^Z9txhZPd2|S#9}7D2S%7aPwh=BQ+-2j_Zy0> zJ%#WC8Gryw@OnO*-s6}59VgQC#r2@__b9moqAkXb+iW^T@S#hoNU1-22AvG!#*fnh zp`D$b$@@F2S`LfjE@XjZDQ6PckzSrDS+FyAh3Rlj07`0V_5i_%Q-JQc}Tlbkh;9T>OGpfdC9{oQ)^R9Y328b{kq}mCoMcm**o3$xypm6Lt;1jbIF6 z-c#S#=1|Z&;vWkm#JB>kN-?cFQ`y^b*&upy(bV3;V5>{kgF%t3NMq7+X!_9_rUHG& zt#%V}!hiH}&sU|$6q&vXkPQTOKkPn_rT)zqmOWS6275WHu<+ykJy5g4p6%p@Dm8dD zUi$5WED<25Gmf_AN&lp)rL;C5F>9)u!Ar)*La+h5NwE%qT37ng@7uA4a>P@2E{w^A zESzk+ZA^QF1z*uFpdf;S^=FROZ*$di{ zvu1@0ZC_vpIDUgCzAd!DBa+UBu7G`|bJygOr2~|;zmCqy(pZG_2*CvM%H!Asvj8b6 z?yC62Tax&%2&!>WfMo|AA*i0j0N7OV9KUHQG(qHs=_8)H;cbQYuO1Dv4yS2kO)l{& zb<~mFc>JJCqiI#Ws?#GV;R_&%hGGkmR)OwB+Ht$D_~=cQqFH#D*H=p1Abq0aF;mgj z)&`smNmi=NCx*M-RXyG}CWIW{GhgiXXpmTk40$>;1DBwgpM0d;R(u|62%~xZ8$@i2 zGKk;ie%Q3-4e^i(L4l%a%|SDr49COC$vMX}WzePuH64~w*nsO^fcM>14ai-e+qO`g zYG~o?fDT{#Xu)IuU4;S%b3w^6H_i6La_8VO^E(jfrM&YDxGosF)-QN7$TX(N*m?c# z*Nv!I<50hAg|C=wMp#VTm_m5308UuO`w?sa(S?#Y7{z(mdIg|@m78xU>fdm#DG9{@ zf57?%aBU?8tP}h`T0U+>N)))->wPXZ`{zLBPfbt6qX(Kxa7FzDK z+LM_qj;ryMyxIRIQSKBd9#HApGg{Pv&QRQAAE-HOE(|HlFjaQNF(#~VUY8Bw3F+Q_ z-2wSVBDAwWZ*F0t88WtXO403YA&L+Cif74eR!%dFlReh0jpDuUMVaQ?w%EY;Cv*So zpFvY|u!Ch1gfhxsym(O!hLlh!!FC?$O2r}Ib+f@v!R^tI#`lDZ$OMpqx|u<~@k>I2 zv;L;ja)OUyMIN?~Hb)M)nySJ%`l7;lia1XuQYk)Ly!H>kNwN+zTD9B4S>rI@c@=`B zMknB%26A*aK|T(03dfVo?5XnF%cERAKGu~dCfpo+Zs&iO@ zN+hS+y33uGpwR7xN$*-9+5vWgc6gjndi%_Yojb_wikgD}VbU9IC?P?o)yMcY~-wjBpZaf$y<>>;`Pk2^!** zKZZ5ENKIBB;fUYmE`&2p?E?v&SS1|E&`RLhcL&guIJBXFPSb^3SAwq?)-&euwdLT% z&}_|op!HmPoP|SEwE6*0{~yMJt`QfFQQe*#DbE}4L(ganQ8$-4{u&Any`&p0053v+ zP-SprVYo<3YXBrEd?HFfE6ja@qZwM9RUM+vq9P(fB6__aXPQTYY42`3{95dTibtJK z8MN%ai^YVKv#8MX@Pr)*UcGu1;L;ZT*+ZF-X&Tp`bsrPPPf?7WCOI$qcuvWcIs*3A z75lx}ubPiz#Z&mdsb@Abj7IzBc)IV7@gMQ>AaUyq7H>|pi5Ixq!5_i<6s`Jxt|QX0 zuX5vk{q2LQ+0iO@K=v-fm>DQ#cS$Qi9O8*Ww3_HC`GUEGo9}qci<`qi=1g*`g*nlK z3u+N)GaLXN1ZFm4pt_Q4SVOy9%i@+)rX?*6H6t^$Ad2BX5KVIhp*u2cEtgpeG@6St zcA)m)Li&hUR1b0hcuLnSz}uC{T*^HMqmsN2!`;VRNJsQbtkxU`BRPM#v*1LCd7@Pu z*O{DmC=1$ZI^9>(@6T`+C@P0ny7K-$Rd_VIoJ_Su)ffU|STE_saB<>1<g$TYbh4Xk*Dtl10DZd$A5@az(9f$}y9bFgCCEpX+D`Es^TI$C>Q^4gv`_Ou zt}9;!fiO95Iq!tqkM6E_a>>W?u`AyEr1`18($$`F_HHn(sQYirfGSv*cir5S1U-cg zC5-#o0yoplyBiC)T}Z2>xQJMOd(Te95K>Gh!zeRcoMS`UsT^-;R<=JUv_^_o^vr_d z_UC_Mn5B!3`nhoF>cY;%l#GV@JPNyGa~cOhv}$gwon~^@#0tHF#RTWx6_${QPb+!b zOrMU7LjJ~#L~-0Dg%UqkHMjFc@X6VdF|X9LWad^Fqngk1xU7r=b^_EuQh~aJmB#DI zXakKj=pf!d%NMiPb+U~(D>OHSsl{PT#Xb7gu zJQGK-xq_~U3|4U3_<*MSM%fm~Wg0{9U*3F5twD_MrO)hsTnRYnrI~$F6ims!S!@qmDgXJ_Cbn zvo}dq+Q{~G6$$s>3YGgvkq8mZoe}4Ffz%C%`_vwXp4&(tT8SQlhp?sTWZDz+JVlsS z;s8I}uJ65n-ER84VvJ4ZOQ`vu>CBrSZqKcXrKU!1q{**sE{E}i;gN+tX=zTZdTNqZ zP0ktNj9_f!GgM2Ic#z%bn!y1%q;tB{`=cW)7?@2pJxOt#iPWh?yU~nQ>R$VfVj?1e zPl-LgwX(EkD1{SlASFDD2#L995I-iQ;>E95INqmqW#rMI4ZMDU=23#-OE@5hL{cs* zc9}7m<|@%__rC~u>ekjHLbCD7ay?Ksc>3T(eL%fv)xz3Zi^m|r+|jwe#e%9n(7DS` z)Yg;HBz6AEZ*KV=KlSf^FB-p&5~Mr+aAB42QD0Y{@bDewevr%N{US-pv?nhScopi2 zp%d8o4=Rx>9c}wCe$_9^8}FWc1V_9AZ#hxbM}#Nyy+T(VkeghKWnCwULnI3({v*C^ z13(VcwQJLv4zt4KUFlw)k?M*^qrz2HQXzz#lC?%lo!QCxh`Ib` zxq!&5`$0)A%uq~z1X8VcvG|^w*`%^=oa0fH-kVT7*ESeH5xH=uFlDOYN!`nrO=%$X zYCT@?NozZ`5tm@voYZbE!jz$4E4h3p#bL`v@M&5Fa!aB6#hOC=^gm-_+cIpTZaf!? z#GFqMoln2t;+`Cx(hzh&?ePvlE1S2G=oL_c%cwt3H0Hi6SX}b@FL-{1G3IUeTM*DO z+@I#4Jv%&H{N#f|0-LEdwy^(hPOO!e&|Wd>u^#xg4j7wAI`$~K zCwEBxBnc~Nn30(imFC97seW;3JLq8XHNR)~BO1rGeNI)xL$JvbdYyduIcX0Q&t=z4=K5ZZ#yeuOg>y|r+y7!yuZTyKa3J1LMrKdu zOv5=r`|odx&Rv;q2oCyrX67%I(BYJf=xFEqSt;jpN2qr~V@iP4~wR2alIfqx< z$tXD)x=3~yF?jB*$Y~UP*!!n=l^*3Fv8=wJ*!?L_N2&Lt#s&M?M!G?lf2Xt7b4q2< zf<0Kq@uKyzS1HcyEC7FR-gt;vM2*+gCoT-a&ar zT|QTxM~N85$zw_ch{*)e2I1_n;-hPWH*V#!WS845RUnFfuQ57z7?u-C#8Ehw66g{8vw=D;KUZTbw%k?M)Hz z8VTN0@$XD1T_gTWXYqLk959w5q-Ds72uArz4T!h2KB$l$^)3ECHwx#n+=?mctKV9Y zV*34tH#{*Ps(wWbBH3-2Ey(|Z+>GeI#35kQhRSL0-OW+C>dG}*oA}}3U-pB~Gdxqc zUe-<0Gem)Jcyz2r^|Ey-cu0Bwt|**a?|^d-pvpVnn!~3cL_~8njeR)P7V-`8pZAbQ zin=i>3q4xpE}pEP;YWmoc*G|C1C~J)2HTYNsBl2yXcV2rR{^F8x z@GsU5Ic?@%=Dz#5^)iJyK$PDuy%OokJ}x0Zp^A~daOuGFwpAPqLOJ^0Uk}aPuCjS% zZ6xw%;rrA|FZWaNoUZn)5M{3|SZX3&{WY*AGLWHhKm1<8`pz(K^)uDKE9_(^U_%TA zC>NNN$pKKqEI@Bmz%Hc2rgwQ+`yt?}f!-KM<$?R?FU%4z=>)EHcbZ-0{Ro8wZ$fJF z%UBwD3dmV&+6E3S7xPWwP;cZj?C?8U#BM3C`%V+q1G@)0Z-2y~P0 z7%v-CpQZkb^o2(~kurA!fUVRw-(6K9qRuDqzhy8vWm#d%fRP=Vm@saq#t<<7y=Ao$ z9?=L8XiAY094s)oghJYi3;fke!NH#_v;?3OX8awnQTJW*MgQ`b;E`C%3Xg|mY>i(Y zB>R@ShVFjR{Clmp&eJ_cLD}K_j&%_7_RPzt{-cEmg2c*+0a}JLMmP0`O=bIug^pf! z)IYC7a09D+47)BLWf+WQ8lG#^ z2LKOS{SO0VAPDptjBY+SHy7MT7~O>^`+gVJ4B zs%tl&<>gHug1_6KRsz)8gXz|@ib9ziBpF2ir#?A3WC<#E2}QpazKV`t`E$2@k_s)O zwM*YcUKQ&w(aq6`LjY}##N|(qf{4Bp6c}RoE)_p*ncx+Q5xyEhfMw?sBV%~W2>#Xl zJFf?{vI`L$K>j+D56Ww#Oe;ol3#((4b>rALi6ja3ZGZZHN_wN!OfFHK# zbGhOhlvx1Xf_7vmGkm?j+sDXch^s3%{xs30P^Kmt;;Zu@f|!yj(;mk)xHj{zP$Fpe zM04m%zdE<}CRDF%8jsjFNVXtw*21E@KZ|tJ=ie_m87pqcsMOkW-T|bOA%(}vd7^P? z{|5Ef%R7$w2r5pg&Q&>N)h>rADum%b55qQ>LqZYpoL%PZUQ*}NzX1t^P)$)V@{+P# z%vSevullKh(u;+&H{v}}n|HPHpte7wB>9b6#Dsg>Jklu8&RH~Alt zxcEZEl1@9)pR|mi@-GV!)MV|EpuA^_O7#A#&UqxBC_QKSV>rBUY0njN;@`KH$kr{H zHlpb@rSB0$L3H^N!F4?dIrHRbIfBR@R{sTs%z>${!zLCgV>4dM{ga+>yaOZ)#Sd6y z7n?%s^B2*Gw8c=J6Fkmnn=4w!bFy@s7#`=-ssz`;$PdkjUQM1e*BdqNWu- zLwt=jF5Ph%>V%{L!aiIpjCZGydHOY8@yNL-anFj+pldLkc0@)R;4r9^L)pXSTJ7p+ zXpkWQfiGOTL;xc?`Pgak#PS}zmq=3>hkz12s2Zm!mV;bEiDyGzLEv3lH*K?>#v?}( z=$)XQlpP#+auBgza|-}fV#!&VZHq-a9oL~Hg*nh(>IGibp$%%l3$&Sr6ZpqGLQ!7y z&_gYf$7&!W^8x{6gPcnZ7Mn!obx|=4CxAzWEsDeegO27~s93Isi-2hFhs=b3hwlUU znk2>H&;Q^aeILaoM2T6~HLD6!fG8Fr0qA9q5(U|-^x~I(e)cHPY~jzi1f~LEC`_{E zg(KSS{#b#IPPP2pbX92WsdK&%PoGG6gx{sm1=B79tdND-uw8 zJ>tJxqq)H(;eiZRXgU@FXyTL#kX9J)*M{a(TEZ1>6EJT8{Ce82&adAPT40tE&@a_- z$EqUPtSbeO7c;M@xE?o3#1?sM+gVju0Cs<)5=<4!otKqR>;1acwkRU#XVOB@;Maqs zU1&IAx+&BiMFi7gt^pu-oqmRKN4M@r!4izaou;!iE1VEIC_wp@ zBEAAkV8H~-Q7%DT2DsbE&u}dRFx7zi0n?vD#c!Fksa=Ew6$UF*Ka?vlZ%&{>YUUZl zKfns;SfOs2wo{j1nGr2PB%#j3eeN)!BHFYd#KGB<1z?uTJG+aAqFV$<51?QG8o~AC zp4*|e7&))`bCz{5n+T7ARw&%~v*c`YKjag|L`z2Afi4Hgci4U<;u%U&OxY|$J83>U zc?y(B;4;A_qx<*cj)Zt{;n?(n5H$1Z6EuCLP^6TU%?N&QOkn`&AGD1WG*rz(v8ez; zE1W|=re8fx?t)dtN9fZR(Z&pe69?Qqg-8w>a64hugh>>Ify*=SCwY*4IcKh(!f+b7 z4sB_fR2A5bu5cA2!V``|v*YS-?$YW|1>Qj;lL3_FPzcRhyFcb6j~i>joPSCzj#SX(Hkvk)e5i>6<*kxQdHIu}1z`uaA96Omd9t1Bymqm;jd#Kp?3ff)4ZN zOZ0i6X{!_5Vm;Z~6@>!f3-DQifl-k>pw_35pCADWfoY3X=|6*?|0xm$#kFZ9)qK$>`4$5Sokl+&;A-Kr8vOL>cU)#eqEKn|hy(PJm@esV&2Z zB}7NKok=Ee;>rTnMd~Z{(Y9@i6U2tAW5*G!h6Igp1eI0iZ4>}>OF_BGs`OriWva8> zn8!L1KRQVZsbA$5p3rwh@5crWKxOW4O$8r266F!Py~dWde;tVcP6ms9#t0b?N$Nr0 zM!(;Y8xcq*fZ_`~za>P02XMbUcO0w+XN{0F;$CqF`OsK~pBt=EHc}oT7i98|twacE z3Kcosp2Qk}l}OcmI6_SJ@N6AX3AmLI+lip4CtQ$%jbGrYC51~lC8Ml{)s;t{APx&^ z!wH~>2l2HMfUHIGpt3QG%u@vMDC8UjvvD{u%IsbuGl7T>v6k$xNd9O`dLjmL^@~Iy z@PNIQ%kEN%c_#c)~;1Q8WZJuQBr$I zOZ{?L4By$6V$7Kh6Ifq$yR_vE8%6_xKY`TJM#m51Ksj;r66?yGc5C*-=n;ZvC}K3B z;nLtR*$-M$M|bQKUJhxZkyU(kC7sqU+q>=cmAW<)Cr+*teIC6`XO*x|v`$>(X``_B z4;5J(`|8AOmwxP6Mb4ApfFV5Dk}u^Ai9?4aga6Etz@c@SN#yT@{c~M{3(2B@lU~i zlu>)im~dV)JaJY9RF_25Qv^Y+}@S$34vQc{d1zqIAY7Uq#nWU!f)&(WhTdtL~3_n4gBg89sh zGtS%m>q`z6vH#Z(*~#-?EHUv4uW#eYOF1RO>zF)Ou9v!8({SoHf9-CpsaLRz&BbXH zLT+W$v%q!M+2ZL?56^PT0ltg*jYXEY|_3%w8Wy1)oOPbL@CYP0etrzA^r|4LX`&HLGYBr z&PY+*HsccT6o8MKyQ^g=G$F)0bM=LX(+>BSz0tpm0Vdh=JB&pYBxaHz^(&IU`5=3o z&&O}!9bzL)vlKy5z%JRyw|is?cLM7C4Ud`htrjE%Fu)O5bf+}|a~lo?$gHY1M`Hm` zbrfUw0bT~IzVTO75Mcov2g+S9sB*h+qd*#U9RoW5M@d@x{mA);RgOO%SXDrbrV{ts zgQ+c?JlHpPUe55FhY>9r|MOLqLcj*`79~K%V2c9(DBWnTCmS`IT>jm>%oM?+dca%2+*Ey0_JZou`I zE`5Zf@Vfl_7gSc@UBZLtkfrndhTuLO%5Aidhj1kz@Zr3}LfoHK__ zPMt;}Q@{UIBH@(i*b~%beZ+;y@$0t6Axv%g3eh?la<-{9|EOlX{h%S=o5ip=K+zWa z#%akc?Sg(qGxg$_p~@h*HeD9co^E3Js6_#GLGJkH-VHb{ToZEGD)VrKvVq%#tp3fL zpF=av?3nicm)$`aE3|+l=Kul8eB$pf1ax~VUr81d7l^A05WsAM0rkYuY5_t>&cni2 zN2`ULLvL%;eHrpONa-Q31}!5%+ISr;msr3b3AnvSNt{`I^$7kh9V>kXGPb@PT`cYw zxclQs?pGvqv@|qS*EKPAl-g5X zxbO_V8BIYOvHQ?09Zx}9glPw?crH)bz>94${(IX~^|1>VX*n!<&p-O!iNmmtay{OO zYbMApbR^Zm5>{(5M+SMtucVOu1MuS>!x5`I`LT)E}j_pcCbH=B|uj&N3dO3 zu4Dk%Qlt&*bh$(FKs3gX`lJh80nr|LL0c$GE%fMxEp)sEBe^p#b4g=v;GX|{{1FBh zXxKNm({8oI3mepRr7K*y?OK2)B%|-7N7Y&bUG&WzOrp1RFzwn``SlmjORZdewKYWo zI;LY6YnNR)P-bnFWKz5fHB2A>dT?C{%q&=fW&4JL6F?kdqJhA00f56I^PpBI8X7AD zKNMrMF)r`fWB1Oj&#P8n@u5rAa@Ip4M%hS)rhd-sxgM-E4#TjMNu%gVKQt?_y z6G9S~ej*?xh=A?1(6I$T4{0MBcGA{E{8eyF{-(@a(`pdi61o&6rxIe?jn<4hQ&!(U#_=h^3;yu zyx|Dw0B9J7y@eVP{{!HnvsTagl2lu-a|3_-k!Rm0=CO`$!aj$lP}y^I93*c~j`Pp= zfs2-**Ny6}x`meInihrw?POlk;v_ftn)%hwXn?$I_6~8dSa-^GJonDa`C=;U6@nHy zq<>@QYMqZ>U(Th>)>Gihd~{v!5O;xeYu(kgc5?^XXp6lY*Mcfu_`Lzb%Rd>9lq7M+ zNjDaMYa-3DR%YCkk9B=qwp5rN?(baV2{UN3jht?h`Sf6o>?}-3?&DY|Yn4!d?mN@| zfb=g?tA@zeJgAoh|%Sx-{ro^5r=(&3o>$NP~b#n?<$C(ybLKS901tCE^XKJS*4> z%u5@SaNvEzrY&$5j0w0uP#Q4nHp!nlqhIj&f^`jh2W=1y+ZV*f;$7r3?*at|V_H@4 zrft`h{`GUL##=udsH7@$(4KPsRt}m=;sdpWR-gE`ELw&YTVg(p$UH!l(DTnH$sI$b{kT$J9N7!qxl=2IGl=dvC>Vp9dc~NN^6wk( z7d$>?H#2!~`3iIpz(ACQWbPjpvDOJ+waR(54}+Ct-qC|)0Ur{e)auq1ybkV#z0v&E zqigx(;BdrAxZ*!=1{(Z(I=Pk)Ti&I%+~;h1o;=QmcU~JaM#1}Z&0fIXB;T5Dvw>3F zON2yXrp2`BJ(%>go$T(JQe9g zM#ZDHw-G9W>r(L87RbS!Dz2q@rwFH$YjF0yJts)HOXL+W+rbG%oma&>1b%Wn!VQ+{ z#|r0qkaPbvz%HJv5U*3Y9t3BHmo>q-R7l9$l*6y0*3gD8MhuO7&n1x0^e^4RHbE?$AVOWa9$i)sNAfbx<5)=uk+&OyTNvCQ?!BPr(crOS zQ|6R^MC9WvE#t2gzjY<*`kO-LpAhu%3W(w)zc!aUrg*xya84JPQb_p)^ki_Uz1ZOAa*0V&*4U9ztF~$ME zpp71OP(qcv%I-NB|9JQI%G4xw!0P|yxh)H)%?SATC{lU}DMr=CD+#&(W+Rfu+S5vA!EBmGLciK0 z`cJq92vbO}{rpNTrYp<^I4`iN5NbCSrX_K^w?s#_Uf z{brt(^{LkdiXP-#MV$lZ&T6nX0z!$#N9>0t+aks#8b~n2k~6;%uD7gyDI__I11Sr; zkoLak>aSfcot={|y;Cay6HhZlIY!(VaMm`PY1*g_tXQ8&MUC3 z`wyPEC9HMf2Q65L(c1oq*c)snv-T%_qnc_{uq@%YNS0W`#3&8=&dzS2nLo;xA}(3t z4dEwTx^x|^Rd1-TjYl#1gY>=!E`=Nzn+bFA z>V+^VdaNN>VCBL@6Ed?L!x}H(OwF5XfVKwQ<*_n*zeGJ8gZ1%e)KYy$l(Zbda%aSf z9-kTT&FJN~vdJug6aj!WzzOe4(#Y1n{Rdb>jz@D0`2lQQ8(6bL)P$$NxTE4tD)PB9 zoCGi>mm@lJ0aVk(U4~{_Y%@PY%_Lkk55CSk=Pz;SMd7DIP1K3wI8k?s_A~wbIJf*Q zpLw&@Aybi$-B0T9Fa&wY7khJBf`PbzULXXhAVhwn%iJa_g7FJn7GMG9tPtNE?BRdW zV02;Z^mpo zdd=JT1MLco6MLMGW7gEeN&$}1J)mRPDAjz zsb$AJpYCk!2dt!W?SWw~lfWZt|dz31*czgVKkZy@|d)(fKg9Bmb9c;MP&bW|I zs@1Rca1-tle~vMnQm=)8Ue!OnB zVuZ|_t&mo*hwA!Ha_sVQD&3_kT_xZ3#sTE_&E<1oZ;_G}t5#^DxCkgLhAL~dAUMR7 z`EhFO=7K1kvtMOk0+b5{GUI_318*(O_ z|Ad^=w?Kjil*GDR4?Hk<1Yk}l?r{D7&TpSaCwkPmI<7#nk5zSuLbTexH1C;`9N$1N zbY5Z8Z^m_a&$y-OL#h-vUUJHxba(Ig1$Tr|8@`s$eR#Y?8lWvOIVpp|6HX8%)%>{f zoX?8dc?YC8AeX|)jyhyb(i6OJrD@-&Wxi|A2EvtnJLnE$&&Q;fYuR^B(dONl`;1DX z5q1t(vDubLm%FNz066rQM>&oU5d~*+2cu@CVnS=Y(Zqz*Y8~MoOIu8Ryw|y-m4|~u zT25S%|Kq3^x8TzlNJa4NC;9P%6(;S|`NH-lShZo_0=w(t0uKxDn)92F*SwtEK(2_d z)(3i8@mZzUuiu4a&_;_Nj4Rdn!DmARfcXkmqX38_Zj>N_$^;h*B&IoL3JD|E4Y@GR zj^{4Hv}ki1$T#Fky%ezI!9yg>JSboHCWQ$(T2LlIH>Do;IGjv;^=k;E(kioi;zkKp zb;fJcO(eE^4^QjOwfieXyRam3`w0iOI_L~slliv4i(VMx&?|)*Jj@8qRG`s!=8psJ zah7D$TJ8u=f|Li<(IRM6a=p4?tvmh5gZ!A(G8+!I+X#I;OI-F(C_IS;7PF`1i5-4oWpflC>ZBU&79mBdvpBF?$e6CPpzcH zxNpw38xvLkjP_*OO8k-31#7roebjZvC-2b5O!cgwh=IyZ_e9})wgs*D?4 z(a+sUv{YC8HAW)7_t_>J6wB32VZ3Mf8ggmzHT84!0&jyvXB@uxu2GznoQ-$hGSo^B zK*uxQ3ZxbU2o;5a984vN?!gpO^${6X6#dbw+oxG~9>=B#_35>dw@%Oxg3#EQ?I#?U z{a;BtlACX@>@7FPJxs{rHOe}2i#m0Ezi??V|BbFnki)*5|!JG$0D0$#5Bu^p8|- zDj+A)6q;6%F1MZWbM5D*^%VE*t9Jr~pP$4gC$JWj$k``vCA|~2@e#)D+TTraFh3}9 zSY!-NxdMGF?9X_?O^F4q#IgeC6dQC%L%^G)6zeH@Un9({|Lx(WaMq^O0|E+I83K`r z_B+UD`BBSS5CSDI+5%?ht-YasY`%m!ckSpvIWfQ3PNSNAxj||m_r&jKqebSGGdI+m zrS1?g951a6r?toE)q6}zu%${KpRu+#`ykTz;N5Y$T#L(RMdnXxufeACE&kvwpMXdl zzsvV?m~(fJ-`wRpiMWjhcmiT$>S2+4iClOp3vGDLVX#?G<3Dw%)_6H z%w2`uH%=EEC+>A1fd}nrV19j+!hx>OBGk*OUmV!3;mE2eMFllPvB!!eRo4i5Xg_YM z(;duERH3=m+6-JBGx|jc_C)ufPo91P+Z7fulI&d7K!W9QT!O?baD=}r-^Q78+0o!J zubY7WG}ub+?tgiPYfC_v9C&U}>Z-6AGz&y7*9!s0fkYcHP~ivwvS`E5A6m2vX8`At z1mFbGbP7SA6QUk0-aj&~O~0hrn~{A4!JW%wI>%zL^K>S04S-LGq+zs>DVYV(4yf7y z(}Jzqu*!Ptn9)m@ZrZ&g<6z@3ob@ss`h3-DF64XQjQsF9Tqy3L9I3r&H4-4)WI9^8 z7B^D8w%+04<6T~4MYBOC^QR1{)nx(x-<(R*`+5R*rMt3__PXHCcNd!4EQ_RIb69BG zbAoM&MqYc@`)e;DKI~SFA9$|L#@c@2b93li#^n8Z*0S4{idTL5NhTf*m=JHe_a;lF zn5kBSU~j$eDYUi7pBpyPlbNE$sYF>`gt!SlQlA`TLkpw1W!^J-7=rW=jqnyLC{G=I zcM2A}dB+Rn-$T?(KM$6L=5=>1^gyq*ny|cbEdZMhV^Q&vW~Nkq1`|#m)?48afuRa1E>_*8JtdUJp>ya(oZs9Zz8BhmDYYL2mZOlX&gkM?dgq zTh0~`(VrN|t&eXHt6sQQJsU9^YV8$`>3E%G46*VUs83F(a^`x|4X^Hq2<#IP^f#R0X@?1H-t2Iod84V$x{UGeO_m zSCHC=?_P%0$fTF1Vq}`U%? zVH-_+GQTz#`)+Dx!#7kn1)!#SLyVw3llTZu?QjS~ihhO5nM@840x@Zm9;;s4vq-(` zA1wA>5>{(v2W{W=hg{pKKh-l`UebR9z^Mz)z4&1smR0(2);@sBVEa!1j^p+N4^=%$ z_55ThnFNuDvL}aXxp7}O zJjy5x-X-d`M_rvdPmRqp1Lv<{n~P4|Y_qQ}9;wYc*e@ptI4NX|^ye6FT3s;_unxl( zH`pH14V@x0g~by%TOn}5uhO5AJPX$Cubx{Hx+S#n!Mt%<3V8xY;xjM@{{E@bl(1fZ ah?`_!b1zM2;XFJCM_xurI`@u|@BarQ`G9T! literal 0 HcmV?d00001 diff --git a/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_scatteronly.png b/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_scatteronly.png new file mode 100644 index 0000000000000000000000000000000000000000..9d9e2baf7503f12a90c7f28f212556dae108bdd3 GIT binary patch literal 57456 zcmZ_#by$@_yEYEfozjhTNJ>a3ozf*BAsy1v-Ho)gbSW(z5=&a7yGy#ef3tj^z4!b5 z@g0XAEEf07J#)>K=XFkmijoW_8YvnK3=F26tfU$Y47?c(3~Ve49Qa0EN< zBMwvXhkOV8f?y%0CwJ$LRUp{k|(sow2H+Ob3 zax#OFaWXTr`($bFY@mq(hAeN%Ns4K>8|-Hxy5slW^{%`7uP7a_9kR1ku-PF-J~-G% zdF8(HV>-m2Htt?*Yiw!Rdu+EipRu{*aZ6dyKlT0Uk&vd7u{iH>C3JX_X+#_f{igu& zjQ`I^F62F_e_s*zke3mW{O9ARDg)E9E(qlMdtOh*T!0ZVgLjo>Q5SyxJF$Z2PVb37 zob^j}MblhW1*#nUZlt*17Ds%djMhvYXtr*( zLq^b4=!PNTb9HKZZkc%f-7_#RCKI8rB+d(tSB*Llj)WjM+L*WpbJWa8T|khj5|5ia z80Fi^9CglXo<408ixDFpwGZx%qM<=JVz}6n1)|c3&+~b<@K0E1)VkA&B?AA@agowK zqD>G7kTTqIHN76Rao72!m~T#*U23d3>jBEbz~6E!zeyOvZ1-q zc}KgjUxj`1wY zx-|aQa@(W-J~BDifP0ytQ6-my6e9D1r6kINxW@-~R_E?rm{9>~{=6xR|Vn7<7H|yD?=67QWPAGQKauO84W2o?>#u5UV90Y`xWCY9P zU?LsR$EzX<$!1%%M~=!;%*aSd>-Z476uU;WR@s6To4@F@RdDZA&a6gLPg9TKPxOj8 zG-+&4Q%{>SJ^LDpjHb~25@Y?A_^%=B%Qu|u#iX^57;qmi8y+)@E_pmz@_TiKgOW?` zK4SB1A{PZVyMJ&_T(wiUhP1;%)$jXgYdK{5P3T>QKys-f-;tGjPKSmtgtH>n=&>&K zWRm#ID}4?#brvC78i?a!tJaLiU0}@WQ!MUC?ySE5SlvB)qI`Ps?_IzlZ%OF`U*u~h1zxec|(Y#-4AE|9dr+K z5;J3D624a%gw@5W8%sg0-^qz#!e}E) z;ka(l5fD{DgCijy(3?Xb& z@&bf3S@3+D*Hv7C&)sD|c)r<%_1W3}>`Ri*IOMM!VEA3O{!oy(^1Z7xkn;RY`I-g7 z-tn12D6T*zma@O!^7ASjueY4IB0|~ z!ZYS-tr9VWGIV~JKYz{paVp7(h*~vIQZ|7Ve*?ki_FT-f*=3Ib@&_pdvw+e3cPjTj z9FNTmj@)hg)13&|gV*K0m}iaIAlQRwJdIRb!NuP6V3kmZC)fRlHcR}esL(0{9<;q~ z2mgyaDQynj;D0}m)^Xb0ua8$v`x7WceDy+YyHq{76w`UY>Jwoz9Fh#m)C%P*4cbgQ zw8-;_;-d$WSqJ^gUrBPXYgbWoa;hNNbU*hz`4xfZZiP)DNC)9tWok?1GLiOvH0xj> zFC@wp*?;<3W55IXlO=SrmL=k65Ng{U;92c`a~h|`{Q>#&Sk&3pa2QDntdK*F!S76g zvx!o5Gw`w!qA*M{tvpFok}7zao$d^N`?d0=M#p@N`AGN+HhlU?Uxs`_c3S$EGs(BJ7ZFzw#GoVulj$dy)>I)5Om!SPZXW%t14f4 zkLW=M&&OpoMpr;55sJZW!+PyLU7{+1WFxgLMN&oJtx;pzPXk{Mrx=vfQPWqYxKey_ zaghxBJ^)8X{9i;x*YfoqINz)F7B89ZTq!m_HNPWUf zi$C8qzYqAAUteESbCL1c#2Nh%CGTKr(uk%1V9636jCnCIll6238@wwH4vs&a6;-(;g!qo1P~Gv3$>gpDOHuzrhKNwuW($j&#upfiWyp=2RSygH6dsO z39v$aUtbF)@OYkElGGEZHo<&igyi;ms_y`iia%5P&55zD)~M0K@m8#n9gXmwziHHzGZ~x zdp>{%3@FLyy;wYtTml{U2Uc0sIN0}M+;PM};KDcsbnokJxNY!u#*2Hg>EP>W(%b$| z(7OXwiqz{XbbXRw3rkB&Sp7j<#=qi>-bYXfxvu?+0D2=?=-wHKXg2erk=)g8tRR9% zts)?|R1!;E0Z7JdM#}*ylTrDrFc?q5ZQ9|n)*ZzNarH0D;;~W#ie_kNNXKly)C&HL zRsD?GY#>Qi8K{8i43@XI_dd@nYQM*OS#0hWa3+!X%y}}g?C`EDIIu9lkA~2A;S1O!DerEp#~Dzp&*TDuNgccW zRpt0>y0t)YfE3rpS>fx)O4W;Lq$2zL%Tb~nu8)mK>LYH>wqzonNg>&Q^X8N7-{?;S zhx8{~BsMWq&_y0tMo%=!D>-28KsGs2=6^Do;rSd-H{=QszNv=V7HX8L+0NGkjmLc; z67juff|%bdKRt$JJ>8!vTNUWROQCfAR21OGNA`B zfxmNU$!}n0dif;L1lPj_W=Or$ z_Q>jAJn;An$k|Hlhv@>nHgnY~>RZ3|cH%@p_qjy$+D_&{7Mgd%Zv zOe=2I=+`kE@L#V6KEuv%X}<)DD@;$vEEb3W^mZ-EWQm2e8%cd<%yaZP*zjCz{&}86 zM@HnYK7Vz`a06!)^K+UtbbKaG?pDjCRuAABSv9}WLH^`}Kq)Ktcz2S-8cOE^b-fS@GKE69w(xaC?y?A2?p?A_X@~8RT;Owbf0)OBaGK2ej)wlar?2Yl zmD?e?+UeP_2#Ec;cIY8!{r>7!Q)MJ-#ukg^62x4_2x>LP-Do6J{?lGNV};x}m;3V# z*dFd+#oQPMZEE|Lj#X(wZim$LeSf(3H3Xfv{eO8s-s^s8d0)+tCsTqbrb5y4l&04N>#quQBKM7t@B^`!-8IeWK2j*!6WmaOX^}((m)H zGU1+@U1)Y0blFe+@H>@D7I?H2(^m`Cof@RmQLnUbd3F&@6!c7{dGTC>rAARduCNoW11%LsffqmPtXMoUbSOYsrQMv)tID!p8*m{FK)f3 zs?;xZhy@y7xPl~HW$hBm*Ei+&cN`Cx>Ti71%!g>ETN>2r%g&FM*c!N>lL)z%r4IKo zRj5q&dB#V~tXxcG47{|+QB1NJHXZT&lcmm}tR??NBNY1`7I|EJbdW=>CLS`(c zEA(CVrb3E8PFIY{9?ZL4>}ncyW}@s#F&GC;3(aW!^esQ%Ev&Wu?tJj={>X3OGX?jO ze7%h-DL+G-cIDT+gWnXMzvnSoxm=#jD^&;$+$IuJmgGg@imAWS=2*iYBYFmL=L=N$ zwQ=oe`et*CzICZn8prA2YB|~Wp&)4a(5mN!N!e@C(u6lcoX{yg=hq_ZdOTaS3$>_v z%v|t`H_AjYIQpP2V3jcT!=kD**wp)6)~+VOVpx{rt1xp=z44Nzc0_67jH?rQ;p>rs z#O=>;=7G(Mg5;${j;-g2xtP0ru+RnkDlym}XPkjU3rpP^-qbo?h1XQrT}a_@`Y7vQ zeo=Xh;w+Z4D@DTNmBjZf+?~z3wOR8QOx7}|C0cb*b4K?AVrYw%iSri1U*$niqW@=6 zvn_5YLbK&$$zBqOzyDtB4cuKFM@DlzqQ#05A9 z$4D37&p9-A^b0s-`rw{(Q?3g%)v=0DzW~MBh_+9X=fjR}y@vIq_*eBnUA~lhdk+4K z1F|lZE-?;kp%2uw+peO|?^eW`c}ok0IPloYPbCHD?>=4#u|i z_&b*NVN zS-LLs^=Z31;VZ?}_0J(Bxx=)L zo)OFGLBSrm#dI`%FfRE3-9S2@=0LJK8lfcEfw_i3Byndd*YjxVh3(OS=}IS7Vm^g- ziRp@gsd6BCXB|>80$lu)j!c-;Yz5b;3%sFqO?7YXPRxlS^zH>-(5FF!b6>t&ZlgtIhp6KdQ}S zRH(0z3C3%!|!yZw2iXv-UXK?8Y(j~`yF z6e9R*ube;7ysG83uKPqg+@!Ks@B)jmKPk_qYHnK)&7@*8F>lGmN0VR~DWEt(Bvn5| zL(8MM&;ShONaNlnVZ>rP83iMToBzP7@=z<&R}NKhbxMLcAttrOf+*D>-F7}{cMYH* zLaDvS4gnZs{~3&mckKE8BZ6w`VQHFpR|2lH`U_H8i%zH!$ucR>qr@0EtJ5Tunu1+^ zK@Gue_0(im4U~p+-NxBZ=jWe{m{*LDmF5&SQty|v5jSG#OlCDDo7E762WpJR5Zr|# z&OylbZGTQm%A)-4TJ^9anEv1K1b1nmQIq`dgW6^YTf^^qV&5TQ7a^jCV$nYZB0AyW z8T`{Mq%2pJi|>g@EC~sP1iIydO(6N_8La&r=+c9M^tz za&$w*07oLvsz|@CVZ)gW9m9>spkUe2hzd%jo7)RkAb(W98I5M#Twds(LnHhf(+z|{ zMcokq57G;NjmZ*K6Hsp0FaJ!oG9wN}b+cP)MU~KKbTA?=1a%}tbg|vfko1KKbeRlr zYu28QgJ0N6)e1rOK&VE*VbI#q(E-idYPm5W!9vJb$+}$KD_a z73u%XJoD1CHsK|sfQSgamD*0b*E>5GsFeTr9bkR`olfd{ryJz3&igZ5GM~vC4Vs)b zL3Vm_d+{+1E!2nxwW5HiQm+Y4B1y>2j<^ui-kqY0ZC>w4Us(JDU{h%B&(}b0V3dMK zC+ojgD4)z?_|tp%>+8hQ55x=!oQ`=;EB@y~8Tm4?T{!d#sW{TiQjz$aD*Sc}aY%!+ zP)YX`u3TDzSMe@T4*k!5|NqOZAQURbXaE>+W8jrS#rR(l{r?QnI=d`CJuf|%!T*0` zuXVPS&9mzI3#z04oxy~+j0l3xmkeM(sILmG{`LLcK!Mzb^^^u2T!G*6o2JR3|K}ar zYg26WVsK7eCM-)!W6PD<3#2TrM_S)B;(e$6|KC|J8)P^P%G^EV+CO%HLnZE^fzFP) z)^e1j`MqEn|8l##!M=YeL&j6}TEsgpBNOU8szcU$lMCM#W=A0W)4*^h)ufxV!e#vT z^-OJEZ~aQHZ#7SjM_L43HnfVNx*|UG{hcWqx2cLjtIALB_;`h2sBk3hD)iMqQ_^p3 z6=P7oc!+bu+RFCpyVx&v_mmf5-}q;jDv7VX96FCCm`VC2ErE!l2RWTfxJ^RO!^kkn zkmh|RL-gNrT^ZH_#~uClhkZ6EToY(QYOL@kdAZ}E_P@@Z#0-ru534S{N%^{>#KrF1fTs&=P8M&ZUEk4EXL zGTn!A>CR|ygPI=tXBkfWuWGd==V4#0#!Kw5{|rWD9^20|G=!3cpfT@Fzx6YvS=c4g z3>L)qL+tVcRo>pR+H|Fe z`?07tCj~f;9-j4HR=EUOKg%X(Ih`thy)Q2`x|!~;jt0vWh}Q)@Ra0fut7d^G$i)3S zieL1b0i=3)4trl}Jbs+d_ZKVk@ZnUvG6fivH#Ry#4v|DGfb6_!nGeHiaYeA8f&C%U$opRaE`M1x-b z*RdgQOObQL8QGZ{>5&tSMu|KW&?(5aQRWh@|9b9sdk%umXQ(=aR)@EFsd_!?zdPECumk7ghy8LQ?b_M)A?GitLC7+LXamM3J zMg7SEW&apVcT}+w3qy>CXa~RuLl8gxGfYS3E(s2_{}d|)e-GYoh;J?kkeGHM8eJ=_ zqPfICjn|PGntl?3vwZ>>Z-tM{57G3Xf~CbANn{+# z;15$JedUk?w5}pe7oS%cy4vWstHf$3P=Ggd z@Hd!<5VuunK&`?B#^7{78dJVhBPExqP4XtwQ=-e~fu(_4>%VU0a#xDHOp1s(P-^E|mGkWI4|1V_y^R>|}C;Ms8aJ5U|@h6M6u+b_p;W>P)TQ%nY zGqh)aRz8||%x?>8r@PI|EDrVcf0h9CRSTHq2HyAD%z!^yrlg!dJ+>@Z ze{J(hUTCs95bJ?@rvHY()udUUyl4$)I0 z7CQcrNIb@*T#3SEnrh?G&Dsia#HI+;{|he)*T#Nc&Lyur)C61=Zgv=(x4*vLX!q8! zGY{ZY(+Hj^9RHBf$~-5066&uyRjot z28A3KxK-e)-A@Xh#^{@p|Fc-5!At@9M24}WdSGuf^de6R2R{U_ZtE6E?etnpUKlE| z`*;@W^6vQEYS`6f>$g~<@ac60%cpUVJ#EJ?3?M*L)Kt!mqxR&1mUYwx7%X)E2_ExNDwQP z_8B@k57BLQ3gjlRx6Uj`)+Ld!G=APG-7ex0(-^UU;D8EGub7Mq-h~@)Gn-^KSg;%s ztokICyf>ZP8(X+c+Vfdc&^hig{PXvnZcyq!f2~XT#+zw;fHOKdi5YLf@`ua!XlKHz zjxa2_cCs3iUM#EVpN==DW>!_vPzi`9u%Vqd+|nXZiLhW(GAU+^tz>kC^kZLLmM@TsId)!Jb`&KT?E?^LGsUnV zyP9lIkshk(Ykw7WUR+Zh^E z8#Un4%ikxD7Z-}$dpu^+<)@@1h_r)b@@DlA#JO_QPB^o3%N;jlXl5l5YPYMQs~o@u z3w;^=)zNrsgagQqB*Ns|^O36m4!!jukr=GE)!4IQ9O*n+ix0ZLI8*ob>9>dY)Y&P% z9$G{OOTg2jQz%i$W`C&oJ>O8v`9fhinH9~Ahz~kxb#m2qyJdz!G?ihRu+FWm`I-4< zWqY58r`jeB`8{8U=O`|4n+qA^#mPvRB^x?9{@gaH(at(^wWxM4YL>sG=UGoy>0j|i zql&b-AFp&~``$9^H#;{P{Pe!rovwTuQ&n`wSjR^r($XqV@D&mpt+&&6f`#Q#OgT1e zV`k1V*yztmC7|-u0)d-d5_xzgOh4r{tx9 zNX2}^XQp|mG-Ulaod8ouGJn37B{Y!4yb($Cj@vBZ@rT8xR>}qd#)6&$1ILV315F2` z9J|G4ddx4-=qZWtVWdbY*_UYR-lNcLuu7NU^5&DZOXs-k*G!uhFKGR;E+72uwPzPX zp|^*VuWxN&)NwwsR!jZqxUv%!nfvLl3QFMx$^#S-^l<}Xsc8EaaItbt2SA7mMlJO)2C zmRjR|p`mB}(fg?_h|w%WFq%^Tw)6YDiApmF5($R-?(+Ag z9|iPU-6z~st{ZIP?}8)e8*B}WsgQ7$fBXEetBtJs@#crhJ1 zvOg80*Au-FZ20|6i(9d-+(+%^Bs&48e*sn+E@QkR>l_*e*6S5Aq-kHS2*2(}efm4( z^c~atS`<&TgMdX+4dbiLY+o{m@>;1VY@w5xMg1At8^5Ao+j@1@PTxB;yqp6OKvgkj zPYKeHP-rr>Is`oK&X{~U&v_vy@hu33j_)h0E=} zT?P#kG|6ofa0;gT6NJpYji%Qo|3j&Habo#8RXR%g2lc9n<5flUJ<^_3&qIXG!6;na zlkvkXNDIVNmm8fUGUa0_CpvLK`aM;E`^c!gp+#ZLk{yV+^CjeISY)#Z<-(Hf|+y-87Z!>GH()F>CA(M1I!+7!@ROtpuzE%XUClqrHAuV9&A^&lu$| zG>YX*#}zELfXHB0pnAM1F0foT&8q@U;VxHSw3QgoP}-vHU91gd4CG0TQ9Wu;MAccV z_R1swTW=~hl_hiO`Hq!Yse?^QRY!N!KxI42(ehx9>Q|BC8&+!8-p`tLiwW`U7*H1n zx`j!dLH%OE$!x3-Q~V0quW~g?R#H9C%BQ1bzmA%3ulL$!7L8VSO!Y>|{FzQkp9}Gu z=WEhL2ZN0ehQF%9N5x{ZeM)9Yj&??We9ZWj=WwyxFUz*|hnav?wWX9?rLKlLgd?$%np{|=rxd>Kbc*=wXI4oft1)5-G!XG z`Sh5N-5HE3J%uggEPM0dHYey=>-0A|8jAL$^~vOl%cro9*^A@?T=60O8^Lr1y#x#w z!qa?%le%`5Et!6wH|nI+d0u4c=uSPE=R2jF@2;P2WbAkmT-m&fzOOt+*|3l>>=SbZMpI(Y zMrNTC_Q?_<=n_V>`n*TV!UQGZSe3(b#h;i&FN+dhRi9_SVQZNCJyV_gadD|8WKJ^- zbQV5;Dl&-d{VTmX9m$`JCis#tWH9&*@xGSEjtjluHOUZ$?En_{pQEON{_c znyZny3g$k@TTidezU1!vi#!BHfI!h!pIv{s+*!k%>BA9QP} zMHY&coxYPetfX*^*~c6DX%;CJzNh5>%zi#BvcWGXL|aw!dM?_4ocou%-vK9F``l2* zm_0vu9Rtm${Zw3`r$Y*YR1v=~Vm)a86h=IxM0#i-&1@f*#o<8LCuLXUDXGp!*X=lG z!8&rf(u)6OvY#LvoaJZK4}MSGj}OTcrTrdW<5nStZt4_5V<-ey(DYf-w8ku704qy; zp>d#0XUrbnY_LmMt{ojX*a&Y?4hC6K3Hq+|6b`xXwhK%_ff@Xz56#k;y5dDj6sHg! zy_W;#ZH*S#ygxIj!hKE)niwuXb`nq9e{(mUKG(%D7q#4)YqCnpqvEug@F)`-i1mpK zEdF0QX{~sAp=sQ$CZ7}+zY2-Ko7f0^OT?6eLB&p6zBS1zD6C4eYeDkOaoGqJ93(gF ztn*Dx4Jd5*%Eu}wZdS=#=!EGesQmh-)bc%5{l8220=`R-`Akj76l11fveIN7>kScm zQU=D(XwW`wW(rZ3h}^SNC>A#tVdPc24PWqSy{Et24i4BzL~6$hguD~!3kTJbx(Ag= z#YCB$CzqSudqU@q2KX>W*_;A735h0s0M;s)!rf>w+N~&D?EZ*B#@^1fonwk2Q-{TU ztTF577zm%PP#qR;6!x&J2+ou0Z};;XiDxJ=$g-wcb@;}l+6PZ-9BDh>_omB;KeJtn z?NsPnOKq-!_tj@49mpz@qfFP+e%it=1IYAK!!gPde-JuK=lb+u>@)<774E37aYIW0 zysJaiWsAo1on%Abc;EcDUuU96q7*Y&G{23Yu^$t?kbM+%vD_QY*H{P+`Wr=}ep~lZ z6Mi2)s~FFNuU4k_GezX;?{}4BWmSK}78jb$S{Lsj$m!374d0MB^LMFptci~iAq293 z<|{C+o`ajy5OeKX5^}o-;@+w-V5-dhUl&gvKy$RfXjplTyrurH2vcy8U(8ueU^2J_ayPN$f*<@4d1M6b=b|_T~0sgBOg-134t1a77BbH zE0>-AL`6(??}yuqw3imHM@z4L@2^2JNGa@oJXiNIoAx1C2%Ydn98!r?6rc@3miXsyiAg50BWc2d))m=_pmq1eTX&iW6=Jq5Dm-?dfkYG7ZE z(_1rZMj}O93`nN1s`%gQw+tu}?##qr4rgb79?DF+-yDdy=zwVol9;Iu`a@;T+9vq@ zHK{KFF75Ap<{2CA=$MT^iVsab-j+siLlfmV;eFSW-!$K*^OXKJe-5}vLtog)3dXuZ z(6a?ioBZ4)0EU*zodHcm&}uzLF*5ka?F8EzJ$Z-L*``tr8{_W1t_BqOJ`@`4Pey6U zl&J=>&*j436e}iXUns57L1gO0{`yhsu6r)sOa zqa>f@$cJ10KXYwrd=NAmWHoof!>BPw&UXN$-Sw$Nzoni>4Ud6b z*j)vnhkwuWI9*v#zV(&ZL(Sz?_8VrI&m;RfMSU45((`n0rAe7=bx-+iS@=;UpStg^ z3KDD55*wEnj96tCSdOjz0E$F2BW9Gm?Oo=(S+o9m>O)Jylp8fn@)mf z`Wo}!eF8j`IZ=nT^&x?Q0M|>GLnlS8^6hwS#7XzLc@Di z{aW`ndR76zk?W!W^%`$+I|7&{gJL>pCRA7c#@`uo0-6q3VICeHW(sLei`%2zQ-#+T z?|dkNgR0(fpuMzMI(`kh4Uhc3k2emf|=HI&J z8z7n-H1u~@$k>&$)j^~wntXOig#!m8Uo;e9yGcw3raau~&dwE* zm`48&Wo$AOtLGua?3`Q`BjP(J*38DNU*r+uE*B|gSS}x*oQM@2zELCzQQcX4ODbk8V--83PcpYf?gHO?Op z2`xwSq)s>bt4s`S~lKEvft*_muBXZ&j_boHtVRZ{NJHTIr?oJ3l`sf8*Uq z%VC7grpqL9PyK*JFMOT{wTE9@J(#Mu7^}@L`GoVUkbccF*{u8E<%t5%<+=RqH$H;y z#~-*BB@P#w?yip70r`WUL69_$(+99R0dLUz>EVjg2yp%^=j#uEyS7C6lR)pp_)^%n z>{rZNfO>V0gWwpY_dcH}#(2iB+FY?$In54limdZESdkvj!{hFYP5c*;rvd?d2?)>% zczAeVyO@bg`DI%R0?m0I(w_^QTvRfKfnfp4BGgRKgFf)tYiU&^Jyxxc(z1LBgEbnX zWb=V$)%`7Q14W7(fEDqKA?XpFXhVzB7~z70YxrQ^URW5Z!Di>^h>BIK4D{;^N4|EV z0eI^gNT)zHzH5HIMe1+)C9Z5__erX(Z%QCpi8Yqz#}`2d6zo zeK}tP*@ZgeTO|027B_oSauPC@%R^1qeNhiLKu=`8e=u?Ph@lX={E?i|{rY6{jd_4}G#S5Le*(QN zIfDKV^J9W{WpVLZRTjgP_(y)%tH|pKqst=KwMupFeCxz*man1fLP*k?DjTarygll{ z+~J4es{j<~K8CuF(^#WoExNqc?e$+nF|F#7Ys^-c5Rfh}&(2QIU+iwWP)v=`gnBwY z`I7dXu7zOCVW1s;8`a3VIFk&8g*u=RQLYwCRo#8Gu9IEOSqc!`c7NN3{1)`Ov;ja6 zXswzRj4R!o4rB_9*@wPODcNgk;K!VP`7#92{pl;i!lVPhx3sH`HNR^esQ0vY^opdwPy_d zl6?ubyQzFtbn9qRSd!Pa+=Q*hj)aBRJUz<8h5~PSOwfkE(wCPWAecCdk&?MTq&J&) z5isT4-~TxGyQXgVM>$y6y}ux;6S353U=McT?F7C_9V9>e_683s?Luy{aKLvbIQ~^2 zu?k)9wR%GuMZ7l*`YLu*RN25~kdQpqSmG|G&;M(4VwVjk(BHmcTJ}@MbNsF?0AC*p zx+@aQe+QEHLQ8zgv{iNLB8ytzI0ftd{mt{K?s!irDuI7L2gYm-04RmBxpeZ9%{Y(7 z-F;eoHrEWgwVtrBUnwa~PXA(lA&gNu+^rOXs6zQ3YkdlsJhaMxd1F=vdu;5YgL zTK#FXdR?&tnpr?V05;~(X$_<-v!9c_EH%`CU+ z(rAT1Mgs*j#~y(vK|U!ULo42u3TF$i=Q6Pb0D7O_iSY>KU+q?RF8M;BH@@Gs z)`ikak9asA9vjWAjx(n7kX0B-r01(%W0U8MvN()H&EN?>do&+19du8iGwh8a6Le;( zF>0_|j85{;l{9S2GhNq~mAHP+Gr5PB@;qo^mU6CMQxEdB1}p{Xo7-KF&)PuC}>33>x&Zl zQ)dtzp^$5V1PvP0E*8^Xd-0tPvS^#X%oN(1v3e>U0$I!sHtN203@I;QygGB(6xBOI zpJm{gDF1$cov+r&8Bv_h+rQk*JGs`vF*WpD9`6ZZiV5y=s!C!)fHlEi6%Y2W6nb$H&ra$IXw zy8N7GReXHzumE0)&zlLd!gwEMhjA3H{h9kQ^^gCHz)sBH3x^@UdUk)GK;UF z8sqx9xU`I18j^FubdSIGx|ED~MlZRwEfKc;+hJ)*exhUy+i|u)F1*yi^{D79s_Wy~ zUmh${PcCK3LJMWmzX?q7HZoW!)FKlFBT>(BLrxvndjN|hp#CWjrXiF#OUOsp&cy=i z%I{7AJzG2k&1~??L0f*x+j^>0H)ZAF{zS&Xs?VP(N;P}`p{cpO-cM4UOKr7z5v5J< zJN;qbjTNG!pp@v=S%(v3+b=o@uUYF^?cMA%6#Aj^SPp`V`$ z0-iKpV=9-N7~0dHEGH@{5<=qe7fpO}&pg}@7pl;BggLcd2nG!drtl0Pv#T>8Zo04X zXTIz*_dL&W$;*QF1sn|lQG9)U-DHr4eN`L~PN2%Iu1}*0_=>!y7Qbc3_Y^XjX!QZ) z3KThdw;K{x{>@&<@2m8rRP1BVH2?Q78CQav3P6P>d%b8r}RR3g5JTs-E2R#<6o!%^Q--Edk$hxB%3OY zwPk46+c?n(+@N1tryKa^XZfm=BOw=i09|B0m_t;?sHm5Dx+FWufhA;9zCE9PExfeY z&XMn2_P#ipjPW6c)M~Q`@}Z6R8A#zx;=$icV|*9q?-h|m!I8KmD79;OuX zKiG$3MIKY1ON3%KhoJt+LLZe`*o1<9SZkH-(AMR093ao|AZW?~nF1nFWBW$Ggg$Bv zApAJ(eL2q%pZCMvpOp}^eUhTUiC4{66LRT^o`_ei)!{H?Z}{mgV6h^)F$As=^b@lg z6%#oUB{Hhhy4PCrT$1}X9+$I08wPg0)0Kv2n}hENrOez`b|=5TdGqG*YnBc;&mhi9 zqUlP;*F?4Qn&8@%dZGNq?(ECNt`d7gYiGXU&B2L+@?|n01F1N?DTt@G`6BV?|0 z>@9ME1ab}YNc=IsZIzLqSRogAuuzBwA9#6?BE2owtuvjW0Btm}TFX)CZ)cTF&!L*} z=IiTxUe%Sg-eMBG5JMpY`*TaRxS@2hlD4C14%=3DUUdAp3}<0)Sv)&PGP4A2e#mm9 z<|TcD-Drnx%LG0avQRP)vxn#TNabdwk#q0opOlm-;5LF$K-%Rt{aef6 z7+bv->DL^q$G?n!smP}=w5PFW7{NoG0f*$~nw49|Q{DRpJJe@%?(1b{SiUz>fDZA+ zcjhNWxeqgIQ$$cii)VRIV}m zB)_M^xnH=neGb1f<$UWPG#Zs*y_ell@yc$ghB-%*tWK{Mrr+I`XCqq-;OnBi-5elj zW>>i|7MD?8ZgXb7Sm6O(uuw-L=m8xZfDmg#;wmBk<%LeE8a)Y$vO#OkB+Un_x5+iO zf4ITgO_1Z{(TU{Sb&xPgH;#^;#IqiInhIpaY83Xs-L(wS5#uQ-aFxgKXKOfTnC%0R zOiZ4YPpzmMP0f3Ld4=JxJZ^65Jx+-d+Y36(dfK-V{|GXO#AD!!R`Ycr`(K?}%lP8r zEpV64Z029YW!N4GxJ4n`T$f?V?i6DgN~3)!^0>RS1y!iu!^JxiS3%jQFl>!t6i3$! zmK)4wjEeU%55%DSVulpW{LB(md5_9o>n9>0JTDnhVE7_3h=v2-v`jmRj*6;#Jn>e` zd`SLqXFMn907^D!6fkV}RZL;m7g9H$RdffJq(ntwf-5mvu%Swd;Ihjk^2qccxI3LP z>7;AnnbdQ>Gw$Q#bF|dP3Q@8cB9*TiiE4g~TE0Hrd<%kf2Jc4(2-fP~p_Sgk<_i5y zEto-nVsC6rihjciVIKyi_lIz&&4G|D!x~dLVkYlD1)bdB zNEw`t0c~lYxap|9cn2ngDqa`ohbx-^6;+{^+YW!$4Y(hxUup1~1O?grk46F=z`9Y| z+;3~u%G31*x`_c;82yZXKs`+32=$F0g9qAl1Bc=v?fo3ADArNC`_oT7lPU$0^hw!k z39aluL9z8E>I z_@8dap9>*mI&7=#AdeS~qK!&-F0$!}Qy@61qZ7t0pV#68wlZMA^#F}Boe3bmG{j$M zdpj9}O(p2tirygeGP=dzm~P2?rbHraqULsMI6LGBMV61c?pyRsmmp?o3BW z<8rC1-uNWEm1?k8K4|Ll+f7}>FuKjS54zo*{W3886tw1(`PR^kX zs9p+_Y9N^ou~$I!4|73@dCqaaQGCVp5xrSbkRA|${J;nj+F#YtYT$hlS+)_1$!&=# z&atLiBCX}peou2nB4PmAle*P7;g{Q2M?rk45(+V1U4J7Q^~3n>F$|N}dt)Iu^or^D zSE+oqy2MOpF)vo3?V?ksBTB_4L^8y|Gg~E8low24C?mvdGoXdceeL)3zz8`M1=MN) zgw%nG5adjals3-bZk@qu3y9bwKikw=8_$I@4caUzT2%m+_pU-Of{2nO7!I9~NxwPn z>_nACBhL4LDGeDrX>Z!9?G3TKP2e{?vM zaeiz)U38nEz-#Fg@u*4m#GMiVAWPdZQ;}kRgaIufFzLYO0|24-r45%NE&*55WP>(s zK#m%p{x&5^EGY1fQ-spuc!rH}}FQjo!Mg{WQ$Gv@_ z5E5IiVg=X=Z@ZD)_KE8!z+K6zISj!MFp8g0wl<~q+|kkEIH*dE70)2{T=Y18@==CRQ3| z*V}95>@V*r1``V0zGDQq7uKW z&lJwx6Qx#|+eVN+y>vjGA|-{3%YDXx5s79z&S0%Tw9>zVD@Jj9Gn&aQ&Rn4*(W{H_ zPC4bUgvBv7uAFjaBfeh1#_q|pa7Ejqo?!Ub}+*$27S9>;BR-P+oFf<4f zegqA1fM;(}S$q1P7~?IuV8;SPvcH@~ux+O4M@clDR+)L|9H+9K$5QqVxV&piY? z)5>)MF8NZd$m+}WY!R~RdQEwUl?95dw2*W>MoVtqy;A**FVpgw+NA~$mvtZe)-zOE z-Ci&a$CAl3HvvN9t_H~t3Xs8}LTbIt^fxJ*7rx##ZyeX+L?n=!`tij%9#7GS7O&T& zWUyn)O4SDyb$eoqPuc;k9?GYPJ#~bH){;_Ipm?Ob7Mj%Q!XlNLj2h0)SdgK&P%5<3 zr~hP5!UKVX$q#0H5CDCILe~g`L5o*5L)!8>aS$BGW->pU!gf@UydF4cxdF zB)n8U_o;7uJbNqeE;b?(c$mv$|39A2GAzrj>)MjiAxL+3mxOe8cQ;51f*>Vb(%s!9 zNOwthhqQD`=eyX?cYJ^M;Z|<$>so8hImS5Wdve%{s2vd7V>^iu@Idc}3uKwDRi`i0 zRBc-gLC;Si8D7s~6}4xBiJy+8q`=MjXE8puw=r2D1d-}!*@w{NPuk)(ozGQj0L|w% zwbN_H-7T!tjr_nhaDQfOerDv1mKTU1-O+b#o~#VF7%iKI^Oo|~d1ru9TI9x{{wR## zL$n?7CX$4(O^%*jPZ&Hy&uge;E0^CRABouegB8NEK%r$Aa#yLk8EH?jT*`n5f@OPD zOQOYSJRWC2!`FX*`#y1H{-sqP+91aS9nDF95_5h{Z!USXNuK1}zM#xnOWHWy^s&zS z>%FH3X{v5vsITrT{oyAYHRv|u!^5{ni*`#&v>0iQ&%SRidNxj;ALH;Cri!RnwcB_@ zMT(_)D71iuKbDoe$!apb(WzizGhF_? zy4^(hcxDV;U{7r-hxC00^lLF@{&zg3T(n(>DKT8W#FhD~d~DT%T<_rBF=bQ9Npwn@M+i)y; zdXVjiv)D8T_id#d5N%=z%{up84ka`ujR={SZy)bI$I~dkrWSfCfz74gE14~DTY0%Y zUcXF(vcvAsL1fP5NU9Wl*LorP(PmyK7%d;W)?#dh(^O(-TN<|nIHji=n5|pjG4_~% z0B!d8$j*t?U@yN)Nv~O`Vd1_GzECV1Rp6;Jt$~q_onXNujP__;JYKd2=HmUSnE=K| z8Z2G2Svqy*u+ZOGVfJr$>y9U35TXTUAqH(r;l`e@xCKa7pAKN zWnF}FvalO2)C8Hs&deLAy(|)B2e6-`qoW5d%mF9#Kr!ynmx^@8_ z$6J=GG5A!SYd{AWXaeEms)cuudwt*TtRO^rq_%Z_0)k4Yr(JMDd({*SMn2FxKnu)I2J?nv$=YxYo>K8s+jdupZ zc0cE)^QGg!>~+`|Wzt8PX&;|kRB8(^@ppV)*tt!n-o4^|6xJFX zvXEL>z-5}W+w<0Z04+{c`hy-b3X$A#pW}qqnwMlZy+Zng!d0xG&odb74Edr|7_7W@ zYMNydOcrv@>1S(Aq+j8h4Ic+DU;*Px@!79FEgYB=?IFZinG z&sJMFW)V3w24guw1v${tzo2(`-o*RAEfAytUE|fw4L4ghs!jz6Mtxg6Gw@v^s(?yW z9A&OCeOty#DBu~J8c^9ctt1(pJrkZiwlho(!b+QcGhu`Q$#h2m?x6-{gA9z6hQx24 zY-Ij6zj>`j%%#(~j)6E~M)Fvq5*W70(kdQ4Bu?fM&#ahHyY;*1O6}vf=$IUny$O!? zcK=8`A8gRYZe1i#g|l0#oVHc!Tia&vZlA6h+W*YT;M=d8%u^i~gp*uA{6jrOlb z??)32Z2+ZZ51omtwJP}kM$_V?-z86mLuMH8e~B==jHTp=h*t~7YqJbv9X( znIVN&o1mLHk2O>eUeBJmTlXXISE)?D#2>3@vxwA*!-k~c=l4rw929QFVrF`3X74OE z9}>&OP$bu8y9nQT*zC*W%p-k(gxuC)n9Lpgr8QFL`|XZw*Guhcvs7K?JG3-EzXS;~ ztLfA@M8j8hyQvy0^aA1C2nEJ%yjQhiej6MK12AckODT?9_pUojoSO zkFrTa6~aJA>RevtbC;g*d4^AvFRj%w`BNWR7!cT_-r6Qj+uarSfjv}#XSMhk$S=bF zdw1*GKnZClFz>fL<-TOw=RSJ%gFpzNtD% z^MS{S2HERDrKfoklGUC-5CPb-hoS^!d}#Q5gQ#DhFivzYqvzU28{1@+IvQ6MB)igp0P{ryrGxaqoGGYy^+h6$bg8}ofgi2(IXoC;vi6-vjg5LK zK_p&+&D#w>&!?sD2CbiiHFo{|69VJ{-rn3UI}Dv~ZQoxXAM7Tfrv6f)jIFf*#_@N) zx{gO8;s2Y=$^(#4fZo|+>i&q5+R3ES{1LaJtI8dT8jVCb=g<`02|5Ztz3kQm6rF|U>LPcR(q3u5l zHpe99;q1hz0_hEi3WIckG>SrHM}W7oazRwUK@;-X>dUis;TNzL={;WFv5z83Vdr>x z6upW88r61hZ=_8skaN%(buK8Rx1qNz&^*xJO%uKz@s)$%rZCCzwLu2`6H8%yWVhtwlQqshEr zq+~LE-jV|~>U%!L%<`yU+X-J@^3+|RLNj6wy?Y4nh_)|~i7B$zKbXTPy(&~|!-<_O z(KW;^6g>lRI-~< z{EO^$yFx8ne46I)%8#_FblA*8Qj);BAZ&KMPRrRH(($a)|0BUW?e!}_0d6vmo{^j7 z7VnJ04(nAN4TQNW#V{qg_SKvB zj~q4`3FG}dkt@#8_TvW-&I#7;{&A#ya8A(@HASee$Oc7Cp957)&SxB^Nr`8_t2v=MX zSv}U@WZZ3vU+|%5shM5Bj!zx6NZMh#7wb_X0gh>Gf%L!64xJJrH?cGUoK5LD`tbco zu7^|QVFR7w;dHoc6AXs>EwKxD>_PbyV)-By_E8{I9PT44_1Jfqp+9ZguqgQz-BlQl z9WO+m@YIU*N0fd)J#fHIm|#oeje8N@-2m1X+o!N#RBK1Y;=-)9FOg;^_gC?1@xB|} z)4ZQ=m@4FuljyN4P8c5#O1W|42kVqs?RB{9ziY?+4s5XGKS7Ogn+R9!FUQ&= zh5|@Ysw=5?9nix`(?=F8B-QD+Y2-5xToRqSp`um4nTIW)koLi8dZ(V z5dy#gOv+RAd#r^of7((_kfr1!b=WU>h2*b)n zp`TNCo(sXs;fn#~nTiY}AKUBOx4$XG+vj(+&RekWFS4CC`^cvgc~}=4K}D7L3ECB< znMDFA^#^{oUfD82QQBWLs&_FM)UgNw6Jn%%`n)^Gx=pia$?QiRmZ*0vE;(#<@Rj;4 zL64pjz1@pn{3MJ1{BX3mXIyP9Q7e~1G2yk4+Xn2rt(bMa1ZISx0j?HIg-PaiWbM2btFA>OvnMFz(ss?gvsrOxMln8gq{^G(#(| za?mUs_)AnRRI47Ld4!(mSuTOZcelWOFjL|`0Q#9c3dT+pHhrY6!U!DUUwXi1V3;S- zhu;o;F(&7Caqs%mM7tIw@MJpAwwMWAj8_^5vdz|=cQr2lQvPxSeUTv&92}9a^Dau$ zVB8=TLWe!+O4_{-chFB5eDI*3BX6pnM-~=mqY!g>(I**qdoZP@1 zFv0k(^Enx%M7~)c!iDaqE7?suE7MvXmM0k($nRrd zNa(%^t*vA1TA`=jM+8P^<-BrUsT_qK7Km*)R6C9>xGYA#974G4{h=6d_vNBV{5Vwh zrxnw<B$oy!G?|rR;T+vw7?6@KW8REf3=>az*A>XnXrM zw+l#i-E1ebmfRWL*e`)UbkP&KXd8KLc(fQd0^n#aL6`f|=6^?M!K}1s)&LWQYo-p| zx4S4O_Mi=9J96wUd&#v6w0P(mEEumd?38Ck0+yaMlfJM)->(4d!?ey4$^vH+iXFcY zj8i83?K+~_$#l2bH9UdPXh#==GMAK%W)Oc1Pyz>zjF&-rk6_Jb zaw6)x=aNH+$Y*eN74XVuWg?Es^^)q=Gke{yBOBV+!9b5>DPl=pG9N9(9Kj*>m& z=F5mf)~HaHq69qbQx`ayE(s6tRA5A|>ef%tG4MJ%FN{h=ZfB0B>1y3!ULT(5<0XI3 zF#TQlBX%PE`Pq5jX7%0d+T|uwOHnoJU;;e{(!hNaokDtb#j**&Iut<2WEo(lf&n~p zq}ozlA;Rc2xm@mRavn5;fTk9`HnekU^uA1^;OayfyS7xg-)&md6HD-qH{9 zdV7#<%A-(@Rq*03&}IgXe(QVt`JYVyD>WP&dNix4)Pi63bGUmC=-p2N)weTO7(2Hd z-ivA}JFxn{34Hb-B0g9Cs!?Y9OQuF+vriVRPp7a97L5=igHoc&UqbefYbzf5x96eH z;lN2xIvbsK*6DRm;da{(4CRh)z?pf>pFZn@{{L?laI`crC^tqteXIHK*c7?~7a=uvaLqxDymg$9F+WM_3i1SZ9NIYyJOlvcMr_{-mS0dj6cu3kWC^fAD%Sf4cc&Jz+dyJJD%nfy_|HXKL;7<%R?h zDbk+OZJ==mFMaqRNh$|v8_y@4{XUHfsf{k&nHO|ib`??{QCMElogogt@4R2#BXH^< zIj#Pr7dmr11vvY)todUCl*CO^l= zelpAP*nKW>e^?E5bv#qR(;YZcte7lU=wtPm^Z<{?Nu&mI<_A&ljKeiSkS{mwkAPp& z_19qTW&$&^xbDk+(L5EjDl9plThd##?!F)LQ!LghUi<`OB^P(>qaJX<>^?Vy)*p{Z zU|}~!auv;hy@VE(-+X97Pfz0O<-iEEKB&J%p4&|1Z%A%l)B6G32l3qP?HvB)@JeSO z`&)_>03+Z*b9W)#Az(Hrvf8e^AmOxX#rlWg)qrF10!-~lEw50YeqIpylPGi97vVy& zL3(D?Ek=f{{A^h|j`6%ZK3$|JC^eEm0IA$SNZYzy;l(?`3!`#ZP-IGB()o(WtymfB^AcGt3^qH zl@KA5AAa>GWT7wTSd2fyf&be>c^WQlyj$>#i3b(hupI@FY8eU4UqlLNAb;nqc~T0TTe{{ zpm#h`=_;PA<~1R0IF_S@>ok~%Pn?HgmRJlof(X9o^V1uM`=gWyo9Up!Q>XvjZy2|` z#0A>y;K>JfaWtYmpV(9&XUDV5`?op<9fb-T6TNMoX}T3M%0Tsxhi#cHrR*8cnvS+1 zCf@0ST1?z|?Ua)zvhAWYQn=(>x@CaTKTW7^Uuikda=eg;{V&iO%17oZ*oq+Q(H>C&~y7eBh4bb}e?U|bK5@?eL>=sMKwMeA#@&RE1>8I8{`)i~Er;7-a7I}H%GDI41hBBT^bqKnWagRnx$IXS|C0sLT$I>B=rRSJ* zG;l}yt34p5Y%cwp80EEp3!dtmjZN{=GfAqtU}nRSk~UV;@AxngK*@I%;#kgW0wux+ zWKH!ZC;!yYf4kHLJ3HdxXlA1}Vu`pH*A-1oM49|K=yZiRToD>SxVCTB1_MeSFAyut z^b3*p#Rop#Qp-iBsnvh#($EUeU66DgjE&KXAkKm{>8UVecH=TT)>#s)dx|zPb5g^( ziFyUDF@<+@ya0vXtP_)3QHM#2FI@1YPHPjO8;pK~>^EfDdNc}Q{u)0EI*nQ|;_J_E ze5j#Va;@|OX^Wstt)Zj>L=1e3UvZcJ?q#|j%a^qe&n->^lJf%(7?a?wE zgTsH82ffI_%hDM-_kFGWyd)W(SFwjB$qrH8S2Eh|t*KQGgdzGo@m|V!K`IO?0jWAn zhJ`W!r?@i~6rjN@l61O|!=No9DW56#%%b`VuIV=)OyxYRsy6*wq7@_4l(X6M79{b`(gqHy3Jc*K~LCGLBRViRDl~wS(6YgZ^7_Tr7%8?;J-&^(j?Cv%VMIq4&|+nNt8e3=Iy z){R7$>wx`ji!VVY2kl*sh)CajReat$7;7}MZmhNG+6#PP&`K&EQ%cwV4NAqc*cZV3 zWh*!TXOTJp+YrY>3Qw{}&7-#(4d9{DaRbJ|zHd|_&o`BE@tO!xs2$ca^&W4{=mQN2 ziJ=f7z3Lr^LqG7-yRX~h=<*AdVH5Lb!44n9AVMiKfpR;$-e58MyxF%eR8xJ`AIY&5R7s4=rCupVj&}UY@oHoMsh1&3 zi!i{P9FPJI9jtN31ZdUl36vf(f};r4t|Z70Pp>@{fsRpKAKlM6#{*2SdB=GH&nZdL z|MW1w!MKt!Bo$OFvOT5?;=F6nvQP&2_Dp$Vj56?f)rg^r61&ql^Ni^`)n3Hk(5G-! z=zU<3em7M$nKvv?<$kdZe_~5MvwScc{{})KR~||)lixWGi+(u|xPpJgI!@$)2x)o} z4+7aTnwUu(G9wS{>rtO%K9w(BW72nTQ%@k9Ve@<|dS9{8^R~(AIhOMJOGpDgt8~iX zHO=qu%q3RMp@eA`ckr+5!W+_b;L~PaY8FxjW)O)V1hh~RHSGd;g=il34`1-~E{2)6 z{XDP2jtBwUtFGAhtV&nXvs?I1JXC}T2j)?{l{6fiz9)D(;E#L06nt-reYY0W_3?7> zh^IPt3{D+ke2oMGQOI(^b$em zLQW3Ml(IpDeMO39RU;_6T!VR%`8`Npn^%V%!sL2g-_>O49)W6ABnQThYJNq(Tqb(m^D(F< zwm-tZn=oN_r24d1XFUzT-_Lz}kSrGW%m^e$8kHO!?nn?jZzEAOTX_V&ZOlhXa33vc zRi>|)Vf=R@d_7x-VCxP-#y4Bo@095J%VQsw1=?#(kfea^hR7#2RLSchW_;x~5TE6W zo+LXYSHlgdYkbkF5oNBoo&RyaqSt8TEF(g()eFDRJq~Q|Y}0S33AmYPWODvcn{en2 zC(3Me3oGLRG4-qmwaerD+3TkZ&)Fh-$#JxZx@*bU-aV@@cLGR*;7⋘ru#H)9)d1 ziD#0}V2%WoIdvu=lt}BhCO=*yXIQ+>wB*1S9E3{D1T_XTr{&T&mdMzs_`}O=B>9~C zpDarw68KnD6qaL3hjc4$Ym?CP-9E>uD>j7e79$}5sl5vUWmU0TO(G0=uwxg$J6^Jb z7doC2r&q4Up(JrDj?Z)nVC^!wVs-zD6lcDDJ4v6aBJNw~+K`)B2juY9Kste*RQuKM zeKpFBFCfs4LZ?x#rP~4wKA&$Y^>nY+g#nM_C;xkTy3c>1?P|k;b(lPjS-)8=NdFaJ zg%R5qZhaP9MC}R@f$rar-D9`L)KF^FAe)rG<_o%;EdjyRN`3c3@x2ZV>Vb6Ot>4C$1>5`JA0IkQ1o!2`_3{D=~c$w>WU>T}PQXc*VGIlm_}o)%;J!^rCjE}?5CMi(B)desE>c0{ zXs?f7!W{q-Mq?8#@{(4zW%CfC30bhqV%fAg(Eyt~kQDs_C)b!>ZM~D#=7^k2KM16o z=_FA~b1qbQGLOAC-*QKK8%;ItNA9NGMnu%W=9qN&NZnEWvRC zj)C#nwB(dglND5v^f{ zj=EuRabrOY+zk-TVY`Vjiz?E`$T$E;?UnY9Wnu7{^7VTT0(o5MCOdrEB6`h;kz;O) z2=q3qPa6u8LC$M4E{j2+PWY>mfrkEEW4c2nigaaiccJE#%uym2n?>w;iZSg}q^LN3 zI8!2O+b^WL*&blf>X|eb>i6%aC}XR?fD8MGSn%Tq5H$@(RrPd#w0NR}w10(@I-vxk z(29qv=t`z?%-p^0e@i(VjJl(N3{J>#yPKis%6^b1iTNFctG_l(`8u$M4S5cCI~mAM zoU5>o8#5o4Xv=wv68`{w4*a7I%vCU;v#$QCQJH@d%aU56It`yAw!y8F<@U@UIqdnk zaJw>(%{;X+;X}w9eTm5#LX*@Z=*4?XQh4>zk)&7chmE0J&ofX0>AW5ckcaAZ+h2&D zCo1yRQC=^e-8Z&#HRO>DBdO|3Dma!5os? zqwImcb6TnIZ!1wT6HeC{Q*T#bC>j~|et3(Y@5?~7ve8f^Q^4`Xf1m!}75(Uo<9!_x zo)QQcg0^PB_u=2cEWM%Ons#%a!hffiDTa6$O`b%`d^i|G^(=dLjvSDK_j`b^vC+wT z;PY6zOeQ}C0kc6oUvcYKQTkt<=Ac>i3h)`hX`016{iCeE53a-TG%iZbpA?Z+=-#UA z-oe}8S(wZde-I4!U^SQVAhCai@;P~dcI7?rYeo?Z4ppbs0^1}rb5(FZuWis9NW3ig z{|KuKLlxP9%lMosMEu$7Sw67i`*^+JxCJ4MS&Tpn)pQwPuX!`K%P^44H< zSetr-*=W*Ne5ZRm%FN=p0XeH-&@NZ|W$R2PVPI!W9w1mN4nrGlX6d#Umsgty-=oNN zc}(WKW-b_kV^ZYDLU~3*S4IgKJp-GJc_${#?#;d^;iA6jcZpXz-QPXs(kcH7)f5&# ziw3SN!3O(+JKI8e@|gL&w|Cf#xiut!+TRLF_{v>NOQr}Fxo^WOI~LVo_MG>DrW5V2X8 z2ezk3tu#7;Au&mh{V=GcVyYah4{0L+&*fq(N~Tn;j(=e|iERoO#0o?g$P$K=m}ULV zkvy+90dIpu7VP|q0{4jq@{Yx~Ff$#T{?OuBr*$ElvR^b<>d}6reb4vd&j$nwSDS&( zr+?;K+}Pbc8|d|tVKsViH88IZi`1%^k}Ul6eb*j2f*TxEj|*`%sx)Ac$$~xog20K% zUL-G@;G4 zT8J(hVBm#^JpdE=DWeal`8MEw2VQrHQeL+cFdH6&o3;!OUBBEDUaYs(q!V%5BOxdJ z{W|NX)#&MM`T!(4W|%YwWSR}PQ>Ldes4wtA#o#4#e+J>FKtI4ah^f|;*toXh-W|kv znz^G^Of?LoeFrf}W6^xFs@t#SKM@WHOK0&f&#Fsxq@i43MpR{}X=y`nw1GYk?5xp- zf|96XBveuE_wn_q+Lbyx!`OHoCPA43CGVk7LPOt&(~&#CRi*|h6p-xREWxt%AbwTNuKuKe?Oe5{KB+YoPTszQ)d88|r3Px$h#b@K zZ@1oEB<}95X&=~0>{p)cb*Ik(oU*f1Xn_Ft3%wSz1XX}pZxW9N16~cf1QqIciLwTz zFgzCD5qTc}7SH>5f|EME4^wiU*ErJsh4Ly42mxk*5K!3K?kp~$6NN*r*T&2Fdp&Gz z1*`Rvh$wirj0CqQC>DG?}JoEobb8^iCb7dy^n2mv$qS5wTsX5h}} zwZ*2VG97u7mOvJms{ju>8VuFe3et;G1r-MJhDp%y?U}p@jG{pvO2OYja>5;%AQR~e z3R3=4o@7ySZ>Y66Lt~rg&KM-WVmiVUmcj}m3WHjR2c-_GLM&Bee1r%Cm#xK6xnepG zE7&`P+B*}w@y0;PE=!yg_ndzN-V_vo8h$@9E(jxZdE&iiWdnSqm!omnrRcZ*80P_+ zM$86O`7}t~y?fe=`RT=1U_6zN|8NaREu$HHnkS~1$%d@&oK_mw4YZhqK=g08>t_?N z%8+9`+^Dj<++F0e*LmR*hA)+RKDT0qTaFFL*Bfj7;86Y9>aCAJ0+#`%(BE(c+m8sf z>WWo5KFS-|$#>1mw84o6u~%u6`zvKR0-j~5?NYp&QFnmJ-6ISlmb-@sfO2Xd(WD6I zf=H_zK80zi+U4QxT?{db#aJ}Z%@^^y(Xj&?11@?nP~MBMZO(_j>x*j?ZoN(F?>Nt+hhW@bxE9xiIhXVNooJKEyss z*m5{!u6g&I01$~x8rN%Prf>3H4z~LJ75g8eNZm@U7`>6?e6Kv%(FdH;lWoOJrFpU% zq2boA6qZns#RK-Q)Tz7MTTnU%7OEXBsrO4Lfd?b8i<`&>{^(C6x5Sq-IC8NaUYRJT zO(o*@n#p~TSrHdIJ*_@)-Kag^UziKzQ5J0z>nZM6YjB&f4j*GyD!~Dt45ZvC$Dq z3V;5%II9B5n$xmEH_j}bEfCKRgF4Z!u}C3iz+d`1EE{JwwD?!xBd5_fGz3=vi>=)C zKLQ>>2X47G>bymBq%p%uaSt1Bo0(1srDt94GXWmJ;Q6yo2?$eFAmo|IFjwk`t5SDw zJj8G@4w~!P@2fP;;$>qx!O0a_1y!n2HySVbf>lc()l&y@dYDFSdlU<55;iDA6c13r z&faEkz?8tqm#`L%7ycT!TlGRwG)YE@P_Qq}>bJ=%7I#Eue^lDESVPq}quPqBZ zu3vOSUwGUVI{Q9c-gFLB!X{S@xOXk}+l9koV!~kgj(lu7eM?(qw zbx-$`Lb=q6R&bvS!5TcM$mZx^D2shYu;z4z8^jYMj6tXgauR`>Sc2IdD1k zebF|8f>Ys2%aBqav}irV@y0Wf@XM+9?O6^OrBs30q@N>N`z>dn;CJr^@S;@q4JXZ9 zKmA2c_^?qkWtOtL$Zqql$(TYWfUke7+S$ zk=z@C79zgDK-1y>*1tXwx>>Rz|9)rKjJK;;Ii6iWpk&B#FgDw+@a~X#slr&a)cn(I z7!hPS1&1xj{|kODTp8uZ=T_P6))j7}b|Qk4%)`?}+5-{O*S%cdlHY~qvXr-CMRE#n zyek-C(Ej=D{xbBy&Fz?s&t70buox_9I{W0Luj)~w$!tDFQED03;pqmW?eP4q2}()+ zn7eHOIP}0N(19662=M!HVEH1?yGaOm3$#9?huB`GJ>^xX#|UJ=irmk!#$nK=?B@5J8!hFbZ3j^rDV4e&REldTITimZXTl zH%){xlk-Uj8)r}@Q0`zx4ULK~@!mUuE~fbY*|XFn;0{F7s<1@?$P7kMumjN6l<=wr z$G)z=S#3c^!pm1HE8HFu-xbDNmxOpa(LWFheUML-OJ%=3oF#wB5xo#%Je;SmwV2G` zAtGwQ;}p5po2kiLfsQy3e=Nk(OmZRy4_VCjhnvC2?l-A5Stk;}_5j93C>u0A*Zzv* zvt=?r2rjQ?kmu$|5f1*^a?2+52jkSka1kdON;ET;W9x^0_?&NsX>wka#o)sFcpKBc zGr>XEV6RLqNcuKV=Y9tp&jy56e^D1oi*EUx&shu@>G1}j8@4OW3fMCODtPxNxH`Nc zgKBf7y66bWsMy}~%lsNDppEPOyGhE+kE1RkM4Lfq-}+s!JBq(#*Xg@1yhyJZ>lKiz zLO-(9P$ZYhns<~8SCdQvv19XVvPhA*naMYzXR&%0EE|}B-uE+lUwA!lxKF`LT}Xpr z*T`u*Wl!ZBDOz*;y*LV3HG9d3ekA^~y*eK2c*5cz&O?X|L)^&O0F%zR4k3v9gq*0H zQm=0`26e*WxPcMRdrHmjizdD9hZ`|n)3vP)H}iGYJ5+CIOVa+rt_OE6l7*Q8wN8wt zQZI%K)>(2i-=@JChbEq4)vyH)_@_ZT-wd{}@{}89?;SAefn}sqG`EH69|`p)v$yU( z{~W0?(MN;}IoO%iNYach z-cc9U^usA+DOA)%M`+i=M!9|X62TRTOYR>`mWNniUWRdF%<&vxZj9(yjOC}P(5JPylAjl)3B4_VAt?S_t>mr;IZ4F0 zBtx=zZZ^`Yd~@P@b{1l8E}a4N=bpl;l+F`?@L5#ih}!c&Xkr`K*Zw)N!i~)wy8=v^ z{eoXbD0|o~2XHjXiwQoEZLMa#${|G~{YBHH>$ZWx{+0`kHJpSP@)v(2r)qbT)Jlf> z!xCt{zwNsGbm0JxafE)0RGyFkwEU7KZZR$?E@@hT7Urx49U|7mqNBnd>HvzW33@85 zh&*3D)KB=}(}~xK?&GCzq#=SdBYp=T9N$?5 zISBWFs2>7V^Djzpit>9ZzEsTC0-L!N26XWf<@qXKDRN&V7!QmQ@Y-D+Sc1>A31)Wr z5I!5d;`p4go~5zqQy9TGC{Vp0ZceGGT}U(G0~p%vl*(S7WfdY2ustT<+5R07?oSUU zUgiJySGgNtve^|g<-9$c7n)yJL6KjcD&nHeu}L5e+x}|7yv6Db744_cWEvKQB8LWr zF2J4Dlj|0MtxZy8PmQf#+XMt|@a@#uwTdy%9${ZURSaP zYUpQ-A=KwU#6fsj{aPyVM0&{!6iTBbC~lvR-+f?U$(YO0D;6C0r>ASDKH}Dx(N&sz zkHMwO=gaKc%op0|)AQCFws~+W94$mn6+YS2B+xmTcy!;wIC(!ppQYJ-bwdQltb~v? zi{}@QanH+WRxIV(sL#5dRfa`GwAJu5UCj=^u)^{RWTZP@*SEw0`z!FFPw|K(Z2*1M z+uM7tUW{3X!gASn6)OvW-XGlL)s|71;hT|JoZ%FCefLC;|EL%#sa>M#nL&H+=V$gY z`i4aH@k#nyKst>ev&IJQj~UMi<8l`v+S%f~Jgy=WyO6948k?EV#Oiz<#|(*GwG%G(z*dFu0m4{!tE3fBP6 z3}8e9{~CXb>mj|$Y&&rBT6M)z?%cdlgpI;8gh{5(C%!?^%!d zoRD*0Li=e0QTO#TEp*>vHs6NQ5Vl&G#JTp*0WXUoh$X}2I%_Z+T3&ug=P6aCZVtnm zoPC!zl0*Q;_l8ZH%m?EiO`xsUcE|ULMiqB%BSBWm9GGpv8q}&$IqMSt<-8u?K^qfu zX$s=BnhGfIYT&m;iN7YD#A3+K*!b{Gt3MdQmC!GVnHHJLH&5x)SVr2BqtKhMQ81hZ zMesksXpHHKSv{Il$KrCf`YTpwvJoT+Djn&U3~diDEi&22Ub zR^KO|iMLDb5!p8Cv{>R_90M%X99K znfV0hjYV=FI4s8my}TqJ9^B5)Xp(5BU-z0vg7a4L2dRMpRBM~3r^gp&t!l4>nNfa$ z!}~j7w#19`!Hf^=Oi3)p-89O%1K}_mhsPNJF@qX!-s*1mZwDWQdMB1W0WC$}aILC( zMzbmwq4!uaN?|sxM}NsiOEp_^wBs{^C3(ywE$wGMg&fK zd%JMrI3#$FS;knBX-#_v0^Yg*X{C&#sz~Q^YxB4Q^)wK(6LtODgH z7zZJTjoYD+D>zqNbdte>DCBB;aIkP^v@FYPlmjTsooxVNsu+~<_UHgr@G%-JW9G}b zk09a^`tp9w1*E`o`98mV4DDmkwpvH*ETg5^ilfGC{Sw(r7J&Fgs0#*W&g-F=dm~@k zYzFCV+js9LD-4d{B^EmvVAEa$Fk;|`JKw?@&fp6zqSnqP0cg}L@Rqqth1x z;1spNlLTnSpsIlmCr@%->c|SvtTExZhrXAXaSB^(0@3EM&aK}i2bf(zHTH8qHPDU; z&83j5<-vMj)|ZJ@Sg>V%EO0P1Kb!;YFxX!50RB;Y&B}D$)>}}>H;ZWZhik6%kpD_b zijpglL{c0-`twK7HBsgQMH>cx#QyO(D zyTZHEA#6>S#RgL!a(*-=Zf>AIQ#v*p2COhVF+$>h0n_UoC40LYy!Y{T*`cl`m}D1w z%KL6$7|Heng7TZ0XmU1;Fn!3&rF`n0t(o9*tDUT-!S+b9NhvV*6Jl$k&b z)8TZ+X%mxHC0}8#9Lx&SwCaxpiHLUDEWYg)&sGK_=MmlIBWG5~7xq zvUGn)L?}^;Hjx2)B&0M|UNi7DdvSaA8{_S?Kx}DU2hbi)K7n0OCzZ_ZL-+%8S zsm#ys{5xWi&SE6RX)DuuVL~Fo_Er~bU<0`TQVo&_D-2>Rj@?o`UQ&%9e>BL&#kvGp^nIjp6lD-W7YPlM z6|E0Tbcr9x!NZ`Y60C${(nmP?RRUpB1Mmlcv~k!so?q4qZDAS10Xg&ebvc#>7!wn` ziJ)WCKmFs(1y#13M+`1uP;J3uP}KpQUo3`9y0y)J1eJ7XnbT&*7YPs0bAhWI3^~?b zsp0@$3MKPg@7K*WLOz3fWSk?yrUJ8ulI)dCXbQz7zWA^=nFsjD$&2}eN{Ztzl(HJL z)9jW)LZ4F1P!&;8Lu942%*uc=F4`=BI2#L1$3u6?X_qDFQwer%0?kTsk-bhEris~J z@1FKNEq9`F>1!<#E*tc?acG|_<;v@xEVK#kNIdC4QePK(gLDrv?|W#Beq)J|vc!Ke=Ur_ffVz7f5^^B1ODsIA&m-I`#PR>5X*?Wx6`*j>}u@yuGIZyEt{Fu>4x&cJhzQf%|{ZO84%-8#1Xg` zi6Jv|Dw<;`hCvTv-*UEL2hC`W2`vWIKr#tn(Yzf@rq`@|tMtn3$p1BBc5sw!r0RfIeO zu*u#rSk~8BDu(R-doXar@M3Z$*u%;dH=osLVRbEuc}Ue*9QfPHc%mXS9$5XMAFWYRvL$9ZRP^KbLQ)u9|U4qcuSc| zkt!xwYH|-`=Iy?xs&S?i=YN`uc#Mt^u@E-u`X&@?yes&eEkB{lQz{0}i(gOn{F_+% zbTbSQONr1p4AaCZDavk{h={`~K1nm7&ict~PdZ;dCKm`)V3lt5iu$+bZ?X0~j3c9c z;dT9(@f-pA-=Syr(YhRF6O-ycNyqUx9R$F?^ti^n!?AtTk{Y=^kLQ=_$7Z&gg*X?I zh#;x`Q~KU6(5_T7>Oijs|Jmg23idU2)RGYM$FCRpX6KtMJNUE8?h6=(aB%kEQO7!$ zi@r!=W@Oe3QG^j=A*lTEoAR+y_0^1zG1m$}?Es+&1hen(R~Nak5ui{J7C{Ct+~OH{ zBBx?IWkNE02Q0auqwMYT9oeY?(Xhfuqf&7MoDP| zq`L(KM5MbLM5Mc_ z-{f;RKAJ}2A2BQARf_6d4W9!FJjj?1|0MWANYzHCFM=U38A2PfJ&c{v)k9$U%MI{}VNM>?*PF_^F3nIDMbP-^^~q5uo5I_5|Urfl-)W z!5TBtPv0IrZ0&vA{j5z&T#5$aG2l|63gZ5ONDh+pZ zzuh;L61cXeS5`9cfKGC><0-%7MNpxUTf71HN9JrB`1l;U6V5#2{ZannvCG@v?rrM^ zU_-k}jz`Bb>VKphd{Pe-{Sx5J}yL^b+|TcM(rWQPmG~wNQ3s7<9+L z7R2VV((FqEG6KQz?G9AHF3wFupOIRLD0mUXkE+oj=YQA+ahl#g5NLF zSlmCWk^B1xKdV{bW)r>nUQN2dzB3HftnR|Bo{47zNqL$ep`2S28*FIRh7E-uJ{SO- z9hz7WREyhQ(1^8l>A(jUPo&jNQ!dFnbav-``!S@mrBo+z^GL5TgNLu)bt6muvS+g2 zzo$*s*yHN3%=?+Dex3~b{XIan#eE_W7hflYko`~gj=F?4qL|SG|V3YCKRKFfO3UqXW5Z4br+pdSHPwlTk)Snhlq3{B~TAZib} ztvt>6hVU#a@mz{=t#wO}ZbK>=bTbJ-`1Le;{z*`r1<`d_8QDBlCm3p=c$4smxv?ZC=mX1(3+oX+FC#0bqUVP{eV5!;ASUVm=&JxHOO!KN@6$FPH=ejxlzm4Wh@oLufP(tDzR{Mo61!30ACTI z#6WHhG8P;$T&6=Ps!yY_8!srhLM1qm+%~&T^OMzYQeevIwBEBt5TlvnDA%i%sA#Q` z4A809=8RhZHXZA9WTdEGPo|xJiZ61rNLB%j@j*6~I8AktdUMHkBGugFVmK7>UkT$@ zpQEu43sLAK>-orXpRWu)VCuz2^jIQ1@4 zAclPLr2f4;$6&;l%~Mx)AST^ir&p!@2|X2gj{A-;gG;Rmz2X~PR9;Dbrp;jdcZ@rK zkfHKRI!#-*RD+q5Wp=q7S5l9``IjNy2Fv(1Qc8#Y%+HkVgOL7y0cmu3 zf&|m{Bof^&!G-2)ES-RE{>*Ts21#5Nk7B*EuT&&j$_&rKx?LEc4+`5)_sq@lJ1thf zb%V0Y#`uDoWGR~wsE1DJbckvSNU)An6i>YNTTjsVT*;sx ztu7|E+A&(oZ4uT&>+AtC?0SXRd2;@*w%;H0cw?Q=S6>!hlJ+QQdR#DhbK|FK#X!Be zB#%S)`r_l?iA}&hWx1NlyjH{-IG~QU3@#77JRE(Hl? zyT{D-kdI!#nsQ7No-E`Hr8^6-^unUfKvVECr{D=uhuiXg5E}maFZh8w&=r!~((M-Q74Um%)mf|dsp@_!-YyDXAf^{zmNDPbN{g5NMv`m0)XhJheGh{IC za8^&|>^z|>eQgra9R0bfztQm905ZZ5WV z{JVJ#X+&Z6k9&{5mhq9W5{L)D(io19I&M^o@$t7|gBK+QJyO#5c#)jTz#XtNJqHv4 zD&bNAI6SR(Z$+3>ZlSLC5pjlj!y7g!B+=ui;>Mu~jjJ@2*K8{^z}tyr!Ur4{th=R} zckVLD<+}o(@;iPKaS)+btP*b9yD?vJ42?~d&?31AxQnw1#p%fa@b$Gaf_@?uk&f~XdN7yJ780sg52sGsH;Q8e^S zXxm@sRMUrALRH*ENzQCXi_H;~E=pb$9Cwqv-i!=2X-n4TdMFjs{kRYI&{-Il4f9Ta zZ;2&vSG$v(gMM@3xEy=|=z0)kyX}mVt7DGl&_UzUCx#2ukOUPK( zxX5&vBWCq9r^88V*0`TFi%~|Iej2lIwxr`*<3fnCu*EmqMMPgCL_!`SsZ>6uPQuu6 zFaRyF*Sj`>rTWk(2p*%FN@u!O*N@Im+Mum@5+6a!D?)^aQwA}jkSX8ti^KB6rkVV%vn7@yZGYj_HGl;^r!scjN zY%N#R%GNhl3o4C$wfzZp&t3bOV&y0dQu%dQ%}9Vu$Ndwrzx8EMOWiHY3(5jnT55YS zcoM&HH$){2A1HjWtV`V`++v^-u)o5`w`yeiXui_MpLz7fdi>o8KHiV@LLK;1;_ZtJ ziRB3>Mfu#WVEWE=kGmKLJ*G=t z-?ZgtCTc|8{8XgrE0#1yEF0R`>W?PAR{*L;+*oWXgf7eUB$1~RR+sVV$=&x-TGEq_9DVWnCEGqw#_p*-=8Di8Jf_eXf6_1 zYq>p$oJ3v3EZSxxzXi-gZ9O&AVt$|gP8omeS0jo`f~J&HuxB^4`FZus6s`Jo>Ncni zgci6IaG{a&m4QSlY!WWNP^Bf>1b?KJ2hP{K4r6s}A-j$9>_PbA-h&c%lMY4Nn$I?$ zIh-JFHFSn}bXu&XkE9!yip)CsS3dJ8SUmb4?`qC3v$yuHf?ZbC0rk=0Th`l-j^FR7 zxv_CKzZOasxYZxB+;6X^NQ~eTNVrYHA^zNp@QE%7Z`yb9B4Y9C-LmWHMCq=uGA|_+ z_o)_;DN$iWKVr_}G81zsjw3W_b1SH~w2I?-XPjIax1p5IM(8t=D=FTk4fh2P+eUiC zt9}SZ)ah(HpM^c7g&+}oL_7XnO>W{Z;#;`z*zLVH8!3L#j{=z)(hogv zm|qaFMfM5N>D7C*uXD5cM&YE*6sGV-?D4YC=bvbosjrDR|2_sMchH8#nJWau%-yNH zZU9I>-e2blILuDa0K5EfN^ms#2n>gR?dXg#tjp>ktU90HQb-aBQuH~WT zHa-gj)NdptF^Va`;K!kuP2aTLtD@da%=vq~F`YvJX(}!n{1>GhevKHY7Be$hY0aTC zI-pmS{2muV=!{DCG~aoBRxKe zm*B&p91PR?b`%PVnu$3oa+ymQ)<9_JsD|Ul4CJ@ncx_2ENDA>C@V$FL7*%_pL*$BF zBW;mR*<$)3X#VDap8c=o#z0hz;)kBw~}tCSsL!Z#ClQoAy4^bo=YP5DazqS~F>dC7Xzm7w7n%Cn^-T|Y^^oa{|_ueXzLWU z0On*fcGT`Uj*W*#aQ%7#}{jw83Eb~&i4XoXECFB=0j z6d)n^IY}w5gt~>3jdL$2Wi7nrIveqjEQRwbIiZjNc@!mDjz+oQc`~o;EvrTDZ@4>$ zpPFI_!b#l#M{%Kph|0D?pj*wF3o)`Q_3*z@6t`$MC2mA<=(*y6JwhSP-{|njzKx}Z z!#74<*(k%bVAbyBOS*n-Dj z;3T99gA{U|w2J%w(0-5(MZ7bnxuC5uEU!hE_3q^od=RmOmEtCdiHBy6fu7#uW8xp+ zik1T6bBrGoosx*eQewtGj6&2i^PSgKjc9cFwG08_ga~+SK9`@!uYTq>!@6aErCy1S zBecQ7(h+M1O-^YkihX|kkbvEzC@VZqrb6Hu)#QgI6#N>R30S9Nq zS5s)AivGs^I~VUj9gwV+fsCRi_&793HfgX`>SnL9n|G!e31T*^ke0w9#Eh1d|K)Tp zk1f68SWfqIZYhEyQ#8fxnPQ{Y$Wc5|%3nM|^Cjxwg7tx?CFFPLK@#j{PIYXg@q|S+ zK$Z$+{W~xkdDG8`Gm&ld8=DX%CEE8F#wYZCH0fE>&s=N7e+M`>&E?7Q%k|=YLKed5 zG}2-S^zQ$9;1|)#oN-jv^jN1 zTdQJIp-@$4?ka%*Dp8gfDd+z}K;J^IDocGnlASTD7mKNf?|To^IL<+3;jD3`(Slgl z45t0slFaA(9*HS2%!4}q`rblsr`E+NyA>;a4Ak<1=Vkm(%txF+7n&x2Axji9jU zWS7b7xkq;&9wwGL-&~O}?{P0A=nsfK8D&biY~{ys)ddHD;Rh6rSSTpIZs*0$vS9`N z^pT_wk8i%b*P<~$!{6Z#eRbabJgPK=8v%m2`F*mIKQUb1=ERfBl>!@G_{gn zZ>%7;x~yh!+9*6IENl-fw>vHn|D-ZSG$P1A$v{WL6D3l&UGuw8La=mN?_e;DCn_1} z(T*`)Yhqqwm2hiAm`DZ(>l85`4nn!X3L1gIX$KJr*sb1{ge2~_H_2mJO0$i29u&%z zy7M#jex71z8J~SzDuoHxtZBxR)t$#uBe|Fv_jF`77F12RW^8JG%{J4K@fK6wv4n-7O` z?`xqFLAY&S-y9~@Gs`n~(J2xBlEMl_mhQB-3N;+~fOP$|iyAB1znnr5#-g;D?#A1I zlD+g_Qfxo0*1+JWy5pT=6yN}Ue0+=^=xH+X^mxNdN=m|OtH8p;A5)6A`}!B_OK+S_ zjKf*2jL>hwI!3-bQPsC{>co+%ndm?0ZObux5_-IPLgMSv$3F7UQz7DKNs2Ra{0c>w z0v5R7l)3jqnCDX)D~Ze!7l~YdD=utmA~p`ktGzK>534zW{#25CK>8WlJdUrf`WA#k z$07)43khh7CoVHEje%ZNp~^1iPZXb=^7`_$Kp`bt5+dZaz|w<>vB-V`k8>y49-t;U zMj!dou&of2hr7=9x}P)lC(U?V%^$QwD|D_a^p15u30V}3`uw7KWFYf#Cm5i^gNYaN zVlgwuFjufN)cMCcezO^{ty=0+r%#(a?efHgAG`DaBUD_uEF_bbInHV@%q-xb$ z*4u(K%Sj3nrAqWz#ju6Y_tO<^I6?H;%;p_sxw)Q_5i|bHm+5f@+5<~lSSgYv zqGL8;jniUuPLxG*>ECX5?r1k zxY6KoN0DwT4*!V>r1^HHduF?-DTHIKrCCWpIa`RR$F-g9tADeO(!i4I+4NF?f-RvZ zKC~)6HJp8G;0|hP09JO;3QryXp!{3Ff$qZ`Mz~ZYKmk#w-qkB#>ds3dtOY$ERv9?U z;rv-krAP@(egF*un#3C*X$Lj%cq>^0M4%R6MaC>J*S}p%Ba3Jfu`v^ZKfh*JG-*ja zO9%%nR^13&)rq(|brpP6!) zhpHoX0d>c$-Afq=a#Z`Elr4on2OR`;dO}9vgP8v%zJ_E^my_LI$hATF<1@=3Y+}z;jzpG!Dn^<#huu!om zXuj$fA(bF(VEn9abvZnO%sKVG11#Jm8n6fTuL~`~Zjei026!ZAzW6YL1wrp)RFV-! zmyBDDM$VIKkf!2RFUh(GS`v27WXRHw49-I&AUg7WqDz5Wz1+Sy$mrH6BqiIBmSE?d z7`JmPG#7yXq=MWO@WnaGyk%^t)%XQygtvnp0pMfU4F6uJrMwb`W)LiYBcNAEMl}4I zkwC5*VgI^Mi)F9?CRUqe?DNpRpCB-hOe@l=SLBlWBG!D3!v5KrbQy$2UGcx|PopKR zZ&#vKm0yDKUMi4_226*+MDjNSF}S^+KTNyTGe`}h1)~P%u*T+L#gUwl-lNC~2M3Wn zj-`+;#!o6Fpo3iZ)o~Z=xPXVpWA5{wMHC}c??Qc!8WY7coOl+02&&pArk1es6Jot^ z>z5SpfFaljS}g!~+*kd8)tyrYQa}H(Z`36=R_`HAFYorYpr;qF8sD^Wi;!@$tn|pV z)2U2&?oV(0T2^+VgQX+28&i^|zzQ9R*qud1FD5Np>HLHhp(Qs4_D7v~+y4AbSjh9% z;{3kukGe5w+4p=wcMSKb8JsVex%E_D6Xs8_4HVLpbKWQ)FM_I_46x5`?Psi!zPV@i z35^2#SCS-!DiGM5h1xg+%O_4T+VR;t5hi$=nm!z z>@ydAbo;P)zAeFqX}Dw(-4V`Lvwkv;zzR2wvW=J^OwW&+>)vs06Lewrl3*FplxPk^ ztgt3LqQH8Z_*i05_WE10n0LLYP+aR&VW$6RIs-j$`ws<;>w0jC0#v7gDT7Mg3UKB` z5SAi=3uU=0&zI=1QPkAMVd(;x#jXzj!h2&&a%f#|f3$<`CzpITc8=7HonbqE0gOn; zFp2?Sd^z-v+M?c4R-zUdra@S@_dcvTZ+^(<<#m`NqyEsp1losXvtRffuxvfjR#npK z_4(+e-%)Ws!UY7M579orps z52w)^OY^SO{mAqB$0&zUS4^o11qyvqS@dN*6i^|Z!)O)draEVA$D*h<> zOfl-|wXeFz6@uTA0i71%8DXyMMFR^?YD0h@sqPgWjw6SI_UzZ`w3`x)ZjFomnPuHm z+_3!UNjWRZKd3>JWxK&JY8@i(tKc0o3Axk26f-PN&+p&KK@ zP1>djJbyg4?9)SUYmPfkZ2_@HPO8}-y=n`mADkhrA*D0G3R#e1bB~CB1;y`G32-xr z5YQrb9F+IJY3IIaWk6L4y?Jo@lqu{?LkXkheZeFsGK5KH+VK)o&;27c8%ijm-}O&i zL1o$U@A-e@is7*#FB?u!BaOz;s6=SiD)}Xnc|m_N6cDrPp>fee6yyBGX$NTp z>)|Iut`V?_7HM70wck%m%ED)aC-LUH+mvV2b#+aRe~>;txOQ!@p0gP|(rNbs7NMYk z%Vki;O9=uy*q^TZT2OP>{{g{3U*9q3H(Ep8<~V)NBlf=%DX(I1^ry1&~!Ss;7vVhBFURoffVu5EiDnbp!(ewZpa z_!%%gu}OF~{{dAmyRb0!LGm)07$)p|Gb?5X`iBN4s{t@tE!Ba4q8WhrK`&)Tt623T zX!U1+0Jn^OgcIaEl7?KVY5@+a9eYz5Zb%&{NvU=9_~P8_Oj<`Q5%LYVE9*tCUHmya zzOia2`-eYh_kPV~|6s141)0Ev4W}C@td!V11Hkuiy)+#G5&=9HSOL>z-pU%vM9Zeg z^vZAyC9txiEU0i4cR0+|{aKeaJ^`#_Fl{6+_G@xjbMfv3 zm_B9+J{y!`jC}x?p9^R;=g@eecNAX$i)9WT+5GIheYIqKj!A9(_BJq5N=NIH|G{L* z+hH>T_P>HOn>O16+@5>>;4vnW3s0VG1T)A*QO4refi!v$5#;+V{}wPq?k=XJ!5{i! znI#ZPMKu#v2}L}8rJDB?O&t`nODXEHJC@Eql_O4UO(m%Fqf5=@D=OZ|9i+V3u%SFk z<1zs>2HA8LhU|V0>Q*S#p$9Vcbe8k4{QBWwz>ZDevOl5gmyo9{pjt)aSwKTuS`xuR z3`{ue&(&S5!-8bl79v!*{~jxTMrA%qjoi5Fy8Y*W#niU+a8>2(;VuA{X34<2OHkQ> z(Z-%Z00&%JS{xV1MBHc+rhq*VWL~PT@8(u(62jVS_u?p`=%j9YCE(_C3-Ft9{vi-G zAZGa7)kUyv1E57}ANlqGE;f%hmC;8f+RPY;k9D<6o83l#0F0hzgf!B*DrJA?txQpr*3xlIo== zR2jU-tI<)kn8Ln7y<*x=M}Rcl-Rlq|64Rc z3kpz|7?o4y(*)IE(+`i2$vKUiL43tP9M#&!9DixFqL;>0xmF>K`EOecF#SOPumt2| zfET7&eswf|NWeUq+~HTotkMiZ=H9z+ON^!+vcEs(~qo3R+~}t{Bptm z1Ed8f+ybzslO*;r}-0>EG(?3209s|7iP*r-AMGUya8*AOuS)0y$X$KnyGF zx<1lZCDc+Vc(4(yEKx8Yw1?KxvhT;&jA)v?RPq1A({H|=z z5%~IlajtKg987ZgYEB^~F(5)hOS<46lO?E}0LeVM<6ar6>(*9;lLK8y*lOZ_gtQp> zP{)1MMu*BUSytjNf(Be;ll!k!G06XQFo8k#QnOUx-F%ISFu1HUn?iez*!`^(A;)>^ zNc3kAW9(~&j6uTVFk1{Dk=JYOS71Q{(x$+Nn+82h`U21l!Uk?lVbK55UVnkP$E=zO z6S~^&?WEKLTz+Kt6=LzAOf&uTfNBi56V6NZw5gv#s8ftmw4i_q0(E{gc8PRA&z^Bh z;S@MQ5#4z$Bc+Ahh5C{Sd2UBheVB=d*|3zzN@KkWBwfSpkmHeDnY0DYJ;g9Q3M{OZ z?+HV_^*}zGoKB#`ffs&V57X}tpJcQEqrT;})`Uk+^Y7#iD}pOB^VMA?mNzkWPZB;E1apYU5N zn_BMaQFEA8<<@sj?hgJ`ZA3c{>WNfZIi%p=;0`LW{B=AKX9j3g#)DFC|H2`nffA_@ zXn_a;77rNsV6}A&{0FszH48|D_=K#Ge?{eZ?v8}QyZZvKtQLqSBam?cEeY_3Tmtd+ zF{b>sBRFZhw2a)QZKqt-$5IPjGyE?}Nbjpp*72qC=R-e3MZEPfk>TXn*o2Lez^}Z`M5LF*wNV25J%XWcIOJf?&|*j;q?Zn&R|k;>F~r2S&7bW ziMQow7EeM>!b|3ognF<5ZLA#=4b_0a8kd^n*N@hk8C2p#_`s;N@3m?h%;1==%eU>( zh9i&K%&J>m9)vH$LARc(PsLyk+C)+7-FaaPl|~sIh2Dk%`rm6ybhmo=?3AkPMl9=W zfdfMV;%~ANK)bHs-sufzz#j}DZ#c)qAmu`f?qiX!MB6@7O2HF($WlU;@NKmYqbdq` zmQ2KKjG`3(sSDgnUqr4(FDg2~$^w&`<6gO;ov_P+s?`eoSgj)O379(GIE3F(pAMl7 z+E^+yH`cOuZRX@9RpE+ke5I{r+^TeZ@rDMJd(_{z9{g_c>04+y|AM8GS}Fjg#s|#L zm{!1Kkm=ltBn5j0Fs=vQRx@A~0n7t{xD|qm7Z9H60AB=fx@n1m?+%%Lj}~jPgPd6I7TWq*RD5lC zvyCp>>8C~2wR%rxJA_@7G*|#dkl5m6-qr6<(>BH#HECBh`(ziwFLx~W;ZbcRIsJsv z5)Gzl6Sv?R)+b!T5VPGdv81LT(CZ#3_`f@vC}`L9&BkiEp7A+sxgC18H>)) zArcYIJH-065gs^}c`8YWDFNiiy!Eo!f3y?&8&OMt5WfwD`~8DE62T*~h63rSj1|)2>xrLT!|%BlE1_aj1dGSe z5&dH3K>u6wt@hI$7YrBCn_Ex3-ejgW#T4Rw!a#@l4SnKKxbGJCtH(l|SCcWZ!d=5RptzFo;CmU^`jJFp;r=qG2=! zThux9EBvToJx%8}DL>M+5fEj@X;=Sjieav|MHR%a!lx4>Qc^Hf*5jz$G+q&mhixoe z!N%SsN|tV6e6b5mn@cQ0`m%B2!KMl%kXC(dbOI631{9#7C#b|%`|PBsAt&D5EGg5m zZJ?B$$>c7Ns)xZCRrX4Q?AirBNBliP0#PE`hi&Fs{X{CbdD;QGuI{wN{tSeG>E%E;RnB%1%iQG1=&bC^f2SP>~x?hDz^M1~Z`tQV7I1xk6 zNIa;eYaL7Rn9@Fx3~!NL#YYjYm6CP*Kj*ZA;E8Q9dB zt(YumfTjO+25(sBTf2oK7;9WnAswd23t{Jr*`dvHRQzHKn9;T%$psDw=T`f)@M6A- zf?R{|UR+QIDpNZ8gbZIF&tM!hj)+PGrE5A2e;e7XIfiM50GvgL*xvr# zTz@+qfHU3pSfLZHmU%QEsiu*g4>Ap1FN@HDV&?iVu#^^b8P=?R&JZ zr6=R%h#zYl=5UCp>6BG(e#y`fozW^*7+>1WD-Vf!+7{!)S77dcjcN&74|CA$oxHLB zNQ~gff7ui20U?Znu4G$%$jT`oQ z|CE_@E2IW=K|QyX#Tu7txdrXdTrKHxgMdwMlMpuU{c>+K8Isa{g1 z;xaP0AfZqvQvwO=*W*qgk$8?T zSgL}8Q?o%cZp65B5nGed=3+l%kZ!3fr?TbsdNHbClO6piN~BnTh@hAZVW%Jcn>lc> z2fcpGxk}pzg^85#$~H@;{HjepyFwb3_M))G@51nD?`t2url@8G3JZ`o$ZO*IT#TQ| zAFqh7uv9ZOf(#wY=JX$&inCR|bx2 zTn3XXzqLW$DN`FM*$TS0>UZNBI8H>P@QyMpWmuxBYTZ$kbR^zlb!-QvI`jVw41xD) z;xCiWO3ro@N`aElr)Z||_E{|2M%Z#OQ!Pr%2=a)N5LtnA2qmDm@geGQpm`k|7G|2% z(}>#JW%6uAvkaKY@C98{O6oO4QN?v=?na{Ps31(=rL#x>vwi1^{@qfOE@3z{3r~x9uwDWF0gG5bBH>ohX8yj4Vj4m__)V#nsun z$QCoNHS%`p+Ie<9aLs`8zLGnWnhHFZ)k~{FwQr;tHsWtvFHJ_HFm?TKjX?kH%gmLL z?mZtFT~nE>KDVET|7!>z8m5cNG&$m%GWN&old6Za z=t~pSTz;xHvCmo&AlLQc`D6_>S$AO>X%j~#6hQ?dgRq5c1P4E&E<-e!37N1&Xn`?; zPeZIoGi+2r=tYTR4UHMy#9LBh#|wWCB}pkrxVdzSRd}Qaf8gCo*XOT~KkvMa(2_&L%+r|It9|dPy(F9@?wwWh`i4B> zh}V6Mq-E2fYAs;~uoW4lxPX zQsrS-eMU5V+bxz2R_+^8S6Ov7is@wV2Ykl$j_G2raM|I+dS^q92Z;Rj(VSOHrR=Ne zZ8qb_wq_ZxUZ56m8@hWMH*3D=v3WPxOtkZ?s6X^~_x+J(BbDOgE+)-qPV?#@$jZZ- zTuj19*jFEABM$kYv2?v?kU33-UTd!Bs%?F|ZkBUbF|0+b)8V7oe^-28Yqob?_a5tl z?$$s($=@Zx;M2}<)q?Xl(XwlAgUykSli}wxH0l{<(e4*E?-5nRJS5=vp(VH&dT&}Kx`sQgnj*yLS`xzr*ut;&?g@yp>N)cy zFFa?h%o!}?6nfD#E7Qbo@ZVK)T%o>Gq|$PIw}lui8~RJbp1ZR+mrTD#`w!o?a={X| z&I$^5lc%R$wtprutJEEjK&t7_x6uZ5l~W?0=*j48lr?h0zgrkssL$7Y${sD-n3taf z`p?Wf8?iv+z(Kk1wQSoo`a$^7+Mr@H2UW>)O zMj3O{&+2`JrSvu*xU`M?FNo!MxKo2qmI~Cr2OV=>#Sw?2lvyiAA~q@GU-6OGmET{Y zN-5{CknKYo9S^nBU-I!4&!?QNzb(0pdy2WP3o7w>yGUM$8a$*G1Jqte&e(FWioAa+RSG9$Z4=QJVOY1*gO zD~j+u$r78J#7N;iR}{{UGMK0_9wqm1z zfJ~4HAoj@zpp>a{%AYhk;lqm@W)1y6+*oAAPgUKPKc4+~djg*5L@V<1VbEvbu_Z#F z6#)7)%m?&jdi0F%nZ&Up2EGzmsYzJzcjzH}{0ldO#0#HiRkKMR^wzO%Z>JXgAkWvq zY}`VxtA{kCScwP2{ASD~sMO>M2ruXuKg^XaXdohWapK{SR_USNZ)K)J&hJlL?IL)m_tIJ2eziRy=-8;V2pYG802PzzGkyr^se$9(NN#{nZ3t{jq`2L zPoxew?FAVrMO7elv9zo#c(j|2?tBuM$~E9D0MnazZDV6HqH-XP8V}Q>*oUfE9ZZr^ z2Nt*9|JK>CC?7tU8ZQ})ljNTKXj5&*ZsS4uP7xm$I=C|<&pT~#P1($8!t{aY7%YmO zF%1v4Pm3I;bR7;EuxO9OL_mQ23#|r{dO9wM0-%2kgd}I){+>NCVvDcBzl~r}bEJd7AKeG^*p!~nM^+uNa?cdLJ$R+6&#hs(90L+aM%3@V&oz9{&&&mnWAVqef{ zVKAv`#&X(=2N-gBuYCJ7wA3)P-l;uA&#dVEdjdJpWvFAMBz44R_4By@(~8s4TN0L+ z;A(h9-1~sByi1GYmMr}ayTR@(!uE5A?`>mybi>-4yt{L#Lz<2nfOJzN? zt{jf!SY^DxqN6aRQ#MwTHV?iarVzX#KIN{R8BjcNlNX)-_kSJ?+}mV=6>4oLsdbDN z<`lw{WgFuskpq#37vOW zoX<1p79v5ubt&ME0|pa2GE-7!zA6D)U_%qQn8$eM-Om}xC$HB9YAp;*-ZKpqEAy$V zNl=+(cR!xEHo{!}d2Y&k#E91h9YDL3qqVnSPw+>)zyS~UHjdnHCLx~Yi`5vxm5q+9 z$?ICvEbUC5-`%RV5lEWiuzgb<50sw8u-q z^+|r0uTvrl|Mjx1Im3CL-$g?3v&oQcZ1DLuFh*G+t}yQu^H~HqyG{ylQg|^eFJB9s z&Z0PEa>Ul$hbaxy0CdY9uY3O&m|}oGg9F~cv%~5liMalMUs6c=L51!-ed&YBzaLnc zCy@Vd0HWGI1$a9$wW1LwI4;-FRRj#1rR$f=6_M7+Dr|JLf1 zi|qorp$Z*7rWfE-O4a5r9A<1bcT)d02Smi7iI0w7pM$Q(L;bVg(|^!*{I|w4a!>tS z){&&7ka7k|2I3Vc7jz}{YhM$^|LB?w#tm_P9uc9J<0_f&=}?jf`I1A}K{Ttv8zbs$ z;N_-`3>UG!1{YWy@X(Nw`})V*x&|lW4GWCH4yA#P%-Mg}z+vXt@z|Ph_-}5aO}Xdt z$_){G1uuZh%r?9Jf44$cWge&(sLs+0=KHeEqkoa-D^i_*wPzt-yT4w}M)=9cR|!W8 zcG>maTwwLF4PU5Ae0ofrEm>&D>X2AgRt5_}jLOfYhCfnJk|l-2)ED?*y-C50!sM^i zJW&NVQxOBWc6t4?2k5X{ zMe#s5apG$0Xl5$ds&S24EJM$x<@nSM|C`w0Qngh6_vB-=$^Q4sD-KSr=s6QN{0hJ) zzgPh0p0;U|LSh56o*CeHqtDR4lL&)4{C_oFc{r3^8*foUktLHtl03_rMw5lMX~QKr zo!qzd8NrZi+e#@jX&zP4ZTyNE@ufpt2`~dp1%Jj=PABL zee8*~pBG;~TxlkT&A`{bugoueyr{XeE3o5qdS+($>QeAnYJ7yCqyxyzyR5zz)OhVj zDWj=x;k#S3``1Jtg8UJ1CPgMROe9`DcM!}=;~}+kuUJjhwokRvQ`Q$WwP)GQ@iMLV z6~5%ncNiT(Q!TAt-@GsMcDf7LTV;Fbw|PFjxF(1Ex6EOTaYW<|Uol6xFd$*B#0zz`hBXxLt=-c28*y(OoPSx74p-&uP?t(i zPp^I6?Us-3S7Rb|FqlYCthWsZ{vK&n2>N^Yt#nRJ;Mhl%pyH4ze9mbAk?QLmiD3oA zWy$uR!i9@QDhn7{Stj4z+i2vt^!o?yh)SYr?^qJ12DTkV!4dWYF1@bBRZn(EJ5kjd z-`dvJNLl*ME?~^_UIvbKb|_(Jd8t(DowSuXo84+yx)}ztQ>nbafI!;>1FkD>IVy5X z)CfEHJTNODohn0Tvbp>jV{J)A{hi@!OWm)nCuo3z$)dv1vdzSS+?xUh1;eKSIiTF* zCXFZY(2yErqNbprfD88qYEyxypz|3ne01mm#zL(v(;%I9vAq9piO2VJ z43w?$kWF-C-nX~doKUbjgj_elKq^rhPxOUDL1J2VbyDC5AY1&<0X(ANIW@5eMF9&k zMR3b+l9bMNe#|7kQs;D&rudZGPNhCd9I5{BsT!X#%=+R3F5eBmB01+?lz}*_qaEvx zFGb8{Z)+td>u6gvR_`@U8E(WHFEZfJ4a!g8oZTJpxvsC*0F%ThY{;+f0Yd=w;_%{Z z-*;rdl~4ATu;ecHrXYmX3W1GZJ-1jzdt?-rG!KOqH*WXsuh5~dF@<->uSl=Y9R~*) zs1qBId|`@9+54vI9x%>k$JGa~Ip86m`c&Et_|*gN`zg1#E=Gb`2v-;ap}y#;tp;%Lm}d@^Ru$U zN7`xRAC4SCD)(~D!XUYVE_yK3t^uS-;0=I5 zT=O$H6c3F}se1thRFSI#wOYaZ0q;TTb_ubPjsuNWDmOZ~75MJn{AvY$R|1=Vd)eRoQo)r}u z-m^s-sq@2)5Dc#_G-E76i4F`vdJ3|j1LyoP*HQPX7(UX*&k6{;0#u+T1;pOSwduHD z-@B-FDXO-Qv#7{b!8x3>J>(^W8n>=V{?o_~=e_Lb#v zrD0}?$R}`a{P15nKdiX$HW}y4r23HMH5p|u01Z?@f4VZPhHKs|HG!V2IGbQ7_?-%{ z7j=$(S*}dLC@m!W>AsT$%L8%1#?tU|zy#FN2dRVOAaO7ipi|QiOO}aj@&TA@J`18) zob&Z=)OO737#3i18s___jS|!L8Te~(>`@MSME=$9Ddbx@rE1!-La>;BJpk{SWdIGy zt4J9i_s!7+iYnE7ARJZ#(E#|(fFF8R+~#LUjzg4b)Pd`}=M#W}~= z4|GJXmB^)ma@j_^#(_NxBx+KM`sZQnMKW*^r=rvcr0*(nfOah>k5_TyNWM3qe?W5B z%%X3%9EUSl^qbZRhW)pfCw#`Bz5pz{<=AH6T{Oc0A}|dlX?YOPMX((~Lu4b3dYFmz zfR>YPXT+a{aX#RlkfkD)##j|}sPSdxXMg#!d_K#u#0#Vf;P%f|At2SI2FT{Ui85-Ea}N8GlbEzFHi4eDW_w;rq1e3etoV z7zq2aVe{(eZ!k$48mj2c*9ZC-j4MHSbwTy)dq`W_&}j>woQZk(8Ygjf2I9!VFcmu; z7bk$-q(9OK<{{s?+%CbeClyf?)%@BziV_BKlPhJ8qtcUsn0es=FIF~`QYcue75mYV z5o^CxxP}(OcdQOAlDkoOTzl}wf2stqejNH;ci0Dc(znKi-c*F2n+?7+MiV;VDV<^b zA#VqK>9)CS2?&izMaQ*yjZM`)5{h%#F7UjhA|2?+uNJ7XWa=4KRCxDME>vSRB>+qc zg3T$HQ$wZED0YAlR^za^e@aa7tiGz}Y6z6ufBXB*)JbS(Q30E1J#oM&pi_*V#+Vo4 zi#x5LmJMV65@5tSTVb&bJ8>u&*F;HJw^gmmb>fJx-dE7IARq;w@)VsC=1i!R6DLk| zb^wr(Iqzg@x_JrssK{L7D2{~YqS7WGQ0rzGW5?!F$R)^Tfl$D0IC=Y%O zG;?r{&7dWN>j8gWP);0eL}t9zLcD8ewADn&rMToLsfQ6W-ZsQ|raOCnI$T^HKdz}< z^#q}pPCvjPUFkHtNl4hr`Kl`Dcn-%uT7^^-Ty4BDO5WO*yv1(a?w7Kh;#P=u1bH?!xXP_ow_5 z5lR#ZMOR(+m6|k&RcNEeDxw(yvsb*OJ`e5h`t+L>7)S~Uy-jZ2byt7LEj(E&sd*N=0-{Pp3Xz-xD$4J=e>cEJ`Zcz)WtGJyF4ADsfrgZNnyvH@A{mfT6NWv&ZTaT7WtJm`S5UYOYn(X zAk$=b#ZJnf#Vsx)Vf7T6ynlYy>d~#9>BP`T@0W*Wx&HcI^cFU{0rT79Xe3{4z{_Lg zWgUffaa<#rHD9O`;7u|JyG>r1?(p-XCx_Tw;?M66CSiHH*nR%vrS78%{ZW|{jdg4O z0TL&3$ag1iMAP>%65aUE*Y8lQxf!w%!Nj|>qqnvQr#ar=bLv@%8LgY$q!;29vIW)6 z(2}WaK2^Cn2^HJ>&ze-(@eARJvtMbl@9Ph`KjKm6TZJE;W>Eg~lB!<3#*>LAc4S6W z0QF{9MtMm5m&sjieZ95B5Sxmy&tpnHY4DG}jO7w^n_BtNelEYP8Lf7VZ=M|U*PAx4 z=n-)PjsraDjDNtLlQ}NRvIw#9ojdhhDlNQz`QtSUb^quL8awd_QiZNxQZ8f_s+*@z z?s#lxunC85HAt;W5oFQqcRX$LrV}wdeG{Y bzpSqz<7xv(j0sm3H$k&9w=>H>b1nLR)W`+c literal 0 HcmV?d00001 diff --git a/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_small.png b/screenshots/jkqtplotter_simpletest_datastore_statistics_2d_small.png new file mode 100644 index 0000000000000000000000000000000000000000..ddb795d0226883054261ecb513463dd637b14025 GIT binary patch literal 16307 zcmV;kKTN=hP)f6Xi@@54ZTQ_E-Enz5K6$1 z03tR-RB%L5k){YTDBysjLy@r}iiH7DvFijGMAUI`6dRUFWUU$Bym{}eS9UO(Z2>7`&z9wUXbV-Il z#&6`Y8GKGQ04S2&F6MJnWNa;Ck|;8QE#r9r;7G||@X{|>%+C|c55>;RS}qbKr-&IQ zTvLXPlM{>K&(BTgi^a?^4mXV>;xX8n8Ce|RasXz}{8imI52H3ZN4bf ze_i~WlJ|C&UW9+{8AKoW!}eExnGFE2re(F+`iE_46#!l90Z_aBhs|Iw0E)7{bq;-T z9=d#9QpDmcXDh4R++0fmpKB>E=%LdZt9g z$j;($`3&Zthxi`{{&gM}5&R^+h%b~yM9Zd3AWW9ETgVfL1(`yIK=_}U_z%PWq}jQa ziQ4!P(3V&Nr6C$XejWfQDiI(Fdt@un?|lo#M+5oIi_w{wo%_#%{(V=tO#a9gB!7-$ zM?^BX5>d|Vn*3S!?g~$*UQipUP zL&zMmg;!4Do9IA%up=Rh?=qPj=x&RGBx1dpI68aT- z2O}^EromdU5o`ssU{5#*j)WJ%$?!5bA1;Eoz?EiTr=n?cd`V|I)p<|3O zju?MT93~aB0<#&j8`F+Cg&D?-VWzQItUA^l>xvDRIYI4MQ`g1<+DyrL=EogS06Xii({|v`U^zjmmKqDIK93(F5q| z^fLNk`gQs{RV`IdRle#b)i%{Ds;|}NsClUI)k@Ub)kf6bsWa4l)YH_rsduU0(?DsM zX@qO!YV6TCtMPOWZH~(v?wpc2hv(eZgf-1HBQ#fN?$aF5oYvCT^3%%Fs?s{6^;Da# z?V+8jy+iwi_M{F~$4y6|vqR^k&SQoO!;_KDsATjprgSxR{dFa}^}2()GkV5)QF?`X z?Rxk03HmJkB>f%wz4}uIItC#I1qQ7Kw+-=zEW;GTU55RJuZ@h2VvIHzbs0S}Rx=JT z&Npr~zH34@aW`3J(qMAU6l2OVO*7qXdf5y%vo}jIt1%lghs_<#1?IcWhb_<+P8LFo z28$a^64R5J!)#@aTGB0pEekEXET35!SjAgyv+B3{Xl-wuZrx~o$A)4PXj5p@WAm%6 znJw40#`fA=@?77!tLJvleQsxN$G6*KchjC~A7a13zSsVPgQJ7Uq0M2^(ZDg$vDWbh zi^d9LZDyT!LOXdmt#&%*^w!zIS?qk+`4<X~g?%562@eae34a)26HyS+zks@6 z$%2*zuOhu7%OdYYnM6sVdZQJi6QY}=U&naIl*dS8tzuWkUW(I*6U24LW8oFzvR(TOpMEs5_rp_~TJ^wNN(wM(bC zZ0;`Z6P^ce2XB(^$}i_nB)KM)Cp}7bP2Qe7nc|*Ok@8f)7E}wKr~0SXrM^xJP1~RL zDLp2=Jp-4Km~m7{5vB?IGPN`FGKaIwvx>8%%bb_(Ts9>N5;bK**^9Ef#WdN^)PTf9 zvR*Qp{o-l7TcBI8wqSIn=gRt3(5j`Y zdRObOE?Pal#&6AmwS={4Ykw%TE-Wv6xh`g1Pmxy9nxe7we(PI{6^cd0H#WFzsN0Cz zDA+i-Y3`<~O&?2mB^OJrODjs>Z{}{k_?699m0x|@lC)*8%%N=0R?Jr6*6Z8cw;d=~ zF3&F?+a9vLa|dHb$&Qyhm+ZVyVOLSNi?B>BD~E ze(8aT1AWbo&CM;EEoH56tE6@EV8X%6-*|u1-NtOIZ>P7H9s-9XhaP{M`0e$>L5F*f zu#U8SXZT%h2eqT56Y5;vIn|ZYCGC#u9zGg)w718lr{jCe@An_mJyvsE<#^c%!il02 zpHAkVoIaIx>gnm^(__6$dheWxJ#(!uyl?Pq(Ao3ne9xWf_v}A;-u3*k3(gmgUSwVD zy5w-FbHIL};|Kd6ItCpEJBJ*Hx-UCj?irppeBz4xmD5+fub#UWaP88_{E^}7QP*$Y zNVp-r$-DXJR{E{yw{vdK+*xxMeYfPE(!GlNn)e%iH2tw%>L5Kn>ODH}V8MesW8ASP zKV|>)e!S=*`C-L`&P4Mg+egPHeJ3wJUif(YN!F8@r^P=j|6Kdbc>FRj6+1Ql zT=e|YubW?}zu5oM?q%?}Ya;~nf>YUSLP9iy?L=8!iw3STBk|{wly!x@0y}SOi3mBGRL2JNR|FL1%>xEa= z8aAM{EGx?dL{bbxiWbQk4#~;WJ)OI&V|91s_|ks&-mYSGobKk>s~Rbsp}QX)K$C7FifMIuM~5haFbzLhE^=+GM;cuQElLe>hri| z3ZR_BSuu1?w@jDQtH?4`Q&tqP#N~EdrctrT>vcdN1cSkQ;!5cN{}h=ire(QYPTZ7b zS^Po6KA+#?@i?8%U$Sst0BRY!RWvliupABtsH@A&n1PZeSfa{gnl6yrX;;aT8UwzL z1|Occ$HJ1ZqQYR(y3GVPgc+?hV45boxv|allJDJMfIHy#FS&OBFuh(PFEgE%$%!9$ z?>n=sQ4}d?l8W!DY&jK+g!eK8M5q2Mifj(mIB;{sn;q5P>l>5m7M2aS3(U z@KVLF)b$HR9=Uz90w+jTp;#ysis(tKxmA&%t?tn~Ba*Coyxt>6kGdT8ZA~JWw6eT3 zJv;011u|<1+2(ZEZB5NBYb(nxj~9-!qUrg3;rPju;eg+)N95lNKmx5?8lRZR7fN2Q zdv#^i>kqcKHP6h<`h4Dng#{FGx;!UN99I?T-_z=Y6S++C*6?UJ99&ylgZC+yik75A zB9YeS*!bjBS7+za;$k|Tl2ylgXeH;PNxgEY^nl3hn_dL zw4h!)i&^CDvEcG+v)coKfZgG8H@9dy*knMQz<9UYQ_SasA$O@%R28Mxyi{kIx2^CV zkY^*nL3_Pk)$VZEY)VX(n0b+c!5|z=XJ?mIsYnRKB&i-X;aN5zwr*7J8NwE#l5jW# zpBL~4(4?+wz%3LCqamNi3*YDVcpOfrtf*WSH#D@)LfFXW*0vhr;>)^KVVCVZsjv+A z)*TSVeLv#VP`KV}n#=?=;88W5LGP)%uErd`D`>qHA+wqVio$|n zwW@0Pq5t#q^W)>=_);tuL!l5jieexl0xh)O!9ftNhLwQ&%T3aDSJ;Ghtt#>Q?c29; zCz(tF2VmlZX$l1L`8@0!c!mPtXj@xbCX<0SgOOmH-EK#LY&P58-hS%TsTvxaaHd_= zRH~-n>olyg0C!BotW_oPKwlJlFEy;zL1hj=1rmpHz%>vG>ADUZ==b~4ACy8jfIYeg zy5kOvbqxc&0#2;1uEH(}-9l}UO}vXsC>i>RlBirB@@ zfT3aNxm+F`La)&&^m=h|5nV$?8?fDpe<(~` ztWhVri55`_SO9$R7LWu2LV$oC?x0a1wt(Zr5Kojj34Z|M_ zv5^8Iye6~+EftEz-}&;Fc?u}uCP?|(Yp>;U*|TR)p-W&D{-)FEuC6Zp1uE!2N`gta zkA@~ECqZ|JIo`$7nVE^s&dzciZfUF8~(1EatA#V?|sT>>Ta9KHL|kA8Um{D;77bOD?g9v<%L=^<_*aXB(F(%aix zyBr%Eu3hT7Cmx@|<&EnjxuWLxy5{C)nwwiKLpOBY<@HTZPc=0`1TDb>bfl%F1^D0+ z#xERh_{1kZ0kPYP7^pouItqG1qe~nhL+Ci94ZWV6np#?2g|#;-m2$C&no$X~1+{f{ zv=iy;EJQ01sPpH~*XnH#hugpYb!IzGpT7O*qp3uqCP(N`e^1Z<{?k7#mdl7$z{Nx& z0gNk^qR)5o&;D$N=NwsX$z?^EcwD*^WvP0Zth*G2J&Lj-#q9t6!MFZ?=2PXx!NtWHCz7&C zCZm`x=b3yS2xw4ggbkL}IzBGk5S=^c&t~uJ7)HplGnqWo)D-;ChqgYwb@}okhyWzF zzkhgf5o!TTe)Z~AZWp;rdat5Q4al+vqlcRale}J|RAOnv$_m5*CQjG1CJ%y5FN<&t z13Cd68X39q+H3l^zkRt{t)N7$+PhwY#|}veNwL;;dFf}bCp&2#zI#n>FpUsOXxaj# zh-l4$Qi_AySjZEIB_BTykqh57SAof>RLpOG`+7Q^#8tK3`i}2(sqhc_C53z3kx={O zaC~meBqOD$P<=8DL_Mm_R)mCGR+**OjFBt?fa3M__4s@$?F8sXsiY?oTc5CDHq%4| zCGj*|n9%w#h3Z+j3Bqk{^I!h5iVzEaE}s|993Gn|#Zoen2!a@5G@Ms0+zF4!Y`avu zD}Y!wugg3)V~iFL9}nl3avnp^N|Zt-qN*;N4Q_Rw2Yv`;SKyN1d@C#wYTZjX0}NrK zxFfKo)3z!L_X1Lte|XE*CuhCy^mq&Im|ss7oR(FPB~4<^PAiq>V4>aan5Lx=t3qN* zr6fEfQ4ie5&i%G%hfo$c`(v?5O=GccG6_rTXlOt$Kx&v%!NeVD9c^sHXUA4GZNlYZ zk#}8y4(gbu^X>%M5xA&HE7!~JL*ChnB~RpKri7AWkw=n{p;lx$W|*yZ)i-3jGcH$5 zdx4D|$_le8D1j&d*Sv>YYq$6SqswLPKY^3^XPt!^%RR1z9ttn~JRM0&rbLJm3_g4U zMj-1|pf)y}o5$mL3yuHyD?w~BZdDB@aNE=xQ z8GpYVBumr$OAC6{Q<^r?H75HWxXDIZRl!A4=cw-(y>pXnCc_^gU*yEe!|y)(!ot_S z2Jv3`$VZ}0O0kf) zkENgdB!2w(`OkgMULSl|Yz~On2;V{Ape#hNRds{{B&nA79~=;6hNx|xS{i6ILgqLf zIY*aYr&Bs1Oh9DgPg8D|ZW7&?qO8Ser0{@_4QV=&WfJ9i*bIAszneya-hA^-L@}1- z-9MI6-513qM~M&_xVc?bs=i;TI#;l;LJVQ#h&k~$oz7jqIgIqPi)h;Er0O7EbyOXW z!oy5jHcLL=UJyb`h8_*{_tSw{SXPvq$z)$P8{}cm?CdNmU0j?^rP}usCTs@gO_+2? z)8sEu*h9W$#=pS^dM8Pa6*k*4LUaf8%C1{B2GFhBw{K@wS5Fho5#tsj=Ug_69D~Ko z91v{WfB*d}D~Yu=M2yo1#EyMrgB*GCaTa>Hd2o~LV9rdDc>v229nzqDFpMjRpYaI< zBE5$XCG7StTu4&BP+$o>AF1#Op5d*bA$t35s>|zkf$r{ZxPLK~bU+r`+uQpB0k_9v z8f@$hiF|*5zt897k)C-VE;2(@AXkB!*pdTgj1+@x!!*!B)4xhD{a<>#LOP!Z67l_e z0EO%B>6x3EYlFbc5^`iDscWmNKncmdFrFxb@2S+0d~t0Rh{5%oIB|m23a%eHLNC8ei;L9M zv@hfi$U^D0*X#~QZF~|r86O8)KG-lXCx?fJqrNt$YeDWXB$X=WiOR(Vij`F7cb@uB z=Mz7_-1@-kn4K=Ax$T0WEOVE`z;3szcG>BtHkX+U2KtX4Lm()|g^=n zI`l6>K`(U^b&}j-T2aaJNsOF2d6#qfw8xr~Xv|A9om7G2bE0*{MX*_|F0-q<+tt;% zc@6~MAAg*F{A2peXIONzXV^ar^LhH|Pib`2Xl{P5f1Em;UfT}?-VGewE+O>vI8>LR z1bfV>c`0~}jvS(qE7D2o2woj{*sy!f-MsK7dEBJunI60+FKqlCkzf~#f7VrIOXg6^ z3-|8}MO8uq(5Ou!uhS_P!9S?bQHq6^G6Q}yAQuBJu+Tr2DdgPN9f?V%!$!AT46~R` zXWV||hh&CGmSk1gke>7EP4fHcgCC@4o?%?vRU3*N)+Y@1*%^rbGX34(QA0xxxx8W2 zb1a|F8-{1!6*53%WVO=D9J$A(-a%tTlk7UFI=Ku|!+PSW%in$VLWsv5t zP`k-J6S|K7^0~Yr8Pvrq+krtMFLb;2I;T

c&wdyF~7AC^^^d2LGh9*7DJ4IJi2P z7)i!L6|%c*#Z^bR-0UPf4^ES+y{!3tejP0AC8>eAe3mltsngB2p}U*b)|f^8$VYZT z$mMd?Ml<%$!lfnT^@yDUp%B8p`h=7ZtM9u$P87JPw1buuQfyYP!CK3ez3!*N`XlnN zdB!1^vp0fK*RtKArB9tOn>yc7SR&ke@hzoLS)h&YpGus$V*r}qX^%ZBtU&#!&46Ph%WIda;WGXNn_7Utv zL6K5x$(+gNN@4$NGpX;v>C^P1A5lC`ZEbtOY@aL~9i^ZAgjsE9!^SB-H+ zaSFCr@e{_Y&)PrX*E5~+%&E-VS3B>^x_m!VA9>`;OUcGiF539e{Md}AW7gHWtla0K zoWYE6gCr#+8;jYKNhzDlPftzfa@oel#@fKCn7cV>YFGRxTeog4EXPkCB;$~+@x7*Q0yUbKK zHd49FtQ}v>uodR!=8!ubLLRa|7QXQYQ$f3(ayd)aD-MTMH+2pgiD~!!QD!4(rm|9i zR;2@0R!J5Y%(fZL?7DjSzkTxirI$;Q57`ozkNws1e}30@^33?W1g&&m9kS(2WtsLS0tW_V)G}W5Q}9(?wQ=ac--@ z6iZ#+hmftO_Kau_8A*`YAWuBh*EIXav6huXp`}LKg1xMJLatZF?QMy8L))s|Szd09 zf!Tx(jJJ%--_U|&BeHFQbW^` zShm+cH|pz*Qo={sisfipjqB1do401jx+xh}VGU<=dCmPN!ySu7LU6p>ac6|tCO4_MWYi^|m@A=~;;3(xFrQRD3EFP@5x4yMLzH#HjLBMmLo z+nQTh8SelptLFUtwA8hZUCAoEOR))sCuj6b?Ry<|WllFmKJ|jpV~q)A!p)oNwmoT|Rc3A!;M< zX$p7GxA#s*t>xD2+?cmdQLUigH*5K)yNAaQKg>o^e&aW`rukw9 zem{93lFjdZkJ(RzxuXBNuDUlU9ABqoJ6KYoP^rrtwOerXT2}TwuyipW@%-z3XFr>I zJ#i|sb|~zd%C$ZhAH9EYV(`A~wEED<l3H zn{#1Wo9k<#n`|~%A}dS&B=uA*Cz)_Mn^zcb10Z-;7rpfsJ@CLTrS@z{kx{S#`04^I z!?4)yH>>(khh86afK8?13v-l7lG{wqE?oQKg~}t*o6Cpw8%IAlqD|Y6|HHM+S)Y5c z5VWN;m(=eqKRW5_x}y(x%!EvSq=ptnEo)6DWtuuHciB~OBVYqc^{G8@TjfwJ?u16o zRN6Sh)aqQ4_#(Vt6WLm+Tc$yh`pkYB?bk-Uvl=~5G)(3sHzNn zWc0Fb&*w5}muH!}-EvuGGcruE?(UoKzn}j3pXt~!+NdyW%S5#&dt;&B&n7|MeV2Jb z-ga5nZ!awk=5hfyTVb%Yv@|s}6^~D*Qk{F4rl<{btb<`?XBe^aq$Mb2rR9L9kiS23 z$rUfTzFnfjWqoMn7;d{JN2GpfImbZDldoG&gdE~Gl#<3?jsVrB<%Qzz6DYBM~o^O8fDJ$OXUjC7PUMvtrx{I}GD+QkEI#xi`06_Jz$Q*!FR@#f#&I{wtE z99*&@FGQvmwcW1RmUYXkW~b?`H;+5t&gqugXr!8Hu}qRdCnPqWY@4M{r<}C-43t&BOOk`I zS{n^lHP2gjbzoZ~iz%fTxx5rq*;GTAbESo)bg-Yw5u>AH`Z49DPtgyL%hwlg8|87b z=UJbidCb-xCptyRcK=A{;hV)H`W;(fYRx?9upD~E^36znZO-M!hOp#W-}Zd>0YB&r z4C#w6(y#t%?cV;AivE7KIA>*rZrorR$s#f`kXLQc{4Zw;ZJtnkE<=%&)(C#DPDZH6%bUorz#AU=hd&R~JAa&lqKIp;kNfvhh#G zxi&Ta0Q7Tk4rBcz|dfrniI+!f&yuoN201H9<=bxu1o)C&;)Om`XS-7-Bd>;jafdRHG z0E##=LZJ{#Bn+b@w*J-uA7I{+seb!9qzA5sFl$fP=fb5M!64jRsXZNwMao(otvnWWd>6 z>XfHC0yD?x`Wd=>%6zBm)|BJz3JXD}C^SNo3AWCFDX^bw>LHr*IA=XaZyQ6Yr2vf* z;#I3)Ra_OyxCtRoO0FI*vA(WnPh5QD5f+*vw0Zn-YG~lgHgvj+FZ_$YV4Sbb9-%be zL0lsYscHJ0&P{ot*X!MGvdQGe=xhhgr4f(+uZ|;;c-BAQZy3x>28XV^W?1weUikaZ zKKnh%W7(IB|MVqSBRXfdAMxZ838TR-MXxMcPf9S0+G}Rdn_X@)XBnwVZ!+U~opYks z>-8(hNv13-ui9H2kw_%CK3cTFPQdr@i8c{)Qk8{H?)DlCK0R5}goK^h3( zIZij8oP55=J3f@X-SqCFoHFTUqHAOh)7lDUO_mM9F?1kp(0Q#6x}AtEHy^s}JZ;`m zXo6@KF^=T*dua}dhb~VpOmr!!Vg)f^I2^toG3Oou?hr}cbI;L<6HcFx@0Z@>3t@BN zHs|I@ENdMdC4{Z@G9vB^FbtUuioW+$42ZA|j2oubsQSg}WCOf(baLcyK0eje)j0gp zi_&p(actEet|Vp`jXag8h=`%cBBFeuXn3h5MPs@(mFUw&a+R4PPTQr$=-^tm*_e}QoM?t< z*^n$vQe;*%rC3@d))Wnx3XHtnzWtWz9ih3IjdA|;r&2B_!MX~*RXHG0Dn-ve%Y2>~ z_yNs#Ucmv+Gf^xKeivw8*Z`&Z@qkWE#4nt#WjPL3`!cb=#nnF>8X^Jche0RqI2&2u+?_e)-stN zwGRZP6j?G#H&{syDNSazL^G0TlWknzxH1LIOQllrcs!q1>sV;5D-Mfgyv!KJ zsKL4Fwdc%6rQ^=)ZBG2HONu3JiQu%aI==eO|L{6YU))r3r2jTq7f5d=N8aZ1%R^}sB1AJLB&WC^&0TzDZlP3O&`6V|6|XO7lMN>F#D+fjSZGD;AgN&p zN~TjO-3nMNcC=O3!mKZ|C&?x_+mfB1@^v|bmBm2l#GS0$DLE%dNkV~`f`W_oFohEo zvsgUs;EU3_pdJCr4N>@0w0h>qMdkkKTvu_`#YRopzOJNUmW!p5g?wj{4G)mCk3Fs1 zz@0l~x4UAkTe~U`;Ng0ES=fT)qgJ)VPN<+4UVz!$U{PgRF%0+{J5;bbUen&ukxVWR z&R=(sQD%1Oy%02LWCNzdGL*}qmXU@-Evt*qKk<1vriBLoGJBJ<_mSDc+LymX5|aCh zEdNJm*AFVeZxtDBqom%i{QSvZ($(%D000#hNkl}&!?05t5y6W*Xc6N8FKPARg2h4|N8WpjQw6@c8 zPq45+mo9-vO`rX2foJ4(ECeUuS08?OTb{G0>qlzvbG-6-s#K6I*UJ%KP-@M#AFa?; zz6zacTr?}%YmWY;J(x)q|M~QzorUSPnRwUyOj!=PJB^B6%>@Fj@2r;l9kR>JzKHD$q2B;y_Xp+k~1X|{Bgr{h*|MR(-bOs^O;K`Ty+OiQ!i3r$yRAh0?x z(5dSNJ8`GZOz}<6hGw&uk*zaBSX)A`afA!@Rl7Q6tOgn``R*@Wb>@$F@-3fChkE^5 z69qCC8JBBoUacZr{-^oIj4SI&Rm_v_OWoz@%D>_j__nxw!FQfAB5ip&5!fjZ(15wbFc|FF9r;==#ST^W~`gUvErV z*`krn!*yA2lQqDJ2L?1}GBbKvqkN9ad5AXO3af9mRC=XSkd%^Y;{(!Wb#-W&ubfXL zi`_Ko1sq3y}pJ{s$;Oh$h_;aV%mS*sGV z&-J!GuRQVH@@L;#xZnDz#3Gz)u)3>!@GWIo6&O+~smyWb!<}6nEv=XS>qwP(zE-E5Py-vq|P7mE#8Z@7m=>pMZ1foff zPl5-nVxv!%<&u=N+Z{HWYtyL*o8i_iHjsjd;K&h{3vL-{;{P9P9Vy@oU!YfBkvAG~ zkyPyb&Q@77`Q8!YM9lK-2jDAP&aSXeF^!n1QqG#b?##O>$=5(@ZmP^MA66E#=RsPO z8EHTuFK^o51jzPxz^Tqn@>eO%SNMOS1Kjb5gblWq`S?xWqO?(*!c{xog0XFk{l(=m8VI5R%Z99}fa#$xy>30na^f@e(!-e2f+TEF*urN8-`dP9nkoiFj*qjQ!x5oh^# zp$ZdxL9o<7nHZ&SK|vGGTPsKuPe)9P|n6-&Ub$MZh)>mg()p0)Y5f*ioCF`b(3LYx>X~9P}H@R%&R+#4vaCSD4 z)hKCR+e%M_MWq@gm%`Sp%<}vjh{OwIiHsw~Ep`bklx4M2LCuL$skqxTz=aDeulwjn zY1eZD>es{`h=r0=iN&TenPY{5y}GP;Y;0_Nd_0$H-_Ih%4eK*)WZXy7Z&O#AT)LpF zrHcs4MjBYVz{W5|0K%Fmts~D?R8CAxb$189_B9>O#pQBLPfrgF3~tH`mzI`>hle%I zDM@1gUky*Qx}&qq2j6YgOhe2)xk>Y|Plj)0Qat2xkY6?%@ z9J+ou67l+cBB_8xAhL3~)Lf1>JHkByXj;<9xMvSYe7(^SgeS(Sex2FF{mbZV_AY>^(-{&LQ}aq2(DHqF>3RO zUNU@?Lk^jmiu_EF5)$vPDd;j)pfH{*?vPk%N9mPSmd%dK)$=r z`NHj>xN)+H`0$6W+cpaL9--!wq-i$XAyos#bsNhcYmJmyrpOB0p(#~OpCQg8DD7}W z!iF~1=L@Y$MZCC4+^j0vwZAov3cFgWeNrTuOnNeP$0(=^>`RhMm57-&p@MvB=x%2; z;3>3lyK`rD>dQ9kNcXq+%65Z6JKnB<$W8cb@HSm0ywR#__w^geCg69{B3M(#O3__d`n9UiXzmEMx)}`6u;k(0>NO=rYPA59#HBA z-tbB~owwOWzy9?HbGe+$<;pS0wzjt6ugBv}Boc@R8yX_{e9r6j#^dooAc!0s5t_&2 znV6VtZEZyXq~vb53!zbesF&s74z@sHa&oG-uP;|9I&G?9=!=Vs-QC^UtRE#anJj8p zUe0%R_UztmiyacEzWw&AfAS}figR1=`uO-nM@I)gra`Y>wsRV>L%0y2b#`{}*=+H2 zyrZMJt}vc<@~0KITOA)C!KIY5mF9UdP~c6Rnc^Z7tpZgR4?Q>w!jxRy#+qfytT zOSOaRa1-5ZZf?ex+1XifqTtHP3WzV51#$^Hvd%(~>GbK-;)p!4iUJ)FQz7DvMtnyV z_<{nc)Zucq_Vm;*ZopGSG-G3<{9P9U2ha%E@K@Xp2SQgTugz|nZl0exMYXIpheMnV ziFZ|%jafL*TsY$3IUC;rK>vAZH3X{o?OC`~Y!+}OBM~@zL^A)1Iun-uwwYBk$ z(X3O5EbzKmkcls7U0ebSg&ljR0~Z&Ys{wj;@f01wO`xrE;K9-QQ=82$NT)V5$~rsW zkH2f-zRFKPf8c=!b~5$2AC1LI<+6hlSsd+&zfPyq#z!&5ZbD8p2glYvFfahut{eJ$ zEJTT>rY5*I@E=lxqEHl6foK?)6B85S_&f0^nM{HfkQZnfgrc_fgq}h6Z zrpO23`uqF&0wnv|+FDy%yO_*__Mmb+0z&*0#S(N8IG`k7VOJ{Ta>tGx!zEgoo0~(s zLJ~(tMo==FWlzxxL=|>I$mU&bDM*Q)qhwcC7tjED=nMLVs)R75(`ocVoKT9VYimjT z?d$8qCAgB!W`n^HKp+V;S!BC*APM|I)%)(duf4sUpUAf{oT;59DQX0<@Meue!d0xF zkjc+x2NlF=u(cXcW^iy2H~IP$7Bw-GYqLR1h#O&$UVKL-u+k#Y7KLFka48N7#4CbZ z;u4Z{{P=O)6qhhocm)L2sylMfH>K{d;avdOHuLrE0u8(cSrh}60u5Bo4&vf910P)C zsdxl@K)Bk|8j^Z-lk5=RDkf@%5I~{Dk!jnWepnBv1e6yh4FnXY*@|T%V$r_98A9gs z`FeYMK@ic(HV1fZn)tBzSs&ZBDh%w_;SX_;rnnR)w-!4I<5OEOQaethzUkUi8;9D{ z`fAax_{jwE6lAJ@dRM4#NSql`j|TqZ2?+&#?k=^cXHl@_o zD%OhCKi$Bgt?liC!KO#dfJOJAj2 zhCivE5-(}xvd!U;#2L}Z`82K84U=Em`R+y`s<>l!I`PWx^kTz-iUL=oz`Iu?PPl9M zG+C?+5|>;9#4F-#+*+(IF6*DxFTE5`Yv)lzQ8q2i+(jL0m>(dsK6qZZ34^Owug=cR zWyZ!1`Tc3j^0u|5*VfXdQa4d*ZZ6>SEr8;MLQ`jFI*|xQA`@d{p~gm^s^(2I;BXAb z@nNMN!EJ;_ke|B$o25y!z-(+ zkAD91QI`u573>HUOS3G`;-ayB>#@w88^ytZ3w;X+aws_o(#pGo2 zgwyGnoJ6R{{B5~>!e;Z2j#|;EG&d)8bTlq5s&03nP>`CNR~~&dUoOkK-ir`a*ENK5 z;qZ^2d1k9&uLt1;bNPJm!3WQEcf+h(Jd8S#&wF)UT3E2+ad~O!#Oc%C`|gwQRMViE z2w%aBS{!iKOE7X~cD8$AA>{FV==kxH-Ja(|j_{Z7yz>q$t-ix?hwlg8FALEDM2up* z4kjbm-fpWdnzDKL0VWL%wj)RA{CT)_x_z5gS8d)VH7Ks8j#f%i)_uK z%=W-Wd_HFA;27|6xuOjXY?6Q<(;yEGO@rBrvYJf#eLk&NY#tnRz43;@7KrYc;0x#N zOiU0yGn3`dZU+F0GD{kA6Zv&tUANT2O3~%Z z<&S?nqbUCt{G)rKg~&RQha%BMZVPpEI`?xh@bCUE+d}-cud#Vfd|*YlJ%>e-*n&rd z)F=RIKJo}t4k!%=&}C(11+ETh=(a&M-`vYae~`uRn$b(u~+u0 zve_&I9KnJZDBo`t)Ki^gfJVY_?Q}RUT%9-*X(NCx$oa%^U0b(O;3*gkBe9pUuDd`> z3w`QS^ur(0$3MQk!LNr`UuEZT@id>0o2$Q|h7=~Wx3^a$Mi(z$^zV7bYkP=B*+$5z zDW;BFW7J@f`9B!ajR4ZLwY3ETfo;PXAhx=?3R{{^rxD^q8{QX&kgbn?lx;qNdhOyh zX87I!HjTwV1PZ^PhLpG;g8qS0;&+$!t%daf3HaRSXl#uB`mZ-Xf~D>6r$7GVtuKjL z1^&AY+lV=zB(d?M-uU`54T z%=@)e0$?qXJHn!hRminugZ(Otx$Rl2h=glL>1;(0Y!h=P!^6Y(hKNWrU{0ZGRXy7P z2wxG!)U6`qlZ$pXLVNHd`geqTGr%@DI4FM9%HuiMk+K^BY2P3G0n4wElcCSxCI3aT zT@ZkI+$k><1z<}Nks|*I?y$Ia-vAZ-mw(yDoC4Kbw>IRye4P=}9`RFezi@^W)EONe z1!kpEX=Y{yinzbLa9cnPuvD;|Fh|G%&Yx$iyAb2-03Zr-25=F^Y8NpV)8F?1JpnMt zM~<+V1p#V3JpVj9oOvT(p@rfn1%E*esrZdOpxDsRaL))t-1(uy2>gEQw-}|q``w+A z4Tuq#CsrqHTfpK6z$5v&$D_>m-NzIWI#)aF4h|ABw`EKYHXP{vf*Mj#2c}8H5is{V z<<|!RFbt`cU?jXF%&8ci*$&X|PBu#7zhEi6_4M>~?PoLZ4SeilY%~?P!TG`RLxQ*a zp$V8!1jCy6^{jgh_aHC4bLS4IgNzWq@VV!nd%t-_4OUiIfC}e&;R5^h1{f~n*Dt@k zwIDcm{rYv}6=J=})&gQT1=#HMdT-ypUE2DqR|f{j8JsH&{^}~rZV@wYhoLx@|KEat zBv>dN=qzRdmSqkO4hSuL@WBW8(KGkR+@r%E`{=p~o;pdt{%JDV@xR-aJ$vSi#82$s zHY5!O1EElmENX3SIeq%ny`Hp_(ER$2=pAYXZekenfXD6b)Ua4Pga66~Z9VjA9~BY* zHAwbLI~HHpe2)O?R1^`Wo$pPke%}ttS{0Wap|;vs-l>v@TdR) literal 0 HcmV?d00001